Evidence map›Paper›PMID 32015543›Full record

ReviewNature methods2020

SciPy 1.0: fundamental algorithms for scientific computing in Python.

Pauli Virtanen, Ralf Gommers, Travis E Oliphant, Matt Haberland, Tyler Reddy, David Cournapeau, Evgeni Burovski, Pearu Peterson, Warren Weckesser, Jonathan Bright and 25 more

Erratum issuedAbstract readHistorical ArticleReview
PubMed Full text at PMC Publisher
In one paragraph

Review in Nature methods, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 9,240 papers.

0numbers the graph read from it
0cells of the map it votes in
9,240citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

9,240 citing papers in PubMed.

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  20. Effective Modeling of Continuous WaveMagnetic resonance in medicine · 2026
    Article

9,180 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

35 authors.

Pauli VirtanenUniversity of Jyväskylä, Jyväskylä, Finland.
Ralf GommersQuansight LLC, Austin, TX, USA. scipy.articles@gmail.com.ORCID http://orcid.org/0000-0002-0300-3333
Travis E OliphantQuansight LLC, Austin, TX, USA.
Matt HaberlandBioResource and Agricultural Engineering Department, California Polytechnic State University, San Luis Obispo, CA, USA. scipy.articles@gmail.com.ORCID http://orcid.org/0000-0003-4806-3601
Tyler ReddyLos Alamos National Laboratory, Los Alamos, NM, USA. scipy.articles@gmail.com.ORCID http://orcid.org/0000-0003-2364-6157
David CournapeauIndependent researcher, Tokyo, Japan.
Evgeni BurovskiNational Research University Higher School of Economics, Moscow, Russia.
Pearu PetersonIndependent researcher, Saue, Estonia.
Warren WeckesserBerkeley Institute for Data Science, University of California Berkeley, Berkeley, CA, USA.
Jonathan BrightIndependent researcher, New York, NY, USA.
Stéfan J van der WaltBerkeley Institute for Data Science, University of California Berkeley, Berkeley, CA, USA.ORCID http://orcid.org/0000-0001-9276-1891
Matthew BrettSchool of Psychology, University of Birmingham, Edgbaston, Birmingham, UK.
Joshua WilsonIndependent researcher, San Francisco, CA, USA.
K Jarrod MillmanBerkeley Institute for Data Science, University of California Berkeley, Berkeley, CA, USA.ORCID http://orcid.org/0000-0002-5263-5070
Nikolay MayorovWayRay LLC, Skolkovo Innovation Center, Moscow, Russia.
Andrew R J NelsonAustralian Nuclear Science and Technology Organisation, Lucas Heights, NSW, Australia.ORCID http://orcid.org/0000-0002-4548-3558
Eric JonesEnthought, Inc., Austin, TX, USA.
Robert KernEnthought, Inc., Austin, TX, USA.
Eric LarsonInstitute for Learning and Brain Sciences, University of Washington, Seattle, WA, USA.
C J CareyCollege of Information and Computing Sciences, University of Massachusetts Amherst, Amherst, MA, USA.
İlhan PolatIndependent researcher, Amsterdam, the Netherlands.
Yu FengBerkeley Center for Cosmological Physics, University of California Berkeley, Berkeley, CA, USA.
Eric W MooreBruker Biospin Corp., Billerica, MA, USA.
Jake VanderPlasUniversity of Washington, Seattle, WA, USA.
Denis LaxaldeIndependent researcher, Toulouse, France.ORCID http://orcid.org/0000-0002-5540-4825
Josef PerktoldIndependent researcher, Montreal, Quebec, Canada.
Robert CimrmanNew Technologies Research Centre, University of West Bohemia, Plzeň, Czech Republic.
Ian HenriksenAnaconda Inc., Austin, TX, USA.
E A QuinteroIndependent researcher, Belmont, Massachusetts, USA.
Charles R HarrisSpace Dynamics Laboratory, North Logan, UT, USA.
Anne M ArchibaldAnton Pannekoek Institute, Amsterdam, The Netherlands.
Antônio H RibeiroGraduate Program in Electrical Engineering, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil.ORCID http://orcid.org/0000-0003-3632-8529
Fabian PedregosaGoogle LLC, Montreal, Quebec, Canada.
Paul van MulbregtGoogle LLC, Cambridge, MA, USA.ORCID http://orcid.org/0000-0002-2382-8308
SciPy 1.0 Contributors

Funding

Austrian Science Fund FWF P 27703
6 · The paper itself

Abstract

SciPy is an open-source scientific computing library for the Python programming language. Since its initial release in 2001, SciPy has become a de facto standard for leveraging scientific algorithms in Python, with over 600 unique code contributors, thousands of dependent packages, over 100,000 dependent repositories and millions of downloads per year. In this work, we provide an overview of the capabilities and development practices of SciPy 1.0 and highlight some recent technical developments.

Indexed as

AlgorithmsProgramming LanguagesSoftwareComputational BiologyComputer SimulationHistory, 20th CenturyHistory, 21st CenturyLinear ModelsModels, BiologicalNonlinear DynamicsSignal Processing, Computer-Assisted

Identifiers

PMID32015543
PMCPMC7056644

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.