seaborn

seaborn: statistical data visualization - Published in JOSS (2021)

https://github.com/mwaskom/seaborn

Science Score: 100.0%

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    Found 5 DOI reference(s) in README and JOSS metadata
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    16 of 214 committers (7.5%) from academic institutions
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  • JOSS paper metadata
    Published in Journal of Open Source Software

Keywords

data-science data-visualization matplotlib pandas python

Keywords from Contributors

neuroscience neuroimaging meg eeg ecog bids parallel closember magnetoencephalography electroencephalography
Last synced: 4 months ago · JSON representation ·

Repository

Statistical data visualization in Python

Basic Info
  • Host: GitHub
  • Owner: mwaskom
  • License: bsd-3-clause
  • Language: Python
  • Default Branch: master
  • Homepage: https://seaborn.pydata.org
  • Size: 51.4 MB
Statistics
  • Stars: 13,406
  • Watchers: 255
  • Forks: 2,028
  • Open Issues: 187
  • Releases: 37
Topics
data-science data-visualization matplotlib pandas python
Created over 13 years ago · Last pushed 6 months ago
Metadata Files
Readme Contributing License Citation Security

README.md



seaborn: statistical data visualization

PyPI Version License DOI Tests Code Coverage

Seaborn is a Python visualization library based on matplotlib. It provides a high-level interface for drawing attractive statistical graphics.

Documentation

Online documentation is available at seaborn.pydata.org.

The docs include a tutorial, example gallery, API reference, FAQ, and other useful information.

To build the documentation locally, please refer to doc/README.md.

Dependencies

Seaborn supports Python 3.8+.

Installation requires numpy, pandas, and matplotlib. Some advanced statistical functionality requires scipy and/or statsmodels.

Installation

The latest stable release (and required dependencies) can be installed from PyPI:

pip install seaborn

It is also possible to include optional statistical dependencies:

pip install seaborn[stats]

Seaborn can also be installed with conda:

conda install seaborn

Note that the main anaconda repository lags PyPI in adding new releases, but conda-forge (-c conda-forge) typically updates quickly.

Citing

A paper describing seaborn has been published in the Journal of Open Source Software. The paper provides an introduction to the key features of the library, and it can be used as a citation if seaborn proves integral to a scientific publication.

Testing

Testing seaborn requires installing additional dependencies; they can be installed with the dev extra (e.g., pip install .[dev]).

To test the code, run make test in the source directory. This will exercise the unit tests (using pytest) and generate a coverage report.

Code style is enforced with flake8 using the settings in the setup.cfg file. Run make lint to check. Alternately, you can use pre-commit to automatically run lint checks on any files you are committing: just run pre-commit install to set it up, and then commit as usual going forward.

Development

Seaborn development takes place on Github: https://github.com/mwaskom/seaborn

Please submit bugs that you encounter to the issue tracker with a reproducible example demonstrating the problem. Questions about usage are more at home on StackOverflow, where there is a seaborn tag.

Owner

  • Name: Michael Waskom
  • Login: mwaskom
  • Kind: user
  • Location: New York, NY
  • Company: @modal-labs

JOSS Publication

seaborn: statistical data visualization
Published
April 06, 2021
Volume 6, Issue 60, Page 3021
Authors
Michael L. Waskom
Center for Neural Science, New York University
Editor
Lorena Pantano ORCID
Tags
data science data visualization statistical graphics

Citation (CITATION.cff)

cff-version: 1.2.0
message: "If seaborn is integral to a scientific publication, please cite the following paper:"
preferred-citation:
  type: article
  authors:
  - family-names: "Waskom"
    given-names: "Michael Lawrence"
    orcid: "https://orcid.org/0000-0002-9817-6869"
  doi: "10.21105/joss.03021"
  journal: "Journal of Open Source Software"
  month: April
  title: "seaborn: statistical data visualization"
  issue: 6
  volume: 60
  year: 2021
  url: "https://joss.theoj.org/papers/10.21105/joss.03021"

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Subspecies Niche Specialization in the Oral Microbiome Is Associated with Nasopharyngeal Carcinoma Risk
Last synced: 2 months ago
Evaluating Organism-Wide Changes in the Metabolome and Microbiome following a Single Dose of Antibiotic
Last synced: 2 months ago
The dynamic conformational landscape of the protein methyltransferase SETD8
Last synced: 2 months ago
Distribution of neurosensory progenitor pools during inner ear morphogenesis unveiled by cell lineage reconstruction
Last synced: 2 months ago
Persistent epigenetic memory impedes rescue of the telomeric phenotype in human ICF iPSCs following DNMT3B correction
Last synced: 2 months ago
HIV-1 uncoating by release of viral cDNA from capsid-like structures in the nucleus of infected cells
Last synced: 2 months ago
The effect of hybridization on transposable element accumulation in an undomesticated fungal species
Last synced: 2 months ago
Respiratory syncytial virus co-opts host mitochondrial function to favour infectious virus production
Last synced: 2 months ago
Global alignment and assessment of TRP channel transmembrane domain structures to explore functional mechanisms
Last synced: 2 months ago
Circular synthesized CRISPR/Cas gRNAs for functional interrogations in the coding and noncoding genome
Last synced: 2 months ago
SON and SRRM2 are essential for nuclear speckle formation
Last synced: 2 months ago
The Promise of Sleep: A Multi-Sensor Approach for Accurate Sleep Stage Detection Using the Oura Ring
Last synced: 2 months ago
Biased Ligands Differentially Shape the Conformation of the Extracellular Loop Region in 5-HT2B Receptors
Last synced: 2 months ago
Machine Learning Analysis of Longevity-Associated Gene Expression Landscapes in Mammals
Last synced: 2 months ago
Integration of Data from Liquid–Liquid Phase Separation Databases Highlights Concentration and Dosage Sensitivity of LLPS Drivers
Last synced: 2 months ago
Distinct Age-Specific miRegulome Profiling of Isolated Small and Large Intestinal Epithelial Cells in Mice
Last synced: 2 months ago
Compatibility of Distinct Label-Free Proteomic Workflows in Absolute Quantification of Proteins Linked to the Oocyte Quality in Human Follicular Fluid
Last synced: 2 months ago
Transcriptomic and Metabolic Network Analysis of Metabolic Reprogramming and IGF-1 Modulation in SCA3 Transgenic Mice
Last synced: 2 months ago
q2-sample-classifier: machine-learning tools for microbiome classification and regression
Last synced: 2 months ago
Neural tube patterning: From a minimal model for rostrocaudal patterning toward an integrated 3D model
Last synced: 2 months ago
Analog-sensitive cell line identifies cellular substrates of CDK9
Last synced: 2 months ago
Mathematical models of amino acid panel for assisting diagnosis of children acute leukemia
Last synced: 2 months ago
What, If Anything, Is Rodent Prefrontal Cortex?
Last synced: 2 months ago
Time Course of Alterations in Adult Spinal Motoneuron Properties in the SOD1(G93A) Mouse Model of ALS
Last synced: 2 months ago
Electrophysiological Frequency Band Ratio Measures Conflate Periodic and Aperiodic Neural Activity
Last synced: 2 months ago
Estimation of Olfactory Sensitivity Using a Bayesian Adaptive Method
Last synced: 2 months ago
An Innovative Machine Learning Approach to Predict the Dietary Fiber Content of Packaged Foods
Last synced: 2 months ago
The Influence of Met Receptor Level on HGF-Induced Glycolytic Reprogramming in Head and Neck Squamous Cell Carcinoma
Last synced: 2 months ago
The lipid elongation enzyme ELOVL2 is a molecular regulator of aging in the retina
Last synced: 2 months ago
Prediction of Molecular Properties Using Molecular Topographic Map
Last synced: 2 months ago
ACE2‐Variants Indicate Potential SARS‐CoV‐2‐Susceptibility in Animals: A Molecular Dynamics Study
Last synced: 2 months ago
Benchmarking HLA genotyping and clarifying HLA impact on survival in tumor immunotherapy
Last synced: 2 months ago
Characterization of fragment sizes, copy number aberrations and 4‐mer end motifs in cell‐free DNA of hepatocellular carcinoma for enhanced liquid biopsy‐based cancer detection
Last synced: 2 months ago
Phosphoproteomics identifies microglial Siglec‐F inflammatory response during neurodegeneration
Last synced: 2 months ago
Joint cell segmentation and cell type annotation for spatial transcriptomics
Last synced: 2 months ago
Protein quality control and regulated proteolysis in the genome‐reduced organism <i>Mycoplasma pneumoniae</i>
Last synced: 2 months ago
Application of alternative &lt;i&gt;de novo&lt;/i&gt; motif recognition models for analysis of structural heterogeneity of transcription factor binding sites: a case study of FOXA2 binding sites
Last synced: 2 months ago
Sequence-structure-function relationships in class I MHC: A local frustration perspective
Last synced: 2 months ago
Supply-side options to reduce land requirements of fully renewable electricity in Europe
Last synced: 2 months ago
The citation advantage of linking publications to research data
Last synced: 2 months ago
Accuracy and Reliability of the Kinect Version 2 for Clinical Measurement of Motor Function
Last synced: 2 months ago
Understanding interactions between risk factors, and assessing the utility of the additive and multiplicative models through simulations
Last synced: 2 months ago
Catch composition and life history characteristics of sharks and rays (Elasmobranchii) landed in the Andaman and Nicobar Islands, India
Last synced: 2 months ago
Automatic crack detection method for loaded coal in vibration failure process
Last synced: 2 months ago
Polish is quantitatively different on quartzite flakes used on different worked materials
Last synced: 2 months ago
Is Neural Activity Detected by ERP-Based Brain-Computer Interfaces Task Specific?
Last synced: 2 months ago
Characterization of Multi-Drug Resistant Enterococcus faecalis Isolated from Cephalic Recording Chambers in Research Macaques (Macaca spp.)
Last synced: 2 months ago
On transformative adaptive activation functions in neural networks for gene expression inference
Last synced: 2 months ago
Artificial intelligence may offer insight into factors determining individual TSH level
Last synced: 2 months ago
Transcriptomic Drivers of Differentiation, Maturation, and Polyploidy in Human Extravillous Trophoblast
Last synced: 2 months ago
Task-Related Synaptic Changes Localized to Small Neuronal Population in Recurrent Neural Network Cortical Models
Last synced: 2 months ago
Gene Loss, Pseudogenization in Plastomes of Genus Allium (Amaryllidaceae), and Putative Selection for Adaptation to Environmental Conditions
Last synced: 2 months ago
Toward a Better Understanding of Bioassays for the Development of Biopharmaceuticals by Exploring the Structure-Antibody-Dependent Cellular Cytotoxicity Relationship in Human Primary Cells
Last synced: 2 months ago
Performance of Different Diagnostic PD-L1 Clones in Head and Neck Squamous Cell Carcinoma
Last synced: 2 months ago
Human Papillomavirus Infections in Cervical Samples From HIV-Positive Women: Evaluation of the Presence of the Nonavalent HPV Genotypes and Genetic Diversity
Last synced: 2 months ago
A novel retinal ganglion cell quantification tool based on deep learning
Last synced: 2 months ago
Predicting the clinical management of skin lesions using deep learning
Last synced: 2 months ago
Urinary miRNA profiles discriminate between obstruction-induced bladder dysfunction and healthy controls
Last synced: 2 months ago
Nanoscale slip length prediction with machine learning tools
Last synced: 2 months ago
Validating quantitative PCR assays for cfDNA detection without DNA extraction in exercising SLE patients
Last synced: 2 months ago
Synergistic effects of contaminants in Lombardy waters
Last synced: 2 months ago
Sublinear domination and core–periphery networks
Last synced: 2 months ago
Defining lower limits of biodegradation: atrazine degradation regulated by mass transfer and maintenance demand in Arthrobacter aurescens TC1
Last synced: 2 months ago
A Biofeedback App for Migraine: Development and Usability Study
Last synced: 2 months ago
Teleconsultations between Patients and Healthcare Professionals in Primary Care in Catalonia: The Evaluation of Text Classification Algorithms Using Supervised Machine Learning
Last synced: 2 months ago
Deep Learning Approach for Imputation of Missing Values in Actigraphy Data: Algorithm Development Study
Last synced: 2 months ago
Single-cell transcriptomes of developing and adult olfactory receptor neurons in Drosophila
Last synced: 2 months ago
An image-based data-driven analysis of cellular architecture in a developing tissue
Last synced: 2 months ago
Parallel CRISPR-Cas9 screens clarify impacts of p53 on screen performance
Last synced: 2 months ago
Coherent theta activity in the medial and orbital frontal cortices encodes reward value
Last synced: 2 months ago
Biochemical patterns of antibody polyreactivity revealed through a bioinformatics-based analysis of CDR loops
Last synced: 2 months ago

GitHub Events

Total
  • Issues event: 114
  • Watch event: 894
  • Delete event: 3
  • Issue comment event: 175
  • Push event: 6
  • Pull request review comment event: 18
  • Pull request review event: 18
  • Pull request event: 51
  • Fork event: 114
  • Create event: 3
Last Year
  • Issues event: 114
  • Watch event: 895
  • Delete event: 3
  • Issue comment event: 175
  • Push event: 6
  • Pull request review comment event: 18
  • Pull request review event: 18
  • Pull request event: 51
  • Fork event: 114
  • Create event: 3

Committers

Last synced: 5 months ago

All Time
  • Total Commits: 2,804
  • Total Committers: 214
  • Avg Commits per committer: 13.103
  • Development Distribution Score (DDS): 0.211
Past Year
  • Commits: 6
  • Committers: 4
  • Avg Commits per committer: 1.5
  • Development Distribution Score (DDS): 0.5
Top Committers
Name Email Commits
mwaskom m****m@s****u 2,212
Maoz Gelbart 1****t 73
Olga Botvinnik o****k@g****m 65
joelostblom j****m@g****m 24
Saulius Lukauskas l****s@g****m 20
Paul Hobson p****n@g****m 20
Drew O'Kane d****e@c****m 18
David C. Gemperline d****e@g****m 12
Tom Augspurger t****r@g****m 9
Yaroslav Halchenko d****n@o****m 9
dependabot[bot] 4****] 8
John B. Cole j****e@g****m 8
JWarmenhoven j****n@g****m 8
Michael Waskom m****m@g****u 8
Ewout ter Hoeven E****n@s****l 7
Julian de Ruiter j****r@g****m 6
gkunter c****y@u****e 6
Cameron Pye c****e@g****m 5
Jake VanderPlas j****p@g****m 5
Stephan Hoyer s****r@c****m 5
Gravish, Nick n****h@N****l 5
Stefanie Molin 2****n 4
Yvonne Fröhlich 9****h 4
Pete Bachant p****t@g****m 4
Marcel Martin m****n@s****e 4
Kyle Meyer k****e@k****m 4
CorbanSwain C****n@g****m 4
Alistair Miles a****o@g****m 4
e-q e****o@g****m 4
gkunter g****b@s****e 4
and 184 more...

Issues and Pull Requests

Last synced: 4 months ago

All Time
  • Total issues: 441
  • Total pull requests: 243
  • Average time to close issues: 3 months
  • Average time to close pull requests: 2 months
  • Total issue authors: 366
  • Total pull request authors: 79
  • Average comments per issue: 2.64
  • Average comments per pull request: 1.42
  • Merged pull requests: 120
  • Bot issues: 0
  • Bot pull requests: 26
Past Year
  • Issues: 77
  • Pull requests: 46
  • Average time to close issues: 3 days
  • Average time to close pull requests: 17 days
  • Issue authors: 75
  • Pull request authors: 23
  • Average comments per issue: 1.01
  • Average comments per pull request: 0.74
  • Merged pull requests: 9
  • Bot issues: 0
  • Bot pull requests: 0
Top Authors
Issue Authors
  • mwaskom (23)
  • z626093820 (6)
  • frfeng (5)
  • jhncls (5)
  • pnacht (4)
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  • JanPalasek (3)
  • Utsav-2301 (3)
  • sarath-mec (3)
  • subsurfaceiodev (3)
  • buhtz (3)
  • Gabriel-Kissin (3)
  • nick-youngblut (2)
  • KathSe1984 (2)
  • rongcuid (2)
Pull Request Authors
  • mwaskom (73)
  • dependabot[bot] (26)
  • MaozGelbart (9)
  • pnacht (5)
  • MarcoGorelli (5)
  • yvonnefroehlich (4)
  • aydinomer00 (4)
  • jorisvandenbossche (3)
  • leoluecken (3)
  • qiemem (3)
  • StefRe (3)
  • beyarkay (3)
  • poorvaja-s-hub (2)
  • janikkokot (2)
  • eloyvallinaes (2)
Top Labels
Issue Labels
rough-edge (25) wishlist (24) mod:categorical (17) bug (16) upstream (16) question (13) mod:distributions (12) objects-plot (10) docs (9) ux (8) enhancement (8) mod:relational (7) statistics (5) needs-reprex (4) plots (4) feature (3) themes (3) mod:matrix (3) mod:regression (3) api (3) mod:core (2) mod:axisgrid (2) objects-scale (2) internals (2) refactor (2) objects-move (2) mod:base (1) mod:palettes (1) objects-core (1) perf (1)
Pull Request Labels
dependencies (26) mod:categorical (25) enhancement (15) bugfix (12) internals (10) upstream (9) docs (7) infrastructure (6) feature (6) objects-plot (6) refactor (6) mod:base (5) objects-mark (4) ux (4) mod:relational (4) api (3) statistics (3) mod:matrix (2) testing (2) objects-core (2) plots (2) mod:core (2) mod:distributions (2) themes (2) v0.12.3-backport-candidate (2) algorithms (1) mod:axisgrid (1) objects-stat (1) needs-release-note (1) mod:regression (1)

Packages

  • Total packages: 18
  • Total downloads:
    • pypi 27,940,660 last-month
  • Total docker downloads: 360,058,992
  • Total dependent packages: 3,897
    (may contain duplicates)
  • Total dependent repositories: 74,152
    (may contain duplicates)
  • Total versions: 114
  • Total maintainers: 3
pypi.org: seaborn

Statistical data visualization

  • Versions: 36
  • Dependent Packages: 3,699
  • Dependent Repositories: 67,011
  • Downloads: 27,940,660 Last month
  • Docker Downloads: 360,058,992
Rankings
Dependent packages count: 0.0%
Dependent repos count: 0.0%
Downloads: 0.1%
Average: 0.2%
Docker downloads count: 0.3%
Stargazers count: 0.4%
Forks count: 0.6%
Maintainers (1)
Last synced: 4 months ago
alpine-v3.18: py3-seaborn

Statistical data visualization in Python

  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Dependent repos count: 0.0%
Dependent packages count: 0.0%
Average: 0.7%
Forks count: 1.2%
Stargazers count: 1.5%
Maintainers (1)
Last synced: 4 months ago
alpine-v3.18: py3-seaborn-pyc

Precompiled Python bytecode for py3-seaborn

  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Dependent repos count: 0.0%
Dependent packages count: 0.0%
Average: 0.7%
Forks count: 1.2%
Stargazers count: 1.5%
Maintainers (1)
Last synced: 4 months ago
alpine-edge: py3-seaborn

Statistical data visualization in Python

  • Versions: 7
  • Dependent Packages: 3
  • Dependent Repositories: 0
Rankings
Dependent repos count: 0.0%
Forks count: 1.0%
Average: 1.2%
Stargazers count: 1.5%
Dependent packages count: 2.3%
Maintainers (1)
Last synced: 4 months ago
conda-forge.org: seaborn

Seaborn is a Python visualization library based on matplotlib. It provides a high-level interface for drawing attractive statistical graphics.

  • Versions: 11
  • Dependent Packages: 181
  • Dependent Repositories: 3,503
Rankings
Dependent repos count: 0.1%
Dependent packages count: 0.4%
Average: 1.6%
Stargazers count: 2.8%
Forks count: 3.1%
Last synced: 4 months ago
proxy.golang.org: github.com/mwaskom/seaborn
  • Versions: 25
  • Dependent Packages: 0
  • Dependent Repositories: 1
Rankings
Forks count: 0.6%
Stargazers count: 0.6%
Average: 3.6%
Dependent repos count: 4.8%
Dependent packages count: 8.5%
Last synced: 4 months ago
alpine-edge: py3-seaborn-pyc

Precompiled Python bytecode for py3-seaborn

  • Versions: 6
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Dependent repos count: 0.0%
Forks count: 1.1%
Stargazers count: 1.5%
Average: 4.0%
Dependent packages count: 13.3%
Maintainers (1)
Last synced: 4 months ago
conda-forge.org: seaborn-base

Seaborn is a Python visualization library based on matplotlib. It provides a high-level interface for drawing attractive statistical graphics.

  • Versions: 6
  • Dependent Packages: 4
  • Dependent Repositories: 134
Rankings
Stargazers count: 2.8%
Dependent repos count: 3.0%
Forks count: 3.1%
Average: 5.3%
Dependent packages count: 12.5%
Last synced: 4 months ago
anaconda.org: seaborn

Seaborn is a Python visualization library based on matplotlib. It provides a high-level interface for drawing attractive statistical graphics.

  • Versions: 12
  • Dependent Packages: 8
  • Dependent Repositories: 3,503
Rankings
Dependent repos count: 0.5%
Average: 5.8%
Dependent packages count: 7.0%
Stargazers count: 7.6%
Forks count: 8.3%
Last synced: 5 months ago
alpine-v3.17: py3-seaborn

Statistical data visualization in Python

  • Versions: 1
  • Dependent Packages: 2
  • Dependent Repositories: 0
Rankings
Dependent repos count: 0.0%
Forks count: 1.1%
Stargazers count: 1.5%
Average: 7.5%
Dependent packages count: 27.3%
Maintainers (1)
Last synced: 4 months ago
alpine-v3.21: py3-seaborn

Statistical data visualization in Python

  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Dependent repos count: 0.0%
Dependent packages count: 0.0%
Average: 100%
Maintainers (1)
Last synced: 4 months ago
alpine-v3.20: py3-seaborn-pyc

Precompiled Python bytecode for py3-seaborn

  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Dependent repos count: 0.0%
Dependent packages count: 0.0%
Average: 100%
Maintainers (1)
Last synced: 4 months ago
alpine-v3.19: py3-seaborn

Statistical data visualization in Python

  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 0
Last synced: 4 months ago
alpine-v3.22: py3-seaborn

Statistical data visualization in Python

  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Dependent repos count: 0.0%
Dependent packages count: 0.0%
Average: 100%
Maintainers (1)
Last synced: 4 months ago
alpine-v3.22: py3-seaborn-pyc

Precompiled Python bytecode for py3-seaborn

  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Dependent repos count: 0.0%
Dependent packages count: 0.0%
Average: 100%
Maintainers (1)
Last synced: 4 months ago
alpine-v3.20: py3-seaborn

Statistical data visualization in Python

  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Dependent repos count: 0.0%
Dependent packages count: 0.0%
Average: 100%
Maintainers (1)
Last synced: 4 months ago
alpine-v3.19: py3-seaborn-pyc

Precompiled Python bytecode for py3-seaborn

  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Dependent repos count: 0.0%
Dependent packages count: 0.0%
Average: 100%
Maintainers (1)
Last synced: 4 months ago
alpine-v3.21: py3-seaborn-pyc

Precompiled Python bytecode for py3-seaborn

  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Dependent repos count: 0.0%
Dependent packages count: 0.0%
Average: 100%
Maintainers (1)
Last synced: 4 months ago

Dependencies

.github/workflows/ci.yaml actions
  • actions/checkout v3 composite
  • actions/checkout v2 composite
  • actions/setup-python v4 composite
  • codecov/codecov-action v3 composite
pyproject.toml pypi
  • matplotlib >=3.4,!=3.6.1
  • numpy >=1.20,!=1.24.0
  • pandas >=1.2