CalibrateEmulateSample.jl

CalibrateEmulateSample.jl: Accelerated Parametric Uncertainty Quantification - Published in JOSS (2024)

https://github.com/clima/calibrateemulatesample.jl

Science Score: 98.0%

This score indicates how likely this project is to be science-related based on various indicators:

  • CITATION.cff file
  • codemeta.json file
    Found codemeta.json file
  • .zenodo.json file
    Found .zenodo.json file
  • DOI references
    Found 4 DOI reference(s) in README and JOSS metadata
  • Academic publication links
    Links to: joss.theoj.org, zenodo.org
  • Committers with academic emails
    3 of 19 committers (15.8%) from academic institutions
  • Institutional organization owner
    Organization clima has institutional domain (clima.caltech.edu)
  • JOSS paper metadata
    Published in Journal of Open Source Software

Keywords from Contributors

climate climate-change data-assimilation fluid-dynamics ocean pde surrogate nonlinear numerical-methods mpi
Last synced: 6 months ago · JSON representation

Repository

Stochastic Optimization, Learning, Uncertainty and Sampling

Basic Info
Statistics
  • Stars: 88
  • Watchers: 12
  • Forks: 18
  • Open Issues: 37
  • Releases: 11
Created almost 7 years ago · Last pushed 6 months ago
Metadata Files
Readme License

README.md

CalibrateEmulateSample.jl

Implements a derivative-free machine-learning-accelerated pipeline for uncertainty quantification.

| Documentation | dev | |---------------------:|:-------------------------------------------------| | JOSS | DOI | | DOI | DOI | | Docs Build | docs build | | Unit tests | unit tests | | Code Coverage | codecov | | Downloads | Downloads |

Owner

  • Name: Climate Modeling Alliance
  • Login: CliMA
  • Kind: organization
  • Email: clima@caltech.edu

An alliance of scientists, engineers and applied mathematicians, dedicated to pioneering a new, data-informed approach to climate modeling

JOSS Publication

CalibrateEmulateSample.jl: Accelerated Parametric Uncertainty Quantification
Published
May 06, 2024
Volume 9, Issue 97, Page 6372
Authors
Oliver R. a. Dunbar ORCID
Geological and Planetary Sciences, California Institute of Technology
Melanie Bieli
Swiss Re Ltd.
Alfredo Garbuno-Iñigo ORCID
Department of Statistics, Mexico Autonomous Institute of Technology
Michael Howland ORCID
Civil and Environmental Engineering, Massachusetts Institute of Technology
Andre Nogueira de Souza ORCID
Earth, Atmospheric, and Planetary Sciences, Massachusetts Institute of Technology
Laura Anne Mansfield ORCID
Earth System Science, Doerr School of Sustainability, Stanford University
Gregory L. Wagner ORCID
Earth, Atmospheric, and Planetary Sciences, Massachusetts Institute of Technology
N. Efrat-Henrici
Geological and Planetary Sciences, California Institute of Technology
Editor
Stefan Appelhoff ORCID
Tags
machine learning optimization bayesian data assimilation

GitHub Events

Total
  • Fork event: 2
  • Create event: 29
  • Commit comment event: 12
  • Issues event: 22
  • Release event: 3
  • Watch event: 2
  • Delete event: 8
  • Member event: 2
  • Issue comment event: 41
  • Push event: 311
  • Pull request review event: 32
  • Pull request review comment event: 44
  • Pull request event: 52
Last Year
  • Fork event: 2
  • Create event: 29
  • Commit comment event: 12
  • Issues event: 22
  • Release event: 3
  • Watch event: 2
  • Delete event: 8
  • Member event: 2
  • Issue comment event: 41
  • Push event: 311
  • Pull request review event: 32
  • Pull request review comment event: 44
  • Pull request event: 52

Committers

Last synced: 7 months ago

All Time
  • Total Commits: 426
  • Total Committers: 19
  • Avg Commits per committer: 22.421
  • Development Distribution Score (DDS): 0.455
Past Year
  • Commits: 23
  • Committers: 2
  • Avg Commits per committer: 11.5
  • Development Distribution Score (DDS): 0.13
Top Committers
Name Email Commits
odunbar o****r@c****u 232
Dima Burov d****0@g****m 34
Charles Kawczynski k****s@g****m 23
mhowlan3 m****3@g****m 23
Melanie Bieli m****i@b****h 19
Thomas Jackson t****4@g****m 18
Ignacio i****o@c****u 16
CompatHelper Julia c****y@j****g 12
Simon Byrne s****e@g****m 12
Jake Bolewski j****i@g****m 11
bielim b****m 5
Alfredo Garbuno a****o@i****x 4
Laura Mansfield l****n@s****u 4
github-actions[bot] 4****] 3
sandreza a****a@g****m 3
Melanie m****e@c****l 3
szy21 1****1 2
Arfon Smith a****n 1
Pietro Monticone 3****e 1
Committer Domains (Top 20 + Academic)

Issues and Pull Requests

Last synced: 6 months ago

All Time
  • Total issues: 94
  • Total pull requests: 179
  • Average time to close issues: 4 months
  • Average time to close pull requests: 22 days
  • Total issue authors: 24
  • Total pull request authors: 18
  • Average comments per issue: 1.0
  • Average comments per pull request: 3.29
  • Merged pull requests: 144
  • Bot issues: 0
  • Bot pull requests: 32
Past Year
  • Issues: 21
  • Pull requests: 50
  • Average time to close issues: about 1 month
  • Average time to close pull requests: 11 days
  • Issue authors: 3
  • Pull request authors: 5
  • Average comments per issue: 0.14
  • Average comments per pull request: 1.28
  • Merged pull requests: 35
  • Bot issues: 0
  • Bot pull requests: 11
Top Authors
Issue Authors
  • odunbar (62)
  • ilopezgp (5)
  • matt-graham (4)
  • benxro (2)
  • nefrathenrici (1)
  • bielim (1)
  • mhowlan3 (1)
  • JuliaTagBot (1)
  • nickhnelsen (1)
  • charleskawczynski (1)
  • simonbyrne (1)
  • szy21 (1)
  • pitmonticone (1)
  • ali-ramadhan (1)
  • plcrodrigues (1)
Pull Request Authors
  • odunbar (134)
  • github-actions[bot] (25)
  • dependabot[bot] (12)
  • Sbozzolo (10)
  • ilopezgp (9)
  • tsj5 (8)
  • lm2612 (7)
  • ArneBouillon (4)
  • szy21 (2)
  • KotaOK-00 (2)
  • bielim (2)
  • arfon (2)
  • sandreza (2)
  • mhowlan3 (1)
  • jakebolewski (1)
Top Labels
Issue Labels
enhancement (2) bug (2)
Pull Request Labels
dependencies (12) github_actions (2) examples (1)

Packages

  • Total packages: 1
  • Total downloads:
    • julia 2 total
  • Total dependent packages: 0
  • Total dependent repositories: 0
  • Total versions: 11
juliahub.com: CalibrateEmulateSample

Stochastic Optimization, Learning, Uncertainty and Sampling

  • Versions: 11
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 2 Total
Rankings
Dependent repos count: 9.9%
Stargazers count: 12.9%
Forks count: 14.9%
Average: 19.2%
Dependent packages count: 38.9%
Last synced: 6 months ago

Dependencies

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.github/workflows/JuliaFormatter.yml actions
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.github/workflows/TagBot.yml actions
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.github/workflows/Tests.yml actions
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