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https://github.com/juliadynamics/associations.jl

Algorithms for quantifying associations, independence testing and causal inference from data.

https://github.com/juliadynamics/associations.jl

Science Score: 36.0%

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
  • ✓
    Academic publication links
    Links to: zenodo.org
  • ○
    Committers with academic emails
  • ○
    Institutional organization owner
  • ○
    JOSS paper metadata
  • ○
    Scientific vocabulary similarity
    Low similarity (11.1%) to scientific vocabulary

Keywords

associations causal-graphs causal-inference conditional-mutual-information cross-mapping distance-correlation entropy hacktoberfest independence-testing julia julia-language mutual-information network-inference partial-mutual-information predictive-asymmetry surrogate-data time-series transfer-entropy

Keywords from Contributors

surrogate fluxes complexity symbolic-computation nonlinear nonlinear-dynamics agents pde mathematics agent-based-simulation
Last synced: 5 months ago · JSON representation

Repository

Algorithms for quantifying associations, independence testing and causal inference from data.

Basic Info
Statistics
  • Stars: 166
  • Watchers: 6
  • Forks: 15
  • Open Issues: 50
  • Releases: 68
Topics
associations causal-graphs causal-inference conditional-mutual-information cross-mapping distance-correlation entropy hacktoberfest independence-testing julia julia-language mutual-information network-inference partial-mutual-information predictive-asymmetry surrogate-data time-series transfer-entropy
Created over 7 years ago · Last pushed 6 months ago
Metadata Files
Readme Changelog License

README.md

Associations

CI (main) codecov DOI

Associations.jl is a package for quantifying associations, independence testing and causal inference.

All further information is provided in the documentation, which you can either find online or build locally by running the docs/make.jl file.

Key features

  • Association API: includes measures and their estimators for pairwise, conditional and other forms of association from conventional statistics, from dynamical systems theory, and from information theory: partial correlation, distance correlation, (conditional) mutual information, transfer entropy, convergent cross mapping and a lot more!
  • Independence testing API, which is automatically compatible with every association measure estimator implemented in the package.
  • Causal (network) inference API integrating the association measures and independence testing framework.

Addititional features

Extending on features from ComplexityMeasures.jl, we also offer

  • Discretization API for multiple (multivariate) input datasets.
  • Multivariate counting and probability estimation API.
  • Multivariate information measure API

Installation

To install the package, run import Pkg; Pkg.add("Associations").

Previously, this package was called CausalityTools.jl.

Owner

  • Name: JuliaDynamics
  • Login: JuliaDynamics
  • Kind: organization

A Julia-based software organization for dynamical systems, nonlinear dynamics, complex systems and the complexities of the scientific life

GitHub Events

Total
  • Create event: 10
  • Commit comment event: 8
  • Release event: 5
  • Issues event: 10
  • Watch event: 15
  • Delete event: 11
  • Issue comment event: 19
  • Push event: 54
  • Pull request event: 14
  • Fork event: 2
Last Year
  • Create event: 10
  • Commit comment event: 8
  • Release event: 5
  • Issues event: 10
  • Watch event: 15
  • Delete event: 11
  • Issue comment event: 19
  • Push event: 54
  • Pull request event: 14
  • Fork event: 2

Committers

Last synced: 9 months ago

All Time
  • Total Commits: 304
  • Total Committers: 8
  • Avg Commits per committer: 38.0
  • Development Distribution Score (DDS): 0.066
Past Year
  • Commits: 13
  • Committers: 4
  • Avg Commits per committer: 3.25
  • Development Distribution Score (DDS): 0.308
Top Committers
Name Email Commits
Kristian Agasøster Haaga k****a@g****m 284
github-actions[bot] 4****] 11
George Datseris d****e@g****m 3
RomeoV v****o@g****m 2
tormolle 4****e 1
imgbot[bot] 3****] 1
Kristoffer Carlsson k****9@g****m 1
Julia TagBot 5****t 1

Issues and Pull Requests

Last synced: 6 months ago

All Time
  • Total issues: 52
  • Total pull requests: 69
  • Average time to close issues: over 1 year
  • Average time to close pull requests: 17 days
  • Total issue authors: 4
  • Total pull request authors: 5
  • Average comments per issue: 2.4
  • Average comments per pull request: 0.23
  • Merged pull requests: 57
  • Bot issues: 0
  • Bot pull requests: 5
Past Year
  • Issues: 7
  • Pull requests: 9
  • Average time to close issues: about 2 months
  • Average time to close pull requests: 24 days
  • Issue authors: 3
  • Pull request authors: 4
  • Average comments per issue: 1.86
  • Average comments per pull request: 0.89
  • Merged pull requests: 6
  • Bot issues: 0
  • Bot pull requests: 3
View more stats
Top Authors
Issue Authors
  • kahaaga (45)
  • Datseris (6)
  • kailasas-um (1)
  • proudindiv (1)
  • nighthink (1)
  • JuliaTagBot (1)
  • juliohm (1)
Pull Request Authors
  • kahaaga (67)
  • github-actions[bot] (9)
  • Datseris (3)
  • tormolle (2)
  • KristofferC (2)
Top Labels
Issue Labels
enhancement (14) new algorithm (5) documentation (4) hard (4) good first issue (3) low priority (2) example system (1) association measures (1) bug (1) tests (1) performance (1)
Pull Request Labels
enhancement (9) documentation (1)

Packages

  • Total packages: 1
  • Total downloads:
    • julia 8 total
  • Total dependent packages: 0
  • Total dependent repositories: 0
  • Total versions: 8
juliahub.com: Associations

Algorithms for quantifying associations, independence testing and causal inference from data.

  • Versions: 8
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 8 Total
Rankings
Downloads: 2.4%
Dependent repos count: 3.2%
Average: 7.3%
Dependent packages count: 16.3%
Last synced: 6 months ago

Dependencies

.github/workflows/CompatHelper.yml actions
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.github/workflows/TagBot.yml actions
  • JuliaRegistries/TagBot v1 composite
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  • julia-actions/julia-runtest v1 composite
  • julia-actions/setup-julia v1 composite
  • styfle/cancel-workflow-action 0.6.0 composite
.github/workflows/documentation.yml actions
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.github/workflows/documentation_preview_cleanup.yml actions
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