FractalDimensions

Estimating the fractal dimension of timeseries or multidimensional datasets; also dynamical indicators via extreme value theory

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

Science Score: 57.0%

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

  • CITATION.cff file
    Found CITATION.cff file
  • codemeta.json file
    Found codemeta.json file
  • .zenodo.json file
    Found .zenodo.json file
  • DOI references
    Found 5 DOI reference(s) in README
  • Academic publication links
  • Academic email domains
  • Institutional organization owner
  • JOSS paper metadata
  • Scientific vocabulary similarity
    Low similarity (13.5%) to scientific vocabulary

Keywords

boxcounting fractal fractal-dimension fractals timeseries-analysis
Last synced: 6 months ago · JSON representation ·

Repository

Estimating the fractal dimension of timeseries or multidimensional datasets; also dynamical indicators via extreme value theory

Basic Info
  • Host: GitHub
  • Owner: JuliaDynamics
  • License: mit
  • Language: Julia
  • Default Branch: main
  • Homepage:
  • Size: 1.32 MB
Statistics
  • Stars: 11
  • Watchers: 3
  • Forks: 3
  • Open Issues: 5
  • Releases: 35
Topics
boxcounting fractal fractal-dimension fractals timeseries-analysis
Created about 3 years ago · Last pushed 7 months ago
Metadata Files
Readme Changelog Contributing License Citation

README.md

FractalDimensions.jl

CI codecov Package Downloads

A Julia package that estimates various definitions of fractal dimension from data, including so-called "local dimensions and extremal indices" via extreme value theory. It can be used as a standalone package, or as part of DynamicalSystems.jl.

To install it, run import Pkg; Pkg.add("FractalDimensions").

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

Previously, this package was part of ChaosTools.jl.

Publication

FractalDimensions.jl is used in a review article comparing various estimators for fractal dimensions. The paper is likely a relevant read if you are interested in the package. And if you use the package, please cite the paper.

@article{FractalDimensions.jl, doi = {10.1063/5.0160394}, url = {https://doi.org/10.1063/5.0160394}, year = {2023}, month = oct, publisher = {{AIP} Publishing}, volume = {33}, number = {10}, author = {George Datseris and Inga Kottlarz and Anton P. Braun and Ulrich Parlitz}, title = {Estimating fractal dimensions: A comparative review and open source implementations}, journal = {Chaos: An Interdisciplinary Journal of Nonlinear Science} }

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

Citation (CITATION.bib)

@article{FractalDimensions.jl,
  doi = {10.1063/5.0160394},
  url = {https://doi.org/10.1063/5.0160394},
  year = {2023},
  month = oct,
  publisher = {{AIP} Publishing},
  volume = {33},
  number = {10},
  author = {George Datseris and Inga Kottlarz and Anton P. Braun and Ulrich Parlitz},
  title = {Estimating fractal dimensions: A comparative review and open source implementations},
  journal = {Chaos: An Interdisciplinary Journal of Nonlinear Science}
}

GitHub Events

Total
  • Create event: 9
  • Issues event: 2
  • Release event: 4
  • Watch event: 2
  • Delete event: 4
  • Issue comment event: 8
  • Push event: 31
  • Pull request review event: 2
  • Pull request event: 8
Last Year
  • Create event: 9
  • Issues event: 2
  • Release event: 4
  • Watch event: 2
  • Delete event: 4
  • Issue comment event: 8
  • Push event: 31
  • Pull request review event: 2
  • Pull request event: 8

Issues and Pull Requests

Last synced: 6 months ago

All Time
  • Total issues: 8
  • Total pull requests: 33
  • Average time to close issues: about 2 months
  • Average time to close pull requests: 3 days
  • Total issue authors: 5
  • Total pull request authors: 5
  • Average comments per issue: 4.75
  • Average comments per pull request: 0.61
  • Merged pull requests: 31
  • Bot issues: 0
  • Bot pull requests: 11
Past Year
  • Issues: 2
  • Pull requests: 3
  • Average time to close issues: N/A
  • Average time to close pull requests: 9 minutes
  • Issue authors: 2
  • Pull request authors: 3
  • Average comments per issue: 0.0
  • Average comments per pull request: 0.0
  • Merged pull requests: 3
  • Bot issues: 0
  • Bot pull requests: 1
Top Authors
Issue Authors
  • Datseris (4)
  • KristofferC (1)
  • Yonatan-Beer (1)
  • denfc (1)
  • JuliaTagBot (1)
Pull Request Authors
  • Datseris (18)
  • dependabot[bot] (14)
  • PythagoreanCult (5)
  • github-actions[bot] (1)
  • apbraun (1)
Top Labels
Issue Labels
new slope fit (2) help wanted (2) new dimension estimator (2) code available (2) new dimension (1)
Pull Request Labels
dependencies (11)

Packages

  • Total packages: 1
  • Total downloads:
    • julia 227 total
  • Total dependent packages: 1
  • Total dependent repositories: 0
  • Total versions: 35
juliahub.com: FractalDimensions

Estimating the fractal dimension of timeseries or multidimensional datasets; also dynamical indicators via extreme value theory

  • Versions: 35
  • Dependent Packages: 1
  • Dependent Repositories: 0
  • Downloads: 227 Total
Rankings
Dependent repos count: 9.9%
Average: 24.4%
Dependent packages count: 38.9%
Last synced: 7 months ago

Dependencies

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