Simulation Decomposition in Python
Simulation Decomposition in Python - Published in JOSS (2024)
Science Score: 93.0%
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Published in Journal of Open Source Software
Keywords
Scientific Fields
Repository
Sensitivity analysis using simulation decomposition
Basic Info
- Host: GitHub
- Owner: Simulation-Decomposition
- License: bsd-3-clause
- Language: Python
- Default Branch: main
- Homepage: https://simdec.readthedocs.io
- Size: 2.19 MB
Statistics
- Stars: 26
- Watchers: 2
- Forks: 1
- Open Issues: 9
- Releases: 1
Topics
Metadata Files
README.md
Warning This library is under active development and things can change at anytime! Suggestions and help are greatly appreciated.
Simulation decomposition or SimDec is an uncertainty and sensitivity analysis method, which is based on Monte Carlo simulation. SimDec consists of three major parts:
- computing sensitivity indices,
- creating multi-variable scenarios and mapping the output values to them, and
- visualizing the scenarios on the output distribution by color-coding its segments.
SimDec reveals the nature of causalities and interaction effects in the model. See our publications and join our discord community.
Python API
The library is distributed on PyPi and can be installed with:
pip install simdec
Dashboard
A live dashboard is available at:
https://simdec.io
Citations
The algorithms and visualizations used in this package came primarily out of research at LUT University, Lappeenranta, Finland, and Stanford University, California, U.S., supported with grants from Business Finland, Wihuri Foundation, and Finnish Foundation for Economic Education.
If you use SimDec in your research we would appreciate a citation to the following publications:
- Kozlova, M., Moss, R. J., Yeomans, J. S., & Caers, J. (2024). Uncovering Heterogeneous Effects in Computational Models for Sustainable Decision-making. Environmental Modelling & Software, 171, 105898. https://doi.org/10.1016/j.envsoft.2023.105898
- Kozlova, M., Moss, R. J., Roy, P., Alam, A., & Yeomans, J. S. (2024). SimDec algorithm and guidelines for its usage and interpretation. In M. Kozlova & J. S. Yeomans (Eds.), Sensitivity Analysis for Business, Technology, and Policymaking. Made Easy with Simulation Decomposition. Routledge. Available here.
Owner
- Name: Simulation-Decomposition
- Login: Simulation-Decomposition
- Kind: organization
- Website: https://www.simdec.fi/
- Repositories: 1
- Profile: https://github.com/Simulation-Decomposition
JOSS Publication
Simulation Decomposition in Python
Authors
Consulting Manao GmbH, Vienna, Austria
LUT Business School, LUT University, Lappeenranta, Finland
Editor
Chris Vernon
Tags
SimDec statistics Sensitivity Analysis VisualizationGitHub Events
Total
- Issues event: 2
- Watch event: 3
- Issue comment event: 1
- Push event: 1
- Pull request event: 1
- Fork event: 1
- Create event: 1
Last Year
- Issues event: 2
- Watch event: 3
- Issue comment event: 1
- Push event: 1
- Pull request event: 1
- Fork event: 1
- Create event: 1
Committers
Last synced: 7 months ago
Top Committers
| Name | Commits | |
|---|---|---|
| Pamphile Roy | r****e@g****m | 225 |
| gnopik | 3****k | 2 |
Issues and Pull Requests
Last synced: 6 months ago
All Time
- Total issues: 36
- Total pull requests: 5
- Average time to close issues: 13 days
- Average time to close pull requests: 2 months
- Total issue authors: 3
- Total pull request authors: 1
- Average comments per issue: 1.89
- Average comments per pull request: 1.8
- Merged pull requests: 4
- Bot issues: 0
- Bot pull requests: 0
Past Year
- Issues: 3
- Pull requests: 1
- Average time to close issues: N/A
- Average time to close pull requests: 2 minutes
- Issue authors: 1
- Pull request authors: 1
- Average comments per issue: 0.0
- Average comments per pull request: 0.0
- Merged pull requests: 0
- Bot issues: 0
- Bot pull requests: 0
Top Authors
Issue Authors
- gnopik (19)
- tupui (11)
- matt-graham (5)
Pull Request Authors
- tupui (9)
Top Labels
Issue Labels
Pull Request Labels
Packages
- Total packages: 1
-
Total downloads:
- pypi 35 last-month
- Total dependent packages: 0
- Total dependent repositories: 0
- Total versions: 5
- Total maintainers: 1
pypi.org: simdec
Sensitivity analysis using simulation decomposition
- Documentation: https://simdec.readthedocs.io/
- License: BSD License
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Latest release: 1.2.0
published over 1 year ago
Rankings
Maintainers (1)
Dependencies
- accessible-pygments
- hatch
- numpy
- numpydoc
- pandas
- panel
- pre-commit
- pydata-sphinx-theme
- pytest
- pytest-cov
- python >=3.9
- salib
- seaborn
- sphinx
- typer
- base latest build
- python 3.11-slim-bookworm build
- actions/checkout v3 composite
- actions/setup-python v4 composite
- pre-commit/action v3.0.0 composite
- actions/checkout v3 composite
- actions/setup-python v4 composite
- pypa/gh-action-pypi-publish release/v1 composite
- actions/cache v3 composite
- actions/checkout v3 composite
- conda-incubator/setup-miniconda v2 composite
- SALib *
- numpy *
- pandas *
- panel *
- seaborn *
- typer [all]