https://github.com/aeturrell/specification_curve
Specification Curve is a Python package that performs specification curve analysis: exploring how a coefficient varies under multiple different specifications of a statistical model.
Science Score: 10.0%
This score indicates how likely this project is to be science-related based on various indicators:
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○CITATION.cff file
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○codemeta.json file
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○.zenodo.json file
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○DOI references
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✓Academic publication links
Links to: zenodo.org -
○Committers with academic emails
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○Institutional organization owner
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○JOSS paper metadata
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○Scientific vocabulary similarity
Low similarity (14.6%) to scientific vocabulary
Keywords
Keywords from Contributors
Repository
Specification Curve is a Python package that performs specification curve analysis: exploring how a coefficient varies under multiple different specifications of a statistical model.
Basic Info
- Host: GitHub
- Owner: aeturrell
- Language: Python
- Default Branch: main
- Homepage: https://aeturrell.github.io/specification_curve/
- Size: 5.94 MB
Statistics
- Stars: 20
- Watchers: 3
- Forks: 4
- Open Issues: 8
- Releases: 8
Topics
Metadata Files
README.md
Specification Curve
Specification Curve is a Python package that performs specification curve analysis; it helps with the problem of the "garden of forking paths" (many defensible choices) when doing analysis by running many regressions and summarising the estimated coefficients in an easy to digest chart.
Go to the full documentation for Specification Curve.
Quickstart
You can try out specification curve right now in Google Colab. To install the package in Colab, run !pip install specification_curve in a new code cell.
Alternatively you can see examples on the features page of the documentation.
Installation
You can install Specification Curve via pip:
bash
pip install specification-curve
To install the development version from git, use:
bash
pip install git+https://github.com/aeturrell/specification_curve.git
Citing Specification Curve
You can find full citation information at the following link: https://zenodo.org/badge/latestdoi/282989537.
Using Specification Curve in your paper? Let us know by raising an issue beginning with "citation".
License
Distributed under the terms of the MIT license.
Similar Packages
In RStats, there is specr (which inspired many design choices in this package) and spec_chart. Some of the example data in this package is the same as in specr, but please note that results have not been cross-checked across packages.
Owner
- Login: aeturrell
- Kind: user
- Website: www.aeturrell.com
- Repositories: 9
- Profile: https://github.com/aeturrell
GitHub Events
Total
- Create event: 54
- Release event: 4
- Issues event: 14
- Watch event: 3
- Delete event: 50
- Issue comment event: 29
- Push event: 61
- Pull request event: 101
Last Year
- Create event: 54
- Release event: 4
- Issues event: 14
- Watch event: 3
- Delete event: 50
- Issue comment event: 29
- Push event: 61
- Pull request event: 101
Committers
Last synced: almost 3 years ago
All Time
- Total Commits: 233
- Total Committers: 4
- Avg Commits per committer: 58.25
- Development Distribution Score (DDS): 0.485
Top Committers
| Name | Commits | |
|---|---|---|
| pyup-bot | g****t@p****o | 120 |
| aeturrell | a****l@g****m | 72 |
| dependabot[bot] | 4****]@u****m | 38 |
| aeturrell | a****l@u****m | 3 |
Committer Domains (Top 20 + Academic)
Issues and Pull Requests
Last synced: 6 months ago
All Time
- Total issues: 23
- Total pull requests: 586
- Average time to close issues: over 1 year
- Average time to close pull requests: 14 days
- Total issue authors: 4
- Total pull request authors: 2
- Average comments per issue: 0.57
- Average comments per pull request: 0.33
- Merged pull requests: 383
- Bot issues: 1
- Bot pull requests: 545
Past Year
- Issues: 7
- Pull requests: 110
- Average time to close issues: about 2 months
- Average time to close pull requests: 12 days
- Issue authors: 2
- Pull request authors: 2
- Average comments per issue: 0.14
- Average comments per pull request: 0.36
- Merged pull requests: 59
- Bot issues: 0
- Bot pull requests: 86
Top Authors
Issue Authors
- aeturrell (20)
- Shunsenhuang-123 (1)
- s3alfisc (1)
- dependabot[bot] (1)
Pull Request Authors
- dependabot[bot] (545)
- aeturrell (41)
Top Labels
Issue Labels
Pull Request Labels
Dependencies
- actions/checkout v3 composite
- crazy-max/ghaction-github-labeler v4.1.0 composite
- actions/checkout v3 composite
- actions/setup-python v4.5.0 composite
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- release-drafter/release-drafter v5.22.0 composite
- salsify/action-detect-and-tag-new-version v2.0.3 composite
- actions/cache v3.2.4 composite
- actions/checkout v3 composite
- actions/download-artifact v3 composite
- actions/setup-python v4.5.0 composite
- actions/upload-artifact v3 composite
- codecov/codecov-action v3.1.1 composite
- 179 dependencies
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- typeguard ^2.13.3 develop
- xdoctest ^1.1.0 develop
- matplotlib ^3.6.1
- pandas ^1.5.1
- python >=3.8,<4.0.0
- statsmodels ^0.13.2