Package Health Score

51 / 100

security
Security review needed
popularity
Small
maintenance
Inactive
community
Active

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Popularity

Small

GitHub Stars: 1.08K
Forks: 183
Contributors: 20

Direct Usage Popularity

Based on project statistics from the GitHub repository for the PyPI package skater, we found that it has been starred 1,076 times.

Security

Security review needed

Security and license risk for latest version

Release Date: Sep 21, 2018
Direct Vulnerabilities: 0
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0
H
0
M
0
L
Indirect Vulnerabilities: 0
C
0
H
0
M
0
L
License Risk: 0
H
1
M
0
L

All security vulnerabilities belong to production dependencies of direct and indirect packages.

License

UPL-1.0

Security Policy

Yes

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Maintenance

Inactive

archived

Commit Frequency

Open Issues: 67
Open PR: 5
Last Release: 6 years ago
Last Commit: 1 year ago

Further analysis of the maintenance status of skater based on released PyPI versions cadence, the repository activity, and other data points determined that its maintenance is Inactive.

An important project maintenance signal to consider for skater is that it hasn't seen any new versions released to PyPI in the past 12 months, and could be considered as a discontinued project, or that which receives low attention from its maintainers.

In the past month we didn't find any pull request activity or change in issues status has been detected for the GitHub repository.

Community

Active

Readme: Yes
Contributing.md: Yes
Code of Conduct: Yes
Contributors: 20
Funding: No

With more than 10 contributors for the skater repository, this is possibly a sign for a growing and inviting community.

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Package

Python Versions Compatibility: Unspecified

Age: 7 years
Latest Release: 6 years ago
Dependencies: N/A
Versions: 11
Maintainers: 2
Wheels: No

Readme

Skater

Skater is a python package for interpreting(via post-hoc evaluation/rule extraction) predictive models. With Skater, you can unpack the internal mechanics of arbitrary models; as long as you can obtain inputs, and use a function to obtain outputs, you can use Skater to learn about the models internal decision policies.

The package was originally developed by Aaron Kramer, Pramit Choudhary and internal DataScience Team at DataScience.com to help enable practitioners explain and interpret predictive "black boxes" preferably in a human interpretable way.

📖 Documentation

Overview	Introduction to the Skater library
Installing	How to install the Skater library
Tutorial	Steps to use Skater effectively.
API Reference	The detailed reference for Skater's API.
Contributing	Guide to contributing to the Skater project.

💬 Feedback/Questions

Feature Requests/Bugs	GitHub issue tracker
Usage questions	Gitter chat
General discussion	Gitter chat

Install Skater

Dependencies

Skater relies on numpy, pandas, scikit-learn, and the DataScience.com fork of the LIME package. Plotting functionality requires matplotlib, though it is not required to install the package. Currently we only distribute to pypi, though adding a conda distribution is on the roadmap.

pip

When using pip, to ensure your system is not modified by an installation, it is recommended that you use a virtual environment (virtualenv, conda environment).

pip install -U Skater

#For enabling Rule based interpretation
follow the steps mentioned on the repo

FAQs

What is skater?

Model Interpretation Library. Visit Snyk Advisor to see a full health score report for skater, including popularity, security, maintenance & community analysis.

Is skater popular?

The python package skater receives a total of 212 weekly downloads. As such, skater popularity was classified as small. Visit the popularity section on Snyk Advisor to see the full health analysis.

Is skater well maintained?

We found indications that skater is an Inactive project. See the full package health analysis to learn more about the package maintenance status.

Is skater safe to use?

While scanning the latest version of skater, we found that a security review is needed. A total of 0 vulnerabilities or license issues were detected. See the full security scan results.

Last updated on 17 April-2024, at 00:44 (UTC).

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skater

Model Interpretation Library For more information about how to use this package see README

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Readme

Skater

📖 Documentation

💬 Feedback/Questions

Install Skater

Dependencies

pip

FAQs

What is skater?

Is skater popular?

Is skater well maintained?

Is skater safe to use?

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Readme

Skater

📖 Documentation

💬 Feedback/Questions

Install Skater

Dependencies

pip

FAQs

What is skater?

Is skater popular?

Is skater well maintained?

Is skater safe to use?

Build a secure application checklist

Select a recommended open source package

Scan your app for vulnerabilities

Source Code

Open Source

Container

Config

Fix identified vulnerabilities

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