Package Health Score

76 / 100

security
No known security issues
popularity
Small
maintenance
Healthy
community
Active

Popularity

Small

GitHub Stars: 274
Forks: 144
Contributors: 50

Direct Usage Popularity

Based on project statistics from the GitHub repository for the PyPI package openml, we found that it has been starred 274 times.

Security

No known security issues

Security and license risk for latest version

Release Date: Jan 18, 2024
Direct Vulnerabilities: 0
C
0
H
0
M
0
L
Indirect Vulnerabilities: 0
C
0
H
0
M
0
L
License Risk: 0
H
0
M
0
L

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

License

BSD-3-Clause

Security Policy

We found a way for you to contribute to the project! Looks like openml is missing a security policy.

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Maintenance

Healthy

Commit Frequency

Open Issues: 128
Open PR: 11
Last Release: 3 months ago
Last Commit: 3 months ago

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

We found that openml demonstrates a positive version release cadence with at least one new version released in the past 12 months.

As a healthy sign for on-going project maintenance, we found that the GitHub repository had at least 1 pull request or issue interacted with by the community.

Community

Active

Readme: Yes
Contributing.md: Yes
Code of Conduct: No
Contributors: 50
Funding: Yes

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

We found a way for you to contribute to the project! Looks like openml is missing a Code of Conduct.

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Package

Python Versions Compatibility: >=3.8

Age: 6 years
Latest Release: 3 months ago
Dependencies: 5 Direct
Versions: 14
Maintainers: 3
Wheels: No

Not sure how to use openml?

To help you get started, we've collected the most common ways that openml is being used within popular public projects.

openml / openml-python / tests / test_extensions / test_sklearn_extension / test_sklearn_extension.py View on Github

def test_openml_param_name_to_sklearn(self):
        scaler = sklearn.preprocessing.StandardScaler(with_mean=False)
        boosting = sklearn.ensemble.AdaBoostClassifier(
            base_estimator=sklearn.tree.DecisionTreeClassifier())
        model = sklearn.pipeline.Pipeline(steps=[
            ('scaler', scaler), ('boosting', boosting)])
        flow = self.extension.model_to_flow(model)
        task = openml.tasks.get_task(115)
        run = openml.runs.run_flow_on_task(flow, task)
        run = run.publish()
        TestBase._mark_entity_for_removal('run', run.run_id)
        TestBase.logger.info("collected from {}: {}".format(__file__.split('/')[-1], run.run_id))
        run = openml.runs.get_run(run.run_id)
        setup = openml.setups.get_setup(run.setup_id)

        # make sure to test enough parameters
        self.assertGreater(len(setup.parameters), 15)

        for parameter in setup.parameters.values():
            sklearn_name = self.extension._openml_param_name_to_sklearn(parameter, flow)

            # test the inverse. Currently, OpenML stores the hyperparameter
            # fullName as flow.name + flow.version + parameter.name on the
            # server (but this behaviour is not documented and might or might

View more ways to use openml

OpenML-Python

A python interface for OpenML, an online platform for open science collaboration in machine learning. It can be used to download or upload OpenML data such as datasets and machine learning experiment results.

General

Citing OpenML-Python

If you use OpenML-Python in a scientific publication, we would appreciate a reference to the following paper:

Matthias Feurer, Jan N. van Rijn, Arlind Kadra, Pieter Gijsbers, Neeratyoy Mallik, Sahithya Ravi, Andreas Müller, Joaquin Vanschoren, Frank Hutter
OpenML-Python: an extensible Python API for OpenML
Journal of Machine Learning Research, 22(100):1−5, 2021

Bibtex entry:

@article{JMLR:v22:19-920,
  author  = {Matthias Feurer and Jan N. van Rijn and Arlind Kadra and Pieter Gijsbers and Neeratyoy Mallik and Sahithya Ravi and Andreas Müller and Joaquin Vanschoren and Frank Hutter},
  title   = {OpenML-Python: an extensible Python API for OpenML},
  journal = {Journal of Machine Learning Research},
  year    = {2021},
  volume  = {22},
  number  = {100},
  pages   = {1--5},
  url     = {http://jmlr.org/papers/v22/19-920.html}
}

Contributors ✨

Thanks goes to these wonderful people (emoji key):

_a-moadel
📖 💡

_{Neeratyoy Mallik}
💻 📖 💡

This project follows the all-contributors specification. Contributions of any kind welcome!

openml dependencies

minio pyarrow python-dateutil requests xmltodict

FAQs

What is openml?

Python API for OpenML. Visit Snyk Advisor to see a full health score report for openml, including popularity, security, maintenance & community analysis.

Is openml popular?

The python package openml receives a total of 9,630 weekly downloads. As such, openml popularity was classified as small. Visit the popularity section on Snyk Advisor to see the full health analysis.

Is openml well maintained?

We found that openml demonstrated a healthy version release cadence and project activity. It has a community of 50 open source contributors collaborating on the project. See the full package health analysis to learn more about the package maintenance status.

Is openml safe to use?

The python package openml was scanned for known vulnerabilities and missing license, and no issues were found. Thus the package was deemed as safe to use. See the full health analysis review.

Last updated on 25 April-2024, at 16:31 (UTC).

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openml

Python API for OpenML For more information about how to use this package see README

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Package Health Score

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Package

Not sure how to use openml?

OpenML-Python

General

Citing OpenML-Python

Contributors ✨

openml dependencies

FAQs

What is openml?

Is openml popular?

Is openml well maintained?

Is openml safe to use?

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Package Health Score

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Commit Frequency

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Not sure how to use openml?

OpenML-Python

General

Citing OpenML-Python

Contributors ✨

openml dependencies

FAQs

What is openml?

Is openml popular?

Is openml well maintained?

Is openml safe to use?

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Source Code

Open Source

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Config

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