View forestci on Snyk Open Source Advisor

Package Health Score

54 / 100

security
Security review needed
popularity
Recognized
maintenance
Inactive
community
Sustainable

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Popularity

Recognized

GitHub Stars: 282
Forks: 45
Contributors: 20

Direct Usage Popularity

Based on project statistics from the GitHub repository for the PyPI package forestci, we found that it has been starred 282 times.

Security

Security review needed

Security and license risk for latest version

Release Date: Jun 12, 2022
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
0
M
0
L

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

License

MIT

Security Policy

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Maintenance

Inactive

Commit Frequency

No Recent Commits

Open Issues: 20
Open PR: 1
Last Release: 2 years ago
Last Commit: 2 years ago

Further analysis of the maintenance status of forestci 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 forestci 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

Sustainable

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

With more than 10 contributors for the forestci 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 forestci is missing a Code of Conduct.

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Package

Python Versions Compatibility: Unspecified

Age: 8 years
Latest Release: 2 years ago
Dependencies: 2 Direct / 5 Total
Versions: 9
Maintainers: 2
Wheels: OS Independent

Not sure how to use forestci?

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

uw-cmg / MAST-ML / mastml / plot_helper.py View on Github

of Machine Learning Research vol. 15, pp. 1625-1651, 2014.
    """
    if inbag is None:
        inbag = calc_inbag_modified(X_train.shape[0], forest, is_ensemble)

    if not is_ensemble:
        pred = np.array([tree.predict(X_test) for tree in forest]).T
    else:
        pred = np.array([tree.predict(X_test) for tree in forest.model]).T
        pred = pred[0]
    pred_mean = np.mean(pred, 0)
    pred_centered = pred - pred_mean
    n_trees = forest.n_estimators
    V_IJ = fci._core_computation(X_train, X_test, inbag, pred_centered, n_trees,
                             memory_constrained, memory_limit)
    V_IJ_unbiased = fci._bias_correction(V_IJ, inbag, pred_centered, n_trees)

    # Correct for cases where resampling is done without replacement:
    if np.max(inbag) == 1:
        variance_inflation = 1 / (1 - np.mean(inbag)) ** 2
        V_IJ_unbiased *= variance_inflation

    if basic_IJ:
        return V_IJ

    if not calibrate:
        return V_IJ_unbiased

    if V_IJ_unbiased.shape[0] &lt;= 20:
        print("No calibration with n_samples &lt;= 20")
        return V_IJ_unbiased
    if calibrate:

View more ways to use forestci

forestci dependencies

numpy scikit-learn

FAQs

What is forestci?

forestci: confidence intervals for scikit-learn forest algorithms. Visit Snyk Advisor to see a full health score report for forestci, including popularity, security, maintenance & community analysis.

Is forestci popular?

The python package forestci receives a total of 11,580 weekly downloads. As such, forestci popularity was classified as a recognized. Visit the popularity section on Snyk Advisor to see the full health analysis.

Is forestci well maintained?

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

Is forestci safe to use?

While scanning the latest version of forestci, 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 25 April-2024, at 00:34 (UTC).

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forestci

forestci: confidence intervals for scikit-learn forest algorithms For more information about how to use this package see README

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Package

Not sure how to use forestci?

sklearn forest ci

forestci dependencies

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What is forestci?

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Is forestci safe to use?

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Direct Usage Popularity

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Commit Frequency

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Not sure how to use forestci?

sklearn forest ci

forestci dependencies

FAQs

What is forestci?

Is forestci popular?

Is forestci well maintained?

Is forestci safe to use?

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Source Code

Open Source

Container

Config

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