# SBOM for empulse 0.14.0

> Cost-sensitive and value-driven machine learning in Python: metrics, classifiers and thresholds for scikit-learn

The Python package empulse 0.14.0 ships 14 SBOM files (CycloneDX) inside its wheels, under `.dist-info/sboms/` ([PEP 770](https://peps.python.org/pep-0770/)). Its wheels carry a verified PEP 740 attestation.

- Package URL (PURL): `pkg:pypi/empulse@0.14.0`
- PyPI: https://pypi.org/project/empulse/0.14.0/
- Requires Python: \>=3.11
- changelog: <https://empulse.readthedocs.io/en/stable/project/changelog.html>
- documentation: <https://empulse.readthedocs.io/en/stable/>
- homepage: <https://empulse.readthedocs.io/en/stable/>
- issue-tracker: <https://github.com/ShimantoRahman/empulse/issues>
- repository: <https://github.com/ShimantoRahman/empulse>

## SBOMs

### empulse-0.14.0-cp311-cp311-manylinux\_2\_24\_aarch64.manylinux\_2\_28\_aarch64.whl

PEP 740 attestation verified (GitHub, ShimantoRahman/empulse, workflow release.yml).

- [empulse-0.14.0.dist-info/sboms/auditwheel.cdx.json](https://pypi.sbomify.com/artifact/fff10122-a4f1-5f04-a61c-4639765fae31/download): CycloneDX/1.4, `application/vnd.cyclonedx+json`, valid, no known vulnerabilities

### empulse-0.14.0-cp311-cp311-manylinux\_2\_24\_x86\_64.manylinux\_2\_28\_x86\_64.whl

PEP 740 attestation verified (GitHub, ShimantoRahman/empulse, workflow release.yml).

- [empulse-0.14.0.dist-info/sboms/auditwheel.cdx.json](https://pypi.sbomify.com/artifact/cbb03ef7-ea7f-5c40-b0b1-02069ad0c65f/download): CycloneDX/1.4, `application/vnd.cyclonedx+json`, valid, no known vulnerabilities

### empulse-0.14.0-cp312-cp312-manylinux\_2\_24\_aarch64.manylinux\_2\_28\_aarch64.whl

PEP 740 attestation verified (GitHub, ShimantoRahman/empulse, workflow release.yml).

- [empulse-0.14.0.dist-info/sboms/auditwheel.cdx.json](https://pypi.sbomify.com/artifact/6ec9c20c-2185-5a7d-8374-495eb1a793d2/download): CycloneDX/1.4, `application/vnd.cyclonedx+json`, valid, no known vulnerabilities

### empulse-0.14.0-cp312-cp312-manylinux\_2\_24\_x86\_64.manylinux\_2\_28\_x86\_64.whl

PEP 740 attestation verified (GitHub, ShimantoRahman/empulse, workflow release.yml).

- [empulse-0.14.0.dist-info/sboms/auditwheel.cdx.json](https://pypi.sbomify.com/artifact/cac5691d-7ad9-57af-aeae-ea21d77f33c2/download): CycloneDX/1.4, `application/vnd.cyclonedx+json`, valid, no known vulnerabilities

### empulse-0.14.0-cp313-cp313-manylinux\_2\_24\_aarch64.manylinux\_2\_28\_aarch64.whl

PEP 740 attestation failed verification: Failed to refresh TUF metadata.

- [empulse-0.14.0.dist-info/sboms/auditwheel.cdx.json](https://pypi.sbomify.com/artifact/765805a1-52bf-51ae-9aa7-042fe3d2a56c/download): CycloneDX/1.4, `application/vnd.cyclonedx+json`, valid, no known vulnerabilities

### empulse-0.14.0-cp313-cp313-manylinux\_2\_24\_x86\_64.manylinux\_2\_28\_x86\_64.whl

PEP 740 attestation verified (GitHub, ShimantoRahman/empulse, workflow release.yml).

- [empulse-0.14.0.dist-info/sboms/auditwheel.cdx.json](https://pypi.sbomify.com/artifact/e33e445d-4300-566c-9f5c-ffd684b33d69/download): CycloneDX/1.4, `application/vnd.cyclonedx+json`, valid, no known vulnerabilities

### empulse-0.14.0-cp314-cp314-manylinux\_2\_24\_aarch64.manylinux\_2\_28\_aarch64.whl

PEP 740 attestation verified (GitHub, ShimantoRahman/empulse, workflow release.yml).

- [empulse-0.14.0.dist-info/sboms/auditwheel.cdx.json](https://pypi.sbomify.com/artifact/da5cc9fd-a345-5355-8a11-1d095b24b802/download): CycloneDX/1.4, `application/vnd.cyclonedx+json`, valid, no known vulnerabilities

### empulse-0.14.0-cp314-cp314-manylinux\_2\_24\_x86\_64.manylinux\_2\_28\_x86\_64.whl

PEP 740 attestation verified (GitHub, ShimantoRahman/empulse, workflow release.yml).

- [empulse-0.14.0.dist-info/sboms/auditwheel.cdx.json](https://pypi.sbomify.com/artifact/6f6d8aa0-e008-5b4e-9fe2-26aa951a965b/download): CycloneDX/1.4, `application/vnd.cyclonedx+json`, valid, no known vulnerabilities

### empulse-0.14.0-cp314-cp314t-manylinux\_2\_24\_aarch64.manylinux\_2\_28\_aarch64.whl

PEP 740 attestation failed verification: Failed to refresh TUF metadata.

- [empulse-0.14.0.dist-info/sboms/auditwheel.cdx.json](https://pypi.sbomify.com/artifact/cb93ec5c-5aab-5807-85ee-f1b5e19b6ac9/download): CycloneDX/1.4, `application/vnd.cyclonedx+json`, valid, no known vulnerabilities

### empulse-0.14.0-cp314-cp314t-manylinux\_2\_24\_x86\_64.manylinux\_2\_28\_x86\_64.whl

PEP 740 attestation verified (GitHub, ShimantoRahman/empulse, workflow release.yml).

- [empulse-0.14.0.dist-info/sboms/auditwheel.cdx.json](https://pypi.sbomify.com/artifact/8488baee-0ca1-584f-819c-24fc7045d5a4/download): CycloneDX/1.4, `application/vnd.cyclonedx+json`, valid, no known vulnerabilities

### empulse-0.14.0-cp315-cp315-manylinux\_2\_24\_aarch64.manylinux\_2\_28\_aarch64.whl

PEP 740 attestation failed verification: Failed to refresh TUF metadata.

- [empulse-0.14.0.dist-info/sboms/auditwheel.cdx.json](https://pypi.sbomify.com/artifact/2d1cfc34-e8b5-5d43-9093-f1cfa57a0ee3/download): CycloneDX/1.4, `application/vnd.cyclonedx+json`, valid, no known vulnerabilities

### empulse-0.14.0-cp315-cp315-manylinux\_2\_24\_x86\_64.manylinux\_2\_28\_x86\_64.whl

PEP 740 attestation verified (GitHub, ShimantoRahman/empulse, workflow release.yml).

- [empulse-0.14.0.dist-info/sboms/auditwheel.cdx.json](https://pypi.sbomify.com/artifact/3ab8ab40-c2bb-56ce-a772-a9200bb483d2/download): CycloneDX/1.4, `application/vnd.cyclonedx+json`, valid, no known vulnerabilities

### empulse-0.14.0-cp315-cp315t-manylinux\_2\_24\_aarch64.manylinux\_2\_28\_aarch64.whl

PEP 740 attestation verified (GitHub, ShimantoRahman/empulse, workflow release.yml).

- [empulse-0.14.0.dist-info/sboms/auditwheel.cdx.json](https://pypi.sbomify.com/artifact/56fcc6f8-56b2-5433-bd85-0ce42798c793/download): CycloneDX/1.4, `application/vnd.cyclonedx+json`, valid, no known vulnerabilities

### empulse-0.14.0-cp315-cp315t-manylinux\_2\_24\_x86\_64.manylinux\_2\_28\_x86\_64.whl

PEP 740 attestation verified (GitHub, ShimantoRahman/empulse, workflow release.yml).

- [empulse-0.14.0.dist-info/sboms/auditwheel.cdx.json](https://pypi.sbomify.com/artifact/853f5e01-ea06-59cd-887c-064ae16215e7/download): CycloneDX/1.4, `application/vnd.cyclonedx+json`, valid, no known vulnerabilities

## Known vulnerabilities

Components listed in these SBOMs, matched against the [OSV database](https://osv.dev/) as of 2026-11-10.

OSV has no known vulnerabilities for the components these SBOMs list.

## Fetch it over TEA

This SBOM is served over the [Transparency Exchange API](https://github.com/CycloneDX/transparency-exchange-api) (TEA). With the `libtea` client:

```
pip install libtea
python -m libtea https://pypi.sbomify.com pkg:pypi/empulse@0.14.0
```

Machine-readable copy of this page: https://pypi.sbomify.com/package/empulse/0.14.0.json

---
From pypi-tea by sbomify: https://pypi.sbomify.com/package/empulse/0.14.0