{"id":50152666,"url":"https://superkogito.github.io/spafe/","last_synced_at":"2026-05-24T09:01:47.449Z","repository":{"id":35996562,"uuid":"208756619","full_name":"SuperKogito/spafe","owner":"SuperKogito","description":":sound: spafe: Simplified Python Audio Features Extraction","archived":false,"fork":false,"pushed_at":"2025-03-20T16:16:12.000Z","size":21743,"stargazers_count":483,"open_issues_count":1,"forks_count":77,"subscribers_count":10,"default_branch":"master","last_synced_at":"2026-05-17T06:04:55.210Z","etag":null,"topics":["audio","audio-analysis","beat","dsp","features-extraction","filterbank","frequencies","frequency","frequency-analysis","gammatone-filterbanks","mfcc","music","music-information-retrieval","pitch","python","signal-processing","sound","speech-processing","time-frequency-analysis","voice"],"latest_commit_sha":null,"homepage":"https://superkogito.github.io/spafe/","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"bsd-3-clause","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/SuperKogito.png","metadata":{"files":{"readme":"README.md","changelog":"CHANGELOG.md","contributing":"CONTRIBUTING.md","funding":null,"license":"LICENSE","code_of_conduct":"CODE_OF_CONDUCT.md","threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2019-09-16T09:07:00.000Z","updated_at":"2026-05-02T04:58:46.000Z","dependencies_parsed_at":"2025-04-14T18:39:31.367Z","dependency_job_id":null,"html_url":"https://github.com/SuperKogito/spafe","commit_stats":{"total_commits":323,"total_committers":12,"mean_commits":"26.916666666666668","dds":0.5603715170278638,"last_synced_commit":"b6b1428df52694c95bb295a6ec291ae442053fcc"},"previous_names":[],"tags_count":8,"template":false,"template_full_name":null,"purl":"pkg:github/SuperKogito/spafe","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/SuperKogito%2Fspafe","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/SuperKogito%2Fspafe/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/SuperKogito%2Fspafe/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/SuperKogito%2Fspafe/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/SuperKogito","download_url":"https://codeload.github.com/SuperKogito/spafe/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/SuperKogito%2Fspafe/sbom","scorecard":{"id":135771,"data":{"date":"2025-08-04","repo":{"name":"github.com/SuperKogito/spafe","commit":"5270b466661d5918c72ea19ac1350e5a54d2ebea"},"scorecard":{"version":"v5.2.1-28-gc1d103a9","commit":"c1d103a9bb9f635ec7260bf9aa0699466fa4be0e"},"score":3.2,"checks":[{"name":"Dangerous-Workflow","score":10,"reason":"no dangerous workflow patterns detected","details":null,"documentation":{"short":"Determines if the project's GitHub Action workflows avoid dangerous patterns.","url":"https://github.com/ossf/scorecard/blob/c1d103a9bb9f635ec7260bf9aa0699466fa4be0e/docs/checks.md#dangerous-workflow"}},{"name":"Token-Permissions","score":0,"reason":"detected GitHub workflow tokens with excessive permissions","details":["Warn: no topLevel permission defined: .github/workflows/ci.yml:1","Info: no jobLevel write permissions found"],"documentation":{"short":"Determines if the project's workflows follow the principle of least privilege.","url":"https://github.com/ossf/scorecard/blob/c1d103a9bb9f635ec7260bf9aa0699466fa4be0e/docs/checks.md#token-permissions"}},{"name":"Maintained","score":0,"reason":"0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0","details":null,"documentation":{"short":"Determines if the project is \"actively maintained\".","url":"https://github.com/ossf/scorecard/blob/c1d103a9bb9f635ec7260bf9aa0699466fa4be0e/docs/checks.md#maintained"}},{"name":"Packaging","score":-1,"reason":"packaging workflow not detected","details":["Warn: no GitHub/GitLab publishing workflow detected."],"documentation":{"short":"Determines if the project is published as a package that others can easily download, install, easily update, and uninstall.","url":"https://github.com/ossf/scorecard/blob/c1d103a9bb9f635ec7260bf9aa0699466fa4be0e/docs/checks.md#packaging"}},{"name":"Code-Review","score":1,"reason":"Found 3/23 approved changesets -- score normalized to 1","details":null,"documentation":{"short":"Determines if the project requires human code review before pull requests (aka merge requests) are merged.","url":"https://github.com/ossf/scorecard/blob/c1d103a9bb9f635ec7260bf9aa0699466fa4be0e/docs/checks.md#code-review"}},{"name":"Binary-Artifacts","score":10,"reason":"no binaries found in the repo","details":null,"documentation":{"short":"Determines if the project has generated executable (binary) artifacts in the source repository.","url":"https://github.com/ossf/scorecard/blob/c1d103a9bb9f635ec7260bf9aa0699466fa4be0e/docs/checks.md#binary-artifacts"}},{"name":"CII-Best-Practices","score":0,"reason":"no effort to earn an OpenSSF best practices badge detected","details":null,"documentation":{"short":"Determines if the project has an OpenSSF (formerly CII) Best Practices Badge.","url":"https://github.com/ossf/scorecard/blob/c1d103a9bb9f635ec7260bf9aa0699466fa4be0e/docs/checks.md#cii-best-practices"}},{"name":"Pinned-Dependencies","score":0,"reason":"dependency not pinned by hash detected -- score normalized to 0","details":["Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/ci.yml:39: update your workflow using https://app.stepsecurity.io/secureworkflow/SuperKogito/spafe/ci.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/ci.yml:42: update your workflow using https://app.stepsecurity.io/secureworkflow/SuperKogito/spafe/ci.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/ci.yml:63: update your workflow using https://app.stepsecurity.io/secureworkflow/SuperKogito/spafe/ci.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/ci.yml:66: update your workflow using https://app.stepsecurity.io/secureworkflow/SuperKogito/spafe/ci.yml/master?enable=pin","Warn: pipCommand not pinned by hash: .github/workflows/ci.yml:48","Warn: pipCommand not pinned by hash: .github/workflows/ci.yml:49","Warn: pipCommand not pinned by hash: .github/workflows/ci.yml:72","Warn: pipCommand not pinned by hash: .github/workflows/ci.yml:73","Info:   0 out of   4 GitHub-owned GitHubAction dependencies pinned","Info:   0 out of   4 pipCommand dependencies pinned"],"documentation":{"short":"Determines if the project has declared and pinned the dependencies of its build process.","url":"https://github.com/ossf/scorecard/blob/c1d103a9bb9f635ec7260bf9aa0699466fa4be0e/docs/checks.md#pinned-dependencies"}},{"name":"Security-Policy","score":0,"reason":"security policy file not detected","details":["Warn: no security policy file detected","Warn: no security file to analyze","Warn: no security file to analyze","Warn: no security file to analyze"],"documentation":{"short":"Determines if the project has published a security policy.","url":"https://github.com/ossf/scorecard/blob/c1d103a9bb9f635ec7260bf9aa0699466fa4be0e/docs/checks.md#security-policy"}},{"name":"Fuzzing","score":0,"reason":"project is not fuzzed","details":["Warn: no fuzzer integrations found"],"documentation":{"short":"Determines if the project uses fuzzing.","url":"https://github.com/ossf/scorecard/blob/c1d103a9bb9f635ec7260bf9aa0699466fa4be0e/docs/checks.md#fuzzing"}},{"name":"License","score":10,"reason":"license file detected","details":["Info: project has a license file: LICENSE:0","Info: FSF or OSI recognized license: BSD 3-Clause \"New\" or \"Revised\" License: LICENSE:0"],"documentation":{"short":"Determines if the project has defined a license.","url":"https://github.com/ossf/scorecard/blob/c1d103a9bb9f635ec7260bf9aa0699466fa4be0e/docs/checks.md#license"}},{"name":"Signed-Releases","score":-1,"reason":"no releases found","details":null,"documentation":{"short":"Determines if the project cryptographically signs release artifacts.","url":"https://github.com/ossf/scorecard/blob/c1d103a9bb9f635ec7260bf9aa0699466fa4be0e/docs/checks.md#signed-releases"}},{"name":"Branch-Protection","score":0,"reason":"branch protection not enabled on development/release branches","details":["Warn: branch protection not enabled for branch 'master'"],"documentation":{"short":"Determines if the default and release branches are protected with GitHub's branch protection settings.","url":"https://github.com/ossf/scorecard/blob/c1d103a9bb9f635ec7260bf9aa0699466fa4be0e/docs/checks.md#branch-protection"}},{"name":"Vulnerabilities","score":7,"reason":"3 existing vulnerabilities detected","details":["Warn: Project is vulnerable to: GHSA-fpfv-jqm9-f5jm","Warn: Project is vulnerable to: PYSEC-2023-102","Warn: Project is vulnerable to: PYSEC-2023-114"],"documentation":{"short":"Determines if the project has open, known unfixed vulnerabilities.","url":"https://github.com/ossf/scorecard/blob/c1d103a9bb9f635ec7260bf9aa0699466fa4be0e/docs/checks.md#vulnerabilities"}},{"name":"SAST","score":0,"reason":"SAST tool is not run on all commits -- score normalized to 0","details":["Warn: 0 commits out of 12 are checked with a SAST tool"],"documentation":{"short":"Determines if the project uses static code analysis.","url":"https://github.com/ossf/scorecard/blob/c1d103a9bb9f635ec7260bf9aa0699466fa4be0e/docs/checks.md#sast"}}]},"last_synced_at":"2025-08-16T06:27:51.335Z","repository_id":35996562,"created_at":"2025-08-16T06:27:51.336Z","updated_at":"2025-08-16T06:27:51.336Z"},"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":33427584,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-05-23T22:14:44.296Z","status":"online","status_checked_at":"2026-05-24T02:00:06.296Z","response_time":57,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["audio","audio-analysis","beat","dsp","features-extraction","filterbank","frequencies","frequency","frequency-analysis","gammatone-filterbanks","mfcc","music","music-information-retrieval","pitch","python","signal-processing","sound","speech-processing","time-frequency-analysis","voice"],"created_at":"2026-05-24T09:01:36.649Z","updated_at":"2026-05-24T09:01:47.444Z","avatar_url":"https://github.com/SuperKogito.png","language":"Python","funding_links":[],"categories":["Speech, Voice \u0026 Alignment"],"sub_categories":["IO router / deconstructed loops anchor"],"readme":"![](https://github.com/SuperKogito/spafe/blob/master/media/logo.png?raw=true)\n\n# Spafe\n\nSimplified Python Audio Features Extraction\n\n[![Build Status](https://github.com/SuperKogito/spafe/actions/workflows/ci.yml/badge.svg)](https://github.com/SuperKogito/spafe/actions)\n[![docs.rs](https://img.shields.io/docsrs/docs)](https://superkogito.github.io/spafe/)\n[![License](https://img.shields.io/badge/license-BSD%203--Clause%20License%20(Revised)%20-blue)](https://github.com/SuperKogito/spafe/blob/master/LICENSE)\n[![Python](https://img.shields.io/badge/python-3.5%20%7C%203.6%20%7C%203.7%20%7C%203.8%20%7C%203.9%20%7C%203.10-blue)](https://www.python.org/doc/versions/)\n[![codecov](https://codecov.io/gh/SuperKogito/spafe/branch/master/graph/badge.svg)](https://codecov.io/gh/SuperKogito/spafe)\n[![codebeat badge](https://codebeat.co/badges/97f81ec3-b8a3-42ff-a9f5-f6cf165f4448)](https://codebeat.co/projects/github-com-superkogito-spafe-master)\n[![PyPI version](https://badge.fury.io/py/spafe.svg)](https://badge.fury.io/py/spafe)\n[![anaconda](https://anaconda.org/superkogito/spafe/badges/version.svg)](https://anaconda.org/SuperKogito/spafe)\n[![Downloads](https://pepy.tech/badge/spafe)](https://pepy.tech/project/spafe)\n[![DOI](https://zenodo.org/badge/DOI/10.5281/zenodo.7686438.svg)](https://doi.org/10.5281/zenodo.7686438)\n[![DOI](https://joss.theoj.org/papers/10.21105/joss.04739/status.svg)](https://doi.org/10.21105/joss.04739)\n\n#  Table of Contents\n\n- [Spafe](#spafe)\n- [Table of Contents](#table-of-contents)\n- [Structure](#structure)\n  - [Filter banks](#filter-banks)\n  - [Spectrograms](#spectrograms)\n  - [Features](#features)\n  - [Frequencies](#frequencies)\n  - [Installation](#installation)\n    - [Dependencies](#dependencies)\n    - [Installation guide](#installation-guide)\n      - [Install from PyPI](#install-from-pypi)\n      - [Install from Anaconda](#install-from-anaconda)\n    - [Install from source](#install-from-source)\n  - [Why use Spafe?](#why-use-spafe)\n  - [How to use](#how-to-use)\n  - [Contributing](#contributing)\n  - [Citing](#citing)\n\n# Structure\nspafe aims to simplify feature extractions from **mono audio** files.\nSpafe includes various computations related to filter banks, spectrograms, frequencies and cepstral features .\nThe library has the following structure:\n![](https://github.com/SuperKogito/spafe/raw/master/media/spafe-structure.png)\n\n## Filter banks\n![](https://github.com/SuperKogito/spafe/blob/master/media/bark_fbanks.png?raw=true)\n  - Bark filter banks\n  - Gammatone filter banks\n  - Linear filter banks\n  - Mel filter banks\n\n## Spectrograms\n![](https://github.com/SuperKogito/spafe/blob/master/media/melspectrogram.png?raw=true)  \n  - Bark spectrogram\n  - CQT spectrogram\n  - Erb spectrogram\n  - Mel spectrogram\n\n## Features\n![](https://github.com/SuperKogito/spafe/blob/master/media/gfcc.png?raw=true)\n  - Bark Frequency Cepstral Coefficients (BFCCs)\n  - Constant Q-transform Cepstral Coefficients (CQCCs)\n  - Gammatone Frequency Cepstral Coefficients (GFCCs)\n  - Linear Frequency Cepstral Coefficients (LFCCs)\n  - Linear Prediction Components (LPCs)\n  - Mel Frequency Cepstral Coefficients (MFCCs)\n  - Inverse Mel Frequency Cepstral Coefficients (IMFCCs)\n  - Magnitude based Spectral Root Cepstral Coefficients (MSRCCs)\n  - Normalized Gammachirp Cepstral Coefficients (NGCCs)\n  - Power-Normalized Cepstral Coefficients (PNCCs)\n  - Phase based Spectral Root Cepstral Coefficients (PSRCCs)\n  - Perceptual Linear Prediction Coefficents (PLPs)\n  - Rasta Perceptual Linear Prediction Coefficents (RPLPs)\n\nThe theory behind features computed using spafe can be summmarized in the following graph:\n![](https://github.com/SuperKogito/spafe/blob/master/media/features-extraction-algorithms.png?raw=true)\n\n## Frequencies\n![](https://github.com/SuperKogito/spafe/blob/master/media/dominant_frequencies.png?raw=true)\n  - Dominant frequencies\n  - Fundamental frequencies\n\n## Installation\n### Dependencies\n\nspafe requires:\n\n-\t[Python](https://www.python.org/) (\u003e= 3.5)\n-\t[NumPy](https://numpy.org/) (\u003e= 1.22.0)\n-\t[SciPy](https://scipy.org/) (\u003e= 1.8.0)\n\nif you want to use the visualization module/ functions of spafe, you will need to install:\n\n- [Matplotlib](https://matplotlib.org/) (\u003e= 3.5.2)\n\n\n### Installation guide\nOnce you have the Dependencies installed, use one of the following install options.\n\n#### Install from PyPI\n- To freshly install spafe:\n```\npip install spafe\n```\n-  To update an existing installation:\n```\npip install -U spafe\n```\n\n#### Install from Anaconda\n- Spafe is also available on anaconda:\n```\nconda install spafe\n```\n\n### Install from source\n- You can build spafe from source, by following:\n```\ngit clone git@github.com:SuperKogito/spafe.git\ncd spafe\npython setup.py install\n```\n\n## Why use Spafe?\n\nUnlike most existing audio feature extraction libraries ([python_speech_features](https://github.com/jameslyons/python_speech_features), [SpeechPy](https://github.com/astorfi/speechpy), [surfboard](https://github.com/novoic/surfboard) and [Bob](https://gitlab.idiap.ch/bob)), Spafe provides more options for spectral features extraction algorithms, notably:\n- Bark Frequency Cepstral Coefficients (BFCCs)\n- Constant Q-transform Cepstral Coefficients (CQCCs)\n- Gammatone Frequency Cepstral Coefficients (GFCCs)\n- Power-Normalized Cepstral Coefficients (PNCCs)\n- Phase based Spectral Root Cepstral Coefficients (PSRCCs)\n\nMost existing libraries and to their credits provide great implementations for features extraction but are unfortunately limited to the Mel Frequency Features (MFCC) and at best have Bark frequency and linear predictive coefficients additionally. [Librosa](https://github.com/librosa/librosa) for example includes great implementation of various algorithms (only MFCC and LPC are included), based on the **Short Time Fourrier Transform (STFT)**, which is theoretically more accurate but slower than the **Discret Fourrier Transform used in Spafe**'s implementation.\n\n\n## How to use\n\nVarious examples on how to use spafe are present in the documentation [https://superkogito.github.io/spafe](https://superkogito.github.io/spafe).\n\n\u003e !Please make sure you are referring to the correct documentation version.\n\n## Contributing\n\nContributions are welcome and encouraged. To learn more about how to contribute to spafe please refer to the [Contributing guidelines](https://github.com/SuperKogito/spafe/blob/master/CONTRIBUTING.md)\n\n## Citing\n\n-  **If you want to cite spafe as a software, please cite the version used as indexed in** [Zenodo](https://zenodo.org/):\n\n   *Ayoub Malek, Hadrien Titeux, Stefano Borzì, Christian Heider Nielsen, Fabian-Robert Stöter, Hervé Bredin, Eryk Urbański \u0026 Kevin Mattheus Moerman. (2023). SuperKogito/spafe: v0.3.3 (v0.3.3). Zenodo.* https://doi.org/10.5281/zenodo.11396240\n  \n   [![DOI](https://zenodo.org/badge/DOI/10.5281/zenodo.11396240.svg)](https://doi.org/10.5281/zenodo.11396240)\n \n\n- **You can also cite spafe's paper as follows:**\n\n  *Malek, A., (2023). Spafe: Simplified python audio features extraction. Journal of Open Source Software, 8(81), 4739,* https://doi.org/10.21105/joss.04739\n\n  [![DOI](https://joss.theoj.org/papers/10.21105/joss.04739/status.svg)](https://doi.org/10.21105/joss.04739)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/superkogito.github.io%2Fspafe%2F","html_url":"https://awesome.ecosyste.ms/projects/superkogito.github.io%2Fspafe%2F","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/superkogito.github.io%2Fspafe%2F/lists"}