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README.md

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![](media/logo.png)
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![](https://github.com/SuperKogito/spafe/blob/master/media/logo.png?raw=true)
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# Spafe
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Simplified Python Audio Features Extraction
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[![Build Status](https://github.com/SuperKogito/spafe/actions/workflows/ci.yml/badge.svg)](https://github.com/SuperKogito/spafe/actions)
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[![docs.rs](https://img.shields.io/docsrs/docs)](https://superkogito.github.io/spafe/dev/)
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[![docs.rs](https://img.shields.io/docsrs/docs)](https://superkogito.github.io/spafe/)
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[![License](https://img.shields.io/badge/license-BSD%203--Clause%20License%20(Revised)%20-blue)](https://github.com/SuperKogito/spafe/blob/master/LICENSE)
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[![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/)
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[![codecov](https://codecov.io/gh/SuperKogito/spafe/branch/master/graph/badge.svg)](https://codecov.io/gh/SuperKogito/spafe)
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spafe aims to simplify features extractions from **mono audio** files.
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Spafe includes various computations related to filter banks, spectrograms, frequencies and cepstral features .
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The library has the following structure:
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![](media/spafe-structure.png)
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![](https://github.com/SuperKogito/spafe/raw/master/media/spafe-structure.png)
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## Filter banks
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![](media/bark_fbanks.png)
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![](https://github.com/SuperKogito/spafe/blob/master/media/bark_fbanks.png?raw=true)
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- Bark filter banks
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- Gammatone filter banks
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- Linear filter banks
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- Mel filter banks
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## Spectrograms
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![](media/melspectrogram.png)
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![](https://github.com/SuperKogito/spafe/blob/master/media/melspectrogram.png?raw=true)
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- Bark spectrogram
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- CQT spectrogram
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- Erb spectrogram
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- Mel spectrogram
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## Features
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![](media/gfcc.png)
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![](https://github.com/SuperKogito/spafe/blob/master/media/gfcc.png?raw=true)
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- Bark Frequency Cepstral Coefficients (BFCCs)
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- Constant Q-transform Cepstral Coefficients (CQCCs)
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- Gammatone Frequency Cepstral Coefficients (GFCCs)
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- Rasta Perceptual Linear Prediction Coefficents (RPLPs)
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The theory behind features computed using spafe can be summmarized in the following graph:
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![](media/features-extraction-algorithms.png)
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![](https://github.com/SuperKogito/spafe/blob/master/media/features-extraction-algorithms.png?raw=true)
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## Frequencies
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![](media/dominant_frequencies.png)
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![](https://github.com/SuperKogito/spafe/blob/master/media/dominant_frequencies.png?raw=true)
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- Dominant frequencies
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- Fundamental frequencies
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## How to use
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Various examples on how to use spafe are present in the documentation [https://superkogito.github.io/spafe/dev/](https://superkogito.github.io/spafe/dev/).
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Various examples on how to use spafe are present in the documentation [https://superkogito.github.io/spafe/dev/](https://superkogito.github.io/spafe).
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**<!>** Please make sure you are referring to the correct documentation version.
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