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@stevemclaugh
Last active July 5, 2025 06:47
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Using LibRosa to extract MFCCs from audio and visualize the results
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# MFCC Extraction and Visualization with Librosa\n",
"\n",
"This notebook demonstrates some of the basic functionality of librosa version 0.4.\n",
"\n",
"Following this walkthrough, you'll learn how to:\n",
"\n",
"* Load audio input\n",
"* Compute mel spectrogram and MFCC\n",
"* Display features\n",
"\n",
"Adapted from https://zenodo.org/record/58336#.V-rh7pMrKRu"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"#!pip install librosa\n",
"#!apt-get install sox libsox-fmt-mp3"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.style as ms\n",
"ms.use('seaborn-muted')\n",
"%matplotlib inline\n",
"\n",
"import librosa\n",
"import librosa.display\n",
"import IPython.display"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"--2016-10-20 21:17:22-- http://stephenmclaughlin.net/wav/cpb-aacip-15-xg9f47h882__CBS175-522_.h264.wav\n",
"Resolving stephenmclaughlin.net... 208.113.163.135\n",
"Connecting to stephenmclaughlin.net|208.113.163.135|:80... connected.\n",
"HTTP request sent, awaiting response... 301 Moved Permanently\n",
"Location: http://www.stephenmclaughlin.net/wav/cpb-aacip-15-xg9f47h882__CBS175-522_.h264.wav [following]\n",
"--2016-10-20 21:17:22-- http://www.stephenmclaughlin.net/wav/cpb-aacip-15-xg9f47h882__CBS175-522_.h264.wav\n",
"Resolving www.stephenmclaughlin.net... 208.113.163.135\n",
"Reusing existing connection to stephenmclaughlin.net:80.\n",
"HTTP request sent, awaiting response... 200 OK\n",
"Length: 17113166 (16M) [audio/x-wav]\n",
"Saving to: 'cpb-aacip-15-xg9f47h882__CBS175-522_.h264.wav.2'\n",
"\n",
"cpb-aacip-15-xg9f47 100%[===================>] 16.32M 4.25MB/s in 5.9s \n",
"\n",
"2016-10-20 21:17:29 (2.75 MB/s) - 'cpb-aacip-15-xg9f47h882__CBS175-522_.h264.wav.2' saved [17113166/17113166]\n",
"\n"
]
}
],
"source": [
"import os\n",
"os.chdir(\"/home/\")\n",
"\n",
"!wget http://stephenmclaughlin.net/wav/cpb-aacip-15-xg9f47h882__CBS175-522_.h264.wav"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"## Load WAV with Librosa\n",
"\n",
"wav_pathname = \"cpb-aacip-15-xg9f47h882__CBS175-522_.h264.wav\"\n",
"\n",
"# or:\n",
"# wav_pathname = librosa.util.example_audio_file()\n",
"\n",
"y, sr = librosa.load(wav_pathname)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"By default, librosa will resample the signal to 22050Hz.\n",
"\n",
"Set samplerate manually:\n",
"```\n",
"librosa.load(wav_pathname, sr=44100)\n",
"```\n",
"Or disable resampling:\n",
"```\n",
"librosa.load(wav_pathname, sr=None)\n",
"```\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Mel spectrogram\n",
"This first step will show how to compute a [Mel](http://en.wikipedia.org/wiki/Mel_scale) spectrogram from an audio waveform."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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bbciYh+3atSYdS1Sgnkp91xPvlrqO/W7V0mRzutUb83z9Be1obLG3qKi7aNKd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\nJZ3p6px9HSTA9XvQRoHpFFid8f1JwnDOeMS1xTGNfmRrKXMYdLViX5d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rJUP0RIwVDV5Y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\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3BY9/rPwUB/LvOIBoiBhg6dI+rwD1OShNQb4Iho7hmuiGwYUvPIWmw9a3PqT23HyKAU7I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\ngg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1093db110>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Let's make and display a mel-scaled power (energy-squared) spectrogram\n",
"S = librosa.feature.melspectrogram(y, sr=sr, n_mels=128)\n",
"\n",
"# Convert to log scale (dB). We'll use the peak power as reference.\n",
"log_S = librosa.logamplitude(S, ref_power=np.max)\n",
"\n",
"# Make a new figure\n",
"plt.figure(figsize=(12,4))\n",
"\n",
"# Display the spectrogram on a mel scale\n",
"# sample rate and hop length parameters are used to render the time axis\n",
"librosa.display.specshow(log_S, sr=sr, x_axis='time', y_axis='mel')\n",
"\n",
"# Put a descriptive title on the plot\n",
"plt.title('mel power spectrogram')\n",
"\n",
"# draw a color bar\n",
"plt.colorbar(format='%+02.0f dB')\n",
"\n",
"# Make the figure layout compact\n",
"plt.tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"128\n",
"4179\n"
]
}
],
"source": [
"## Examining Mel object\n",
"\n",
"print len(S)\n",
"print len(S[0])"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"4179\n",
"128\n"
]
}
],
"source": [
"## Rotating Mel table clockwise 3 times\n",
"\n",
"S_rot=np.rot90(S,3)\n",
"\n",
"print len(S_rot)\n",
"print len(S_rot[0])"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# MFCC\n",
"\n",
"[Mel-frequency cepstral coefficients](http://en.wikipedia.org/wiki/Mel-frequency_cepstrum) are commonly used to represent texture or timbre of sound."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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2j9sHiUeQ+6gsjZIa5aUz9e4QKkuduKasQGXlhGp+H9LaC1B0FHoEeREb46Ql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ribMFmQPOW1lRYp2DaPze/DTzss1DxW7AQ3te+nlNRZiseZXR+iVRzj2uGTtNKQudI+PpTdQT0b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\ngg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1093cbb10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Next, we'll extract the first 13 Mel-frequency cepstral coefficients (MFCCs)\n",
"mfcc = librosa.feature.mfcc(S=log_S, n_mfcc=13)\n",
"\n",
"# Padding first and second deltas\n",
"delta_mfcc = librosa.feature.delta(mfcc)\n",
"delta2_mfcc = librosa.feature.delta(mfcc, order=2)\n",
"\n",
"# We'll show each in its own subplot\n",
"plt.figure(figsize=(12, 6))\n",
"\n",
"plt.subplot(3,1,1)\n",
"librosa.display.specshow(mfcc)\n",
"plt.ylabel('MFCC')\n",
"plt.colorbar()\n",
"\n",
"plt.subplot(3,1,2)\n",
"librosa.display.specshow(delta_mfcc)\n",
"plt.ylabel('MFCC-$\\Delta$')\n",
"plt.colorbar()\n",
"\n",
"plt.subplot(3,1,3)\n",
"librosa.display.specshow(delta2_mfcc, sr=sr, x_axis='time')\n",
"plt.ylabel('MFCC-$\\Delta^2$')\n",
"plt.colorbar()\n",
"\n",
"plt.tight_layout()\n",
"\n",
"# Stacking these 3 tables together into one matrix\n",
"M = np.vstack([mfcc, delta_mfcc, delta2_mfcc])"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"21.5377280712 seconds\n"
]
}
],
"source": [
"## Time test: Load WAV and extract 128 Mel coefficients\n",
"\n",
"import time\n",
"\n",
"start_time = time.time()\n",
"\n",
"y, sr = librosa.load(wav_pathname)\n",
"\n",
"mel_128=librosa.feature.mfcc(S=log_S, n_mfcc=128)\n",
"\n",
"print(\"%s\" % (time.time() - start_time)+\" seconds\")"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"14.6879861355\n"
]
}
],
"source": [
"## Time test: Load WAV and extract 13 Mel coefficients\n",
"\n",
"import time\n",
"\n",
"start_time = time.time()\n",
"\n",
"y, sr = librosa.load(wav_pathname)\n",
"\n",
"mel_13=librosa.feature.mfcc(S=log_S, n_mfcc=13)\n",
"\n",
"print(\"%s\" % (time.time() - start_time))\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.12"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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