{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy, scipy, matplotlib.pyplot as plt, librosa, IPython.display, sklearn\n",
    "plt.rcParams['figure.figsize'] = (14,5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[← Back to Index](index.html)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Spectral Features"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For classification, we're going to be using new features in our arsenal: spectral moments (centroid, bandwidth, skewness, kurtosis) and other spectral statistics."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[*Moments*](https://en.wikipedia.org/wiki/Moment_(mathematics) is a term used in physics and statistics. There are raw moments and central moments. \n",
    "\n",
    "You are probably already familiar with two examples of moments: mean and variance. The first raw moment is known as the mean. The second central moment is known as the variance."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## `librosa.feature.spectral_centroid`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[`librosa.feature.spectral_centroid`](http://bmcfee.github.io/librosa/generated/librosa.feature.spectral_centroid.html)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x, fs = librosa.load('simple_loop.wav')\n",
    "IPython.display.Audio(x, rate=fs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x10abbc510>]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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BUXg5MpcIADAw3vkpV3j4mZj45pW5EiIiUgqGH5KF0ie9TbaYI6+JrtM/PAat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\ngg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10a783b50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "spectral_centroids = librosa.feature.spectral_centroid(x, sr=fs)\n",
    "plt.plot(spectral_centroids[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## `librosa.feature.spectral_bandwidth`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[`librosa.feature.spectral_bandwidth`](http://bmcfee.github.io/librosa/generated/librosa.feature.spectral_bandwidth.html)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x10ad656d0>]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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RpktS4ZbKXFy0urGvvlPqcIiISEJMfkhyx8/1QiEImFQU28lPboYesyZl4XyHFUcHEzai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\nAIAR4f8BwRjBfSW3uC8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ad31750>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "spectral_bandwidth = librosa.feature.spectral_bandwidth(x, sr=fs)\n",
    "plt.plot(spectral_bandwidth[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## `librosa.feature.spectral_contrast`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[`librosa.feature.spectral_contrast`](http://bmcfee.github.io/librosa/generated/librosa.feature.spectral_contrast.html)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x10aea9610>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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lt3/55Pz0OR1t+Vgzu/Nj/YEN16X55Ozd84Ha8/ieNfum+cRU/vhqk7/SeGI8f4HaXoel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\nAACgaEoLAABQtP8PMXq1Xg1n95QAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10a748d50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "spectral_contrast = librosa.feature.spectral_contrast(x, sr=fs)\n",
    "\n",
    "# For visualization, scale each feature dimension to have zero mean and unit variance\n",
    "spectral_contrast = sklearn.preprocessing.scale(spectral_contrast, axis=1)\n",
    "\n",
    "librosa.display.specshow(spectral_contrast, x_axis='time')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## `librosa.feature.spectral_rolloff`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[`librosa.feature.spectral_rolloff`](http://bmcfee.github.io/librosa/generated/librosa.feature.spectral_rolloff.html)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x10aeda1d0>]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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WFqNnYAYTs/MoLyrQZBxERnV1SA07yP45vGubF91XJ/F27zg+90Bd1l+fiIiMYVXFz+OP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\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10aeae650>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "spectral_rolloff = librosa.feature.spectral_rolloff(x, sr=fs)\n",
    "plt.plot(spectral_rolloff[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[&larr; Back to Index](index.html)"
   ]
  }
 ],
 "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": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}