feature_sonification.ipynb

{
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   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import seaborn\n",
    "import numpy, scipy, matplotlib.pyplot as plt, IPython.display as ipd\n",
    "import librosa, librosa.display\n",
    "plt.rcParams['figure.figsize'] = (13, 5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[&larr; Back to Index](index.html)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Understanding Audio Features through Sonification"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this exercise notebook, we will segment, feature extract, and analyze audio files. Goals:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. Detect onsets in an audio signal.\n",
    "2. Segment the audio signal at each onset.\n",
    "3. Compute features for each segment.\n",
    "4. Gain intuition into the features by listening to each segment separately."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 1: Retrieve Audio"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Load the audio file `simple_loop.wav` into an array."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "x, sr = librosa.load('audio/simple_loop.wav')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Show the sample rate:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "22050\n"
     ]
    }
   ],
   "source": [
    "print(sr)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Listen to the audio signal."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
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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": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ipd.Audio(x, rate=sr)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Display the audio signal."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PolyCollection at 0x1153fed90>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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IIXDLLbfg4osvBgBce+21+MIXvjD/b0CUJRx2ys3A+8fmXHkMyi1yqqGbkNWQ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\nlNX/AzNmgIqMVE2AAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x115168a10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "librosa.display.waveplot(x, sr=sr)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Compute the short-time Fourier transform:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "X = librosa.stft(x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For display purposes, compute the log amplitude of the STFT:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "Xmag = librosa.amplitude_to_db(X)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Display the spectrogram."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1152a9e90>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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kotH6whPxJfPqVx/9Enn28tG1Jy5fZYfqFZtxya+c4dJqHi6DYZYv1SmUg7tT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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x115274610>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Play with the parameters, including x_axis and y_axis\n",
    "librosa.display.specshow(Xmag, sr=sr, x_axis='time', y_axis='log')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 2: Detect Onsets"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Find the times, in seconds, when onsets occur in the audio signal."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[12 33 55 66 76]\n"
     ]
    }
   ],
   "source": [
    "onset_frames = librosa.onset.onset_detect(x, sr=sr)\n",
    "print(onset_frames)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 0.27863946  0.7662585   1.27709751  1.53251701  1.76471655]\n"
     ]
    }
   ],
   "source": [
    "onset_times = librosa.frames_to_time(onset_frames, sr=sr)\n",
    "print(onset_times)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Convert the onset frames into sample indices."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 6144 16896 28160 33792 38912]\n"
     ]
    }
   ],
   "source": [
    "onset_samples = librosa.frames_to_samples(onset_frames)\n",
    "print(onset_samples)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Play a \"beep\" at each onset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Use the `length` parameter so the click track is the same length as the original signal\n",
    "clicks = librosa.clicks(times=onset_times, length=len(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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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": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Play the click track \"added to\" the original signal\n",
    "ipd.Audio(x+clicks, rate=sr)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 3: Segment the Audio"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Save into an array, `segments`, 100-ms segments beginning at each onset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "frame_sz = int(0.100*sr)\n",
    "segments = numpy.array([x[i:i+frame_sz] for i in onset_samples])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here is a function that adds 300 ms of silence onto the end of each segment and concatenates them into one signal.\n",
    "\n",
    "Later, we will use this function to listen to each segment, perhaps sorted in a different order."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def concatenate_segments(segments, sr=22050, pad_time=0.300):\n",
    "    padded_segments = [numpy.concatenate([segment, numpy.zeros(int(pad_time*sr))]) for segment in segments]\n",
    "    return numpy.concatenate(padded_segments)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "concatenated_signal = concatenate_segments(segments, sr)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Listen to the newly concatenated signal."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio controls=\"controls\" >\n",
       "                    <source 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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": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ipd.Audio(concatenated_signal, rate=sr)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 4: Extract Features"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For each segment, compute the zero crossing rate."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[11, 570, 11, 10, 568]\n"
     ]
    }
   ],
   "source": [
    "zcrs = [sum(librosa.core.zero_crossings(segment)) for segment in segments]\n",
    "print(zcrs)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Use `argsort` to find an index array, `ind`, such that `segments[ind]` is sorted by zero crossing rate."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[3 0 2 4 1]\n"
     ]
    }
   ],
   "source": [
    "ind = numpy.argsort(zcrs)\n",
    "print(ind)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Sort the segments by zero crossing rate, and concatenate the sorted segments."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "concatenated_signal = concatenate_segments(segments[ind], sr)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 5: Listen to Segments"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Listen to the sorted segments. What do you hear?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio controls=\"controls\" >\n",
       "                    <source 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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": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ipd.Audio(concatenated_signal, rate=sr)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## More Exercises"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Repeat the steps above using other features from [`librosa.feature`](https://librosa.github.io/librosa/feature.html), e.g. `rmse`, `spectral_centroid`, `spectral_bandwidth`."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Repeat the steps above for other audio files:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "c_strum.wav       conga_groove.wav  simple_loop.wav\r\n",
      "clarinet_c6.wav   oboe_c6.wav       tone_440.wav\r\n"
     ]
    }
   ],
   "source": [
    "ls audio"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[&larr; Back to Index](index.html)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}