Deeply_Vocal_Characterizer_Dataset.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Deeply Vocal Characterizer Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import librosa\n",
    "import soundfile\n",
    "import numpy as np\n",
    "from IPython.display import Audio"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Load & play example\n",
    "the example loaded below is a coughing example."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Dataset/throat-clearing/1K0C_6_4_0_41_0_0_0.wav\n",
       "samplerate: 16000 Hz\n",
       "channels: 1\n",
       "duration: 2.120 s\n",
       "format: WAV (Microsoft) [WAV]\n",
       "subtype: 32 bit float [FLOAT]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Fs = 16000\n",
    "\n",
    "example_path = \"Dataset/throat-clearing/1K0C_6_4_0_41_0_0_0.wav\"\n",
    "data, _ = librosa.core.load(example_path, sr = Fs)\n",
    "\n",
    "soundfile.info(example_path) # returns the parameters of the audio file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source src=\"data:audio/wav;base64,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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": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Audio(data, rate = Fs)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Convert the signal into mel spectrogram and visualize it"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import librosa.display\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "spectrogram = librosa.feature.melspectrogram(y = data, sr = Fs, n_mels = 64, n_fft = 2048, hop_length = 512)\n",
    "\n",
    "plt.figure(figsize = (10,8))\n",
    "\n",
    "librosa.display.specshow(np.squeeze(spectrogram), x_axis = 'time', y_axis = 'mel', sr = Fs, cmap ='magma', fmax = 8000)\n",
    "\n",
    "plt.colorbar(format='%+2.0f dB')\n",
    "plt.title('Mel spectrogram')\n",
    "plt.tight_layout()"
   ]
  }
 ],
 "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": 4
}