6_analyze.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## This notebook would be used to visualize the various audio features obtained"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import pickle\n",
    "import soundfile as sf\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.style as ms\n",
    "from tqdm import tqdm\n",
    "import librosa\n",
    "import math\n",
    "import random\n",
    "import pandas as pd\n",
    "from IPython.display import Audio\n",
    "import librosa.display\n",
    "ms.use('seaborn-muted')\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "audio_vectors = pickle.load(open('data/pre-processed/audio_vectors_1.pkl', 'rb'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "y1 = audio_vectors['Ses01F_script01_2_F011']  # Angry\n",
    "y2 = audio_vectors['Ses01F_script02_2_F036']  # Sad"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "min_len = min(len(y1), len(y2))\n",
    "y1, y2 = y1[:min_len], y2[:min_len]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "sr = 44100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "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": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Audio(y1, rate=sr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PolyCollection at 0x7f6242c72320>"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,2))\n",
    "librosa.display.waveplot(y1, sr=sr, max_sr=1000, alpha=0.25, color='r')\n",
    "librosa.display.waveplot(y2, sr=sr, max_sr=1000, alpha=0.25, color='b')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'RMSE')"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "rmse1 = librosa.feature.rmse(y1 + 0.0001)[0]\n",
    "rmse2 = librosa.feature.rmse(y2 + 0.0001)[0]\n",
    "# plt.figure(figsize=(15,2))\n",
    "plt.plot(rmse1, color='r')\n",
    "plt.plot(rmse2, color='b')\n",
    "plt.ylabel('RMSE')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.4117647058823529 0.0\n"
     ]
    }
   ],
   "source": [
    "silence1 = 0\n",
    "for e in rmse1:\n",
    "    if e <= 0.3 * np.mean(rmse1):\n",
    "        silence1 += 1\n",
    "        \n",
    "silence2 = 0\n",
    "for e in rmse2:\n",
    "    if e <= 0.3 * np.mean(rmse2):\n",
    "        silence2 += 1\n",
    "\n",
    "print(silence1/float(len(rmse1)), silence2/float(len(rmse2)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Harmonics')"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "y1_harmonic = librosa.effects.hpss(y1)[0]\n",
    "y2_harmonic = librosa.effects.hpss(y2)[0]\n",
    "# plt.figure(figsize=(5,2))\n",
    "plt.plot(y1, color='r')\n",
    "plt.plot(y2, color='b')\n",
    "plt.ylabel('Harmonics')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Autocorrelations')"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "autocorr1 = librosa.core.autocorrelate(y1)\n",
    "autocorr2 = librosa.core.autocorrelate(y2)\n",
    "plt.figure(figsize=(15,2))\n",
    "plt.plot(autocorr2, color='b')\n",
    "plt.ylabel('Autocorrelations')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Center-clipped Autocorrelation')"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cl = 0.45 * np.mean(abs(y2))\n",
    "center_clipped = []\n",
    "for s in y2:\n",
    "    if s >= cl:\n",
    "        center_clipped.append(s - cl)\n",
    "    elif s <= -cl:\n",
    "        center_clipped.append(s + cl)\n",
    "    elif np.abs(s) < cl:\n",
    "        center_clipped.append(0)\n",
    "new_autocorr = librosa.core.autocorrelate(np.array(center_clipped))\n",
    "plt.figure(figsize=(15,2))\n",
    "plt.plot(autocorr2, color='yellow')\n",
    "plt.plot(new_autocorr, color='pink')\n",
    "plt.ylabel('Center-clipped Autocorrelation')"
   ]
  }
 ],
 "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": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}