MPC_Project.ipynb

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  {
   "cell_type": "code",
   "execution_count": 334,
   "id": "proof-scott",
   "metadata": {},
   "outputs": [],
   "source": [
    "import librosa\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format = 'svg'\n",
    "plt.rcParams['figure.figsize'] = (10,8)\n",
    "from IPython.display import Audio\n",
    "from scipy.io.wavfile import read"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "willing-desktop",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "there are 6 files.\n",
      "data_length: 6\n"
     ]
    }
   ],
   "source": [
    "path = '/Users/chenzuyu/Documents/MPC/Audio'\n",
    "import os \n",
    "for (root,dirs,files) in os.walk(path):\n",
    "    print(f'there are {len(files)} files.') \n",
    "    data = []\n",
    "    #print(type(files))\n",
    "    for file in files:\n",
    "        x, sr = librosa.load('Audio/' + file) #sr = 22050 by default\n",
    "        data.append(x)\n",
    "        \n",
    "print('data_length:', len(data)) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 258,
   "id": "grand-soundtrack",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Taiwan_Male1.wav',\n",
       " 'Mainland_Female1.wav',\n",
       " 'Mainland_Female2.wav',\n",
       " 'Taiwan_Female1.wav',\n",
       " 'Mainland_Male1.wav',\n",
       " 'Taiwan_Female2.wav']"
      ]
     },
     "execution_count": 258,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "occupied-final",
   "metadata": {},
   "outputs": [],
   "source": [
    "#normalize audio \n",
    "def audioRange(x):\n",
    "    avg = (x.max() + x.min())/2 #DC shift\n",
    "    x = x - avg #cut out DC shift\n",
    "    x = x/x.max() \n",
    "    return x\n",
    "norm_data = [audioRange(d) for d in data] #A list contains all normalized audio files "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 326,
   "id": "short-singapore",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 Taiwan_Male1.wav length: 49354 \n",
      " average pitch: = 186.29607\n",
      "1 Mainland_Female1.wav length: 50594 \n",
      " average pitch: = 247.14963\n",
      "2 Mainland_Female2.wav length: 50861 \n",
      " average pitch: = 233.07771\n",
      "3 Taiwan_Female1.wav length: 51704 \n",
      " average pitch: = 209.66562\n",
      "4 Mainland_Male1.wav length: 56634 \n",
      " average pitch: = 229.88759\n",
      "5 Taiwan_Female2.wav length: 52443 \n",
      " average pitch: = 207.57608\n"
     ]
    }
   ],
   "source": [
    "#hop_length = 110 corresponds to 5ms intervals at sr = 22050\n",
    "mat = []\n",
    "for i, d, f in zip(range(6), norm_data, files):  \n",
    "    fre, mag = librosa.core.piptrack(d, hop_length=110, fmin=50, fmax=400)\n",
    "    mask = (mag == mag.max(axis = 0)) & (mag != 0) \n",
    "    pitches = fre[mask]\n",
    "    print(i, f, 'length:', mag.shape[1], '\\n', 'average pitch: =', pitches.mean())\n",
    "    mat.append(pitches)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 454,
   "id": "recovered-disney",
   "metadata": {},
   "outputs": [
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     "data": {
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       "0.03345"
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     "execution_count": 454,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "datasize = [49354, 50594, 50861, 51704, 56634, 52443]\n",
    "avg_datasize = np.mean(datasize)\n",
    "diff = np.abs(datasize - avg_datasize)\n",
    "diff_percent = diff/avg_datasize\n",
    "diff_percent.round(4).mean()"
   ]
  },
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   "cell_type": "code",
   "execution_count": 355,
   "id": "involved-spine",
   "metadata": {},
   "outputs": [],
   "source": [
    "Taiwan = [mat[3], mat[5], mat[0]]\n",
    "Mainland = [mat[1], mat[2], mat[4]]\n",
    "file_T = [files[3], files[5], files[0]]\n",
    "file_M = [files[1], files[2], files[4]]"
   ]
  },
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   "cell_type": "code",
   "execution_count": 420,
   "id": "fitting-platinum",
   "metadata": {},
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   "source": [
    "#plot a histogram of pitches \n",
    "fig, axs = plt.subplots(3, 2, figsize=(10,8))\n",
    "for row in range(3):\n",
    "    #plt.figure(figsize=(10, 10))\n",
    "    axs[row, 0].hist(Taiwan[row], bins = 20, density = True)\n",
    "    axs[row, 0].set(title = file_T[row], ylim = (0,0.015))\n",
    "    axs[row, 1].hist(Mainland[row], bins = 20, density = True)\n",
    "    axs[row, 1].set(title = file_M[row], ylim = (0,0.015))\n",
    "plt.tight_layout()\n",
    "plt.savefig('figure1.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 370,
   "id": "digital-antigua",
   "metadata": {},
   "outputs": [],
   "source": [
    "Tf = np.concatenate((mat[3],mat[5]))\n",
    "Mf = np.concatenate((mat[1],mat[2]))\n",
    "Tm = mat[0]\n",
    "Mm = mat[4]\n",
    "files = ['Taiwan_female', 'Mainland_female','Taiwan_male', 'Mainland_male' ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 488,
   "id": "secure-davis",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5422.065 2293.7852 9924.594 3986.7012\n",
      "4166.712\n",
      "8804.473\n",
      "208.72871 239.59425 186.29607 229.88759 223.45987 212.3446\n"
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>TaiwanFemale</th>\n",
       "      <th>MainlandFemale</th>\n",
       "      <th>TaiwanMale</th>\n",
       "      <th>MainlandMale</th>\n",
       "      <th>Female</th>\n",
       "      <th>Male</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>variance</th>\n",
       "      <td>5422.0</td>\n",
       "      <td>2294.0</td>\n",
       "      <td>9925.0</td>\n",
       "      <td>3987.0</td>\n",
       "      <td>4167.0</td>\n",
       "      <td>8804.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>209.0</td>\n",
       "      <td>240.0</td>\n",
       "      <td>186.0</td>\n",
       "      <td>230.0</td>\n",
       "      <td>223.0</td>\n",
       "      <td>212.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>number of samples</th>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
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      "text/plain": [
       "                   TaiwanFemale  MainlandFemale  TaiwanMale  MainlandMale  \\\n",
       "variance                 5422.0          2294.0      9925.0        3987.0   \n",
       "mean                      209.0           240.0       186.0         230.0   \n",
       "number of samples           2.0             2.0         1.0           1.0   \n",
       "\n",
       "                   Female    Male  \n",
       "variance           4167.0  8804.0  \n",
       "mean                223.0   212.0  \n",
       "number of samples     4.0     2.0  "
      ]
     },
     "execution_count": 488,
     "metadata": {},
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   ],
   "source": [
    "print(np.var(Tf), np.var(Mf), np.var(Tm), np.var(Mm)) #number of samples = (2,2,1,1)\n",
    "print(np.var(np.concatenate([Tf, Mf])))  #number of samples = 2+2=4\n",
    "print(np.var(np.concatenate([Tm, Mm])))  #number of samples = 1+1=2\n",
    "\n",
    "variances = [np.var(Tf), np.var(Mf), np.var(Tm), np.var(Mm), \n",
    "            np.var(np.concatenate([Tf, Mf])),np.var(np.concatenate([Tm, Mm]))]\n",
    "print(Tf.mean(), Mf.mean(), Tm.mean(), Mm.mean(), \n",
    "        np.mean(np.concatenate([Tf, Mf])), np.mean(np.concatenate([Tf, Mm])))\n",
    "means = [Tf.mean(), Mf.mean(), Tm.mean(), Mm.mean(), \n",
    "        np.mean(np.concatenate([Tf, Mf])), np.mean(np.concatenate([Tf, Mm]))]\n",
    "num_samples = [2,2,1,1,4,2]\n",
    "import pandas as pd\n",
    "pd.DataFrame(np.array([variances, means,num_samples]), \n",
    "             columns = ['TaiwanFemale', 'MainlandFemale', 'TaiwanMale','MainlandMale', 'Female', 'Male'],\n",
    "            index = ['variance', 'mean', 'number of samples']).round()"
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   "cell_type": "code",
   "execution_count": 423,
   "id": "synthetic-joshua",
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     "metadata": {
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   ],
   "source": [
    "#Average pitch density graph:\n",
    "fig, axs = plt.subplots(2, 2, figsize=(8,4))\n",
    "axs[0, 0].hist(Tf, bins = 20, density = True)\n",
    "axs[0, 0].set(title = 'Taiwan_female', ylim = (0,0.015))\n",
    "axs[0, 1].hist(Mf, bins = 20, density = True)\n",
    "axs[0, 1].set(title = 'Mainland_female', ylim = (0,0.015))\n",
    "axs[1, 0].hist(Tm, bins = 20, density = True)\n",
    "axs[1, 0].set(title = 'Taiwan_male', ylim = (0,0.015))\n",
    "axs[1, 1].hist(Mm, bins = 20, density = True)\n",
    "axs[1, 1].set(title = 'Mainland_male', ylim = (0,0.015))\n",
    "plt.tight_layout()\n",
    "plt.savefig('figure2.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 424,
   "id": "preliminary-hunter",
   "metadata": {},
   "outputs": [
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       " <defs>\n",
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      ],
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(6, 4))\n",
    "plt.subplot(2,1,1)\n",
    "plt.hist((Tf, Mf), bins = 15, density = True, label = ['Taiwan_f', 'Mainland_f'])\n",
    "plt.legend(prop={'size': 8})\n",
    "plt.title('Female Speech Pitch Range in Hz')\n",
    "plt.subplot(2,1,2)\n",
    "plt.hist((Tm, Mm), bins = 15, density = True, label = ['Taiwan_m', 'Mainland_m'])\n",
    "plt.title('Male Speech Pitch Range in Hz')\n",
    "plt.legend(prop={'size': 8})\n",
    "plt.tight_layout()\n",
    "plt.savefig('figure3.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "respiratory-boring",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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