code_v3.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Nishant\\Anaconda3\\lib\\site-packages\\h5py\\__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
      "  from ._conv import register_converters as _register_converters\n",
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "import pyaudio as p\n",
    "import wave as w\n",
    "import numpy as np\n",
    "from __future__ import print_function\n",
    "import librosa\n",
    "import librosa.display\n",
    "import IPython.display\n",
    "import time\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import os\n",
    "import glob\n",
    "from keras.models import Sequential\n",
    "from keras.layers import Dense, Dropout\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {},
   "outputs": [],
   "source": [
    "FORMAT=p.paInt16\n",
    "CHANNELS=2\n",
    "RATE=44100 #sampling frequency rate\n",
    "CHUNK=1024\n",
    "RECORD_SECONDS=2\n",
    "WAVE_OUTPUT_FILENAME=\"authentic.wav\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 174,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "recording..1\n",
      "finished recording\n",
      "recording.. 2\n",
      "finished recording\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#start recording\n",
    "audio=p.PyAudio()\n",
    "stream=audio.open(format=FORMAT,channels=CHANNELS,rate=RATE,input=True,output=True,frames_per_buffer=CHUNK)\n",
    "#for 1st input\n",
    "print(\"recording..1\")\n",
    "frames=[]\n",
    "for j in range(0,int(RATE/CHUNK * RECORD_SECONDS)):\n",
    "    data=stream.read(CHUNK)\n",
    "    frames.append(data)\n",
    "print(\"finished recording\")\n",
    "\n",
    "#stop recording \n",
    "stream.stop_stream()\n",
    "stream.close()\n",
    "audio.terminate()\n",
    "\n",
    "#save file\n",
    "waveFile = w.open(WAVE_OUTPUT_FILENAME, 'wb')\n",
    "waveFile.setnchannels(CHANNELS)\n",
    "waveFile.setsampwidth(audio.get_sample_size(FORMAT))\n",
    "waveFile.setframerate(RATE)\n",
    "waveFile.writeframes(b''.join(frames))\n",
    "waveFile.close()\n",
    "\n",
    "\n",
    "#load audio file\n",
    "audio_path=WAVE_OUTPUT_FILENAME\n",
    "X,sr=librosa.load(audio_path,res_type='kaiser_fast')\n",
    "\n",
    "#audio signal\n",
    "plt.figure(figsize=(12,4))\n",
    "librosa.display.waveplot(X, sr=sr)\n",
    "\n",
    "#generate mfcc\n",
    "mfcc=librosa.feature.mfcc(y=X,sr=sr,n_mfcc=128)\n",
    "df=mfcc\n",
    "\n",
    "#sleep\n",
    "time.sleep(1.2)\n",
    "\n",
    "for i in range(1):\n",
    "    audio=p.PyAudio()\n",
    "    stream=audio.open(format=FORMAT,channels=CHANNELS,rate=RATE,input=True,output=True,frames_per_buffer=CHUNK)\n",
    "    print(\"recording..\",(i+2))\n",
    "    frames=[]\n",
    "    for j in range(0,int(RATE/CHUNK * RECORD_SECONDS)):\n",
    "        data=stream.read(CHUNK)\n",
    "        frames.append(data)\n",
    "    print(\"finished recording\")\n",
    "\n",
    "    #stop recording \n",
    "    stream.stop_stream()\n",
    "    stream.close()\n",
    "    audio.terminate()\n",
    "    \n",
    "    #save file\n",
    "    waveFile = w.open(WAVE_OUTPUT_FILENAME, 'wb')\n",
    "    waveFile.setnchannels(CHANNELS)\n",
    "    waveFile.setsampwidth(audio.get_sample_size(FORMAT))\n",
    "    waveFile.setframerate(RATE)\n",
    "    waveFile.writeframes(b''.join(frames))\n",
    "    waveFile.close()\n",
    "    \n",
    "    \n",
    "    #load audio file\n",
    "    audio_path=WAVE_OUTPUT_FILENAME\n",
    "    X,sr=librosa.load(audio_path,res_type='kaiser_fast')\n",
    "    #audio signal\n",
    "    plt.figure(figsize=(12,4))\n",
    "    librosa.display.waveplot(X, sr=sr)\n",
    "    \n",
    "    #generate mfcc\n",
    "    mfcc=librosa.feature.mfcc(y=X,sr=sr,n_mfcc=128)\n",
    "    df=np.concatenate((df,mfcc),axis=0)\n",
    "    time.sleep(1.2)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(256, 87)"
      ]
     },
     "execution_count": 175,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "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": 176,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#display in notebook\n",
    "IPython.display.Audio(data=X,rate=sr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "metadata": {},
   "outputs": [],
   "source": [
    "label=[]\n",
    "for i in range(0,256):\n",
    "    label.append(1)\n",
    "label= np.array(label)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 178,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(256,)"
      ]
     },
     "execution_count": 178,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "label.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Add another person"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 179,
   "metadata": {},
   "outputs": [],
   "source": [
    "FORMAT=p.paInt16\n",
    "CHANNELS=2\n",
    "RATE=44100 #sampling frequency rate\n",
    "CHUNK=1024\n",
    "RECORD_SECONDS=2\n",
    "WAVE_OUTPUT_FILENAME=\"another.wav\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 180,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "recording..\n",
      "finished recording\n"
     ]
    }
   ],
   "source": [
    "#start recording\n",
    "audio=p.PyAudio()\n",
    "stream=audio.open(format=FORMAT,channels=CHANNELS,rate=RATE,input=True,frames_per_buffer=CHUNK)\n",
    "print(\"recording..\")\n",
    "frames=[]\n",
    "for i in range(0,int(RATE/CHUNK * RECORD_SECONDS)):\n",
    "    data=stream.read(CHUNK)\n",
    "    frames.append(data)\n",
    "print(\"finished recording\")\n",
    "\n",
    "#stop recording \n",
    "stream.stop_stream()\n",
    "stream.close()\n",
    "audio.terminate()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 181,
   "metadata": {},
   "outputs": [],
   "source": [
    "waveFile = w.open(WAVE_OUTPUT_FILENAME, 'wb')\n",
    "waveFile.setnchannels(CHANNELS)\n",
    "waveFile.setsampwidth(audio.get_sample_size(FORMAT))\n",
    "waveFile.setframerate(RATE)\n",
    "waveFile.writeframes(b''.join(frames))\n",
    "waveFile.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 182,
   "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": 182,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "audio_path= WAVE_OUTPUT_FILENAME\n",
    "X_1,sr_1=librosa.load(audio_path,res_type='kaiser_fast')\n",
    "#display in notebook\n",
    "IPython.display.Audio(data=X_1,rate=sr_1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 183,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PolyCollection at 0x1a9b6630>"
      ]
     },
     "execution_count": 183,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ZzG7oY/vnzWy9mb1qZqvMbG7Mtm4zezn4WZmOeAAg10Sn7K5vHngc6Rf7SWC7uiNpZFN738n5cCWZq17bN0xHPiI6A+P63QP3Pq8MymKGu9wFAKJSTqrNLCTpvyS9U9Jxkj5gZsfFNfuLpGp3P0HSPZL+JWZbq7svD34uTTUeAMhFgynL6OhKPGPh05sjsxDubYiMH/3Ihr29tv/2z7WDDy5LRBPk6eXFmQ0EAPqQjp7qFZI2u/sWd++QdLeky2IbuPtj7t4SLK6WNCsN5wUAJBIkoHe/uFPSkbGeoyUkuej5rZHa6ujnj+31LYkbBzrTNGU6AAwkHUn1TEk7Y5Zrg3WJXCvp/pjlYjOrMbPVZnZ5GuIBAMT1fDe0Ja7VzjVBhUvPaCj9iX6o+Na964czJABIS1Ld15eWfVaxmdmHJFVL+l7M6jnuXi3pg5J+YGYLE+z78SD5rqmrG/gmHQAY04J34c37IpOzjKra4iG8mNue2ipJ6qLnGsAwSUdSXStpdszyLEm74xuZ2QWSvizpUndvj653993B4xZJj0s6qa+TuPut7l7t7tVVVVVpCBsARrG47o5t9c2ZiWMYDPXzwaoNe3XMl+8fuCEADEE6kuoXJS0ys/lmVijpKkm9RvEws5Mk3aJIQr0vZn2FmRUFzyslnSGJ7+gAIM2uunV1pkNIm+7w0NLqrftHzwcLANkn8XRUSXL3LjP7lKQHJYUk3e7u68zsG5Jq3H2lIuUe4yX9OphSd0cw0sdSSbeYWViRBP9mdyepBjDm7GtsS+vx+hshJNdFhw0crKEm4wCQjJSTakly9/sk3Re37qaY5xck2O9ZScvSEQMA5LL71ryZ6RByRmei6SIH8J37X0tzJABwBDMqAgByyoEkJsgZyIPr3tS/PrgxDdEAQARJNQBkgbxBTP4y1vU3lXsyHl6/V5/42Uv64WOb0xQRAJBUAwDGmL/5aU3P8xeCCWUAIFUk1QCQBazPIf8x3K685TmtipvKHQCGgqQaALKAkVNnzLV31gzcCAAGQFINAAAApIikGgCygNFVDQA5jaQaALIAo39kVl1ju7Yx4yKAFKRl8hcAwNB4MMnfz5/fkdlAxrhTv/2IJGnbzZdkOBIAuYqeagDIoLAzdXY2WbVhr8787qPa39SuR9YzKgiA5JFUAwAQeKX2sGoPtuqHj27WdT+t0e5DrbrtqS1qbu/SKzsPZTo8AFmM8g8AyCD6qbPLf67aJEkqKQxJku58bptueWKLttU3667VO7ThGxerIGQ62NKpw62dWlg17qibTLvDrhBF8sCYQ1INABnklH9kpb2H2yRJDa1dkqS7Vkdq3o//6gOaPalU2+tbetre9pFq1TW163+e3KKPnjFPX/nDOj38ubNVXlqoqrIiSdLh1k5t3d+s5bPLR/iVABgplotv6NXV1V5Tw2D9AHJfzbYDuuK/n8t0GBhGM8tLdNnyGfrR42/olg+fortWb9edH12hQ62dmjSuMNPhAeiHmb3k7tXJtKWmGgCAYbTrUKt+9PgbkqQH176ppzbt189f2KGTv/lwhiMDkE4k1QAAjJCO7rAkaeObDZKkJ1+v09/d9ZLcXY1tnZkMDUCKSKoBABghf3p1j6TIzYxS5MbI+9a+qV+8sFPLvvaQ9jW26bGN+zIZIoAh4kZFAMig8tKCTIeADPjFCzslSTXbD0qSvrpyrSTp0h8+ozcPt+nK6llaMX+ylkwr0zFTxqu4IJSxWAEkh6QaADLowXVMMAKpszvSc/1mMOrIr2pq9aua2p7t5y6uUvW8Scoz6axFVWpu79L0iSVau/uQLlg6TQ1tnaocXyR3P2qIPwAjIy2jf5jZxZL+Q1JI0m3ufnPc9iJJP5V0iqR6Se93923BthslXSupW9Jn3P3Bgc7H6B8ARtJL2w/ot3/epW//9bK0H3veDfem/ZgYW6rKilTX2K6zj63Sk6/X9az706fP1F2rt+uPr+zWFafMUsW4Qj20bq/+/coTtWFPo0qLQlr58m790yVL1djWpQpGIgGOMpjRP1JOqs0sJOl1SRdKqpX0oqQPuPv6mDZ/J+kEd/+kmV0l6a/d/f1mdpykX0haIWmGpEckHevu3f2dk6QawEiKJr7bbr4kbccMh137m9q14p9Xpe2YQDps+MbFPZPfuLtaOro1rogvtjE2DSapTsf/khWSNrv7luDkd0u6TNL6mDaXSfpa8PweST+0yPdTl0m6293bJW01s83B8Ri0FUBW6OgK97k+1UR7wZfuG3JMwHBaetMDfa5/+7FV+sq7j9OM8mLtPtSmB9e9qQnF+Vr5ym7d+K6lOm76BO1raNdLOw6ovLRQOw+0aH9ju37/8m6dv3SKvvSupTJJ7V1hFReE1NTepd2HWrVkWhklKxgV0pFUz5S0M2a5VtJbE7Vx9y4zOyxpcrB+ddy+M9MQEzBsDrd0qjA/TzsPtmh8Ub4mlERuNMvPMzW1dynsrqL8kOSR8Wn3N7XrrEWVau7oVmEoT53dYRXl58klbd3frEVTxquhtUvjiiI9Q9vqWzR5XKFc0vrdDaoqK9KsihKFPTL1cfTLpYJQZPCePJO6wq7O7rBerT2sU+ZWqDCUp2ffqNeM8mJNm1is1/c2acm0MnWFXUX5ecozU1NblxrbI5NPbN3frBkTS1RSGFJBKE9d4bDaOsMKh10b9jRo0dQy5ZnU1hVWR1dY4wpDauno1lOb9+ui46dKLpUVF/TE2B121R5s1d6GNr11wSS1tHcrFDLl55nqmzrU1N6lRVPG67U3GzUxuH7lpQVqbOtSa2e35kwq1aa9TZo9qUR5ZiopCMklHWzpUH1ThyrGFaihtUtrdx3WaQsny0yqKC1Uc3uXWjq6NaGkQIWhPBXm58nd5S51uytkpo7usMyk1/Y0amZFicpLCuSSmtu71NEVVuX4InV0h1UQiux77D/d3/NvP++Ge1VaGNJfbrqw17o7rjlVH/3Ji5KkyvGF2t/UMay/g0AmPPF6nZ749yf63PaeHz3b7753PLNNdzyzLW2xXLB0qgrzI4n4fWvelCSdOLtc15w+V/e+ukfjivK18c1GLZs5UcdOLdOUCUUKu2vRlDI99to+nTy3Qnlm+uaf1mv9ngYtnT5BFx8/TS7X6Qsr9freRv3T79fqpDnl+suOQ5o2oVilRSH940WL1djWpfausF7ZeUjlpQV624LJau8K64xjKrXncKtWv1GvVa/t01Ob9qu8tEAfO2O+qudWaHNdkzq7Xc9s3q/TFkxWcUGeZlaU6KF1e/WuZdP19Ob9OnfxFLV1duuBtW/qA2+do6a2Lk0vL1ZhKE8b32zUgZYOTR5XqEMtnTp+5gTVN3Vow54GveO4aSorzldzR5eKC0IKu2vdrgbtOtSqmRUlmlleovw8U9il2oMtamjr0rKZE9UdDutPr+7RB1fMUUlhSHWN7QrlmaZOKNa2+mbtOtiqY6eWKZRnPX9zXK5wWDrU2qFZFaXqDrvMpH0NbZpYUqjGtk61d4U1rjBfB1s6VJifpyllRRpXlC/3SEdFQ1unqsqKdKilU8UFeT0ftLq6w2rrCqs4P0+TxhWqvSus5vbIrKbd7mrvjPz9bOsMq7gg0uZwa6d2H2rT1AlFKioI9fwtbmrvUmtHt+ZOLlVpYb46u8MKu6uzK/JHNOyuw62dMouUS3V2ueqb25Wfl6f65nYdO7VMbZ3dUl4o6Vw5HeUf75N0kbtfFyx/WNIKd/90TJt1QZvaYPkNRXqkvyHpOXe/K1j/Y0n3uftv+jjPxyV9XJJCE6pOmfW3d6QUNwAAANCfPXf+g9r3bErqq5R09FTXSpodszxL0u4EbWrNLF/SREkHktxXkuTut0q6VZJOPOlk/83nz+43KHcp0bdJ/W1LRnT/6OeR2GMNdOzY7UOJo699+opjMMeLGmj//mIfzGsZyr9N7DXv6/Un2tZXG2ng9olicpceWr9X63Yf1is7D6uuqV0zy0t0wqyJ6gq7urrDqm/qUElhSAsqx+nO57ZLkq45fZ5aOrq0vb5FE0sKlB+KfOo3RSaDaOsMa0pZkUJ5pk37mtTZHda0CcW6f+2betuCSVo+u0Lb65s1e1Kp9je1Sx75CvUtMyeqqzusjXsb1dkd1pa6Zp19bJW6usN6fW+T5lWWSpLW7mrQslkT1dQW+fQ+s7xELR3dOtjSoYrSQh1q6VBR8KnfZJpRXqKH1r+pSaWFeqOuSVPKilVZVqjX9jQqP2SqKC1UKM/07Bv1WjE/MiLBoZZOuUuLpo7X4dZOrd5Sr85u1+KpZSoqyFNxfkgu14HmDpUVF2hB1Ti9uO2A6hrb1dYZ1gVLp6qzO6xdh1q1oHKcttU3S5LmV45Td9hVVVbUMwxZrHGFITV3dOv4GRO040CLGtsivRpnLarU0umRnhyXqzSoEc3Py1NDa6d++5ddkqRlMydqzqRSbd7XpI17G3XqvAqt292gt8yYqDcb2rTjQMvAvyQAMEpFv31M1dQJRdrb0N6zHL3BNir6Xh51wqyJerX2sCrHF/X0fg9VUX6epkwo0s4DrT3rpk8s1p5gtJ10SUdPdb4iNyqeL2mXIjcqftDd18W0+XtJy2JuVHyPu19pZsdL+n86cqPiKkmLuFERQLZ4fW+j3vH9JyX1rp+O1lSv+do7VFaceKzp7rCrvatbpYW9+zAY9QO56GNnzNeH3jZHa3c36HsPvKbF0ybokQ179ZVLlur4mRO1dtdh3bV6u06cXa7Gti7tONCizfuaVBAyPfAPZ6uhtTMy0khpoXYebFFze5fetWw6N0Iia43o6B/BCd8l6QeKDKl3u7t/28y+IanG3VeaWbGkn0k6SZEe6qtibmz8sqSPSeqS9A/ufn+fJ4lBUg1gJPV1U2J3OFI/PlR7G9r08s5D+sTPXko5PiCdVn7qDL1lxkTl5ZkOtXRoy/5mnTynItNhARkx4kn1SCOpBjCS7n5hh7597wat+fpFaT82PdZIl7Li/J7yJ0n62bUr9K0/rdfGvU1aPLVMhfmmNbsa9Mjn367nt9arvqlDd63ervs/e5Y27m3U6QsrMxg9kJ1IqgEgR3zh16/onpdqB26IMa0wlKczjpmsrrDrsuUzlSdpbmWpnt60X9ecPl+7DrVq6fQyNXd0azylFEDajPQ41QCAIfrk2xeSVOMoMyYW67SFlTp7UaWWzynXnEmlfY7lfMrcSZKkiaWRun4SaiBz+N8HABl0uJUxrcei950yS79+qVZzJpVqx4EW/ePFi/UvD2zUY184R0+9XqcPnzaXCVGAHJOX6QAAYCzLwQo8pODUeZEb/grzI39+P3P+Is0oL9Z1Zy7QI58/W/Mrx+kjp88joQZyEEk1AAAjZHZFZOz4GeUlkqQrTpmlZ64/T4X5eTpmSlkmQwOQIpJqAMggOiTHho+cNleSdNLcCk0pK9K1Z87XfZ85S5LolQZGCWqqAQCIUz23QjXbD+ri46fpgXVv9tv22jPnq76pXb9/eXdPrfR/XLVcC6vGa+n0CWrt7FZDa6dOWzBZF79lmt578kwVF4R03IwJI/RqAIwEkmoAyCB6KbPTivmTVLP9oOZOjpRrnLO4So9vrNOzN5yniSUF2rSvSfVN7TppToUmjSuUJP3gqpPk7vrM+Ys0e1Jpz7HGF+VrfFF+T8lH/OyaAEYH/mcDQAaRUmeXT5y9QLc8uUWtnd2SpHefMEPb6pv17b9eptVb6nsS4+Wzy/vc38x6JdQAxg6SagAAAoumRm4WvLJ6tooLQlo2a6Ju+XBk3od3nzAjk6EByHIk1QCQQZR/ZJf3njxTF79lmsYX5WvpdGqeASSPpBoAMigvyKmvOGUWMytm0COff7sOtXTIzJiVEMCQ8M4BAFkgOhkIMuOYKeMzHQKAHMe7OABkAWdqRQDIaSTVAJAFyKkBILeRVAMAxrQvXrQ40yEAGAWoqQaALEBPdWZ874oT9L7q2ZkOA8AoQE81AGQBF1n1SPnaXx3X85yEGkC60FMNAFkgTE49Yq4+fZ7au8J6fuuBTIcCYBShpxoAkFMWVI1LaX8z0yfevlC3X3NqmiICgBSTajObZGYPm9mm4LGijzbLzew5M1tnZq+a2ftjtv3EzLaa2cvBz/LM17kIAAAVjElEQVRU4gGAXHX6wsmZDiFn5OcNbRbKG965JM2RAMARqfZU3yBplbsvkrQqWI7XIukj7n68pIsl/cDMymO2f9Hdlwc/L6cYDwDkpGOnlmU6hJyRnze0P11DTcYBIBmpJtWXSbozeH6npMvjG7j76+6+KXi+W9I+SVUpnhcA0I/4GRp/+MGTMhRJ+uWHhpYcTxpXmOZIAOCIVJPqqe6+R5KCxyn9NTazFZIKJb0Rs/rbQVnI982sqJ99P25mNWZWU1dXl2LYADDKxd34WD13UmbiGAZD7W++fPlMPXfjeWmNBQCiBkyqzewRM1vbx89lgzmRmU2X9DNJH3X3cLD6RklLJJ0qaZKk6xPt7+63unu1u1dXVdHRDQD9CjLPBZWp3dSXlWzwafX0icXKyzNNn1gyDAEBQBJD6rn7BYm2mdleM5vu7nuCpHlfgnYTJN0r6Z/cfXXMsfcET9vN7A5JXxhU9ACAvgU91aGgjnhcUSiDwaRXtDTabOBJc85dXKXHNtbpuRvPH/7AAIxpqZZ/rJR0dfD8akl/iG9gZoWSfifpp+7+67ht04NHU6Qee22K8QBAThquGRXPWhT5Zq+suEBSbvdcLwyG0ssLeqrPPKZywH1mVtAzDWBkpJpU3yzpQjPbJOnCYFlmVm1mtwVtrpR0tqRr+hg67+dmtkbSGkmVkr6VYjwAMKYtmzlRklQxLpJEf+S0ub22f/GixSMeU7pMKSuWJO040JL0PjbkCmwAGJyUZlR093pJR32n5u41kq4Lnt8l6a4E+3PHCADoyDTloTxT9wDTK56+cLKefaO+z22Tx0dGuJg0rkh7G9rTG2Q/5leO09b9zcN6jmgp9dLpE1TX2P8N62ctqtRTm/YPpfwaAIaEGRUBIAtMnRDphZ03uTRhmyXTyoLHCQMez4erniSB91XPGrFzlZcUDNimojTy4YKcGsBIIakGgCxQnD/wjYQnz41MWvu5CxcN2DYvQRdtuntuJxRHvvCM5vBXnJL+5HrF/MhwgPGxWxIvZno5NdUARgZJNQBkgySS3alBTXFswvzuE6ZLkjZ/+5361SdO61l/3Vnz9dnz+0q+h7fvdnxR76rCE2eXJ2g5eOFgMNboyw8PUCYjSdecPk9PfvHctMUAAImQVANABh07tUx/d87CpNpOmZBwfizlh/K0Yv6knh7j95w8S5+78NhhrykeqLc4LVODB6+ptbO71+qnN+9PuEs4uBDFBSHN6aekBgDShaQaADKouCCkf7x4yZD3j++rXTK9TLF57HCXVs+KG7LuqBKNNJyj9mBktI9onXj0mIunliXcJzzCNeUAQFINADkmNnF978kz9VdBCYgkXX/REm381jt7loc7tTxpTvlRMfVlZnnxkM8RCkUOHn0t0ce5/fRADzSCCgCkG0k1AOSYkoIjNzWet2Sq/s8HT+5ZzsszFYSOvLVPCkbBGC6zKyKJbXtnpOA5voO4ozuyftehNkm9a65DSdamjCuM7DMlrqa8orRQl504o899yKkBjLSUxqkGAIycaApqZvr7cxeqvSs84D4TSwu07eZLepbLSwcejm4ofvPnWknSvWv29Fr/au3hhPt4kv3oM8pL9NqbjaoIYs8z09PXn6vJ44pUUhjSgZYOPbXpSH31V//qOD3TT701AAwHkmoAyCL9pZmx27540eDrsLfdfInW7ookuW+ZOUFrdzUM+hhRn3z7Qv33E28ciS0Irq6x/wlnBlNjfcHSqXpkw96ecamjHduTxhVoVsWR0o9/e9+J2nO4TQdbOvT7v+zSR8+Yr0VTyjR3cu5OyQ4g95BUA0A2GeayhWjyW1qQ2tt/YX5ev8vJiEwhnvgFP7JhrySpK+w97Vd+6oyjkuUpE4o1JZg855zFUyRJZy6q1JmLKgcdEwAMFTXVAJAFor2ww10KPFzlHxcsnZJUu8b2rp7nA5V/vDWY9KWqLDKUoJl0wqxyTUxiRkUAGGn0VANAFumvPGLp9IGnJx/I7EmRsolk65kTiY8zevPgMVPGa/O+piSPEempLi0MqaUjMgb15HGFqm/ukCSVFoZU808XaEJxgV6tPaQLj5uaUswAMJzoqQaALNLfgBjLZ5f3uukwkxLFecLMiYM+RmnhkdFMXvrKhZKkz194rP73OxarcnyRCvPz9OtPnq7zl5JUA8he9FQDwBg01LlRqsqKVNfYHvQyp9fCqiO10letmN0zhB4A5AJ6qgEgi4zU8MpDPc9nzjtGkjShJLk+mRkTEyfG0RsQ9zd19Fq/dPoE6qYB5BySagDIQpXjh3fSliELajaiE7IkEr3JcFxRcsn3ldWz9KG3zZUk3f/Zs1SUHxpgDwDILpR/AEAWSX9RRd98qPUfiY4Xt5yX5GyJUf9yxYnpCwYAMoCeagDIIifMKh+R8yTbgxwvPlVmNnAAiCCpBoAsEE1Wrzhl1rCf69kbztNpCycn1fb4GZFh/BZPLRvSuaJJd3kfNdIFoZHqlweA4ZdSUm1mk8zsYTPbFDxWJGjXbWYvBz8rY9bPN7Png/1/aWZZWkQIAKPHjPKSpEfvqBwfmXjlouMjw9kNsqrjiJj9oscYP8TecgDIRqn2VN8gaZW7L5K0KljuS6u7Lw9+Lo1Z/11J3w/2Pyjp2hTjAYBRIc0lzyk7bkbv8aejk8dE44zWaHvc9mRMCWZMBIBclmpSfZmkO4Pnd0q6PNkdzcwknSfpnqHsDwCjUbRDd7hz6sHOqJgXBFYYSm/V4Lcuf4t+8P7laT0mAGRCqt+9TXX3PZLk7nvMbEqCdsVmViOpS9LN7v57SZMlHXL3rqBNraSZiU5kZh+X9HFJmjNnTophA0B2iqa62VZtHB3No6x4cONH9zfKiJn1DKMHALluwKTazB6RNK2PTV8exHnmuPtuM1sg6VEzWyOpoY92Cd993f1WSbdKUnV1dZZ9MQoAqcnWN7Vo/XP8YyI9ZSDRspB+2h5o7uhnKwDklgGTane/INE2M9trZtODXurpkvYlOMbu4HGLmT0u6SRJv5FUbmb5QW/1LEm7h/AaAABDFMozdYePTn0rxxdqf1NHT495tKf6SA118BhXWx1/qGyrDQeA4ZJqcdxKSVcHz6+W9If4BmZWYWZFwfNKSWdIWu+R7ozHJF3R3/4AMBbEdwAPeZSNQbrp3cf1uf477zlBknTFKbMHdTyPewzH9VxLUih4cdP7mcIcAHJNqjXVN0v6lZldK2mHpPdJkplVS/qku18naamkW8wsrEgSf7O7rw/2v17S3Wb2LUl/kfTjFOMBgFFhuHt4Bzp+dAzpcUV9Txfekzx7/HLvA8ePDiJFPjB84uwFmlFeMpiQASCrpZRUu3u9pPP7WF8j6brg+bOSliXYf4ukFanEAAAYukQ94hYt90jyOEcl6Z74+GamG9+1NMkjA0BuYEZFAMgiydzglw5vWzCp1/kSOXoM6f53iK+1/s57ljFkHoAxgaQaALJA/KQp/Q1Flw7R0ov485QUhPpcn+y41l+6ZKnuuObUnuXTF1bq8pNm9to724YLBIB0IKkGgCwSGqk7FBN4z8m9pwtINJ15opx/ZnmJzl0y5ajty2eX69gp49MRIgBkpVRvVAQApNHbFkyWdKSmebjkxdVMz6ooUe3B1qP6o6M91PHJ9Yr5FTppTvlR7aKuWjFHcyeP61n+8dWnyuV69o16FeTRnwNg9OGdDQCySF7eyPRUV5QW6u3HVvUs/81ZCyQlX9N9zJQy/e7vzki4/YpTZunfrjyxZ7kwP09F+SGdu3iKzlxUOeS4ASBbkVQDQBaIT6Xff+rgxocerML8PN35sRUxk7sM6+kAYNQjqQaALBDfM3zKnIoROW+0zOQdx0/rt91APejMnAhgrCOpBoAxrHJ8ZMi8wlD/fw6ik8HEJ8/DPUoJAOQKkmoAyEIjNQjIivmTei0PlCRXxY1bTU4NABEk1QCAHn1NKx6ret4kvfbNi3uWJ5QUSBq5DwEAkK1IqgEgC2RLTjquKDLSan890MXBBDGS9KG3zdVT/3iuxhcxQiuAsY13QQDIQiNdVhE93bFTIxO0TCkrTmq/UJ5p9qRS/f25x+iy5TMH3gEARil6qgEgC2RLafK5S6ZIksYX9+5zmTah/yS7uCCkY5gxEcAYRlINAGNY/EyIicpQFlSN17abLxn+gAAgR5FUA0AWiE9mufEPAHILSTUAZKFsGaouW+IAgGxHUg0A6EEODQBDQ1INAGOYKTpTYt/pNGUoAJAckmoAyALZ0kN89DTkmYkDAHJNSkm1mU0ys4fNbFPwWNFHm3PN7OWYnzYzuzzY9hMz2xqzbXkq8QDAaDFSPcRlxf1PV0BPNQAkJ9We6hskrXL3RZJWBcu9uPtj7r7c3ZdLOk9Si6SHYpp8Mbrd3V9OMR4AyEmJeoiXTCsb1vMWF4S07eZLjuopj+bSJTGzJwIAEks1qb5M0p3B8zslXT5A+ysk3e/uLSmeFwBGlwRlFpmaUGXKhCItqBynBVXj9cQXz8lIDACQS1JNqqe6+x5JCh6nDND+Kkm/iFv3bTN71cy+b2ZFiXY0s4+bWY2Z1dTV1aUWNQBkmaKCzN7iEl/lUVqYr0e/cI4kae7kcSMeDwDkmgHfxc3sETNb28fPZYM5kZlNl7RM0oMxq2+UtETSqZImSbo+0f7ufqu7V7t7dVVV1WBODQBZL1qGkci4wuEtw4h2lIfyKKIGgKHo/w4VSe5+QaJtZrbXzKa7+54gad7Xz6GulPQ7d++MOfae4Gm7md0h6QtJxg0Ao1pBfqTPw4I7BUdqEI6qsiI9+cVzR+hsADB6pPp940pJVwfPr5b0h37afkBxpR9BIi6L/NW4XNLaFOMBgJz3+78/Q2cdUykp8fjR6RZ7mjmTS0fknAAwmqSaVN8s6UIz2yTpwmBZZlZtZrdFG5nZPEmzJT0Rt//PzWyNpDWSKiV9K8V4ACDnLZ9drry4MgzGiwaA7DZg+Ud/3L1e0vl9rK+RdF3M8jZJM/tod14q5weAseBvz1k47DXVAIDUpJRUAwCG3/UXLxn2cww0CQwAoH9MUw4AGHD0EQBA/0iqAQAAgBSRVAMAAAApIqkGAAAAUkRSDQBZjJH0ACA3kFQDQDYjqwaAnEBSDQBZzMmqASAnkFQDAAAAKSKpBoAsdeKsiTpvydRMhwEASAJTaAFAlvrDp87MdAgAgCTRUw0AAACkiKQaAAAASBFJNQAAAJAikmoAAAAgRSTVAAAAQIpIqgEAAIAUkVQDAAAAKSKpBgAAAFJk7p7pGAbNzBolbcx0HKNIpaT9mQ5ilOBaphfXM724nunF9Uwvrmd6cT3TY667VyXTMFdnVNzo7tWZDmK0MLMarmd6cC3Ti+uZXlzP9OJ6phfXM724niOP8g8AAAAgRSTVAAAAQIpyNam+NdMBjDJcz/ThWqYX1zO9uJ7pxfVML65nenE9R1hO3qgIAAAAZJNc7akGAAAAskZOJdVmdrGZbTSzzWZ2Q6bjyXYDXS8z+7yZrTezV81slZnNjdnWbWYvBz8rRzby7JfEtb3GzOpiruF1mYgzmyVxDb8fc/1eN7NDMdv4/RwEM7vdzPaZ2dpMx5JrBrp2Zva/gvfQV83sWTM7caRjzCVJXM9zzOxwzP/vm0Y6xlySxPWcaGZ/NLNXzGydmX10pGMcS3Km/MPMQpJel3ShpFpJL0r6gLuvz2hgWSqZ62Vm50p63t1bzOxvJZ3j7u8PtjW5+/gMhJ71kry210iqdvdPZSTILDfY/89m9mlJJ7n7x4Jlfj8HwczOltQk6afu/pZMx5NLBrp2Zna6pA3uftDM3inpa+7+1pGOM1ckcT3PkfQFd3/3SMeWi5K4nl+SNNHdrzezKkXm+Jjm7h0jHOqYkEs91SskbXb3LcEvw92SLstwTNlswOvl7o+5e0uwuFrSrBGOMVfxu5i6wV7DD0j6xYhENgq5+5OSDmQ6jlw00LVz92fd/WCwyPvoAPhdTK8krqdLKjMzkzQ+aNs1ErGNRbmUVM+UtDNmuTZYh74N9npdK+n+mOViM6sxs9VmdvlwBJjDkr227w2+Er7HzGaPTGg5I+nfz6Asab6kR2NW8/uJbBT/PoqhOS0oV7jfzI7PdDA57oeSlkraLWmNpM+6ezizIY1euTSjovWxLjdqVzIj6etlZh+SVC3p7TGr57j7bjNbIOlRM1vj7m8MQ5y5KJlr+0dJv3D3djP7pKQ7JZ037JHljsH8f75K0j3u3h2zjt9PZJWgnO5aSWdmOpYc92dFpoVuMrN3Sfq9pEUZjimXXSTpZUX+/iyU9LCZPeXuDZkNa3TKpZ7qWkmxvX2zFPnkhb4ldb3M7AJJX5Z0qbu3R9e7++7gcYukxyWdNJzB5pgBr62718dcz/+RdMoIxZYrBvP/+SrFlX7w+4lsYmYnSLpN0mXuXp/peHKZuze4e1Pw/D5JBWZWmeGwctlHJf3WIzZL2ippSYZjGrVyKal+UdIiM5tvZoWK/KHlrv/EBrxeZnaSpFsUSaj3xayvMLOi4HmlpDMkcUPoEclc2+kxi5dK2jCC8eWCpP4/m9liSRWSnotZx+8nsoaZzZH0W0kfdvfXMx1PrjOzaUH9r8xshSJ5Ch9Uhm6HpPMlycymSlosaUtGIxrFcqb8w927zOxTkh6UFJJ0u7uvy3BYWSvR9TKzb0iqcfeVkr6nyI0Lvw7ew3a4+6WK1F/dYmZhRd7QbmaUlSOSvLafMbNLFbkh5ICkazIWcBZK8hpKkRsU7/bewxTx+zlIZvYLSedIqjSzWklfdfcfZzaq3NDXtZNUIEnu/t+SbpI0WdKPgvfRLnevzky02S+J63mFpL81sy5JrZKuivv/jxhJXM9vSvqJma1RpOzuenffn6FwR72cGVIPAAAAyFa5VP4BAAAAZCWSagAAACBFJNUAAABAikiqAQAAgBSRVAMAAAApypkh9QAAR5jZZEmrgsVpkrol1QXLLe5+ekYCA4AxiiH1ACDHmdnXJDW5+79mOhYAGKso/wCAUcbMmoLHc8zsCTP7lZm9bmY3m9n/MrMXzGyNmS0M2lWZ2W/M7MXg54zMvgIAyD0k1QAwup0o6bOSlkn6sKRj3X2FpNskfTpo8x+Svu/up0p6b7ANADAI1FQDwOj2orvvkSQze0PSQ8H6NZLODZ5fIOm4YJptSZpgZmXu3jiikQJADiOpBoDRrT3meThmOawjfwPyJJ3m7q0jGRgAjCaUfwAAHpL0qeiCmS3PYCwAkJNIqgEAn5FUbWavmtl6SZ/MdEAAkGsYUg8AAABIET3VAAAAQIpIqgEAAIAUkVQDAAAAKSKpBgAAAFJEUg0AAACkiKQaAAAASBFJNQAAAJAikmoAAAAgRf8fECxjzfdRZIkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,4))\n",
    "librosa.display.waveplot(X_1, sr=sr_1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 184,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(128, 87)"
      ]
     },
     "execution_count": 184,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_another=librosa.feature.mfcc(y=X_1,sr=sr_1,n_mfcc=128)\n",
    "X_another.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 185,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(256, 87)"
      ]
     },
     "execution_count": 185,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 186,
   "metadata": {},
   "outputs": [],
   "source": [
    "df=np.concatenate((df,X_another),axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 187,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_another=[]\n",
    "for i in range(0,128):\n",
    "    y_another.append(0)\n",
    "y_another=np.array(y_another)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 188,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0])"
      ]
     },
     "execution_count": 188,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_another"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 189,
   "metadata": {},
   "outputs": [],
   "source": [
    "label=np.concatenate((label,y_another),axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 190,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0])"
      ]
     },
     "execution_count": 190,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "label"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Deep learning model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 191,
   "metadata": {},
   "outputs": [],
   "source": [
    "def create_model():\n",
    "    #build model\n",
    "    model=Sequential()\n",
    "    model.add(Dense(256,input_dim=87,activation='relu'))\n",
    "    model.add(Dropout(0.3))\n",
    "    model.add(Dense(128,activation='relu'))\n",
    "    model.add(Dropout(0.3))\n",
    "    model.add(Dense(64, init='uniform', activation='relu'))\n",
    "    model.add(Dropout(0.3))\n",
    "    model.add(Dense(2,activation='softmax'))\n",
    "    model.compile(loss='sparse_categorical_crossentropy', metrics=['accuracy'], optimizer='adam')\n",
    "    model.summary()\n",
    "    return model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 192,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "dense_17 (Dense)             (None, 256)               22528     \n",
      "_________________________________________________________________\n",
      "dropout_13 (Dropout)         (None, 256)               0         \n",
      "_________________________________________________________________\n",
      "dense_18 (Dense)             (None, 128)               32896     \n",
      "_________________________________________________________________\n",
      "dropout_14 (Dropout)         (None, 128)               0         \n",
      "_________________________________________________________________\n",
      "dense_19 (Dense)             (None, 64)                8256      \n",
      "_________________________________________________________________\n",
      "dropout_15 (Dropout)         (None, 64)                0         \n",
      "_________________________________________________________________\n",
      "dense_20 (Dense)             (None, 2)                 130       \n",
      "=================================================================\n",
      "Total params: 63,810\n",
      "Trainable params: 63,810\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Nishant\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:8: UserWarning: Update your `Dense` call to the Keras 2 API: `Dense(64, activation=\"relu\", kernel_initializer=\"uniform\")`\n",
      "  \n"
     ]
    }
   ],
   "source": [
    "model=create_model()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 193,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "X_train,X_test,y_train,y_test = train_test_split(df,label,test_size=0.2,random_state=21)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 194,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(307, 87) (307,) (77, 87) (77,)\n"
     ]
    }
   ],
   "source": [
    "print(X_train.shape,y_train.shape,X_test.shape,y_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 195,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 0, 0, 0, 0,\n",
       "       1, 1, 1, 0, 1, 0, 1, 1, 1, 1, 1, 0, 1, 0, 1, 1, 1, 0, 0, 0, 1, 1,\n",
       "       1, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1])"
      ]
     },
     "execution_count": 195,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 196,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train on 307 samples, validate on 77 samples\n",
      "Epoch 1/20\n",
      "307/307 [==============================] - 1s 4ms/step - loss: 0.8936 - acc: 0.6189 - val_loss: 0.7933 - val_acc: 0.7532\n",
      "Epoch 2/20\n",
      "307/307 [==============================] - 0s 896us/step - loss: 0.7142 - acc: 0.6710 - val_loss: 0.7790 - val_acc: 0.7532\n",
      "Epoch 3/20\n",
      "307/307 [==============================] - 0s 866us/step - loss: 0.7460 - acc: 0.6971 - val_loss: 0.7944 - val_acc: 0.7013\n",
      "Epoch 4/20\n",
      "307/307 [==============================] - 0s 902us/step - loss: 0.7451 - acc: 0.6938 - val_loss: 0.7881 - val_acc: 0.7273\n",
      "Epoch 5/20\n",
      "307/307 [==============================] - 0s 883us/step - loss: 0.6175 - acc: 0.7166 - val_loss: 0.7877 - val_acc: 0.7792\n",
      "Epoch 6/20\n",
      "307/307 [==============================] - 0s 902us/step - loss: 0.6020 - acc: 0.7524 - val_loss: 0.7536 - val_acc: 0.6883\n",
      "Epoch 7/20\n",
      "307/307 [==============================] - 0s 902us/step - loss: 0.6355 - acc: 0.7524 - val_loss: 0.7261 - val_acc: 0.7532\n",
      "Epoch 8/20\n",
      "307/307 [==============================] - 0s 906us/step - loss: 0.5836 - acc: 0.7752 - val_loss: 0.7183 - val_acc: 0.7922\n",
      "Epoch 9/20\n",
      "307/307 [==============================] - 0s 954us/step - loss: 0.5386 - acc: 0.8111 - val_loss: 0.6525 - val_acc: 0.7532\n",
      "Epoch 10/20\n",
      "307/307 [==============================] - 0s 967us/step - loss: 0.5304 - acc: 0.7980 - val_loss: 0.6489 - val_acc: 0.8182\n",
      "Epoch 11/20\n",
      "307/307 [==============================] - 0s 928us/step - loss: 0.4694 - acc: 0.8274 - val_loss: 0.6887 - val_acc: 0.7792\n",
      "Epoch 12/20\n",
      "307/307 [==============================] - 0s 935us/step - loss: 0.4183 - acc: 0.8371 - val_loss: 0.7034 - val_acc: 0.7922\n",
      "Epoch 13/20\n",
      "307/307 [==============================] - 0s 990us/step - loss: 0.4037 - acc: 0.8958 - val_loss: 0.6664 - val_acc: 0.8182\n",
      "Epoch 14/20\n",
      "307/307 [==============================] - 0s 987us/step - loss: 0.4237 - acc: 0.8697 - val_loss: 0.6443 - val_acc: 0.7662\n",
      "Epoch 15/20\n",
      "307/307 [==============================] - 0s 981us/step - loss: 0.4226 - acc: 0.8925 - val_loss: 0.5715 - val_acc: 0.8701\n",
      "Epoch 16/20\n",
      "307/307 [==============================] - 0s 922us/step - loss: 0.3146 - acc: 0.8990 - val_loss: 0.8303 - val_acc: 0.7792\n",
      "Epoch 17/20\n",
      "307/307 [==============================] - 0s 917us/step - loss: 0.3131 - acc: 0.8730 - val_loss: 0.5606 - val_acc: 0.8701\n",
      "Epoch 18/20\n",
      "307/307 [==============================] - 0s 1ms/step - loss: 0.2712 - acc: 0.9446 - val_loss: 0.5563 - val_acc: 0.8571\n",
      "Epoch 19/20\n",
      "307/307 [==============================] - 0s 1ms/step - loss: 0.2425 - acc: 0.9446 - val_loss: 0.6421 - val_acc: 0.8312\n",
      "Epoch 20/20\n",
      "307/307 [==============================] - 0s 997us/step - loss: 0.2191 - acc: 0.9577 - val_loss: 0.6276 - val_acc: 0.8571\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<keras.callbacks.History at 0x1c9fff28>"
      ]
     },
     "execution_count": 196,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.fit(X_train,y_train,validation_data=(X_test,y_test),batch_size=5,epochs=20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Testing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 227,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "recording..\n",
      "finished recording\n"
     ]
    }
   ],
   "source": [
    "FORMAT=p.paInt16\n",
    "CHANNELS=2\n",
    "RATE=44100 #sampling frequency rate\n",
    "CHUNK=1024\n",
    "RECORD_SECONDS=2\n",
    "WAVE_OUTPUT_FILENAME=\"test.wav\"\n",
    "audio=p.PyAudio()\n",
    "\n",
    "#start recording\n",
    "stream=audio.open(format=FORMAT,channels=CHANNELS,rate=RATE,input=True,frames_per_buffer=CHUNK)\n",
    "print(\"recording..\")\n",
    "frames=[]\n",
    "for i in range(0,int(RATE/CHUNK * RECORD_SECONDS)):\n",
    "    data=stream.read(CHUNK)\n",
    "    frames.append(data)\n",
    "print(\"finished recording\")\n",
    "\n",
    "#stop recording \n",
    "stream.stop_stream()\n",
    "stream.close()\n",
    "audio.terminate()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 228,
   "metadata": {},
   "outputs": [],
   "source": [
    "waveFile = w.open(WAVE_OUTPUT_FILENAME, 'wb')\n",
    "waveFile.setnchannels(CHANNELS)\n",
    "waveFile.setsampwidth(audio.get_sample_size(FORMAT))\n",
    "waveFile.setframerate(RATE)\n",
    "waveFile.writeframes(b''.join(frames))\n",
    "waveFile.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 229,
   "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": 229,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#load audio file\n",
    "audio_path= WAVE_OUTPUT_FILENAME\n",
    "X_2,sr_2=librosa.load(audio_path,res_type='kaiser_fast')\n",
    "#display in notebook\n",
    "IPython.display.Audio(data=X_2,rate=sr_2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 230,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PolyCollection at 0x1fb23fd0>"
      ]
     },
     "execution_count": 230,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,4))\n",
    "librosa.display.waveplot(X_2, sr=sr_2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 231,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(128, 87)"
      ]
     },
     "execution_count": 231,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_user_test=librosa.feature.mfcc(y=X_2,sr=sr_2,n_mfcc=128)\n",
    "X_user_test.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 232,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[-5.44169192e+02, -5.44169192e+02, -5.44169192e+02, ...,\n",
       "        -5.05226711e+02, -4.98050423e+02, -4.94653732e+02],\n",
       "       [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "         3.54879929e+01,  4.69655333e+01,  5.24472392e+01],\n",
       "       [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "         1.12178199e+01,  1.82059647e+01,  2.38303126e+01],\n",
       "       ...,\n",
       "       [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "         1.92313770e+00,  4.78026859e-01,  4.86026572e-01],\n",
       "       [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "         2.82813783e-01, -1.16569839e+00, -9.62239758e-01],\n",
       "       [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "        -1.28388710e+00, -2.08989134e+00, -9.07979424e-01]])"
      ]
     },
     "execution_count": 232,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_user_test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 233,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_user_test=[]\n",
    "for i in range(0,128):\n",
    "    y_user_test.append(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 234,
   "metadata": {},
   "outputs": [],
   "source": [
    "score=model.evaluate(X_user_test,y_user_test,verbose=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 235,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[0.8834355771541595, 0.640625]"
      ]
     },
     "execution_count": 235,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 236,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Access Denied\n"
     ]
    }
   ],
   "source": [
    "if score[1]>0.75:\n",
    "    print(\"Access Granted\")\n",
    "    print(\"Welcome Nishant\")\n",
    "else:\n",
    "    print(\"Access Denied\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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