code_v2.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": 2,
   "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=\"record_1.wav\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "recording..1\n",
      "finished recording\n",
      "recording.. 2\n",
      "finished recording\n",
      "recording.. 3\n",
      "finished recording\n",
      "recording.. 4\n",
      "finished recording\n",
      "recording.. 5\n",
      "finished recording\n",
      "recording.. 6\n",
      "finished recording\n",
      "recording.. 7\n",
      "finished recording\n",
      "recording.. 8\n",
      "finished recording\n",
      "recording.. 9\n",
      "finished recording\n",
      "recording.. 10\n",
      "finished recording\n",
      "recording.. 11\n",
      "finished recording\n",
      "recording.. 12\n",
      "finished recording\n",
      "recording.. 13\n",
      "finished recording\n",
      "recording.. 14\n",
      "finished recording\n",
      "recording.. 15\n",
      "finished recording\n",
      "recording.. 16\n",
      "finished recording\n",
      "recording.. 17\n",
      "finished recording\n",
      "recording.. 18\n",
      "finished recording\n",
      "recording.. 19\n",
      "finished recording\n",
      "recording.. 20\n",
      "finished recording\n"
     ]
    },
    {
     "data": {
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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"
    },
    {
     "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"
    },
    {
     "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"
    },
    {
     "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"
    },
    {
     "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"
    },
    {
     "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"
    },
    {
     "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"
    },
    {
     "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"
    },
    {
     "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"
    },
    {
     "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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TwRkAciwaH3K+d8V2nyspbE+sadKyWx/zuwwA6ENwBoAc+/mL70iS3tze7HMlhSnRGv7dx9b3jT6/vHm/jxUBQAzBGQByrLGFB9uykWh1sfh2TySqq374grp7o/4VBQAiOAPAiGHqucwsnlojSYrG83Hi/vVGYl919UZ8qAoADiM4A8AI8bIQCg5bvatFktQdiSXnRK94bzxJ90actu3v4L4C8A3BGQBGCPlueDp7YiPLPfEAvTve59wbdTrrG0/Q7wzANwRnABghjmaNYYnER5oTv77/P5+XdHgE/0BHtz+FARjzCM4AMEIYcR6e9U2xZbcTwbmtqze23bcio3TPim3a0MTy3ABGF8EZAEYIuXl4EoF5U9Ly5InXdx48pC/8+k19/4kN+uNbu/paOwBgpBGcAWCEMCKaWw+t3C1Jemb9XklS1DndeNerOvsbT/hZFoAxhOAMACgIX3/w7SO2E/M6N7UybzaA0UFwBgAUpK5+C6K8sHGfth/o8LEaAGNByO8CAAAYjsfXNPV9fc2PXpQkbbntMr/KATAGMOIMACgoz2/cm/a9j/98hc75Jj3PAEYGwRkA+ln0jw/pibVNQ+8I3/RE0s9X8vCqRr2zj5YNACOD4AwA/XT2RPXGtoN+l4ER1NTaqc6eiH709Ea9taM57X7OOf32tR0s8Q2gD8EZAJJ899H1fpeALHV09x6xvWLL/r75npd+/TF95I6X9PUH1+i6O5fLOadI1Gnjntj0gYe6I/rjW7vV2tWrv/vV62rp7NU7+9rlnNOOg4d0qJt5o4GxiuAMACg6XT1RPbxqt77+h9WSpA/84AUt+sc/an1jqyTpqElVkqTGli7deNcr+q/nNuuCbz8lSXp41W7deNcramzulCTd/fJWnfPNJ3Xfqzt0xm2P64v3vamn1+2JXaeXEA2MJcyqAQAoOo++3aj//es3JUkfOm123+urdrZIksaVl/S99vCqRj28qlGSdM/ybfrC/8SOu+g7T0uSbn1ojSTpc/e+IUn67es79dvXd+qLlyzSrQ+tYSYPYAyxXPRumdnFkv5dUlDSHc6525LeL5X0M0mnSNon6YPOuS2DnbOhocGtWLEi69oAIBNzbvqD3yWgwNx4zny9f8l0LZxS7XcpAIbJzF5xzjUMtV/WI85mFpT0fUkXSdouabmZPeCcW91vt+skHXDOHWVmV0v6V0kfzPbaAAD47QdPbdQPntqof7h4kd57wlQ9vqZJEyvDem3bQc2tq9RXfvuWrlwyXe3dvfrhR4f8vgwgj2U94mxmyyT9k3PuPfHtL0qSc+7Wfvs8HN/nBTMLSdotqd4NcnFGnAGMtp88u0k3//7toXcEhunMo+r07Ia9Wve1S3Tdnct19amzVB4OqLqsROPLS9Ta1auTZ9Xq5c37deqcWplZ1td0zsnMBvwK4LBRG3GWNF3Stn7b2yWdlm4f51yvmTVLmigp/Sz2yBudPRHds2Kb2rp6Na68ROFgQCfMGK+VO5q1cHK1th3oUGdPRD2RqHoiTl29Uc2eUCEnqbs3qhNmjNOqnS2qqwrrqXV71NrZq2DAFHVO8+urtHhajZo7eiST1u1u1WtbD+qS46dob1u33r14shpbOvXq1gM6ccZ4Tawq1e7mTh09uUpdvVGVlQS1amez1je2aVdzpw71RDSuvETz6ytVX12qxpZOHezoUVlJUMdNr9HLmw/ojW0HVR4O6q/PmqfSkoAmVIS1aW+73t7VooMd3eqJOC2YXKXGli69e/FkPbVuj7riv49wMKDfvLZDZx9dp9uf3qTLT5yuytKgXt68X+ctnKSHV+3W/ElVmlRdqrl1lbrjmc2aNbFCEyvDenHTPi2bX6cNTa061B1RU2uXLjluina3dOqU2bUKBQKaOaFCu5s7NaO2XIGAadWOZpWHg6qrKtXja5p03PRx2tDUpnW7W3XKnFqdNneCNu1t17b9HWo51KMp48q1aEq1Hnhjp8aVl2jN7lYdP71GJ8wYrzW7WtQwZ4IkafXOFr2546Dm1VVpbWOrPvqu2Xpt20EtnlqtPa1d+vGzm3Xy7Fr98KlNmlgZ1imzazW5pky/fX2Hls2bqGnjy/XOvnb1RJye3RD7a/wXp8zo6x9dvatlwJ+jvz1vvu57dYfGlZdo0952lQRM7d0R3XTJIq3YckBnHDVROw4c0o6Dh7R5b7uWzKrtO/aVd/bripOm60B7ty45foq+ev8q7Wru1KXHT9FdL27Vly5dpOqyEm3a06Y9rV16Zv1e7Wvv1rkL63XstBp9/4mNKg0F9N4TpmnJrPF6Z1+7fvTMZlWXxT4CWzt7B9QLjITE35ejv/KQJOmZ9bn7NnjO0fV6Kv7Q4nAkeraPnVajxVNrdNz0caouC2l8RYme37BPsydW6PITp2vljma1dfXq/td36KG3dmtefaU27WlXKGDqjTpNHVemXfEHKz/yrlm65LipKisJatOeNh0/Y5xaO3tlkibXlOk3r+3QMVNr5JzT7ImVemb9HpWHg1rf2KZ97d363Rs7JUk1ZSG1JP09PX3+RF16/FRFndP5iyapO/49obI0pFDA1NrZq5rykNq7Ioo6p31t3aoqDSninKLOaUNTm06eVavGlk6VhgJavuWApo4rU2lJQMdMqVEoaFq5vVnTa8tVGgpq9a5mPbt+nyZWhbVgUpVKggGdOneC3trRrPKSoKrKQurqiWrmhHIt37JfJcGAykuCWt/UpjOPqlPzoR5NGVemmrISbd3frv3tPdrb1qXK0pDqq0pVUx5SOBTQhqY2VYRDqqsKa09rl6aPL9eBjh7NnlihVTtbdFR9lWSxmWP2t3crYKaJVWH1RJzGlZfo+Q17VVUaUk15iUpDAZWHgzrY0aOZEyq0rrFV8+oq1djSpde3HdTp8ydqX3uXFkyuVsBMBzu6ZWaqKQtp58FOTRlXpvKSoDq6e1UeDqo34tTe1atwKKCoi03tuL+tW5WlIVWXhTRlXJk6uiPa396tceUlqq0Iq62rV6WhgMpKgtrb1qWashKFQwF19UZkMpWVBNR8qEfhUECRqFNnT1SVpcG+6/dGYv9fWw71yMwUDgVUGgqoOxJVV09U1WUh7Th4SG2dvZo9sUJ727rUG3WaUVuhSNSpNxJVbUW473N+T1uXJKeok6rLQioLBRVxTgqGSuRBLkac/0LSe5xz18e3PyppqXPuU/32WRXfZ3t8e2N8n31J57pB0g2SVDdl+imV1/4wq9oAAACAoey68+/UtWv9kD+KycWI83ZJM/ttz5C0M80+2+OtGuMk7U8+kXPudkm3S9IpDQ3uV589u997UqqfLCVyv9mR+yR/ndgn1fFD/cQq1T6DndPLfl6um1lNJsn7P4ISx8d+PfLY/u9J0tu7W/XpX76W8jwV4aA60sxpOq68RM2HerRk1ni9tvWgpo8v146DhwbsV1YSUGdPNOU5Fk6u1tr49FGV4aBmTqjQmt2tGldeorKSgKpKQ9q4p93T73luXaU27x247+SaUu1r61ZvdOD9qwwHVR4Oam9bt6dr5EJpKKCJlWF19EQUjTp19kYVMKW9R5maXFOqxpaunJwLwNhy4oxxemN7+kVjvEr3/SAX55xRW67ykqB2NXeqIhxUbUVYu5oPqbYyrPauXvVGnQ529EiSqkpDauvqHVBP4rjEaxMqwyovCQ6oeXxFSd+5JKm6NKTWrtQ/wQoHA5pTV6GDHT1qaj38GZy4dnlJUKFgbKS8qjSkinCwb7/KcFCB+Cj6vPpKVYSDemtH7Cd7syZUqCRo2tXcqarSUN8xEyrDmja+TL0RpzW7WzW/vlIb97Qf8XudVF2qls4eVZWGZGba09qlcCigyTWl2rb/kAImLZ5Wo9qKsDp7In0/SQiHAjJJu5s7+753Rp1TRTikSNSpvbtXZaGgFk6p1q7mQyoJBhQOBrRpb7uOnVajSNRpfEWJ2rp6NaGyVAc7unWwI1ZH1MWOP9jeo6njy1RWElR3b+z73/YDh9TW1asFk6q0ZV+75tdXqaa8RG9uP6jOnqiOnz5OK+OLGp02d4KCAdPr2w5q0ZRqHTzUo237O+Scjvh+P6O2XOPKS7TjUKunH9fkIjgvl7TAzOZK2iHpakkfStrnAUnXSnpB0gckPT5Yf7MUi4FHTeIJ5XywYHK1Lj9xmt9lACMqEnW67s7lenLt8H/UDXj1whfP17JbH9ffnjdfvVGniZVhBczU3hXRp84/Sncv36arGmZof3u3xleEFYgPlISCmS2/0NbVq6hzqikr0Z7WLtVXl2rb/g7NnFAxAr8roHDZZxq3etovR9PRXSrpu4pNR/cT59zXzexmSSuccw+YWZmkn0taothI89XOuU2DnZOHAwH4genoMFzvPWGqrjhpun76/GbNqI09r1BfXapfv7JdcyZWqKs3qudvOl8HOno0oTLsd7kA+vH6cGBOgvNIIDgD8APBGZm68JhJ+sApM/SeY6eknK0iEnWxB6KjToEAs1kA+chrcGbJbQBA0fnCxQv7vv7FXx+e6Olbf3GiJOljp89JedyVJ0/3fI2rGmKP99xx7am6+Lipaad4C8bDMqEZKHwEZwBA0flgw0xds3SWpo0v07J5E/ten1tXKenIh6unjS/Ttctiy3L/21Un6R/fu1iS9J8fPjl2rlNjAfkT586XJC2bN1H/8v7j9K9/frye+t/njvRvBUAeycXDgQAA5JXSkqBuvfL4vu1/u+pEnb9oksZXxHqL+893/OTnz1Mk6nTeokmSpCuXTFdzR7dOnx8L3F+8JLYi4NK5E3TR4smaXluuSdVlkqTZEytH67cEIA8QnAEgySfPO0rfe2KD32UgC1WlR357u/LkGX1f33XdaVo8rUZfvf8tvX/JdIVDsR++nrswFpxrK8P67LsXyjmnT5w7XzVlJTprQb0kHbEwD4Cxh+AMAEnmT2IUsZiduaBOkvS9D5086H5mpi9cvGg0SgJQIOhxBoB+1txysd53kvcHxJBfSkN8WwMwchhxBoB+ykqCfpeAIZx9dL2eXpd6oZq1X7tklKsBMJYQnAEABSUxIcZ5C+v1RHylx395/3GaV1/lX1EAxgSCMwCgIIX7tWV86LTZPlYCYKygGQwAUBASi5Yk5mAuDdFWA2B0EZwBYITMq2N2jly6/qy5kqQTZ4yXJIUCpv91xhw9d9P5fpYFYAyhVQMARghLLGdnXl2lNu1t79tOLF29cEq1rlk6U392wjSdflSdX+UBGIMIzgAwQojNw7NoSrXW7G7tC8oJgXiPRsCkW688wY/SAIxxtGoAwAhJBD1kJnHfEsH5Vze864jXy8OM+QDwB58+ADBCyM3DU1oSG9MJBWM38JhpNZJiQfoXf32als6Z4FttAMY2RpwBAHnhmKnVkg6v/hcMxAN0fOQ5FDSdPr9OoSDfugD4g08fABghtGpk5u1drZIOt2gk7l4oHqBZThuA3/gUAoARQm4eHotHZhffLgmabr7iWIUZaQbgMz6FACDHPv/uoyVJ08eX+1xJYfvAydMlSWamv1w2R8a/RAD4jOAMADmWmL/5+rPm+VxJYUrk448um6Mtt13mbzEA0A/BGQByLNFq0BuJ+lxJYapkujkAeYrgDAA5lli3Y/uBQ/4WUmDGV5RIkm698ng99JmzfK4GAAbin/UAkGOJ2TRSteROH1+uHQcJ1Kn8+NpT1dkTUW1lWLWVYb/LAYABCM4AkGOJwJxqOjqmVEvvlNm1fpcAAIPiExwAcszL7A8V4eAoVAIAyCVGnAFghKTKz9eePkdrdrfoxBnjddN9K0e/qDx0yuxanT5/ot9lAMCQCM4AkGOBQQacrz19jiTpV8u3jk4xBeB//uZ0v0sAAE9o1QCAHJjQ72E2L0ttm1jMAwAKDcEZAHLAOadx5SVHvDZYfp41sWKEKwIA5FpWwdnMJpjZI2a2Pv7rgEeizewkM3vBzFaZ2Ztm9sFsrgkAoyWTJbOdpGOn1UgaPDAnzKurHGZVAAC/ZDvifJOkx5xzCyQ9Ft9O1iHpL51zx0q6WNJ3zWx8ltcFgBH3qfOP8rTfv199kv7fh0/p2060ajiX/phyZtWQJC2eWuN3CQDgWbbB+QpJd8a/vlPS+5J3cM6tc86tj3/ZMMFGAAAReElEQVS9U1KTpPosrwsAI26Q3HuEixZP1rJ+s0KEg0N/tFaXlejTHoM5ACA/ZDurxmTn3C5Jcs7tMrNJg+1sZkslhSVtTPP+DZJukKRZs2ZlWRoAjI7Eg36JFo2SkMcH/7z0dBSxH1/boKnjvLfDAIDfhgzOZvaopCkp3vpyJhcys6mSfi7pWudcNNU+zrnbJd0uSQ0NDV4HewBgRAzWapFKoid6zsRKb8dneoEic8Exk/0uAQAyMuTPE51zFzrnjkvx3/2SGuOBOBGMm1Kdw8xqJP1B0leccy/m8jcAACPhMxcs0LuP9RbsEgPHsybEZspYMiv10tGXHp9qDGJsOW3uBL9LAIBhy7ZV4wFJ10q6Lf7r/ck7mFlY0m8k/cw5d2+W1wOAUfH3Fx2d8THXnTlPp81LvwJe8gDz4mlj78G4Md6dAqDAZftw4G2SLjKz9ZIuim/LzBrM7I74PldJOlvSx8zs9fh/J2V5XQDIG4kwWB4O6tQ56UdUk4PzxcdN1ZbbLhvByvxHUAZQTLIacXbO7ZN0QYrXV0i6Pv71XZLuyuY6AJDP0q0CmBwao2O8pxkACh0rBwJAltKNqpaGDs/VXBEO6sSZxT+FfTB+M5Ym9TL/nz9bLEmaWcuKiQAKF8EZALIUSJOc+0/nvPrmi/W3542deZun1JRJkq46ZaYk6ZqlsSlGP33BAkkDgzUAFAKCMwBkKZBmxDnRmTFnYnGOsg62JHni3xLJM5OEgrE3Ljxm0Gn/ASAvZTurBgCMeZZmxNlM+splx2hGbXEt8rFoSrXW7G71tC8PBwIoJgRnABgB1585V++aN1HjK8J+lyJJuuKkabr/9Z05Odc5C+tTBufqspA6uiIpj0kE6MSDlDwnCaAQ0aoBACPgK+9dnDehOVf++fJjJaXv6T5jfl3aY5NnHplUU5q7wgBglBCcAWAMuf7MuRkfs3BytSTJxYeJLz9xmiQpkMF3kL4RZ5Ne/vIFet9J0zOuAwD8RnAGgDEgMd5bWpL5x/5Rk6ti54in38nxGTPSzV892PVN0qTqsrR94QCQzwjOADAGJFqKs+ktrqs6sr0imG46kX4S4ZqgDKAYEJwBAJ4Ek75jnD5/oiTp/16zRNLgM2jYgC8AoPAQnAFgDPIyWpxO4sjPvXthbDv+wmCj2cmzagBAISI4A4DPfv+pM0f9mrlYxZAIDGCsITgDQBZOnDEu63NMG2QFvpEyVOi98JjJad9L15LR//Xk1oxEjzOtzgAKGcEZALKQi5HbCZVhbbntshxU451fAZaFTwAUMoIzAIxhVy4Z/nzKjB4DGGsIzgCQhUIbQB0q7H74tFlp3xtqtNjLaDJhG0AhIzgDwBiUbnaLRVNrhn2st+sCQOEiOANAgbripGlZn6OuOraoSVVpKONjkwP0EQ8HphlaLrQRegDoj+AMAIO4Zuks/d2FC/q2j5pU5VstyVk0FMj8Izw57H4+Phfzf19/WvqDMki7g7VifPzseaqtCHs/GQDkGYIzAAzi1iuP199deHTf9plH1flWSyAplbosxm8TpwqHYt8GaspLYq97OjiD6/T7+ouXHpPVwisA4DeCMwBkYTSnV0uOnI+sasz8HH0r+KWW6reTCOgD3iMDAxhjCM4A4ME9H1+W8vXRnCUiecT51LkTMj5H4gxpFzFJ8Vq6fxwwQwaAsYbgDAAeLE0KqRMrY726yWF2NJWXBEflOsnBOfm3nM0sGwBQSAjOAODRklnjdUJ8ie2K0qAuPGaSTpo53ueqvEmOthcfN9XzsX2tGskBOsuaAKDQEJwBwKPffOIMTR9fLik2ynrHtaeqPj6d22g4bnpsjuU/OzHzaej6poeL/1pWMvyPfwIzgLGK4AwAw5DNjBbDde3pcyRJM2vLMz52JDpKEmE83Yg0ABQbgjMADIOf8xFPGz+M4JzFOHEiECcCcvLiJolz87AggGJHcAaAYbjzr5b6du3hBNTkaejSrew3mHQ9zgRmAGNFVsHZzCaY2SNmtj7+a+0g+9aY2Q4z+1421wSAfFBbOfojzl090SNfGMZCJNVlmS+tvWBybLXE5E6MRGCmRQPAWJHtiPNNkh5zzi2Q9Fh8O51bJD2V5fUAwFfDGanNB4myx8VXCEzmBkm/n7toodbccvHhc6U5d6rzVYQzD+oAkK+yDc5XSLoz/vWdkt6XaiczO0XSZEl/yvJ6AOArP3JzXVV8zuj4ctV9/crDGOlNF/wH+wdBIGAqKwkOCNde+qZPnVOrZ//hvMyKBIA8le1QwGTn3C5Jcs7tMrNJyTuYWUDStyV9VNIFWV4PAHy1ZOZ4/eAjJ4/qNc9bOEn3vrK9b3t0ZvRw+vWNg6+WONg/IhJB3Mw0o7Yi18UBgC+GDM5m9qikKSne+rLHa3xC0oPOuW1D/YjTzG6QdIMkzZo1y+PpAWD0hIKBjBYPyYWqeF9yND7iu2zexNgbGfU4ZzpUbmqY421J78JsXgGAzA0ZnJ1zF6Z7z8wazWxqfLR5qqSmFLstk3SWmX1CUpWksJm1OecG9EM7526XdLskNTQ08LgJAGjgw3dz6yo9Hzu5plSNLV0DXk8XdhOXSjXOEQoE4scOPf3cYD3TAFCosu1xfkDStfGvr5V0f/IOzrkPO+dmOefmSPq8pJ+lCs0AgNRC8d7mE2eM118um53RA4qVSQ/npQ3M8aBrfdsD93nPsZN1b7/2jeRR7AJ9bhIAPMs2ON8m6SIzWy/povi2zKzBzO7ItjgAwOHp4KrKQrr5iuP6Xk/k1Mk1Qy/7PVSoHRjGBybnUDCgU+dMGLTHmXFmAMUsq+DsnNvnnLvAObcg/uv++OsrnHPXp9j/p865T2ZzTQAoZh9518DnO65qmClpYPvDwsnVQ58ww1HgytKgPnfR0fr4OfOH3DdgR7ZsZLM6IQAUAibYBIA88cjfn62p48t114tbj3g9MRpcXXp4Dub1X79EoYDp24+sy9kCJE98/lzNnlDRN+3dUCzFVwlz66pyUxQA5BGCMwDkiQWDjCBvue2yI7ZLgrEfGH7p0kWqry7V3//qjQHH9F/sJLm9IlWbhdeHDhPHDhawP3X+Ufrrs+d6Oh8AFIpse5wBAD664ez5ev+SGSnfy2Rmi2xmwegL4f1ydCBgrBoIoOgQnAEgT4U8tkwkfOHihZKkC485vBbVYO0UCdPGlam+eugHDBPCwYC+ctkxkqRrl83WUo/zPQNAoWM4AADy1HCnd8t08Pj5L2a2qKuZ6fqz5kmS/jlplg8eDwRQzAjOAFAkJleX+Xr9qtKQvnTpMeqJRH2tAwBGCsEZAIrAG199t2rKQ/rcvW/0zaXcf+B5sIcCcyExI0hVKd9WABQvPuEAIE+dOmeCOrojnvYdV9FvBo2RKmgQg80IAgDFguAMAHnq59edNqzjjhxpji9SkoN6AGCsIzgDQJ4KZjirBgBgZDEdHQAUqxSzaySWxZ5SU6bvfWjJKBcEAIWN4AwAxarfgHVyhjYzvfeEaaNaDgAUOoIzABSx6jI68gAgV/hEBYAi9qO/bFBrZ6+izmleXaVcqv4NAIAnBGcAKGJ1VaWqq4otpz2/vkr3v77D54oAoHARnAGgyLhB1ty+5Lipqru+dBSrAYDiQY8zAOSZr73vuBE7dzgU0BlH1Y3Y+QGgmBGcASDPfORds7XltsuGdWzApEVTa2IbtDMDQE7RqgEARWTNLZcoFDD9vyc3+l0KABQdgjMAFJFwKPaDxA82zFRNOR/xAJBLfKoCQBH61w+c4HcJAFB06HEGAAAAPCA4AwAAAB4QnAEAAAAPCM4AAACABwRnAAAAwAOCMwAAAOABwRkAAADwgOAMAAAAeGDOOb9rSMnMWiWt9buOIlInaa/fRRQ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      "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(19):\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": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2560, 87)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "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": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#display in notebook\n",
    "IPython.display.Audio(data=X,rate=sr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "label=[]\n",
    "for i in range(0,2560):\n",
    "    label.append(1)\n",
    "label= np.array(label)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2560,)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "label.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Add another person"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "df1=df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "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": 12,
   "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": 13,
   "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": 14,
   "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": 14,
     "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": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PolyCollection at 0x1b6fa978>"
      ]
     },
     "execution_count": 15,
     "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_1, sr=sr_1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(128, 87)"
      ]
     },
     "execution_count": 16,
     "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": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2560, 87)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "df=np.concatenate((df,X_another),axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "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": 20,
   "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": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_another"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "label=np.concatenate((label,y_another),axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 1, 1, ..., 0, 0, 0])"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "label"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Deep learning model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "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": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "dense_1 (Dense)              (None, 256)               22528     \n",
      "_________________________________________________________________\n",
      "dropout_1 (Dropout)          (None, 256)               0         \n",
      "_________________________________________________________________\n",
      "dense_2 (Dense)              (None, 128)               32896     \n",
      "_________________________________________________________________\n",
      "dropout_2 (Dropout)          (None, 128)               0         \n",
      "_________________________________________________________________\n",
      "dense_3 (Dense)              (None, 64)                8256      \n",
      "_________________________________________________________________\n",
      "dropout_3 (Dropout)          (None, 64)                0         \n",
      "_________________________________________________________________\n",
      "dense_4 (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": 25,
   "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": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(2150, 87) (2150,) (538, 87) (538,)\n"
     ]
    }
   ],
   "source": [
    "print(X_train.shape,y_train.shape,X_test.shape,y_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train on 2150 samples, validate on 538 samples\n",
      "Epoch 1/20\n",
      "2150/2150 [==============================] - 3s 1ms/step - loss: 0.3353 - acc: 0.9516 - val_loss: 0.2326 - val_acc: 0.9517\n",
      "Epoch 2/20\n",
      "2150/2150 [==============================] - 2s 918us/step - loss: 0.2334 - acc: 0.9516 - val_loss: 0.1998 - val_acc: 0.9517\n",
      "Epoch 3/20\n",
      "2150/2150 [==============================] - 2s 847us/step - loss: 0.1750 - acc: 0.9521 - val_loss: 0.1574 - val_acc: 0.9517\n",
      "Epoch 4/20\n",
      "2150/2150 [==============================] - 2s 815us/step - loss: 0.1477 - acc: 0.9493 - val_loss: 0.1399 - val_acc: 0.9219\n",
      "Epoch 5/20\n",
      "2150/2150 [==============================] - 2s 782us/step - loss: 0.1179 - acc: 0.9535 - val_loss: 0.1532 - val_acc: 0.9535\n",
      "Epoch 6/20\n",
      "2150/2150 [==============================] - 2s 848us/step - loss: 0.1220 - acc: 0.9526 - val_loss: 0.1042 - val_acc: 0.9517\n",
      "Epoch 7/20\n",
      "2150/2150 [==============================] - 2s 849us/step - loss: 0.1106 - acc: 0.9558 - val_loss: 0.0957 - val_acc: 0.9572\n",
      "Epoch 8/20\n",
      "2150/2150 [==============================] - 2s 791us/step - loss: 0.0924 - acc: 0.9567 - val_loss: 0.1350 - val_acc: 0.9554\n",
      "Epoch 9/20\n",
      "2150/2150 [==============================] - 2s 828us/step - loss: 0.0835 - acc: 0.9651 - val_loss: 0.1488 - val_acc: 0.9591\n",
      "Epoch 10/20\n",
      "2150/2150 [==============================] - 2s 801us/step - loss: 0.1187 - acc: 0.9530 - val_loss: 0.1036 - val_acc: 0.9572\n",
      "Epoch 11/20\n",
      "2150/2150 [==============================] - 2s 784us/step - loss: 0.0926 - acc: 0.9651 - val_loss: 0.1088 - val_acc: 0.9572\n",
      "Epoch 12/20\n",
      "2150/2150 [==============================] - 2s 883us/step - loss: 0.0759 - acc: 0.9786 - val_loss: 0.1011 - val_acc: 0.9610\n",
      "Epoch 13/20\n",
      "2150/2150 [==============================] - 2s 791us/step - loss: 0.0687 - acc: 0.9735 - val_loss: 0.1043 - val_acc: 0.9684\n",
      "Epoch 14/20\n",
      "2150/2150 [==============================] - 2s 797us/step - loss: 0.0861 - acc: 0.9777 - val_loss: 0.0754 - val_acc: 0.9684\n",
      "Epoch 15/20\n",
      "2150/2150 [==============================] - 2s 997us/step - loss: 0.0585 - acc: 0.9795 - val_loss: 0.1496 - val_acc: 0.9647\n",
      "Epoch 16/20\n",
      "2150/2150 [==============================] - 2s 870us/step - loss: 0.0751 - acc: 0.9823 - val_loss: 0.1727 - val_acc: 0.9684\n",
      "Epoch 17/20\n",
      "2150/2150 [==============================] - 2s 856us/step - loss: 0.0734 - acc: 0.9833 - val_loss: 0.0953 - val_acc: 0.9647\n",
      "Epoch 18/20\n",
      "2150/2150 [==============================] - 2s 890us/step - loss: 0.0887 - acc: 0.9740 - val_loss: 0.1198 - val_acc: 0.9591\n",
      "Epoch 19/20\n",
      "2150/2150 [==============================] - 2s 828us/step - loss: 0.0679 - acc: 0.9800 - val_loss: 0.0589 - val_acc: 0.9796\n",
      "Epoch 20/20\n",
      "2150/2150 [==============================] - 2s 948us/step - loss: 0.0478 - acc: 0.9907 - val_loss: 0.2180 - val_acc: 0.9703\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<keras.callbacks.History at 0x1787afd0>"
      ]
     },
     "execution_count": 28,
     "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": 224,
   "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": 225,
   "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": 226,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "                <audio controls=\"controls\" >\n",
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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": 226,
     "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": 227,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PolyCollection at 0x16233b70>"
      ]
     },
     "execution_count": 227,
     "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": 228,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(128, 87)"
      ]
     },
     "execution_count": 228,
     "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": 229,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[-5.33848745e+02, -5.33848745e+02, -5.33848745e+02, ...,\n",
       "        -4.47662318e+02, -4.35988752e+02, -4.27729632e+02],\n",
       "       [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "         6.36509235e+01,  6.13203700e+01,  5.49334629e+01],\n",
       "       [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "        -2.71931244e+00, -8.03172426e+00, -1.25705953e+01],\n",
       "       ...,\n",
       "       [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "        -1.02603756e+00, -9.24706536e-01,  3.38699578e+00],\n",
       "       [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "        -3.41149713e-01, -1.58848973e+00, -7.94308566e-01],\n",
       "       [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "        -6.58430299e-02, -2.15805889e+00, -1.79064099e+00]])"
      ]
     },
     "execution_count": 229,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_user_test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 230,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_user_test=[]\n",
    "for i in range(0,128):\n",
    "    y_user_test.append(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 231,
   "metadata": {},
   "outputs": [],
   "source": [
    "score=model.evaluate(X_user_test,y_user_test,verbose=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 232,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[1.0726865008473396, 0.765625]"
      ]
     },
     "execution_count": 232,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}