Untitled.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "a009e3cf",
   "metadata": {},
   "outputs": [],
   "source": [
    "import librosa\n",
    "import os\n",
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "id": "ac209163",
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[ 0.          0.          0.         ... -0.00066681 -0.00066062\n",
      "  0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[ 0.          0.          0.         ... -0.00033294 -0.00047366\n",
      "  0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[0.         0.         0.         ... 0.0008608  0.00173084 0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[0.         0.         0.         ... 0.00210197 0.00254045 0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[ 0.          0.          0.         ... -0.0070889  -0.00695292\n",
      "  0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[0.         0.         0.         ... 0.00398725 0.00262725 0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[0.         0.         0.         ... 0.00227014 0.00236813 0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[ 0.000000e+00  0.000000e+00  0.000000e+00 ...  8.795652e-05 -7.708343e-05\n",
      "  0.000000e+00], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[0.         0.         0.         ... 0.00058319 0.00060044 0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[ 9.3271134e-05  1.2277882e-04  2.6065154e-05 ...  1.2815610e-04\n",
      " -7.7002587e-06  8.2933278e-05], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[-3.8877824e-05 -1.7272070e-04 -8.5495703e-05 ...  1.7866016e-04\n",
      "  1.1247911e-04  1.8297260e-04], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[0.         0.         0.         ... 0.10662839 0.11930909 0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[0.         0.         0.         ... 0.00115172 0.00234804 0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[ 0.          0.          0.         ... -0.00529203 -0.00928418\n",
      "  0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[ 0.          0.          0.         ... -0.01689665 -0.01867134\n",
      "  0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[ 0.          0.          0.         ... -0.00054191 -0.00058923\n",
      "  0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[ 0.          0.          0.         ... -0.00099317 -0.00076795\n",
      "  0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[ 0.0000000e+00  0.0000000e+00  0.0000000e+00 ... -2.0590889e-04\n",
      " -4.5117537e-05  0.0000000e+00], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[ 0.          0.          0.         ... -0.00033094 -0.00048352\n",
      "  0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[ 0.          0.          0.         ... -0.00012827 -0.00085409\n",
      "  0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[ 0.          0.          0.         ... -0.00031092 -0.0003548\n",
      "  0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[ 0.          0.          0.         ... -0.00112374 -0.00124602\n",
      "  0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[0.         0.         0.         ... 0.0025302  0.00298694 0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[ 0.          0.          0.         ... -0.00680856 -0.01017542\n",
      "  0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[0.         0.         0.         ... 0.00686555 0.00940271 0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[ 0.          0.          0.         ...  0.00031649 -0.00038649\n",
      "  0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[ 0.          0.          0.         ... -0.00106279 -0.00135013\n",
      "  0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[0.         0.         0.         ... 0.00118133 0.00115625 0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[0.         0.         0.         ... 0.00096962 0.00101824 0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[ 0.0000000e+00  0.0000000e+00  0.0000000e+00 ... -7.4789095e-05\n",
      " -2.1434480e-03  0.0000000e+00], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[ 0.          0.          0.         ... -0.00096662 -0.00095881\n",
      "  0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[ 0.          0.          0.         ... -0.00526432 -0.00465062\n",
      "  0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[ 0.          0.          0.         ... -0.0012429  -0.00439563\n",
      "  0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[ 0.          0.          0.         ... -0.00542079 -0.00406447\n",
      "  0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[ 0.          0.          0.         ... -0.00029869 -0.00045215\n",
      "  0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[0.         0.         0.         ... 0.0004893  0.00070668 0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[0.         0.         0.         ... 0.00112756 0.00038837 0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[0.0000000e+00 0.0000000e+00 0.0000000e+00 ... 3.1271884e-05 5.6458748e-04\n",
      " 0.0000000e+00], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[0.         0.         0.         ... 0.00022732 0.00019349 0.00019055], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[0.         0.         0.         ... 0.00622045 0.01064329 0.01528605], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[ 0.          0.          0.         ... -0.02143823 -0.02024943\n",
      "  0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[0.         0.         0.         ... 0.0009792  0.00098727 0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[ 0.          0.          0.         ... -0.00141196 -0.00161933\n",
      "  0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[0.         0.         0.         ... 0.00057249 0.00051571 0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[ 0.          0.          0.         ... -0.0001652  -0.00055703\n",
      "  0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[0.         0.         0.         ... 0.00041301 0.00041761 0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[0.         0.         0.         ... 0.00332446 0.00348779 0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[0.         0.         0.         ... 0.00322263 0.00023824 0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[ 0.          0.          0.         ... -0.00025525 -0.0003459\n",
      "  0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[ 0.          0.          0.         ... -0.00218527 -0.00126734\n",
      "  0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[ 0.          0.          0.         ... -0.00296614 -0.00297576\n",
      "  0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[0.         0.         0.         ... 0.03098286 0.03347537 0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[0.         0.         0.         ... 0.00752338 0.00698851 0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[ 0.          0.          0.         ... -0.00105714 -0.00127389\n",
      "  0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[ 0.          0.          0.         ... -0.00070562 -0.00084692\n",
      "  0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[0.0000000e+00 0.0000000e+00 0.0000000e+00 ... 1.6765773e-05 8.7692806e-06\n",
      " 0.0000000e+00], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[0.         0.         0.         ... 0.00051028 0.00032497 0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[0.         0.         0.         ... 0.00409951 0.00478488 0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[0.         0.         0.         ... 0.00015215 0.00010644 0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[0.         0.         0.         ... 0.00127188 0.0019112  0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[0.         0.         0.         ... 0.00825228 0.00973368 0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[ 0.          0.          0.         ... -0.00440212 -0.00507346\n",
      "  0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[ 0.          0.          0.         ... -0.00121954 -0.00132567\n",
      "  0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[0.0000000e+00 0.0000000e+00 0.0000000e+00 ... 9.1466791e-05 1.6298653e-04\n",
      " 0.0000000e+00], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[ 0.          0.          0.         ... -0.00055291 -0.00049569\n",
      "  0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[ 0.          0.          0.         ...  0.00126728 -0.00122494\n",
      "  0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[ 0.          0.          0.         ... -0.00118042 -0.00166669\n",
      "  0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[ 0.          0.          0.         ... -0.00306848 -0.00443899\n",
      "  0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[0.         0.         0.         ... 0.00701275 0.01162032 0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[ 0.          0.          0.         ... -0.00457265 -0.00659374\n",
      "  0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[ 0.          0.          0.         ... -0.0016847  -0.00145364\n",
      "  0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[0.         0.         0.         ... 0.00046092 0.00046751 0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[ 0.          0.          0.         ... -0.00299878 -0.00183388\n",
      "  0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[0.         0.         0.         ... 0.0200988  0.02140389 0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[ 0.          0.          0.         ... -0.0285864  -0.02755062\n",
      "  0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[0.         0.         0.         ... 0.00327672 0.00385722 0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[0.         0.         0.         ... 0.00674045 0.00672424 0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[ 0.          0.          0.         ...  0.00210911 -0.00060296\n",
      "  0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[0.         0.         0.         ... 0.00150108 0.00160454 0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[ 0.          0.          0.         ... -0.00270432 -0.01095512\n",
      "  0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[ 0.          0.          0.         ... -0.000663   -0.00064192\n",
      "  0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[0.00000000e+00 0.00000000e+00 0.00000000e+00 ... 4.91918145e-05\n",
      " 1.21055804e-04 0.00000000e+00], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[0.         0.         0.         ... 0.00066843 0.00098338 0.        ], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n",
      "C:\\Users\\youss\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Pass y=[ 0.0000000e+00  0.0000000e+00  0.0000000e+00 ... -9.2693808e-05\n",
      " -5.2158663e-05  0.0000000e+00], sr=22050 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  \n"
     ]
    }
   ],
   "source": [
    "path=\"Training Set\"\n",
    "X=np.zeros(4440)\n",
    "members=[]\n",
    "for i in os.listdir(path):\n",
    "    signal, sr=librosa.load(os.path.join(path,i))\n",
    "    mfcc= librosa.feature.mfcc(signal,sr,n_mfcc=40)\n",
    "    mfcc=mfcc.reshape(-1)\n",
    "    mfcc=mfcc[:4440]\n",
    "    X=np.vstack([X,mfcc])\n",
    "    members.append(i.split(\" \")[0])\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "id": "b260c1b9",
   "metadata": {},
   "outputs": [],
   "source": [
    "X=X[1:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "id": "9cc2de12",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>...</th>\n",
       "      <th>4431</th>\n",
       "      <th>4432</th>\n",
       "      <th>4433</th>\n",
       "      <th>4434</th>\n",
       "      <th>4435</th>\n",
       "      <th>4436</th>\n",
       "      <th>4437</th>\n",
       "      <th>4438</th>\n",
       "      <th>4439</th>\n",
       "      <th>members</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-545.950989</td>\n",
       "      <td>-497.741028</td>\n",
       "      <td>-470.570801</td>\n",
       "      <td>-473.356110</td>\n",
       "      <td>-482.747070</td>\n",
       "      <td>-476.964935</td>\n",
       "      <td>-455.917145</td>\n",
       "      <td>-440.211151</td>\n",
       "      <td>-446.424805</td>\n",
       "      <td>-467.830933</td>\n",
       "      <td>...</td>\n",
       "      <td>8.768484</td>\n",
       "      <td>3.031919</td>\n",
       "      <td>-6.711870</td>\n",
       "      <td>-1.350376</td>\n",
       "      <td>9.201273</td>\n",
       "      <td>-1.631628</td>\n",
       "      <td>-11.703558</td>\n",
       "      <td>-16.877342</td>\n",
       "      <td>-11.999720</td>\n",
       "      <td>Dina-Close</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-511.531158</td>\n",
       "      <td>-464.394257</td>\n",
       "      <td>-452.941498</td>\n",
       "      <td>-460.571228</td>\n",
       "      <td>-467.929718</td>\n",
       "      <td>-475.736816</td>\n",
       "      <td>-477.053864</td>\n",
       "      <td>-471.620544</td>\n",
       "      <td>-463.062103</td>\n",
       "      <td>-465.418152</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.662149</td>\n",
       "      <td>-5.452718</td>\n",
       "      <td>1.332069</td>\n",
       "      <td>6.050956</td>\n",
       "      <td>-3.783062</td>\n",
       "      <td>-8.401502</td>\n",
       "      <td>-9.857719</td>\n",
       "      <td>-11.337681</td>\n",
       "      <td>-5.552357</td>\n",
       "      <td>Dina-Close</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-516.332581</td>\n",
       "      <td>-445.475616</td>\n",
       "      <td>-404.663025</td>\n",
       "      <td>-383.834320</td>\n",
       "      <td>-384.135223</td>\n",
       "      <td>-389.988556</td>\n",
       "      <td>-396.299408</td>\n",
       "      <td>-402.440887</td>\n",
       "      <td>-413.721375</td>\n",
       "      <td>-429.395233</td>\n",
       "      <td>...</td>\n",
       "      <td>2.338735</td>\n",
       "      <td>6.983469</td>\n",
       "      <td>-1.501094</td>\n",
       "      <td>-8.304358</td>\n",
       "      <td>-15.558002</td>\n",
       "      <td>-11.321030</td>\n",
       "      <td>-2.080893</td>\n",
       "      <td>3.361533</td>\n",
       "      <td>-0.444328</td>\n",
       "      <td>Dina-Close</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-530.621399</td>\n",
       "      <td>-496.910858</td>\n",
       "      <td>-468.407440</td>\n",
       "      <td>-461.286957</td>\n",
       "      <td>-451.835083</td>\n",
       "      <td>-448.360931</td>\n",
       "      <td>-450.982971</td>\n",
       "      <td>-459.166321</td>\n",
       "      <td>-461.171753</td>\n",
       "      <td>-454.833771</td>\n",
       "      <td>...</td>\n",
       "      <td>5.526461</td>\n",
       "      <td>5.357745</td>\n",
       "      <td>6.054430</td>\n",
       "      <td>0.186409</td>\n",
       "      <td>-5.228446</td>\n",
       "      <td>-4.961443</td>\n",
       "      <td>2.248127</td>\n",
       "      <td>10.506914</td>\n",
       "      <td>9.437124</td>\n",
       "      <td>Dina-Close</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-496.945618</td>\n",
       "      <td>-463.342834</td>\n",
       "      <td>-459.597870</td>\n",
       "      <td>-457.066925</td>\n",
       "      <td>-449.841095</td>\n",
       "      <td>-436.264648</td>\n",
       "      <td>-442.171326</td>\n",
       "      <td>-446.137238</td>\n",
       "      <td>-447.138855</td>\n",
       "      <td>-450.119904</td>\n",
       "      <td>...</td>\n",
       "      <td>4.327847</td>\n",
       "      <td>10.453920</td>\n",
       "      <td>11.356867</td>\n",
       "      <td>2.673063</td>\n",
       "      <td>0.199344</td>\n",
       "      <td>-1.507508</td>\n",
       "      <td>1.471799</td>\n",
       "      <td>3.144934</td>\n",
       "      <td>1.346117</td>\n",
       "      <td>Dina-Close</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 4441 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            0           1           2           3           4           5  \\\n",
       "0 -545.950989 -497.741028 -470.570801 -473.356110 -482.747070 -476.964935   \n",
       "1 -511.531158 -464.394257 -452.941498 -460.571228 -467.929718 -475.736816   \n",
       "2 -516.332581 -445.475616 -404.663025 -383.834320 -384.135223 -389.988556   \n",
       "3 -530.621399 -496.910858 -468.407440 -461.286957 -451.835083 -448.360931   \n",
       "4 -496.945618 -463.342834 -459.597870 -457.066925 -449.841095 -436.264648   \n",
       "\n",
       "            6           7           8           9  ...      4431       4432  \\\n",
       "0 -455.917145 -440.211151 -446.424805 -467.830933  ...  8.768484   3.031919   \n",
       "1 -477.053864 -471.620544 -463.062103 -465.418152  ... -1.662149  -5.452718   \n",
       "2 -396.299408 -402.440887 -413.721375 -429.395233  ...  2.338735   6.983469   \n",
       "3 -450.982971 -459.166321 -461.171753 -454.833771  ...  5.526461   5.357745   \n",
       "4 -442.171326 -446.137238 -447.138855 -450.119904  ...  4.327847  10.453920   \n",
       "\n",
       "        4433      4434       4435       4436       4437       4438       4439  \\\n",
       "0  -6.711870 -1.350376   9.201273  -1.631628 -11.703558 -16.877342 -11.999720   \n",
       "1   1.332069  6.050956  -3.783062  -8.401502  -9.857719 -11.337681  -5.552357   \n",
       "2  -1.501094 -8.304358 -15.558002 -11.321030  -2.080893   3.361533  -0.444328   \n",
       "3   6.054430  0.186409  -5.228446  -4.961443   2.248127  10.506914   9.437124   \n",
       "4  11.356867  2.673063   0.199344  -1.507508   1.471799   3.144934   1.346117   \n",
       "\n",
       "      members  \n",
       "0  Dina-Close  \n",
       "1  Dina-Close  \n",
       "2  Dina-Close  \n",
       "3  Dina-Close  \n",
       "4  Dina-Close  \n",
       "\n",
       "[5 rows x 4441 columns]"
      ]
     },
     "execution_count": 163,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X=pd.DataFrame(X)\n",
    "X[\"members\"]=members\n",
    "X.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "id": "5ac2051e",
   "metadata": {},
   "outputs": [],
   "source": [
    "X=X.drop(columns=[\"members\"],axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "id": "f6c5d35a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PCA(n_components=30)"
      ]
     },
     "execution_count": 135,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.decomposition import PCA\n",
    "import matplotlib.pyplot as plt\n",
    "pca= PCA(n_components=30)\n",
    "pca.fit(X)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "id": "0a2801ec",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "pickle.dump(pca, open(\"pca.pkl\",\"wb\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "id": "d8fbcdfd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SelectKBest(k=5)"
      ]
     },
     "execution_count": 164,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.feature_selection import SelectKBest,f_classif\n",
    "selector= SelectKBest(f_classif,k=5)\n",
    "selector.fit(X.drop(\"members\",axis=1),X[\"members\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 165,
   "id": "49182b29",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1013, 2721, 2722, 3071, 3072], dtype=int64)"
      ]
     },
     "execution_count": 165,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "selector.get_support(indices=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "171eb323",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}