{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Introduction to signal processing: Time frequency representation\n",
    "\n",
    "Limitation of the Fourier Transform:\n",
    "- The **Fourier Transform** is a powerful tool to analyze the frequency content of a signal. However, it is not well suited to analyze non-stationary signals, i.e. signals whose frequency content changes over time. In such cases, the information about the time evolution of the frequency content is lost.\n",
    "- The **Short-Time Fourier Transform (STFT)** is a generalization of the Fourier Transform that allows to analyze the frequency content of a signal as a function of time. However, the STFT has a poor time-frequency resolution, i.e. it is not well suited to analyze signals with fast frequency variations.\n",
    "- The **Wavelet Transform** is a generalization of the STFT that allows to analyze the frequency content of a signal as a function of time with a better time-frequency resolution."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import sys\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.io import loadmat \n",
    "import re"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Some time frequency representation tool\n",
    "\n",
    "The example is a linear shirp, a cosine function with frequency that increase over time. To better see this efect when plotting the signal, you can replace f0=5000 with f0=15."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'sample time')"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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zVVTZVWU3dLykXBVV5/59YQkJVPMmQereoqn8/EyynqnQ9twiFZ0pV2hQgKrshirtdu0pKFb72HBV2Q0lNg9TSKC/vtp/QtcknbueTvEROnjijP786XeKiQhWRp9EVdkN7Tx0SuHmALWIDJU5wE+DO8WotMKuZdsO6cfjJZKk0de01OmySh0uOqubu8dr3ffHFGYO0NIteco9eUYpic20t7BE/zOkvT7MOaweLZuppKxSESGBurJpiL49bNUT73+j1VP7a9OPJ1VRZVeBtVQB/ib1bROlPUeLFRzorxs6RGtH7imdLqtU6yvCdORUqSQp1hKsQ0VnVFxaqevaXaFtB4tUXFqh1DbNdajorPJOnlFESKCOFZdpX2GJropuoqO2UjUNDVJSVJhOnC5XVZVdt6W0kPVMhb45bJXtbIVKK6q071iJusRbtPb7Y+oUF6GocLNOl1UqzhKi4MBzf391vtKi1/+9X62ahym+aYiSosL07WGrTCapsLhMJaWVMgee+/eB9UyFjpeU6Ypws/KtpaqssstkMumKcLMOnjitsgq7Ku2GmocFKbVNc/173wkVFpfqy/8U6vdD26uJOVAHT5xWgJ9JCZGhGtgxRt8etmpPQbGOl5SpZ6tIlZRVqspu11f7i3RTtzjtP35axaWVurqFRR/mHFHrqDAF+Pvp4InTCg8OUNPQIB04flo9WjbTmYoqHTl1Vl2vtOjE6XIZhqEWzUL0XX6x/EzSde2uUKC/n7YfLJI50E9Z3x2VyWTSph9OaMTVcWoaGqQmwQEKCfRX/3ZX6MdjJdr040mdOluuTnERanNFE0lSWaVduSdP64v/HNOwLrEKCTz3/9nYiGBt2Hdc/8kvVkpiM/3Psq/18pju2nLgpFpGhqppSJDshiE/k0mBASYF+fsrzOyvz3cXqkdiU72//bByT57RXb1a6nDRWbW5IkzlVXa9+1We7u7dUidOlyvQz6Rbe7RQvvWs/E0mnS6vVGLzMNnthj75Ol/WsxVavPGAHr6+jdrFhCsyLEiGIf1733F1io9QYvMwmSQVl1bqqK1UFVV2Desap/e3H1LPxEgdKjqjrw9bFeTvJ0tIoM6UV6pXUnP9eKxEwYHn/p73M0mGIe06YpPJJHWMi9D3R4t1Q4do2e2GvjlsVXhwoHolNVP2Dyd0RbhZOw9ZZRhS36uaa8uBIklSkL9JRWcq1MQcoE7xETpcdFbNmwSprMKusiq7mpj9ZbdLpZVVMgwpNMhfdkOKDAuUn8mk8kq7mgQHKMDPT34myd/PpDBzgPxMJp0tr1Kb6DAdLy6XySQlRIZ69PftC6lPNmhU4al///5KTk7Wyy+/7Ghbvny5Ro0apTNnzigwMFAtW7bUlClTNGXKFEefl156SbNnz9bBgwdrHLesrExlZWWO1zabTQkJCY0iPN08Z4O+PmSVJD3QN0mL/r3fq/UAqN2B/3ejWj3xqbfLQAO6sWucPv0m39tlNDqP3HCVeraK1NhFX3m7FAC/EO1jwrXnaLEkac+fh8oc4O/liv6rPuGpUW0YUVBQoJiYGKe2mJgYVVZW6vjx43X2KSgoqHXczMxMWSwWx5GQkNDwxV+k88FJEsEJADyM4FSzV77YR3AC0KDOByfp3Eybr2pU4Uk6N0P1U+cnxn7aXlOfn7f91LRp02S1Wh1HXl5eA1YMAAAAwFV2u0cWvrlFgLcL+KnY2NhqM0iFhYUKCAhQ8+bN6+zz89monzKbzTKbzQ1fMAAAAIB6Ka+ye7uEi9aoZp5SU1OVlZXl1PbZZ5+pZ8+eCgwMrLNPWlqax+oEAAAAcHEqqph5qlFJSYn27dvneL1//37l5OQoMjJSLVu21LRp03T48GG98cYbks7trDdnzhxNnTpV48ePV3Z2thYuXOi0i96jjz6q/v37a9asWbrlllv04YcfavXq1dqwYYM7LwUAVOXDywwAAGgsKpl5qtnWrVuVnJys5ORkSdLUqVOVnJysp59+WpKUn5+v3NxcR/+kpCStWLFCa9asUffu3fWnP/1Jf/3rX3X77bc7+qSlpendd9/V66+/rquvvlqLFy/W0qVL1bt3b3deCgDoREnZhTsBAIA6VXlms2+3cOvM04ABA1TXTuiLFy+u1nbddddp+/btdY57xx136I477rjU8gAAAAB4mN13J54a1z1PAAAAAH7Z7D4880R4AgAAAOAxhCcAuAxsO1jk7RIAAPB5vrz/EuEJAFx01Fbq7RIAAPB5zDwBAAAAgAvq2lCusSM8AQAAAPAYH37ME+EJAAAAgOewbA8ALgO++1c9AACNB+EJAC4D3x8t9nYJAAD4PB6SCwCXgSVf5Xm7BAAAfB4zTwAAAADgAsITAAAAALjAh7MT4QkAAACA51TZfTc9EZ4AAAAAeAzL9gAAAADABT488UR4AgAAAOA5zDwBAAAAgAsITwAAAADgApbtAQAAAIALDGaeAAAAAODC2KocAAAAAFzgwxNPhCcAAAAAnsOGEQAAAADgAt+NToQnAAAAAJ7kw+nJ7eFp7ty5SkpKUnBwsFJSUrR+/fpa+95///0ymUzVjs6dOzv6LF68uMY+paWl7r4UAAAAAJeIZXu1WLp0qSZPnqzp06drx44d6tevn4YNG6bc3Nwa+7/88svKz893HHl5eYqMjNSdd97p1C8iIsKpX35+voKDg915KQAAAAAagO9GJzeHpxdffFHjxo3Tr3/9a3Xs2FGzZ89WQkKC5s2bV2N/i8Wi2NhYx7F161YVFRXpV7/6lVM/k8nk1C82NtadlwEAAACggfjwxJP7wlN5ebm2bdum9PR0p/b09HRt3LjRpTEWLlyoQYMGKTEx0am9pKREiYmJatGihUaMGKEdO3bUOU5ZWZlsNpvTAQAAAMDzWLZXg+PHj6uqqkoxMTFO7TExMSooKLjg+fn5+Vq5cqV+/etfO7V36NBBixcv1kcffaQlS5YoODhYffv21d69e2sdKzMzUxaLxXEkJCRc3EUBAAAAuCS+G508sGGEyWRyem0YRrW2mixevFhNmzbVyJEjndr79Omje++9V926dVO/fv30j3/8Q+3atdMrr7xS61jTpk2T1Wp1HHl5eRd1LQAAAAAujeHDM08B7ho4KipK/v7+1WaZCgsLq81G/ZxhGFq0aJEyMjIUFBRUZ18/Pz9dc801dc48mc1mmc1m14sHAAAA4BY+nJ3cN/MUFBSklJQUZWVlObVnZWUpLS2tznPXrl2rffv2ady4cRf8HMMwlJOTo7i4uEuqFwAAAID7MfNUi6lTpyojI0M9e/ZUamqqFixYoNzcXE2YMEHSueV0hw8f1htvvOF03sKFC9W7d2916dKl2pjPPPOM+vTpo7Zt28pms+mvf/2rcnJy9Le//c2dlwIAAACgAdh9Nzu5NzyNHj1aJ06c0MyZM5Wfn68uXbpoxYoVjt3z8vPzqz3zyWq1atmyZXr55ZdrHPPUqVN68MEHVVBQIIvFouTkZK1bt069evVy56UAAAAAaAA+nJ1kMnx53uwi2Ww2WSwWWa1WRUREeLWWVk986tXPBwAAADzpyRs76tf9Wnu7DIf6ZAO377YHAAAAAOf58tQN4QkAAACAxxg+vHCP8AQAAADAY3x5wwjCEwAAAACPYdkeAAAAALiAZXsAAAAA4AJmngAAAADABb78pCTCEwAAAACP8eHsRHgCAAAA4DnstgcAAAAALmDDCAAAAABwATNPAAAAAOAKH77pifAEAAAAwGN8NzoRngAAAAB4kJ2ZJwAAAAC4MB/OToQnAAAAAJ7jw9mJ8AQAAADAc1i2BwAAAACu8N3sRHgCAAAA4DnMPAEAAACAC3w4OxGeAAAAAHiOD2cnwhMAAAAAz2HZHgAAAAC4wIezE+EJAAAAAFzh9vA0d+5cJSUlKTg4WCkpKVq/fn2tfdesWSOTyVTt+M9//uPUb9myZerUqZPMZrM6deqk5cuXu/syAAAAADQAlu3VYunSpZo8ebKmT5+uHTt2qF+/fho2bJhyc3PrPG/Pnj3Kz893HG3btnW8l52drdGjRysjI0M7d+5URkaGRo0apc2bN7vzUgAAAAA0AB/OTjIZhvvK7927t3r06KF58+Y52jp27KiRI0cqMzOzWv81a9bo+uuvV1FRkZo2bVrjmKNHj5bNZtPKlSsdbUOHDlWzZs20ZMkSl+qy2WyyWCyyWq2KiIio30U1sFZPfOrVzwcAAAA86Z7eLfXsrV29XYZDfbKB22aeysvLtW3bNqWnpzu1p6ena+PGjXWem5ycrLi4OA0cOFBffvml03vZ2dnVxhwyZEidY5aVlclmszkdAAAAADzPhyee3Beejh8/rqqqKsXExDi1x8TEqKCgoMZz4uLitGDBAi1btkzvv/++2rdvr4EDB2rdunWOPgUFBfUaU5IyMzNlsVgcR0JCwiVcGQAAAICL5cvL9gLc/QEmk8nptWEY1drOa9++vdq3b+94nZqaqry8PP3v//6v+vfvf1FjStK0adM0depUx2ubzUaAAgAAALzAjXcNuZ3bZp6ioqLk7+9fbUaosLCw2sxRXfr06aO9e/c6XsfGxtZ7TLPZrIiICKcDAAAAgOf5cHZyX3gKCgpSSkqKsrKynNqzsrKUlpbm8jg7duxQXFyc43Vqamq1MT/77LN6jQkAAADAOwwfvuvJrcv2pk6dqoyMDPXs2VOpqalasGCBcnNzNWHCBEnnltMdPnxYb7zxhiRp9uzZatWqlTp37qzy8nK99dZbWrZsmZYtW+YY89FHH1X//v01a9Ys3XLLLfrwww+1evVqbdiwwZ2XAgAAAKAB2H03O7k3PI0ePVonTpzQzJkzlZ+fry5dumjFihVKTEyUJOXn5zs986m8vFyPPfaYDh8+rJCQEHXu3Fmffvqphg8f7uiTlpamd999V08++aSeeuoptWnTRkuXLlXv3r3deSkAAAAAGoAvL9tz63OeGiue8wQAAAB4x23JV+rF0d29XYZDo3jOEwAAAAD8nC/P3BCeAAAAAHiMLy98IzwBAAAA8Bhf3jCC8AQAAADAY3w4OxGeAAAAAHgOy/YAAAAAwAU+nJ0ITwAAAAA8x/DhhXuEJwAAAAAeY7d7u4KLR3gCAAAA4DHMPAEAAACAC7jnCQAAAABcwHOeAAAAAMAlvpueCE8AAAAAPIZlewAAAADgArsPpyfCEwAAAACP8d3oRHgCAAAA4EFsGAEAAAAALjBYtgcAAAAAv2yEJwAAAAAew4YRAAAAAOACH85OhCcAAAAAnkN4AgAAAAAXsGwPAAAAAFzgu9GJ8AQAAADAg9iqvA5z585VUlKSgoODlZKSovXr19fa9/3339fgwYN1xRVXKCIiQqmpqfrXv/7l1Gfx4sUymUzVjtLSUndfCgAAAIBL5MPZyb3haenSpZo8ebKmT5+uHTt2qF+/fho2bJhyc3Nr7L9u3ToNHjxYK1as0LZt23T99dfrpptu0o4dO5z6RUREKD8/3+kIDg5256UAAAAAaAA+nJ0U4M7BX3zxRY0bN06//vWvJUmzZ8/Wv/71L82bN0+ZmZnV+s+ePdvp9XPPPacPP/xQH3/8sZKTkx3tJpNJsbGx7iwdAAAAgBuwYUQNysvLtW3bNqWnpzu1p6ena+PGjS6NYbfbVVxcrMjISKf2kpISJSYmqkWLFhoxYkS1mamfKysrk81mczoAAAAAeJ7dd7OT+8LT8ePHVVVVpZiYGKf2mJgYFRQUuDTGCy+8oNOnT2vUqFGOtg4dOmjx4sX66KOPtGTJEgUHB6tv377au3dvreNkZmbKYrE4joSEhIu7KAAAAACXhpmn2plMJqfXhmFUa6vJkiVLNGPGDC1dulTR0dGO9j59+ujee+9Vt27d1K9fP/3jH/9Qu3bt9Morr9Q61rRp02S1Wh1HXl7exV8QAAAAgIvmu9HJjfc8RUVFyd/fv9osU2FhYbXZqJ9bunSpxo0bp3/+858aNGhQnX39/Px0zTXX1DnzZDabZTabXS8eAAAAgFv48MST+2aegoKClJKSoqysLKf2rKwspaWl1XrekiVLdP/99+udd97RjTfeeMHPMQxDOTk5iouLu+SaAQAAALiXL28Y4dbd9qZOnaqMjAz17NlTqampWrBggXJzczVhwgRJ55bTHT58WG+88Yakc8Hpvvvu08svv6w+ffo4Zq1CQkJksVgkSc8884z69Omjtm3bymaz6a9//atycnL0t7/9zZ2XAgAAAKAB+HB2cm94Gj16tE6cOKGZM2cqPz9fXbp00YoVK5SYmChJys/Pd3rm0/z581VZWamHH35YDz/8sKN97NixWrx4sSTp1KlTevDBB1VQUCCLxaLk5GStW7dOvXr1cuelAAAAAGgAvjzzZDIMH67+ItlsNlksFlmtVkVERHi1llZPfOrVzwcAAAA8qUNsuFZN7u/tMhzqkw3cvtseAAAAAJznyzNPhCcAAAAAHuPD2YnwBAAAAMBzmHkCAAAAABf4bnQiPAEAAADwIB+eeCI8AQAAAPAcX97sm/AEAAAAwGPsvpudCE8AAAAAPMfw4bueCE8AAAAAPMZu93YFF4/wBAAAAAAuIDwBAAAA8Bie8wQAAAAALvDh7ER4AgAAAOA5zDwBAAAAgAt8NzoRngAAAAB4kA9PPBGeAAAAAHiO4cPpifAEAAAAwGN8NzoRngAAAAB4EBtGAAAAAIALfDg7EZ4AAAAAeA4zTwAAAADgCt/NToQnAAAAAJ7DzBMAAAAAuMB3oxPhCQAAAIAHMfNUh7lz5yopKUnBwcFKSUnR+vXr6+y/du1apaSkKDg4WK1bt9arr75arc+yZcvUqVMnmc1mderUScuXL3dX+QAAAAAakA9nJ/eGp6VLl2ry5MmaPn26duzYoX79+mnYsGHKzc2tsf/+/fs1fPhw9evXTzt27NAf/vAHTZo0ScuWLXP0yc7O1ujRo5WRkaGdO3cqIyNDo0aN0ubNm915KQAAAAAagC+HJ5NhuK/83r17q0ePHpo3b56jrWPHjho5cqQyMzOr9X/88cf10Ucfaffu3Y62CRMmaOfOncrOzpYkjR49WjabTStXrnT0GTp0qJo1a6YlS5a4VJfNZpPFYpHValVERMTFXl6DaPXEp179fAAAAMCTAv1N2vvscG+X4VCfbOC2mafy8nJt27ZN6enpTu3p6enauHFjjedkZ2dX6z9kyBBt3bpVFRUVdfapbUxJKisrk81mczoAAAAAeJ7dh2ee3Baejh8/rqqqKsXExDi1x8TEqKCgoMZzCgoKauxfWVmp48eP19mntjElKTMzUxaLxXEkJCRczCUBAAAAuERuXPjmdm7fMMJkMjm9NgyjWtuF+v+8vb5jTps2TVar1XHk5eW5XD8AAACAhuPLM08B7ho4KipK/v7+1WaECgsLq80cnRcbG1tj/4CAADVv3rzOPrWNKUlms1lms/liLgMAAABAA7vQ5Edj5baZp6CgIKWkpCgrK8upPSsrS2lpaTWek5qaWq3/Z599pp49eyowMLDOPrWNCQAAAKBx8dWVe26beZKkqVOnKiMjQz179lRqaqoWLFig3NxcTZgwQdK55XSHDx/WG2+8Iencznpz5szR1KlTNX78eGVnZ2vhwoVOu+g9+uij6t+/v2bNmqVbbrlFH374oVavXq0NGza481IAAAAANBAfzU7uDU+jR4/WiRMnNHPmTOXn56tLly5asWKFEhMTJUn5+flOz3xKSkrSihUrNGXKFP3tb39TfHy8/vrXv+r222939ElLS9O7776rJ598Uk899ZTatGmjpUuXqnfv3u68FAAAAAAN5Ny+Br63bM+tz3lqrHjOEwAAAOA93/95mIIC3L53nUsaxXOeAAAAAKAmho8u3CM8AQAAAPAoX137RngCAAAA4FGEJwAAAABwgd1H0xPhCQAAAIBH+WZ0IjwBAAAA8DBmngAAAADABT6anQhPAAAAADzLVx81S3gCAAAA4FE+mp0ITwAAAAA8i3ueAAAAAMAFvhmdCE8AAAAAPIyZJwAAAABwhW9mJ8ITAAAAAM+yE54AAAAA4MIMH516IjwBAAAA8ChmngAAAADABTwkFwAAAABc4KPZifAEAAAAwLMITwAAAADgAjaMAAAAAAAXsGEEAAAAALiADSMAAAAAwAXMPAEAAACAS3wzPbk1PBUVFSkjI0MWi0UWi0UZGRk6depUrf0rKir0+OOPq2vXrgoLC1N8fLzuu+8+HTlyxKnfgAEDZDKZnI4xY8a481IAAAAANBBmnmpw9913KycnR6tWrdKqVauUk5OjjIyMWvufOXNG27dv11NPPaXt27fr/fff1/fff6+bb765Wt/x48crPz/fccyfP9+dlwIAAACggfjoLU8KcNfAu3fv1qpVq7Rp0yb17t1bkvTaa68pNTVVe/bsUfv27audY7FYlJWV5dT2yiuvqFevXsrNzVXLli0d7aGhoYqNjXVX+QAAAADcxO6j6cltM0/Z2dmyWCyO4CRJffr0kcVi0caNG10ex2q1ymQyqWnTpk7tb7/9tqKiotS5c2c99thjKi4urnWMsrIy2Ww2pwMAAACAd/hodnLfzFNBQYGio6OrtUdHR6ugoMClMUpLS/XEE0/o7rvvVkREhKP9nnvuUVJSkmJjY/Xtt99q2rRp2rlzZ7VZq/MyMzP1zDPPXNyFAAAAAGhQl83M04wZM6pt1vDzY+vWrZIkk8lU7XzDMGps/7mKigqNGTNGdrtdc+fOdXpv/PjxGjRokLp06aIxY8bovffe0+rVq7V9+/Yax5o2bZqsVqvjyMvLq+9lAwAAALjM1XvmaeLEiRfc2a5Vq1b6+uuvdfTo0WrvHTt2TDExMXWeX1FRoVGjRmn//v364osvnGadatKjRw8FBgZq79696tGjR7X3zWazzGZznWMAAAAA8AxfnXmqd3iKiopSVFTUBfulpqbKarXqq6++Uq9evSRJmzdvltVqVVpaWq3nnQ9Oe/fu1ZdffqnmzZtf8LN27dqliooKxcXFuX4hAAAAALzCR7OT+zaM6Nixo4YOHarx48dr06ZN2rRpk8aPH68RI0Y47bTXoUMHLV++XJJUWVmpO+64Q1u3btXbb7+tqqoqFRQUqKCgQOXl5ZKkH374QTNnztTWrVt14MABrVixQnfeeaeSk5PVt29fd10OAAAAgAbiqzNPbn3O09tvv62uXbsqPT1d6enpuvrqq/Xmm2869dmzZ4+sVqsk6dChQ/roo4906NAhde/eXXFxcY7j/A59QUFB+vzzzzVkyBC1b99ekyZNUnp6ulavXi1/f393Xg4AAACABuCb0cmNu+1JUmRkpN566606+xg/SZ2tWrVyel2ThIQErV27tkHqAwAAAOB5F/qdv7Fy68wTAAAAAPycj2YnwhMAAAAAz7ITngAAAADgwli2BwAAAAAu8M3oRHgCAAAA4GFsVQ4AAAAArvDN7ER4AgAAAOBZbBgBAAAAAC4wfHTqifAEAAAAwKOYeQIAAACAOviZzv2TrcoBAAAAoA5+pnPpyUezE+EJAAAAgGf4/d/UE/c8AQAAAEAdzi/bs9u9W8fFIjwBAAAA8Aj/88v2vFzHxSI8AQAAAPCI8/c82X30pifCEwAAAACPcNzz5JvZifAEAAAAwDPYqhwAAAAAXODvxz1PAAAAAHBBJu55AgAAAIAL+++yPe/WcbEITwAAAAA8gt32AAAAAMAF58OTryI8AQAAAPAIv/9LHz468UR4AgAAAOAZ/izbq11RUZEyMjJksVhksViUkZGhU6dO1XnO/fffL5PJ5HT06dPHqU9ZWZkeeeQRRUVFKSwsTDfffLMOHTrkxisBAAAAcKnOL9vz0ezk3vB09913KycnR6tWrdKqVauUk5OjjIyMC543dOhQ5efnO44VK1Y4vT958mQtX75c7777rjZs2KCSkhKNGDFCVVVV7roUAAAAAJfIz8+3Z54C3DXw7t27tWrVKm3atEm9e/eWJL322mtKTU3Vnj171L59+1rPNZvNio2NrfE9q9WqhQsX6s0339SgQYMkSW+99ZYSEhK0evVqDRkypOEvBgAAAMAlc2xV7t0yLprbZp6ys7NlsVgcwUmS+vTpI4vFoo0bN9Z57po1axQdHa127dpp/PjxKiwsdLy3bds2VVRUKD093dEWHx+vLl261DpuWVmZbDab0wEAAADAs/67bM8345PbwlNBQYGio6OrtUdHR6ugoKDW84YNG6a3335bX3zxhV544QVt2bJFN9xwg8rKyhzjBgUFqVmzZk7nxcTE1DpuZmam474ri8WihISES7gyAAAAABfjsrvnacaMGdU2dPj5sXXrVkmSqYZ93A3DqLH9vNGjR+vGG29Uly5ddNNNN2nlypX6/vvv9emnn9ZZV13jTps2TVar1XHk5eXV44oBAAAANAR/xz1PXi7kItX7nqeJEydqzJgxdfZp1aqVvv76ax09erTae8eOHVNMTIzLnxcXF6fExETt3btXkhQbG6vy8nIVFRU5zT4VFhYqLS2txjHMZrPMZrPLnwkAAACg4f33niffTE/1Dk9RUVGKioq6YL/U1FRZrVZ99dVX6tWrlyRp8+bNslqttYacmpw4cUJ5eXmKi4uTJKWkpCgwMFBZWVkaNWqUJCk/P1/ffvutnn/++fpeDgAAAAAP8fPxmSe33fPUsWNHDR06VOPHj9emTZu0adMmjR8/XiNGjHDaaa9Dhw5avny5JKmkpESPPfaYsrOzdeDAAa1Zs0Y33XSToqKidOutt0qSLBaLxo0bp9/97nf6/PPPtWPHDt17773q2rWrY/c9AAAAAI3P+XuefPWmJ7dtVS5Jb7/9tiZNmuTYGe/mm2/WnDlznPrs2bNHVqtVkuTv769vvvlGb7zxhk6dOqW4uDhdf/31Wrp0qcLDwx3nvPTSSwoICNCoUaN09uxZDRw4UIsXL5a/v787LwcAAADAJTi/bM9XZ55Mhq/uE3gJbDabLBaLrFarIiIivFpLqyfq3ggDAAAA+KXonRSpzftPasZNnXR/3yRvlyOpftnAbcv2AAAAAOCnfH23PcITAAAAAI9wPOfJy3VcLMITAAAAAI84v9uer945RHgCAAAA4BF+vr3ZHuEJAAAAgGf4m87f8+Sb6YnwBAAAAMAjHMv2vFzHxSI8AQAAAPCI/z7nyTfjE+EJAAAAgEcE+J2LHz6anQhPAAAAADzj/HOeqnz0QU+EJwAAAAAeEUB4AgAAAIALOz/zxD1PAAAAAFCHAH9mngAAAADgghz3PDHzBAAAAAC1O7/bnp2ZJwAAAAConZ/p/LI9LxdykQhPAAAAADzi/D1PbBgBAAAAAHVgtz0AAAAAcAHPeQIAAAAAFzDzBAAAAAAuCPQ/Fz+YeQIAAACAOjie88RuewAAAABQO38Ty/YAAAAA4IL82DACAAAAAC7s/x7zpCpmnqorKipSRkaGLBaLLBaLMjIydOrUqTrPMZlMNR5/+ctfHH0GDBhQ7f0xY8a481IAAAAAXKLz9zwZPhqeAtw5+N13361Dhw5p1apVkqQHH3xQGRkZ+vjjj2s9Jz8/3+n1ypUrNW7cON1+++1O7ePHj9fMmTMdr0NCQhqwcgAAAAANzWTy7WV7bgtPu3fv1qpVq7Rp0yb17t1bkvTaa68pNTVVe/bsUfv27Ws8LzY21un1hx9+qOuvv16tW7d2ag8NDa3WFwAAAEDjxW57tcjOzpbFYnEEJ0nq06ePLBaLNm7c6NIYR48e1aeffqpx48ZVe+/tt99WVFSUOnfurMcee0zFxcW1jlNWViabzeZ0AAAAAPAsX99tz20zTwUFBYqOjq7WHh0drYKCApfG+Pvf/67w8HDddtttTu333HOPkpKSFBsbq2+//VbTpk3Tzp07lZWVVeM4mZmZeuaZZ+p/EQAAAAAazGW3296MGTNq3dTh/LF161ZJ/13T+FOGYdTYXpNFixbpnnvuUXBwsFP7+PHjNWjQIHXp0kVjxozRe++9p9WrV2v79u01jjNt2jRZrVbHkZeXV8+rBgAAAHCp/P8vfVw2M08TJ0684M52rVq10tdff62jR49We+/YsWOKiYm54OesX79ee/bs0dKlSy/Yt0ePHgoMDNTevXvVo0ePau+bzWaZzeYLjgMAAADAffwutw0joqKiFBUVdcF+qampslqt+uqrr9SrVy9J0ubNm2W1WpWWlnbB8xcuXKiUlBR169btgn137dqliooKxcXFXfgCAAAAAHiF/+W2bM9VHTt21NChQzV+/Hht2rRJmzZt0vjx4zVixAinnfY6dOig5cuXO51rs9n0z3/+U7/+9a+rjfvDDz9o5syZ2rp1qw4cOKAVK1bozjvvVHJysvr27euuywEAAABwiXx9wwi3PiT37bffVteuXZWenq709HRdffXVevPNN5367NmzR1ar1ant3XfflWEYuuuuu6qNGRQUpM8//1xDhgxR+/btNWnSJKWnp2v16tXy9/d35+UAAAAAuAS+vmGEWx+SGxkZqbfeeqvOPjU9XfjBBx/Ugw8+WGP/hIQErV27tkHqAwAAAOA5fo6ZJy8XcpHcOvMEAAAAAOf5+m57hCcAAAAAHuHru+0RngAAAAB4BLvtAQAAAIAL2G0PAAAAAFzg67vtEZ4AAAAAeMT5ZXs+mp0ITwAAAAA8gw0jAAAAAMAFbBgBAAAAAC4IIDwBAAAAwIUFBZyLHxVVdi9XcnEITwAAAAA8ItD/XPworyQ8AQAAAECtzs88lTPzBAAAAAC1C/Q/d89TeZVdhg8+KJfwBAAAAMAjgv5v2Z5h+OamEYQnAAAAAB5x/p4nSaqoIjwBAAAAQI3O3/Mk+eamEYQnAAAAAB5x/jlPkm9uGkF4AgAAAOARJpPJcd+TLz7rifAEAAAAwGMc25WzbA8AAAAAand+u3JmngAAAACgDud33OOeJwAAAACoA8v2AAAAAMAFYUEBkqTTZVVerqT+CE8AAAAAPMYSEihJsp6t8HIl9efW8PTss88qLS1NoaGhatq0qUvnGIahGTNmKD4+XiEhIRowYIB27drl1KesrEyPPPKIoqKiFBYWpptvvlmHDh1ywxUAjVOQP//dAwAA+KYIwlPNysvLdeedd+o3v/mNy+c8//zzevHFFzVnzhxt2bJFsbGxGjx4sIqLix19Jk+erOXLl+vdd9/Vhg0bVFJSohEjRqiqyvem/oCL0SOxqbdLAAAAuCgRIeeW7RGefuaZZ57RlClT1LVrV5f6G4ah2bNna/r06brtttvUpUsX/f3vf9eZM2f0zjvvSJKsVqsWLlyoF154QYMGDVJycrLeeustffPNN1q9erU7LwdoNG7udqW3SwAAALgoUU3MkqTVu4/KVupbAapRrf3Zv3+/CgoKlJ6e7mgzm8267rrrtHHjRknStm3bVFFR4dQnPj5eXbp0cfT5ubKyMtlsNqejsQjwMzn+fHuPFl6sBL5kUMdob5cAAABwUbq1aCpJ2nawSPmnSr1bTD01qvBUUFAgSYqJiXFqj4mJcbxXUFCgoKAgNWvWrNY+P5eZmSmLxeI4EhIS3FD9xflsSn9JUnCgn2be0lm39bjSsX2jr+uVFOntEn6RHh/aQdERwYqzBHu7lMvGc7c6z55PHtRW4eYAL1Vzcb743XV1vh8S6O+hSpy9NLrbBftEBLvvZ71l+qBq//tCeui61npvQqq3ywDgo8wBfmp9RZiGdI7RgPZX6KkRnTSye7zeeKCXJGlI5xiNTU1U94Smjs0jfIXJMAyjPifMmDFDzzzzTJ19tmzZop49ezpeL168WJMnT9apU6fqPG/jxo3q27evjhw5ori4OEf7+PHjlZeXp1WrVumdd97Rr371K5WVlTmdO3jwYLVp00avvvpqtXHLysqc+ttsNiUkJMhqtSoiIqLOmgAAAAD8ctlsNlksFpeyQb3/c97EiRM1ZsyYOvu0atWqvsNKkmJjYyWdm136aXgqLCx0zEbFxsaqvLxcRUVFTrNPhYWFSktLq3Fcs9kss9l8UTUBAAAAgHQR4SkqKkpRUVHuqEVJSUmKjY1VVlaWkpOTJZ3bsW/t2rWaNWuWJCklJUWBgYHKysrSqFGjJEn5+fn69ttv9fzzz7ulLgAAAABw66L93NxcnTx5Urm5uaqqqlJOTo4k6aqrrlKTJk0kSR06dFBmZqZuvfVWmUwmTZ48Wc8995zatm2rtm3b6rnnnlNoaKjuvvtuSZLFYtG4ceP0u9/9Ts2bN1dkZKQee+wxde3aVYMGDXLn5QAAAAC4jLk1PD399NP6+9//7nh9fjbpyy+/1IABAyRJe/bskdVqdfT5n//5H509e1a//e1vVVRUpN69e+uzzz5TeHi4o89LL72kgIAAjRo1SmfPntXAgQO1ePFi+ft754ZnAAAAAL989d4w4pegPjeFAQAAAPjlqk82+GXsiQ0AAAAAbkZ4AgAAAAAXEJ4AAAAAwAWEJwAAAABwAeEJAAAAAFxAeAIAAAAAF7j1OU+N1fnd2W02m5crAQAAAOBN5zOBK09wuizDU3FxsSQpISHBy5UAAAAAaAyKi4tlsVjq7HNZPiTXbrfryJEjCg8Pl8lk8nY5stlsSkhIUF5eHg/txQXxfUF98Z1BffGdQX3xnUF9NabvjGEYKi4uVnx8vPz86r6r6bKcefLz81OLFi28XUY1ERERXv/ywHfwfUF98Z1BffGdQX3xnUF9NZbvzIVmnM5jwwgAAAAAcAHhCQAAAABcQHhqBMxms/74xz/KbDZ7uxT4AL4vqC++M6gvvjOoL74zqC9f/c5clhtGAAAAAEB9MfMEAAAAAC4gPAEAAACACwhPAAAAAOACwhMAAAAAuIDw5GVz585VUlKSgoODlZKSovXr13u7JDRSmZmZuuaaaxQeHq7o6GiNHDlSe/bs8XZZ8CGZmZkymUyaPHmyt0tBI3b48GHde++9at68uUJDQ9W9e3dt27bN22WhkaqsrNSTTz6ppKQkhYSEqHXr1po5c6bsdru3S0MjsW7dOt10002Kj4+XyWTSBx984PS+YRiaMWOG4uPjFRISogEDBmjXrl3eKdYFhCcvWrp0qSZPnqzp06drx44d6tevn4YNG6bc3Fxvl4ZGaO3atXr44Ye1adMmZWVlqbKyUunp6Tp9+rS3S4MP2LJlixYsWKCrr77a26WgESsqKlLfvn0VGBiolStX6rvvvtMLL7ygpk2bers0NFKzZs3Sq6++qjlz5mj37t16/vnn9Ze//EWvvPKKt0tDI3H69Gl169ZNc+bMqfH9559/Xi+++KLmzJmjLVu2KDY2VoMHD1ZxcbGHK3UNW5V7Ue/evdWjRw/NmzfP0daxY0eNHDlSmZmZXqwMvuDYsWOKjo7W2rVr1b9/f2+Xg0aspKREPXr00Ny5c/XnP/9Z3bt31+zZs71dFhqhJ554Qv/+979ZBQGXjRgxQjExMVq4cKGj7fbbb1doaKjefPNNL1aGxshkMmn58uUaOXKkpHOzTvHx8Zo8ebIef/xxSVJZWZliYmI0a9YsPfTQQ16stmbMPHlJeXm5tm3bpvT0dKf29PR0bdy40UtVwZdYrVZJUmRkpJcrQWP38MMP68Ybb9SgQYO8XQoauY8++kg9e/bUnXfeqejoaCUnJ+u1117zdlloxK699lp9/vnn+v777yVJO3fu1IYNGzR8+HAvVwZfsH//fhUUFDj9Pmw2m3Xdddc12t+HA7xdwOXq+PHjqqqqUkxMjFN7TEyMCgoKvFQVfIVhGJo6daquvfZadenSxdvloBF79913tX37dm3ZssXbpcAH/Pjjj5o3b56mTp2qP/zhD/rqq680adIkmc1m3Xfffd4uD43Q448/LqvVqg4dOsjf319VVVV69tlnddddd3m7NPiA87/z1vT78MGDB71R0gURnrzMZDI5vTYMo1ob8HMTJ07U119/rQ0bNni7FDRieXl5evTRR/XZZ58pODjY2+XAB9jtdvXs2VPPPfecJCk5OVm7du3SvHnzCE+o0dKlS/XWW2/pnXfeUefOnZWTk6PJkycrPj5eY8eO9XZ58BG+9Psw4clLoqKi5O/vX22WqbCwsFr6Bn7qkUce0UcffaR169apRYsW3i4Hjdi2bdtUWFiolJQUR1tVVZXWrVunOXPmqKysTP7+/l6sEI1NXFycOnXq5NTWsWNHLVu2zEsVobH7/e9/ryeeeEJjxoyRJHXt2lUHDx5UZmYm4QkXFBsbK+ncDFRcXJyjvTH/Psw9T14SFBSklJQUZWVlObVnZWUpLS3NS1WhMTMMQxMnTtT777+vL774QklJSd4uCY3cwIED9c033ygnJ8dx9OzZU/fcc49ycnIITqimb9++1R6B8P333ysxMdFLFaGxO3PmjPz8nH+d9Pf3Z6tyuCQpKUmxsbFOvw+Xl5dr7dq1jfb3YWaevGjq1KnKyMhQz549lZqaqgULFig3N1cTJkzwdmlohB5++GG98847+vDDDxUeHu6YtbRYLAoJCfFydWiMwsPDq90TFxYWpubNm3OvHGo0ZcoUpaWl6bnnntOoUaP01VdfacGCBVqwYIG3S0MjddNNN+nZZ59Vy5Yt1blzZ+3YsUMvvviiHnjgAW+XhkaipKRE+/btc7zev3+/cnJyFBkZqZYtW2ry5Ml67rnn1LZtW7Vt21bPPfecQkNDdffdd3ux6tqxVbmXzZ07V88//7zy8/PVpUsXvfTSS2w7jRrVtvb39ddf1/333+/ZYuCzBgwYwFblqNMnn3yiadOmae/evUpKStLUqVM1fvx4b5eFRqq4uFhPPfWUli9frsLCQsXHx+uuu+7S008/raCgIG+Xh0ZgzZo1uv7666u1jx07VosXL5ZhGHrmmWc0f/58FRUVqXfv3vrb3/7WaP8jH+EJAAAAAFzAPU8AAAAA4ALCEwAAAAC4gPAEAAAAAC4gPAEAAACACwhPAAAAAOACwhMAAAAAuIDwBAAAAAAuIDwBAAAAgAsITwCAy8r999+vkSNHNvi4ixcvVtOmTRt8XABA40F4AgCgnlq1aqXZs2c7tY0ePVrff/+9dwoCAHhEgLcLAADglyAkJEQhISHeLgMA4EbMPAEA3OK9995T165dFRISoubNm2vQoEE6ffq0JGnLli0aPHiwoqKiZLFYdN1112n79u1O55tMJs2fP18jRoxQaGioOnbsqOzsbO3bt08DBgxQWFiYUlNT9cMPPzjOmTFjhrp376758+crISFBoaGhuvPOO3Xq1Kla6zQMQ88//7xat26tkJAQdevWTe+9916t/QcMGKCDBw9qypQpMplMMplMkqov2ztfy6JFi9SyZUs1adJEv/nNb1RVVaXnn39esbGxio6O1rPPPus0vtVq1YMPPqjo6GhFRETohhtu0M6dO139sQMA3IjwBABocPn5+brrrrv0wAMPaPfu3VqzZo1uu+02GYYhSSouLtbYsWO1fv16bdq0SW3bttXw4cNVXFzsNM6f/vQn3XfffcrJyVGHDh10991366GHHtK0adO0detWSdLEiROdztm3b5/+8Y9/6OOPP9aqVauUk5Ojhx9+uNZan3zySb3++uuaN2+edu3apSlTpujee+/V2rVra+z//vvvq0WLFpo5c6by8/OVn59f69g//PCDVq5cqVWrVmnJkiVatGiRbrzxRh06dEhr167VrFmz9OSTT2rTpk2SzgW5G2+8UQUFBVqxYoW2bdumHj16aODAgTp58uSFf/AAAPcyAABoYNu2bTMkGQcOHHCpf2VlpREeHm58/PHHjjZJxpNPPul4nZ2dbUgyFi5c6GhbsmSJERwc7Hj9xz/+0fD39zfy8vIcbStXrjT8/PyM/Px8wzAMY+zYscYtt9xiGIZhlJSUGMHBwcbGjRud6hk3bpxx11131VpvYmKi8dJLLzm1vf7664bFYnGqJTQ01LDZbI62IUOGGK1atTKqqqocbe3btzcyMzMNwzCMzz//3IiIiDBKS0udxm7Tpo0xf/78WusBAHgG9zwBABpct27dNHDgQHXt2lVDhgxRenq67rjjDjVr1kySVFhYqKefflpffPGFjh49qqqqKp05c0a5ublO41x99dWOP8fExEiSunbt6tRWWloqm82miIgISVLLli3VokULR5/U1FTZ7Xbt2bNHsbGxTuN/9913Ki0t1eDBg53ay8vLlZycfMk/h1atWik8PNypXn9/f/n5+Tm1FRYWSpK2bdumkpISNW/e3Gmcs2fPOi1PBAB4B+EJANDg/P39lZWVpY0bN+qzzz7TK6+8ounTp2vz5s1KSkrS/fffr2PHjmn27NlKTEyU2WxWamqqysvLncYJDAx0/Pn8vUU1tdnt9lprOd/n/D9/6vx5n376qa688kqn98xmc30uuUY/rfV8DTW1na/DbrcrLi5Oa9asqTYW26ADgPcRngAAbmEymdS3b1/17dtXTz/9tBITE7V8+XJNnTpV69ev19y5czV8+HBJUl5eno4fP94gn5ubm6sjR44oPj5ekpSdnS0/Pz+1a9euWt9OnTrJbDYrNzdX1113ncufERQUpKqqqgap96d69OihgoICBQQEqFWrVg0+PgDg0hCeAAANbvPmzfr888+Vnp6u6Ohobd68WceOHVPHjh0lSVdddZXefPNN9ezZUzabTb///e8bbJvv4OBgjR07Vv/7v/8rm82mSZMmadSoUdWW7ElSeHi4HnvsMU2ZMkV2u13XXnutbDabNm7cqCZNmmjs2LE1fkarVq20bt06jRkzRmazWVFRUQ1S+6BBg5SamqqRI0dq1qxZat++vY4cOaIVK1Zo5MiR6tmzZ4N8DgDg4hCeAAANLiIiQuvWrdPs2bNls9mUmJioF154QcOGDZMkLVq0SA8++KCSk5PVsmVLPffcc3rsscca5LOvuuoq3XbbbRo+fLhOnjyp4cOHa+7cubX2/9Of/qTo6GhlZmbqxx9/VNOmTdWjRw/94Q9/qPWcmTNn6qGHHlKbNm1UVlbm2EXwUplMJq1YsULTp0/XAw88oGPHjik2Nlb9+/d33PMFAPAek9FQf+MDAOBlM2bM0AcffKCcnBxvlwIA+AXiOU8AAAAA4ALCEwAAAAC4gGV7AAAAAOACZp4AAAAAwAWEJwAAAABwAeEJAAAAAFxAeAIAAAAAFxCeAAAAAMAFhCcAAAAAcAHhCQAAAABcQHgCAAAAABf8/6GvFYg96AAkAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pywt\n",
    "import librosa\n",
    "import librosa.display\n",
    "from scipy.signal import chirp\n",
    "\n",
    "fs = 10000\n",
    "t = np.linspace(0, 10, 10*fs, endpoint=False)\n",
    "w = chirp(t, f0=5000, f1=0.1, t1=10, method='linear')\n",
    "plt.figure(figsize=(10, 4))\n",
    "plt.plot(t, w)\n",
    "plt.title(\"Linear Chirp\")\n",
    "plt.xlabel('sample time')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### STFT\n",
    "The Short-Time Fourier Transform (STFT) is a generalization of the Fourier Transform that allows to analyze the frequency content of a signal as a function of time. The STFT is defined as:\n",
    "\\begin{equation}\n",
    "X(m, \\omega) = \\sum_{n=0}^{N-1} x(n) w(n-m) e^{-j \\omega n}\n",
    "\\end{equation}\n",
    "where:\n",
    "- $x(n)$ is the input signal\n",
    "- $w(n)$ is the window function\n",
    "- $N$ is the length of the window\n",
    "- $m$ is the window index\n",
    "- $\\omega$ is the frequency index\n",
    "- $X(m, \\omega)$ is the STFT of the signal\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Use the function `librosa.stft`  to have a time-frequency representation of your signal "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\mzhao\\AppData\\Local\\Temp\\ipykernel_10608\\390695707.py:7: UserWarning: Trying to display complex-valued input. Showing magnitude instead.\n",
      "  librosa.display.specshow(D, sr=fs, hop_length=500,  x_axis='time', y_axis='linear')\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x2b5c0d443d0>"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Stft\n",
    "D = librosa.stft(y=w,\n",
    "                 n_fft=500,\n",
    "                 hop_length=500)\n",
    "# D = np.abs(D)\n",
    "# D = 20 * np.log10(np.abs(D)**2+sys.float_info.epsilon)\n",
    "librosa.display.specshow(D, sr=fs, hop_length=500,  x_axis='time', y_axis='linear')\n",
    "plt.colorbar(label='Magnitude')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Experiment and explain the effect of the n_fft and hop_length parameter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\mzhao\\AppData\\Local\\Temp\\ipykernel_10608\\3366147112.py:5: UserWarning: Trying to display complex-valued input. Showing magnitude instead.\n",
      "  librosa.display.specshow(D, sr=fs, hop_length=500,  x_axis='time', y_axis='linear')\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x2b5c117f3a0>"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Stft\n",
    "D = librosa.stft(y=w,\n",
    "                 n_fft=5000,\n",
    "                 hop_length=500)\n",
    "librosa.display.specshow(D, sr=fs, hop_length=500,  x_axis='time', y_axis='linear')\n",
    "plt.colorbar(label='Magnitude')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x2b5c13c77c0>"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Stft\n",
    "D = librosa.stft(y=w,\n",
    "                 n_fft=500,\n",
    "                 hop_length=500)\n",
    "D = np.abs(D)\n",
    "D = 20 * np.log10(np.abs(D)**2+sys.float_info.epsilon)\n",
    "librosa.display.specshow(D, sr=fs, hop_length=500,  x_axis='time', y_axis='linear')\n",
    "plt.colorbar(format='%+2.0f dB')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x2b5c4043f40>"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Mel spectrogram\n",
    "D = librosa.feature.melspectrogram(y=w,\n",
    "                               sr=10000,\n",
    "                               n_fft=500,\n",
    "                               hop_length=500,\n",
    "                               n_mels=64,\n",
    "                               power=2.0)\n",
    "D = 20 * np.log10(D+sys.float_info.epsilon)\n",
    "librosa.display.specshow(D, sr=8000,   x_axis='time', y_axis='mel')\n",
    "\n",
    "plt.colorbar(format='%+2.0f dB')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Chromagram\n",
    "\n",
    "- reduce the frequency dimension, gather information from one fequency and its hormanics. \n",
    "- Very usefull with music signal."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x2b5b12c3d00>"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Chromagram\n",
    "D = librosa.feature.chroma_stft(y=w, \n",
    "                            sr=fs, \n",
    "                            hop_length=500, \n",
    "                            n_fft=500,\n",
    "                            n_chroma=12)\n",
    "librosa.display.specshow(D, y_axis='chroma', x_axis='time')\n",
    "plt.colorbar(format='%+2.0f dB')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Wavelet Transform\n",
    "\n",
    "- Advantage: Invertible transformations, optimal time-frequency representation\n",
    "- Cons: No reduction of dimensionality"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Wavelet Packet Transform\n",
    "\n",
    "What effect does level have? How does the result look like with different type of wavelets?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x2b5db4dc700>"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Wavelet Packet Transform\n",
    "filterd = 'db8'# Type of wavelet\n",
    "Lvl=5 # Number of level, 2**Lvl outputs\n",
    "Coeffs = pywt.WaveletPacket(w, filterd, mode='symmetric')\n",
    "D = np.array([node.data for node in Coeffs.get_level(Lvl, 'freq')])\n",
    "# D=20 * np.log10(np.abs(D)+sys.float_info.epsilon)  \n",
    "D=np.abs(D)\n",
    "librosa.display.specshow(D, sr=fs, hop_length=15,  x_axis='time', y_axis='linear')\n",
    "plt.colorbar(label='Magnitude')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Discrete wavelet Transform\n",
    "\n",
    "Is the log representation useful in this case?\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x2b5dbabf7c0>"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Function to convert output of Discrete Wavelet Transform to a spectrogram\n",
    "def Desp2Spec(Coeff, Pool='Abs', NP=313):\n",
    "    level=len(Coeff)\n",
    "    R = np.zeros((level,NP))\n",
    "    for j in range(level):\n",
    "        X = Coeff[j]\n",
    "        v = np.floor(np.linspace(0,np.shape(X)[0],NP+1))\n",
    "        \n",
    "        for k in range(NP):\n",
    "            if Pool=='Abs':\n",
    "                R[j,k] = np.mean(np.abs(X[int(v[k]):int((v[k+1])+1)]))\n",
    "            elif Pool=='Log':\n",
    "                R[j,k] = 10 * np.log10(np.mean(X[int(v[k]):int((v[k+1])+1)]**2)+sys.float_info.epsilon)         \n",
    "    return np.array(R)\n",
    "\n",
    "# Discrete Wavelet Transform\n",
    "filterd = 'db6'# Wavelet\n",
    "Lvl=11 # Number of level, Lvl+1 outputs\n",
    "Coeffs = pywt.wavedec(w, filterd, mode='symmetric', level=11, axis=-1)\n",
    "D = Desp2Spec(Coeffs, Pool='Log', NP=2000)\n",
    "librosa.display.specshow(D, sr=fs, hop_length=15,  x_axis='time', y_axis='mel')\n",
    "plt.colorbar(format='%+2.0f dB')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Download data\n",
    "\n",
    "(Escape the cells if you already have the data)\n",
    "\n",
    "Option 1: download it from the shared drive and unzip \n",
    "https://drive.google.com/file/d/1tqal6Tw9wH6VLqvlTrjp2olzfeqqOVYe/view?usp=sharing\n",
    "\n",
    "Option 2: use gdown to download the folder and unpack"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# root folder of the data\n",
    "DATA_FOLDER = './'\n",
    "\n",
    "DATA_FILE_FOLDER = f'{DATA_FOLDER}/Track_data'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: gdown in c:\\users\\mzhao\\.conda\\envs\\eff_env\\lib\\site-packages (5.1.0)\n",
      "Requirement already satisfied: beautifulsoup4 in c:\\users\\mzhao\\.conda\\envs\\eff_env\\lib\\site-packages (from gdown) (4.12.3)\n",
      "Requirement already satisfied: filelock in c:\\users\\mzhao\\.conda\\envs\\eff_env\\lib\\site-packages (from gdown) (3.13.1)\n",
      "Requirement already satisfied: requests[socks] in c:\\users\\mzhao\\.conda\\envs\\eff_env\\lib\\site-packages (from gdown) (2.31.0)\n",
      "Requirement already satisfied: tqdm in c:\\users\\mzhao\\.conda\\envs\\eff_env\\lib\\site-packages (from gdown) (4.65.0)\n",
      "Requirement already satisfied: soupsieve>1.2 in c:\\users\\mzhao\\.conda\\envs\\eff_env\\lib\\site-packages (from beautifulsoup4->gdown) (2.5)\n",
      "Requirement already satisfied: charset-normalizer<4,>=2 in c:\\users\\mzhao\\.conda\\envs\\eff_env\\lib\\site-packages (from requests[socks]->gdown) (2.0.4)\n",
      "Requirement already satisfied: idna<4,>=2.5 in c:\\users\\mzhao\\.conda\\envs\\eff_env\\lib\\site-packages (from requests[socks]->gdown) (3.4)\n",
      "Requirement already satisfied: urllib3<3,>=1.21.1 in c:\\users\\mzhao\\.conda\\envs\\eff_env\\lib\\site-packages (from requests[socks]->gdown) (1.26.16)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in c:\\users\\mzhao\\.conda\\envs\\eff_env\\lib\\site-packages (from requests[socks]->gdown) (2024.2.2)\n",
      "Requirement already satisfied: PySocks!=1.5.7,>=1.5.6 in c:\\users\\mzhao\\.conda\\envs\\eff_env\\lib\\site-packages (from requests[socks]->gdown) (1.7.1)\n",
      "Requirement already satisfied: colorama in c:\\users\\mzhao\\.conda\\envs\\eff_env\\lib\\site-packages (from tqdm->gdown) (0.4.6)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Downloading...\n",
      "From (original): https://drive.google.com/uc?export=download&id=1tqal6Tw9wH6VLqvlTrjp2olzfeqqOVYe\n",
      "From (redirected): https://drive.usercontent.google.com/download?id=1tqal6Tw9wH6VLqvlTrjp2olzfeqqOVYe&export=download&confirm=t&uuid=18f65548-acd9-4866-bd58-23ac81a4bd4d\n",
      "To: c:\\Users\\mzhao\\OneDrive - epfl.ch\\02-courses\\ss2024\\ds_cm\\assignment_1\\track_data.zip\n",
      "100%|██████████| 181M/181M [00:10<00:00, 17.1MB/s] \n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'.//track_data.zip'"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "!pip install gdown\n",
    "\n",
    "import gdown\n",
    "\n",
    "output_filename = f'{DATA_FOLDER}/track_data.zip'\n",
    "\n",
    "file_id = '1tqal6Tw9wH6VLqvlTrjp2olzfeqqOVYe' \n",
    "\n",
    "download_url = f'https://drive.google.com/uc?export=download&id={file_id}'\n",
    "gdown.download(download_url, output_filename, quiet=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "!unzip f'{DATA_FOLDER}/track_data.zip'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Defining dataloader\n",
    "Please read `Data description.pdf` (uploaded on moolde) to gain information about the *Categories (classes)*, *Sensors*, and *Speed*\n",
    "\n",
    "For loading the dataset, Data_loader class is defined:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Constants representing possible data categories\n",
    "SPEED_ALL = [20, 40, 60, 80]  # Operating conditions\n",
    "SENSOR_ALL = [\"Acoustic\", \"Accelerometer\"]\n",
    "CAT_ALL = [\"Mortar\", \"Rubber\", \"Spring\"] # mortar: no damage, rubber: intermedi damage, spring: severe damage\n",
    "\n",
    "class DataLoader:\n",
    "    \"\"\"\n",
    "    Loads and organizes data collected under different conditions.\n",
    "\n",
    "    Attributes:\n",
    "        Fs (int): Sampling frequency (20000 Hz)\n",
    "        speed_all (list): List of available operating speeds.\n",
    "        sensor_all (list): List of available sensor types.\n",
    "        class_all (list): List of available object classes.\n",
    "        sub_folders (list):  List of subdirectories in the data path.\n",
    "        X (numpy.ndarray): 4D array to store loaded data.\n",
    "                         Dimensions: (Sensor, Speed, Class, Index) \n",
    "    \"\"\"\n",
    "\n",
    "    def __init__(self, data_path):  \n",
    "        \"\"\"\n",
    "        Initializes the Data_loader object.\n",
    "\n",
    "        Args:\n",
    "            data_path (str): Path to the directory containing the data.\n",
    "        \"\"\"\n",
    "        self.Fs = 20000\n",
    "        self.speed_all = SPEED_ALL  # Use the constants\n",
    "        self.sensor_all = SENSOR_ALL\n",
    "        self.cat_all = CAT_ALL\n",
    "        self.sub_folders = [f for f in os.listdir(data_path) if f != '.DS_Store']\n",
    "        self.sub_folders = sorted(self.sub_folders,key=lambda s: int(s.split(\"-\")[0][7:]))\n",
    "        self.X = self.get_X(data_path)\n",
    "\n",
    "    def get_X(self, data_path):\n",
    "        \"\"\"\n",
    "        Loads and organizes data into the X attribute.\n",
    "\n",
    "        Args:\n",
    "            data_path (str): Path to the data directory.\n",
    "\n",
    "        Returns:\n",
    "            numpy.ndarray: 4D array containing the loaded data.\n",
    "        \"\"\"\n",
    "        \n",
    "        X = {}\n",
    "\n",
    "        cat_order_data = [\"Mortar\", \"Spring\", \"Rubber\"] # order of the data in the subfolders as defined in the data description\n",
    "        for subfolder in self.sub_folders: \n",
    "            print(f'=========== Processing subfolder {subfolder}... ===========')\n",
    "            speed = int(re.search(r\"Speed(\\d+)\", subfolder).group(1)) # e.g. Running14-Speed60-A-B\n",
    "            run_idx = int(re.search(r\"Running(\\d+)\", subfolder).group(1))\n",
    "            sample_idx = (run_idx-1)%6\n",
    "            for cat_idx in range(len(cat_order_data)):\n",
    "                for sensor_idx in range(len(self.sensor_all)):\n",
    "                    file_id = 1 + 2*(cat_idx*2 + sensor_idx)\n",
    "                    file_id = str(file_id).zfill(2)\n",
    "                    try: \n",
    "                        # find file in subfolder that contains file_id in the file name \n",
    "                        file = [f for f in os.listdir(f'{data_path}/{subfolder}') if f'Seg_AI12-{file_id}_' in f][0]\n",
    "                        print(f'Processing {file}, sensor: {self.sensor_all[sensor_idx]}, speed: {speed}, cat: {cat_order_data[cat_idx]}, sample: {sample_idx}...')\n",
    "                        X[(self.sensor_all[sensor_idx], speed, cat_order_data[cat_idx], sample_idx)] = self.loader(f'{data_path}/{subfolder}/{file}')\n",
    "                    except Exception as e:\n",
    "                        print(f'Error processing {file}, because {e}, skipping...')\n",
    "        return X\n",
    "\n",
    "    def loader(self, subpath):\n",
    "        \"\"\"\n",
    "        Loads data from a .mat file.\n",
    "\n",
    "        Args:\n",
    "            subpath (str): Path to the .mat file.\n",
    "\n",
    "        Returns:\n",
    "            The extracted signal from the 'Data_struct_Seg' field.\n",
    "        \"\"\"\n",
    "        data_struct = loadmat(subpath)\n",
    "        return data_struct[\"Data_struct_Seg\"][0][0][4].squeeze()  # Signal\n",
    "\n",
    "    def extract(self, idx, cat=\"Mortar\", sensor=\"Acoustic\", speed=80):\n",
    "        \"\"\"\n",
    "        Extracts a specific data sample based on provided parameters.\n",
    "\n",
    "        Args:\n",
    "            index (int): The index of the data sample to extract.\n",
    "            Class (str, optional): The object class. Defaults to \"Mortar\".\n",
    "            Sensor (str, optional): The sensor type. Defaults to \"Acoustic\".\n",
    "            Speed (int, optional): The operating speed. Defaults to 80.\n",
    "\n",
    "        Returns:\n",
    "            The extracted data point.\n",
    "        \"\"\"\n",
    "        return self.X[(sensor, speed, cat, idx)]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# root folder of the data\n",
    "DATA_FOLDER = './'\n",
    "\n",
    "DATA_FILE_FOLDER = f'{DATA_FOLDER}/Track_data'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=========== Processing subfolder Running1-Speed20-B-A... ===========\n",
      "Processing Seg_AI12-01_20210922101719.mat, sensor: Acoustic, speed: 20, cat: Mortar, sample: 0...\n",
      "Processing Seg_AI12-03_20210922101719.mat, sensor: Accelerometer, speed: 20, cat: Mortar, sample: 0...\n",
      "Processing Seg_AI12-05_20210922101719.mat, sensor: Acoustic, speed: 20, cat: Spring, sample: 0...\n",
      "Processing Seg_AI12-07_20210922101719.mat, sensor: Accelerometer, speed: 20, cat: Spring, sample: 0...\n",
      "Processing Seg_AI12-09_20210922101719.mat, sensor: Acoustic, speed: 20, cat: Rubber, sample: 0...\n",
      "Processing Seg_AI12-11_20210922101719.mat, sensor: Accelerometer, speed: 20, cat: Rubber, sample: 0...\n",
      "=========== Processing subfolder Running2-Speed20-A-B... ===========\n",
      "Processing Seg_AI12-01_20210922101748.mat, sensor: Acoustic, speed: 20, cat: Mortar, sample: 1...\n",
      "Processing Seg_AI12-03_20210922101748.mat, sensor: Accelerometer, speed: 20, cat: Mortar, sample: 1...\n",
      "Processing Seg_AI12-05_20210922101748.mat, sensor: Acoustic, speed: 20, cat: Spring, sample: 1...\n",
      "Processing Seg_AI12-07_20210922101748.mat, sensor: Accelerometer, speed: 20, cat: Spring, sample: 1...\n",
      "Processing Seg_AI12-09_20210922101748.mat, sensor: Acoustic, speed: 20, cat: Rubber, sample: 1...\n",
      "Processing Seg_AI12-11_20210922101748.mat, sensor: Accelerometer, speed: 20, cat: Rubber, sample: 1...\n",
      "=========== Processing subfolder Running3-Speed20-B-A... ===========\n",
      "Processing Seg_AI12-01_20210922101842.mat, sensor: Acoustic, speed: 20, cat: Mortar, sample: 2...\n",
      "Processing Seg_AI12-03_20210922101842.mat, sensor: Accelerometer, speed: 20, cat: Mortar, sample: 2...\n",
      "Processing Seg_AI12-05_20210922101842.mat, sensor: Acoustic, speed: 20, cat: Spring, sample: 2...\n",
      "Processing Seg_AI12-07_20210922101842.mat, sensor: Accelerometer, speed: 20, cat: Spring, sample: 2...\n",
      "Processing Seg_AI12-09_20210922101842.mat, sensor: Acoustic, speed: 20, cat: Rubber, sample: 2...\n",
      "Processing Seg_AI12-11_20210922101842.mat, sensor: Accelerometer, speed: 20, cat: Rubber, sample: 2...\n",
      "=========== Processing subfolder Running4-Speed20-A-B... ===========\n",
      "Processing Seg_AI12-01_20210922101921.mat, sensor: Acoustic, speed: 20, cat: Mortar, sample: 3...\n",
      "Processing Seg_AI12-03_20210922101921.mat, sensor: Accelerometer, speed: 20, cat: Mortar, sample: 3...\n",
      "Processing Seg_AI12-05_20210922101921.mat, sensor: Acoustic, speed: 20, cat: Spring, sample: 3...\n",
      "Processing Seg_AI12-07_20210922101921.mat, sensor: Accelerometer, speed: 20, cat: Spring, sample: 3...\n",
      "Processing Seg_AI12-09_20210922101921.mat, sensor: Acoustic, speed: 20, cat: Rubber, sample: 3...\n",
      "Processing Seg_AI12-11_20210922101921.mat, sensor: Accelerometer, speed: 20, cat: Rubber, sample: 3...\n",
      "=========== Processing subfolder Running5-Speed20-B-A... ===========\n",
      "Processing Seg_AI12-01_20210922102012.mat, sensor: Acoustic, speed: 20, cat: Mortar, sample: 4...\n",
      "Processing Seg_AI12-03_20210922102012.mat, sensor: Accelerometer, speed: 20, cat: Mortar, sample: 4...\n",
      "Processing Seg_AI12-05_20210922102012.mat, sensor: Acoustic, speed: 20, cat: Spring, sample: 4...\n",
      "Processing Seg_AI12-07_20210922102012.mat, sensor: Accelerometer, speed: 20, cat: Spring, sample: 4...\n",
      "Processing Seg_AI12-09_20210922102012.mat, sensor: Acoustic, speed: 20, cat: Rubber, sample: 4...\n",
      "Processing Seg_AI12-11_20210922102012.mat, sensor: Accelerometer, speed: 20, cat: Rubber, sample: 4...\n",
      "=========== Processing subfolder Running6-Speed20-A-B... ===========\n",
      "Processing Seg_AI12-01_20210922102250.mat, sensor: Acoustic, speed: 20, cat: Mortar, sample: 5...\n",
      "Processing Seg_AI12-03_20210922102250.mat, sensor: Accelerometer, speed: 20, cat: Mortar, sample: 5...\n",
      "Processing Seg_AI12-05_20210922102250.mat, sensor: Acoustic, speed: 20, cat: Spring, sample: 5...\n",
      "Processing Seg_AI12-07_20210922102250.mat, sensor: Accelerometer, speed: 20, cat: Spring, sample: 5...\n",
      "Processing Seg_AI12-09_20210922102250.mat, sensor: Acoustic, speed: 20, cat: Rubber, sample: 5...\n",
      "Processing Seg_AI12-11_20210922102250.mat, sensor: Accelerometer, speed: 20, cat: Rubber, sample: 5...\n",
      "=========== Processing subfolder Running7-Speed40-B-A... ===========\n",
      "Processing Seg_AI12-01_20210922102318.mat, sensor: Acoustic, speed: 40, cat: Mortar, sample: 0...\n",
      "Processing Seg_AI12-03_20210922102318.mat, sensor: Accelerometer, speed: 40, cat: Mortar, sample: 0...\n",
      "Processing Seg_AI12-05_20210922102318.mat, sensor: Acoustic, speed: 40, cat: Spring, sample: 0...\n",
      "Processing Seg_AI12-07_20210922102318.mat, sensor: Accelerometer, speed: 40, cat: Spring, sample: 0...\n",
      "Processing Seg_AI12-09_20210922102318.mat, sensor: Acoustic, speed: 40, cat: Rubber, sample: 0...\n",
      "Processing Seg_AI12-11_20210922102318.mat, sensor: Accelerometer, speed: 40, cat: Rubber, sample: 0...\n",
      "=========== Processing subfolder Running8-Speed40-A-B... ===========\n",
      "Processing Seg_AI12-01_20210922102533.mat, sensor: Acoustic, speed: 40, cat: Mortar, sample: 1...\n",
      "Processing Seg_AI12-03_20210922102533.mat, sensor: Accelerometer, speed: 40, cat: Mortar, sample: 1...\n",
      "Processing Seg_AI12-05_20210922102533.mat, sensor: Acoustic, speed: 40, cat: Spring, sample: 1...\n",
      "Processing Seg_AI12-07_20210922102533.mat, sensor: Accelerometer, speed: 40, cat: Spring, sample: 1...\n",
      "Processing Seg_AI12-09_20210922102533.mat, sensor: Acoustic, speed: 40, cat: Rubber, sample: 1...\n",
      "Processing Seg_AI12-11_20210922102533.mat, sensor: Accelerometer, speed: 40, cat: Rubber, sample: 1...\n",
      "=========== Processing subfolder Running9-Speed40-B-A... ===========\n",
      "Processing Seg_AI12-01_20210922102637.mat, sensor: Acoustic, speed: 40, cat: Mortar, sample: 2...\n",
      "Processing Seg_AI12-03_20210922102637.mat, sensor: Accelerometer, speed: 40, cat: Mortar, sample: 2...\n",
      "Processing Seg_AI12-05_20210922102637.mat, sensor: Acoustic, speed: 40, cat: Spring, sample: 2...\n",
      "Processing Seg_AI12-07_20210922102637.mat, sensor: Accelerometer, speed: 40, cat: Spring, sample: 2...\n",
      "Processing Seg_AI12-09_20210922102637.mat, sensor: Acoustic, speed: 40, cat: Rubber, sample: 2...\n",
      "Processing Seg_AI12-11_20210922102637.mat, sensor: Accelerometer, speed: 40, cat: Rubber, sample: 2...\n",
      "=========== Processing subfolder Running10-Speed40-A-B... ===========\n",
      "Processing Seg_AI12-01_20210922103202.mat, sensor: Acoustic, speed: 40, cat: Mortar, sample: 3...\n",
      "Processing Seg_AI12-03_20210922103202.mat, sensor: Accelerometer, speed: 40, cat: Mortar, sample: 3...\n",
      "Processing Seg_AI12-05_20210922103202.mat, sensor: Acoustic, speed: 40, cat: Spring, sample: 3...\n",
      "Processing Seg_AI12-07_20210922103202.mat, sensor: Accelerometer, speed: 40, cat: Spring, sample: 3...\n",
      "Processing Seg_AI12-09_20210922103202.mat, sensor: Acoustic, speed: 40, cat: Rubber, sample: 3...\n",
      "Processing Seg_AI12-11_20210922103202.mat, sensor: Accelerometer, speed: 40, cat: Rubber, sample: 3...\n",
      "=========== Processing subfolder Running11-Speed40-B-A... ===========\n",
      "Processing Seg_AI12-01_20210922103236.mat, sensor: Acoustic, speed: 40, cat: Mortar, sample: 4...\n",
      "Processing Seg_AI12-03_20210922103236.mat, sensor: Accelerometer, speed: 40, cat: Mortar, sample: 4...\n",
      "Processing Seg_AI12-05_20210922103236.mat, sensor: Acoustic, speed: 40, cat: Spring, sample: 4...\n",
      "Processing Seg_AI12-07_20210922103236.mat, sensor: Accelerometer, speed: 40, cat: Spring, sample: 4...\n",
      "Processing Seg_AI12-09_20210922103236.mat, sensor: Acoustic, speed: 40, cat: Rubber, sample: 4...\n",
      "Processing Seg_AI12-11_20210922103236.mat, sensor: Accelerometer, speed: 40, cat: Rubber, sample: 4...\n",
      "=========== Processing subfolder Running12-Speed40-A-B... ===========\n",
      "Processing Seg_AI12-01_20210922103314.mat, sensor: Acoustic, speed: 40, cat: Mortar, sample: 5...\n",
      "Processing Seg_AI12-03_20210922103314.mat, sensor: Accelerometer, speed: 40, cat: Mortar, sample: 5...\n",
      "Processing Seg_AI12-05_20210922103314.mat, sensor: Acoustic, speed: 40, cat: Spring, sample: 5...\n",
      "Processing Seg_AI12-07_20210922103314.mat, sensor: Accelerometer, speed: 40, cat: Spring, sample: 5...\n",
      "Processing Seg_AI12-09_20210922103314.mat, sensor: Acoustic, speed: 40, cat: Rubber, sample: 5...\n",
      "Processing Seg_AI12-11_20210922103314.mat, sensor: Accelerometer, speed: 40, cat: Rubber, sample: 5...\n",
      "=========== Processing subfolder Running13-Speed60-B-A... ===========\n",
      "Processing Seg_AI12-01_20210922103346.mat, sensor: Acoustic, speed: 60, cat: Mortar, sample: 0...\n",
      "Processing Seg_AI12-03_20210922103346.mat, sensor: Accelerometer, speed: 60, cat: Mortar, sample: 0...\n",
      "Processing Seg_AI12-05_20210922103346.mat, sensor: Acoustic, speed: 60, cat: Spring, sample: 0...\n",
      "Processing Seg_AI12-07_20210922103346.mat, sensor: Accelerometer, speed: 60, cat: Spring, sample: 0...\n",
      "Processing Seg_AI12-09_20210922103346.mat, sensor: Acoustic, speed: 60, cat: Rubber, sample: 0...\n",
      "Processing Seg_AI12-11_20210922103346.mat, sensor: Accelerometer, speed: 60, cat: Rubber, sample: 0...\n",
      "=========== Processing subfolder Running14-Speed60-A-B... ===========\n",
      "Processing Seg_AI12-01_20210922103443.mat, sensor: Acoustic, speed: 60, cat: Mortar, sample: 1...\n",
      "Processing Seg_AI12-03_20210922103443.mat, sensor: Accelerometer, speed: 60, cat: Mortar, sample: 1...\n",
      "Processing Seg_AI12-05_20210922103443.mat, sensor: Acoustic, speed: 60, cat: Spring, sample: 1...\n",
      "Processing Seg_AI12-07_20210922103443.mat, sensor: Accelerometer, speed: 60, cat: Spring, sample: 1...\n",
      "Processing Seg_AI12-09_20210922103443.mat, sensor: Acoustic, speed: 60, cat: Rubber, sample: 1...\n",
      "Processing Seg_AI12-11_20210922103443.mat, sensor: Accelerometer, speed: 60, cat: Rubber, sample: 1...\n",
      "=========== Processing subfolder Running15-Speed60-B-A... ===========\n",
      "Processing Seg_AI12-01_20210922103506.mat, sensor: Acoustic, speed: 60, cat: Mortar, sample: 2...\n",
      "Processing Seg_AI12-03_20210922103506.mat, sensor: Accelerometer, speed: 60, cat: Mortar, sample: 2...\n",
      "Processing Seg_AI12-05_20210922103506.mat, sensor: Acoustic, speed: 60, cat: Spring, sample: 2...\n",
      "Processing Seg_AI12-07_20210922103506.mat, sensor: Accelerometer, speed: 60, cat: Spring, sample: 2...\n",
      "Processing Seg_AI12-09_20210922103506.mat, sensor: Acoustic, speed: 60, cat: Rubber, sample: 2...\n",
      "Processing Seg_AI12-11_20210922103506.mat, sensor: Accelerometer, speed: 60, cat: Rubber, sample: 2...\n",
      "=========== Processing subfolder Running16-Speed60-A-B... ===========\n",
      "Processing Seg_AI12-01_20210922103530.mat, sensor: Acoustic, speed: 60, cat: Mortar, sample: 3...\n",
      "Processing Seg_AI12-03_20210922103530.mat, sensor: Accelerometer, speed: 60, cat: Mortar, sample: 3...\n",
      "Processing Seg_AI12-05_20210922103530.mat, sensor: Acoustic, speed: 60, cat: Spring, sample: 3...\n",
      "Processing Seg_AI12-07_20210922103530.mat, sensor: Accelerometer, speed: 60, cat: Spring, sample: 3...\n",
      "Processing Seg_AI12-09_20210922103530.mat, sensor: Acoustic, speed: 60, cat: Rubber, sample: 3...\n",
      "Processing Seg_AI12-11_20210922103530.mat, sensor: Accelerometer, speed: 60, cat: Rubber, sample: 3...\n",
      "=========== Processing subfolder Running17-Speed60-B-A... ===========\n",
      "Processing Seg_AI12-01_20210922103554.mat, sensor: Acoustic, speed: 60, cat: Mortar, sample: 4...\n",
      "Processing Seg_AI12-03_20210922103554.mat, sensor: Accelerometer, speed: 60, cat: Mortar, sample: 4...\n",
      "Processing Seg_AI12-05_20210922103554.mat, sensor: Acoustic, speed: 60, cat: Spring, sample: 4...\n",
      "Processing Seg_AI12-07_20210922103554.mat, sensor: Accelerometer, speed: 60, cat: Spring, sample: 4...\n",
      "Processing Seg_AI12-09_20210922103554.mat, sensor: Acoustic, speed: 60, cat: Rubber, sample: 4...\n",
      "Processing Seg_AI12-11_20210922103554.mat, sensor: Accelerometer, speed: 60, cat: Rubber, sample: 4...\n",
      "=========== Processing subfolder Running18-Speed60-A-B... ===========\n",
      "Processing Seg_AI12-01_20210922103623.mat, sensor: Acoustic, speed: 60, cat: Mortar, sample: 5...\n",
      "Processing Seg_AI12-03_20210922103623.mat, sensor: Accelerometer, speed: 60, cat: Mortar, sample: 5...\n",
      "Processing Seg_AI12-05_20210922103623.mat, sensor: Acoustic, speed: 60, cat: Spring, sample: 5...\n",
      "Processing Seg_AI12-07_20210922103623.mat, sensor: Accelerometer, speed: 60, cat: Spring, sample: 5...\n",
      "Processing Seg_AI12-09_20210922103623.mat, sensor: Acoustic, speed: 60, cat: Rubber, sample: 5...\n",
      "Processing Seg_AI12-11_20210922103623.mat, sensor: Accelerometer, speed: 60, cat: Rubber, sample: 5...\n",
      "=========== Processing subfolder Running19-Speed80-B-A... ===========\n",
      "Processing Seg_AI12-01_20210922103802.mat, sensor: Acoustic, speed: 80, cat: Mortar, sample: 0...\n",
      "Processing Seg_AI12-03_20210922103802.mat, sensor: Accelerometer, speed: 80, cat: Mortar, sample: 0...\n",
      "Processing Seg_AI12-05_20210922103802.mat, sensor: Acoustic, speed: 80, cat: Spring, sample: 0...\n",
      "Processing Seg_AI12-07_20210922103802.mat, sensor: Accelerometer, speed: 80, cat: Spring, sample: 0...\n",
      "Processing Seg_AI12-09_20210922103802.mat, sensor: Acoustic, speed: 80, cat: Rubber, sample: 0...\n",
      "Processing Seg_AI12-11_20210922103802.mat, sensor: Accelerometer, speed: 80, cat: Rubber, sample: 0...\n",
      "=========== Processing subfolder Running20-Speed80-A-B... ===========\n",
      "Processing Seg_AI12-01_20210922103832.mat, sensor: Acoustic, speed: 80, cat: Mortar, sample: 1...\n",
      "Processing Seg_AI12-03_20210922103832.mat, sensor: Accelerometer, speed: 80, cat: Mortar, sample: 1...\n",
      "Processing Seg_AI12-05_20210922103832.mat, sensor: Acoustic, speed: 80, cat: Spring, sample: 1...\n",
      "Processing Seg_AI12-07_20210922103832.mat, sensor: Accelerometer, speed: 80, cat: Spring, sample: 1...\n",
      "Processing Seg_AI12-09_20210922103832.mat, sensor: Acoustic, speed: 80, cat: Rubber, sample: 1...\n",
      "Processing Seg_AI12-11_20210922103832.mat, sensor: Accelerometer, speed: 80, cat: Rubber, sample: 1...\n",
      "=========== Processing subfolder Running21-Speed80-B-A... ===========\n",
      "Processing Seg_AI12-01_20210922103905.mat, sensor: Acoustic, speed: 80, cat: Mortar, sample: 2...\n",
      "Processing Seg_AI12-03_20210922103905.mat, sensor: Accelerometer, speed: 80, cat: Mortar, sample: 2...\n",
      "Processing Seg_AI12-05_20210922103905.mat, sensor: Acoustic, speed: 80, cat: Spring, sample: 2...\n",
      "Processing Seg_AI12-07_20210922103905.mat, sensor: Accelerometer, speed: 80, cat: Spring, sample: 2...\n",
      "Processing Seg_AI12-09_20210922103905.mat, sensor: Acoustic, speed: 80, cat: Rubber, sample: 2...\n",
      "Processing Seg_AI12-11_20210922103905.mat, sensor: Accelerometer, speed: 80, cat: Rubber, sample: 2...\n",
      "=========== Processing subfolder Running22-Speed80-A-B... ===========\n",
      "Processing Seg_AI12-01_20210922103941.mat, sensor: Acoustic, speed: 80, cat: Mortar, sample: 3...\n",
      "Processing Seg_AI12-03_20210922103941.mat, sensor: Accelerometer, speed: 80, cat: Mortar, sample: 3...\n",
      "Processing Seg_AI12-05_20210922103941.mat, sensor: Acoustic, speed: 80, cat: Spring, sample: 3...\n",
      "Processing Seg_AI12-07_20210922103941.mat, sensor: Accelerometer, speed: 80, cat: Spring, sample: 3...\n",
      "Processing Seg_AI12-09_20210922103941.mat, sensor: Acoustic, speed: 80, cat: Rubber, sample: 3...\n",
      "Processing Seg_AI12-11_20210922103941.mat, sensor: Accelerometer, speed: 80, cat: Rubber, sample: 3...\n",
      "=========== Processing subfolder Running23-Speed80-B-A... ===========\n",
      "Processing Seg_AI12-01_20210922104007.mat, sensor: Acoustic, speed: 80, cat: Mortar, sample: 4...\n",
      "Processing Seg_AI12-03_20210922104007.mat, sensor: Accelerometer, speed: 80, cat: Mortar, sample: 4...\n",
      "Processing Seg_AI12-05_20210922104007.mat, sensor: Acoustic, speed: 80, cat: Spring, sample: 4...\n",
      "Processing Seg_AI12-07_20210922104007.mat, sensor: Accelerometer, speed: 80, cat: Spring, sample: 4...\n",
      "Processing Seg_AI12-09_20210922104007.mat, sensor: Acoustic, speed: 80, cat: Rubber, sample: 4...\n",
      "Processing Seg_AI12-11_20210922104007.mat, sensor: Accelerometer, speed: 80, cat: Rubber, sample: 4...\n",
      "=========== Processing subfolder Running24-Speed80-A-B... ===========\n",
      "Processing Seg_AI12-01_20210922104043.mat, sensor: Acoustic, speed: 80, cat: Mortar, sample: 5...\n",
      "Processing Seg_AI12-03_20210922104043.mat, sensor: Accelerometer, speed: 80, cat: Mortar, sample: 5...\n",
      "Processing Seg_AI12-05_20210922104043.mat, sensor: Acoustic, speed: 80, cat: Spring, sample: 5...\n",
      "Processing Seg_AI12-07_20210922104043.mat, sensor: Accelerometer, speed: 80, cat: Spring, sample: 5...\n",
      "Processing Seg_AI12-09_20210922104043.mat, sensor: Acoustic, speed: 80, cat: Rubber, sample: 5...\n",
      "Processing Seg_AI12-11_20210922104043.mat, sensor: Accelerometer, speed: 80, cat: Rubber, sample: 5...\n"
     ]
    }
   ],
   "source": [
    "# Usage Example\n",
    "data_loader = DataLoader(data_path=DATA_FILE_FOLDER) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot the raw signal, do you think the signal is stationnary?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Stft #classic spectrogram\n",
    "x_sig = data_loader.extract(1, speed=80, sensor=\"Acoustic\", cat=\"Mortar\").squeeze()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x2b593c21310>]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the signal\n",
    "plt.figure(figsize=(10, 4))\n",
    "plt.plot(x_sig)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Experiment with the time frequency represnetation tools you learned today to verify your hypothesis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import librosa\n",
    "import librosa.display\n",
    "\n",
    "# Stft #classic spectrogram\n",
    "x_sig = data_loader.extract(1, speed=80, sensor=\"Acoustic\", cat=\"Mortar\").squeeze()\n",
    "\n",
    "nFFT = 1024\n",
    "hopLength = 1024\n",
    "\n",
    "plt.figure(1)\n",
    "D = librosa.stft(y=x_sig,\n",
    "                 n_fft=nFFT,\n",
    "                 hop_length=hopLength)\n",
    "D = 10 * np.log10(np.abs(D) ** 2 + sys.float_info.epsilon)\n",
    "img=librosa.display.specshow(D, sr=data_loader.Fs, hop_length = hopLength, x_axis='time', y_axis='linear')\n",
    "plt.xlabel('Time (s)', fontname='Times new roman', fontsize=18)\n",
    "plt.ylabel('Frequency (kHz)', fontname='Times new roman', fontsize=18)\n",
    "y = range(0,12000,2000)\n",
    "plt.yticks(y,np.arange(0, 12, 2))\n",
    "plt.clim(0, 50)\n",
    "plt.colorbar(img)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "eff_env",
   "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": "3.9.17"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
