Audio Basics.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<b>What is a Sine Wave?</b> <br>\n",
    "According to the wikipedia, \"A sine wave or sinusoid is a mathematical curve that describes a smooth periodic oscillation. A sine wave is a continuous wave. It is named after the function sine, of which it is the graph. It occurs often in pure and applied mathematics, as well as physics, engineering, signal processing and many other fields.\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pyaudio\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from scipy.io import wavfile\n",
    "import IPython.display as ipd\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# plotting a Simple Sine Wave"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot a sine wave using time and amplitude obtained for the sine wave\n",
    "sampleRate = 100\n",
    "frequency = 1\n",
    "audio_length = 1 #second\n",
    "t = np.linspace(0,audio_length, sampleRate * audio_length)  #  Produces a given 'length' seconds Audio-File\n",
    "y = np.sin(frequency * 2 * np.pi * t)  #  Has frequency of given 'frequency'\n",
    "\n",
    "plt.plot(t, y)\n",
    "plt.title('Sine wave')\n",
    "plt.xlabel('Time')\n",
    "plt.grid(True, which='both')\n",
    "plt.axhline(y=0, color='k')\n",
    "plt.show()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<b> AMPLITUDE </b>\n",
    "<br>The amplitude of a wave refers to the maximum amount of displacement of a particle on the medium from its rest position. In a sense, the amplitude is the distance from rest to crest. Similarly, the amplitude can be measured from the rest position to the trough position. (A crest is a point on a wave with the maximum value upward displacement within a cycle. A trough is a minimum or lowest point in a cycle.)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sampleRate = 44100\n",
    "frequency = 10\n",
    "audio_length = 1 #second\n",
    "amplitude = 10\n",
    "\n",
    "t = np.linspace(0, audio_length, sampleRate * audio_length)  #  Produces a given 'length' seconds Audio-File\n",
    "y = amplitude*np.sin(frequency * 2 * np.pi * t)  #  Has frequency of given 'frequency'\n",
    "\n",
    "plt.plot(t,y) # plot using pyplot library from matplotlib package\n",
    "plt.title('Sine wave f='+str(frequency)+' Hz') # plot title\n",
    "plt.xlabel('Time (s)') # x-axis label\n",
    "plt.ylabel('Amplitude') # y-axis label\n",
    "plt.show() # display the figure\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<b>FREQUENCY</b><br>\n",
    "Frequency is a measure of the number of wave crests that pass a fixed point per second. At higher frequencies, more wave crests will pass the point each second; for this to happen, the wavelengths must be short. As frequency decreases, fewer waves will pass the fixed point per second, so wavelengths will be relatively longer."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# generating specific 20htz audio of 1 second\n",
    "\n",
    "sampleRate = 44100\n",
    "frequency = 20\n",
    "length = 1 #second\n",
    "\n",
    "t = np.linspace(0, length, sampleRate * length)  \n",
    "y = np.sin(frequency * 2 * np.pi * t)  \n",
    "\n",
    "plt.plot(t,y) \n",
    "plt.title('Sine wave f='+str(frequency)+' Hz') \n",
    "plt.xlabel('Time (s)') \n",
    "plt.ylabel('Amplitude') \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<b>SAMPLERATE</b><br>\n",
    "In signal processing, sampling is the reduction of a continuous-time signal to a discrete-time signal. A common example is the conversion of a sound wave (a continuous signal) to a sequence of samples (a discrete-time signal).\n",
    "\n",
    "A sample is a value or set of values at a point in time and/or space. A sampler is a subsystem or operation that extracts samples from a continuous signal. A theoretical ideal sampler produces samples equivalent to the instantaneous value of the continuous signal at the desired points.\n",
    "\n",
    "8,000 Hz\tTelephone and encrypted walkie-talkie, wireless intercom and wireless microphone transmission;<br>\n",
    "44,100 Hz\tAudio CD, also most commonly used with MPEG-1 audio (VCD, SVCD, MP3).<br>\n",
    "48,000 Hz\tThe standard audio sampling rate used by professional digital video equipment such as tape recorders, video servers, vision mixers and so on<br>\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
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     },
     "output_type": "display_data"
    },
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      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sampleRate = 44100\n",
    "frequency = 110 #Piano A2's freq\n",
    "audio_length = 1 #second\n",
    "amplitude = 10\n",
    "\n",
    "t = np.linspace(0, audio_length, sampleRate * audio_length)  #  Produces a given 'length' seconds Audio-File\n",
    "y = amplitude*np.sin(frequency * 2 * np.pi * t)  #  Has frequency of given 'frequency'\n",
    "\n",
    "plt.plot(t,y) # plot using pyplot library from matplotlib package\n",
    "plt.title('Sine wave f='+str(frequency)+' Hz') # plot title\n",
    "plt.xlabel('Time (s)') # x-axis label\n",
    "plt.ylabel('Amplitude') # y-axis label\n",
    "plt.show() # display the figure\n",
    "\n",
    "ipd.Audio(y, rate=sampleRate) # load a NumPy array\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# With Sample rate as 50"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/pema/Desktop/workspace/venv3/lib/python3.7/site-packages/ipykernel_launcher.py:9: UserWarning: In Matplotlib 3.3 individual lines on a stem plot will be added as a LineCollection instead of individual lines. This significantly improves the performance of a stem plot. To remove this warning and switch to the new behaviour, set the \"use_line_collection\" keyword argument to True.\n",
      "  if __name__ == '__main__':\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sampleRate = 50\n",
    "frequency = 20\n",
    "length = 1 #second\n",
    "\n",
    "t = np.linspace(0, length, sampleRate * length)  \n",
    "x = np.sin(frequency * 2 * np.pi * t)  \n",
    "\n",
    "plt.figure()\n",
    "plt.stem(t,x,'r',)\n",
    "plt.plot(t,x)\n",
    "plt.title('Sine wave f='+str(frequency)+' Hz') \n",
    "plt.xlabel('Time (s)') \n",
    "plt.ylabel('Amplitude') \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# With Sample rate as 100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/pema/Desktop/workspace/venv3/lib/python3.7/site-packages/ipykernel_launcher.py:9: UserWarning: In Matplotlib 3.3 individual lines on a stem plot will be added as a LineCollection instead of individual lines. This significantly improves the performance of a stem plot. To remove this warning and switch to the new behaviour, set the \"use_line_collection\" keyword argument to True.\n",
      "  if __name__ == '__main__':\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sampleRate = 100\n",
    "frequency = 20\n",
    "length = 1 #second\n",
    "\n",
    "t = np.linspace(0, length, sampleRate * length)  \n",
    "x = np.sin(frequency * 2 * np.pi * t)  \n",
    "\n",
    "plt.figure()\n",
    "plt.stem(t,x,'r',)\n",
    "plt.plot(t,x)\n",
    "plt.title('Sine wave f='+str(frequency)+' Hz') \n",
    "plt.xlabel('Time (s)') \n",
    "plt.ylabel('Amplitude') \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# With Sample rate as 20 same as frequency"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/pema/Desktop/workspace/venv3/lib/python3.7/site-packages/ipykernel_launcher.py:9: UserWarning: In Matplotlib 3.3 individual lines on a stem plot will be added as a LineCollection instead of individual lines. This significantly improves the performance of a stem plot. To remove this warning and switch to the new behaviour, set the \"use_line_collection\" keyword argument to True.\n",
      "  if __name__ == '__main__':\n"
     ]
    },
    {
     "data": {
      "image/png": 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5WMi4aavo0aoR4684y+1wgkZigxgevao76dvyeH/ZNrfDMSboWQIJMqVlysMfrqSwuIwXbupLbFTkqXcyx13bN5kLOjfjz5+uY++hE7u6N8b4zhJIkHl98UaWbMzlsWt60KVlgtvhBB0R4YmRPSkqLuNP/1vrdjjGBDVLIEEkfdsBnp27gat6teLG1Lan3sFUqVOLBO4f0pn/rtppXb8bUwv2ynKAm5GezaQ568nOKyAyQmgUF8VTo3rZ0K21dN/gzsxauZPfzVjD3IcvIi7abgUac7qsBhLAZqRnM2F6BtnOm9OlZcqRolIWrtvrcmTBLzYqkieu7cm2/Ud5aUGW2+EYE5QsgQSwSXPWU1BcWmHdsdIy68upjlzQuTmj+ibz+uKNZO095HY4xgQdSyABzPpy8r9Hr+rOGbFR/Hb6GsrK9NQ7GGOOswQSwKwvJ/9rlhDLhCvOYtmW/UxbscPtcIwJKpZAAthPL+x4wrr46Ejry6mO3XBuW/p3aMJTn6wl10YwNMZnlkAC2KodeURHCklFBxFVkhPjeXpULxtRr45FRAhPXtuLw4UlPDV7ndvhGBM07DHeALVqex4zVu7k/sGd+b+J93pWLlrkakyhrGtSQ8Ze1IlXFm3k+nPbcH7nZm6HZEzAsxpIAFJVnvx4Lc0TYrhvcJXjZBk/eHBoCm2bxvPojAyKSkpPvYMxYc4SSACa890elm3Zz0PDutIwLtrtcMJGfEwkfxrRk005R3j9801uh2NMwLMEEmCOlZQx8ZO1pLRMYHR/666kvg3u1pKre7fipYVZbN53xO1wjAloriYQEblcRNaLSJaIjK9i+x0ikiMiK53pp17bxohIpjONqd/I/ee9b7ayJfcov72yO1GRlt/d8IerexAbGcHvZmRQcRwzY4w3176hRCQSeBm4AugB3CQiPaoo+qGq9nGmN519mwJ/BAYCA4A/ikiTegrdb/KPFvP8/Ewu7NKcwd1auB1O2GrZKI7/u7wbX2XlMnPlTrfDMSZgufkn7gAgS1U3qeoxYCowwsd9hwPzVHW/qh4A5gGX+ynOevPSwkzyC4r57ZXdrbNEl908sD3ntE3kiY+/J/9osdvhGBOQ3EwgycB2r+UdzrrKrhOR1SIyTUTKGwV83RcRGSsiaSKSlpMTuF13b8s9ypQlW7m+Xxt6tG7kdjhhLzJCeOranuw/cozzJ86n4/iPGTRxATPSs90OzZiAEeg32f8LdFDV3nhqGVNO9wCqOllVU1U1tUWLwL0t9OdP1xEZITxib5kHjMw9h4kQ4eixUhTIzitgwvQMSyLGONxMINmA92NGbZx1x6lqrqqW9y3xJnCur/sGkxVb9/Nxxi7GXtSJpEZxbodjHJPmrKekUgeLBcWl1huyMQ43E8hyIEVEOopIDDAamOVdQERaeS1eA5SPQToHuExEmjiN55c564KOqvLEx2tp2TCWey7u5HY4xov1hmzMybnWlYmqlojIA3i++COBt1X1OxF5HEhT1VnAL0TkGqAE2A/c4ey7X0T+hCcJATyuqvvr/SLqwMcZu0jflsdfrutNgxjrWSaQtE6MPz6YV+X1xhiX+8JS1dnA7Err/uA1PwGYUM2+bwNv+zVAPysqKeXPn67jrDMbct25bdwOx1Qybng3JkzPqDCoV3SkWG/IxjgCvRE9pE1ZsoXt+wt49KruREbYY7uBZmTfZJ4e1YvkonxQJSYygjNiori855luh2ZMQLAE4pL9R47x4oIsBndrwY9SAvfpsHA3sm8yX6VPZss3f+Wdu/qTV1DMe99sczssYwKCJRCXvDA/kyNFJfz2yu5uh2J8dEHn5lzQuRmvLMziSFGJ2+EY4zpLIC7YlHOYfy7dyugB7eia1NDtcMxpeGR4N3KPHOOdJVvcDsUY11kCccHET9YRGxXBw8O6uh2KOU392jXhkrNa8vrnG8kvsC5OTHizBFLPlm7KZe73e7hvcGdaNIx1OxxTA7+6rCsHC0t48wsbM8SEN0sg9aiszDPSYKvGcdx9ob00GKzObt2Yq3q34u0vN5N7uOjUOxgToiyB1KOZq7LJyM5n3PBuxMdEuh2OqYWHh3WloLiUVxdtdDsUY1xjCaSeFBaXMunT9fRKbszIPlV2HGyCSJeWCVzbtw3vLt3K7vxCt8MxxhWWQPxsRno2gyYu4Kzff8rO/EIu6tqcCHtpMCQ8NCwFVeXFBZluh2KMKyyB+NGM9GwmTM+o0J/S219use7AQ0Tbpg34Sf+2fLh8O9tyj7odjjH1zhKIH02as75CP0pg3YGHmgeHphAZITw/32ohJvxYAvEj6w489CU1iuP289vzn/QdZO095HY4xtQrSyB+VF2339YdeGi59+LOxEdH8tw8q4WY8GIJxI9++qOOJ6yLj4607sBDTLOEWO66sCMfZ+xiTXa+2+EYU28sgfjRppwjREYISUUHEVWSE+N5elQvRva1x3hDzU9/1IlGcVE8O2+D26EYU29cTSAicrmIrBeRLBEZX8X2X4nI9yKyWkTmi0h7r22lIrLSmWZV3tdtu/IL+HD5dm5MbcM36a+z+Zu/8tX4oZY8QlTj+GjuubgzC9btZcXWA26HY0y9cC2BiEgk8DJwBdADuElEelQqlg6kqmpvYBrwF69tBarax5muqZegT8NrizZSpsr9g7u4HYqpJ3cO6kDzhBiemWtP2Znw4GYNZACQpaqbVPUYMBUY4V1AVReqavkD9kuBoBj3dXd+IR8s287157ahbdMGbodj6kmDmCjuH9yFJRtzWZK1z+1wjPE7NxNIMrDda3mHs646dwOfeC3HiUiaiCwVkZHV7SQiY51yaTk5ObWL2Eevfe6pffx8iNU+ws3NA9vRqnEck+auR1XdDscYvwqKRnQRuRVIBSZ5rW6vqqnAzcDfRKRzVfuq6mRVTVXV1BYt/D907J6Dhby/bBvX9bPaRziKi47kwaEppG/LY8G6vW6HY4xfuZlAsoG2XsttnHUViMgw4FHgGlU93ne2qmY7n5uARUBffwbrq1cXbaS0zGof4eyG1Da0b9aAv87dQFmZ1UJM6DplAhGRBiLyexF5w1lOEZGr6+Dcy4EUEekoIjHAaKDC01Qi0hd4HU/y2Ou1vomIxDrzzYFBwPd1EFOt7D1YyAfLtnFdv2TaNbPaR7iKjozgoWEprN11kNlrdrkdjjF+40sN5O9AEXC+s5wNPFHbE6tqCfAAMAdYC/xLVb8TkcdFpPypqklAAvBRpcd1uwNpIrIKWAhMVFXXE8hrn2+ipEx5YEiK26EYl11zTjIpLRN4dt4GSkrL3A7HGL+I8qFMZ1X9iYjcBKCqR0WkTvojV9XZwOxK6/7gNT+smv2WAL3qIoa6svdgIe99s5Vr+1rtw0BkhPDry7py7z+/ZcbKnVx/blA8QGjMafGlBnJMROIBBXAaq20cz0peX1xe+7C2D+Mx/OwzadMknt/8ezUdxn/MoIkLrCt/E1J8qYH8EfgUaCsi7+Fpb7jDn0EFm72HPLWPkX2S6dD8DLfDMQFi5sqd7D1YRKnTkJ6dV8CE6RkA1iOBCQmnrIGo6jxgFJ6k8QGeN8MX+Tes4DL5800cKynjgaFW+zA/mDRnPccqtX/YeDAmlFRbAxGRfpVWlT9O0k5E2qnqt/4LK3jkHCrin99sZWTfZDpa7cN4sfFgTKg72S2sZ5zPODwv8a0CBOgNpPHDU1lh7Y0vPLWPB4fak1emotaJ8RWGM/Zeb0woqPYWlqoOUdUheGoe/Zy3uc/F88KetQQC+w4X8e7XWxjZx2of5kTjhncjPjqywrroSLHxYEzI8OUprG6qmlG+oKpr8LyHEfbeWGxtH6Z6I/sm8/SoXiQX5YMq0ZFCw7horurdyu3QjKkTviSQ1SLypogMdqY3gNX+DizQ5R4u4t2vt3LNOa3p1CLB7XBMgBrZN5mv0iez5Zu/8vpt57L/yDH+Y4/ymhDhSwK5E/gO+KUzfe+sC2uTv9hEUUkpD1jbh/HRkG4t6ZnciFcWZtnb6SYk+PIYb6GqPqeq1zrTc6paWB/BBar9R47xj6+38uNzWtOlpdU+jG9EhAeHprAl9yj/Xb3T7XCMqTVfOlPcLCKbKk/1EVygeuOLTRQUl/KgtX2Y03Rp9yTOOrMhLy7IOv6CoTHBypdbWKlAf2f6EfAC8E9/BhXI9h85xpQlW/hx79Z0adnQ7XBMkImI8NRCNuUcYXaG9dRrgpsvt7ByvaZsVf0bcFU9xBaQ3nRqH7+4xGofpmau6HkmKS0TeHFBpo0XYoKaL7ew+nlNqSJyL771oRVyDji1j6t6tbLah6mxiAjhgaFd2LDnMHO/3+12OMbUmC+J4Bmv+RJgM3Cjf8IJbG9+uYmjxaX84hJ78srUztW9W/P8Z5k8Pz+L4WefSR2NkGBMvfKlDeTu8rfSVfVSVR0LHPN3YIEm7+gxpizZypW9WtE1yWofpnYiI4SfD+nC2l0H+WytjZ1ugpMvCWSaj+tOm4hcLiLrRSRLRMZXsT1WRD50tn8jIh28tk1w1q8XkeF1EU9VZqRnM2jiAvo8Po/DRSX0bNXIX6cyYWZEn9a0a9qAFxdkomptIabulX9/dfTTeDTVJhAROUtErgMai8gor+kOPB0s1oqIRAIvA1cAPYCbRKRHpWJ3AwdUtQvwHPBnZ98eeMZQPxu4HHjFOV6dmpGezYTpGRU6xHthQZYNCmTqRFRkBD8f0pnVO/JZtCHH7XBMiPH+/lJ+GI+mLr+/TtYG0g24GkgEfuy1/hDwszo49wAgS1U3AYjIVGAEnjfdy40AHnPmpwEvOcPpjgCmqmoRsFlEspzjfV0HcR03ac56CopL6bdnPd8mdeOhFVNpdXQ/LI5ka7tE3w+Uu9/zedvtNQvE9g/Z/c8lgqSkK5n0+id0zJlPlS0hWVmezy41fPLP9g/P/bfl8VhJKXvjE/mo61C2NTrz+Hg0dTWgWbUJRFVnAjNF5HxVrdMvZkcysN1reQcwsLoyqloiIvlAM2f90kr7VvkTEZGxwFiAdu3anVaA5eM2FEbF0Dsny5M8gKKS0tM6Dgm1fFvd9g/Z/aMp45ZDa3m2SSorYpNILdpzYqHDh2t3fts/LPcv/55a0C6VnQnNj6+vy/FoTjag1P+p6l+Am0XkpsrbVfUXdRaFH6nqZGAyQGpq6mndaC4fz+H7Zh0BWN3C8xdAcmI8Pxk/tI4jNeHqnpJS3v/LIj7sOIrr7qlimJ3Bgz2f/3i3Ziew/cNy/5snLvD7eDQna0Rf63ymASuqmGorG2jrtdyGE8cZOV5GRKKAxkCuj/vWWlXjOcRHR9p4DqZOxUZFcu/FnVi2eT9LN+W6HY4JEeOGdyOy0uPhdf39dbJbWP91PqfU2dkqWg6kiEhHPF/+o4GbK5WZBYzB07ZxPbBAVVVEZgHvi8izQGsgBVhW1wGW3yecNGc9O/MKaJ0Yz7jh3ers/qEx5UYPaMfLizbywvxMzuvUzO1wTAjo3aYxZSgJsVEcKSrxy/fXyW5h/Reo9paPql5TmxM7bRoPAHOASOBtVf1ORB4H0lR1FvAW8A+nkXw/niSDU+5feBrcS4Cfq+ppNkz4ZmTfZEsYxu/ioiO556JOPPHxWtK27Ce1Q1O3QzJB7qUFWcRGRbDwkcG0aBjrl3Oc7Cmsv/rljF5UdTYwu9K6P3jNFwI3VLPvk8CTfg3QmHp0y8D2vLpoIy8syOLduwa4HY4JYpv3HWHGymzuvrCj35IHnPwW1ufl8yISA5yFp0ayXlXD7k10Y/wtPiaSn13UiYmfrGPl9jz6tD2NR8WN8fLigkxioiIYe1Fnv57Hl84UrwI24unG/SUgS0Su8GtUxoSpW89rT2KDaF6cn+l2KCZIbdl3hJkrd3LLwPZ+rX2Ab12ZPAMMUdXBqnoxMATPW+HGmDqWEBvFTy/syPx1e1mTne92OCYIvbQwi6gI4Z6LO/n9XL4kkEOqmuW1vAnP2+jGGD+4/YIONIqL4sUFVgsxp2dr7hH+k57NLQPb07JhrXucOiVfEkiaiMwWkTtEZAzwX2B5ed9Yfo7PmLDTKC6aOwd1ZM53e1i766Db4Zgg8tICT+3j3nqofYBvCSQO2ANcDAwGcoB4PP1jXe23yFb1TN8AABqrSURBVIwJY3cN6khCbBQvLcw6dWFjgG25R5mens3NA9vRspH/ax/gw4BSqnpnfQRijPlB4wbRjLmgPa8s2khWXFO6FO53OyQT4F5amElkhHDvxf598srbKROI86b4g0AH7/K1fZHQGHNyd1/YiTe+2MyPe91GYUQ0rScusJ4QTJW27z/K9G+zufW89iTVU+0DfBvSdgaeN8L/C5T5NxxjTLnFG3IoK1OORcYAP4znAFgSMRW8vDCLiHqufYBvCaRQVV/weyTGmAomzVlPSVnF3oTqejwHE/y27z/KtBU7uGVgO85sXH+1D/AtgTwvIn8E5gJF5StV9Vu/RWWMqXbchrocz8EEv1cWZREhwr2D67f2Ab4lkF7AbcBQfriFpc6yMcZPysejqWq9MeCpfXyUtoObB7ajVeP6/3/hSwK5Aehk/V8ZU7/GDe/GhOkZFBT/0NF0bFSEjUdjjntl0UYiRLjPhdoH+PYeyBo846IbY+rRyL7JPD2qF8lOjUOArkkNrf3DALDjwFGmrdjOT/q3daX2Ab7VQBKBdSKynB/aQFRVR/gvLGMMVByP5oX5mTw7bwOrtudxjvXUG/ZeWbQRwLXaB/hWA/kjcC3wFPAsnpEEu/gzKGPMie66sCNNz4jhr3PXux2KcVl2XgEfpW3nxtS2rraJnTKBOOOCHMTTbck7eBrPX6vNSUWkqYjME5FM57NJFWX6iMjXIvKdiKwWkZ94bXtHRDaLyEpn6lObeIwJBgmxUdx3cWe+yNzHNzZ2elh7dZGni5v7h7j7t3y1CUREuorIH0VkHfAisA0QVR2iqi/W8rzjgfmqmgLMd5YrOwrcrqpnA5cDfxMR73r7OFXt40wraxmPMUHhtvPb07JhLM/M3YBqtSNOmxC2M6+AD5dv54bUtsfbx9xyshrIOjy1jatV9UInadTVuOMjgCnO/BRgZOUCqrpBVTOd+Z3AXqBFHZ3fmKAUFx3Jg0O7sGzLfhZn7nM7HOOCV522j/tdbPsod7IEMgrYBSwUkTdE5BI8D4LUhSRV3eXM7waSTlZYRAYAMXhGRiz3pHNr6zkRqXbYLREZKyJpIpKWk5NT68CNcdtP+rejTZN4npm73mohYWZXvqf2cf25bWnTpIHb4VSfQFR1hqqOxjMW+kLgIaCliLwqIped6sAi8pmIrKliqvD0lnp+A6r9LRCRVsA/gDtVtfxFxglOXP2BpsBvTnIdk1U1VVVTW7SwCowJfjFREfzykhRW78hnznd73A7H1KNXF22kTDUgah/gWyP6EVV9X1V/DLQB0jnJF7bXfsNUtWcV00xgj5MYyhPE3qqOISKNgI+BR1V1qdexd6lHEfB3YIAP12pMyLi2bzKdWpzBs/PWU1pmtZBwsDu/kKnLtnP9uW1o29T92gf49hjvcap6wPmL/pJanncWMMaZHwPMrFxARGKA/wDvquq0StvKk4/gaT9ZU8t4jAkqUZER/OrSrmzYc5j/rd7pdjimHry6KIsyVX7u8pNX3k4rgdShicClIpIJDHOWEZFUEXnTKXMjcBFwRxWP674nIhlABtAceKJ+wzfGfVf2bEX3Vo14bt4GikttpIVQNCM9m0F9x9Jh4CNM+Xorqe2bBEztA1xKIKqaq6qXqGqKc6trv7M+TVV/6sz/U1WjvR7VPf64rqoOVdVezi2xW1X1sBvXYYybIiKEX1/alS25R/n3ih1uh2Pq2Iz0bCZMzyA7tjGI5/ml9O15zEjPdjmyH7hVAzHG1IFLurekT9tEXpifSVFJXT1lbwLBpDnrK3SkCVBUUsakOYHTE4ElEGOCmIgwbng3duYX8v4329wOx9ShYBgPxhKIMUFuUJfmnN+pGS8vzOLosRK3wzF1pLo+rgJpPBhLIMaEgEeGd2Xf4WNMWbLV7VBMHRk3vBsRlV7djo+ODKjxYCyBGBMCzm3flCHdWvDa5xs5WFjsdjimDjRLiKFMoVFcFAIkJ8bz9KheATUejC/jgRhjgsCvL+vG1S9+yZtfbOZXl3Z1OxxTC6VlypMfr6Vt03g++9XFxEZFuh1SlawGYkyI6JncmCt7nclbX2xi/xEbgTqYTVuxnXW7D/Gby88K2OQBlkCMCSm/urQrBcWlvPb5xlMXNgHpSFEJf527gX7tErmqVyu3wzkpSyDGhJAuLRsysk8yU5ZsYc/BQrfDMTXw+uJN5Bwq4tGreiBSVx2g+4clEGNCzEPDulJapry8MMvtUMxp2p1fyOTFG7mqdyvObX/CQK0BxxKIMSGmXbMG3Ni/LR8s28b2/UfdDsechmfmrqesDMZffpbbofjEEogxIejBoV0QEV6Yn+l2KMZH3+3MZ9q3OxhzQfuA6jDxZCyBGBOCWjWO57bz2vPvb3ewMS7wb4WEO1XlqdlraRwfzQNDUtwOx2eWQIwJUfcN7kxUZARX97qdjgMfYdDEBQHVk6v5wcL1e/kqK5dfXpJC4wbRbofjM3uR0JgQ9WXmPsrKlGORMQBk5xUwYXoGQEC9zRzuSkrLeGr2Ojo2P4NbBrZ3O5zTYjUQY0LUpDnrKak03G1BcWlAdQduYOry7WTtPcz4K84iJiq4vpJdiVZEmorIPBHJdD6rvEkrIqVeoxHO8lrfUUS+EZEsEfnQGf7WGOMlGLoDD3eHCot5bt4GBnRsymU9ktwO57S5le7GA/NVNQWY7yxXpcBrNMJrvNb/GXhOVbsAB4C7/RuuMcEnGLoDD3evLtpI7pFj/O6q7gH/0mBV3EogI4ApzvwUYKSvO4rnpzwUmFaT/Y0JF+OGdyM+umI/SlERElDdgYez7LwC3vpyMyP7tKZ3m0S3w6kRtxJIkqrucuZ3A9XV3eJEJE1ElopIeZJoBuSpavnIOTuAalsERWSsc4y0nJycOgnemGAwsm8yT4/qRXJiPIJnLAkFeiY3cjs0A0z6dB0A44LkpcGq+O0pLBH5DDizik2Pei+oqoqIVlEOoL2qZotIJ2CBiGQA+acTh6pOBiYDpKamVnceY0LSyL7Jx5+4yj1cxCXPfs5vp69h6tjziKg8WpGpN6u25zFj5U7uH9yZ5CC+pei3GoiqDlPVnlVMM4E9ItIKwPncW80xsp3PTcAioC+QCySKSHnyawPYw+3GnEKzhFgmXHEWy7bsZ9qKHW6HE7ZUlSdnr6V5Qgz3De7sdji14tYtrFnAGGd+DDCzcgERaSIisc58c2AQ8L2qKrAQuP5k+xtjTnTDuW3p36EJT32yltzDRW6HE5bmfr+HZZv389CwrjSMC56XBqviVgKZCFwqIpnAMGcZEUkVkTedMt2BNBFZhSdhTFTV751tvwF+JSJZeNpE3qrX6I0JUhERwpPX9uJwYQlPzV7ndjhh51hJGRM/WUeXlgmM7t/W7XBqzZU30VU1F7ikivVpwE+d+SVAr2r23wQM8GeMxoSqrkkNGXtRJ15ZtJHrz23D+Z2buR1S2Hjvm61s3neEt+9IJSoyuF4arErwX4Ex5rQ9ODSFtk3jeXRGBkUlpW6HExbyjxbz/PxMBnVpxpBuLd0Op05YAjEmDMXHRPKnET3ZlHOE1z/f5HY4YeGlhZnkFxTz6JWBP9Kgr6wzRWPC1OBuLbm6dyteWpjFj89pTcfmZ7gdUsiZkZ7NpL5jyY5pBF9sZkDHpvRoHTrv4VgNxJgw9oerexAbGcHvZmTgecDR1JUZ6dlMmJ5BdmxjcGocq7fnhVSX+pZAjAljLRvF8X+Xd+OrrFxmrtzpdjghZdKc9RQUV2xfKiwpC6nekC2BGBPmbh7YnnPaJvLEx9+Tf7TY7XBCRjj0hmwJxJgwFxkhPHVtTw4cLWbip/ZuSF1p1TiuyvWh1BuyJRBjDGe3bsxdgzrwwbJtrNi63+1wQsLF3VqcsC4+OjKkekO2BGKMAeChYV1p3TiO305fQ3FpmdvhBLVNOYeZuXInXVom0LpxHAIkJ8bz9KheITWcsD3Ga4wB4IzYKP7fiJ787N003vxic9B39OeWopJSHvwgnZioCP5590DOrOZWViiwGogx5rhLeyRxWY8knp+/ge37j7odTlCa9Ol6vtt5kL9c1zukkwdYAjHGVPLYNWcTKcIfZq6xd0NO06L1e3nzy83cdl57Lju7quGQQoslEGNMBa0T4/nVZd1YuD6HT9bsdjucoJFzqIhHPlpFt6SGPHpVd7fDqReWQIwxJxhzfnvObt2Ix2Z9x8HIGLfDCXhlZcqvP1rFocISXry5L3GVxqIPVZZAjDEniIqM4Klre5FzqIjz+91Lx4GPMGjigpDqhqMuvfXlZhZvyOH3V/ega1JDt8OpN64kEBFpKiLzRCTT+WxSRZkhIrLSayoUkZHOtndEZLPXtj71fxXGhLbN+44QESEciYxFRcjOK2DC9AxLIpVk7MjnL3PWcVmPJG4Z2M7tcOqVWzWQ8cB8VU0B5jvLFajqQlXto6p9gKHAUWCuV5Fx5dtVdWW9RG1MGJk0Zz2lZRUb0QuKS0OqL6faOlJUwi+mptM8IZa/XN87ZLpp95VbCWQEMMWZnwKMPEX564FPVNWeKzSmnoRDX0619cdZ37El9wjP/aQPiQ3Cr63IrQSSpKq7nPndQNIpyo8GPqi07kkRWS0iz4lIbHU7ishYEUkTkbScnJxahGxMeKmuz6bq+ngKNzNXZjNtxQ4eGNKF8zqF57DAfksgIvKZiKypYhrhXU49D5pX+7C5iLTCMzb6HK/VE4CzgP5AU+A31e2vqpNVNVVVU1u0OLFvGmNM1cYN70Z8FU8T9WmX6EI0gWX7/qP87j9r6NcukV9ekuJ2OK7xW1cmqjqsum0iskdEWqnqLidB7D3JoW4E/qOqx/uZ9qq9FInI34FH6iRoY8xx5X02TZqznp15BbRqHEfrxHhmZ+zmX8u3c2P/ti5H6I7i0jJ+MTUdBJ4f3ZeoyPB9mNWtvrBmAWOAic7nzJOUvQlPjeM4r+QjeNpP1vgrUGPC2ci+yRU6/ysuLeOud5Yz4T8ZNG8Yw9CzTnX3OfT87bMNpG/L48Wb+tK2aQO3w3GVW6lzInCpiGQCw5xlRCRVRN4sLyQiHYC2wOeV9n9PRDKADKA58EQ9xGxM2IuOjODVW8+lR6tG3P/et6RvO+B2SPVqycZ9vLJoIzemtuHH57R2OxzXuZJAVDVXVS9R1RRVHaaq+531aar6U69yW1Q1WVXLKu0/VFV7qWpPVb1VVQ/X9zUYE64SYqN4+47+JDWK4653lrMxJzx+/fYfOcbDH66kY/MzeOyas90OJyCE7807Y0yNtWgYy7t3DSBChDFvL2PvwUK3Q/KLGenZDOo7lg4DH+GCp+ez7/AxXhjdlwYxNhIGWAIxxtRQ+2Zn8Pc7+7P/yDHG/H05hwpDazz1GenZTJieQXZsYxChsKSMCCBrb3jUuHxhCcQYU2O92yTy6q3nkrnnEPf+cwVFJaVuh1RnJs1ZT0FxxespLlN7E9+LJRBjTK1c3LUFf7m+N19l5fLIR6spKwuNMUTsTfxTsxt5xphaG9WvDXsPFTHxk3W0bBjL76/u4XZItVJappwRG8XhopITtlX3hn44sgRijKkT91zUiT0HC3nry82c2SiOn13Uye2QauRgYTG//CCdw0UlREZIhQ4l46MjGTe8m4vRBRZLIMaYOiEi/P6qHuw9VMSTs9fSomFshZcQg8GmnMP87N00tuYe5U8je9IwNur4m/itE+MZN7xb0F2TP1kCMcbUmYgI4dkbzyH3cBHjpq2iWUIMP3I7KB8t3pDDA+9/S2SE8M+fDjzeQaIljOpZI7oxpk7FRkUy+fZUOrdI4KdT0ugf4CMaqipvfrGJO/6+jNaJ8cx64MKw7V33dFkCMcbUuUZx0dw0oB3HSsrIiWkYsCMaFpWUMm7aap74eC2X9TiTf993Qdj3b3U6LIEYY/xi8uJNJ4zTEEgjGu49WMjoyUuZtmIHv7wkhVdu6ccZsXZX/3TYT8sY4xfVvS+RnVdAWZkSEeHe8K+rd+Qx9t0V5BcU8+ot/biiVyvXYglmVgMxxvjFyd6XuOL5L5idscuVlw5nrszmhte+JjJC+Pd9F1jyqAWrgRhj/GLc8G5MmJ5RoTuQuKgIbkhty5KN+7j/vW/pltSQXw5L4fKzz/RLjWRGejaT+o5lZ0wjWj09n+6tGjF/3V4GdGzKq7f0o1lCtaNhGx9YAjHG+EXlEQ2936MoLVP+t3onL8zP9FsiKe8MsSC2MQA78wvZmV/IBZ2b8c6dA4iJshswtWUJxBjjN5VHNCwXGSGM6JPM1b1b+y2R/PmTdSd0hgiwNfeoJY86Iqr1fw9SRG4AHgO6AwNUNa2acpcDzwORwJuqWj5yYUdgKtAMWAHcpqrHTnXe1NRUTUur8lTGGBd510g25hw5nkgKi0t55h+L2RnTiNZNGlT5JvjBwmIy9xxiw57DbNhziEznc++hoirPJcDmiVfVw1WFDhFZoaqpJ6x3KYF0B8qA14FHqkogIhIJbAAuBXYAy4GbVPV7EfkXMF1Vp4rIa8AqVX31VOe1BGJMYKucSAQqPAocGxnBtf2SSYiNYsPew2zYfYjdXoNZxUdHkpKUQErLhsz7fjcHC0/sDDE5MZ6vxg/1/8WEkOoSiCu3sFR1LXj6zjmJAUCWqm5yyk4FRojIWmAocLNTbgqe2swpE4gxJrB539pKfWIeB45WHKSqqLSMqcu3ExsVQZeWCZzfuRkpSQl0bdmQbmc2JDkx/vitrxnpzU9oxLfOEOtWILeBJAPbvZZ3AAPx3LbKU9USr/XVdlYjImOBsQDt2rXzT6TGmDoVGSHkHa1+hMPvH7+cyFO0kZysEd/UDb8lEBH5DDizik2PqupMf523MlWdDEwGzy2s+jqvMaZ2WifGk13Fy4jJifGnTB7lqmvEN3XDbwlEVYfV8hDZQFuv5TbOulwgUUSinFpI+XpjTAip6j0SuwUVWAL5WbblQIqIdBSRGGA0MEs9rf4LgeudcmOAeqvRGGPqx8i+yTw9qhfJifEInprH06N6WY0igLj1FNa1wItACyAPWKmqw0WkNZ7Hda90yl0J/A3PY7xvq+qTzvpOeB7jbQqkA7eqatXP7Hmxp7CMMeb0BdRjvG6xBGKMMaevugQSyLewjDHGBDBLIMYYY2rEEogxxpgasQRijDGmRsKqEV1EcoCtNdy9ObCvDsMJBnbN4cGuOfTV9nrbq2qLyivDKoHUhoikVfUUQiizaw4Pds2hz1/Xa7ewjDHG1IglEGOMMTViCcR3k90OwAV2zeHBrjn0+eV6rQ3EGGNMjVgNxBhjTI1YAjHGGFMjlkAqEZHLRWS9iGSJyPgqtseKyIfO9m9EpEP9R1m3fLjmX4nI9yKyWkTmi0h7N+KsS6e6Zq9y14mIikhQP/Lpy/WKyI3Ov/N3IvJ+fcdY13z4f91ORBaKSLrzf/tKN+KsSyLytojsFZE11WwXEXnB+ZmsFpF+tTqhqtrkTHi6jd8IdAJigFVAj0pl7gdec+ZHAx+6HXc9XPMQoIEzf184XLNTriGwGFgKpLodt5//jVPwDI3QxFlu6Xbc9XDNk4H7nPkewBa3466D674I6AesqWb7lcAngADnAd/U5nxWA6loAJClqptU9RieMUdGVCozApjizE8DLhER38bXDEynvGZVXaiqR53FpXhGgQxmvvw7A/wJ+DNQWJ/B+YEv1/sz4GVVPQCgqnvrOca65ss1K9DImW8M7KzH+PxCVRcD+09SZATwrnosxTO6a6uans8SSEXJwHav5R3OuirLqGdI3XygWb1E5x++XLO3u/H8BRPMTnnNTtW+rap+XJ+B+Ykv/8Zdga4i8pWILBWRy+stOv/w5ZofA24VkR3AbODB+gnNVaf7+35SfhsT3YQeEbkVSAUudjsWfxKRCOBZ4A6XQ6lPUXhuYw3GU8NcLCK9VDXP1aj86ybgHVV9RkTOB/4hIj1VtcztwIKF1UAqygbaei23cdZVWUZEovBUfXPrJTr/8OWaEZFhwKPANerD8MEB7lTX3BDoCSwSkS147hXPCuKGdF/+jXcAs1S1WFU3AxvwJJRg5cs13w38C0BVvwbi8HQ6GMp8+n33lSWQipYDKSLSUURi8DSSz6pUZhYwxpm/HligTutUkDrlNYtIX+B1PMkj2O+NwymuWVXzVbW5qnZQ1Q542n2uUdVgHQ/Zl//XM/DUPhCR5nhuaW2qzyDrmC/XvA24BEBEuuNJIDn1GmX9mwXc7jyNdR6Qr6q7anowu4XlRVVLROQBYA6epzjeVtXvRORxIE1VZwFv4anqZuFprBrtXsS15+M1TwISgI+c5wW2qeo1rgVdSz5ec8jw8XrnAJeJyPdAKTBOVYO2Zu3jNf8aeENEHsbToH5HkP8xiIh8gOcPgeZO284fgWgAVX0NT1vPlUAWcBS4s1bnC/KflzHGGJfYLSxjjDE1YgnEGGNMjVgCMcYYUyOWQIwxxtSIJRBjjDE1YgnEmBoQkWYistKZdotIttfyEj+ds6+IvHWS7S1E5FN/nNuYqth7IMbUgPOORB8AEXkMOKyqf/XzaX8LPHGSmHJEZJeIDFLVr/wcizFWAzGmronIYedzsIh8LiIzRWSTiEwUkVtEZJmIZIhIZ6dcCxH5t4gsd6ZBVRyzIdBbVVc5yxd71XjSne3geaP8lnq6VBPmLIEY41/nAPcC3YHbgK6qOgB4kx96f30eeE5V+wPXOdsqSwW8Bwl6BPi5qvYBfgQUOOvTnGVj/M5uYRnjX8vL+xoSkY3AXGd9Bp6BugCGAT28hpVpJCIJqnrY6zitqNhP01fAsyLyHjBdVXc46/cCrev+Mow5kSUQY/zLu+fiMq/lMn74/YsAzlPVkw1cVYCnsz8AVHWiiHyMp1+jr0RkuKquc8oUVHMMY+qU3cIyxn1z8RrMSET6VFFmLdDFq0xnVc1Q1T/j6Xn2LGdTVyre6jLGbyyBGOO+XwCpIrLa6Q333soFnNpFY6/G8odEZI2IrAaK+WGUyCFAKIyiaIKA9cZrTJBwuh0/pKpVNbKXl1kMjCgf29wYf7IaiDHB41UqtqlUICItgGcteZj6YjUQY4wxNWI1EGOMMTViCcQYY0yNWAIxxhhTI5ZAjDHG1IglEGOMMTXy/wGHK59LqHfqJAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sampleRate = 20\n",
    "frequency = 20\n",
    "length = 1 #second\n",
    "\n",
    "t = np.linspace(0, length, sampleRate * length)  \n",
    "x = np.sin(frequency * 2 * np.pi * t)  \n",
    "\n",
    "plt.figure()\n",
    "plt.stem(t,x,'r',)\n",
    "plt.plot(t,x)\n",
    "plt.title('Sine wave f='+str(frequency)+' Hz') \n",
    "plt.xlabel('Time (s)') \n",
    "plt.ylabel('Amplitude') \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<b> Using the Formula</b><br>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def sine_wave(f,overSampRate,phase,nCyl):\n",
    "    \"\"\"\n",
    "    f : frequency of sine wave in Hertz\n",
    "    overSampRate : oversampling rate (integer)\n",
    "    phase : desired phase shift in radians\n",
    "    nCyl : number of cycles of sine wave to generate\n",
    "    Returns:\n",
    "    (t,g) : time base (t) and the signal g(t) as tuple\n",
    "    \"\"\"\n",
    "    fs = overSampRate*f # sampling frequency\n",
    "    t = np.arange(0,nCyl*1/f-1/fs,1/fs) # time base\n",
    "    g = np.sin(2*np.pi*f*t+phase) # replace with cos if a cosine wave is desired\n",
    "    return (t,g) # return time base and signal g(t) as tuple\n",
    "\n",
    "\"\"\"\n",
    "Simulate a sinusoidal signal with given sampling rate\n",
    "\"\"\"\n",
    "f = 2 #frequency = 10 Hz\n",
    "overSampRate = 44000 #oversammpling rate\n",
    "fs = f*overSampRate #sampling frequency\n",
    "phase = 1/3*np.pi #phase shift in radians\n",
    "nCyl = 5 # desired number of cycles of the sine wave\n",
    "\n",
    "(t,x) = sine_wave(f,overSampRate,phase,nCyl) #function call\n",
    "\n",
    "plt.plot(t,x) \n",
    "plt.title('Sine wave f='+str(f)+' Hz') # plot title\n",
    "plt.xlabel('Time (s)') # x-axis label\n",
    "plt.ylabel('Amplitude') # y-axis label\n",
    "plt.show() # display the figure\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<b>NOTE</b> TAKEAWAY: <br>\n",
    "The commonly stated range of human hearing is 20 to 20,000 Hz. Under ideal laboratory conditions, humans can hear sound as low as 12 Hz and as high as 28 kHz, though the threshold increases sharply at 15 kHz in adults, corresponding to the last auditory channel of the cochlea. <br>\n",
    "REF: https://en.wikipedia.org/wiki/Hearing_range <br> <br>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<b> LISTEN TO VARIOUS FREQUENCY SOUND WAVES AND ENJOY!</b>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [],
   "source": [
    "from IPython.display import Audio\n",
    "import time\n",
    "\n",
    "sampleRate = 44100\n",
    "audio_length = 1 #second\n",
    "amplitude = 10\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frequency = 10\n",
    "t = np.linspace(0, audio_length, sampleRate * audio_length) \n",
    "y = amplitude*np.sin(frequency * 2 * np.pi * t) \n",
    "ipd.Audio(y, rate=sampleRate)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frequency = 20\n",
    "t = np.linspace(0, audio_length, sampleRate * audio_length)  #  Produces a given 'length' seconds Audio-File\n",
    "y = amplitude*np.sin(frequency * 2 * np.pi * t)  #  Has frequency of given 'frequency'\n",
    "ipd.Audio(y, rate=sampleRate) # load a NumPy array\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frequency = 50\n",
    "t = np.linspace(0, audio_length, sampleRate * audio_length)  #  Produces a given 'length' seconds Audio-File\n",
    "y = amplitude*np.sin(frequency * 2 * np.pi * t)  #  Has frequency of given 'frequency'\n",
    "ipd.Audio(y, rate=sampleRate) # load a NumPy array\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frequency = 125\n",
    "t = np.linspace(0, audio_length, sampleRate * audio_length)  #  Produces a given 'length' seconds Audio-File\n",
    "y = amplitude*np.sin(frequency * 2 * np.pi * t)  #  Has frequency of given 'frequency'\n",
    "ipd.Audio(y, rate=sampleRate) # load a NumPy array\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frequency = 220\n",
    "t = np.linspace(0, audio_length, sampleRate * audio_length)  #  Produces a given 'length' seconds Audio-File\n",
    "y = amplitude*np.sin(frequency * 2 * np.pi * t)  #  Has frequency of given 'frequency'\n",
    "ipd.Audio(y, rate=sampleRate) # load a NumPy array\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}