{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ECE 401, Signal Processing\n",
    "\n",
    "# Lecture 1: Introduction to Signal Processing using Python\n",
    "\n",
    "This Jupyter notebook was released into the public domain by its author, Mark Hasegawa-Johnson.  Please feel free to re-use or recycle any part of it at will. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 0. Outline of the Course"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here's the official course description:\n",
    "\n",
    "    Introduction to signal processing for advanced undergraduates or graduate students in the biological, physical, social, engineering and computer sciences. Representation and processing of continuous-time and discrete-time signals and images using phasors, Fourier series, sampling, FIR filters, discrete-time Fourier transform, Z transform, and IIR filters. Machine problems include processing of music, speech, photographic image, bioelectric, and biomedical image data. Course Information: 4 undergraduate hours. 4 graduate hours. Credit is not given towards graduation for both ECE 310 and ECE 401. Prerequisite: MATH 220.\n",
    "    \n",
    "If you're an ECE student, please note the second-to-last sentence."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here are some other links to help you get started:\n",
    "\n",
    "* The web page for this course is https://courses.engr.illinois.edu/ece401.  There, you can find a list of lectures, and information about grading, assignments, and exams.\n",
    "* The textbook is [Signal Processing First](https://www.mathworks.com/academia/books/signal-processing-first-mccellan.html>) by McClellan, Schafer and Yoder.\n",
    "* All machine problems in this course will use [python](https://docs.python.org/3/tutorial/appetite.html). Instructions for each machine problem, and some lectures (like this one), will use [Jupyter notebooks](https://jupyter.org/).  If you don't have a lot of previous python experience, I strongly recommend that you install [Anaconda](https://www.anaconda.com/), because it includes pre-installed versions of many of the packages we will use in this course, including Jupyter, [numpy](https://numpy.org), [pyplot](https://matplotlib.org/stable/tutorials/pyplot.html) and [IPython](https://ipython.org/ipython-doc/dev/api/generated/IPython.display.html).\n",
    "* If you want to run all of the code in this lecture, you'll also need to install [librosa](https://librosa.org/doc/latest/index.html).  You can do that by running the following code block, which uses the exclamation point (!) to run a system command that installs librosa:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    }
   ],
   "source": [
    "!pip install librosa"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Great!  Now let's try creating some signals.  Roughly speaking, there are three fundamental types of signals, from which all other signals are constructed: buzz, click, and hiss.\n",
    "\n",
    "1. A [periodic](https://en.wikipedia.org/wiki/Periodic_function) audio signal might sound like a *buzz*, or if it's more pleasant, a [tone](https://en.wikipedia.org/wiki/Tone).  A periodic image signal is called [stripes](https://en.wikipedia.org/wiki/Stripe_(pattern)).  [Electrocardiogram](https://en.wikipedia.org/wiki/Electrocardiography) signals and weather patterns are approximately periodic.\n",
    "1. A short-duration audio signal is called an [impulse](https://en.wikipedia.org/wiki/Dirac_delta_function), and sounds like a *click*.  A short-duration image signal is called a *dot* or [point](https://en.wikipedia.org/wiki/Point_(geometry)).\n",
    "1. An unpredictably random audio, electric, or image signal is called a [stochastic process](https://en.wikipedia.org/wiki/Stochastic_process) and sounds like [noise](https://en.wikipedia.org/wiki/Noise)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Periodic Signals (Tones)\n",
    "\n",
    "First, let's create a pure tone, at the frequency of middle C on the piano."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "sr = 8000 # sampling rate, [samples/second]\n",
    "t = np.arange(sr)/sr # labels for the time axis, in units of seconds\n",
    "middle_C = 255 # middle C on the piano is about 255 Hz\n",
    "tone = np.sin(2*np.pi*middle_C*t)  # a tone at middle C\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's view the waveform."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '255Hz Pure Tone')"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "plt.figure(figsize=(14, 5))\n",
    "plt.plot(t[:500],tone[:500])\n",
    "plt.xlabel('Time (seconds)')\n",
    "plt.title('255Hz Pure Tone')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's view the spectrogram, using librosa.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.QuadMesh at 0x1298e7970>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import librosa, librosa.display\n",
    "TONE = librosa.stft(tone)\n",
    "TONEdb = librosa.amplitude_to_db(abs(TONE))\n",
    "plt.figure(figsize=(14, 5))\n",
    "librosa.display.specshow(TONEdb, sr=sr, x_axis='time', y_axis='hz')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's play the tone, using Ipython.display.audio."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "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": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import IPython.display as ipd\n",
    "ipd.Audio(tone, rate=sr)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now I want to write the waveform to a file, so I can open it using Praat or any other interface.  For this I use soundfile: https://pysoundfile.readthedocs.io/en/latest/.  First, we install soundfile in case you don't already have it:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: soundfile in /Users/jhasegaw/anaconda3/lib/python3.10/site-packages (0.12.1)\r\n",
      "Requirement already satisfied: cffi>=1.0 in /Users/jhasegaw/anaconda3/lib/python3.10/site-packages (from soundfile) (1.16.0)\r\n",
      "Requirement already satisfied: pycparser in /Users/jhasegaw/anaconda3/lib/python3.10/site-packages (from cffi>=1.0->soundfile) (2.21)\r\n"
     ]
    }
   ],
   "source": [
    "!pip install soundfile"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "... then, use soundfile to save the waveform as an wav file."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "import soundfile as sf\n",
    "sf.write('tone_255.wav', tone, sr)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "-------------------------------\n",
    "## 2. Impulses (Clicks)\n",
    "-------------------------------\n",
    "Next, let me create a click.   A click is mostly zeros, with just one high-amplitude sample in the middle."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Click at 0.5 seconds, with amplitude of 1000')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1400x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "click = np.zeros(8000)\n",
    "click[4000] = 1000 # arbitrary high-amplitude sample\n",
    "plt.figure(figsize=(14, 5))\n",
    "plt.plot(t,click)\n",
    "plt.xlabel('Time (seconds)')\n",
    "plt.title('Click at 0.5 seconds, with amplitude of 1000')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.QuadMesh at 0x1299deda0>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1400x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "CLICK = librosa.stft(click, hop_length=80, win_length=240)  # 30ms window length, with a 10ms hop between windows\n",
    "CLICKdb = librosa.amplitude_to_db(abs(CLICK))\n",
    "plt.figure(figsize=(14, 5))\n",
    "librosa.display.specshow(CLICKdb, sr=sr, x_axis='time', y_axis='hz')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source src=\"data:audio/wav;base64,UklGRqQ+AABXQVZFZm10IBAAAAABAAEAQB8AAIA+AAACABAAZGF0YYA+AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA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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": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ipd.Audio(click, rate=sr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "sf.write('click.wav', click, sr)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "-------------------------------\n",
    "## 3. Stochastic Processes (Noise)\n",
    "-------------------------------\n",
    "Finally, the third main type of signal: noise.  We'll use the function np.random.randn, which generates 8000 independent samples of a zero-mean, unit-variance [Gaussian random variable](https://en.wikipedia.org/wiki/Normal_distribution)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Gaussian Noise, Mean=0.0, Variance=1.0')"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1400x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "noise = np.random.randn(8000)\n",
    "plt.figure(figsize=(14, 5))\n",
    "plt.plot(t[:500],noise[:500])\n",
    "plt.xlabel('Time (seconds)')\n",
    "plt.title('Gaussian Noise, Mean=0.0, Variance=1.0')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.QuadMesh at 0x129acdea0>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14, 5))\n",
    "NOISE = librosa.stft(noise, hop_length=80, win_length=240)\n",
    "librosa.display.specshow(librosa.amplitude_to_db(abs(NOISE)), sr=sr, x_axis='time', y_axis='hz')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "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": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ipd.Audio(noise, rate=sr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "sf.write('noise.wav', noise, sr)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Quiz\n",
    "\n",
    "Go to [the course webpage](https://courses.engr.illinois.edu/ece401), click on \"Lectures\", then click on today's date.  That link will take you to the [Prairielearn](https://us.prairielearn.com/) page for this course, to today's quiz.  \n",
    "\n",
    "In every lecture this semester, there will be a short quiz for you to try.  Each quiz can be taken as many times as you like; only your highest score will count.  You will be permitted to try the quiz any time during the lecture, or any time during the 23 hours following the end of lecture, without penalty; if you submit the quiz more than 23 hours after the end of lecture, you will suffer a small penalty of 5 percent."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5. Next Steps\n",
    "\n",
    "If we have time left at the end of lecture, we will begin working through [MP1](https://courses.grainger.illinois.edu/ece401/fa2026/mp/mp1_notebook.html), which is about signal processing for an integrated movement unit (IMU).  \n",
    "\n",
    "Once this lecture is over, try downloading [mp1.zip](https://courses.grainger.illinois.edu/ece401/fa2026/mp/mp1.zip), and start working on it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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  "kernelspec": {
   "display_name": "Python [conda env:base] *",
   "language": "python",
   "name": "conda-base-py"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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