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@t-mart
Created September 21, 2019 14:00
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Yanny or Laurel?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Which one do you hear?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In May 2018, the internet was up in arms about an audio clip. Some heard the word \"Yanny\" and others heard \"Laurel\".\n",
"\n",
"Play the controversial clip below:"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"tags": ["hide_input"],
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Yanny Laurel Clip\n"
]
},
{
"data": {
"text/html": [
"\n",
" <audio controls=\"controls\" >\n",
" <source 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\" type=\"audio/ogg\" />\n",
" Your browser does not support the audio element.\n",
" </audio>\n",
" "
],
"text/plain": [
"<IPython.lib.display.Audio object>"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import IPython.display as ipd\n",
"audio_file_path = 'audio/yl_wikipedia.com.ogg'\n",
"print('Yanny Laurel Clip')\n",
"ipd.Audio(audio_file_path)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In the following notebook, we will explore why people hear both and a technique that isolates each word. But first we need to build a foundation to talk about that..."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Building Sound from Waves"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's take a look at a graph of the clip:"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import librosa\n",
"from matplotlib.ticker import FuncFormatter\n",
"amplitude_samples, sample_rate = librosa.load(audio_file_path)\n",
"fig = plt.figure(figsize=(14, 5))\n",
"ax = fig.add_subplot()\n",
"ax.plot(amplitude_samples)\n",
"ax.grid(linewidth=0.5, alpha=0.5)\n",
"ax.set_xticks(np.arange(0, len(amplitude_samples), sample_rate/10))\n",
"ax.xaxis.set_major_formatter(FuncFormatter(lambda x, pos: f\"{x / sample_rate:.1f}\"))\n",
"ax.set_xlabel('Time')\n",
"ax.set_ylabel('Amplitude')\n",
"ax.set_title('Waveform of Yanny-Laurel Audio Clip');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The above graph shows a recorded amplitude for a given time. We call this kind of graph a **waveform**.\n",
"\n",
"Microphones record amplitude samples at sub-second rates (in this case, 22,100 samples per second). We refer to this stream of recorded samples as a **singal**."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### A Basic Sine Wave"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The waveform of the above clip is complex. Let's break it down and take super simple example of a singal, a **sine wave**, given by formula:\n",
"\n",
"$y(t) = A\\sin(2 \\pi f t + \\varphi)$\n",
"\n",
"where:\n",
"\n",
"- $\\mathit{t}$, *time*, specifies the number of seconds passed.\n",
"- $\\mathit{A}$, *amplitude*, specifies the peak deviation of the function from zero.\n",
"- $\\mathit{f}$, *frequency*, specifies the number of oscillations (cycles) that occur each second of time.\n",
"- $\\mathit{\\varphi}$, *phase*, specifies (in radians) where in its cycle the oscillation is at t = 0.\n",
"\n",
"With time being given to us by the function, let's look at how we can play with our parameters, amplitude and frequency, and make different sounds."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Changing Amplitude (Volume)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For audio, bigger amplitudes create louder sounds. *(Note: Audio samples are often encoded with amplitudes that can be positive or negative, so for our examples, look at the **absolute values** of the samples.)* The further away from zero, the louder the sound.\n",
"\n",
"Let's take a look at sine waves with big and small amplitudes and compare how they sound:"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"High Amplitude Clip\n"
]
},
{
"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": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"high_amp = 0.5\n",
"freq = 400\n",
"rate = 22_100\n",
"time = np.linspace(0, 1, rate) # 1 second\n",
"base = np.sin(2 * 3.14 * freq * time)\n",
"\n",
"high_amp_samples = high_amp * np.sin(2 * 3.14 * freq * time)\n",
"print(\"High Amplitude Clip\")\n",
"ipd.Audio(high_amp_samples, rate=rate, normalize=False)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Low Amplitude Clip\n"
]
},
{
"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": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"low_amp = high_amp / 10\n",
"low_amp_samples = low_amp * np.sin(2 * 3.14 * freq * time)\n",
"print(\"Low Amplitude Clip\")\n",
"ipd.Audio(low_amp_samples, rate=rate, normalize=False)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"zoom_samples = 1000\n",
"fig = plt.figure(figsize=(14, 5))\n",
"ax = fig.add_subplot()\n",
"ax.axhline(color=\"0.9\")\n",
"ax.plot(high_amp_samples[:zoom_samples], label=f'High Amplitude = {high_amp}')\n",
"ax.plot(low_amp_samples[:zoom_samples], label=f'Low Amplitude = {low_amp}')\n",
"ax.legend()\n",
"ax.set_xticks(np.arange(0, zoom_samples, zoom_samples/10))\n",
"ax.xaxis.set_major_formatter(FuncFormatter(lambda x, pos: f\"{x / rate:.5f}\"))\n",
"ax.set_xlabel('Time')\n",
"ax.set_ylabel('Amplitude')\n",
"ax.set_title(\"First 1000 samples of Amplitude Clips\");"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can see that the 2 clips have the same sine shape, but differ in amplification. Subsequently, one is louder than the other."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Changing Frequency (Pitch)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For audio, higher frequencies produce higher pitches. We measure frequency with Hertz (Hz), the number of times a cycle repeats per second.\n",
"\n",
"Let's create 2 more sine waves with different frequencies and see how that affects the sound."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Low Frequency Clip\n"
]
},
{
"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": [
"amp = 0.1\n",
"low_freq = 200\n",
"rate = 22_100\n",
"time = np.linspace(0, 1, rate) # 1 second\n",
"base = np.sin(2 * 3.14 * freq * time)\n",
"\n",
"low_freq_samples = amp * np.sin(2 * 3.14 * low_freq * time)\n",
"print(\"Low Frequency Clip\")\n",
"ipd.Audio(low_freq_samples, rate=rate, normalize=False)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"High Frequency Clip\n"
]
},
{
"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": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"high_freq = low_freq * 3\n",
"high_freq_samples = amp * np.sin(2 * 3.14 * high_freq * time)\n",
"print(\"High Frequency Clip\")\n",
"ipd.Audio(high_freq_samples, rate=rate, normalize=False)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"zoom_samples = 1000\n",
"fig = plt.figure(figsize=(14, 5))\n",
"ax = fig.add_subplot()\n",
"ax.axhline(color=\"0.9\")\n",
"ax.plot(low_freq_samples[:zoom_samples], label=f'Low Frequency = {low_freq}')\n",
"ax.plot(high_freq_samples[:zoom_samples], label=f'High Frequency = {high_freq}')\n",
"ax.legend()\n",
"ax.set_xticks(np.arange(0, zoom_samples, zoom_samples/10))\n",
"ax.xaxis.set_major_formatter(FuncFormatter(lambda x, pos: f\"{x / rate:.5f}\"))\n",
"ax.set_xlabel('Time')\n",
"ax.set_ylabel('Amplitude')\n",
"ax.set_title(\"First 1000 samples of Frequency Clips\");"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Again, the waves retain the same shape, but one oscillates much more quickly than the other, and therefore, has a higher pitch."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Changing Phase"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For right now, changing the phase of our waves does not change the produced sound in any way. With a single frequency and amplitude, changing the phase will only shift the where the wave starts its path. For example, if you use a phase of $\\frac{\\pi}{2}$ radians, the sine wave at time 0 will equal 1 instead of 0. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Adding Waves"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We've seen how we can adjust the amplitude and frequency of a wave to create different sounds. But, these sounds are pretty basic, with a single pitch and a single amplitude.\n",
"\n",
"To get more complex, we can add 2 or more waves together. Adding waves is simple: for a given value *t*, just add up the values of each wave together. Note that since waves values can be negative too, you might be subtracting!\n",
"\n",
"$y(t) = A_1\\sin(2 \\pi f_1 t + \\varphi_1) + A_2\\sin(2 \\pi f_2 t + \\varphi_2) + A_3\\sin(2 \\pi f_3 t + \\varphi_3) + \\ldots$\n",
"\n",
"In fact, **any possible signal can be created by adding the right waves together**. This is an important statement, and we will build upon it later.\n",
"\n",
"For now, let's take a look at some basic wave addition:"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x1008 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"rate = 22_100\n",
"time = np.linspace(0, 1, rate) # 1 second\n",
"\n",
"plot_samples = 4000\n",
"fig = plt.figure(figsize=(14, 14))\n",
"fig.suptitle(\"Various Wave Additions\", y=0.9, fontsize=16)\n",
"\n",
"args = [\n",
" # amp1, freq1, amp2, freq2\n",
" (0.5, 50, 0.5, 60),\n",
" (0.5, 50, 0.5, 50),\n",
" (0.5, 50, 0.2, 300),\n",
" (0.5, 50, -0.5, 50),\n",
"]\n",
"\n",
"time = np.linspace(0, 1, rate) # 1 second\n",
"various_wave_additions = list()\n",
"for i, (amp1, freq1, amp2, freq2) in enumerate(args):\n",
" ax = fig.add_subplot(4, 1, i+1)\n",
" a = amp1 * np.sin(2 * 3.14 * freq1 * time)\n",
" b = amp2 * np.sin(2 * 3.14 * freq2 * time)\n",
" ax.plot(b[:plot_samples], linestyle='--', color=\"0.7\", label=f\"{amp1}x Amplitude, {freq1}Hz\")\n",
" ax.plot(a[:plot_samples], linestyle=':', color=\"0.7\", label=f\"{amp2}x Amplitude, {freq2}Hz\")\n",
" resulting_wave = a[:plot_samples]+b[:plot_samples]\n",
" various_wave_additions.append(a+b)\n",
" ax.plot(resulting_wave, label=\"Resulting Wave\")\n",
" ax.legend()\n",
" ax.axhline(color=\"0.9\")\n",
" ax.set_ylabel('Amplitude')\n",
"ax.set_xlabel('Time')\n",
"\n",
"# fig.tight_layout()\n",
"fig.show();"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Various Wave 1\n"
]
},
{
"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": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"print(\"Various Wave 1\")\n",
"ipd.Audio(various_wave_additions[0], rate=rate, normalize=False)"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Various Wave 2\n"
]
},
{
"data": {
"text/html": [
"\n",
" <audio controls=\"controls\" >\n",
" <source 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