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@t-mart
Last active March 27, 2024 03:02
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Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x720 with 5 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import numpy as np\n",
"from matplotlib import pyplot as plt\n",
"\n",
"wave_freq = 5\n",
"domain = 1\n",
"\n",
"sample_rates = (\n",
" (wave_freq * 2 - 1, 'below Nyquist rate'),\n",
" (wave_freq * 2, '(exclusive) lower bound according to Nyquist?'),\n",
" (wave_freq * 2 + 1, 'bit more than Nyquist'),\n",
" (wave_freq * 4, 'double Nyquist'),\n",
")\n",
"\n",
"n_plots = len(sample_rates) + 1\n",
"\n",
"fig = plt.figure(figsize=(8, 10))\n",
"ax = fig.add_subplot(n_plots, 1, 1)\n",
"time = np.linspace(0, domain, 1000, endpoint=False) # take enough samples to make a seemingly perfect sine wave\n",
"hi_res = np.sin(2 * np.pi * wave_freq * time)\n",
"ax.axhline(color=\"0.7\")\n",
"ax.plot(time, hi_res, label=f'{wave_freq}Hz wave')\n",
"ax.legend(loc=1)\n",
"ylim = ax.get_ylim()\n",
"\n",
"for i, (sample_rate, title) in enumerate(sample_rates):\n",
" ax = fig.add_subplot(n_plots, 1, i+2)\n",
"\n",
" t = np.linspace(0, domain, sample_rate, endpoint=False)\n",
" samples = np.sin((2 * np.pi * wave_freq) * t)\n",
" ax.axhline(color=\"0.7\")\n",
" ax.plot(time, hi_res, label=f'{wave_freq}Hz wave', color='0.8') # show what we're aiming for\n",
" ax.plot(t, samples, marker='o', label=f'{sample_rate}Hz sample rate ({sample_rate/wave_freq}x)')\n",
" ax.set_ylim(*ylim)\n",
" ax.legend(loc=1)\n",
" ax.set_title(title)\n",
" \n",
"fig.tight_layout()\n",
"fig.savefig(\"demo.png\")\n",
"fig.show;"
]
}
],
"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": "3.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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