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Last active March 21, 2024 21:31
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yukun_excercise_hidden_data
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\n"
},
"metadata": {}
}
],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"np.random.seed(0)\n",
"\n",
"\n",
"N = 1000\n",
"x = np.linspace(-10, 10, 1000)\n",
"\n",
"e = np.random.normal(0, 1, size=N)\n",
"\n",
"m, c= 3, 0.4\n",
"A, f = 3, 0.8\n",
"\n",
"m2, c2, A2, f2= -3, 0, 1, 3\n",
"\n",
"y1 = m*x + c + e\n",
"y2 = np.sin(f*x)*A + e\n",
"y3 = m2*x + c2 + np.sin(f2*x)*A2 + e\n",
"\n",
"plt.scatter(x, y1, color=\"tab:orange\", s=1)\n",
"plt.plot(x, y1-e, color=\"tab:orange\", ls='--')\n",
"plt.scatter(x, y2, color=\"tab:green\", s=1)\n",
"plt.plot(x, y2-e, color=\"tab:green\", ls='--')\n",
"plt.scatter(x, y3, color=\"tab:blue\", s=1)\n",
"plt.plot(x, y3-e, color=\"tab:blue\", ls='--')\n",
"plt.xlabel(\"X\")\n",
"plt.ylabel(\"Y\")\n"
]
},
{
"cell_type": "code",
"source": [
"np.savetxt(\n",
" \"data.txt\",\n",
" np.c_[x, y1, y2, y3],\n",
" delimiter=\",\",\n",
" header=\"x, y1, y2, y3\",\n",
" comments=\"\",\n",
")"
],
"metadata": {
"id": "rKSdhBTutXZ9"
},
"execution_count": 4,
"outputs": []
},
{
"cell_type": "code",
"source": [],
"metadata": {
"id": "uN2byEME5Y9h"
},
"execution_count": null,
"outputs": []
}
]
}
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