74 lines
43 KiB
Plaintext
74 lines
43 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"id": "bf65136a",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 800x400 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"import matplotlib.pyplot as plt\n",
|
|
"import numpy as np\n",
|
|
"\n",
|
|
"# 1. 准备数据\n",
|
|
"x = np.linspace(0, 10, 100)\n",
|
|
"y = np.sin(x)\n",
|
|
"\n",
|
|
"# 2. 创建图表\n",
|
|
"plt.figure(figsize=(8, 4))\n",
|
|
"plt.plot(x, y, label='Sine Wave', color='blue', linestyle='--')\n",
|
|
"\n",
|
|
"# 3. 添加装饰\n",
|
|
"plt.title(\"Simple Sine Wave\")\n",
|
|
"plt.xlabel(\"Time (s)\")\n",
|
|
"plt.ylabel(\"Amplitude\")\n",
|
|
"plt.grid(True)\n",
|
|
"plt.legend()\n",
|
|
"\n",
|
|
"# 4. 在 Notebook 中直接显示\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "1ceaf275",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "aiearth",
|
|
"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": "3.8.20"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 5
|
|
}
|