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SiC-2nd-paper/画图/拉曼整体图/plot.ipynb
2025-04-02 14:06:12 +08:00

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{
"cells": [
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"from scipy.optimize import curve_fit\n",
"import matplotlib.pyplot as plt\n",
"import plotly.graph_objects as go"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 2000x300 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 2000x300 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 2000x300 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 2000x300 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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"text/plain": [
"<Figure size 2000x300 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"raman = [ \"zyyz\", \"zyxz\", \"yxxy\", \"yxzy\", \"yzzy\" ]\n",
"\n",
"for i in range(0, 5):\n",
" fig = plt.figure(figsize=(20, 3)) # 尺寸需要调整\n",
" ax = fig.add_subplot()\n",
" for j in range(1, 6):\n",
" file = open(f\"../stuff/42/20250331/1/{raman[i]}/{j}.txt\", 'r', encoding='utf-8', errors='ignore')\n",
" data = np.loadtxt(file, comments='#')\n",
" # 平移并缩放y使得最小值为 10最大值为 1000\n",
" data[:,1] = 10 + (data[:,1] - data[:,1].min()) / (data[:,1].max() - data[:,1].min()) * 990\n",
" ax.plot(data[:,0], np.log10(data[:,1]), color=\"gray\", linewidth=0.5)\n",
" ax.set(xlim=[150, 1000], ylim=[1, 3])\n",
" ax.tick_params(direction='in')\n",
" ax.set_xticks(range(200, 1001, 100))\n",
" ax.set_xticklabels([])\n",
" ax.set_yticklabels([])\n",
" fig.savefig(f'画图/拉曼整体图/{i}.svg', format='svg')"
]
}
],
"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": "3.12.7"
}
},
"nbformat": 4,
"nbformat_minor": 2
}