288 lines
324 KiB
Plaintext
288 lines
324 KiB
Plaintext
{
|
||
"cells": [
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 2,
|
||
"id": "e8add32d",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>n_max_trial</th>\n",
|
||
" <th>cap_limit_level</th>\n",
|
||
" <th>mean_end_ts</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>7</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>1.8726</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>7</td>\n",
|
||
" <td>10.0</td>\n",
|
||
" <td>2.2829</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>7</td>\n",
|
||
" <td>15.0</td>\n",
|
||
" <td>2.5124</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>5</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>1.8726</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>5</td>\n",
|
||
" <td>10.0</td>\n",
|
||
" <td>2.2840</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>5</th>\n",
|
||
" <td>5</td>\n",
|
||
" <td>15.0</td>\n",
|
||
" <td>2.5189</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>6</th>\n",
|
||
" <td>3</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>1.8754</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>7</th>\n",
|
||
" <td>3</td>\n",
|
||
" <td>10.0</td>\n",
|
||
" <td>2.3349</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>8</th>\n",
|
||
" <td>3</td>\n",
|
||
" <td>15.0</td>\n",
|
||
" <td>2.5918</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" n_max_trial cap_limit_level mean_end_ts\n",
|
||
"0 7 5.0 1.8726\n",
|
||
"1 7 10.0 2.2829\n",
|
||
"2 7 15.0 2.5124\n",
|
||
"3 5 5.0 1.8726\n",
|
||
"4 5 10.0 2.2840\n",
|
||
"5 5 15.0 2.5189\n",
|
||
"6 3 5.0 1.8754\n",
|
||
"7 3 10.0 2.3349\n",
|
||
"8 3 15.0 2.5918"
|
||
]
|
||
},
|
||
"execution_count": 2,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"import pandas as pd\n",
|
||
"data = pd.read_csv(\"analysis\\\\20260128experiment_result.csv\")\n",
|
||
"data = data[[\"n_max_trial\",\"cap_limit_level\",\"mean_end_ts\"]]\n",
|
||
"data"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 8,
|
||
"id": "e7ff2e53",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": "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",
|
||
"text/plain": [
|
||
"<Figure size 1200x1050 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import matplotlib.pyplot as plt\n",
|
||
"\n",
|
||
"# 设置中文字体为宋体\n",
|
||
"plt.rcParams['font.sans-serif'] = ['SimSun'] # 宋体\n",
|
||
"plt.rcParams['axes.unicode_minus'] = False # 解决负号显示问题\n",
|
||
"\n",
|
||
"# 1. 画交互作用图\n",
|
||
"plt.figure(figsize=(4, 3.5), dpi=300)\n",
|
||
"\n",
|
||
"# 为每个 n_max_trial 水平画一条线\n",
|
||
"colors = plt.rcParams['axes.prop_cycle'].by_key()['color']\n",
|
||
"for i, n_trial in enumerate(sorted(data['n_max_trial'].unique())):\n",
|
||
" subset = data[data['n_max_trial'] == n_trial].sort_values('cap_limit_level')\n",
|
||
" plt.plot(\n",
|
||
" subset['cap_limit_level'],\n",
|
||
" subset['mean_end_ts'],\n",
|
||
" marker='o',\n",
|
||
" linewidth=2,\n",
|
||
" markersize=6,\n",
|
||
" alpha=0.85,\n",
|
||
" color=colors[i % len(colors)], # <- key line\n",
|
||
" label=f'{int(n_trial)}'\n",
|
||
" )\n",
|
||
"\n",
|
||
"plt.xlabel(\"额外产能分布均值P6\", fontsize=11)\n",
|
||
"plt.ylabel(\"产业链供应链恢复时间\", fontsize=11)\n",
|
||
"# plt.title(\"交互作用图(系统恢复用时R1)\\n数据均值\", fontsize=12)\n",
|
||
"plt.legend(title='最大尝试次数P3', loc='upper left')\n",
|
||
"plt.grid(True, alpha=0.3)\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()\n",
|
||
"\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 10,
|
||
"id": "0bb5497b",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": "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",
|
||
"text/plain": [
|
||
"<Figure size 1200x900 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import seaborn as sns\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"\n",
|
||
"# 设置中文字体为宋体\n",
|
||
"plt.rcParams['font.sans-serif'] = ['SimSun'] # 宋体\n",
|
||
"plt.rcParams['axes.unicode_minus'] = False # 解决负号显示问题\n",
|
||
"\n",
|
||
"# 2. 透视成二维网格\n",
|
||
"pivot = data.pivot(index=\"n_max_trial\",\n",
|
||
" columns=\"cap_limit_level\",\n",
|
||
" values=\"mean_end_ts\")\n",
|
||
"\n",
|
||
"# 3. 画热力图\n",
|
||
"plt.figure(figsize=(4, 3), dpi=300) # 正方形,提高分辨率\n",
|
||
"sns.heatmap(\n",
|
||
" pivot,\n",
|
||
" annot=True,\n",
|
||
" fmt=\".3f\",\n",
|
||
" cmap=\"Blues\", # 使用蓝色配色方案\n",
|
||
" # square=True # 确保每个单元格也是正方形\n",
|
||
")\n",
|
||
"\n",
|
||
"plt.xlabel(\"额外产能分布均值P6\")\n",
|
||
"plt.ylabel(\"最大尝试次数P3\")\n",
|
||
"# plt.title(\"产业链供应链恢复时间\")\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 7,
|
||
"id": "857ed844",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": "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",
|
||
"text/plain": [
|
||
"<Figure size 600x400 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"from mpl_toolkits.mplot3d import Axes3D\n",
|
||
"# 网格\n",
|
||
"Y = data[\"cap_limit_level\"].values.reshape(3,3)\n",
|
||
"X = data[\"n_max_trial\"].values.reshape(3,3)\n",
|
||
"Z = data[\"mean_end_ts\"].values.reshape(3,3)\n",
|
||
"\n",
|
||
"# 画图\n",
|
||
"fig = plt.figure(figsize=(6,4))\n",
|
||
"ax = fig.add_subplot(111, projection=\"3d\")\n",
|
||
"\n",
|
||
"ax.plot_surface(X, Y, Z)\n",
|
||
"\n",
|
||
"ax.set_xlabel(\"cap_limit_level\")\n",
|
||
"ax.set_ylabel(\"n_max_trial\")\n",
|
||
"ax.set_zlabel(\"mean_end_ts\")\n",
|
||
"ax.set_title(\"Response Surface\")\n",
|
||
"\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "cd4f9d77",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "venv",
|
||
"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": "3.8.10"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
}
|