2a05422ddf
Signed-off-by: 邓凯洋 <13202611+deng-kaiyang@user.noreply.gitee.com>
116 lines
80 KiB
Plaintext
116 lines
80 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": "6a3cfbeb",
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"metadata": {},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"C:\\Users\\Admin\\anaconda3\\lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Glyph 39044 (\\N{CJK UNIFIED IDEOGRAPH-9884}) missing from current font.\n",
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" fig.canvas.print_figure(bytes_io, **kw)\n",
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"C:\\Users\\Admin\\anaconda3\\lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Glyph 27979 (\\N{CJK UNIFIED IDEOGRAPH-6D4B}) missing from current font.\n",
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" fig.canvas.print_figure(bytes_io, **kw)\n",
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"C:\\Users\\Admin\\anaconda3\\lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Glyph 32467 (\\N{CJK UNIFIED IDEOGRAPH-7ED3}) missing from current font.\n",
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" fig.canvas.print_figure(bytes_io, **kw)\n",
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"C:\\Users\\Admin\\anaconda3\\lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Glyph 26524 (\\N{CJK UNIFIED IDEOGRAPH-679C}) missing from current font.\n",
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" fig.canvas.print_figure(bytes_io, **kw)\n",
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"C:\\Users\\Admin\\anaconda3\\lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Glyph 21644 (\\N{CJK UNIFIED IDEOGRAPH-548C}) missing from current font.\n",
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" fig.canvas.print_figure(bytes_io, **kw)\n",
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"C:\\Users\\Admin\\anaconda3\\lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Glyph 35797 (\\N{CJK UNIFIED IDEOGRAPH-8BD5}) missing from current font.\n",
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" fig.canvas.print_figure(bytes_io, **kw)\n",
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"C:\\Users\\Admin\\anaconda3\\lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Glyph 38598 (\\N{CJK UNIFIED IDEOGRAPH-96C6}) missing from current font.\n",
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" fig.canvas.print_figure(bytes_io, **kw)\n",
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"C:\\Users\\Admin\\anaconda3\\lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Glyph 24046 (\\N{CJK UNIFIED IDEOGRAPH-5DEE}) missing from current font.\n",
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" fig.canvas.print_figure(bytes_io, **kw)\n",
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"C:\\Users\\Admin\\anaconda3\\lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Glyph 24322 (\\N{CJK UNIFIED IDEOGRAPH-5F02}) missing from current font.\n",
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" fig.canvas.print_figure(bytes_io, **kw)\n"
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]
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},
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{
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"data": {
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\n",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"MSE: 27.195965766883234\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"import pandas as pd\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"\n",
|
|
"data3 = pd.read_csv('boston.csv')\n",
|
|
"# 把target作为目标变量,即基于13个解释变量中的1个或多个来预测房价target\n",
|
|
"x = data3.iloc[:, :-1].values\n",
|
|
"y = data3['target'].values\n",
|
|
"\n",
|
|
"# 划分测试集与训练集\n",
|
|
"from sklearn.model_selection import train_test_split\n",
|
|
"\n",
|
|
"x_train, x_test, y_train, y_test = train_test_split(x, y, test_size=0.3, random_state=0)\n",
|
|
"\n",
|
|
"# 线性回归\n",
|
|
"from sklearn.linear_model import LinearRegression\n",
|
|
"\n",
|
|
"lr = LinearRegression()\n",
|
|
"lr.fit(x_train, y_train)\n",
|
|
"y_pred = lr.predict(x_test)\n",
|
|
"\n",
|
|
"# 可视化y_test和y_pred的差异\n",
|
|
"plt.plot(range(len(y_pred)), y_pred, 'b', label=\"predict\")\n",
|
|
"plt.plot(range(len(y_test)), y_test, 'r', label=\"test\")\n",
|
|
"plt.legend(loc=\"upper right\")\n",
|
|
"plt.title('预测结果和测试集差异')\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"# 模型评估\n",
|
|
"from sklearn.metrics import mean_squared_error\n",
|
|
"\n",
|
|
"print(\"MSE:\", mean_squared_error(y_test, y_pred))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "f4eb22a5",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3 (ipykernel)",
|
|
"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": "3.10.9"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 5
|
|
}
|