Files
2023-07-15 15:11:55 +00:00

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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true,
"ExecuteTime": {
"start_time": "2023-07-14T14:40:51.271540Z",
"end_time": "2023-07-14T14:40:52.461801Z"
}
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"D:\\Python 3.10.10\\lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Glyph 39044 (\\N{CJK UNIFIED IDEOGRAPH-9884}) missing from current font.\n",
" fig.canvas.print_figure(bytes_io, **kw)\n",
"D:\\Python 3.10.10\\lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Glyph 27979 (\\N{CJK UNIFIED IDEOGRAPH-6D4B}) missing from current font.\n",
" fig.canvas.print_figure(bytes_io, **kw)\n",
"D:\\Python 3.10.10\\lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Glyph 32467 (\\N{CJK UNIFIED IDEOGRAPH-7ED3}) missing from current font.\n",
" fig.canvas.print_figure(bytes_io, **kw)\n",
"D:\\Python 3.10.10\\lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Glyph 26524 (\\N{CJK UNIFIED IDEOGRAPH-679C}) missing from current font.\n",
" fig.canvas.print_figure(bytes_io, **kw)\n",
"D:\\Python 3.10.10\\lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Glyph 21644 (\\N{CJK UNIFIED IDEOGRAPH-548C}) missing from current font.\n",
" fig.canvas.print_figure(bytes_io, **kw)\n",
"D:\\Python 3.10.10\\lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Glyph 35797 (\\N{CJK UNIFIED IDEOGRAPH-8BD5}) missing from current font.\n",
" fig.canvas.print_figure(bytes_io, **kw)\n",
"D:\\Python 3.10.10\\lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Glyph 38598 (\\N{CJK UNIFIED IDEOGRAPH-96C6}) missing from current font.\n",
" fig.canvas.print_figure(bytes_io, **kw)\n",
"D:\\Python 3.10.10\\lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Glyph 24046 (\\N{CJK UNIFIED IDEOGRAPH-5DEE}) missing from current font.\n",
" fig.canvas.print_figure(bytes_io, **kw)\n",
"D:\\Python 3.10.10\\lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Glyph 24322 (\\N{CJK UNIFIED IDEOGRAPH-5F02}) missing from current font.\n",
" fig.canvas.print_figure(bytes_io, **kw)\n"
]
},
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
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"
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"MSE: 27.195965766883273\n"
]
}
],
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"\n",
"data3 = pd.read_csv(\"数据/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))"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.6"
}
},
"nbformat": 4,
"nbformat_minor": 0
}