396 lines
149 KiB
Plaintext
396 lines
149 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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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>Area</th>\n",
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" <th>Value</th>\n",
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" <th>Room</th>\n",
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" <th>Living</th>\n",
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" <th>School</th>\n",
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" <th>Year</th>\n",
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" <td>2</td>\n",
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" <td>1</td>\n",
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" <td>1</td>\n",
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" <td>1944</td>\n",
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" <td>6</td>\n",
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" <td>3</td>\n",
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" <td>1</td>\n",
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" <td>1952</td>\n",
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" <td>4</td>\n",
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" <tr>\n",
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" <td>5</td>\n",
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" <td>1</td>\n",
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" <td>1952</td>\n",
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" <td>4</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <td>6</td>\n",
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" <td>87</td>\n",
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" <td>500</td>\n",
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" <td>3</td>\n",
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" <td>1</td>\n",
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" <td>1</td>\n",
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" <td>1952</td>\n",
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" <td>4</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <td>7</td>\n",
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" <td>87</td>\n",
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" <td>3</td>\n",
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" <td>1</td>\n",
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" <td>1</td>\n",
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" <td>1952</td>\n",
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" <td>4</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>9994</td>\n",
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" <td>87</td>\n",
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" <td>180</td>\n",
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" <td>2</td>\n",
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" <td>2</td>\n",
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" <td>1</td>\n",
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" <td>2014</td>\n",
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" <td>10</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <td>9995</td>\n",
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" <td>78</td>\n",
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" <td>180</td>\n",
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" <td>1</td>\n",
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" <td>1</td>\n",
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" <td>2014</td>\n",
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" <td>34</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <td>9996</td>\n",
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" <td>111</td>\n",
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" <td>705</td>\n",
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" <td>1</td>\n",
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" <td>1</td>\n",
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" <tr>\n",
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" <td>9997</td>\n",
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" <td>170</td>\n",
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" <td>730</td>\n",
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" <td>3</td>\n",
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" <td>2</td>\n",
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" <td>1</td>\n",
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" <td>2015</td>\n",
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" <td>18</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <td>9998</td>\n",
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" <td>170</td>\n",
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" <td>2015</td>\n",
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"</table>\n",
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"<p>9996 rows × 7 columns</p>\n",
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],
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"text/plain": [
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" Area Value Room Living School Year Floor\n",
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"3 60 135 2 1 1 1944 6\n",
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"4 87 450 3 1 1 1952 4\n",
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"5 87 500 3 1 1 1952 4\n",
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"6 87 500 3 1 1 1952 4\n",
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"7 87 450 3 1 1 1952 4\n",
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"... ... ... ... ... ... ... ...\n",
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"9994 87 180 2 2 1 2014 10\n",
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"9995 78 180 2 1 1 2014 34\n",
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"9996 111 705 1 1 0 2014 3\n",
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"9997 170 730 3 2 1 2015 18\n",
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"9998 170 669 3 2 1 2015 32\n",
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"\n",
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"[9996 rows x 7 columns]"
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]
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},
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"execution_count": 1,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"import pandas as pd\n",
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"import matplotlib.pyplot as plt\n",
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"import numpy as np\n",
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"import seaborn as sns\n",
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"from sklearn.model_selection import train_test_split #这里是引用了交叉验证\n",
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"from sklearn.linear_model import LinearRegression #线性回归\n",
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"from sklearn.tree import DecisionTreeRegressor#决策树\n",
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"from sklearn.neighbors import KNeighborsClassifier\n",
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"plt.rcParams['font.sans-serif'] = ['SimHei'] #配置显示中文,否则乱码\n",
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"plt.rcParams['axes.unicode_minus']=False #用来正常显示负号,如果是plt画图,则将mlp换成plt\n",
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"\n",
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"df=pd.read_csv('bj_housing(1)(1).csv')\n",
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"df=df.sort_values(by='Year')#将数据按年份进行排序q\n",
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"df=df.reset_index()#根据年份值对数据重新排序\n",
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"delete=df[df['Year']<1944].index#异常值的索引\n",
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"df=df.drop(delete,axis=0)#删除异常值\n",
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"df=df.drop(['index'],axis=1)#删除无用的index列\n",
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"df"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 141,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Area 0.741374\n",
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"Value 1.000000\n",
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"Room 0.497706\n",
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"Living 0.402830\n",
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"School 0.047850\n",
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"Year 0.168236\n",
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"Floor 0.127970\n",
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"Type 0.526262\n",
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"Name: Value, dtype: float64\n"
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]
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},
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{
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"data": {
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"text/plain": [
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"<matplotlib.axes._subplots.AxesSubplot at 0x1bd5ed7d358>"
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]
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},
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"execution_count": 141,
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"metadata": {},
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"output_type": "execute_result"
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},
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{
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"data": {
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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"#删除异常值,根据统计的年份来看,1944年以前的数据不具备参考价值\n",
|
||
"corr=df.corr()\n",
|
||
"plt.title(\"各变量之间的相关性\")\n",
|
||
"sns.heatmap(corr, annot=True)\n",
|
||
"print(corr['Value'])\n",
|
||
"plt.figure()\n",
|
||
"plt.title(\"Value与各变量之间的相关性\")\n",
|
||
"corr['Value'].plot()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 163,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"a=df.isnull().sum()\n",
|
||
"for i in a.index:\n",
|
||
" if(a[i]!=0):\n",
|
||
" df[i].fillna(0)\n",
|
||
" print(\"填充完毕\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 142,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"df['Type']=df['Room']+df['Living']#Room与Living的相关性相似,可以合并这两列构建一列新的变量\n",
|
||
"X=df[['Area','Type','Year','Floor']]\n",
|
||
"y=df['Value']\n",
|
||
"length=len(X)\n",
|
||
"X_train=X[:int(length*0.7)]\n",
|
||
"X_test=X[int(length*0.7):]\n",
|
||
"y_train=y[:int(length*0.7)]\n",
|
||
"y_test=y[int(length*0.7):]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 153,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def train_model(method,name):\n",
|
||
"\n",
|
||
" if(name=='knn'):\n",
|
||
" k=[i+1 for i in range(10)]\n",
|
||
" train_accuracy={}\n",
|
||
" for n_neighbors in k:\n",
|
||
" knn=KNeighborsClassifier(n_neighbors)\n",
|
||
" knn.fit(X_train,y_train)\n",
|
||
" y_predict=knn.predict(X_test)\n",
|
||
" train_accuracy[n_neighbors]=knn.score(X_train,y_train)\n",
|
||
" arg = max(train_accuracy, key=train_accuracy.get)\n",
|
||
" linreg=KNeighborsClassifier(arg)\n",
|
||
" else:\n",
|
||
" linreg= method\n",
|
||
" model=linreg.fit(X_train, y_train)\n",
|
||
" y_pred=linreg.predict(X_test)\n",
|
||
" plt.figure(figsize=(10,6))\n",
|
||
" if name=='knn':\n",
|
||
" plt.title(name+\"预测结果k=%d\"%arg)\n",
|
||
" else:\n",
|
||
" plt.title(name+\"预测结果\")\n",
|
||
" plt.plot(X_test['Year'].sort_values(),y_test,label='测试值')\n",
|
||
" plt.plot(X_test['Year'].sort_values(),y_pred,label='预测值')\n",
|
||
" plt.plot(X_train['Year'].sort_values(),y_train,label='训练数据')\n",
|
||
" plt.legend()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 154,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 720x432 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 720x432 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 720x432 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"train_model(LinearRegression(),\"线性回归\")\n",
|
||
"train_model(DecisionTreeRegressor(),\"决策树\")\n",
|
||
"train_model(KNeighborsClassifier(),\"knn\")"
|
||
]
|
||
}
|
||
],
|
||
"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": "3.7.1"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 2
|
||
}
|