{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "bd100442",
   "metadata": {},
   "source": [
    "# 房价预测"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "cb4b9ea0",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-10T10:23:54.958717Z",
     "start_time": "2023-10-10T10:23:53.586353Z"
    }
   },
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "d9805d3f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-10T10:24:11.692626Z",
     "start_time": "2023-10-10T10:24:11.557044Z"
    }
   },
   "outputs": [],
   "source": [
    "data = pd.read_csv('load_kc_house_data.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "817bf0da",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-10T10:24:14.333523Z",
     "start_time": "2023-10-10T10:24:14.247015Z"
    }
   },
   "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>id</th>\n",
       "      <th>date</th>\n",
       "      <th>price</th>\n",
       "      <th>bedrooms</th>\n",
       "      <th>bathrooms</th>\n",
       "      <th>sqft_living</th>\n",
       "      <th>sqft_lot</th>\n",
       "      <th>floors</th>\n",
       "      <th>waterfront</th>\n",
       "      <th>view</th>\n",
       "      <th>...</th>\n",
       "      <th>grade</th>\n",
       "      <th>sqft_above</th>\n",
       "      <th>sqft_basement</th>\n",
       "      <th>yr_built</th>\n",
       "      <th>yr_renovated</th>\n",
       "      <th>zipcode</th>\n",
       "      <th>lat</th>\n",
       "      <th>long</th>\n",
       "      <th>sqft_living15</th>\n",
       "      <th>sqft_lot15</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>7129300520</td>\n",
       "      <td>20141013T000000</td>\n",
       "      <td>221900.0</td>\n",
       "      <td>3</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1180</td>\n",
       "      <td>5650</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>1180</td>\n",
       "      <td>0</td>\n",
       "      <td>1955</td>\n",
       "      <td>0</td>\n",
       "      <td>98178</td>\n",
       "      <td>47.5112</td>\n",
       "      <td>-122.257</td>\n",
       "      <td>1340</td>\n",
       "      <td>5650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>6414100192</td>\n",
       "      <td>20141209T000000</td>\n",
       "      <td>538000.0</td>\n",
       "      <td>3</td>\n",
       "      <td>2.25</td>\n",
       "      <td>2570</td>\n",
       "      <td>7242</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>2170</td>\n",
       "      <td>400</td>\n",
       "      <td>1951</td>\n",
       "      <td>1991</td>\n",
       "      <td>98125</td>\n",
       "      <td>47.7210</td>\n",
       "      <td>-122.319</td>\n",
       "      <td>1690</td>\n",
       "      <td>7639</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>5631500400</td>\n",
       "      <td>20150225T000000</td>\n",
       "      <td>180000.0</td>\n",
       "      <td>2</td>\n",
       "      <td>1.00</td>\n",
       "      <td>770</td>\n",
       "      <td>10000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>770</td>\n",
       "      <td>0</td>\n",
       "      <td>1933</td>\n",
       "      <td>0</td>\n",
       "      <td>98028</td>\n",
       "      <td>47.7379</td>\n",
       "      <td>-122.233</td>\n",
       "      <td>2720</td>\n",
       "      <td>8062</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2487200875</td>\n",
       "      <td>20141209T000000</td>\n",
       "      <td>604000.0</td>\n",
       "      <td>4</td>\n",
       "      <td>3.00</td>\n",
       "      <td>1960</td>\n",
       "      <td>5000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>1050</td>\n",
       "      <td>910</td>\n",
       "      <td>1965</td>\n",
       "      <td>0</td>\n",
       "      <td>98136</td>\n",
       "      <td>47.5208</td>\n",
       "      <td>-122.393</td>\n",
       "      <td>1360</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1954400510</td>\n",
       "      <td>20150218T000000</td>\n",
       "      <td>510000.0</td>\n",
       "      <td>3</td>\n",
       "      <td>2.00</td>\n",
       "      <td>1680</td>\n",
       "      <td>8080</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>1680</td>\n",
       "      <td>0</td>\n",
       "      <td>1987</td>\n",
       "      <td>0</td>\n",
       "      <td>98074</td>\n",
       "      <td>47.6168</td>\n",
       "      <td>-122.045</td>\n",
       "      <td>1800</td>\n",
       "      <td>7503</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21608</th>\n",
       "      <td>263000018</td>\n",
       "      <td>20140521T000000</td>\n",
       "      <td>360000.0</td>\n",
       "      <td>3</td>\n",
       "      <td>2.50</td>\n",
       "      <td>1530</td>\n",
       "      <td>1131</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>1530</td>\n",
       "      <td>0</td>\n",
       "      <td>2009</td>\n",
       "      <td>0</td>\n",
       "      <td>98103</td>\n",
       "      <td>47.6993</td>\n",
       "      <td>-122.346</td>\n",
       "      <td>1530</td>\n",
       "      <td>1509</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21609</th>\n",
       "      <td>6600060120</td>\n",
       "      <td>20150223T000000</td>\n",
       "      <td>400000.0</td>\n",
       "      <td>4</td>\n",
       "      <td>2.50</td>\n",
       "      <td>2310</td>\n",
       "      <td>5813</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>2310</td>\n",
       "      <td>0</td>\n",
       "      <td>2014</td>\n",
       "      <td>0</td>\n",
       "      <td>98146</td>\n",
       "      <td>47.5107</td>\n",
       "      <td>-122.362</td>\n",
       "      <td>1830</td>\n",
       "      <td>7200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21610</th>\n",
       "      <td>1523300141</td>\n",
       "      <td>20140623T000000</td>\n",
       "      <td>402101.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.75</td>\n",
       "      <td>1020</td>\n",
       "      <td>1350</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>1020</td>\n",
       "      <td>0</td>\n",
       "      <td>2009</td>\n",
       "      <td>0</td>\n",
       "      <td>98144</td>\n",
       "      <td>47.5944</td>\n",
       "      <td>-122.299</td>\n",
       "      <td>1020</td>\n",
       "      <td>2007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21611</th>\n",
       "      <td>291310100</td>\n",
       "      <td>20150116T000000</td>\n",
       "      <td>400000.0</td>\n",
       "      <td>3</td>\n",
       "      <td>2.50</td>\n",
       "      <td>1600</td>\n",
       "      <td>2388</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>1600</td>\n",
       "      <td>0</td>\n",
       "      <td>2004</td>\n",
       "      <td>0</td>\n",
       "      <td>98027</td>\n",
       "      <td>47.5345</td>\n",
       "      <td>-122.069</td>\n",
       "      <td>1410</td>\n",
       "      <td>1287</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21612</th>\n",
       "      <td>1523300157</td>\n",
       "      <td>20141015T000000</td>\n",
       "      <td>325000.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.75</td>\n",
       "      <td>1020</td>\n",
       "      <td>1076</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>1020</td>\n",
       "      <td>0</td>\n",
       "      <td>2008</td>\n",
       "      <td>0</td>\n",
       "      <td>98144</td>\n",
       "      <td>47.5941</td>\n",
       "      <td>-122.299</td>\n",
       "      <td>1020</td>\n",
       "      <td>1357</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>21613 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               id             date     price  bedrooms  bathrooms  \\\n",
       "0      7129300520  20141013T000000  221900.0         3       1.00   \n",
       "1      6414100192  20141209T000000  538000.0         3       2.25   \n",
       "2      5631500400  20150225T000000  180000.0         2       1.00   \n",
       "3      2487200875  20141209T000000  604000.0         4       3.00   \n",
       "4      1954400510  20150218T000000  510000.0         3       2.00   \n",
       "...           ...              ...       ...       ...        ...   \n",
       "21608   263000018  20140521T000000  360000.0         3       2.50   \n",
       "21609  6600060120  20150223T000000  400000.0         4       2.50   \n",
       "21610  1523300141  20140623T000000  402101.0         2       0.75   \n",
       "21611   291310100  20150116T000000  400000.0         3       2.50   \n",
       "21612  1523300157  20141015T000000  325000.0         2       0.75   \n",
       "\n",
       "       sqft_living  sqft_lot  floors  waterfront  view  ...  grade  \\\n",
       "0             1180      5650     1.0           0     0  ...      7   \n",
       "1             2570      7242     2.0           0     0  ...      7   \n",
       "2              770     10000     1.0           0     0  ...      6   \n",
       "3             1960      5000     1.0           0     0  ...      7   \n",
       "4             1680      8080     1.0           0     0  ...      8   \n",
       "...            ...       ...     ...         ...   ...  ...    ...   \n",
       "21608         1530      1131     3.0           0     0  ...      8   \n",
       "21609         2310      5813     2.0           0     0  ...      8   \n",
       "21610         1020      1350     2.0           0     0  ...      7   \n",
       "21611         1600      2388     2.0           0     0  ...      8   \n",
       "21612         1020      1076     2.0           0     0  ...      7   \n",
       "\n",
       "       sqft_above  sqft_basement  yr_built  yr_renovated  zipcode      lat  \\\n",
       "0            1180              0      1955             0    98178  47.5112   \n",
       "1            2170            400      1951          1991    98125  47.7210   \n",
       "2             770              0      1933             0    98028  47.7379   \n",
       "3            1050            910      1965             0    98136  47.5208   \n",
       "4            1680              0      1987             0    98074  47.6168   \n",
       "...           ...            ...       ...           ...      ...      ...   \n",
       "21608        1530              0      2009             0    98103  47.6993   \n",
       "21609        2310              0      2014             0    98146  47.5107   \n",
       "21610        1020              0      2009             0    98144  47.5944   \n",
       "21611        1600              0      2004             0    98027  47.5345   \n",
       "21612        1020              0      2008             0    98144  47.5941   \n",
       "\n",
       "          long  sqft_living15  sqft_lot15  \n",
       "0     -122.257           1340        5650  \n",
       "1     -122.319           1690        7639  \n",
       "2     -122.233           2720        8062  \n",
       "3     -122.393           1360        5000  \n",
       "4     -122.045           1800        7503  \n",
       "...        ...            ...         ...  \n",
       "21608 -122.346           1530        1509  \n",
       "21609 -122.362           1830        7200  \n",
       "21610 -122.299           1020        2007  \n",
       "21611 -122.069           1410        1287  \n",
       "21612 -122.299           1020        1357  \n",
       "\n",
       "[21613 rows x 21 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "5a696425",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-10T10:29:17.164283Z",
     "start_time": "2023-10-10T10:29:17.114130Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 21613 entries, 0 to 21612\n",
      "Data columns (total 21 columns):\n",
      " #   Column         Non-Null Count  Dtype  \n",
      "---  ------         --------------  -----  \n",
      " 0   id             21613 non-null  int64  \n",
      " 1   date           21613 non-null  object \n",
      " 2   price          21613 non-null  float64\n",
      " 3   bedrooms       21613 non-null  int64  \n",
      " 4   bathrooms      21613 non-null  float64\n",
      " 5   sqft_living    21613 non-null  int64  \n",
      " 6   sqft_lot       21613 non-null  int64  \n",
      " 7   floors         21613 non-null  float64\n",
      " 8   waterfront     21613 non-null  int64  \n",
      " 9   view           21613 non-null  int64  \n",
      " 10  condition      21613 non-null  int64  \n",
      " 11  grade          21613 non-null  int64  \n",
      " 12  sqft_above     21613 non-null  int64  \n",
      " 13  sqft_basement  21613 non-null  int64  \n",
      " 14  yr_built       21613 non-null  int64  \n",
      " 15  yr_renovated   21613 non-null  int64  \n",
      " 16  zipcode        21613 non-null  int64  \n",
      " 17  lat            21613 non-null  float64\n",
      " 18  long           21613 non-null  float64\n",
      " 19  sqft_living15  21613 non-null  int64  \n",
      " 20  sqft_lot15     21613 non-null  int64  \n",
      "dtypes: float64(5), int64(15), object(1)\n",
      "memory usage: 3.5+ MB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "4d4cc173",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-10T10:31:45.620670Z",
     "start_time": "2023-10-10T10:31:45.608249Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['id', 'date', 'price', 'bedrooms', 'bathrooms', 'sqft_living',\n",
       "       'sqft_lot', 'floors', 'waterfront', 'view', 'condition', 'grade',\n",
       "       'sqft_above', 'sqft_basement', 'yr_built', 'yr_renovated', 'zipcode',\n",
       "       'lat', 'long', 'sqft_living15', 'sqft_lot15'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "5b99aa22",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-10T10:34:53.333851Z",
     "start_time": "2023-10-10T10:34:53.309383Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 3, 4, 2, 1], dtype=int64)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['view'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "369529cc",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-10T10:38:33.867160Z",
     "start_time": "2023-10-10T10:38:33.858703Z"
    }
   },
   "outputs": [],
   "source": [
    "features= ['bathrooms','view','bedrooms','condition','sqft_living']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "ff0c3ec2",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-10T10:39:22.858787Z",
     "start_time": "2023-10-10T10:39:22.847363Z"
    }
   },
   "outputs": [],
   "source": [
    "data_new = data[features]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "e889b22b",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-10T10:41:32.668411Z",
     "start_time": "2023-10-10T10:41:32.655708Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Haihua Wang\\AppData\\Local\\Temp\\ipykernel_3656\\1540845744.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  data_new['price'] = data['price']\n"
     ]
    }
   ],
   "source": [
    "data_new['price'] = data['price']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "eccf9a73",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-10T10:41:43.053775Z",
     "start_time": "2023-10-10T10:41:43.027914Z"
    }
   },
   "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>bathrooms</th>\n",
       "      <th>view</th>\n",
       "      <th>bedrooms</th>\n",
       "      <th>condition</th>\n",
       "      <th>sqft_living</th>\n",
       "      <th>price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.00</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1180</td>\n",
       "      <td>221900.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2.25</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2570</td>\n",
       "      <td>538000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.00</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>770</td>\n",
       "      <td>180000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3.00</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>1960</td>\n",
       "      <td>604000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2.00</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1680</td>\n",
       "      <td>510000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21608</th>\n",
       "      <td>2.50</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1530</td>\n",
       "      <td>360000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21609</th>\n",
       "      <td>2.50</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>2310</td>\n",
       "      <td>400000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21610</th>\n",
       "      <td>0.75</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1020</td>\n",
       "      <td>402101.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21611</th>\n",
       "      <td>2.50</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1600</td>\n",
       "      <td>400000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21612</th>\n",
       "      <td>0.75</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1020</td>\n",
       "      <td>325000.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>21613 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       bathrooms  view  bedrooms  condition  sqft_living     price\n",
       "0           1.00     0         3          3         1180  221900.0\n",
       "1           2.25     0         3          3         2570  538000.0\n",
       "2           1.00     0         2          3          770  180000.0\n",
       "3           3.00     0         4          5         1960  604000.0\n",
       "4           2.00     0         3          3         1680  510000.0\n",
       "...          ...   ...       ...        ...          ...       ...\n",
       "21608       2.50     0         3          3         1530  360000.0\n",
       "21609       2.50     0         4          3         2310  400000.0\n",
       "21610       0.75     0         2          3         1020  402101.0\n",
       "21611       2.50     0         3          3         1600  400000.0\n",
       "21612       0.75     0         2          3         1020  325000.0\n",
       "\n",
       "[21613 rows x 6 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_new"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "37a6011e",
   "metadata": {},
   "source": [
    "## 探索性数据分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "9ca074ef",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-10T10:43:59.726114Z",
     "start_time": "2023-10-10T10:43:59.669456Z"
    }
   },
   "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>bathrooms</th>\n",
       "      <th>view</th>\n",
       "      <th>bedrooms</th>\n",
       "      <th>condition</th>\n",
       "      <th>sqft_living</th>\n",
       "      <th>price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>21613.000000</td>\n",
       "      <td>21613.000000</td>\n",
       "      <td>21613.000000</td>\n",
       "      <td>21613.000000</td>\n",
       "      <td>21613.000000</td>\n",
       "      <td>2.161300e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>2.114757</td>\n",
       "      <td>0.234303</td>\n",
       "      <td>3.370842</td>\n",
       "      <td>3.409430</td>\n",
       "      <td>2079.899736</td>\n",
       "      <td>5.400881e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.770163</td>\n",
       "      <td>0.766318</td>\n",
       "      <td>0.930062</td>\n",
       "      <td>0.650743</td>\n",
       "      <td>918.440897</td>\n",
       "      <td>3.671272e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>290.000000</td>\n",
       "      <td>7.500000e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1.750000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1427.000000</td>\n",
       "      <td>3.219500e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>2.250000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1910.000000</td>\n",
       "      <td>4.500000e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>2.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>2550.000000</td>\n",
       "      <td>6.450000e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>8.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>33.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>13540.000000</td>\n",
       "      <td>7.700000e+06</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          bathrooms          view      bedrooms     condition   sqft_living  \\\n",
       "count  21613.000000  21613.000000  21613.000000  21613.000000  21613.000000   \n",
       "mean       2.114757      0.234303      3.370842      3.409430   2079.899736   \n",
       "std        0.770163      0.766318      0.930062      0.650743    918.440897   \n",
       "min        0.000000      0.000000      0.000000      1.000000    290.000000   \n",
       "25%        1.750000      0.000000      3.000000      3.000000   1427.000000   \n",
       "50%        2.250000      0.000000      3.000000      3.000000   1910.000000   \n",
       "75%        2.500000      0.000000      4.000000      4.000000   2550.000000   \n",
       "max        8.000000      4.000000     33.000000      5.000000  13540.000000   \n",
       "\n",
       "              price  \n",
       "count  2.161300e+04  \n",
       "mean   5.400881e+05  \n",
       "std    3.671272e+05  \n",
       "min    7.500000e+04  \n",
       "25%    3.219500e+05  \n",
       "50%    4.500000e+05  \n",
       "75%    6.450000e+05  \n",
       "max    7.700000e+06  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_new.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "47e8a93e",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-10T10:46:46.886636Z",
     "start_time": "2023-10-10T10:46:46.873309Z"
    }
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "ac76cf28",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-10T10:47:15.876805Z",
     "start_time": "2023-10-10T10:47:14.838564Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x2bb9dec3b50>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(data_new['bathrooms'],data_new['price'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "0bca0866",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-10T11:03:10.732029Z",
     "start_time": "2023-10-10T11:03:09.909842Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='bathrooms'>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data_new.groupby('bathrooms').mean()['price'].plot.bar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "635e182f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-10T11:14:21.345843Z",
     "start_time": "2023-10-10T11:14:20.899063Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='bathrooms'>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def trans_int(x):\n",
    "    if x-int(x) <= 0.5:\n",
    "        return int(x)\n",
    "    else:\n",
    "        return int(x)+1\n",
    "\n",
    "data_new['bathrooms'].apply(trans_int)\n",
    "\n",
    "data_new1 = data_new.copy()\n",
    "data_new1['bathrooms'] = data_new['bathrooms'].apply(trans_int)\n",
    "\n",
    "data_new1.groupby('bathrooms').mean()['price'].plot.bar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "773154de",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-10T11:21:23.449589Z",
     "start_time": "2023-10-10T11:21:22.785664Z"
    }
   },
   "outputs": [],
   "source": [
    "import seaborn as sn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "68a6a3e2",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-10T11:22:12.082659Z",
     "start_time": "2023-10-10T11:21:38.075049Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x2bba13a9970>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1500x1500 with 42 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sn.pairplot(data_new)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "87d6db2f",
   "metadata": {},
   "source": [
    "## 预测模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "e4e5c102",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-10T11:24:29.021577Z",
     "start_time": "2023-10-10T11:24:28.987565Z"
    }
   },
   "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>bathrooms</th>\n",
       "      <th>view</th>\n",
       "      <th>bedrooms</th>\n",
       "      <th>condition</th>\n",
       "      <th>sqft_living</th>\n",
       "      <th>price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.00</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1180</td>\n",
       "      <td>221900.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2.25</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2570</td>\n",
       "      <td>538000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.00</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>770</td>\n",
       "      <td>180000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3.00</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>1960</td>\n",
       "      <td>604000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2.00</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1680</td>\n",
       "      <td>510000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21608</th>\n",
       "      <td>2.50</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1530</td>\n",
       "      <td>360000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21609</th>\n",
       "      <td>2.50</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>2310</td>\n",
       "      <td>400000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21610</th>\n",
       "      <td>0.75</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1020</td>\n",
       "      <td>402101.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21611</th>\n",
       "      <td>2.50</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1600</td>\n",
       "      <td>400000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21612</th>\n",
       "      <td>0.75</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1020</td>\n",
       "      <td>325000.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>21613 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       bathrooms  view  bedrooms  condition  sqft_living     price\n",
       "0           1.00     0         3          3         1180  221900.0\n",
       "1           2.25     0         3          3         2570  538000.0\n",
       "2           1.00     0         2          3          770  180000.0\n",
       "3           3.00     0         4          5         1960  604000.0\n",
       "4           2.00     0         3          3         1680  510000.0\n",
       "...          ...   ...       ...        ...          ...       ...\n",
       "21608       2.50     0         3          3         1530  360000.0\n",
       "21609       2.50     0         4          3         2310  400000.0\n",
       "21610       0.75     0         2          3         1020  402101.0\n",
       "21611       2.50     0         3          3         1600  400000.0\n",
       "21612       0.75     0         2          3         1020  325000.0\n",
       "\n",
       "[21613 rows x 6 columns]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_new"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "8d466785",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-10T11:30:26.010660Z",
     "start_time": "2023-10-10T11:30:25.975488Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-1 {color: black;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>LinearRegression()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">LinearRegression</label><div class=\"sk-toggleable__content\"><pre>LinearRegression()</pre></div></div></div></div></div>"
      ],
      "text/plain": [
       "LinearRegression()"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.linear_model import LinearRegression\n",
    "\n",
    "X = data_new[['bathrooms','sqft_living']]\n",
    "y = data_new['price']\n",
    "\n",
    "model = LinearRegression()\n",
    "model.fit(X,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "4665543a",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-10T11:30:31.509494Z",
     "start_time": "2023-10-10T11:30:31.487381Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-5164.60042317,   283.89187322])"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.coef_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "82872aff",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-10T11:30:46.205804Z",
     "start_time": "2023-10-10T11:30:46.181621Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-39456.61390604777"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.intercept_"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f2336117",
   "metadata": {},
   "source": [
    "$$Price = w_1 Bath + w_2 Living + w_0$$\n",
    "$w1,w2,w3 = -5164.6,283,-39456.6$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "a2dfe5a9",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-10T11:37:22.513680Z",
     "start_time": "2023-10-10T11:37:22.495618Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([290371.1960665 , 678525.14930877, 173975.52804765, ...,\n",
       "       246239.64645762, 401858.88218276, 246239.64645762])"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.predict(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "8a156e05",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-10T11:38:13.873269Z",
     "start_time": "2023-10-10T11:38:13.863090Z"
    }
   },
   "outputs": [],
   "source": [
    "from sklearn.metrics import r2_score, mean_absolute_error\n",
    "\n",
    "price_pred = model.predict(X)\n",
    "r2_score(data_new['price'],price_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "85cd233a",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-10T11:40:10.142825Z",
     "start_time": "2023-10-10T11:40:09.660446Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([1.9021e+04, 2.1480e+03, 3.1600e+02, 9.0000e+01, 2.6000e+01,\n",
       "        4.0000e+00, 4.0000e+00, 1.0000e+00, 1.0000e+00, 2.0000e+00]),\n",
       " array([  75000.,  837500., 1600000., 2362500., 3125000., 3887500.,\n",
       "        4650000., 5412500., 6175000., 6937500., 7700000.]),\n",
       " <BarContainer object of 10 artists>)"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(data_new['price'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "9c60a2b0",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-10T11:41:42.981306Z",
     "start_time": "2023-10-10T11:41:42.376372Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sn.violinplot(data_new['price'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "dc6d9f20",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-10T11:49:33.847059Z",
     "start_time": "2023-10-10T11:49:33.805696Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.5318762954682534"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 决策树\n",
    "from sklearn.tree import DecisionTreeRegressor\n",
    "\n",
    "X = data_new[['bathrooms','sqft_living']]\n",
    "y = data_new['price']\n",
    "\n",
    "model = DecisionTreeRegressor(max_depth=3)\n",
    "model.fit(X,y)\n",
    "from sklearn.metrics import r2_score, mean_absolute_error\n",
    "\n",
    "price_pred = model.predict(X)\n",
    "r2_score(data_new['price'],price_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "f7bc96b2",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-10T11:50:41.201474Z",
     "start_time": "2023-10-10T11:50:39.847625Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.tree import plot_tree\n",
    "plot_tree(model,filled=True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a4fef86b",
   "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": "3.9.13"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}