From 38f15d7ee5f95c3e7fc7297544172f97ce7027bc Mon Sep 17 00:00:00 2001
From: benjas <909336740@qq.com>
Date: Fri, 25 Dec 2020 15:12:32 +0800
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diff --git a/机器学习竞赛实战_优胜解决方案/建筑能源利用率预测/.ipynb_checkpoints/数据预处理_建筑能源利用率预测-checkpoint.ipynb b/机器学习竞赛实战_优胜解决方案/建筑能源利用率预测/.ipynb_checkpoints/数据预处理_建筑能源利用率预测-checkpoint.ipynb
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@@ -1,3124 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## 建筑指标数据\n",
-    "目标：对每个建筑的能源利用率评分，1-100之间，回归任务"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## 工作流程\n",
-    "1. 数据清洗与格式转换\n",
-    "2. 探索性数据分析\n",
-    "3. 特征工程\n",
-    "4. 建立基础模型，尝试多种算法\n",
-    "5. 模型调参\n",
-    "6. 评估与测试\n",
-    "7. 解释模型\n",
-    "8. 提交答案\n",
-    "\n",
-    "这些过程并不是完全的从头到尾，可能在4的时候发现1的数据清洗有问题，再回来做1"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## 导入所需的基本工具包\n",
-    "\n",
-    "有些默认参数可以设置"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import pandas as pd\n",
-    "import numpy as np\n",
-    "\n",
-    "pd.options.mode.chained_assignment = None  # 消除警告，比如说提示版本升级之类的\n",
-    "\n",
-    "pd.set_option('display.max_columns', 60)  # 设置最大显示列为60\n",
-    "\n",
-    "import matplotlib.pyplot as plt\n",
-    "%matplotlib inline\n",
-    "\n",
-    "plt.rcParams['font.size'] = 24  # 设置字体大小\n",
-    "\n",
-    "from IPython.core.pylabtools import figsize  # 设置画图大小\n",
-    "\n",
-    "import seaborn as sns  # 画图工具\n",
-    "sns.set(font_scale=2)\n",
-    "\n",
-    "from sklearn.model_selection import train_test_split  # 切分数据集工具"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## 数据清洗"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {
-    "scrolled": true
-   },
-   "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>Order</th>\n",
-       "      <th>Property Id</th>\n",
-       "      <th>Property Name</th>\n",
-       "      <th>Parent Property Id</th>\n",
-       "      <th>Parent Property Name</th>\n",
-       "      <th>BBL - 10 digits</th>\n",
-       "      <th>NYC Borough, Block and Lot (BBL) self-reported</th>\n",
-       "      <th>NYC Building Identification Number (BIN)</th>\n",
-       "      <th>Address 1 (self-reported)</th>\n",
-       "      <th>Address 2</th>\n",
-       "      <th>Postal Code</th>\n",
-       "      <th>Street Number</th>\n",
-       "      <th>Street Name</th>\n",
-       "      <th>Borough</th>\n",
-       "      <th>DOF Gross Floor Area</th>\n",
-       "      <th>Primary Property Type - Self Selected</th>\n",
-       "      <th>List of All Property Use Types at Property</th>\n",
-       "      <th>Largest Property Use Type</th>\n",
-       "      <th>Largest Property Use Type - Gross Floor Area (ft²)</th>\n",
-       "      <th>2nd Largest Property Use Type</th>\n",
-       "      <th>2nd Largest Property Use - Gross Floor Area (ft²)</th>\n",
-       "      <th>3rd Largest Property Use Type</th>\n",
-       "      <th>3rd Largest Property Use Type - Gross Floor Area (ft²)</th>\n",
-       "      <th>Year Built</th>\n",
-       "      <th>Number of Buildings - Self-reported</th>\n",
-       "      <th>Occupancy</th>\n",
-       "      <th>Metered Areas (Energy)</th>\n",
-       "      <th>Metered Areas  (Water)</th>\n",
-       "      <th>ENERGY STAR Score</th>\n",
-       "      <th>Site EUI (kBtu/ft²)</th>\n",
-       "      <th>Weather Normalized Site EUI (kBtu/ft²)</th>\n",
-       "      <th>Weather Normalized Site Electricity Intensity (kWh/ft²)</th>\n",
-       "      <th>Weather Normalized Site Natural Gas Intensity (therms/ft²)</th>\n",
-       "      <th>Weather Normalized Source EUI (kBtu/ft²)</th>\n",
-       "      <th>Fuel Oil #1 Use (kBtu)</th>\n",
-       "      <th>Fuel Oil #2 Use (kBtu)</th>\n",
-       "      <th>Fuel Oil #4 Use (kBtu)</th>\n",
-       "      <th>Fuel Oil #5 &amp; 6 Use (kBtu)</th>\n",
-       "      <th>Diesel #2 Use (kBtu)</th>\n",
-       "      <th>District Steam Use (kBtu)</th>\n",
-       "      <th>Natural Gas Use (kBtu)</th>\n",
-       "      <th>Weather Normalized Site Natural Gas Use (therms)</th>\n",
-       "      <th>Electricity Use - Grid Purchase (kBtu)</th>\n",
-       "      <th>Weather Normalized Site Electricity (kWh)</th>\n",
-       "      <th>Total GHG Emissions (Metric Tons CO2e)</th>\n",
-       "      <th>Direct GHG Emissions (Metric Tons CO2e)</th>\n",
-       "      <th>Indirect GHG Emissions (Metric Tons CO2e)</th>\n",
-       "      <th>Property GFA - Self-Reported (ft²)</th>\n",
-       "      <th>Water Use (All Water Sources) (kgal)</th>\n",
-       "      <th>Water Intensity (All Water Sources) (gal/ft²)</th>\n",
-       "      <th>Source EUI (kBtu/ft²)</th>\n",
-       "      <th>Release Date</th>\n",
-       "      <th>Water Required?</th>\n",
-       "      <th>DOF Benchmarking Submission Status</th>\n",
-       "      <th>Latitude</th>\n",
-       "      <th>Longitude</th>\n",
-       "      <th>Community Board</th>\n",
-       "      <th>Council District</th>\n",
-       "      <th>Census Tract</th>\n",
-       "      <th>NTA</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>1</td>\n",
-       "      <td>13286</td>\n",
-       "      <td>201/205</td>\n",
-       "      <td>13286</td>\n",
-       "      <td>201/205</td>\n",
-       "      <td>1013160001</td>\n",
-       "      <td>1013160001</td>\n",
-       "      <td>1037549</td>\n",
-       "      <td>201/205  East  42nd  st.</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>10017</td>\n",
-       "      <td>675</td>\n",
-       "      <td>3 AVENUE</td>\n",
-       "      <td>Manhattan</td>\n",
-       "      <td>289356.0</td>\n",
-       "      <td>Office</td>\n",
-       "      <td>Office</td>\n",
-       "      <td>Office</td>\n",
-       "      <td>293447</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>1963</td>\n",
-       "      <td>2</td>\n",
-       "      <td>100</td>\n",
-       "      <td>Whole Building</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>305.6</td>\n",
-       "      <td>303.1</td>\n",
-       "      <td>37.8</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>614.2</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>5.15506751E7</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>38139374.2</td>\n",
-       "      <td>1.10827705E7</td>\n",
-       "      <td>6962.2</td>\n",
-       "      <td>0</td>\n",
-       "      <td>6962.2</td>\n",
-       "      <td>762051</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>619.4</td>\n",
-       "      <td>05/01/2017 05:32:03 PM</td>\n",
-       "      <td>No</td>\n",
-       "      <td>In Compliance</td>\n",
-       "      <td>40.750791</td>\n",
-       "      <td>-73.973963</td>\n",
-       "      <td>6.0</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>88.0</td>\n",
-       "      <td>Turtle Bay-East Midtown                       ...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>2</td>\n",
-       "      <td>28400</td>\n",
-       "      <td>NYP Columbia (West Campus)</td>\n",
-       "      <td>28400</td>\n",
-       "      <td>NYP Columbia (West Campus)</td>\n",
-       "      <td>1021380040</td>\n",
-       "      <td>1-02138-0040</td>\n",
-       "      <td>1084198; 1084387;1084385; 1084386; 1084388; 10...</td>\n",
-       "      <td>622 168th Street</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>10032</td>\n",
-       "      <td>180</td>\n",
-       "      <td>FT WASHINGTON AVENUE</td>\n",
-       "      <td>Manhattan</td>\n",
-       "      <td>3693539.0</td>\n",
-       "      <td>Hospital (General Medical &amp; Surgical)</td>\n",
-       "      <td>Hospital (General Medical &amp; Surgical)</td>\n",
-       "      <td>Hospital (General Medical &amp; Surgical)</td>\n",
-       "      <td>3889181</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>1969</td>\n",
-       "      <td>12</td>\n",
-       "      <td>100</td>\n",
-       "      <td>Whole Building</td>\n",
-       "      <td>Whole Building</td>\n",
-       "      <td>55</td>\n",
-       "      <td>229.8</td>\n",
-       "      <td>228.8</td>\n",
-       "      <td>24.8</td>\n",
-       "      <td>2.4</td>\n",
-       "      <td>401.1</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>1.96248472E7</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>-3.914148026E8</td>\n",
-       "      <td>933073441</td>\n",
-       "      <td>9330734.4</td>\n",
-       "      <td>332365924</td>\n",
-       "      <td>9.62613121E7</td>\n",
-       "      <td>55870.4</td>\n",
-       "      <td>51016.4</td>\n",
-       "      <td>4854.1</td>\n",
-       "      <td>3889181</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>404.3</td>\n",
-       "      <td>04/27/2017 11:23:27 AM</td>\n",
-       "      <td>No</td>\n",
-       "      <td>In Compliance</td>\n",
-       "      <td>40.841402</td>\n",
-       "      <td>-73.942568</td>\n",
-       "      <td>12.0</td>\n",
-       "      <td>10.0</td>\n",
-       "      <td>251.0</td>\n",
-       "      <td>Washington Heights South                      ...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>3</td>\n",
-       "      <td>4778226</td>\n",
-       "      <td>MSCHoNY North</td>\n",
-       "      <td>28400</td>\n",
-       "      <td>NYP Columbia (West Campus)</td>\n",
-       "      <td>1021380030</td>\n",
-       "      <td>1-02138-0030</td>\n",
-       "      <td>1063380</td>\n",
-       "      <td>3975 Broadway</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>10032</td>\n",
-       "      <td>3975</td>\n",
-       "      <td>BROADWAY</td>\n",
-       "      <td>Manhattan</td>\n",
-       "      <td>152765.0</td>\n",
-       "      <td>Hospital (General Medical &amp; Surgical)</td>\n",
-       "      <td>Hospital (General Medical &amp; Surgical)</td>\n",
-       "      <td>Hospital (General Medical &amp; Surgical)</td>\n",
-       "      <td>231342</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>1924</td>\n",
-       "      <td>1</td>\n",
-       "      <td>100</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>231342</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>04/27/2017 11:23:27 AM</td>\n",
-       "      <td>No</td>\n",
-       "      <td>In Compliance</td>\n",
-       "      <td>40.840427</td>\n",
-       "      <td>-73.940249</td>\n",
-       "      <td>12.0</td>\n",
-       "      <td>10.0</td>\n",
-       "      <td>251.0</td>\n",
-       "      <td>Washington Heights South                      ...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>4</td>\n",
-       "      <td>4778267</td>\n",
-       "      <td>Herbert Irving Pavilion &amp; Millstein Hospital</td>\n",
-       "      <td>28400</td>\n",
-       "      <td>NYP Columbia (West Campus)</td>\n",
-       "      <td>1021390001</td>\n",
-       "      <td>1-02139-0001</td>\n",
-       "      <td>1087281; 1076746</td>\n",
-       "      <td>161 Fort Washington Ave</td>\n",
-       "      <td>177 Fort Washington Ave</td>\n",
-       "      <td>10032</td>\n",
-       "      <td>161</td>\n",
-       "      <td>FT WASHINGTON AVENUE</td>\n",
-       "      <td>Manhattan</td>\n",
-       "      <td>891040.0</td>\n",
-       "      <td>Hospital (General Medical &amp; Surgical)</td>\n",
-       "      <td>Hospital (General Medical &amp; Surgical)</td>\n",
-       "      <td>Hospital (General Medical &amp; Surgical)</td>\n",
-       "      <td>1305748</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>1971</td>\n",
-       "      <td>1</td>\n",
-       "      <td>100</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1305748</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>04/27/2017 11:23:27 AM</td>\n",
-       "      <td>No</td>\n",
-       "      <td>In Compliance</td>\n",
-       "      <td>40.840746</td>\n",
-       "      <td>-73.942854</td>\n",
-       "      <td>12.0</td>\n",
-       "      <td>10.0</td>\n",
-       "      <td>255.0</td>\n",
-       "      <td>Washington Heights South                      ...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>5</td>\n",
-       "      <td>4778288</td>\n",
-       "      <td>Neuro Institute</td>\n",
-       "      <td>28400</td>\n",
-       "      <td>NYP Columbia (West Campus)</td>\n",
-       "      <td>1021390085</td>\n",
-       "      <td>1-02139-0085</td>\n",
-       "      <td>1063403</td>\n",
-       "      <td>710 West 168th Street</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>10032</td>\n",
-       "      <td>193</td>\n",
-       "      <td>FT WASHINGTON AVENUE</td>\n",
-       "      <td>Manhattan</td>\n",
-       "      <td>211400.0</td>\n",
-       "      <td>Hospital (General Medical &amp; Surgical)</td>\n",
-       "      <td>Hospital (General Medical &amp; Surgical)</td>\n",
-       "      <td>Hospital (General Medical &amp; Surgical)</td>\n",
-       "      <td>179694</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>1932</td>\n",
-       "      <td>1</td>\n",
-       "      <td>100</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>179694</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>Not Available</td>\n",
-       "      <td>04/27/2017 11:23:27 AM</td>\n",
-       "      <td>No</td>\n",
-       "      <td>In Compliance</td>\n",
-       "      <td>40.841559</td>\n",
-       "      <td>-73.942528</td>\n",
-       "      <td>12.0</td>\n",
-       "      <td>10.0</td>\n",
-       "      <td>255.0</td>\n",
-       "      <td>Washington Heights South                      ...</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "   Order  Property Id                                 Property Name  \\\n",
-       "0      1        13286                                       201/205   \n",
-       "1      2        28400                    NYP Columbia (West Campus)   \n",
-       "2      3      4778226                                 MSCHoNY North   \n",
-       "3      4      4778267  Herbert Irving Pavilion & Millstein Hospital   \n",
-       "4      5      4778288                               Neuro Institute   \n",
-       "\n",
-       "  Parent Property Id        Parent Property Name BBL - 10 digits  \\\n",
-       "0              13286                     201/205      1013160001   \n",
-       "1              28400  NYP Columbia (West Campus)      1021380040   \n",
-       "2              28400  NYP Columbia (West Campus)      1021380030   \n",
-       "3              28400  NYP Columbia (West Campus)      1021390001   \n",
-       "4              28400  NYP Columbia (West Campus)      1021390085   \n",
-       "\n",
-       "  NYC Borough, Block and Lot (BBL) self-reported  \\\n",
-       "0                                     1013160001   \n",
-       "1                                   1-02138-0040   \n",
-       "2                                   1-02138-0030   \n",
-       "3                                   1-02139-0001   \n",
-       "4                                   1-02139-0085   \n",
-       "\n",
-       "            NYC Building Identification Number (BIN)  \\\n",
-       "0                                            1037549   \n",
-       "1  1084198; 1084387;1084385; 1084386; 1084388; 10...   \n",
-       "2                                            1063380   \n",
-       "3                                   1087281; 1076746   \n",
-       "4                                            1063403   \n",
-       "\n",
-       "  Address 1 (self-reported)                Address 2 Postal Code  \\\n",
-       "0  201/205  East  42nd  st.            Not Available       10017   \n",
-       "1          622 168th Street            Not Available       10032   \n",
-       "2             3975 Broadway            Not Available       10032   \n",
-       "3   161 Fort Washington Ave  177 Fort Washington Ave       10032   \n",
-       "4     710 West 168th Street            Not Available       10032   \n",
-       "\n",
-       "  Street Number           Street Name    Borough  DOF Gross Floor Area  \\\n",
-       "0           675              3 AVENUE  Manhattan              289356.0   \n",
-       "1           180  FT WASHINGTON AVENUE  Manhattan             3693539.0   \n",
-       "2          3975              BROADWAY  Manhattan              152765.0   \n",
-       "3           161  FT WASHINGTON AVENUE  Manhattan              891040.0   \n",
-       "4           193  FT WASHINGTON AVENUE  Manhattan              211400.0   \n",
-       "\n",
-       "   Primary Property Type - Self Selected  \\\n",
-       "0                                 Office   \n",
-       "1  Hospital (General Medical & Surgical)   \n",
-       "2  Hospital (General Medical & Surgical)   \n",
-       "3  Hospital (General Medical & Surgical)   \n",
-       "4  Hospital (General Medical & Surgical)   \n",
-       "\n",
-       "  List of All Property Use Types at Property  \\\n",
-       "0                                     Office   \n",
-       "1      Hospital (General Medical & Surgical)   \n",
-       "2      Hospital (General Medical & Surgical)   \n",
-       "3      Hospital (General Medical & Surgical)   \n",
-       "4      Hospital (General Medical & Surgical)   \n",
-       "\n",
-       "               Largest Property Use Type  \\\n",
-       "0                                 Office   \n",
-       "1  Hospital (General Medical & Surgical)   \n",
-       "2  Hospital (General Medical & Surgical)   \n",
-       "3  Hospital (General Medical & Surgical)   \n",
-       "4  Hospital (General Medical & Surgical)   \n",
-       "\n",
-       "  Largest Property Use Type - Gross Floor Area (ft²)  \\\n",
-       "0                                             293447   \n",
-       "1                                            3889181   \n",
-       "2                                             231342   \n",
-       "3                                            1305748   \n",
-       "4                                             179694   \n",
-       "\n",
-       "  2nd Largest Property Use Type  \\\n",
-       "0                 Not Available   \n",
-       "1                 Not Available   \n",
-       "2                 Not Available   \n",
-       "3                 Not Available   \n",
-       "4                 Not Available   \n",
-       "\n",
-       "  2nd Largest Property Use - Gross Floor Area (ft²)  \\\n",
-       "0                                     Not Available   \n",
-       "1                                     Not Available   \n",
-       "2                                     Not Available   \n",
-       "3                                     Not Available   \n",
-       "4                                     Not Available   \n",
-       "\n",
-       "  3rd Largest Property Use Type  \\\n",
-       "0                 Not Available   \n",
-       "1                 Not Available   \n",
-       "2                 Not Available   \n",
-       "3                 Not Available   \n",
-       "4                 Not Available   \n",
-       "\n",
-       "  3rd Largest Property Use Type - Gross Floor Area (ft²)  Year Built  \\\n",
-       "0                                      Not Available            1963   \n",
-       "1                                      Not Available            1969   \n",
-       "2                                      Not Available            1924   \n",
-       "3                                      Not Available            1971   \n",
-       "4                                      Not Available            1932   \n",
-       "\n",
-       "   Number of Buildings - Self-reported  Occupancy Metered Areas (Energy)  \\\n",
-       "0                                    2        100         Whole Building   \n",
-       "1                                   12        100         Whole Building   \n",
-       "2                                    1        100          Not Available   \n",
-       "3                                    1        100          Not Available   \n",
-       "4                                    1        100          Not Available   \n",
-       "\n",
-       "  Metered Areas  (Water) ENERGY STAR Score Site EUI (kBtu/ft²)  \\\n",
-       "0          Not Available     Not Available               305.6   \n",
-       "1         Whole Building                55               229.8   \n",
-       "2          Not Available     Not Available       Not Available   \n",
-       "3          Not Available     Not Available       Not Available   \n",
-       "4          Not Available     Not Available       Not Available   \n",
-       "\n",
-       "  Weather Normalized Site EUI (kBtu/ft²)  \\\n",
-       "0                                  303.1   \n",
-       "1                                  228.8   \n",
-       "2                          Not Available   \n",
-       "3                          Not Available   \n",
-       "4                          Not Available   \n",
-       "\n",
-       "  Weather Normalized Site Electricity Intensity (kWh/ft²)  \\\n",
-       "0                                               37.8        \n",
-       "1                                               24.8        \n",
-       "2                                      Not Available        \n",
-       "3                                      Not Available        \n",
-       "4                                      Not Available        \n",
-       "\n",
-       "  Weather Normalized Site Natural Gas Intensity (therms/ft²)  \\\n",
-       "0                                      Not Available           \n",
-       "1                                                2.4           \n",
-       "2                                      Not Available           \n",
-       "3                                      Not Available           \n",
-       "4                                      Not Available           \n",
-       "\n",
-       "  Weather Normalized Source EUI (kBtu/ft²) Fuel Oil #1 Use (kBtu)  \\\n",
-       "0                                    614.2          Not Available   \n",
-       "1                                    401.1          Not Available   \n",
-       "2                            Not Available          Not Available   \n",
-       "3                            Not Available          Not Available   \n",
-       "4                            Not Available          Not Available   \n",
-       "\n",
-       "  Fuel Oil #2 Use (kBtu) Fuel Oil #4 Use (kBtu) Fuel Oil #5 & 6 Use (kBtu)  \\\n",
-       "0          Not Available          Not Available              Not Available   \n",
-       "1           1.96248472E7          Not Available              Not Available   \n",
-       "2          Not Available          Not Available              Not Available   \n",
-       "3          Not Available          Not Available              Not Available   \n",
-       "4          Not Available          Not Available              Not Available   \n",
-       "\n",
-       "  Diesel #2 Use (kBtu) District Steam Use (kBtu) Natural Gas Use (kBtu)  \\\n",
-       "0        Not Available              5.15506751E7          Not Available   \n",
-       "1        Not Available            -3.914148026E8              933073441   \n",
-       "2        Not Available             Not Available          Not Available   \n",
-       "3        Not Available             Not Available          Not Available   \n",
-       "4        Not Available             Not Available          Not Available   \n",
-       "\n",
-       "  Weather Normalized Site Natural Gas Use (therms)  \\\n",
-       "0                                    Not Available   \n",
-       "1                                        9330734.4   \n",
-       "2                                    Not Available   \n",
-       "3                                    Not Available   \n",
-       "4                                    Not Available   \n",
-       "\n",
-       "  Electricity Use - Grid Purchase (kBtu)  \\\n",
-       "0                             38139374.2   \n",
-       "1                              332365924   \n",
-       "2                          Not Available   \n",
-       "3                          Not Available   \n",
-       "4                          Not Available   \n",
-       "\n",
-       "  Weather Normalized Site Electricity (kWh)  \\\n",
-       "0                              1.10827705E7   \n",
-       "1                              9.62613121E7   \n",
-       "2                             Not Available   \n",
-       "3                             Not Available   \n",
-       "4                             Not Available   \n",
-       "\n",
-       "  Total GHG Emissions (Metric Tons CO2e)  \\\n",
-       "0                                 6962.2   \n",
-       "1                                55870.4   \n",
-       "2                                      0   \n",
-       "3                                      0   \n",
-       "4                                      0   \n",
-       "\n",
-       "  Direct GHG Emissions (Metric Tons CO2e)  \\\n",
-       "0                                       0   \n",
-       "1                                 51016.4   \n",
-       "2                                       0   \n",
-       "3                                       0   \n",
-       "4                                       0   \n",
-       "\n",
-       "  Indirect GHG Emissions (Metric Tons CO2e)  \\\n",
-       "0                                    6962.2   \n",
-       "1                                    4854.1   \n",
-       "2                                         0   \n",
-       "3                                         0   \n",
-       "4                                         0   \n",
-       "\n",
-       "   Property GFA - Self-Reported (ft²) Water Use (All Water Sources) (kgal)  \\\n",
-       "0                              762051                        Not Available   \n",
-       "1                             3889181                        Not Available   \n",
-       "2                              231342                        Not Available   \n",
-       "3                             1305748                        Not Available   \n",
-       "4                              179694                        Not Available   \n",
-       "\n",
-       "  Water Intensity (All Water Sources) (gal/ft²) Source EUI (kBtu/ft²)  \\\n",
-       "0                                 Not Available                 619.4   \n",
-       "1                                 Not Available                 404.3   \n",
-       "2                                 Not Available         Not Available   \n",
-       "3                                 Not Available         Not Available   \n",
-       "4                                 Not Available         Not Available   \n",
-       "\n",
-       "             Release Date Water Required? DOF Benchmarking Submission Status  \\\n",
-       "0  05/01/2017 05:32:03 PM              No                      In Compliance   \n",
-       "1  04/27/2017 11:23:27 AM              No                      In Compliance   \n",
-       "2  04/27/2017 11:23:27 AM              No                      In Compliance   \n",
-       "3  04/27/2017 11:23:27 AM              No                      In Compliance   \n",
-       "4  04/27/2017 11:23:27 AM              No                      In Compliance   \n",
-       "\n",
-       "    Latitude  Longitude  Community Board  Council District  Census Tract  \\\n",
-       "0  40.750791 -73.973963              6.0               4.0          88.0   \n",
-       "1  40.841402 -73.942568             12.0              10.0         251.0   \n",
-       "2  40.840427 -73.940249             12.0              10.0         251.0   \n",
-       "3  40.840746 -73.942854             12.0              10.0         255.0   \n",
-       "4  40.841559 -73.942528             12.0              10.0         255.0   \n",
-       "\n",
-       "                                                 NTA  \n",
-       "0  Turtle Bay-East Midtown                       ...  \n",
-       "1  Washington Heights South                      ...  \n",
-       "2  Washington Heights South                      ...  \n",
-       "3  Washington Heights South                      ...  \n",
-       "4  Washington Heights South                      ...  "
-      ]
-     },
-     "execution_count": 2,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# Read in data into a dataframe\n",
-    "data = pd.read_csv('data/Energy_and_Water_Data_Disclosure_for_Local_Law_84_2017__Data_for_Calendar_Year_2016_.csv')\n",
-    "\n",
-    "data.head()  # display top of dataframe"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "数据具体情况在数据文件夹下的pdf里"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## 数据类型与缺失值\n",
-    "\n",
-    "dataframe.info 可以快速查看数据类型与缺失值"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "<class 'pandas.core.frame.DataFrame'>\n",
-      "RangeIndex: 11746 entries, 0 to 11745\n",
-      "Data columns (total 60 columns):\n",
-      "Order                                                         11746 non-null int64\n",
-      "Property Id                                                   11746 non-null int64\n",
-      "Property Name                                                 11746 non-null object\n",
-      "Parent Property Id                                            11746 non-null object\n",
-      "Parent Property Name                                          11746 non-null object\n",
-      "BBL - 10 digits                                               11735 non-null object\n",
-      "NYC Borough, Block and Lot (BBL) self-reported                11746 non-null object\n",
-      "NYC Building Identification Number (BIN)                      11746 non-null object\n",
-      "Address 1 (self-reported)                                     11746 non-null object\n",
-      "Address 2                                                     11746 non-null object\n",
-      "Postal Code                                                   11746 non-null object\n",
-      "Street Number                                                 11622 non-null object\n",
-      "Street Name                                                   11624 non-null object\n",
-      "Borough                                                       11628 non-null object\n",
-      "DOF Gross Floor Area                                          11628 non-null float64\n",
-      "Primary Property Type - Self Selected                         11746 non-null object\n",
-      "List of All Property Use Types at Property                    11746 non-null object\n",
-      "Largest Property Use Type                                     11746 non-null object\n",
-      "Largest Property Use Type - Gross Floor Area (ft²)            11746 non-null object\n",
-      "2nd Largest Property Use Type                                 11746 non-null object\n",
-      "2nd Largest Property Use - Gross Floor Area (ft²)             11746 non-null object\n",
-      "3rd Largest Property Use Type                                 11746 non-null object\n",
-      "3rd Largest Property Use Type - Gross Floor Area (ft²)        11746 non-null object\n",
-      "Year Built                                                    11746 non-null int64\n",
-      "Number of Buildings - Self-reported                           11746 non-null int64\n",
-      "Occupancy                                                     11746 non-null int64\n",
-      "Metered Areas (Energy)                                        11746 non-null object\n",
-      "Metered Areas  (Water)                                        11746 non-null object\n",
-      "ENERGY STAR Score                                             11746 non-null object\n",
-      "Site EUI (kBtu/ft²)                                           11746 non-null object\n",
-      "Weather Normalized Site EUI (kBtu/ft²)                        11746 non-null object\n",
-      "Weather Normalized Site Electricity Intensity (kWh/ft²)       11746 non-null object\n",
-      "Weather Normalized Site Natural Gas Intensity (therms/ft²)    11746 non-null object\n",
-      "Weather Normalized Source EUI (kBtu/ft²)                      11746 non-null object\n",
-      "Fuel Oil #1 Use (kBtu)                                        11746 non-null object\n",
-      "Fuel Oil #2 Use (kBtu)                                        11746 non-null object\n",
-      "Fuel Oil #4 Use (kBtu)                                        11746 non-null object\n",
-      "Fuel Oil #5 & 6 Use (kBtu)                                    11746 non-null object\n",
-      "Diesel #2 Use (kBtu)                                          11746 non-null object\n",
-      "District Steam Use (kBtu)                                     11746 non-null object\n",
-      "Natural Gas Use (kBtu)                                        11746 non-null object\n",
-      "Weather Normalized Site Natural Gas Use (therms)              11746 non-null object\n",
-      "Electricity Use - Grid Purchase (kBtu)                        11746 non-null object\n",
-      "Weather Normalized Site Electricity (kWh)                     11746 non-null object\n",
-      "Total GHG Emissions (Metric Tons CO2e)                        11746 non-null object\n",
-      "Direct GHG Emissions (Metric Tons CO2e)                       11746 non-null object\n",
-      "Indirect GHG Emissions (Metric Tons CO2e)                     11746 non-null object\n",
-      "Property GFA - Self-Reported (ft²)                            11746 non-null int64\n",
-      "Water Use (All Water Sources) (kgal)                          11746 non-null object\n",
-      "Water Intensity (All Water Sources) (gal/ft²)                 11746 non-null object\n",
-      "Source EUI (kBtu/ft²)                                         11746 non-null object\n",
-      "Release Date                                                  11746 non-null object\n",
-      "Water Required?                                               11628 non-null object\n",
-      "DOF Benchmarking Submission Status                            11716 non-null object\n",
-      "Latitude                                                      9483 non-null float64\n",
-      "Longitude                                                     9483 non-null float64\n",
-      "Community Board                                               9483 non-null float64\n",
-      "Council District                                              9483 non-null float64\n",
-      "Census Tract                                                  9483 non-null float64\n",
-      "NTA                                                           9483 non-null object\n",
-      "dtypes: float64(6), int64(6), object(48)\n",
-      "memory usage: 5.4+ MB\n"
-     ]
-    }
-   ],
-   "source": [
-    "data.info()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "上面都是non-null，不一定是没有缺失值（np.nan），可能是缺失值的标记符号不一样，查看上面的数据，中间有很大部分是Not Available，所以Not Available应该就是缺失值"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Replace all occurrences of Not Available with numpy not a number\n",
-    "data = data.replace({'Not Available':np.nan})\n",
-    "\n",
-    "# Iterate through the columns\n",
-    "for col in list(data.columns):\n",
-    "    if ('ft²' in col or 'kBtu' in col or 'Metric Tons CO2e' in col or 'kWh' in\n",
-    "       col or 'therms' in col or 'gal' in col or 'Score' in col):\n",
-    "        # Convert the data type to float\n",
-    "        data[col] = data[col].astype(float)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "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>Order</th>\n",
-       "      <th>Property Id</th>\n",
-       "      <th>DOF Gross Floor Area</th>\n",
-       "      <th>Largest Property Use Type - Gross Floor Area (ft²)</th>\n",
-       "      <th>2nd Largest Property Use - Gross Floor Area (ft²)</th>\n",
-       "      <th>3rd Largest Property Use Type - Gross Floor Area (ft²)</th>\n",
-       "      <th>Year Built</th>\n",
-       "      <th>Number of Buildings - Self-reported</th>\n",
-       "      <th>Occupancy</th>\n",
-       "      <th>ENERGY STAR Score</th>\n",
-       "      <th>Site EUI (kBtu/ft²)</th>\n",
-       "      <th>Weather Normalized Site EUI (kBtu/ft²)</th>\n",
-       "      <th>Weather Normalized Site Electricity Intensity (kWh/ft²)</th>\n",
-       "      <th>Weather Normalized Site Natural Gas Intensity (therms/ft²)</th>\n",
-       "      <th>Weather Normalized Source EUI (kBtu/ft²)</th>\n",
-       "      <th>Fuel Oil #1 Use (kBtu)</th>\n",
-       "      <th>Fuel Oil #2 Use (kBtu)</th>\n",
-       "      <th>Fuel Oil #4 Use (kBtu)</th>\n",
-       "      <th>Fuel Oil #5 &amp; 6 Use (kBtu)</th>\n",
-       "      <th>Diesel #2 Use (kBtu)</th>\n",
-       "      <th>District Steam Use (kBtu)</th>\n",
-       "      <th>Natural Gas Use (kBtu)</th>\n",
-       "      <th>Weather Normalized Site Natural Gas Use (therms)</th>\n",
-       "      <th>Electricity Use - Grid Purchase (kBtu)</th>\n",
-       "      <th>Weather Normalized Site Electricity (kWh)</th>\n",
-       "      <th>Total GHG Emissions (Metric Tons CO2e)</th>\n",
-       "      <th>Direct GHG Emissions (Metric Tons CO2e)</th>\n",
-       "      <th>Indirect GHG Emissions (Metric Tons CO2e)</th>\n",
-       "      <th>Property GFA - Self-Reported (ft²)</th>\n",
-       "      <th>Water Use (All Water Sources) (kgal)</th>\n",
-       "      <th>Water Intensity (All Water Sources) (gal/ft²)</th>\n",
-       "      <th>Source EUI (kBtu/ft²)</th>\n",
-       "      <th>Latitude</th>\n",
-       "      <th>Longitude</th>\n",
-       "      <th>Community Board</th>\n",
-       "      <th>Council District</th>\n",
-       "      <th>Census Tract</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>count</th>\n",
-       "      <td>11746.000000</td>\n",
-       "      <td>1.174600e+04</td>\n",
-       "      <td>1.162800e+04</td>\n",
-       "      <td>1.174400e+04</td>\n",
-       "      <td>3741.000000</td>\n",
-       "      <td>1484.000000</td>\n",
-       "      <td>11746.000000</td>\n",
-       "      <td>11746.000000</td>\n",
-       "      <td>11746.000000</td>\n",
-       "      <td>9642.000000</td>\n",
-       "      <td>11583.000000</td>\n",
-       "      <td>10281.000000</td>\n",
-       "      <td>10959.000000</td>\n",
-       "      <td>9783.000000</td>\n",
-       "      <td>10281.000000</td>\n",
-       "      <td>9.000000e+00</td>\n",
-       "      <td>2.581000e+03</td>\n",
-       "      <td>1.321000e+03</td>\n",
-       "      <td>5.940000e+02</td>\n",
-       "      <td>1.600000e+01</td>\n",
-       "      <td>9.360000e+02</td>\n",
-       "      <td>1.030400e+04</td>\n",
-       "      <td>9.784000e+03</td>\n",
-       "      <td>1.150200e+04</td>\n",
-       "      <td>1.096000e+04</td>\n",
-       "      <td>1.167200e+04</td>\n",
-       "      <td>1.166300e+04</td>\n",
-       "      <td>1.168100e+04</td>\n",
-       "      <td>1.174600e+04</td>\n",
-       "      <td>7.762000e+03</td>\n",
-       "      <td>7762.000000</td>\n",
-       "      <td>11583.000000</td>\n",
-       "      <td>9483.000000</td>\n",
-       "      <td>9483.000000</td>\n",
-       "      <td>9483.000000</td>\n",
-       "      <td>9483.000000</td>\n",
-       "      <td>9483.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>mean</th>\n",
-       "      <td>7185.759578</td>\n",
-       "      <td>3.642958e+06</td>\n",
-       "      <td>1.732695e+05</td>\n",
-       "      <td>1.605524e+05</td>\n",
-       "      <td>22778.682010</td>\n",
-       "      <td>12016.825270</td>\n",
-       "      <td>1948.738379</td>\n",
-       "      <td>1.289971</td>\n",
-       "      <td>98.762557</td>\n",
-       "      <td>59.854594</td>\n",
-       "      <td>280.071484</td>\n",
-       "      <td>309.747466</td>\n",
-       "      <td>11.072643</td>\n",
-       "      <td>1.901441</td>\n",
-       "      <td>417.915709</td>\n",
-       "      <td>3.395398e+06</td>\n",
-       "      <td>3.186882e+06</td>\n",
-       "      <td>5.294367e+06</td>\n",
-       "      <td>2.429105e+06</td>\n",
-       "      <td>1.193594e+06</td>\n",
-       "      <td>2.868907e+08</td>\n",
-       "      <td>5.048545e+07</td>\n",
-       "      <td>5.364578e+05</td>\n",
-       "      <td>5.965472e+06</td>\n",
-       "      <td>1.768752e+06</td>\n",
-       "      <td>4.553657e+03</td>\n",
-       "      <td>2.477937e+03</td>\n",
-       "      <td>2.076339e+03</td>\n",
-       "      <td>1.673739e+05</td>\n",
-       "      <td>1.591798e+04</td>\n",
-       "      <td>136.172432</td>\n",
-       "      <td>385.908029</td>\n",
-       "      <td>40.754379</td>\n",
-       "      <td>-73.957057</td>\n",
-       "      <td>7.140673</td>\n",
-       "      <td>15.771275</td>\n",
-       "      <td>4977.596647</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>std</th>\n",
-       "      <td>4323.859984</td>\n",
-       "      <td>1.049070e+06</td>\n",
-       "      <td>3.367055e+05</td>\n",
-       "      <td>3.095746e+05</td>\n",
-       "      <td>55094.441422</td>\n",
-       "      <td>27959.755486</td>\n",
-       "      <td>30.576386</td>\n",
-       "      <td>4.017484</td>\n",
-       "      <td>7.501603</td>\n",
-       "      <td>29.993586</td>\n",
-       "      <td>8607.178877</td>\n",
-       "      <td>9784.731207</td>\n",
-       "      <td>127.733868</td>\n",
-       "      <td>97.204587</td>\n",
-       "      <td>10530.524339</td>\n",
-       "      <td>2.213237e+06</td>\n",
-       "      <td>5.497154e+06</td>\n",
-       "      <td>5.881863e+06</td>\n",
-       "      <td>4.442946e+06</td>\n",
-       "      <td>3.558178e+06</td>\n",
-       "      <td>3.124603e+09</td>\n",
-       "      <td>3.914719e+09</td>\n",
-       "      <td>4.022606e+07</td>\n",
-       "      <td>3.154430e+07</td>\n",
-       "      <td>9.389154e+06</td>\n",
-       "      <td>2.041639e+05</td>\n",
-       "      <td>1.954498e+05</td>\n",
-       "      <td>5.931295e+04</td>\n",
-       "      <td>3.189238e+05</td>\n",
-       "      <td>1.529524e+05</td>\n",
-       "      <td>1730.726938</td>\n",
-       "      <td>9312.736225</td>\n",
-       "      <td>0.080120</td>\n",
-       "      <td>0.046337</td>\n",
-       "      <td>3.954129</td>\n",
-       "      <td>15.674375</td>\n",
-       "      <td>13520.422990</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>min</th>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>7.365000e+03</td>\n",
-       "      <td>5.002800e+04</td>\n",
-       "      <td>5.400000e+01</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>1600.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>2.085973e+05</td>\n",
-       "      <td>0.000000e+00</td>\n",
-       "      <td>0.000000e+00</td>\n",
-       "      <td>0.000000e+00</td>\n",
-       "      <td>0.000000e+00</td>\n",
-       "      <td>-4.690797e+08</td>\n",
-       "      <td>0.000000e+00</td>\n",
-       "      <td>0.000000e+00</td>\n",
-       "      <td>0.000000e+00</td>\n",
-       "      <td>0.000000e+00</td>\n",
-       "      <td>0.000000e+00</td>\n",
-       "      <td>0.000000e+00</td>\n",
-       "      <td>-2.313430e+04</td>\n",
-       "      <td>0.000000e+00</td>\n",
-       "      <td>0.000000e+00</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>40.516065</td>\n",
-       "      <td>-74.243582</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>25%</th>\n",
-       "      <td>3428.250000</td>\n",
-       "      <td>2.747222e+06</td>\n",
-       "      <td>6.524000e+04</td>\n",
-       "      <td>6.520100e+04</td>\n",
-       "      <td>4000.000000</td>\n",
-       "      <td>1720.750000</td>\n",
-       "      <td>1927.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>100.000000</td>\n",
-       "      <td>37.000000</td>\n",
-       "      <td>61.800000</td>\n",
-       "      <td>65.100000</td>\n",
-       "      <td>3.800000</td>\n",
-       "      <td>0.100000</td>\n",
-       "      <td>103.500000</td>\n",
-       "      <td>1.663594e+06</td>\n",
-       "      <td>2.550378e+05</td>\n",
-       "      <td>2.128213e+06</td>\n",
-       "      <td>0.000000e+00</td>\n",
-       "      <td>5.698020e+04</td>\n",
-       "      <td>4.320254e+06</td>\n",
-       "      <td>1.098251e+06</td>\n",
-       "      <td>1.176952e+04</td>\n",
-       "      <td>1.043673e+06</td>\n",
-       "      <td>3.019974e+05</td>\n",
-       "      <td>3.287000e+02</td>\n",
-       "      <td>1.474500e+02</td>\n",
-       "      <td>9.480000e+01</td>\n",
-       "      <td>6.699400e+04</td>\n",
-       "      <td>2.595400e+03</td>\n",
-       "      <td>27.150000</td>\n",
-       "      <td>99.400000</td>\n",
-       "      <td>40.707226</td>\n",
-       "      <td>-73.984662</td>\n",
-       "      <td>4.000000</td>\n",
-       "      <td>4.000000</td>\n",
-       "      <td>100.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>50%</th>\n",
-       "      <td>6986.500000</td>\n",
-       "      <td>3.236404e+06</td>\n",
-       "      <td>9.313850e+04</td>\n",
-       "      <td>9.132400e+04</td>\n",
-       "      <td>8654.000000</td>\n",
-       "      <td>5000.000000</td>\n",
-       "      <td>1941.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>100.000000</td>\n",
-       "      <td>65.000000</td>\n",
-       "      <td>78.500000</td>\n",
-       "      <td>82.500000</td>\n",
-       "      <td>5.300000</td>\n",
-       "      <td>0.500000</td>\n",
-       "      <td>129.400000</td>\n",
-       "      <td>4.328815e+06</td>\n",
-       "      <td>1.380138e+06</td>\n",
-       "      <td>4.312984e+06</td>\n",
-       "      <td>0.000000e+00</td>\n",
-       "      <td>2.070020e+05</td>\n",
-       "      <td>9.931240e+06</td>\n",
-       "      <td>4.103962e+06</td>\n",
-       "      <td>4.445525e+04</td>\n",
-       "      <td>1.855196e+06</td>\n",
-       "      <td>5.416312e+05</td>\n",
-       "      <td>5.002500e+02</td>\n",
-       "      <td>2.726000e+02</td>\n",
-       "      <td>1.718000e+02</td>\n",
-       "      <td>9.408000e+04</td>\n",
-       "      <td>4.692500e+03</td>\n",
-       "      <td>45.095000</td>\n",
-       "      <td>124.900000</td>\n",
-       "      <td>40.759130</td>\n",
-       "      <td>-73.962810</td>\n",
-       "      <td>7.000000</td>\n",
-       "      <td>9.000000</td>\n",
-       "      <td>201.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>75%</th>\n",
-       "      <td>11054.500000</td>\n",
-       "      <td>4.409092e+06</td>\n",
-       "      <td>1.596140e+05</td>\n",
-       "      <td>1.532550e+05</td>\n",
-       "      <td>20000.000000</td>\n",
-       "      <td>12000.000000</td>\n",
-       "      <td>1966.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>100.000000</td>\n",
-       "      <td>85.000000</td>\n",
-       "      <td>97.600000</td>\n",
-       "      <td>102.500000</td>\n",
-       "      <td>9.200000</td>\n",
-       "      <td>0.700000</td>\n",
-       "      <td>167.200000</td>\n",
-       "      <td>4.938947e+06</td>\n",
-       "      <td>4.445808e+06</td>\n",
-       "      <td>6.514520e+06</td>\n",
-       "      <td>4.293825e+06</td>\n",
-       "      <td>2.918332e+05</td>\n",
-       "      <td>2.064497e+07</td>\n",
-       "      <td>6.855070e+06</td>\n",
-       "      <td>7.348107e+04</td>\n",
-       "      <td>4.370302e+06</td>\n",
-       "      <td>1.284677e+06</td>\n",
-       "      <td>9.084250e+02</td>\n",
-       "      <td>4.475000e+02</td>\n",
-       "      <td>4.249000e+02</td>\n",
-       "      <td>1.584140e+05</td>\n",
-       "      <td>8.031875e+03</td>\n",
-       "      <td>70.805000</td>\n",
-       "      <td>162.750000</td>\n",
-       "      <td>40.817623</td>\n",
-       "      <td>-73.932443</td>\n",
-       "      <td>9.000000</td>\n",
-       "      <td>33.000000</td>\n",
-       "      <td>531.500000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>max</th>\n",
-       "      <td>14993.000000</td>\n",
-       "      <td>5.991312e+06</td>\n",
-       "      <td>1.354011e+07</td>\n",
-       "      <td>1.421712e+07</td>\n",
-       "      <td>962428.000000</td>\n",
-       "      <td>591640.000000</td>\n",
-       "      <td>2019.000000</td>\n",
-       "      <td>161.000000</td>\n",
-       "      <td>100.000000</td>\n",
-       "      <td>100.000000</td>\n",
-       "      <td>869265.000000</td>\n",
-       "      <td>939329.000000</td>\n",
-       "      <td>6259.400000</td>\n",
-       "      <td>9393.000000</td>\n",
-       "      <td>986366.000000</td>\n",
-       "      <td>6.275850e+06</td>\n",
-       "      <td>1.046849e+08</td>\n",
-       "      <td>7.907464e+07</td>\n",
-       "      <td>4.410378e+07</td>\n",
-       "      <td>1.435178e+07</td>\n",
-       "      <td>7.163518e+10</td>\n",
-       "      <td>3.942852e+11</td>\n",
-       "      <td>3.942852e+09</td>\n",
-       "      <td>1.691763e+09</td>\n",
-       "      <td>4.958273e+08</td>\n",
-       "      <td>2.094340e+07</td>\n",
-       "      <td>2.094340e+07</td>\n",
-       "      <td>4.764375e+06</td>\n",
-       "      <td>1.421712e+07</td>\n",
-       "      <td>6.594604e+06</td>\n",
-       "      <td>96305.690000</td>\n",
-       "      <td>912801.100000</td>\n",
-       "      <td>40.912869</td>\n",
-       "      <td>-73.715543</td>\n",
-       "      <td>56.000000</td>\n",
-       "      <td>51.000000</td>\n",
-       "      <td>155101.000000</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "              Order   Property Id  DOF Gross Floor Area  \\\n",
-       "count  11746.000000  1.174600e+04          1.162800e+04   \n",
-       "mean    7185.759578  3.642958e+06          1.732695e+05   \n",
-       "std     4323.859984  1.049070e+06          3.367055e+05   \n",
-       "min        1.000000  7.365000e+03          5.002800e+04   \n",
-       "25%     3428.250000  2.747222e+06          6.524000e+04   \n",
-       "50%     6986.500000  3.236404e+06          9.313850e+04   \n",
-       "75%    11054.500000  4.409092e+06          1.596140e+05   \n",
-       "max    14993.000000  5.991312e+06          1.354011e+07   \n",
-       "\n",
-       "       Largest Property Use Type - Gross Floor Area (ft²)  \\\n",
-       "count                                       1.174400e+04    \n",
-       "mean                                        1.605524e+05    \n",
-       "std                                         3.095746e+05    \n",
-       "min                                         5.400000e+01    \n",
-       "25%                                         6.520100e+04    \n",
-       "50%                                         9.132400e+04    \n",
-       "75%                                         1.532550e+05    \n",
-       "max                                         1.421712e+07    \n",
-       "\n",
-       "       2nd Largest Property Use - Gross Floor Area (ft²)  \\\n",
-       "count                                        3741.000000   \n",
-       "mean                                        22778.682010   \n",
-       "std                                         55094.441422   \n",
-       "min                                             0.000000   \n",
-       "25%                                          4000.000000   \n",
-       "50%                                          8654.000000   \n",
-       "75%                                         20000.000000   \n",
-       "max                                        962428.000000   \n",
-       "\n",
-       "       3rd Largest Property Use Type - Gross Floor Area (ft²)    Year Built  \\\n",
-       "count                                        1484.000000       11746.000000   \n",
-       "mean                                        12016.825270        1948.738379   \n",
-       "std                                         27959.755486          30.576386   \n",
-       "min                                             0.000000        1600.000000   \n",
-       "25%                                          1720.750000        1927.000000   \n",
-       "50%                                          5000.000000        1941.000000   \n",
-       "75%                                         12000.000000        1966.000000   \n",
-       "max                                        591640.000000        2019.000000   \n",
-       "\n",
-       "       Number of Buildings - Self-reported     Occupancy  ENERGY STAR Score  \\\n",
-       "count                         11746.000000  11746.000000        9642.000000   \n",
-       "mean                              1.289971     98.762557          59.854594   \n",
-       "std                               4.017484      7.501603          29.993586   \n",
-       "min                               0.000000      0.000000           1.000000   \n",
-       "25%                               1.000000    100.000000          37.000000   \n",
-       "50%                               1.000000    100.000000          65.000000   \n",
-       "75%                               1.000000    100.000000          85.000000   \n",
-       "max                             161.000000    100.000000         100.000000   \n",
-       "\n",
-       "       Site EUI (kBtu/ft²)  Weather Normalized Site EUI (kBtu/ft²)  \\\n",
-       "count         11583.000000                            10281.000000   \n",
-       "mean            280.071484                              309.747466   \n",
-       "std            8607.178877                             9784.731207   \n",
-       "min               0.000000                                0.000000   \n",
-       "25%              61.800000                               65.100000   \n",
-       "50%              78.500000                               82.500000   \n",
-       "75%              97.600000                              102.500000   \n",
-       "max          869265.000000                           939329.000000   \n",
-       "\n",
-       "       Weather Normalized Site Electricity Intensity (kWh/ft²)  \\\n",
-       "count                                       10959.000000         \n",
-       "mean                                           11.072643         \n",
-       "std                                           127.733868         \n",
-       "min                                             0.000000         \n",
-       "25%                                             3.800000         \n",
-       "50%                                             5.300000         \n",
-       "75%                                             9.200000         \n",
-       "max                                          6259.400000         \n",
-       "\n",
-       "       Weather Normalized Site Natural Gas Intensity (therms/ft²)  \\\n",
-       "count                                        9783.000000            \n",
-       "mean                                            1.901441            \n",
-       "std                                            97.204587            \n",
-       "min                                             0.000000            \n",
-       "25%                                             0.100000            \n",
-       "50%                                             0.500000            \n",
-       "75%                                             0.700000            \n",
-       "max                                          9393.000000            \n",
-       "\n",
-       "       Weather Normalized Source EUI (kBtu/ft²)  Fuel Oil #1 Use (kBtu)  \\\n",
-       "count                              10281.000000            9.000000e+00   \n",
-       "mean                                 417.915709            3.395398e+06   \n",
-       "std                                10530.524339            2.213237e+06   \n",
-       "min                                    0.000000            2.085973e+05   \n",
-       "25%                                  103.500000            1.663594e+06   \n",
-       "50%                                  129.400000            4.328815e+06   \n",
-       "75%                                  167.200000            4.938947e+06   \n",
-       "max                               986366.000000            6.275850e+06   \n",
-       "\n",
-       "       Fuel Oil #2 Use (kBtu)  Fuel Oil #4 Use (kBtu)  \\\n",
-       "count            2.581000e+03            1.321000e+03   \n",
-       "mean             3.186882e+06            5.294367e+06   \n",
-       "std              5.497154e+06            5.881863e+06   \n",
-       "min              0.000000e+00            0.000000e+00   \n",
-       "25%              2.550378e+05            2.128213e+06   \n",
-       "50%              1.380138e+06            4.312984e+06   \n",
-       "75%              4.445808e+06            6.514520e+06   \n",
-       "max              1.046849e+08            7.907464e+07   \n",
-       "\n",
-       "       Fuel Oil #5 & 6 Use (kBtu)  Diesel #2 Use (kBtu)  \\\n",
-       "count                5.940000e+02          1.600000e+01   \n",
-       "mean                 2.429105e+06          1.193594e+06   \n",
-       "std                  4.442946e+06          3.558178e+06   \n",
-       "min                  0.000000e+00          0.000000e+00   \n",
-       "25%                  0.000000e+00          5.698020e+04   \n",
-       "50%                  0.000000e+00          2.070020e+05   \n",
-       "75%                  4.293825e+06          2.918332e+05   \n",
-       "max                  4.410378e+07          1.435178e+07   \n",
-       "\n",
-       "       District Steam Use (kBtu)  Natural Gas Use (kBtu)  \\\n",
-       "count               9.360000e+02            1.030400e+04   \n",
-       "mean                2.868907e+08            5.048545e+07   \n",
-       "std                 3.124603e+09            3.914719e+09   \n",
-       "min                -4.690797e+08            0.000000e+00   \n",
-       "25%                 4.320254e+06            1.098251e+06   \n",
-       "50%                 9.931240e+06            4.103962e+06   \n",
-       "75%                 2.064497e+07            6.855070e+06   \n",
-       "max                 7.163518e+10            3.942852e+11   \n",
-       "\n",
-       "       Weather Normalized Site Natural Gas Use (therms)  \\\n",
-       "count                                      9.784000e+03   \n",
-       "mean                                       5.364578e+05   \n",
-       "std                                        4.022606e+07   \n",
-       "min                                        0.000000e+00   \n",
-       "25%                                        1.176952e+04   \n",
-       "50%                                        4.445525e+04   \n",
-       "75%                                        7.348107e+04   \n",
-       "max                                        3.942852e+09   \n",
-       "\n",
-       "       Electricity Use - Grid Purchase (kBtu)  \\\n",
-       "count                            1.150200e+04   \n",
-       "mean                             5.965472e+06   \n",
-       "std                              3.154430e+07   \n",
-       "min                              0.000000e+00   \n",
-       "25%                              1.043673e+06   \n",
-       "50%                              1.855196e+06   \n",
-       "75%                              4.370302e+06   \n",
-       "max                              1.691763e+09   \n",
-       "\n",
-       "       Weather Normalized Site Electricity (kWh)  \\\n",
-       "count                               1.096000e+04   \n",
-       "mean                                1.768752e+06   \n",
-       "std                                 9.389154e+06   \n",
-       "min                                 0.000000e+00   \n",
-       "25%                                 3.019974e+05   \n",
-       "50%                                 5.416312e+05   \n",
-       "75%                                 1.284677e+06   \n",
-       "max                                 4.958273e+08   \n",
-       "\n",
-       "       Total GHG Emissions (Metric Tons CO2e)  \\\n",
-       "count                            1.167200e+04   \n",
-       "mean                             4.553657e+03   \n",
-       "std                              2.041639e+05   \n",
-       "min                              0.000000e+00   \n",
-       "25%                              3.287000e+02   \n",
-       "50%                              5.002500e+02   \n",
-       "75%                              9.084250e+02   \n",
-       "max                              2.094340e+07   \n",
-       "\n",
-       "       Direct GHG Emissions (Metric Tons CO2e)  \\\n",
-       "count                             1.166300e+04   \n",
-       "mean                              2.477937e+03   \n",
-       "std                               1.954498e+05   \n",
-       "min                               0.000000e+00   \n",
-       "25%                               1.474500e+02   \n",
-       "50%                               2.726000e+02   \n",
-       "75%                               4.475000e+02   \n",
-       "max                               2.094340e+07   \n",
-       "\n",
-       "       Indirect GHG Emissions (Metric Tons CO2e)  \\\n",
-       "count                               1.168100e+04   \n",
-       "mean                                2.076339e+03   \n",
-       "std                                 5.931295e+04   \n",
-       "min                                -2.313430e+04   \n",
-       "25%                                 9.480000e+01   \n",
-       "50%                                 1.718000e+02   \n",
-       "75%                                 4.249000e+02   \n",
-       "max                                 4.764375e+06   \n",
-       "\n",
-       "       Property GFA - Self-Reported (ft²)  \\\n",
-       "count                        1.174600e+04   \n",
-       "mean                         1.673739e+05   \n",
-       "std                          3.189238e+05   \n",
-       "min                          0.000000e+00   \n",
-       "25%                          6.699400e+04   \n",
-       "50%                          9.408000e+04   \n",
-       "75%                          1.584140e+05   \n",
-       "max                          1.421712e+07   \n",
-       "\n",
-       "       Water Use (All Water Sources) (kgal)  \\\n",
-       "count                          7.762000e+03   \n",
-       "mean                           1.591798e+04   \n",
-       "std                            1.529524e+05   \n",
-       "min                            0.000000e+00   \n",
-       "25%                            2.595400e+03   \n",
-       "50%                            4.692500e+03   \n",
-       "75%                            8.031875e+03   \n",
-       "max                            6.594604e+06   \n",
-       "\n",
-       "       Water Intensity (All Water Sources) (gal/ft²)  Source EUI (kBtu/ft²)  \\\n",
-       "count                                    7762.000000           11583.000000   \n",
-       "mean                                      136.172432             385.908029   \n",
-       "std                                      1730.726938            9312.736225   \n",
-       "min                                         0.000000               0.000000   \n",
-       "25%                                        27.150000              99.400000   \n",
-       "50%                                        45.095000             124.900000   \n",
-       "75%                                        70.805000             162.750000   \n",
-       "max                                     96305.690000          912801.100000   \n",
-       "\n",
-       "          Latitude    Longitude  Community Board  Council District  \\\n",
-       "count  9483.000000  9483.000000      9483.000000       9483.000000   \n",
-       "mean     40.754379   -73.957057         7.140673         15.771275   \n",
-       "std       0.080120     0.046337         3.954129         15.674375   \n",
-       "min      40.516065   -74.243582         1.000000          1.000000   \n",
-       "25%      40.707226   -73.984662         4.000000          4.000000   \n",
-       "50%      40.759130   -73.962810         7.000000          9.000000   \n",
-       "75%      40.817623   -73.932443         9.000000         33.000000   \n",
-       "max      40.912869   -73.715543        56.000000         51.000000   \n",
-       "\n",
-       "        Census Tract  \n",
-       "count    9483.000000  \n",
-       "mean     4977.596647  \n",
-       "std     13520.422990  \n",
-       "min         1.000000  \n",
-       "25%       100.000000  \n",
-       "50%       201.000000  \n",
-       "75%       531.500000  \n",
-       "max    155101.000000  "
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# Statistics for each column\n",
-    "data.describe()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### 缺失值处理\n",
-    "每个列缺失的比例，这里提供一个函数。"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Function to calculate missing values by column\n",
-    "def missing_values_table(df):\n",
-    "        # Total missing values\n",
-    "        mis_val = df.isnull().sum()\n",
-    "        \n",
-    "        # Percentage of missing values\n",
-    "        mis_val_percent = 100 * df.isnull().sum() / len(df)\n",
-    "   \n",
-    "        # Make a table with the results\n",
-    "        mis_val_table = pd.concat([mis_val, mis_val_percent], axis=1)\n",
-    "        \n",
-    "        # Rename the columns\n",
-    "        mis_val_table_ren_columns = mis_val_table.rename(\n",
-    "        columns = {0 : 'Missing Values', 1 : '% of Total Values'})\n",
-    "        \n",
-    "        # Sort the table by percentage of missing descending\n",
-    "        mis_val_table_ren_columns = mis_val_table_ren_columns[\n",
-    "            mis_val_table_ren_columns.iloc[:,1] != 0].sort_values(\n",
-    "        '% of Total Values', ascending=False).round(1)\n",
-    "        \n",
-    "        # Print some summary information\n",
-    "        print (\"Your selected dataframe has \" + str(df.shape[1]) + \" columns.\\n\"      \n",
-    "            \"There are \" + str(mis_val_table_ren_columns.shape[0]) +\n",
-    "              \" columns that have missing values.\")\n",
-    "        \n",
-    "       \n",
-    "        # Return the dataframe with missing information\n",
-    "        return mis_val_table_ren_columns"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Your selected dataframe has 60 columns.\n",
-      "There are 46 columns that have missing values.\n"
-     ]
-    },
-    {
-     "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>Missing Values</th>\n",
-       "      <th>% of Total Values</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>Fuel Oil #1 Use (kBtu)</th>\n",
-       "      <td>11737</td>\n",
-       "      <td>99.9</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Diesel #2 Use (kBtu)</th>\n",
-       "      <td>11730</td>\n",
-       "      <td>99.9</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Address 2</th>\n",
-       "      <td>11539</td>\n",
-       "      <td>98.2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Fuel Oil #5 &amp; 6 Use (kBtu)</th>\n",
-       "      <td>11152</td>\n",
-       "      <td>94.9</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>District Steam Use (kBtu)</th>\n",
-       "      <td>10810</td>\n",
-       "      <td>92.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Fuel Oil #4 Use (kBtu)</th>\n",
-       "      <td>10425</td>\n",
-       "      <td>88.8</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3rd Largest Property Use Type - Gross Floor Area (ft²)</th>\n",
-       "      <td>10262</td>\n",
-       "      <td>87.4</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3rd Largest Property Use Type</th>\n",
-       "      <td>10262</td>\n",
-       "      <td>87.4</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Fuel Oil #2 Use (kBtu)</th>\n",
-       "      <td>9165</td>\n",
-       "      <td>78.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2nd Largest Property Use Type</th>\n",
-       "      <td>8005</td>\n",
-       "      <td>68.2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2nd Largest Property Use - Gross Floor Area (ft²)</th>\n",
-       "      <td>8005</td>\n",
-       "      <td>68.2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Metered Areas  (Water)</th>\n",
-       "      <td>4609</td>\n",
-       "      <td>39.2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Water Intensity (All Water Sources) (gal/ft²)</th>\n",
-       "      <td>3984</td>\n",
-       "      <td>33.9</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Water Use (All Water Sources) (kgal)</th>\n",
-       "      <td>3984</td>\n",
-       "      <td>33.9</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Latitude</th>\n",
-       "      <td>2263</td>\n",
-       "      <td>19.3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Longitude</th>\n",
-       "      <td>2263</td>\n",
-       "      <td>19.3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Community Board</th>\n",
-       "      <td>2263</td>\n",
-       "      <td>19.3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Council District</th>\n",
-       "      <td>2263</td>\n",
-       "      <td>19.3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Census Tract</th>\n",
-       "      <td>2263</td>\n",
-       "      <td>19.3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>NTA</th>\n",
-       "      <td>2263</td>\n",
-       "      <td>19.3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>ENERGY STAR Score</th>\n",
-       "      <td>2104</td>\n",
-       "      <td>17.9</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Weather Normalized Site Natural Gas Intensity (therms/ft²)</th>\n",
-       "      <td>1963</td>\n",
-       "      <td>16.7</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Weather Normalized Site Natural Gas Use (therms)</th>\n",
-       "      <td>1962</td>\n",
-       "      <td>16.7</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Weather Normalized Source EUI (kBtu/ft²)</th>\n",
-       "      <td>1465</td>\n",
-       "      <td>12.5</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Weather Normalized Site EUI (kBtu/ft²)</th>\n",
-       "      <td>1465</td>\n",
-       "      <td>12.5</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Natural Gas Use (kBtu)</th>\n",
-       "      <td>1442</td>\n",
-       "      <td>12.3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Weather Normalized Site Electricity Intensity (kWh/ft²)</th>\n",
-       "      <td>787</td>\n",
-       "      <td>6.7</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Weather Normalized Site Electricity (kWh)</th>\n",
-       "      <td>786</td>\n",
-       "      <td>6.7</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Electricity Use - Grid Purchase (kBtu)</th>\n",
-       "      <td>244</td>\n",
-       "      <td>2.1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Site EUI (kBtu/ft²)</th>\n",
-       "      <td>163</td>\n",
-       "      <td>1.4</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Source EUI (kBtu/ft²)</th>\n",
-       "      <td>163</td>\n",
-       "      <td>1.4</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>NYC Building Identification Number (BIN)</th>\n",
-       "      <td>162</td>\n",
-       "      <td>1.4</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Street Number</th>\n",
-       "      <td>124</td>\n",
-       "      <td>1.1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Street Name</th>\n",
-       "      <td>122</td>\n",
-       "      <td>1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Borough</th>\n",
-       "      <td>118</td>\n",
-       "      <td>1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>DOF Gross Floor Area</th>\n",
-       "      <td>118</td>\n",
-       "      <td>1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Water Required?</th>\n",
-       "      <td>118</td>\n",
-       "      <td>1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Direct GHG Emissions (Metric Tons CO2e)</th>\n",
-       "      <td>83</td>\n",
-       "      <td>0.7</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Total GHG Emissions (Metric Tons CO2e)</th>\n",
-       "      <td>74</td>\n",
-       "      <td>0.6</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Indirect GHG Emissions (Metric Tons CO2e)</th>\n",
-       "      <td>65</td>\n",
-       "      <td>0.6</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Metered Areas (Energy)</th>\n",
-       "      <td>57</td>\n",
-       "      <td>0.5</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>DOF Benchmarking Submission Status</th>\n",
-       "      <td>30</td>\n",
-       "      <td>0.3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>NYC Borough, Block and Lot (BBL) self-reported</th>\n",
-       "      <td>11</td>\n",
-       "      <td>0.1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>BBL - 10 digits</th>\n",
-       "      <td>11</td>\n",
-       "      <td>0.1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Largest Property Use Type</th>\n",
-       "      <td>2</td>\n",
-       "      <td>0.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Largest Property Use Type - Gross Floor Area (ft²)</th>\n",
-       "      <td>2</td>\n",
-       "      <td>0.0</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                                                    Missing Values  \\\n",
-       "Fuel Oil #1 Use (kBtu)                                       11737   \n",
-       "Diesel #2 Use (kBtu)                                         11730   \n",
-       "Address 2                                                    11539   \n",
-       "Fuel Oil #5 & 6 Use (kBtu)                                   11152   \n",
-       "District Steam Use (kBtu)                                    10810   \n",
-       "Fuel Oil #4 Use (kBtu)                                       10425   \n",
-       "3rd Largest Property Use Type - Gross Floor Are...           10262   \n",
-       "3rd Largest Property Use Type                                10262   \n",
-       "Fuel Oil #2 Use (kBtu)                                        9165   \n",
-       "2nd Largest Property Use Type                                 8005   \n",
-       "2nd Largest Property Use - Gross Floor Area (ft²)             8005   \n",
-       "Metered Areas  (Water)                                        4609   \n",
-       "Water Intensity (All Water Sources) (gal/ft²)                 3984   \n",
-       "Water Use (All Water Sources) (kgal)                          3984   \n",
-       "Latitude                                                      2263   \n",
-       "Longitude                                                     2263   \n",
-       "Community Board                                               2263   \n",
-       "Council District                                              2263   \n",
-       "Census Tract                                                  2263   \n",
-       "NTA                                                           2263   \n",
-       "ENERGY STAR Score                                             2104   \n",
-       "Weather Normalized Site Natural Gas Intensity (...            1963   \n",
-       "Weather Normalized Site Natural Gas Use (therms)              1962   \n",
-       "Weather Normalized Source EUI (kBtu/ft²)                      1465   \n",
-       "Weather Normalized Site EUI (kBtu/ft²)                        1465   \n",
-       "Natural Gas Use (kBtu)                                        1442   \n",
-       "Weather Normalized Site Electricity Intensity (...             787   \n",
-       "Weather Normalized Site Electricity (kWh)                      786   \n",
-       "Electricity Use - Grid Purchase (kBtu)                         244   \n",
-       "Site EUI (kBtu/ft²)                                            163   \n",
-       "Source EUI (kBtu/ft²)                                          163   \n",
-       "NYC Building Identification Number (BIN)                       162   \n",
-       "Street Number                                                  124   \n",
-       "Street Name                                                    122   \n",
-       "Borough                                                        118   \n",
-       "DOF Gross Floor Area                                           118   \n",
-       "Water Required?                                                118   \n",
-       "Direct GHG Emissions (Metric Tons CO2e)                         83   \n",
-       "Total GHG Emissions (Metric Tons CO2e)                          74   \n",
-       "Indirect GHG Emissions (Metric Tons CO2e)                       65   \n",
-       "Metered Areas (Energy)                                          57   \n",
-       "DOF Benchmarking Submission Status                              30   \n",
-       "NYC Borough, Block and Lot (BBL) self-reported                  11   \n",
-       "BBL - 10 digits                                                 11   \n",
-       "Largest Property Use Type                                        2   \n",
-       "Largest Property Use Type - Gross Floor Area (ft²)               2   \n",
-       "\n",
-       "                                                    % of Total Values  \n",
-       "Fuel Oil #1 Use (kBtu)                                           99.9  \n",
-       "Diesel #2 Use (kBtu)                                             99.9  \n",
-       "Address 2                                                        98.2  \n",
-       "Fuel Oil #5 & 6 Use (kBtu)                                       94.9  \n",
-       "District Steam Use (kBtu)                                        92.0  \n",
-       "Fuel Oil #4 Use (kBtu)                                           88.8  \n",
-       "3rd Largest Property Use Type - Gross Floor Are...               87.4  \n",
-       "3rd Largest Property Use Type                                    87.4  \n",
-       "Fuel Oil #2 Use (kBtu)                                           78.0  \n",
-       "2nd Largest Property Use Type                                    68.2  \n",
-       "2nd Largest Property Use - Gross Floor Area (ft²)                68.2  \n",
-       "Metered Areas  (Water)                                           39.2  \n",
-       "Water Intensity (All Water Sources) (gal/ft²)                    33.9  \n",
-       "Water Use (All Water Sources) (kgal)                             33.9  \n",
-       "Latitude                                                         19.3  \n",
-       "Longitude                                                        19.3  \n",
-       "Community Board                                                  19.3  \n",
-       "Council District                                                 19.3  \n",
-       "Census Tract                                                     19.3  \n",
-       "NTA                                                              19.3  \n",
-       "ENERGY STAR Score                                                17.9  \n",
-       "Weather Normalized Site Natural Gas Intensity (...               16.7  \n",
-       "Weather Normalized Site Natural Gas Use (therms)                 16.7  \n",
-       "Weather Normalized Source EUI (kBtu/ft²)                         12.5  \n",
-       "Weather Normalized Site EUI (kBtu/ft²)                           12.5  \n",
-       "Natural Gas Use (kBtu)                                           12.3  \n",
-       "Weather Normalized Site Electricity Intensity (...                6.7  \n",
-       "Weather Normalized Site Electricity (kWh)                         6.7  \n",
-       "Electricity Use - Grid Purchase (kBtu)                            2.1  \n",
-       "Site EUI (kBtu/ft²)                                               1.4  \n",
-       "Source EUI (kBtu/ft²)                                             1.4  \n",
-       "NYC Building Identification Number (BIN)                          1.4  \n",
-       "Street Number                                                     1.1  \n",
-       "Street Name                                                       1.0  \n",
-       "Borough                                                           1.0  \n",
-       "DOF Gross Floor Area                                              1.0  \n",
-       "Water Required?                                                   1.0  \n",
-       "Direct GHG Emissions (Metric Tons CO2e)                           0.7  \n",
-       "Total GHG Emissions (Metric Tons CO2e)                            0.6  \n",
-       "Indirect GHG Emissions (Metric Tons CO2e)                         0.6  \n",
-       "Metered Areas (Energy)                                            0.5  \n",
-       "DOF Benchmarking Submission Status                                0.3  \n",
-       "NYC Borough, Block and Lot (BBL) self-reported                    0.1  \n",
-       "BBL - 10 digits                                                   0.1  \n",
-       "Largest Property Use Type                                         0.0  \n",
-       "Largest Property Use Type - Gross Floor Area (ft²)                0.0  "
-      ]
-     },
-     "execution_count": 7,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "missing_values_table(data)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Your selected dataframe has 60 columns.\n",
-      "There are 46 columns that have missing values.\n",
-      "We will remove 11 columns.\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Get the columns with > 50% missing\n",
-    "missing_df = missing_values_table(data);\n",
-    "missing_columns = list(missing_df[missing_df['% of Total Values']> 50].index)\n",
-    "print('We will remove %d columns.'% len(missing_columns))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Drop the columns\n",
-    "data = data.drop(columns = list(missing_columns))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Exploratory Data Analysis\n",
-    "利用画图来理解数据\n",
-    "\n",
-    "### 单变量绘图"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Text(0.5, 1.0, 'Energy Star Score Distribution')"
-      ]
-     },
-     "execution_count": 10,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 576x576 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "figsize(8,8)\n",
-    "\n",
-    "# Rename the score\n",
-    "data = data.rename(columns = {'ENERGY STAR Score':'score'})\n",
-    "\n",
-    "# Histogram of the Energy Star Score\n",
-    "plt.style.use('fivethirtyeight')\n",
-    "plt.hist(data['score'].dropna(),bins = 100,edgecolor = 'k')\n",
-    "plt.xlabel('Score')\n",
-    "plt.ylabel('Number of Buildings')\n",
-    "plt.title('Energy Star Score Distribution')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "发现得分1和100的个数比较高，由PDF可以看出，这些是由每个建筑的个人提交各个利用率的分值，过高和过低都有问题，而分值是标签，我们不能人为的改变标签。\n",
-    "\n",
-    "能源使用强度（EUI），它是总能源使用量除以建筑物的面积（平方英尺）。这个能源使用量不是自我报告的，因此更客观地衡量建筑物的能源效率。"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 576x576 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Histogram Plot of Site EUI\n",
-    "\n",
-    "figsize(8, 8)\n",
-    "plt.hist(data['Site EUI (kBtu/ft²)'].dropna(), bins = 20, edgecolor = 'black');\n",
-    "plt.xlabel('Site EUI'); \n",
-    "plt.ylabel('Count'); \n",
-    "plt.title('Site EUI Distribution');"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "可以看出所有值都是偏小的，说明有一个或极少个非常大的极值。"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "count     11583.000000\n",
-       "mean        280.071484\n",
-       "std        8607.178877\n",
-       "min           0.000000\n",
-       "25%          61.800000\n",
-       "50%          78.500000\n",
-       "75%          97.600000\n",
-       "max      869265.000000\n",
-       "Name: Site EUI (kBtu/ft²), dtype: float64"
-      ]
-     },
-     "execution_count": 12,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "data['Site EUI (kBtu/ft²)'].describe()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "3173     51328.8\n",
-       "3170     51831.2\n",
-       "3383     78360.1\n",
-       "8269     84969.6\n",
-       "3263     95560.2\n",
-       "8268    103562.7\n",
-       "8174    112173.6\n",
-       "3898    126307.4\n",
-       "7       143974.4\n",
-       "8068    869265.0\n",
-       "Name: Site EUI (kBtu/ft²), dtype: float64"
-      ]
-     },
-     "execution_count": 13,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "data['Site EUI (kBtu/ft²)'].dropna().sort_values().tail(10)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "其中一栋建筑的得分远远高于其他建筑。"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "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>Order</th>\n",
-       "      <th>Property Id</th>\n",
-       "      <th>Property Name</th>\n",
-       "      <th>Parent Property Id</th>\n",
-       "      <th>Parent Property Name</th>\n",
-       "      <th>BBL - 10 digits</th>\n",
-       "      <th>NYC Borough, Block and Lot (BBL) self-reported</th>\n",
-       "      <th>NYC Building Identification Number (BIN)</th>\n",
-       "      <th>Address 1 (self-reported)</th>\n",
-       "      <th>Postal Code</th>\n",
-       "      <th>Street Number</th>\n",
-       "      <th>Street Name</th>\n",
-       "      <th>Borough</th>\n",
-       "      <th>DOF Gross Floor Area</th>\n",
-       "      <th>Primary Property Type - Self Selected</th>\n",
-       "      <th>List of All Property Use Types at Property</th>\n",
-       "      <th>Largest Property Use Type</th>\n",
-       "      <th>Largest Property Use Type - Gross Floor Area (ft²)</th>\n",
-       "      <th>Year Built</th>\n",
-       "      <th>Number of Buildings - Self-reported</th>\n",
-       "      <th>Occupancy</th>\n",
-       "      <th>Metered Areas (Energy)</th>\n",
-       "      <th>Metered Areas  (Water)</th>\n",
-       "      <th>score</th>\n",
-       "      <th>Site EUI (kBtu/ft²)</th>\n",
-       "      <th>Weather Normalized Site EUI (kBtu/ft²)</th>\n",
-       "      <th>Weather Normalized Site Electricity Intensity (kWh/ft²)</th>\n",
-       "      <th>Weather Normalized Site Natural Gas Intensity (therms/ft²)</th>\n",
-       "      <th>Weather Normalized Source EUI (kBtu/ft²)</th>\n",
-       "      <th>Natural Gas Use (kBtu)</th>\n",
-       "      <th>Weather Normalized Site Natural Gas Use (therms)</th>\n",
-       "      <th>Electricity Use - Grid Purchase (kBtu)</th>\n",
-       "      <th>Weather Normalized Site Electricity (kWh)</th>\n",
-       "      <th>Total GHG Emissions (Metric Tons CO2e)</th>\n",
-       "      <th>Direct GHG Emissions (Metric Tons CO2e)</th>\n",
-       "      <th>Indirect GHG Emissions (Metric Tons CO2e)</th>\n",
-       "      <th>Property GFA - Self-Reported (ft²)</th>\n",
-       "      <th>Water Use (All Water Sources) (kgal)</th>\n",
-       "      <th>Water Intensity (All Water Sources) (gal/ft²)</th>\n",
-       "      <th>Source EUI (kBtu/ft²)</th>\n",
-       "      <th>Release Date</th>\n",
-       "      <th>Water Required?</th>\n",
-       "      <th>DOF Benchmarking Submission Status</th>\n",
-       "      <th>Latitude</th>\n",
-       "      <th>Longitude</th>\n",
-       "      <th>Community Board</th>\n",
-       "      <th>Council District</th>\n",
-       "      <th>Census Tract</th>\n",
-       "      <th>NTA</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>8068</th>\n",
-       "      <td>9984</td>\n",
-       "      <td>4414323</td>\n",
-       "      <td>234 Skillman</td>\n",
-       "      <td>Not Applicable: Standalone Property</td>\n",
-       "      <td>Not Applicable: Standalone Property</td>\n",
-       "      <td>3028937502</td>\n",
-       "      <td>3028937502</td>\n",
-       "      <td>3390250 , 3338313</td>\n",
-       "      <td>234 Skillman avenue</td>\n",
-       "      <td>11211</td>\n",
-       "      <td>234</td>\n",
-       "      <td>SKILLMAN AVENUE</td>\n",
-       "      <td>Brooklyn</td>\n",
-       "      <td>61811.0</td>\n",
-       "      <td>Multifamily Housing</td>\n",
-       "      <td>Multifamily Housing</td>\n",
-       "      <td>Multifamily Housing</td>\n",
-       "      <td>56900.0</td>\n",
-       "      <td>2004</td>\n",
-       "      <td>1</td>\n",
-       "      <td>90</td>\n",
-       "      <td>Whole Building</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>869265.0</td>\n",
-       "      <td>939329.0</td>\n",
-       "      <td>9.9</td>\n",
-       "      <td>9393.0</td>\n",
-       "      <td>986366.0</td>\n",
-       "      <td>4.945919e+10</td>\n",
-       "      <td>534458968.8</td>\n",
-       "      <td>1983655.6</td>\n",
-       "      <td>563239.6</td>\n",
-       "      <td>2627199.1</td>\n",
-       "      <td>2627015.0</td>\n",
-       "      <td>184.1</td>\n",
-       "      <td>56900.0</td>\n",
-       "      <td>2547.9</td>\n",
-       "      <td>44.78</td>\n",
-       "      <td>912801.1</td>\n",
-       "      <td>05/01/2017 11:34:14 PM</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>In Compliance</td>\n",
-       "      <td>40.716233</td>\n",
-       "      <td>-73.94141</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>34.0</td>\n",
-       "      <td>477.0</td>\n",
-       "      <td>East Williamsburg                             ...</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "      Order  Property Id Property Name                   Parent Property Id  \\\n",
-       "8068   9984      4414323  234 Skillman  Not Applicable: Standalone Property   \n",
-       "\n",
-       "                     Parent Property Name BBL - 10 digits  \\\n",
-       "8068  Not Applicable: Standalone Property      3028937502   \n",
-       "\n",
-       "     NYC Borough, Block and Lot (BBL) self-reported  \\\n",
-       "8068                                     3028937502   \n",
-       "\n",
-       "     NYC Building Identification Number (BIN) Address 1 (self-reported)  \\\n",
-       "8068                        3390250 , 3338313       234 Skillman avenue   \n",
-       "\n",
-       "     Postal Code Street Number      Street Name   Borough  \\\n",
-       "8068       11211           234  SKILLMAN AVENUE  Brooklyn   \n",
-       "\n",
-       "      DOF Gross Floor Area Primary Property Type - Self Selected  \\\n",
-       "8068               61811.0                   Multifamily Housing   \n",
-       "\n",
-       "     List of All Property Use Types at Property Largest Property Use Type  \\\n",
-       "8068                        Multifamily Housing       Multifamily Housing   \n",
-       "\n",
-       "      Largest Property Use Type - Gross Floor Area (ft²)  Year Built  \\\n",
-       "8068                                            56900.0         2004   \n",
-       "\n",
-       "      Number of Buildings - Self-reported  Occupancy Metered Areas (Energy)  \\\n",
-       "8068                                    1         90         Whole Building   \n",
-       "\n",
-       "     Metered Areas  (Water)  score  Site EUI (kBtu/ft²)  \\\n",
-       "8068                    NaN    1.0             869265.0   \n",
-       "\n",
-       "      Weather Normalized Site EUI (kBtu/ft²)  \\\n",
-       "8068                                939329.0   \n",
-       "\n",
-       "      Weather Normalized Site Electricity Intensity (kWh/ft²)  \\\n",
-       "8068                                                9.9         \n",
-       "\n",
-       "      Weather Normalized Site Natural Gas Intensity (therms/ft²)  \\\n",
-       "8068                                             9393.0            \n",
-       "\n",
-       "      Weather Normalized Source EUI (kBtu/ft²)  Natural Gas Use (kBtu)  \\\n",
-       "8068                                  986366.0            4.945919e+10   \n",
-       "\n",
-       "      Weather Normalized Site Natural Gas Use (therms)  \\\n",
-       "8068                                       534458968.8   \n",
-       "\n",
-       "      Electricity Use - Grid Purchase (kBtu)  \\\n",
-       "8068                               1983655.6   \n",
-       "\n",
-       "      Weather Normalized Site Electricity (kWh)  \\\n",
-       "8068                                   563239.6   \n",
-       "\n",
-       "      Total GHG Emissions (Metric Tons CO2e)  \\\n",
-       "8068                               2627199.1   \n",
-       "\n",
-       "      Direct GHG Emissions (Metric Tons CO2e)  \\\n",
-       "8068                                2627015.0   \n",
-       "\n",
-       "      Indirect GHG Emissions (Metric Tons CO2e)  \\\n",
-       "8068                                      184.1   \n",
-       "\n",
-       "      Property GFA - Self-Reported (ft²)  \\\n",
-       "8068                             56900.0   \n",
-       "\n",
-       "      Water Use (All Water Sources) (kgal)  \\\n",
-       "8068                                2547.9   \n",
-       "\n",
-       "      Water Intensity (All Water Sources) (gal/ft²)  Source EUI (kBtu/ft²)  \\\n",
-       "8068                                          44.78               912801.1   \n",
-       "\n",
-       "                Release Date Water Required?  \\\n",
-       "8068  05/01/2017 11:34:14 PM             NaN   \n",
-       "\n",
-       "     DOF Benchmarking Submission Status   Latitude  Longitude  \\\n",
-       "8068                      In Compliance  40.716233  -73.94141   \n",
-       "\n",
-       "      Community Board  Council District  Census Tract  \\\n",
-       "8068              1.0              34.0         477.0   \n",
-       "\n",
-       "                                                    NTA  \n",
-       "8068  East Williamsburg                             ...  "
-      ]
-     },
-     "execution_count": 14,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "data.loc[data['Site EUI (kBtu/ft²)'] == 869265, :]"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "离群点的可能性：\n",
-    "\n",
-    "* 输入错误\n",
-    "* 测量设备故障\n",
-    "* 不正确的单位\n",
-    "* 或者可能是真实的。\n",
-    "\n",
-    "离群点，我们一般抛弃。"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## 剔除离群点\n",
-    "\n",
-    "处理离群点时，不能主观的判断，导致丢失数据，如何去除[离群点](https://people.richland.edu/james/lecture/m170/ch03-pos.html)，处理时尽可能保守：\n",
-    "\n",
-    "* 在低端，值低于 $\\text{First Quartile} -3 * \\text{Interquartile Range}$\n",
-    "* 在高端，值高于 $\\text{Third Quartile} + 3 * \\text{Interquartile Range}$"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Calculate first and third quartile\n",
-    "first_quartile = data['Site EUI (kBtu/ft²)'].describe()['25%']\n",
-    "third_quartile = data['Site EUI (kBtu/ft²)'].describe()['75%']\n",
-    "\n",
-    "# Interquartile range\n",
-    "iqr = third_quartile -first_quartile\n",
-    "\n",
-    "# Remove outliers\n",
-    "data = data [(data['Site EUI (kBtu/ft²)']>(first_quartile - 3*iqr)) & (data['Site EUI (kBtu/ft²)']<(third_quartile + 3*iqr))]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 576x576 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Histogram Plot of Site EUI\n",
-    "\n",
-    "figsize(8, 8)\n",
-    "plt.hist(data['Site EUI (kBtu/ft²)'].dropna(), bins = 20, edgecolor = 'black');\n",
-    "plt.xlabel('Site EUI'); \n",
-    "plt.ylabel('Count'); \n",
-    "plt.title('Site EUI Distribution');"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "处理完的结果近似正态分布"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## 观察哪些变量对结果产生影响"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Create a list of buildings with more than 100 measurements\n",
-    "types = data.dropna(subset=['score'])\n",
-    "Alltypes_num = types['Largest Property Use Type'].value_counts()\n",
-    "types = list(Alltypes_num[Alltypes_num.values > 100].index)  # 获取大于100条的数据"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 18,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 864x720 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "figsize(12,10)\n",
-    "\n",
-    "# Plot each building\n",
-    "for b_type in types:\n",
-    "    # Select the building type\n",
-    "    subset = data[data['Largest Property Use Type'] == b_type]\n",
-    "    \n",
-    "    # Density plot pf Engergy Star scores\n",
-    "    sns.kdeplot(subset['score'].dropna(),label = b_type,shade = False, alpha = 0.8)\n",
-    "    \n",
-    "plt.xlabel('Energy Star Score', size = 20); \n",
-    "plt.ylabel('Density', size = 20); \n",
-    "plt.title('Density Plot of Energy Star Scores by Building Type', size = 28);"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "当特征差异越明显，模型能学到的效果越好，如红色和黄色"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## 特征和标签之间的相关性\n",
-    "Pearson 相关系数，帮助我们筛选特征"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Site EUI (kBtu/ft²)                                          -0.723864\n",
-      "Weather Normalized Site EUI (kBtu/ft²)                       -0.713993\n",
-      "Weather Normalized Source EUI (kBtu/ft²)                     -0.645542\n",
-      "Source EUI (kBtu/ft²)                                        -0.641037\n",
-      "Weather Normalized Site Electricity Intensity (kWh/ft²)      -0.358394\n",
-      "Weather Normalized Site Natural Gas Intensity (therms/ft²)   -0.346046\n",
-      "Direct GHG Emissions (Metric Tons CO2e)                      -0.147792\n",
-      "Weather Normalized Site Natural Gas Use (therms)             -0.135211\n",
-      "Natural Gas Use (kBtu)                                       -0.133648\n",
-      "Year Built                                                   -0.121249\n",
-      "Total GHG Emissions (Metric Tons CO2e)                       -0.113136\n",
-      "Electricity Use - Grid Purchase (kBtu)                       -0.050639\n",
-      "Weather Normalized Site Electricity (kWh)                    -0.048207\n",
-      "Latitude                                                     -0.048196\n",
-      "Property Id                                                  -0.046605\n",
-      "Name: score, dtype: float64 \n",
-      "\n",
-      "Property Id                                          -0.046605\n",
-      "Indirect GHG Emissions (Metric Tons CO2e)            -0.043982\n",
-      "Longitude                                            -0.037455\n",
-      "Occupancy                                            -0.033215\n",
-      "Number of Buildings - Self-reported                  -0.022407\n",
-      "Water Use (All Water Sources) (kgal)                 -0.013681\n",
-      "Water Intensity (All Water Sources) (gal/ft²)        -0.012148\n",
-      "Census Tract                                         -0.002299\n",
-      "DOF Gross Floor Area                                  0.013001\n",
-      "Property GFA - Self-Reported (ft²)                    0.017360\n",
-      "Largest Property Use Type - Gross Floor Area (ft²)    0.018330\n",
-      "Order                                                 0.036827\n",
-      "Community Board                                       0.056612\n",
-      "Council District                                      0.061639\n",
-      "score                                                 1.000000\n",
-      "Name: score, dtype: float64\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Find all correlations and sort\n",
-    "correlations_data = data.corr()['score'].sort_values()\n",
-    "\n",
-    "# Print the most negative correlation\n",
-    "print(correlations_data.head(15),'\\n')\n",
-    "\n",
-    "# Print the most positive correlation\n",
-    "print(correlations_data.tail(15))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Site EUI（kBtu /ft²） 和 EUI - Weather Normalized Site EUI （kBtu /ft²）呈现明显负相关，单位用电量越多，能源利用率越低。\n",
-    "\n",
-    "还需要考虑非线性变换的特征，如平方、log等，对于类别变量还可以用one-hot encode。"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 20,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "D:\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:11: RuntimeWarning: divide by zero encountered in log\n",
-      "  # This is added back by InteractiveShellApp.init_path()\n",
-      "D:\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:10: RuntimeWarning: invalid value encountered in sqrt\n",
-      "  # Remove the CWD from sys.path while we load stuff.\n",
-      "D:\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:11: RuntimeWarning: invalid value encountered in log\n",
-      "  # This is added back by InteractiveShellApp.init_path()\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Select the numeric columns\n",
-    "numeric_subset = data.select_dtypes('number')\n",
-    "\n",
-    "# Create columns with square root and log of numeric columns\n",
-    "for col in numeric_subset.columns:\n",
-    "     # Skip the Energy Star Score \n",
-    "    if col == 'score':\n",
-    "        next\n",
-    "    else:\n",
-    "        numeric_subset['sqrt_ '+ col] = np.sqrt(numeric_subset[col])\n",
-    "        numeric_subset['log_' + col] = np.log(numeric_subset[col])\n",
-    "\n",
-    "# Select the categorical columns     \n",
-    "categorical_subset = data[['Borough','Largest Property Use Type']]\n",
-    "\n",
-    "# one hot encode\n",
-    "categorical_subset = pd.get_dummies(categorical_subset)\n",
-    "\n",
-    "# Join the two dataframes using concat\n",
-    "features = pd.concat([numeric_subset,categorical_subset],axis =1)\n",
-    "\n",
-    "# Drop buildings without an energy star score\n",
-    "features = features.dropna(subset = ['score'])\n",
-    "\n",
-    "# Find correlations with the score\n",
-    "correlations = features.corr()['score'].dropna().sort_values()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 21,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Site EUI (kBtu/ft²)                                             -0.723864\n",
-       "Weather Normalized Site EUI (kBtu/ft²)                          -0.713993\n",
-       "sqrt_ Site EUI (kBtu/ft²)                                       -0.699817\n",
-       "sqrt_ Weather Normalized Site EUI (kBtu/ft²)                    -0.689019\n",
-       "sqrt_ Weather Normalized Source EUI (kBtu/ft²)                  -0.671044\n",
-       "sqrt_ Source EUI (kBtu/ft²)                                     -0.669396\n",
-       "Weather Normalized Source EUI (kBtu/ft²)                        -0.645542\n",
-       "Source EUI (kBtu/ft²)                                           -0.641037\n",
-       "log_Source EUI (kBtu/ft²)                                       -0.622892\n",
-       "log_Weather Normalized Source EUI (kBtu/ft²)                    -0.620329\n",
-       "log_Site EUI (kBtu/ft²)                                         -0.612039\n",
-       "log_Weather Normalized Site EUI (kBtu/ft²)                      -0.601332\n",
-       "log_Weather Normalized Site Electricity Intensity (kWh/ft²)     -0.424246\n",
-       "sqrt_ Weather Normalized Site Electricity Intensity (kWh/ft²)   -0.406669\n",
-       "Weather Normalized Site Electricity Intensity (kWh/ft²)         -0.358394\n",
-       "Name: score, dtype: float64"
-      ]
-     },
-     "execution_count": 21,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# Display the most negative correlations\n",
-    "correlations.head(15)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 22,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "sqrt_ Order                                                        0.028662\n",
-       "Borough_Queens                                                     0.029545\n",
-       "Largest Property Use Type_Supermarket/Grocery Store                0.030038\n",
-       "Largest Property Use Type_Residence Hall/Dormitory                 0.035407\n",
-       "Order                                                              0.036827\n",
-       "Largest Property Use Type_Hospital (General Medical & Surgical)    0.048410\n",
-       "Borough_Brooklyn                                                   0.050486\n",
-       "log_Community Board                                                0.055495\n",
-       "Community Board                                                    0.056612\n",
-       "sqrt_ Community Board                                              0.058029\n",
-       "sqrt_ Council District                                             0.060623\n",
-       "log_Council District                                               0.061101\n",
-       "Council District                                                   0.061639\n",
-       "Largest Property Use Type_Office                                   0.158484\n",
-       "score                                                              1.000000\n",
-       "Name: score, dtype: float64"
-      ]
-     },
-     "execution_count": 22,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# Display the most positive correlations\n",
-    "correlations.tail(15)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "看来经过变换后并没有发生明显的变化，相关性强的依然强。而one-hot后新出现的Largest Property Use Type_Office 称为正相关性最强的，所以我们的做法是有效的。"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## 双变量绘图"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 23,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "D:\\Anaconda3\\lib\\site-packages\\seaborn\\regression.py:546: UserWarning: The `size` paramter has been renamed to `height`; please update your code.\n",
-      "  warnings.warn(msg, UserWarning)\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1403.38x864 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "figsize(12,10)\n",
-    "\n",
-    "# Extract the building types\n",
-    "features['Largest Property Use Type'] = data.dropna(subset = ['score'])['Largest Property Use Type']\n",
-    "\n",
-    "# Limit to building types with more than 100 observations\n",
-    "features = features[features['Largest Property Use Type'].isin(types)]\n",
-    "\n",
-    "# Use seaborn to plot a scatterplot of Score vs Log Source EUI \n",
-    "sns.lmplot('Site EUI (kBtu/ft²)','score',\n",
-    "          hue = 'Largest Property Use Type',\n",
-    "          data = features,\n",
-    "          scatter_kws = {'alpha':0.8,'s': 60},\n",
-    "          fit_reg = False,\n",
-    "          size = 12,\n",
-    "          aspect = 1.2)\n",
-    "\n",
-    "# Plot labeling\n",
-    "plt.xlabel(\"Site EUI\", size = 28)\n",
-    "plt.ylabel('Energy Star Score', size = 28)\n",
-    "plt.title('Energy Star Score vs Site EUI', size = 36);"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Pairs Plot"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 24,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "D:\\Anaconda3\\lib\\site-packages\\seaborn\\axisgrid.py:1241: UserWarning: The `size` paramter has been renamed to `height`; please update your code.\n",
-      "  warnings.warn(UserWarning(msg))\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 864x864 with 20 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# 提取要绘制的列\n",
-    "plot_data = features[['score',\n",
-    "                     'Site EUI (kBtu/ft²)',\n",
-    "                     'Weather Normalized Source EUI (kBtu/ft²)',\n",
-    "                     'log_Total GHG Emissions (Metric Tons CO2e)']]\n",
-    "\n",
-    "# 把 inf 换成 nan\n",
-    "plot_data = plot_data.replace({np.inf: np.nan,-np.inf:np.nan})\n",
-    "\n",
-    "# 重命名\n",
-    "plot_data = plot_data.rename(columns = {'Site EUI (kBtu/ft²)': 'Site EUI',\n",
-    "                                        'Weather Normalized Source EUI (kBtu/ft²)':'Weather Norm EUI',\n",
-    "                                        'log_Total GHG Emissions (Metric Tons CO2e)': 'log GHG Emissions'})\n",
-    "\n",
-    "# 删除 na 值\n",
-    "plot_data = plot_data.dropna()\n",
-    "\n",
-    "# 计算某两列之间的相关系数\n",
-    "def corr_func(x,y,**kwargs):\n",
-    "    r = np.corrcoef(x,y)[0][1]\n",
-    "    ax = plt.gca()\n",
-    "    ax.annotate(\"r = {:.2f}\".format(r),\n",
-    "                xy = (.2,.8),\n",
-    "                xycoords = ax.transAxes,\n",
-    "                size = 20)\n",
-    "    \n",
-    "# 创建 pairgrid 对象\n",
-    "grid = sns.PairGrid(data = plot_data,size=3)\n",
-    "\n",
-    "# 上三角是散点图\n",
-    "grid.map_upper(plt.scatter,color = 'red', alpha =0.6)\n",
-    "\n",
-    "# 对角线是直方图\n",
-    "grid.map_diag(plt.hist,color ='red',edgecolor = 'black')\n",
-    "\n",
-    "# 下三角是相关系数和二维核密度图\n",
-    "grid.map_lower(corr_func);\n",
-    "grid.map_lower(sns.kdeplot,cmap = plt.cm.Reds)\n",
-    "\n",
-    "plt.suptitle('Pairs Plot of Energy Data', size = 36, y = 1.02);"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## 特征工程"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 25,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "D:\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:13: RuntimeWarning: divide by zero encountered in log\n",
-      "  del sys.path[0]\n",
-      "D:\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:13: RuntimeWarning: invalid value encountered in log\n",
-      "  del sys.path[0]\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "(11319, 110)"
-      ]
-     },
-     "execution_count": 25,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# Copy the original data\n",
-    "features = data.copy()\n",
-    "\n",
-    "# Select the numeric columns\n",
-    "numeric_subset  = data.select_dtypes('number')\n",
-    "\n",
-    "# Create columns with log of numeric columns\n",
-    "for col in numeric_subset.columns:\n",
-    "    # Skip the Energy Star Score column\n",
-    "    if col == 'score':\n",
-    "        next\n",
-    "    else:\n",
-    "        numeric_subset['log_' + col] = np.log(numeric_subset[col])\n",
-    "        \n",
-    "# Select the categorial columns\n",
-    "categorical_subset = data[['Borough', 'Largest Property Use Type']]\n",
-    "\n",
-    "# One hot encode\n",
-    "categorical_subset = pd.get_dummies(categorical_subset)\n",
-    "\n",
-    "# Join the two dataframes using concat\n",
-    "# Make sure to use axis = 1 to perform a column bind\n",
-    "features = pd.concat([numeric_subset, categorical_subset], axis = 1)\n",
-    "\n",
-    "features.shape"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### 共线"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 26,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 864x720 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plot_data = data[['Weather Normalized Site EUI (kBtu/ft²)','Site EUI (kBtu/ft²)']].dropna()\n",
-    "\n",
-    "plt.plot(plot_data['Site EUI (kBtu/ft²)'],plot_data['Weather Normalized Site EUI (kBtu/ft²)'],'bo')\n",
-    "\n",
-    "plt.xlabel('Site EUI'); \n",
-    "plt.ylabel('Weather Norm EUI')\n",
-    "plt.title('Weather Norm EUI vs Site EUI, R = %0.4f' % np.corrcoef(data[['Weather Normalized Site EUI (kBtu/ft²)',\n",
-    "                                                                        'Site EUI (kBtu/ft²)']].dropna(), rowvar=False)[0][1]);"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 27,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def remove_collinear_features(x, threshold):\n",
-    "    '''\n",
-    "    Objective:\n",
-    "       删除数据帧中相关系数大于阈值的共线特征。 删除共线特征可以帮助模型泛化并提高模型的可解释性。\n",
-    "        \n",
-    "    Inputs: \n",
-    "        阈值：删除任何相关性大于此值的特征\n",
-    "    \n",
-    "    Output: \n",
-    "        仅包含非高共线特征的数据帧\n",
-    "    '''\n",
-    "    \n",
-    "    # 不要删除能源之星得分之间的相关性\n",
-    "    y = x['score']\n",
-    "    x = x.drop(columns = ['score'])\n",
-    "    \n",
-    "    # 计算相关性矩阵\n",
-    "    corr_matrix = x.corr()\n",
-    "    iters = range(len(corr_matrix.columns) - 1)\n",
-    "    drop_cols = []\n",
-    "\n",
-    "    # 迭代相关性矩阵并比较相关性\n",
-    "    for i in iters:\n",
-    "        for j in range(i):\n",
-    "            item = corr_matrix.iloc[j:(j+1), (i+1):(i+2)]\n",
-    "            col = item.columns\n",
-    "            row = item.index\n",
-    "            val = abs(item.values)\n",
-    "            \n",
-    "            # 如果相关性超过阈值\n",
-    "            if val >= threshold:\n",
-    "                # 打印有相关性的特征和相关值\n",
-    "                # print(col.values[0], \"|\", row.values[0], \"|\", round(val[0][0], 2))\n",
-    "                drop_cols.append(col.values[0])\n",
-    "\n",
-    "    # 删除每对相关列中的一个\n",
-    "    drops = set(drop_cols)\n",
-    "    x = x.drop(columns = drops)\n",
-    "    x = x.drop(columns = ['Weather Normalized Site EUI (kBtu/ft²)', \n",
-    "                          'Water Use (All Water Sources) (kgal)',\n",
-    "                          'log_Water Use (All Water Sources) (kgal)',\n",
-    "                          'Largest Property Use Type - Gross Floor Area (ft²)'])\n",
-    "    \n",
-    "    # 将得分添加回数据\n",
-    "    x['score'] = y\n",
-    "               \n",
-    "    return x"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 28,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "D:\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:31: RuntimeWarning: invalid value encountered in greater_equal\n"
-     ]
-    }
-   ],
-   "source": [
-    "# 删除大于指定相关系数的共线特征\n",
-    "features = remove_collinear_features(features, 0.6);"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 29,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(11319, 65)"
-      ]
-     },
-     "execution_count": 29,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# 删除所有 na 值的列\n",
-    "features  = features.dropna(axis=1, how = 'all')\n",
-    "features.shape"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### 数据集划分"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 30,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "(1858, 65)\n",
-      "(9461, 65)\n"
-     ]
-    }
-   ],
-   "source": [
-    "# 提取没有得分的建筑物和带有得分的建筑物\n",
-    "no_score = features[features['score'].isna()]\n",
-    "score = features[features['score'].notnull()]\n",
-    "\n",
-    "print(no_score.shape)\n",
-    "print(score.shape)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 31,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "(6622, 64)\n",
-      "(2839, 64)\n",
-      "(6622, 1)\n",
-      "(2839, 1)\n"
-     ]
-    }
-   ],
-   "source": [
-    "# 将特征和目标分离开\n",
-    "features = score.drop(columns = 'score')\n",
-    "targets = pd.DataFrame(score['score'])\n",
-    "\n",
-    "# 用 nan 替换 inf and -inf （required for later imputation）\n",
-    "features = features.replace({np.inf: np.nan, -np.inf: np.nan})\n",
-    "\n",
-    "# 按照 7：3 的比例划分训练集和测试集\n",
-    "\n",
-    "X, X_test, y, y_test = train_test_split(features, targets, test_size = 0.3, random_state = 42)\n",
-    "\n",
-    "print(X.shape)\n",
-    "print(X_test.shape)\n",
-    "print(y.shape)\n",
-    "print(y_test.shape)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## 建立一个Baseline\n",
-    "\n",
-    "### 衡量标准：平均绝对误差 - Mean Absolute Error（MAE）"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 32,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def mae(y_true, y_pred):\n",
-    "    return np.mean(abs(y_true - y_pred))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 33,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "The baseline guess is a score of 66.00\n",
-      "Baseline Performance on the test set: MAE = 24.5164\n"
-     ]
-    }
-   ],
-   "source": [
-    "baseline_guess = np.median(y)\n",
-    "\n",
-    "print('The baseline guess is a score of %0.2f' % baseline_guess)\n",
-    "print(\"Baseline Performance on the test set: MAE = %0.4f\" % mae(y_test, baseline_guess))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### 保存结果"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 34,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "no_score.to_csv(\"data/no_score.csv\", index=False)\n",
-    "X.to_csv(\"data/training_features.csv\", index=False)\n",
-    "X_test.to_csv(\"data/testing_features.csv\", index=False)\n",
-    "y.to_csv(\"data/training_labels.csv\", index=False)\n",
-    "y_test.to_csv(\"data/testing_labels.csv\", index=False)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "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": "3.7.3"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}