02_Kaggle_House_Prices_Advanced_Regression_Techniques.ipynb

{
 "cells": [
  {
   "cell_type": "raw",
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   "source": [
    "MSDS 422 - Assignment 2\n",
    "Prepared by Vincent Pun\n",
    "07.03.2020"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "File descriptions\n",
    "train.csv - the training set\n",
    "test.csv - the test set\n",
    "data_description.txt - full description of each column, originally prepared by Dean De Cock but lightly edited to match the column names used here\n",
    "sample_submission.csv - a benchmark submission from a linear regression on year and month of sale, lot square footage, and number of bedrooms\n",
    "Data fields\n",
    "Here's a brief version of what you'll find in the data description file.\n",
    "\n",
    "SalePrice - the property's sale price in dollars. This is the target variable that you're trying to predict.\n",
    "MSSubClass: The building class\n",
    "MSZoning: The general zoning classification\n",
    "LotFrontage: Linear feet of street connected to property\n",
    "LotArea: Lot size in square feet\n",
    "Street: Type of road access\n",
    "Alley: Type of alley access\n",
    "LotShape: General shape of property\n",
    "LandContour: Flatness of the property\n",
    "Utilities: Type of utilities available\n",
    "LotConfig: Lot configuration\n",
    "LandSlope: Slope of property\n",
    "Neighborhood: Physical locations within Ames city limits\n",
    "Condition1: Proximity to main road or railroad\n",
    "Condition2: Proximity to main road or railroad (if a second is present)\n",
    "BldgType: Type of dwelling\n",
    "HouseStyle: Style of dwelling\n",
    "OverallQual: Overall material and finish quality\n",
    "OverallCond: Overall condition rating\n",
    "YearBuilt: Original construction date\n",
    "YearRemodAdd: Remodel date\n",
    "RoofStyle: Type of roof\n",
    "RoofMatl: Roof material\n",
    "Exterior1st: Exterior covering on house\n",
    "Exterior2nd: Exterior covering on house (if more than one material)\n",
    "MasVnrType: Masonry veneer type\n",
    "MasVnrArea: Masonry veneer area in square feet\n",
    "ExterQual: Exterior material quality\n",
    "ExterCond: Present condition of the material on the exterior\n",
    "Foundation: Type of foundation\n",
    "BsmtQual: Height of the basement\n",
    "BsmtCond: General condition of the basement\n",
    "BsmtExposure: Walkout or garden level basement walls\n",
    "BsmtFinType1: Quality of basement finished area\n",
    "BsmtFinSF1: Type 1 finished square feet\n",
    "BsmtFinType2: Quality of second finished area (if present)\n",
    "BsmtFinSF2: Type 2 finished square feet\n",
    "BsmtUnfSF: Unfinished square feet of basement area\n",
    "TotalBsmtSF: Total square feet of basement area\n",
    "Heating: Type of heating\n",
    "HeatingQC: Heating quality and condition\n",
    "CentralAir: Central air conditioning\n",
    "Electrical: Electrical system\n",
    "1stFlrSF: First Floor square feet\n",
    "2ndFlrSF: Second floor square feet\n",
    "LowQualFinSF: Low quality finished square feet (all floors)\n",
    "GrLivArea: Above grade (ground) living area square feet\n",
    "BsmtFullBath: Basement full bathrooms\n",
    "BsmtHalfBath: Basement half bathrooms\n",
    "FullBath: Full bathrooms above grade\n",
    "HalfBath: Half baths above grade\n",
    "Bedroom: Number of bedrooms above basement level\n",
    "Kitchen: Number of kitchens\n",
    "KitchenQual: Kitchen quality\n",
    "TotRmsAbvGrd: Total rooms above grade (does not include bathrooms)\n",
    "Functional: Home functionality rating\n",
    "Fireplaces: Number of fireplaces\n",
    "FireplaceQu: Fireplace quality\n",
    "GarageType: Garage location\n",
    "GarageYrBlt: Year garage was built\n",
    "GarageFinish: Interior finish of the garage\n",
    "GarageCars: Size of garage in car capacity\n",
    "GarageArea: Size of garage in square feet\n",
    "GarageQual: Garage quality\n",
    "GarageCond: Garage condition\n",
    "PavedDrive: Paved driveway\n",
    "WoodDeckSF: Wood deck area in square feet\n",
    "OpenPorchSF: Open porch area in square feet\n",
    "EnclosedPorch: Enclosed porch area in square feet\n",
    "3SsnPorch: Three season porch area in square feet\n",
    "ScreenPorch: Screen porch area in square feet\n",
    "PoolArea: Pool area in square feet\n",
    "PoolQC: Pool quality\n",
    "Fence: Fence quality\n",
    "MiscFeature: Miscellaneous feature not covered in other categories\n",
    "MiscVal: $Value of miscellaneous feature\n",
    "MoSold: Month Sold\n",
    "YrSold: Year Sold\n",
    "SaleType: Type of sale\n",
    "SaleCondition: Condition of sale"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Compete in the House Prices:  Advanced Regression Techniques competition here:  https://www.kaggle.com/c/house-prices-advanced-regression-techniques (Links to an external site.) .  You must establish an account with Kaggle.com (free). \n",
    "\n",
    "Use many explanatory variables for your predictions. <br>\n",
    "Employ at least **two** regression modeling methods selected from those discussed in Chapter 4 of the Géron (2017) textbook: **linear regression, ridge regression, lasso regression, and elastic net.**<br>\n",
    "<br>\n",
    "Evaluate these methods within a **cross-validation design using the root mean-squared error (RMSE) as an index of prediction error.**<br>\n",
    "<br>\n",
    "Submit your models to Kaggle.com for evaluation on the test set.  Python scikit-learn should be your primary environment for conducting this research. Note that it is **not necessary to employ polynomial regression in this assignment.**\n",
    "\n",
    "Regarding the management problem, imagine that you are advising a real estate brokerage firm in its attempt to employ machine learning methods. The firm wants to **use machine learning to complement conventional methods for assessing the market value of residential real estate.**<br>\n",
    "<br>\n",
    "Of the modeling methods examined in your study, **which would you recommend to management, and why?**\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# To support both python 2 and python 3\n",
    "from __future__ import division, print_function, unicode_literals\n",
    "\n",
    "# Common imports\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from pandas import Categorical \n",
    "from pandas.plotting import scatter_matrix\n",
    "import seaborn as sns\n",
    "import scipy.stats as stats\n",
    "import os\n",
    "\n",
    "# to make this notebook's output stable across runs\n",
    "np.random.seed(42)\n",
    "\n",
    "# To plot pretty figures\n",
    "%matplotlib inline\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "mpl.rc('axes', labelsize=14)\n",
    "mpl.rc('xtick', labelsize=12)\n",
    "mpl.rc('ytick', labelsize=12)\n",
    "\n",
    "# Where to save the figures\n",
    "PROJECT_ROOT_DIR = \".\"\n",
    "CHAPTER_ID = \"training_linear_models\"\n",
    "\n",
    "def save_fig(fig_id, tight_layout=True):\n",
    "    path = os.path.join(PROJECT_ROOT_DIR, \"images\", CHAPTER_ID, fig_id + \".png\")\n",
    "    print(\"Saving figure\", fig_id)\n",
    "    if tight_layout:\n",
    "        plt.tight_layout()\n",
    "    plt.savefig(path, format='png', dpi=300)\n",
    "\n",
    "# Ignore useless warnings (see SciPy issue #5998)\n",
    "import warnings\n",
    "warnings.filterwarnings(action=\"ignore\", message=\"^internal gelsd\")\n",
    "\n",
    "# set up notebook to display multiple output in one cell\n",
    "from IPython.core.interactiveshell import InteractiveShell\n",
    "InteractiveShell.ast_node_interactivity = \"all\"\n",
    "\n",
    "pd.set_option('display.max_columns', None)  \n",
    "pd.set_option('display.expand_frame_repr', False)\n",
    "pd.set_option('max_colwidth', None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.linear_model import SGDRegressor\n",
    "from sklearn.linear_model import Ridge\n",
    "from sklearn.linear_model import Lasso\n",
    "from sklearn.linear_model import ElasticNet\n",
    "\n",
    "from sklearn import preprocessing\n",
    "from sklearn.pipeline import Pipeline\n",
    "from sklearn.metrics import mean_squared_error\n",
    "from sklearn.metrics import accuracy_score\n",
    "from sklearn.metrics import make_scorer\n",
    "from sklearn.model_selection import cross_val_score\n",
    "from sklearn.model_selection import GridSearchCV\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'/Users/vincentpun/Documents/Northwestern/MSDS 422/Module 2'"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "os.getcwd()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Import Both Files\n",
    "train = pd.read_csv('train.csv')\n",
    "test = pd.read_csv('test.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Preparation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1460 entries, 0 to 1459\n",
      "Data columns (total 81 columns):\n",
      " #   Column         Non-Null Count  Dtype  \n",
      "---  ------         --------------  -----  \n",
      " 0   Id             1460 non-null   int64  \n",
      " 1   MSSubClass     1460 non-null   int64  \n",
      " 2   MSZoning       1460 non-null   object \n",
      " 3   LotFrontage    1201 non-null   float64\n",
      " 4   LotArea        1460 non-null   int64  \n",
      " 5   Street         1460 non-null   object \n",
      " 6   Alley          91 non-null     object \n",
      " 7   LotShape       1460 non-null   object \n",
      " 8   LandContour    1460 non-null   object \n",
      " 9   Utilities      1460 non-null   object \n",
      " 10  LotConfig      1460 non-null   object \n",
      " 11  LandSlope      1460 non-null   object \n",
      " 12  Neighborhood   1460 non-null   object \n",
      " 13  Condition1     1460 non-null   object \n",
      " 14  Condition2     1460 non-null   object \n",
      " 15  BldgType       1460 non-null   object \n",
      " 16  HouseStyle     1460 non-null   object \n",
      " 17  OverallQual    1460 non-null   int64  \n",
      " 18  OverallCond    1460 non-null   int64  \n",
      " 19  YearBuilt      1460 non-null   int64  \n",
      " 20  YearRemodAdd   1460 non-null   int64  \n",
      " 21  RoofStyle      1460 non-null   object \n",
      " 22  RoofMatl       1460 non-null   object \n",
      " 23  Exterior1st    1460 non-null   object \n",
      " 24  Exterior2nd    1460 non-null   object \n",
      " 25  MasVnrType     1452 non-null   object \n",
      " 26  MasVnrArea     1452 non-null   float64\n",
      " 27  ExterQual      1460 non-null   object \n",
      " 28  ExterCond      1460 non-null   object \n",
      " 29  Foundation     1460 non-null   object \n",
      " 30  BsmtQual       1423 non-null   object \n",
      " 31  BsmtCond       1423 non-null   object \n",
      " 32  BsmtExposure   1422 non-null   object \n",
      " 33  BsmtFinType1   1423 non-null   object \n",
      " 34  BsmtFinSF1     1460 non-null   int64  \n",
      " 35  BsmtFinType2   1422 non-null   object \n",
      " 36  BsmtFinSF2     1460 non-null   int64  \n",
      " 37  BsmtUnfSF      1460 non-null   int64  \n",
      " 38  TotalBsmtSF    1460 non-null   int64  \n",
      " 39  Heating        1460 non-null   object \n",
      " 40  HeatingQC      1460 non-null   object \n",
      " 41  CentralAir     1460 non-null   object \n",
      " 42  Electrical     1459 non-null   object \n",
      " 43  1stFlrSF       1460 non-null   int64  \n",
      " 44  2ndFlrSF       1460 non-null   int64  \n",
      " 45  LowQualFinSF   1460 non-null   int64  \n",
      " 46  GrLivArea      1460 non-null   int64  \n",
      " 47  BsmtFullBath   1460 non-null   int64  \n",
      " 48  BsmtHalfBath   1460 non-null   int64  \n",
      " 49  FullBath       1460 non-null   int64  \n",
      " 50  HalfBath       1460 non-null   int64  \n",
      " 51  BedroomAbvGr   1460 non-null   int64  \n",
      " 52  KitchenAbvGr   1460 non-null   int64  \n",
      " 53  KitchenQual    1460 non-null   object \n",
      " 54  TotRmsAbvGrd   1460 non-null   int64  \n",
      " 55  Functional     1460 non-null   object \n",
      " 56  Fireplaces     1460 non-null   int64  \n",
      " 57  FireplaceQu    770 non-null    object \n",
      " 58  GarageType     1379 non-null   object \n",
      " 59  GarageYrBlt    1379 non-null   float64\n",
      " 60  GarageFinish   1379 non-null   object \n",
      " 61  GarageCars     1460 non-null   int64  \n",
      " 62  GarageArea     1460 non-null   int64  \n",
      " 63  GarageQual     1379 non-null   object \n",
      " 64  GarageCond     1379 non-null   object \n",
      " 65  PavedDrive     1460 non-null   object \n",
      " 66  WoodDeckSF     1460 non-null   int64  \n",
      " 67  OpenPorchSF    1460 non-null   int64  \n",
      " 68  EnclosedPorch  1460 non-null   int64  \n",
      " 69  3SsnPorch      1460 non-null   int64  \n",
      " 70  ScreenPorch    1460 non-null   int64  \n",
      " 71  PoolArea       1460 non-null   int64  \n",
      " 72  PoolQC         7 non-null      object \n",
      " 73  Fence          281 non-null    object \n",
      " 74  MiscFeature    54 non-null     object \n",
      " 75  MiscVal        1460 non-null   int64  \n",
      " 76  MoSold         1460 non-null   int64  \n",
      " 77  YrSold         1460 non-null   int64  \n",
      " 78  SaleType       1460 non-null   object \n",
      " 79  SaleCondition  1460 non-null   object \n",
      " 80  SalePrice      1460 non-null   int64  \n",
      "dtypes: float64(3), int64(35), object(43)\n",
      "memory usage: 924.0+ KB\n"
     ]
    }
   ],
   "source": [
    "train.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Id</th>\n",
       "      <th>MSSubClass</th>\n",
       "      <th>MSZoning</th>\n",
       "      <th>LotFrontage</th>\n",
       "      <th>LotArea</th>\n",
       "      <th>Street</th>\n",
       "      <th>Alley</th>\n",
       "      <th>LotShape</th>\n",
       "      <th>LandContour</th>\n",
       "      <th>Utilities</th>\n",
       "      <th>LotConfig</th>\n",
       "      <th>LandSlope</th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Condition1</th>\n",
       "      <th>Condition2</th>\n",
       "      <th>BldgType</th>\n",
       "      <th>HouseStyle</th>\n",
       "      <th>OverallQual</th>\n",
       "      <th>OverallCond</th>\n",
       "      <th>YearBuilt</th>\n",
       "      <th>YearRemodAdd</th>\n",
       "      <th>RoofStyle</th>\n",
       "      <th>RoofMatl</th>\n",
       "      <th>Exterior1st</th>\n",
       "      <th>Exterior2nd</th>\n",
       "      <th>MasVnrType</th>\n",
       "      <th>MasVnrArea</th>\n",
       "      <th>ExterQual</th>\n",
       "      <th>ExterCond</th>\n",
       "      <th>Foundation</th>\n",
       "      <th>BsmtQual</th>\n",
       "      <th>BsmtCond</th>\n",
       "      <th>BsmtExposure</th>\n",
       "      <th>BsmtFinType1</th>\n",
       "      <th>BsmtFinSF1</th>\n",
       "      <th>BsmtFinType2</th>\n",
       "      <th>BsmtFinSF2</th>\n",
       "      <th>BsmtUnfSF</th>\n",
       "      <th>TotalBsmtSF</th>\n",
       "      <th>Heating</th>\n",
       "      <th>HeatingQC</th>\n",
       "      <th>CentralAir</th>\n",
       "      <th>Electrical</th>\n",
       "      <th>1stFlrSF</th>\n",
       "      <th>2ndFlrSF</th>\n",
       "      <th>LowQualFinSF</th>\n",
       "      <th>GrLivArea</th>\n",
       "      <th>BsmtFullBath</th>\n",
       "      <th>BsmtHalfBath</th>\n",
       "      <th>FullBath</th>\n",
       "      <th>HalfBath</th>\n",
       "      <th>BedroomAbvGr</th>\n",
       "      <th>KitchenAbvGr</th>\n",
       "      <th>KitchenQual</th>\n",
       "      <th>TotRmsAbvGrd</th>\n",
       "      <th>Functional</th>\n",
       "      <th>Fireplaces</th>\n",
       "      <th>FireplaceQu</th>\n",
       "      <th>GarageType</th>\n",
       "      <th>GarageYrBlt</th>\n",
       "      <th>GarageFinish</th>\n",
       "      <th>GarageCars</th>\n",
       "      <th>GarageArea</th>\n",
       "      <th>GarageQual</th>\n",
       "      <th>GarageCond</th>\n",
       "      <th>PavedDrive</th>\n",
       "      <th>WoodDeckSF</th>\n",
       "      <th>OpenPorchSF</th>\n",
       "      <th>EnclosedPorch</th>\n",
       "      <th>3SsnPorch</th>\n",
       "      <th>ScreenPorch</th>\n",
       "      <th>PoolArea</th>\n",
       "      <th>PoolQC</th>\n",
       "      <th>Fence</th>\n",
       "      <th>MiscFeature</th>\n",
       "      <th>MiscVal</th>\n",
       "      <th>MoSold</th>\n",
       "      <th>YrSold</th>\n",
       "      <th>SaleType</th>\n",
       "      <th>SaleCondition</th>\n",
       "      <th>SalePrice</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>65.0</td>\n",
       "      <td>8450</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>CollgCr</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>2003</td>\n",
       "      <td>2003</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>196.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>706</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>150</td>\n",
       "      <td>856</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>856</td>\n",
       "      <td>854</td>\n",
       "      <td>0</td>\n",
       "      <td>1710</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
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       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>8</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2</td>\n",
       "      <td>548</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>61</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>208500</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>80.0</td>\n",
       "      <td>9600</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>FR2</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Veenker</td>\n",
       "      <td>Feedr</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>1976</td>\n",
       "      <td>1976</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>978</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>284</td>\n",
       "      <td>1262</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1262</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1262</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>6</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1976.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2</td>\n",
       "      <td>460</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>298</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2007</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>181500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>68.0</td>\n",
       "      <td>11250</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>CollgCr</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>2001</td>\n",
       "      <td>2002</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>162.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Mn</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>486</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>434</td>\n",
       "      <td>920</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>920</td>\n",
       "      <td>866</td>\n",
       "      <td>0</td>\n",
       "      <td>1786</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>6</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2</td>\n",
       "      <td>608</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>42</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>223500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>70</td>\n",
       "      <td>RL</td>\n",
       "      <td>60.0</td>\n",
       "      <td>9550</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Corner</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Crawfor</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>1915</td>\n",
       "      <td>1970</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>Wd Shng</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>BrkTil</td>\n",
       "      <td>TA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>No</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>216</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>540</td>\n",
       "      <td>756</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>961</td>\n",
       "      <td>756</td>\n",
       "      <td>0</td>\n",
       "      <td>1717</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>7</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>3</td>\n",
       "      <td>642</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>272</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Abnorml</td>\n",
       "      <td>140000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>84.0</td>\n",
       "      <td>14260</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>FR2</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>NoRidge</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>2000</td>\n",
       "      <td>2000</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>350.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Av</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>655</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>490</td>\n",
       "      <td>1145</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1145</td>\n",
       "      <td>1053</td>\n",
       "      <td>0</td>\n",
       "      <td>2198</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>9</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>3</td>\n",
       "      <td>836</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>192</td>\n",
       "      <td>84</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>250000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Id  MSSubClass MSZoning  LotFrontage  LotArea Street Alley LotShape LandContour Utilities LotConfig LandSlope Neighborhood Condition1 Condition2 BldgType HouseStyle  OverallQual  OverallCond  YearBuilt  YearRemodAdd RoofStyle RoofMatl Exterior1st Exterior2nd MasVnrType  MasVnrArea ExterQual ExterCond Foundation BsmtQual BsmtCond BsmtExposure BsmtFinType1  BsmtFinSF1 BsmtFinType2  BsmtFinSF2  BsmtUnfSF  TotalBsmtSF Heating HeatingQC CentralAir Electrical  1stFlrSF  2ndFlrSF  LowQualFinSF  GrLivArea  BsmtFullBath  BsmtHalfBath  FullBath  HalfBath  BedroomAbvGr  KitchenAbvGr KitchenQual  TotRmsAbvGrd Functional  Fireplaces FireplaceQu GarageType  GarageYrBlt GarageFinish  GarageCars  GarageArea GarageQual GarageCond PavedDrive  WoodDeckSF  OpenPorchSF  EnclosedPorch  3SsnPorch  ScreenPorch  PoolArea PoolQC Fence MiscFeature  MiscVal  MoSold  YrSold SaleType SaleCondition  SalePrice\n",
       "0   1          60       RL         65.0     8450   Pave   NaN      Reg         Lvl    AllPub    Inside       Gtl      CollgCr       Norm       Norm     1Fam     2Story            7            5       2003          2003     Gable  CompShg     VinylSd     VinylSd    BrkFace       196.0        Gd        TA      PConc       Gd       TA           No          GLQ         706          Unf           0        150          856    GasA        Ex          Y      SBrkr       856       854             0       1710             1             0         2         1             3             1          Gd             8        Typ           0         NaN     Attchd       2003.0          RFn           2         548         TA         TA          Y           0           61              0          0            0         0    NaN   NaN         NaN        0       2    2008       WD        Normal     208500\n",
       "1   2          20       RL         80.0     9600   Pave   NaN      Reg         Lvl    AllPub       FR2       Gtl      Veenker      Feedr       Norm     1Fam     1Story            6            8       1976          1976     Gable  CompShg     MetalSd     MetalSd       None         0.0        TA        TA     CBlock       Gd       TA           Gd          ALQ         978          Unf           0        284         1262    GasA        Ex          Y      SBrkr      1262         0             0       1262             0             1         2         0             3             1          TA             6        Typ           1          TA     Attchd       1976.0          RFn           2         460         TA         TA          Y         298            0              0          0            0         0    NaN   NaN         NaN        0       5    2007       WD        Normal     181500\n",
       "2   3          60       RL         68.0    11250   Pave   NaN      IR1         Lvl    AllPub    Inside       Gtl      CollgCr       Norm       Norm     1Fam     2Story            7            5       2001          2002     Gable  CompShg     VinylSd     VinylSd    BrkFace       162.0        Gd        TA      PConc       Gd       TA           Mn          GLQ         486          Unf           0        434          920    GasA        Ex          Y      SBrkr       920       866             0       1786             1             0         2         1             3             1          Gd             6        Typ           1          TA     Attchd       2001.0          RFn           2         608         TA         TA          Y           0           42              0          0            0         0    NaN   NaN         NaN        0       9    2008       WD        Normal     223500\n",
       "3   4          70       RL         60.0     9550   Pave   NaN      IR1         Lvl    AllPub    Corner       Gtl      Crawfor       Norm       Norm     1Fam     2Story            7            5       1915          1970     Gable  CompShg     Wd Sdng     Wd Shng       None         0.0        TA        TA     BrkTil       TA       Gd           No          ALQ         216          Unf           0        540          756    GasA        Gd          Y      SBrkr       961       756             0       1717             1             0         1         0             3             1          Gd             7        Typ           1          Gd     Detchd       1998.0          Unf           3         642         TA         TA          Y           0           35            272          0            0         0    NaN   NaN         NaN        0       2    2006       WD       Abnorml     140000\n",
       "4   5          60       RL         84.0    14260   Pave   NaN      IR1         Lvl    AllPub       FR2       Gtl      NoRidge       Norm       Norm     1Fam     2Story            8            5       2000          2000     Gable  CompShg     VinylSd     VinylSd    BrkFace       350.0        Gd        TA      PConc       Gd       TA           Av          GLQ         655          Unf           0        490         1145    GasA        Ex          Y      SBrkr      1145      1053             0       2198             1             0         2         1             4             1          Gd             9        Typ           1          TA     Attchd       2000.0          RFn           3         836         TA         TA          Y         192           84              0          0            0         0    NaN   NaN         NaN        0      12    2008       WD        Normal     250000"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Id</th>\n",
       "      <th>MSSubClass</th>\n",
       "      <th>MSZoning</th>\n",
       "      <th>LotFrontage</th>\n",
       "      <th>LotArea</th>\n",
       "      <th>Street</th>\n",
       "      <th>Alley</th>\n",
       "      <th>LotShape</th>\n",
       "      <th>LandContour</th>\n",
       "      <th>Utilities</th>\n",
       "      <th>LotConfig</th>\n",
       "      <th>LandSlope</th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Condition1</th>\n",
       "      <th>Condition2</th>\n",
       "      <th>BldgType</th>\n",
       "      <th>HouseStyle</th>\n",
       "      <th>OverallQual</th>\n",
       "      <th>OverallCond</th>\n",
       "      <th>YearBuilt</th>\n",
       "      <th>YearRemodAdd</th>\n",
       "      <th>RoofStyle</th>\n",
       "      <th>RoofMatl</th>\n",
       "      <th>Exterior1st</th>\n",
       "      <th>Exterior2nd</th>\n",
       "      <th>MasVnrType</th>\n",
       "      <th>MasVnrArea</th>\n",
       "      <th>ExterQual</th>\n",
       "      <th>ExterCond</th>\n",
       "      <th>Foundation</th>\n",
       "      <th>BsmtQual</th>\n",
       "      <th>BsmtCond</th>\n",
       "      <th>BsmtExposure</th>\n",
       "      <th>BsmtFinType1</th>\n",
       "      <th>BsmtFinSF1</th>\n",
       "      <th>BsmtFinType2</th>\n",
       "      <th>BsmtFinSF2</th>\n",
       "      <th>BsmtUnfSF</th>\n",
       "      <th>TotalBsmtSF</th>\n",
       "      <th>Heating</th>\n",
       "      <th>HeatingQC</th>\n",
       "      <th>CentralAir</th>\n",
       "      <th>Electrical</th>\n",
       "      <th>1stFlrSF</th>\n",
       "      <th>2ndFlrSF</th>\n",
       "      <th>LowQualFinSF</th>\n",
       "      <th>GrLivArea</th>\n",
       "      <th>BsmtFullBath</th>\n",
       "      <th>BsmtHalfBath</th>\n",
       "      <th>FullBath</th>\n",
       "      <th>HalfBath</th>\n",
       "      <th>BedroomAbvGr</th>\n",
       "      <th>KitchenAbvGr</th>\n",
       "      <th>KitchenQual</th>\n",
       "      <th>TotRmsAbvGrd</th>\n",
       "      <th>Functional</th>\n",
       "      <th>Fireplaces</th>\n",
       "      <th>FireplaceQu</th>\n",
       "      <th>GarageType</th>\n",
       "      <th>GarageYrBlt</th>\n",
       "      <th>GarageFinish</th>\n",
       "      <th>GarageCars</th>\n",
       "      <th>GarageArea</th>\n",
       "      <th>GarageQual</th>\n",
       "      <th>GarageCond</th>\n",
       "      <th>PavedDrive</th>\n",
       "      <th>WoodDeckSF</th>\n",
       "      <th>OpenPorchSF</th>\n",
       "      <th>EnclosedPorch</th>\n",
       "      <th>3SsnPorch</th>\n",
       "      <th>ScreenPorch</th>\n",
       "      <th>PoolArea</th>\n",
       "      <th>PoolQC</th>\n",
       "      <th>Fence</th>\n",
       "      <th>MiscFeature</th>\n",
       "      <th>MiscVal</th>\n",
       "      <th>MoSold</th>\n",
       "      <th>YrSold</th>\n",
       "      <th>SaleType</th>\n",
       "      <th>SaleCondition</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1461</td>\n",
       "      <td>20</td>\n",
       "      <td>RH</td>\n",
       "      <td>80.0</td>\n",
       "      <td>11622</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>NAmes</td>\n",
       "      <td>Feedr</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>1961</td>\n",
       "      <td>1961</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>Rec</td>\n",
       "      <td>468.0</td>\n",
       "      <td>LwQ</td>\n",
       "      <td>144.0</td>\n",
       "      <td>270.0</td>\n",
       "      <td>882.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>896</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>896</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>5</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1961.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>1.0</td>\n",
       "      <td>730.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>140</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>120</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MnPrv</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1462</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>81.0</td>\n",
       "      <td>14267</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Corner</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>NAmes</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>1958</td>\n",
       "      <td>1958</td>\n",
       "      <td>Hip</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>108.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>923.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>406.0</td>\n",
       "      <td>1329.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1329</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1329</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>6</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1958.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>1.0</td>\n",
       "      <td>312.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>393</td>\n",
       "      <td>36</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gar2</td>\n",
       "      <td>12500</td>\n",
       "      <td>6</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1463</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>74.0</td>\n",
       "      <td>13830</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Gilbert</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>1997</td>\n",
       "      <td>1998</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>791.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>137.0</td>\n",
       "      <td>928.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>928</td>\n",
       "      <td>701</td>\n",
       "      <td>0</td>\n",
       "      <td>1629</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>6</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>Fin</td>\n",
       "      <td>2.0</td>\n",
       "      <td>482.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>212</td>\n",
       "      <td>34</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MnPrv</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1464</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>78.0</td>\n",
       "      <td>9978</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Gilbert</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>1998</td>\n",
       "      <td>1998</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>20.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>602.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>324.0</td>\n",
       "      <td>926.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>926</td>\n",
       "      <td>678</td>\n",
       "      <td>0</td>\n",
       "      <td>1604</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>7</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>Fin</td>\n",
       "      <td>2.0</td>\n",
       "      <td>470.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>360</td>\n",
       "      <td>36</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1465</td>\n",
       "      <td>120</td>\n",
       "      <td>RL</td>\n",
       "      <td>43.0</td>\n",
       "      <td>5005</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IR1</td>\n",
       "      <td>HLS</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>StoneBr</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>TwnhsE</td>\n",
       "      <td>1Story</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>1992</td>\n",
       "      <td>1992</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>263.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1017.0</td>\n",
       "      <td>1280.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1280</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1280</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>5</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2.0</td>\n",
       "      <td>506.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>82</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>144</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Id  MSSubClass MSZoning  LotFrontage  LotArea Street Alley LotShape LandContour Utilities LotConfig LandSlope Neighborhood Condition1 Condition2 BldgType HouseStyle  OverallQual  OverallCond  YearBuilt  YearRemodAdd RoofStyle RoofMatl Exterior1st Exterior2nd MasVnrType  MasVnrArea ExterQual ExterCond Foundation BsmtQual BsmtCond BsmtExposure BsmtFinType1  BsmtFinSF1 BsmtFinType2  BsmtFinSF2  BsmtUnfSF  TotalBsmtSF Heating HeatingQC CentralAir Electrical  1stFlrSF  2ndFlrSF  LowQualFinSF  GrLivArea  BsmtFullBath  BsmtHalfBath  FullBath  HalfBath  BedroomAbvGr  KitchenAbvGr KitchenQual  TotRmsAbvGrd Functional  Fireplaces FireplaceQu GarageType  GarageYrBlt GarageFinish  GarageCars  GarageArea GarageQual GarageCond PavedDrive  WoodDeckSF  OpenPorchSF  EnclosedPorch  3SsnPorch  ScreenPorch  PoolArea PoolQC  Fence MiscFeature  MiscVal  MoSold  YrSold SaleType SaleCondition\n",
       "0  1461          20       RH         80.0    11622   Pave   NaN      Reg         Lvl    AllPub    Inside       Gtl        NAmes      Feedr       Norm     1Fam     1Story            5            6       1961          1961     Gable  CompShg     VinylSd     VinylSd       None         0.0        TA        TA     CBlock       TA       TA           No          Rec       468.0          LwQ       144.0      270.0        882.0    GasA        TA          Y      SBrkr       896         0             0        896           0.0           0.0         1         0             2             1          TA             5        Typ           0         NaN     Attchd       1961.0          Unf         1.0       730.0         TA         TA          Y         140            0              0          0          120         0    NaN  MnPrv         NaN        0       6    2010       WD        Normal\n",
       "1  1462          20       RL         81.0    14267   Pave   NaN      IR1         Lvl    AllPub    Corner       Gtl        NAmes       Norm       Norm     1Fam     1Story            6            6       1958          1958       Hip  CompShg     Wd Sdng     Wd Sdng    BrkFace       108.0        TA        TA     CBlock       TA       TA           No          ALQ       923.0          Unf         0.0      406.0       1329.0    GasA        TA          Y      SBrkr      1329         0             0       1329           0.0           0.0         1         1             3             1          Gd             6        Typ           0         NaN     Attchd       1958.0          Unf         1.0       312.0         TA         TA          Y         393           36              0          0            0         0    NaN    NaN        Gar2    12500       6    2010       WD        Normal\n",
       "2  1463          60       RL         74.0    13830   Pave   NaN      IR1         Lvl    AllPub    Inside       Gtl      Gilbert       Norm       Norm     1Fam     2Story            5            5       1997          1998     Gable  CompShg     VinylSd     VinylSd       None         0.0        TA        TA      PConc       Gd       TA           No          GLQ       791.0          Unf         0.0      137.0        928.0    GasA        Gd          Y      SBrkr       928       701             0       1629           0.0           0.0         2         1             3             1          TA             6        Typ           1          TA     Attchd       1997.0          Fin         2.0       482.0         TA         TA          Y         212           34              0          0            0         0    NaN  MnPrv         NaN        0       3    2010       WD        Normal\n",
       "3  1464          60       RL         78.0     9978   Pave   NaN      IR1         Lvl    AllPub    Inside       Gtl      Gilbert       Norm       Norm     1Fam     2Story            6            6       1998          1998     Gable  CompShg     VinylSd     VinylSd    BrkFace        20.0        TA        TA      PConc       TA       TA           No          GLQ       602.0          Unf         0.0      324.0        926.0    GasA        Ex          Y      SBrkr       926       678             0       1604           0.0           0.0         2         1             3             1          Gd             7        Typ           1          Gd     Attchd       1998.0          Fin         2.0       470.0         TA         TA          Y         360           36              0          0            0         0    NaN    NaN         NaN        0       6    2010       WD        Normal\n",
       "4  1465         120       RL         43.0     5005   Pave   NaN      IR1         HLS    AllPub    Inside       Gtl      StoneBr       Norm       Norm   TwnhsE     1Story            8            5       1992          1992     Gable  CompShg     HdBoard     HdBoard       None         0.0        Gd        TA      PConc       Gd       TA           No          ALQ       263.0          Unf         0.0     1017.0       1280.0    GasA        Ex          Y      SBrkr      1280         0             0       1280           0.0           0.0         2         0             2             1          Gd             5        Typ           0         NaN     Attchd       1992.0          RFn         2.0       506.0         TA         TA          Y           0           82              0          0          144         0    NaN    NaN         NaN        0       1    2010       WD        Normal"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.head()\n",
    "\n",
    "test.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "#df\n",
    "\n",
    "#concat train and test sets prior to data processing / feature engineering / normalization  \n",
    "\n",
    "df = pd.concat((train.loc[:,'MSSubClass':'SaleCondition'],\n",
    "                      test.loc[:,'MSSubClass':'SaleCondition']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Understanding Missing/Null Data**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "13965"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#how many blanks\n",
    "df.isnull().sum().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PoolQC          2909\n",
       "MiscFeature     2814\n",
       "Alley           2721\n",
       "Fence           2348\n",
       "FireplaceQu     1420\n",
       "LotFrontage      486\n",
       "GarageFinish     159\n",
       "GarageYrBlt      159\n",
       "GarageQual       159\n",
       "GarageCond       159\n",
       "GarageType       157\n",
       "BsmtExposure      82\n",
       "BsmtCond          82\n",
       "BsmtQual          81\n",
       "BsmtFinType2      80\n",
       "BsmtFinType1      79\n",
       "MasVnrType        24\n",
       "MasVnrArea        23\n",
       "MSZoning           4\n",
       "BsmtFullBath       2\n",
       "BsmtHalfBath       2\n",
       "Utilities          2\n",
       "Functional         2\n",
       "Exterior2nd        1\n",
       "Exterior1st        1\n",
       "SaleType           1\n",
       "BsmtFinSF1         1\n",
       "BsmtFinSF2         1\n",
       "BsmtUnfSF          1\n",
       "Electrical         1\n",
       "KitchenQual        1\n",
       "GarageCars         1\n",
       "GarageArea         1\n",
       "TotalBsmtSF        1\n",
       "dtype: int64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "(array([0. , 0.2, 0.4, 0.6, 0.8, 1. ]),\n",
       " <a list of 6 Text major ticklabel objects>)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f97c7f2de50>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Percent Missing Data by Feature')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Features')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Percent of Missing Values (%)')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "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>Total</th>\n",
       "      <th>Percent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>MSSubClass</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MSZoning</th>\n",
       "      <td>4</td>\n",
       "      <td>0.137033</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LotFrontage</th>\n",
       "      <td>486</td>\n",
       "      <td>16.649538</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LotArea</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Street</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MiscVal</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MoSold</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YrSold</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SaleType</th>\n",
       "      <td>1</td>\n",
       "      <td>0.034258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SaleCondition</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>79 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               Total    Percent\n",
       "MSSubClass         0   0.000000\n",
       "MSZoning           4   0.137033\n",
       "LotFrontage      486  16.649538\n",
       "LotArea            0   0.000000\n",
       "Street             0   0.000000\n",
       "...              ...        ...\n",
       "MiscVal            0   0.000000\n",
       "MoSold             0   0.000000\n",
       "YrSold             0   0.000000\n",
       "SaleType           1   0.034258\n",
       "SaleCondition      0   0.000000\n",
       "\n",
       "[79 rows x 2 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "total = df.isnull().sum()\n",
    "total[total > 0].sort_values(ascending=False)\n",
    "\n",
    "percent = (df.isnull().sum()/df.isnull().count()).sort_values(ascending=False)\n",
    "\n",
    "missing_data = pd.concat([total, percent*100], axis=1, keys=['Total', 'Percent'])\n",
    "\n",
    "f, ax = plt.subplots(figsize=(15, 6))\n",
    "\n",
    "plt.xticks(rotation='90')\n",
    "\n",
    "sns.barplot(x=missing_data.index, \n",
    "            y=missing_data['Percent'])\n",
    "\n",
    "#plt title\n",
    "plt.title('Percent Missing Data by Feature', fontsize=12)\n",
    "\n",
    "#plt x y labels\n",
    "plt.xlabel('Features', fontsize=12)\n",
    "plt.ylabel('Percent of Missing Values (%)', fontsize=12)\n",
    "\n",
    "#Missing Data\n",
    "\n",
    "missing_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "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>MSSubClass</th>\n",
       "      <th>LotFrontage</th>\n",
       "      <th>LotArea</th>\n",
       "      <th>OverallQual</th>\n",
       "      <th>OverallCond</th>\n",
       "      <th>YearBuilt</th>\n",
       "      <th>YearRemodAdd</th>\n",
       "      <th>MasVnrArea</th>\n",
       "      <th>BsmtFinSF1</th>\n",
       "      <th>BsmtFinSF2</th>\n",
       "      <th>BsmtUnfSF</th>\n",
       "      <th>TotalBsmtSF</th>\n",
       "      <th>1stFlrSF</th>\n",
       "      <th>2ndFlrSF</th>\n",
       "      <th>LowQualFinSF</th>\n",
       "      <th>GrLivArea</th>\n",
       "      <th>BsmtFullBath</th>\n",
       "      <th>BsmtHalfBath</th>\n",
       "      <th>FullBath</th>\n",
       "      <th>HalfBath</th>\n",
       "      <th>BedroomAbvGr</th>\n",
       "      <th>KitchenAbvGr</th>\n",
       "      <th>TotRmsAbvGrd</th>\n",
       "      <th>Fireplaces</th>\n",
       "      <th>GarageYrBlt</th>\n",
       "      <th>GarageCars</th>\n",
       "      <th>GarageArea</th>\n",
       "      <th>WoodDeckSF</th>\n",
       "      <th>OpenPorchSF</th>\n",
       "      <th>EnclosedPorch</th>\n",
       "      <th>3SsnPorch</th>\n",
       "      <th>ScreenPorch</th>\n",
       "      <th>PoolArea</th>\n",
       "      <th>MiscVal</th>\n",
       "      <th>MoSold</th>\n",
       "      <th>YrSold</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>60</td>\n",
       "      <td>65.0</td>\n",
       "      <td>8450</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>2003</td>\n",
       "      <td>2003</td>\n",
       "      <td>196.0</td>\n",
       "      <td>706.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>856.0</td>\n",
       "      <td>856</td>\n",
       "      <td>854</td>\n",
       "      <td>0</td>\n",
       "      <td>1710</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>548.0</td>\n",
       "      <td>0</td>\n",
       "      <td>61</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>20</td>\n",
       "      <td>80.0</td>\n",
       "      <td>9600</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>1976</td>\n",
       "      <td>1976</td>\n",
       "      <td>0.0</td>\n",
       "      <td>978.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>284.0</td>\n",
       "      <td>1262.0</td>\n",
       "      <td>1262</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1262</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>1976.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>460.0</td>\n",
       "      <td>298</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>60</td>\n",
       "      <td>68.0</td>\n",
       "      <td>11250</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>2001</td>\n",
       "      <td>2002</td>\n",
       "      <td>162.0</td>\n",
       "      <td>486.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>434.0</td>\n",
       "      <td>920.0</td>\n",
       "      <td>920</td>\n",
       "      <td>866</td>\n",
       "      <td>0</td>\n",
       "      <td>1786</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>608.0</td>\n",
       "      <td>0</td>\n",
       "      <td>42</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>2008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>70</td>\n",
       "      <td>60.0</td>\n",
       "      <td>9550</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>1915</td>\n",
       "      <td>1970</td>\n",
       "      <td>0.0</td>\n",
       "      <td>216.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>540.0</td>\n",
       "      <td>756.0</td>\n",
       "      <td>961</td>\n",
       "      <td>756</td>\n",
       "      <td>0</td>\n",
       "      <td>1717</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>642.0</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>272</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>60</td>\n",
       "      <td>84.0</td>\n",
       "      <td>14260</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>2000</td>\n",
       "      <td>2000</td>\n",
       "      <td>350.0</td>\n",
       "      <td>655.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>490.0</td>\n",
       "      <td>1145.0</td>\n",
       "      <td>1145</td>\n",
       "      <td>1053</td>\n",
       "      <td>0</td>\n",
       "      <td>2198</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>836.0</td>\n",
       "      <td>192</td>\n",
       "      <td>84</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>2008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1454</th>\n",
       "      <td>160</td>\n",
       "      <td>21.0</td>\n",
       "      <td>1936</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>1970</td>\n",
       "      <td>1970</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>546.0</td>\n",
       "      <td>546.0</td>\n",
       "      <td>546</td>\n",
       "      <td>546</td>\n",
       "      <td>0</td>\n",
       "      <td>1092</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1979.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1455</th>\n",
       "      <td>160</td>\n",
       "      <td>21.0</td>\n",
       "      <td>1894</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>1970</td>\n",
       "      <td>1970</td>\n",
       "      <td>0.0</td>\n",
       "      <td>252.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>294.0</td>\n",
       "      <td>546.0</td>\n",
       "      <td>546</td>\n",
       "      <td>546</td>\n",
       "      <td>0</td>\n",
       "      <td>1092</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1970.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>286.0</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1456</th>\n",
       "      <td>20</td>\n",
       "      <td>160.0</td>\n",
       "      <td>20000</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>1960</td>\n",
       "      <td>1996</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1224.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1224.0</td>\n",
       "      <td>1224</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1224</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>1960.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>576.0</td>\n",
       "      <td>474</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>2006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1457</th>\n",
       "      <td>85</td>\n",
       "      <td>62.0</td>\n",
       "      <td>10441</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>1992</td>\n",
       "      <td>1992</td>\n",
       "      <td>0.0</td>\n",
       "      <td>337.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>575.0</td>\n",
       "      <td>912.0</td>\n",
       "      <td>970</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>970</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1979.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>80</td>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>700</td>\n",
       "      <td>7</td>\n",
       "      <td>2006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1458</th>\n",
       "      <td>60</td>\n",
       "      <td>74.0</td>\n",
       "      <td>9627</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>1993</td>\n",
       "      <td>1994</td>\n",
       "      <td>94.0</td>\n",
       "      <td>758.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>238.0</td>\n",
       "      <td>996.0</td>\n",
       "      <td>996</td>\n",
       "      <td>1004</td>\n",
       "      <td>0</td>\n",
       "      <td>2000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>650.0</td>\n",
       "      <td>190</td>\n",
       "      <td>48</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>2006</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2919 rows × 36 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      MSSubClass  LotFrontage  LotArea  OverallQual  OverallCond  YearBuilt  YearRemodAdd  MasVnrArea  BsmtFinSF1  BsmtFinSF2  BsmtUnfSF  TotalBsmtSF  1stFlrSF  2ndFlrSF  LowQualFinSF  GrLivArea  BsmtFullBath  BsmtHalfBath  FullBath  HalfBath  BedroomAbvGr  KitchenAbvGr  TotRmsAbvGrd  Fireplaces  GarageYrBlt  GarageCars  GarageArea  WoodDeckSF  OpenPorchSF  EnclosedPorch  3SsnPorch  ScreenPorch  PoolArea  MiscVal  MoSold  YrSold\n",
       "0             60         65.0     8450            7            5       2003          2003       196.0       706.0         0.0      150.0        856.0       856       854             0       1710           1.0           0.0         2         1             3             1             8           0       2003.0         2.0       548.0           0           61              0          0            0         0        0       2    2008\n",
       "1             20         80.0     9600            6            8       1976          1976         0.0       978.0         0.0      284.0       1262.0      1262         0             0       1262           0.0           1.0         2         0             3             1             6           1       1976.0         2.0       460.0         298            0              0          0            0         0        0       5    2007\n",
       "2             60         68.0    11250            7            5       2001          2002       162.0       486.0         0.0      434.0        920.0       920       866             0       1786           1.0           0.0         2         1             3             1             6           1       2001.0         2.0       608.0           0           42              0          0            0         0        0       9    2008\n",
       "3             70         60.0     9550            7            5       1915          1970         0.0       216.0         0.0      540.0        756.0       961       756             0       1717           1.0           0.0         1         0             3             1             7           1       1998.0         3.0       642.0           0           35            272          0            0         0        0       2    2006\n",
       "4             60         84.0    14260            8            5       2000          2000       350.0       655.0         0.0      490.0       1145.0      1145      1053             0       2198           1.0           0.0         2         1             4             1             9           1       2000.0         3.0       836.0         192           84              0          0            0         0        0      12    2008\n",
       "...          ...          ...      ...          ...          ...        ...           ...         ...         ...         ...        ...          ...       ...       ...           ...        ...           ...           ...       ...       ...           ...           ...           ...         ...          ...         ...         ...         ...          ...            ...        ...          ...       ...      ...     ...     ...\n",
       "1454         160         21.0     1936            4            7       1970          1970         0.0         0.0         0.0      546.0        546.0       546       546             0       1092           0.0           0.0         1         1             3             1             5           0       1979.0         0.0         0.0           0            0              0          0            0         0        0       6    2006\n",
       "1455         160         21.0     1894            4            5       1970          1970         0.0       252.0         0.0      294.0        546.0       546       546             0       1092           0.0           0.0         1         1             3             1             6           0       1970.0         1.0       286.0           0           24              0          0            0         0        0       4    2006\n",
       "1456          20        160.0    20000            5            7       1960          1996         0.0      1224.0         0.0        0.0       1224.0      1224         0             0       1224           1.0           0.0         1         0             4             1             7           1       1960.0         2.0       576.0         474            0              0          0            0         0        0       9    2006\n",
       "1457          85         62.0    10441            5            5       1992          1992         0.0       337.0         0.0      575.0        912.0       970         0             0        970           0.0           1.0         1         0             3             1             6           0       1979.0         0.0         0.0          80           32              0          0            0         0      700       7    2006\n",
       "1458          60         74.0     9627            7            5       1993          1994        94.0       758.0         0.0      238.0        996.0       996      1004             0       2000           0.0           0.0         2         1             3             1             9           1       1993.0         3.0       650.0         190           48              0          0            0         0        0      11    2006\n",
       "\n",
       "[2919 rows x 36 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#df\n",
    "\n",
    "#Features that are \"object\" = categorical \n",
    "#Features that are not \"object\" = numerical (could be normalized)\n",
    "\n",
    "#Want to fill in numerical features with median (not mean since the data isn't normalized yet)\n",
    "#https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.select_dtypes.html\n",
    "\n",
    "numerical = df.select_dtypes(exclude=['object']).columns\n",
    "categorical = df.select_dtypes(include=['object']).columns\n",
    "\n",
    "df_numerical = df[numerical]\n",
    "df_categorical = df[categorical]\n",
    "\n",
    "df_numerical = df_numerical.fillna(df_numerical.median())\n",
    "df_numerical"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "NOTE - Log Transform Numerical #s if Model Requires Refinement\n",
      "(i.e. features w/ abs skewness over 1)\n"
     ]
    }
   ],
   "source": [
    "print(\"NOTE - Log Transform Numerical #s if Model Requires Refinement\\n(i.e. features w/ abs skewness over 1)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2919, 79)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#The get_dummies() function is used to convert categorical variable into dummy/indicator variables. \n",
    "\n",
    "df_categorical = pd.get_dummies(df_categorical)\n",
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PASS - NUMERICAL FEATURES REPLACED WITH MEDIAN VALUES\n"
     ]
    }
   ],
   "source": [
    "#Validation\n",
    "if df_numerical.isnull().values.sum() != 0:\n",
    "    print(\"VALIDATION - NUMERICAL FIELDS CONTAIN NULLS\")\n",
    "else: \n",
    "    print(\"PASS - NUMERICAL FEATURES REPLACED WITH MEDIAN VALUES\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PASS - CATEGORICAL FEATURES DO NOT CONTAIN NULLS\n"
     ]
    }
   ],
   "source": [
    "#Validation\n",
    "if df_categorical.isnull().values.sum() != 0:\n",
    "    print(\"VALIDATION - CATEGORICAL FIELDS CONTAIN NULLS\")\n",
    "else: \n",
    "    print(\"PASS - CATEGORICAL FEATURES DO NOT CONTAIN NULLS\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "#use to split the data after data cleaning/prep\n",
    "train_shape = train.shape[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "df2 contains log transformed numerical features + categorical features using dummy variables.\n",
      "df2 does not contain null values.\n",
      "df2 does not have SalePrice (will be included in train df after split using shape).\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MSSubClass</th>\n",
       "      <th>LotFrontage</th>\n",
       "      <th>LotArea</th>\n",
       "      <th>OverallQual</th>\n",
       "      <th>OverallCond</th>\n",
       "      <th>YearBuilt</th>\n",
       "      <th>YearRemodAdd</th>\n",
       "      <th>MasVnrArea</th>\n",
       "      <th>BsmtFinSF1</th>\n",
       "      <th>BsmtFinSF2</th>\n",
       "      <th>BsmtUnfSF</th>\n",
       "      <th>TotalBsmtSF</th>\n",
       "      <th>1stFlrSF</th>\n",
       "      <th>2ndFlrSF</th>\n",
       "      <th>LowQualFinSF</th>\n",
       "      <th>GrLivArea</th>\n",
       "      <th>BsmtFullBath</th>\n",
       "      <th>BsmtHalfBath</th>\n",
       "      <th>FullBath</th>\n",
       "      <th>HalfBath</th>\n",
       "      <th>BedroomAbvGr</th>\n",
       "      <th>KitchenAbvGr</th>\n",
       "      <th>TotRmsAbvGrd</th>\n",
       "      <th>Fireplaces</th>\n",
       "      <th>GarageYrBlt</th>\n",
       "      <th>GarageCars</th>\n",
       "      <th>GarageArea</th>\n",
       "      <th>WoodDeckSF</th>\n",
       "      <th>OpenPorchSF</th>\n",
       "      <th>EnclosedPorch</th>\n",
       "      <th>3SsnPorch</th>\n",
       "      <th>ScreenPorch</th>\n",
       "      <th>PoolArea</th>\n",
       "      <th>MiscVal</th>\n",
       "      <th>MoSold</th>\n",
       "      <th>YrSold</th>\n",
       "      <th>MSZoning_C (all)</th>\n",
       "      <th>MSZoning_FV</th>\n",
       "      <th>MSZoning_RH</th>\n",
       "      <th>MSZoning_RL</th>\n",
       "      <th>MSZoning_RM</th>\n",
       "      <th>Street_Grvl</th>\n",
       "      <th>Street_Pave</th>\n",
       "      <th>Alley_Grvl</th>\n",
       "      <th>Alley_Pave</th>\n",
       "      <th>LotShape_IR1</th>\n",
       "      <th>LotShape_IR2</th>\n",
       "      <th>LotShape_IR3</th>\n",
       "      <th>LotShape_Reg</th>\n",
       "      <th>LandContour_Bnk</th>\n",
       "      <th>LandContour_HLS</th>\n",
       "      <th>LandContour_Low</th>\n",
       "      <th>LandContour_Lvl</th>\n",
       "      <th>Utilities_AllPub</th>\n",
       "      <th>Utilities_NoSeWa</th>\n",
       "      <th>LotConfig_Corner</th>\n",
       "      <th>LotConfig_CulDSac</th>\n",
       "      <th>LotConfig_FR2</th>\n",
       "      <th>LotConfig_FR3</th>\n",
       "      <th>LotConfig_Inside</th>\n",
       "      <th>LandSlope_Gtl</th>\n",
       "      <th>LandSlope_Mod</th>\n",
       "      <th>LandSlope_Sev</th>\n",
       "      <th>Neighborhood_Blmngtn</th>\n",
       "      <th>Neighborhood_Blueste</th>\n",
       "      <th>Neighborhood_BrDale</th>\n",
       "      <th>Neighborhood_BrkSide</th>\n",
       "      <th>Neighborhood_ClearCr</th>\n",
       "      <th>Neighborhood_CollgCr</th>\n",
       "      <th>Neighborhood_Crawfor</th>\n",
       "      <th>Neighborhood_Edwards</th>\n",
       "      <th>Neighborhood_Gilbert</th>\n",
       "      <th>Neighborhood_IDOTRR</th>\n",
       "      <th>Neighborhood_MeadowV</th>\n",
       "      <th>Neighborhood_Mitchel</th>\n",
       "      <th>Neighborhood_NAmes</th>\n",
       "      <th>Neighborhood_NPkVill</th>\n",
       "      <th>Neighborhood_NWAmes</th>\n",
       "      <th>Neighborhood_NoRidge</th>\n",
       "      <th>Neighborhood_NridgHt</th>\n",
       "      <th>Neighborhood_OldTown</th>\n",
       "      <th>Neighborhood_SWISU</th>\n",
       "      <th>Neighborhood_Sawyer</th>\n",
       "      <th>Neighborhood_SawyerW</th>\n",
       "      <th>Neighborhood_Somerst</th>\n",
       "      <th>Neighborhood_StoneBr</th>\n",
       "      <th>Neighborhood_Timber</th>\n",
       "      <th>Neighborhood_Veenker</th>\n",
       "      <th>Condition1_Artery</th>\n",
       "      <th>Condition1_Feedr</th>\n",
       "      <th>Condition1_Norm</th>\n",
       "      <th>Condition1_PosA</th>\n",
       "      <th>Condition1_PosN</th>\n",
       "      <th>Condition1_RRAe</th>\n",
       "      <th>Condition1_RRAn</th>\n",
       "      <th>Condition1_RRNe</th>\n",
       "      <th>Condition1_RRNn</th>\n",
       "      <th>Condition2_Artery</th>\n",
       "      <th>Condition2_Feedr</th>\n",
       "      <th>Condition2_Norm</th>\n",
       "      <th>Condition2_PosA</th>\n",
       "      <th>Condition2_PosN</th>\n",
       "      <th>Condition2_RRAe</th>\n",
       "      <th>Condition2_RRAn</th>\n",
       "      <th>Condition2_RRNn</th>\n",
       "      <th>BldgType_1Fam</th>\n",
       "      <th>BldgType_2fmCon</th>\n",
       "      <th>BldgType_Duplex</th>\n",
       "      <th>BldgType_Twnhs</th>\n",
       "      <th>BldgType_TwnhsE</th>\n",
       "      <th>HouseStyle_1.5Fin</th>\n",
       "      <th>HouseStyle_1.5Unf</th>\n",
       "      <th>HouseStyle_1Story</th>\n",
       "      <th>HouseStyle_2.5Fin</th>\n",
       "      <th>HouseStyle_2.5Unf</th>\n",
       "      <th>HouseStyle_2Story</th>\n",
       "      <th>HouseStyle_SFoyer</th>\n",
       "      <th>HouseStyle_SLvl</th>\n",
       "      <th>RoofStyle_Flat</th>\n",
       "      <th>RoofStyle_Gable</th>\n",
       "      <th>RoofStyle_Gambrel</th>\n",
       "      <th>RoofStyle_Hip</th>\n",
       "      <th>RoofStyle_Mansard</th>\n",
       "      <th>RoofStyle_Shed</th>\n",
       "      <th>RoofMatl_ClyTile</th>\n",
       "      <th>RoofMatl_CompShg</th>\n",
       "      <th>RoofMatl_Membran</th>\n",
       "      <th>RoofMatl_Metal</th>\n",
       "      <th>RoofMatl_Roll</th>\n",
       "      <th>RoofMatl_Tar&amp;Grv</th>\n",
       "      <th>RoofMatl_WdShake</th>\n",
       "      <th>RoofMatl_WdShngl</th>\n",
       "      <th>Exterior1st_AsbShng</th>\n",
       "      <th>Exterior1st_AsphShn</th>\n",
       "      <th>Exterior1st_BrkComm</th>\n",
       "      <th>Exterior1st_BrkFace</th>\n",
       "      <th>Exterior1st_CBlock</th>\n",
       "      <th>Exterior1st_CemntBd</th>\n",
       "      <th>Exterior1st_HdBoard</th>\n",
       "      <th>Exterior1st_ImStucc</th>\n",
       "      <th>Exterior1st_MetalSd</th>\n",
       "      <th>Exterior1st_Plywood</th>\n",
       "      <th>Exterior1st_Stone</th>\n",
       "      <th>Exterior1st_Stucco</th>\n",
       "      <th>Exterior1st_VinylSd</th>\n",
       "      <th>Exterior1st_Wd Sdng</th>\n",
       "      <th>Exterior1st_WdShing</th>\n",
       "      <th>Exterior2nd_AsbShng</th>\n",
       "      <th>Exterior2nd_AsphShn</th>\n",
       "      <th>Exterior2nd_Brk Cmn</th>\n",
       "      <th>Exterior2nd_BrkFace</th>\n",
       "      <th>Exterior2nd_CBlock</th>\n",
       "      <th>Exterior2nd_CmentBd</th>\n",
       "      <th>Exterior2nd_HdBoard</th>\n",
       "      <th>Exterior2nd_ImStucc</th>\n",
       "      <th>Exterior2nd_MetalSd</th>\n",
       "      <th>Exterior2nd_Other</th>\n",
       "      <th>Exterior2nd_Plywood</th>\n",
       "      <th>Exterior2nd_Stone</th>\n",
       "      <th>Exterior2nd_Stucco</th>\n",
       "      <th>Exterior2nd_VinylSd</th>\n",
       "      <th>Exterior2nd_Wd Sdng</th>\n",
       "      <th>Exterior2nd_Wd Shng</th>\n",
       "      <th>MasVnrType_BrkCmn</th>\n",
       "      <th>MasVnrType_BrkFace</th>\n",
       "      <th>MasVnrType_None</th>\n",
       "      <th>MasVnrType_Stone</th>\n",
       "      <th>ExterQual_Ex</th>\n",
       "      <th>ExterQual_Fa</th>\n",
       "      <th>ExterQual_Gd</th>\n",
       "      <th>ExterQual_TA</th>\n",
       "      <th>ExterCond_Ex</th>\n",
       "      <th>ExterCond_Fa</th>\n",
       "      <th>ExterCond_Gd</th>\n",
       "      <th>ExterCond_Po</th>\n",
       "      <th>ExterCond_TA</th>\n",
       "      <th>Foundation_BrkTil</th>\n",
       "      <th>Foundation_CBlock</th>\n",
       "      <th>Foundation_PConc</th>\n",
       "      <th>Foundation_Slab</th>\n",
       "      <th>Foundation_Stone</th>\n",
       "      <th>Foundation_Wood</th>\n",
       "      <th>BsmtQual_Ex</th>\n",
       "      <th>BsmtQual_Fa</th>\n",
       "      <th>BsmtQual_Gd</th>\n",
       "      <th>BsmtQual_TA</th>\n",
       "      <th>BsmtCond_Fa</th>\n",
       "      <th>BsmtCond_Gd</th>\n",
       "      <th>BsmtCond_Po</th>\n",
       "      <th>BsmtCond_TA</th>\n",
       "      <th>BsmtExposure_Av</th>\n",
       "      <th>BsmtExposure_Gd</th>\n",
       "      <th>BsmtExposure_Mn</th>\n",
       "      <th>BsmtExposure_No</th>\n",
       "      <th>BsmtFinType1_ALQ</th>\n",
       "      <th>BsmtFinType1_BLQ</th>\n",
       "      <th>BsmtFinType1_GLQ</th>\n",
       "      <th>BsmtFinType1_LwQ</th>\n",
       "      <th>BsmtFinType1_Rec</th>\n",
       "      <th>BsmtFinType1_Unf</th>\n",
       "      <th>BsmtFinType2_ALQ</th>\n",
       "      <th>BsmtFinType2_BLQ</th>\n",
       "      <th>BsmtFinType2_GLQ</th>\n",
       "      <th>BsmtFinType2_LwQ</th>\n",
       "      <th>BsmtFinType2_Rec</th>\n",
       "      <th>BsmtFinType2_Unf</th>\n",
       "      <th>Heating_Floor</th>\n",
       "      <th>Heating_GasA</th>\n",
       "      <th>Heating_GasW</th>\n",
       "      <th>Heating_Grav</th>\n",
       "      <th>Heating_OthW</th>\n",
       "      <th>Heating_Wall</th>\n",
       "      <th>HeatingQC_Ex</th>\n",
       "      <th>HeatingQC_Fa</th>\n",
       "      <th>HeatingQC_Gd</th>\n",
       "      <th>HeatingQC_Po</th>\n",
       "      <th>HeatingQC_TA</th>\n",
       "      <th>CentralAir_N</th>\n",
       "      <th>CentralAir_Y</th>\n",
       "      <th>Electrical_FuseA</th>\n",
       "      <th>Electrical_FuseF</th>\n",
       "      <th>Electrical_FuseP</th>\n",
       "      <th>Electrical_Mix</th>\n",
       "      <th>Electrical_SBrkr</th>\n",
       "      <th>KitchenQual_Ex</th>\n",
       "      <th>KitchenQual_Fa</th>\n",
       "      <th>KitchenQual_Gd</th>\n",
       "      <th>KitchenQual_TA</th>\n",
       "      <th>Functional_Maj1</th>\n",
       "      <th>Functional_Maj2</th>\n",
       "      <th>Functional_Min1</th>\n",
       "      <th>Functional_Min2</th>\n",
       "      <th>Functional_Mod</th>\n",
       "      <th>Functional_Sev</th>\n",
       "      <th>Functional_Typ</th>\n",
       "      <th>FireplaceQu_Ex</th>\n",
       "      <th>FireplaceQu_Fa</th>\n",
       "      <th>FireplaceQu_Gd</th>\n",
       "      <th>FireplaceQu_Po</th>\n",
       "      <th>FireplaceQu_TA</th>\n",
       "      <th>GarageType_2Types</th>\n",
       "      <th>GarageType_Attchd</th>\n",
       "      <th>GarageType_Basment</th>\n",
       "      <th>GarageType_BuiltIn</th>\n",
       "      <th>GarageType_CarPort</th>\n",
       "      <th>GarageType_Detchd</th>\n",
       "      <th>GarageFinish_Fin</th>\n",
       "      <th>GarageFinish_RFn</th>\n",
       "      <th>GarageFinish_Unf</th>\n",
       "      <th>GarageQual_Ex</th>\n",
       "      <th>GarageQual_Fa</th>\n",
       "      <th>GarageQual_Gd</th>\n",
       "      <th>GarageQual_Po</th>\n",
       "      <th>GarageQual_TA</th>\n",
       "      <th>GarageCond_Ex</th>\n",
       "      <th>GarageCond_Fa</th>\n",
       "      <th>GarageCond_Gd</th>\n",
       "      <th>GarageCond_Po</th>\n",
       "      <th>GarageCond_TA</th>\n",
       "      <th>PavedDrive_N</th>\n",
       "      <th>PavedDrive_P</th>\n",
       "      <th>PavedDrive_Y</th>\n",
       "      <th>PoolQC_Ex</th>\n",
       "      <th>PoolQC_Fa</th>\n",
       "      <th>PoolQC_Gd</th>\n",
       "      <th>Fence_GdPrv</th>\n",
       "      <th>Fence_GdWo</th>\n",
       "      <th>Fence_MnPrv</th>\n",
       "      <th>Fence_MnWw</th>\n",
       "      <th>MiscFeature_Gar2</th>\n",
       "      <th>MiscFeature_Othr</th>\n",
       "      <th>MiscFeature_Shed</th>\n",
       "      <th>MiscFeature_TenC</th>\n",
       "      <th>SaleType_COD</th>\n",
       "      <th>SaleType_CWD</th>\n",
       "      <th>SaleType_Con</th>\n",
       "      <th>SaleType_ConLD</th>\n",
       "      <th>SaleType_ConLI</th>\n",
       "      <th>SaleType_ConLw</th>\n",
       "      <th>SaleType_New</th>\n",
       "      <th>SaleType_Oth</th>\n",
       "      <th>SaleType_WD</th>\n",
       "      <th>SaleCondition_Abnorml</th>\n",
       "      <th>SaleCondition_AdjLand</th>\n",
       "      <th>SaleCondition_Alloca</th>\n",
       "      <th>SaleCondition_Family</th>\n",
       "      <th>SaleCondition_Normal</th>\n",
       "      <th>SaleCondition_Partial</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1454</th>\n",
       "      <td>160</td>\n",
       "      <td>21.0</td>\n",
       "      <td>1936</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>1970</td>\n",
       "      <td>1970</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>546.0</td>\n",
       "      <td>546.0</td>\n",
       "      <td>546</td>\n",
       "      <td>546</td>\n",
       "      <td>0</td>\n",
       "      <td>1092</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1979.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2006</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1455</th>\n",
       "      <td>160</td>\n",
       "      <td>21.0</td>\n",
       "      <td>1894</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>1970</td>\n",
       "      <td>1970</td>\n",
       "      <td>0.0</td>\n",
       "      <td>252.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>294.0</td>\n",
       "      <td>546.0</td>\n",
       "      <td>546</td>\n",
       "      <td>546</td>\n",
       "      <td>0</td>\n",
       "      <td>1092</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1970.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>286.0</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2006</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1456</th>\n",
       "      <td>20</td>\n",
       "      <td>160.0</td>\n",
       "      <td>20000</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>1960</td>\n",
       "      <td>1996</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1224.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1224.0</td>\n",
       "      <td>1224</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1224</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>1960.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>576.0</td>\n",
       "      <td>474</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>2006</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1457</th>\n",
       "      <td>85</td>\n",
       "      <td>62.0</td>\n",
       "      <td>10441</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>1992</td>\n",
       "      <td>1992</td>\n",
       "      <td>0.0</td>\n",
       "      <td>337.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>575.0</td>\n",
       "      <td>912.0</td>\n",
       "      <td>970</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>970</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1979.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>80</td>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>700</td>\n",
       "      <td>7</td>\n",
       "      <td>2006</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1458</th>\n",
       "      <td>60</td>\n",
       "      <td>74.0</td>\n",
       "      <td>9627</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>1993</td>\n",
       "      <td>1994</td>\n",
       "      <td>94.0</td>\n",
       "      <td>758.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>238.0</td>\n",
       "      <td>996.0</td>\n",
       "      <td>996</td>\n",
       "      <td>1004</td>\n",
       "      <td>0</td>\n",
       "      <td>2000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>650.0</td>\n",
       "      <td>190</td>\n",
       "      <td>48</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>2006</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      MSSubClass  LotFrontage  LotArea  OverallQual  OverallCond  YearBuilt  YearRemodAdd  MasVnrArea  BsmtFinSF1  BsmtFinSF2  BsmtUnfSF  TotalBsmtSF  1stFlrSF  2ndFlrSF  LowQualFinSF  GrLivArea  BsmtFullBath  BsmtHalfBath  FullBath  HalfBath  BedroomAbvGr  KitchenAbvGr  TotRmsAbvGrd  Fireplaces  GarageYrBlt  GarageCars  GarageArea  WoodDeckSF  OpenPorchSF  EnclosedPorch  3SsnPorch  ScreenPorch  PoolArea  MiscVal  MoSold  YrSold  MSZoning_C (all)  MSZoning_FV  MSZoning_RH  MSZoning_RL  MSZoning_RM  Street_Grvl  Street_Pave  Alley_Grvl  Alley_Pave  LotShape_IR1  LotShape_IR2  LotShape_IR3  LotShape_Reg  LandContour_Bnk  LandContour_HLS  LandContour_Low  LandContour_Lvl  Utilities_AllPub  Utilities_NoSeWa  LotConfig_Corner  LotConfig_CulDSac  LotConfig_FR2  LotConfig_FR3  LotConfig_Inside  LandSlope_Gtl  LandSlope_Mod  LandSlope_Sev  Neighborhood_Blmngtn  Neighborhood_Blueste  Neighborhood_BrDale  Neighborhood_BrkSide  Neighborhood_ClearCr  Neighborhood_CollgCr  Neighborhood_Crawfor  Neighborhood_Edwards  Neighborhood_Gilbert  Neighborhood_IDOTRR  Neighborhood_MeadowV  Neighborhood_Mitchel  Neighborhood_NAmes  Neighborhood_NPkVill  Neighborhood_NWAmes  Neighborhood_NoRidge  Neighborhood_NridgHt  Neighborhood_OldTown  Neighborhood_SWISU  Neighborhood_Sawyer  Neighborhood_SawyerW  Neighborhood_Somerst  Neighborhood_StoneBr  Neighborhood_Timber  Neighborhood_Veenker  Condition1_Artery  Condition1_Feedr  Condition1_Norm  Condition1_PosA  Condition1_PosN  Condition1_RRAe  Condition1_RRAn  Condition1_RRNe  Condition1_RRNn  Condition2_Artery  Condition2_Feedr  Condition2_Norm  Condition2_PosA  Condition2_PosN  Condition2_RRAe  Condition2_RRAn  Condition2_RRNn  BldgType_1Fam  BldgType_2fmCon  BldgType_Duplex  BldgType_Twnhs  BldgType_TwnhsE  HouseStyle_1.5Fin  HouseStyle_1.5Unf  HouseStyle_1Story  HouseStyle_2.5Fin  HouseStyle_2.5Unf  HouseStyle_2Story  HouseStyle_SFoyer  HouseStyle_SLvl  RoofStyle_Flat  RoofStyle_Gable  RoofStyle_Gambrel  RoofStyle_Hip  RoofStyle_Mansard  RoofStyle_Shed  RoofMatl_ClyTile  RoofMatl_CompShg  RoofMatl_Membran  RoofMatl_Metal  RoofMatl_Roll  RoofMatl_Tar&Grv  RoofMatl_WdShake  RoofMatl_WdShngl  Exterior1st_AsbShng  Exterior1st_AsphShn  Exterior1st_BrkComm  Exterior1st_BrkFace  Exterior1st_CBlock  Exterior1st_CemntBd  Exterior1st_HdBoard  Exterior1st_ImStucc  Exterior1st_MetalSd  Exterior1st_Plywood  Exterior1st_Stone  Exterior1st_Stucco  Exterior1st_VinylSd  Exterior1st_Wd Sdng  Exterior1st_WdShing  Exterior2nd_AsbShng  Exterior2nd_AsphShn  Exterior2nd_Brk Cmn  Exterior2nd_BrkFace  Exterior2nd_CBlock  Exterior2nd_CmentBd  Exterior2nd_HdBoard  Exterior2nd_ImStucc  Exterior2nd_MetalSd  Exterior2nd_Other  Exterior2nd_Plywood  Exterior2nd_Stone  Exterior2nd_Stucco  Exterior2nd_VinylSd  Exterior2nd_Wd Sdng  Exterior2nd_Wd Shng  MasVnrType_BrkCmn  MasVnrType_BrkFace  MasVnrType_None  MasVnrType_Stone  ExterQual_Ex  ExterQual_Fa  ExterQual_Gd  ExterQual_TA  ExterCond_Ex  ExterCond_Fa  ExterCond_Gd  ExterCond_Po  ExterCond_TA  Foundation_BrkTil  Foundation_CBlock  Foundation_PConc  Foundation_Slab  Foundation_Stone  Foundation_Wood  BsmtQual_Ex  BsmtQual_Fa  BsmtQual_Gd  BsmtQual_TA  BsmtCond_Fa  BsmtCond_Gd  BsmtCond_Po  BsmtCond_TA  BsmtExposure_Av  BsmtExposure_Gd  BsmtExposure_Mn  BsmtExposure_No  BsmtFinType1_ALQ  BsmtFinType1_BLQ  BsmtFinType1_GLQ  BsmtFinType1_LwQ  BsmtFinType1_Rec  BsmtFinType1_Unf  BsmtFinType2_ALQ  BsmtFinType2_BLQ  BsmtFinType2_GLQ  BsmtFinType2_LwQ  BsmtFinType2_Rec  BsmtFinType2_Unf  Heating_Floor  Heating_GasA  Heating_GasW  Heating_Grav  Heating_OthW  Heating_Wall  HeatingQC_Ex  HeatingQC_Fa  HeatingQC_Gd  HeatingQC_Po  HeatingQC_TA  CentralAir_N  CentralAir_Y  Electrical_FuseA  Electrical_FuseF  Electrical_FuseP  Electrical_Mix  Electrical_SBrkr  KitchenQual_Ex  KitchenQual_Fa  KitchenQual_Gd  KitchenQual_TA  Functional_Maj1  Functional_Maj2  Functional_Min1  Functional_Min2  Functional_Mod  Functional_Sev  Functional_Typ  FireplaceQu_Ex  FireplaceQu_Fa  FireplaceQu_Gd  FireplaceQu_Po  FireplaceQu_TA  GarageType_2Types  GarageType_Attchd  GarageType_Basment  GarageType_BuiltIn  GarageType_CarPort  GarageType_Detchd  GarageFinish_Fin  GarageFinish_RFn  GarageFinish_Unf  GarageQual_Ex  GarageQual_Fa  GarageQual_Gd  GarageQual_Po  GarageQual_TA  GarageCond_Ex  GarageCond_Fa  GarageCond_Gd  GarageCond_Po  GarageCond_TA  PavedDrive_N  PavedDrive_P  PavedDrive_Y  PoolQC_Ex  PoolQC_Fa  PoolQC_Gd  Fence_GdPrv  Fence_GdWo  Fence_MnPrv  Fence_MnWw  MiscFeature_Gar2  MiscFeature_Othr  MiscFeature_Shed  MiscFeature_TenC  SaleType_COD  SaleType_CWD  SaleType_Con  SaleType_ConLD  SaleType_ConLI  SaleType_ConLw  SaleType_New  SaleType_Oth  SaleType_WD  SaleCondition_Abnorml  SaleCondition_AdjLand  SaleCondition_Alloca  SaleCondition_Family  SaleCondition_Normal  SaleCondition_Partial\n",
       "1454         160         21.0     1936            4            7       1970          1970         0.0         0.0         0.0      546.0        546.0       546       546             0       1092           0.0           0.0         1         1             3             1             5           0       1979.0         0.0         0.0           0            0              0          0            0         0        0       6    2006                 0            0            0            0            1            0            1           0           0             0             0             0             1                0                0                0                1                 1                 0                 0                  0              0              0                 1              1              0              0                     0                     0                    0                     0                     0                     0                     0                     0                     0                    0                     1                     0                   0                     0                    0                     0                     0                     0                   0                    0                     0                     0                     0                    0                     0                  0                 0                1                0                0                0                0                0                0                  0                 0                1                0                0                0                0                0              0                0                0               1                0                  0                  0                  0                  0                  0                  1                  0                0               0                1                  0              0                  0               0                 0                 1                 0               0              0                 0                 0                 0                    0                    0                    0                    0                   0                    1                    0                    0                    0                    0                  0                   0                    0                    0                    0                    0                    0                    0                    0                   0                    1                    0                    0                    0                  0                    0                  0                   0                    0                    0                    0                  0                   0                1                 0             0             0             0             1             0             0             0             0             1                  0                  1                 0                0                 0                0            0            0            0            1            0            0            0            1                0                0                0                1                 0                 0                 0                 0                 0                 1                 0                 0                 0                 0                 0                 1              0             1             0             0             0             0             0             0             1             0             0             0             1                 0                 0                 0               0                 1               0               0               0               1                0                0                0                0               0               0               1               0               0               0               0               0                  0                  0                   0                   0                   0                  0                 0                 0                 0              0              0              0              0              0              0              0              0              0              0             0             0             1          0          0          0            0           0            0           0                 0                 0                 0                 0             0             0             0               0               0               0             0             0            1                      0                      0                     0                     0                     1                      0\n",
       "1455         160         21.0     1894            4            5       1970          1970         0.0       252.0         0.0      294.0        546.0       546       546             0       1092           0.0           0.0         1         1             3             1             6           0       1970.0         1.0       286.0           0           24              0          0            0         0        0       4    2006                 0            0            0            0            1            0            1           0           0             0             0             0             1                0                0                0                1                 1                 0                 0                  0              0              0                 1              1              0              0                     0                     0                    0                     0                     0                     0                     0                     0                     0                    0                     1                     0                   0                     0                    0                     0                     0                     0                   0                    0                     0                     0                     0                    0                     0                  0                 0                1                0                0                0                0                0                0                  0                 0                1                0                0                0                0                0              0                0                0               0                1                  0                  0                  0                  0                  0                  1                  0                0               0                1                  0              0                  0               0                 0                 1                 0               0              0                 0                 0                 0                    0                    0                    0                    0                   0                    1                    0                    0                    0                    0                  0                   0                    0                    0                    0                    0                    0                    0                    0                   0                    1                    0                    0                    0                  0                    0                  0                   0                    0                    0                    0                  0                   0                1                 0             0             0             0             1             0             0             0             0             1                  0                  1                 0                0                 0                0            0            0            0            1            0            0            0            1                0                0                0                1                 0                 0                 0                 0                 1                 0                 0                 0                 0                 0                 0                 1              0             1             0             0             0             0             0             0             0             0             1             0             1                 0                 0                 0               0                 1               0               0               0               1                0                0                0                0               0               0               1               0               0               0               0               0                  0                  0                   0                   0                   1                  0                 0                 0                 1              0              0              0              0              1              0              0              0              0              1             0             0             1          0          0          0            0           0            0           0                 0                 0                 0                 0             0             0             0               0               0               0             0             0            1                      1                      0                     0                     0                     0                      0\n",
       "1456          20        160.0    20000            5            7       1960          1996         0.0      1224.0         0.0        0.0       1224.0      1224         0             0       1224           1.0           0.0         1         0             4             1             7           1       1960.0         2.0       576.0         474            0              0          0            0         0        0       9    2006                 0            0            0            1            0            0            1           0           0             0             0             0             1                0                0                0                1                 1                 0                 0                  0              0              0                 1              1              0              0                     0                     0                    0                     0                     0                     0                     0                     0                     0                    0                     0                     1                   0                     0                    0                     0                     0                     0                   0                    0                     0                     0                     0                    0                     0                  0                 0                1                0                0                0                0                0                0                  0                 0                1                0                0                0                0                0              1                0                0               0                0                  0                  0                  1                  0                  0                  0                  0                0               0                1                  0              0                  0               0                 0                 1                 0               0              0                 0                 0                 0                    0                    0                    0                    0                   0                    0                    0                    0                    0                    0                  0                   0                    1                    0                    0                    0                    0                    0                    0                   0                    0                    0                    0                    0                  0                    0                  0                   0                    1                    0                    0                  0                   0                1                 0             0             0             0             1             0             0             0             0             1                  0                  1                 0                0                 0                0            0            0            0            1            0            0            0            1                0                0                0                1                 1                 0                 0                 0                 0                 0                 0                 0                 0                 0                 0                 1              0             1             0             0             0             0             1             0             0             0             0             0             1                 0                 0                 0               0                 1               0               0               0               1                0                0                0                0               0               0               1               0               0               0               0               1                  0                  0                   0                   0                   0                  1                 0                 0                 1              0              0              0              0              1              0              0              0              0              1             0             0             1          0          0          0            0           0            0           0                 0                 0                 0                 0             0             0             0               0               0               0             0             0            1                      1                      0                     0                     0                     0                      0\n",
       "1457          85         62.0    10441            5            5       1992          1992         0.0       337.0         0.0      575.0        912.0       970         0             0        970           0.0           1.0         1         0             3             1             6           0       1979.0         0.0         0.0          80           32              0          0            0         0      700       7    2006                 0            0            0            1            0            0            1           0           0             0             0             0             1                0                0                0                1                 1                 0                 0                  0              0              0                 1              1              0              0                     0                     0                    0                     0                     0                     0                     0                     0                     0                    0                     0                     1                   0                     0                    0                     0                     0                     0                   0                    0                     0                     0                     0                    0                     0                  0                 0                1                0                0                0                0                0                0                  0                 0                1                0                0                0                0                0              1                0                0               0                0                  0                  0                  0                  0                  0                  0                  1                0               0                1                  0              0                  0               0                 0                 1                 0               0              0                 0                 0                 0                    0                    0                    0                    0                   0                    0                    1                    0                    0                    0                  0                   0                    0                    0                    0                    0                    0                    0                    0                   0                    0                    0                    0                    0                  0                    0                  0                   0                    0                    0                    1                  0                   0                1                 0             0             0             0             1             0             0             0             0             1                  0                  0                 1                0                 0                0            0            0            1            0            0            0            0            1                1                0                0                0                 0                 0                 1                 0                 0                 0                 0                 0                 0                 0                 0                 1              0             1             0             0             0             0             0             0             0             0             1             0             1                 0                 0                 0               0                 1               0               0               0               1                0                0                0                0               0               0               1               0               0               0               0               0                  0                  0                   0                   0                   0                  0                 0                 0                 0              0              0              0              0              0              0              0              0              0              0             0             0             1          0          0          0            0           0            1           0                 0                 0                 1                 0             0             0             0               0               0               0             0             0            1                      0                      0                     0                     0                     1                      0\n",
       "1458          60         74.0     9627            7            5       1993          1994        94.0       758.0         0.0      238.0        996.0       996      1004             0       2000           0.0           0.0         2         1             3             1             9           1       1993.0         3.0       650.0         190           48              0          0            0         0        0      11    2006                 0            0            0            1            0            0            1           0           0             0             0             0             1                0                0                0                1                 1                 0                 0                  0              0              0                 1              0              1              0                     0                     0                    0                     0                     0                     0                     0                     0                     0                    0                     0                     1                   0                     0                    0                     0                     0                     0                   0                    0                     0                     0                     0                    0                     0                  0                 0                1                0                0                0                0                0                0                  0                 0                1                0                0                0                0                0              1                0                0               0                0                  0                  0                  0                  0                  0                  1                  0                0               0                1                  0              0                  0               0                 0                 1                 0               0              0                 0                 0                 0                    0                    0                    0                    0                   0                    0                    1                    0                    0                    0                  0                   0                    0                    0                    0                    0                    0                    0                    0                   0                    0                    1                    0                    0                  0                    0                  0                   0                    0                    0                    0                  0                   1                0                 0             0             0             0             1             0             0             0             0             1                  0                  0                 1                0                 0                0            0            0            1            0            0            0            0            1                1                0                0                0                 0                 0                 0                 1                 0                 0                 0                 0                 0                 0                 0                 1              0             1             0             0             0             0             1             0             0             0             0             0             1                 0                 0                 0               0                 1               0               0               0               1                0                0                0                0               0               0               1               0               0               0               0               1                  0                  1                   0                   0                   0                  0                 1                 0                 0              0              0              0              0              1              0              0              0              0              1             0             0             1          0          0          0            0           0            0           0                 0                 0                 0                 0             0             0             0               0               0               0             0             0            1                      0                      0                     0                     0                     1                      0"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#df2\n",
    "print(\"df2 contains log transformed numerical features + categorical features using dummy variables.\\ndf2 does not contain null values.\\ndf2 does not have SalePrice (will be included in train df after split using shape).\\n\")\n",
    "df2 = pd.concat([df_numerical,\n",
    "                    df_categorical], axis = 1)\n",
    "\n",
    "\n",
    "df2.tail()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**train2 and test2 = fillna median and pd.get_dummies performed**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train shape (1460, 81)\n",
      "test shape (1459, 80)\n",
      "df_numerical shape (2919, 36)\n",
      "df_categorical shape (2919, 252)\n",
      "df2 shape (2919, 288)\n",
      "train2 shape (1460, 288)\n",
      "test2 shape (1459, 288)\n"
     ]
    }
   ],
   "source": [
    "#train2\n",
    "\n",
    "#test2 \n",
    "\n",
    "train2 = df2[:train_shape]\n",
    "test2 = df2[train_shape:]\n",
    "\n",
    "print(\"train shape\",train.shape)\n",
    "print(\"test shape\",test.shape)\n",
    "\n",
    "print(\"df_numerical shape\",df_numerical.shape)\n",
    "print(\"df_categorical shape\",df_categorical.shape)\n",
    "\n",
    "print(\"df2 shape\",df2.shape)\n",
    "\n",
    "print(\"train2 shape\",train2.shape)\n",
    "print(\"test2 shape\",test2.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "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>SalePrice</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1458</th>\n",
       "      <td>142125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1459</th>\n",
       "      <td>147500</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      SalePrice\n",
       "1458     142125\n",
       "1459     147500"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_saleprice = train[['SalePrice']]\n",
    "train_saleprice.tail(2)"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "[DNU]\n",
    "\n",
    "print(\"reattach SalePrice to train data (now train2)\")\n",
    "train2 = pd.concat([train2,\n",
    "                    train_saleprice], axis = 1)\n",
    "train2.tail(3)\n",
    "train.tail(3)\n",
    "\n",
    "#will need to put \"Id\" column on this when submitting as CSV to kaggle\n",
    "test2.tail(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "reattach SalePrice to train data (now train2)\n"
     ]
    },
    {
     "data": {
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       "<style scoped>\n",
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       "    }\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>MSSubClass</th>\n",
       "      <th>LotFrontage</th>\n",
       "      <th>LotArea</th>\n",
       "      <th>OverallQual</th>\n",
       "      <th>OverallCond</th>\n",
       "      <th>YearBuilt</th>\n",
       "      <th>YearRemodAdd</th>\n",
       "      <th>MasVnrArea</th>\n",
       "      <th>BsmtFinSF1</th>\n",
       "      <th>BsmtFinSF2</th>\n",
       "      <th>BsmtUnfSF</th>\n",
       "      <th>TotalBsmtSF</th>\n",
       "      <th>1stFlrSF</th>\n",
       "      <th>2ndFlrSF</th>\n",
       "      <th>LowQualFinSF</th>\n",
       "      <th>GrLivArea</th>\n",
       "      <th>BsmtFullBath</th>\n",
       "      <th>BsmtHalfBath</th>\n",
       "      <th>FullBath</th>\n",
       "      <th>HalfBath</th>\n",
       "      <th>BedroomAbvGr</th>\n",
       "      <th>KitchenAbvGr</th>\n",
       "      <th>TotRmsAbvGrd</th>\n",
       "      <th>Fireplaces</th>\n",
       "      <th>GarageYrBlt</th>\n",
       "      <th>GarageCars</th>\n",
       "      <th>GarageArea</th>\n",
       "      <th>WoodDeckSF</th>\n",
       "      <th>OpenPorchSF</th>\n",
       "      <th>EnclosedPorch</th>\n",
       "      <th>3SsnPorch</th>\n",
       "      <th>ScreenPorch</th>\n",
       "      <th>PoolArea</th>\n",
       "      <th>MiscVal</th>\n",
       "      <th>MoSold</th>\n",
       "      <th>YrSold</th>\n",
       "      <th>MSZoning_C (all)</th>\n",
       "      <th>MSZoning_FV</th>\n",
       "      <th>MSZoning_RH</th>\n",
       "      <th>MSZoning_RL</th>\n",
       "      <th>MSZoning_RM</th>\n",
       "      <th>Street_Grvl</th>\n",
       "      <th>Street_Pave</th>\n",
       "      <th>Alley_Grvl</th>\n",
       "      <th>Alley_Pave</th>\n",
       "      <th>LotShape_IR1</th>\n",
       "      <th>LotShape_IR2</th>\n",
       "      <th>LotShape_IR3</th>\n",
       "      <th>LotShape_Reg</th>\n",
       "      <th>LandContour_Bnk</th>\n",
       "      <th>LandContour_HLS</th>\n",
       "      <th>LandContour_Low</th>\n",
       "      <th>LandContour_Lvl</th>\n",
       "      <th>Utilities_AllPub</th>\n",
       "      <th>Utilities_NoSeWa</th>\n",
       "      <th>LotConfig_Corner</th>\n",
       "      <th>LotConfig_CulDSac</th>\n",
       "      <th>LotConfig_FR2</th>\n",
       "      <th>LotConfig_FR3</th>\n",
       "      <th>LotConfig_Inside</th>\n",
       "      <th>LandSlope_Gtl</th>\n",
       "      <th>LandSlope_Mod</th>\n",
       "      <th>LandSlope_Sev</th>\n",
       "      <th>Neighborhood_Blmngtn</th>\n",
       "      <th>Neighborhood_Blueste</th>\n",
       "      <th>Neighborhood_BrDale</th>\n",
       "      <th>Neighborhood_BrkSide</th>\n",
       "      <th>Neighborhood_ClearCr</th>\n",
       "      <th>Neighborhood_CollgCr</th>\n",
       "      <th>Neighborhood_Crawfor</th>\n",
       "      <th>Neighborhood_Edwards</th>\n",
       "      <th>Neighborhood_Gilbert</th>\n",
       "      <th>Neighborhood_IDOTRR</th>\n",
       "      <th>Neighborhood_MeadowV</th>\n",
       "      <th>Neighborhood_Mitchel</th>\n",
       "      <th>Neighborhood_NAmes</th>\n",
       "      <th>Neighborhood_NPkVill</th>\n",
       "      <th>Neighborhood_NWAmes</th>\n",
       "      <th>Neighborhood_NoRidge</th>\n",
       "      <th>Neighborhood_NridgHt</th>\n",
       "      <th>Neighborhood_OldTown</th>\n",
       "      <th>Neighborhood_SWISU</th>\n",
       "      <th>Neighborhood_Sawyer</th>\n",
       "      <th>Neighborhood_SawyerW</th>\n",
       "      <th>Neighborhood_Somerst</th>\n",
       "      <th>Neighborhood_StoneBr</th>\n",
       "      <th>Neighborhood_Timber</th>\n",
       "      <th>Neighborhood_Veenker</th>\n",
       "      <th>Condition1_Artery</th>\n",
       "      <th>Condition1_Feedr</th>\n",
       "      <th>Condition1_Norm</th>\n",
       "      <th>Condition1_PosA</th>\n",
       "      <th>Condition1_PosN</th>\n",
       "      <th>Condition1_RRAe</th>\n",
       "      <th>Condition1_RRAn</th>\n",
       "      <th>Condition1_RRNe</th>\n",
       "      <th>Condition1_RRNn</th>\n",
       "      <th>Condition2_Artery</th>\n",
       "      <th>Condition2_Feedr</th>\n",
       "      <th>Condition2_Norm</th>\n",
       "      <th>Condition2_PosA</th>\n",
       "      <th>Condition2_PosN</th>\n",
       "      <th>Condition2_RRAe</th>\n",
       "      <th>Condition2_RRAn</th>\n",
       "      <th>Condition2_RRNn</th>\n",
       "      <th>BldgType_1Fam</th>\n",
       "      <th>BldgType_2fmCon</th>\n",
       "      <th>BldgType_Duplex</th>\n",
       "      <th>BldgType_Twnhs</th>\n",
       "      <th>BldgType_TwnhsE</th>\n",
       "      <th>HouseStyle_1.5Fin</th>\n",
       "      <th>HouseStyle_1.5Unf</th>\n",
       "      <th>HouseStyle_1Story</th>\n",
       "      <th>HouseStyle_2.5Fin</th>\n",
       "      <th>HouseStyle_2.5Unf</th>\n",
       "      <th>HouseStyle_2Story</th>\n",
       "      <th>HouseStyle_SFoyer</th>\n",
       "      <th>HouseStyle_SLvl</th>\n",
       "      <th>RoofStyle_Flat</th>\n",
       "      <th>RoofStyle_Gable</th>\n",
       "      <th>RoofStyle_Gambrel</th>\n",
       "      <th>RoofStyle_Hip</th>\n",
       "      <th>RoofStyle_Mansard</th>\n",
       "      <th>RoofStyle_Shed</th>\n",
       "      <th>RoofMatl_ClyTile</th>\n",
       "      <th>RoofMatl_CompShg</th>\n",
       "      <th>RoofMatl_Membran</th>\n",
       "      <th>RoofMatl_Metal</th>\n",
       "      <th>RoofMatl_Roll</th>\n",
       "      <th>RoofMatl_Tar&amp;Grv</th>\n",
       "      <th>RoofMatl_WdShake</th>\n",
       "      <th>RoofMatl_WdShngl</th>\n",
       "      <th>Exterior1st_AsbShng</th>\n",
       "      <th>Exterior1st_AsphShn</th>\n",
       "      <th>Exterior1st_BrkComm</th>\n",
       "      <th>Exterior1st_BrkFace</th>\n",
       "      <th>Exterior1st_CBlock</th>\n",
       "      <th>Exterior1st_CemntBd</th>\n",
       "      <th>Exterior1st_HdBoard</th>\n",
       "      <th>Exterior1st_ImStucc</th>\n",
       "      <th>Exterior1st_MetalSd</th>\n",
       "      <th>Exterior1st_Plywood</th>\n",
       "      <th>Exterior1st_Stone</th>\n",
       "      <th>Exterior1st_Stucco</th>\n",
       "      <th>Exterior1st_VinylSd</th>\n",
       "      <th>Exterior1st_Wd Sdng</th>\n",
       "      <th>Exterior1st_WdShing</th>\n",
       "      <th>Exterior2nd_AsbShng</th>\n",
       "      <th>Exterior2nd_AsphShn</th>\n",
       "      <th>Exterior2nd_Brk Cmn</th>\n",
       "      <th>Exterior2nd_BrkFace</th>\n",
       "      <th>Exterior2nd_CBlock</th>\n",
       "      <th>Exterior2nd_CmentBd</th>\n",
       "      <th>Exterior2nd_HdBoard</th>\n",
       "      <th>Exterior2nd_ImStucc</th>\n",
       "      <th>Exterior2nd_MetalSd</th>\n",
       "      <th>Exterior2nd_Other</th>\n",
       "      <th>Exterior2nd_Plywood</th>\n",
       "      <th>Exterior2nd_Stone</th>\n",
       "      <th>Exterior2nd_Stucco</th>\n",
       "      <th>Exterior2nd_VinylSd</th>\n",
       "      <th>Exterior2nd_Wd Sdng</th>\n",
       "      <th>Exterior2nd_Wd Shng</th>\n",
       "      <th>MasVnrType_BrkCmn</th>\n",
       "      <th>MasVnrType_BrkFace</th>\n",
       "      <th>MasVnrType_None</th>\n",
       "      <th>MasVnrType_Stone</th>\n",
       "      <th>ExterQual_Ex</th>\n",
       "      <th>ExterQual_Fa</th>\n",
       "      <th>ExterQual_Gd</th>\n",
       "      <th>ExterQual_TA</th>\n",
       "      <th>ExterCond_Ex</th>\n",
       "      <th>ExterCond_Fa</th>\n",
       "      <th>ExterCond_Gd</th>\n",
       "      <th>ExterCond_Po</th>\n",
       "      <th>ExterCond_TA</th>\n",
       "      <th>Foundation_BrkTil</th>\n",
       "      <th>Foundation_CBlock</th>\n",
       "      <th>Foundation_PConc</th>\n",
       "      <th>Foundation_Slab</th>\n",
       "      <th>Foundation_Stone</th>\n",
       "      <th>Foundation_Wood</th>\n",
       "      <th>BsmtQual_Ex</th>\n",
       "      <th>BsmtQual_Fa</th>\n",
       "      <th>BsmtQual_Gd</th>\n",
       "      <th>BsmtQual_TA</th>\n",
       "      <th>BsmtCond_Fa</th>\n",
       "      <th>BsmtCond_Gd</th>\n",
       "      <th>BsmtCond_Po</th>\n",
       "      <th>BsmtCond_TA</th>\n",
       "      <th>BsmtExposure_Av</th>\n",
       "      <th>BsmtExposure_Gd</th>\n",
       "      <th>BsmtExposure_Mn</th>\n",
       "      <th>BsmtExposure_No</th>\n",
       "      <th>BsmtFinType1_ALQ</th>\n",
       "      <th>BsmtFinType1_BLQ</th>\n",
       "      <th>BsmtFinType1_GLQ</th>\n",
       "      <th>BsmtFinType1_LwQ</th>\n",
       "      <th>BsmtFinType1_Rec</th>\n",
       "      <th>BsmtFinType1_Unf</th>\n",
       "      <th>BsmtFinType2_ALQ</th>\n",
       "      <th>BsmtFinType2_BLQ</th>\n",
       "      <th>BsmtFinType2_GLQ</th>\n",
       "      <th>BsmtFinType2_LwQ</th>\n",
       "      <th>BsmtFinType2_Rec</th>\n",
       "      <th>BsmtFinType2_Unf</th>\n",
       "      <th>Heating_Floor</th>\n",
       "      <th>Heating_GasA</th>\n",
       "      <th>Heating_GasW</th>\n",
       "      <th>Heating_Grav</th>\n",
       "      <th>Heating_OthW</th>\n",
       "      <th>Heating_Wall</th>\n",
       "      <th>HeatingQC_Ex</th>\n",
       "      <th>HeatingQC_Fa</th>\n",
       "      <th>HeatingQC_Gd</th>\n",
       "      <th>HeatingQC_Po</th>\n",
       "      <th>HeatingQC_TA</th>\n",
       "      <th>CentralAir_N</th>\n",
       "      <th>CentralAir_Y</th>\n",
       "      <th>Electrical_FuseA</th>\n",
       "      <th>Electrical_FuseF</th>\n",
       "      <th>Electrical_FuseP</th>\n",
       "      <th>Electrical_Mix</th>\n",
       "      <th>Electrical_SBrkr</th>\n",
       "      <th>KitchenQual_Ex</th>\n",
       "      <th>KitchenQual_Fa</th>\n",
       "      <th>KitchenQual_Gd</th>\n",
       "      <th>KitchenQual_TA</th>\n",
       "      <th>Functional_Maj1</th>\n",
       "      <th>Functional_Maj2</th>\n",
       "      <th>Functional_Min1</th>\n",
       "      <th>Functional_Min2</th>\n",
       "      <th>Functional_Mod</th>\n",
       "      <th>Functional_Sev</th>\n",
       "      <th>Functional_Typ</th>\n",
       "      <th>FireplaceQu_Ex</th>\n",
       "      <th>FireplaceQu_Fa</th>\n",
       "      <th>FireplaceQu_Gd</th>\n",
       "      <th>FireplaceQu_Po</th>\n",
       "      <th>FireplaceQu_TA</th>\n",
       "      <th>GarageType_2Types</th>\n",
       "      <th>GarageType_Attchd</th>\n",
       "      <th>GarageType_Basment</th>\n",
       "      <th>GarageType_BuiltIn</th>\n",
       "      <th>GarageType_CarPort</th>\n",
       "      <th>GarageType_Detchd</th>\n",
       "      <th>GarageFinish_Fin</th>\n",
       "      <th>GarageFinish_RFn</th>\n",
       "      <th>GarageFinish_Unf</th>\n",
       "      <th>GarageQual_Ex</th>\n",
       "      <th>GarageQual_Fa</th>\n",
       "      <th>GarageQual_Gd</th>\n",
       "      <th>GarageQual_Po</th>\n",
       "      <th>GarageQual_TA</th>\n",
       "      <th>GarageCond_Ex</th>\n",
       "      <th>GarageCond_Fa</th>\n",
       "      <th>GarageCond_Gd</th>\n",
       "      <th>GarageCond_Po</th>\n",
       "      <th>GarageCond_TA</th>\n",
       "      <th>PavedDrive_N</th>\n",
       "      <th>PavedDrive_P</th>\n",
       "      <th>PavedDrive_Y</th>\n",
       "      <th>PoolQC_Ex</th>\n",
       "      <th>PoolQC_Fa</th>\n",
       "      <th>PoolQC_Gd</th>\n",
       "      <th>Fence_GdPrv</th>\n",
       "      <th>Fence_GdWo</th>\n",
       "      <th>Fence_MnPrv</th>\n",
       "      <th>Fence_MnWw</th>\n",
       "      <th>MiscFeature_Gar2</th>\n",
       "      <th>MiscFeature_Othr</th>\n",
       "      <th>MiscFeature_Shed</th>\n",
       "      <th>MiscFeature_TenC</th>\n",
       "      <th>SaleType_COD</th>\n",
       "      <th>SaleType_CWD</th>\n",
       "      <th>SaleType_Con</th>\n",
       "      <th>SaleType_ConLD</th>\n",
       "      <th>SaleType_ConLI</th>\n",
       "      <th>SaleType_ConLw</th>\n",
       "      <th>SaleType_New</th>\n",
       "      <th>SaleType_Oth</th>\n",
       "      <th>SaleType_WD</th>\n",
       "      <th>SaleCondition_Abnorml</th>\n",
       "      <th>SaleCondition_AdjLand</th>\n",
       "      <th>SaleCondition_Alloca</th>\n",
       "      <th>SaleCondition_Family</th>\n",
       "      <th>SaleCondition_Normal</th>\n",
       "      <th>SaleCondition_Partial</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1457</th>\n",
       "      <td>70</td>\n",
       "      <td>66.0</td>\n",
       "      <td>9042</td>\n",
       "      <td>7</td>\n",
       "      <td>9</td>\n",
       "      <td>1941</td>\n",
       "      <td>2006</td>\n",
       "      <td>0.0</td>\n",
       "      <td>275.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>877.0</td>\n",
       "      <td>1152.0</td>\n",
       "      <td>1188</td>\n",
       "      <td>1152</td>\n",
       "      <td>0</td>\n",
       "      <td>2340</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>1941.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>252.0</td>\n",
       "      <td>0</td>\n",
       "      <td>60</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2500</td>\n",
       "      <td>5</td>\n",
       "      <td>2010</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1458</th>\n",
       "      <td>20</td>\n",
       "      <td>68.0</td>\n",
       "      <td>9717</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>1950</td>\n",
       "      <td>1996</td>\n",
       "      <td>0.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>1029.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1078.0</td>\n",
       "      <td>1078</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1078</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1950.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>240.0</td>\n",
       "      <td>366</td>\n",
       "      <td>0</td>\n",
       "      <td>112</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2010</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1459</th>\n",
       "      <td>20</td>\n",
       "      <td>75.0</td>\n",
       "      <td>9937</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>1965</td>\n",
       "      <td>1965</td>\n",
       "      <td>0.0</td>\n",
       "      <td>830.0</td>\n",
       "      <td>290.0</td>\n",
       "      <td>136.0</td>\n",
       "      <td>1256.0</td>\n",
       "      <td>1256</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1256</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1965.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>276.0</td>\n",
       "      <td>736</td>\n",
       "      <td>68</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2008</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      MSSubClass  LotFrontage  LotArea  OverallQual  OverallCond  YearBuilt  YearRemodAdd  MasVnrArea  BsmtFinSF1  BsmtFinSF2  BsmtUnfSF  TotalBsmtSF  1stFlrSF  2ndFlrSF  LowQualFinSF  GrLivArea  BsmtFullBath  BsmtHalfBath  FullBath  HalfBath  BedroomAbvGr  KitchenAbvGr  TotRmsAbvGrd  Fireplaces  GarageYrBlt  GarageCars  GarageArea  WoodDeckSF  OpenPorchSF  EnclosedPorch  3SsnPorch  ScreenPorch  PoolArea  MiscVal  MoSold  YrSold  MSZoning_C (all)  MSZoning_FV  MSZoning_RH  MSZoning_RL  MSZoning_RM  Street_Grvl  Street_Pave  Alley_Grvl  Alley_Pave  LotShape_IR1  LotShape_IR2  LotShape_IR3  LotShape_Reg  LandContour_Bnk  LandContour_HLS  LandContour_Low  LandContour_Lvl  Utilities_AllPub  Utilities_NoSeWa  LotConfig_Corner  LotConfig_CulDSac  LotConfig_FR2  LotConfig_FR3  LotConfig_Inside  LandSlope_Gtl  LandSlope_Mod  LandSlope_Sev  Neighborhood_Blmngtn  Neighborhood_Blueste  Neighborhood_BrDale  Neighborhood_BrkSide  Neighborhood_ClearCr  Neighborhood_CollgCr  Neighborhood_Crawfor  Neighborhood_Edwards  Neighborhood_Gilbert  Neighborhood_IDOTRR  Neighborhood_MeadowV  Neighborhood_Mitchel  Neighborhood_NAmes  Neighborhood_NPkVill  Neighborhood_NWAmes  Neighborhood_NoRidge  Neighborhood_NridgHt  Neighborhood_OldTown  Neighborhood_SWISU  Neighborhood_Sawyer  Neighborhood_SawyerW  Neighborhood_Somerst  Neighborhood_StoneBr  Neighborhood_Timber  Neighborhood_Veenker  Condition1_Artery  Condition1_Feedr  Condition1_Norm  Condition1_PosA  Condition1_PosN  Condition1_RRAe  Condition1_RRAn  Condition1_RRNe  Condition1_RRNn  Condition2_Artery  Condition2_Feedr  Condition2_Norm  Condition2_PosA  Condition2_PosN  Condition2_RRAe  Condition2_RRAn  Condition2_RRNn  BldgType_1Fam  BldgType_2fmCon  BldgType_Duplex  BldgType_Twnhs  BldgType_TwnhsE  HouseStyle_1.5Fin  HouseStyle_1.5Unf  HouseStyle_1Story  HouseStyle_2.5Fin  HouseStyle_2.5Unf  HouseStyle_2Story  HouseStyle_SFoyer  HouseStyle_SLvl  RoofStyle_Flat  RoofStyle_Gable  RoofStyle_Gambrel  RoofStyle_Hip  RoofStyle_Mansard  RoofStyle_Shed  RoofMatl_ClyTile  RoofMatl_CompShg  RoofMatl_Membran  RoofMatl_Metal  RoofMatl_Roll  RoofMatl_Tar&Grv  RoofMatl_WdShake  RoofMatl_WdShngl  Exterior1st_AsbShng  Exterior1st_AsphShn  Exterior1st_BrkComm  Exterior1st_BrkFace  Exterior1st_CBlock  Exterior1st_CemntBd  Exterior1st_HdBoard  Exterior1st_ImStucc  Exterior1st_MetalSd  Exterior1st_Plywood  Exterior1st_Stone  Exterior1st_Stucco  Exterior1st_VinylSd  Exterior1st_Wd Sdng  Exterior1st_WdShing  Exterior2nd_AsbShng  Exterior2nd_AsphShn  Exterior2nd_Brk Cmn  Exterior2nd_BrkFace  Exterior2nd_CBlock  Exterior2nd_CmentBd  Exterior2nd_HdBoard  Exterior2nd_ImStucc  Exterior2nd_MetalSd  Exterior2nd_Other  Exterior2nd_Plywood  Exterior2nd_Stone  Exterior2nd_Stucco  Exterior2nd_VinylSd  Exterior2nd_Wd Sdng  Exterior2nd_Wd Shng  MasVnrType_BrkCmn  MasVnrType_BrkFace  MasVnrType_None  MasVnrType_Stone  ExterQual_Ex  ExterQual_Fa  ExterQual_Gd  ExterQual_TA  ExterCond_Ex  ExterCond_Fa  ExterCond_Gd  ExterCond_Po  ExterCond_TA  Foundation_BrkTil  Foundation_CBlock  Foundation_PConc  Foundation_Slab  Foundation_Stone  Foundation_Wood  BsmtQual_Ex  BsmtQual_Fa  BsmtQual_Gd  BsmtQual_TA  BsmtCond_Fa  BsmtCond_Gd  BsmtCond_Po  BsmtCond_TA  BsmtExposure_Av  BsmtExposure_Gd  BsmtExposure_Mn  BsmtExposure_No  BsmtFinType1_ALQ  BsmtFinType1_BLQ  BsmtFinType1_GLQ  BsmtFinType1_LwQ  BsmtFinType1_Rec  BsmtFinType1_Unf  BsmtFinType2_ALQ  BsmtFinType2_BLQ  BsmtFinType2_GLQ  BsmtFinType2_LwQ  BsmtFinType2_Rec  BsmtFinType2_Unf  Heating_Floor  Heating_GasA  Heating_GasW  Heating_Grav  Heating_OthW  Heating_Wall  HeatingQC_Ex  HeatingQC_Fa  HeatingQC_Gd  HeatingQC_Po  HeatingQC_TA  CentralAir_N  CentralAir_Y  Electrical_FuseA  Electrical_FuseF  Electrical_FuseP  Electrical_Mix  Electrical_SBrkr  KitchenQual_Ex  KitchenQual_Fa  KitchenQual_Gd  KitchenQual_TA  Functional_Maj1  Functional_Maj2  Functional_Min1  Functional_Min2  Functional_Mod  Functional_Sev  Functional_Typ  FireplaceQu_Ex  FireplaceQu_Fa  FireplaceQu_Gd  FireplaceQu_Po  FireplaceQu_TA  GarageType_2Types  GarageType_Attchd  GarageType_Basment  GarageType_BuiltIn  GarageType_CarPort  GarageType_Detchd  GarageFinish_Fin  GarageFinish_RFn  GarageFinish_Unf  GarageQual_Ex  GarageQual_Fa  GarageQual_Gd  GarageQual_Po  GarageQual_TA  GarageCond_Ex  GarageCond_Fa  GarageCond_Gd  GarageCond_Po  GarageCond_TA  PavedDrive_N  PavedDrive_P  PavedDrive_Y  PoolQC_Ex  PoolQC_Fa  PoolQC_Gd  Fence_GdPrv  Fence_GdWo  Fence_MnPrv  Fence_MnWw  MiscFeature_Gar2  MiscFeature_Othr  MiscFeature_Shed  MiscFeature_TenC  SaleType_COD  SaleType_CWD  SaleType_Con  SaleType_ConLD  SaleType_ConLI  SaleType_ConLw  SaleType_New  SaleType_Oth  SaleType_WD  SaleCondition_Abnorml  SaleCondition_AdjLand  SaleCondition_Alloca  SaleCondition_Family  SaleCondition_Normal  SaleCondition_Partial\n",
       "1457          70         66.0     9042            7            9       1941          2006         0.0       275.0         0.0      877.0       1152.0      1188      1152             0       2340           0.0           0.0         2         0             4             1             9           2       1941.0         1.0       252.0           0           60              0          0            0         0     2500       5    2010                 0            0            0            1            0            0            1           0           0             0             0             0             1                0                0                0                1                 1                 0                 0                  0              0              0                 1              1              0              0                     0                     0                    0                     0                     0                     0                     1                     0                     0                    0                     0                     0                   0                     0                    0                     0                     0                     0                   0                    0                     0                     0                     0                    0                     0                  0                 0                1                0                0                0                0                0                0                  0                 0                1                0                0                0                0                0              1                0                0               0                0                  0                  0                  0                  0                  0                  1                  0                0               0                1                  0              0                  0               0                 0                 1                 0               0              0                 0                 0                 0                    0                    0                    0                    0                   0                    1                    0                    0                    0                    0                  0                   0                    0                    0                    0                    0                    0                    0                    0                   0                    1                    0                    0                    0                  0                    0                  0                   0                    0                    0                    0                  0                   0                1                 0             1             0             0             0             0             0             1             0             0                  0                  0                 0                0                 1                0            0            0            0            1            0            1            0            0                0                0                0                1                 0                 0                 1                 0                 0                 0                 0                 0                 0                 0                 0                 1              0             1             0             0             0             0             1             0             0             0             0             0             1                 0                 0                 0               0                 1               0               0               1               0                0                0                0                0               0               0               1               0               0               1               0               0                  0                  1                   0                   0                   0                  0                 0                 1                 0              0              0              0              0              1              0              0              0              0              1             0             0             1          0          0          0            1           0            0           0                 0                 0                 1                 0             0             0             0               0               0               0             0             0            1                      0                      0                     0                     0                     1                      0\n",
       "1458          20         68.0     9717            5            6       1950          1996         0.0        49.0      1029.0        0.0       1078.0      1078         0             0       1078           1.0           0.0         1         0             2             1             5           0       1950.0         1.0       240.0         366            0            112          0            0         0        0       4    2010                 0            0            0            1            0            0            1           0           0             0             0             0             1                0                0                0                1                 1                 0                 0                  0              0              0                 1              1              0              0                     0                     0                    0                     0                     0                     0                     0                     0                     0                    0                     0                     0                   1                     0                    0                     0                     0                     0                   0                    0                     0                     0                     0                    0                     0                  0                 0                1                0                0                0                0                0                0                  0                 0                1                0                0                0                0                0              1                0                0               0                0                  0                  0                  1                  0                  0                  0                  0                0               0                0                  0              1                  0               0                 0                 1                 0               0              0                 0                 0                 0                    0                    0                    0                    0                   0                    0                    0                    0                    1                    0                  0                   0                    0                    0                    0                    0                    0                    0                    0                   0                    0                    0                    0                    1                  0                    0                  0                   0                    0                    0                    0                  0                   0                1                 0             0             0             0             1             0             0             0             0             1                  0                  1                 0                0                 0                0            0            0            0            1            0            0            0            1                0                0                1                0                 0                 0                 1                 0                 0                 0                 0                 0                 0                 0                 1                 0              0             1             0             0             0             0             0             0             1             0             0             0             1                 1                 0                 0               0                 0               0               0               1               0                0                0                0                0               0               0               1               0               0               0               0               0                  0                  1                   0                   0                   0                  0                 0                 0                 1              0              0              0              0              1              0              0              0              0              1             0             0             1          0          0          0            0           0            0           0                 0                 0                 0                 0             0             0             0               0               0               0             0             0            1                      0                      0                     0                     0                     1                      0\n",
       "1459          20         75.0     9937            5            6       1965          1965         0.0       830.0       290.0      136.0       1256.0      1256         0             0       1256           1.0           0.0         1         1             3             1             6           0       1965.0         1.0       276.0         736           68              0          0            0         0        0       6    2008                 0            0            0            1            0            0            1           0           0             0             0             0             1                0                0                0                1                 1                 0                 0                  0              0              0                 1              1              0              0                     0                     0                    0                     0                     0                     0                     0                     1                     0                    0                     0                     0                   0                     0                    0                     0                     0                     0                   0                    0                     0                     0                     0                    0                     0                  0                 0                1                0                0                0                0                0                0                  0                 0                1                0                0                0                0                0              1                0                0               0                0                  0                  0                  1                  0                  0                  0                  0                0               0                1                  0              0                  0               0                 0                 1                 0               0              0                 0                 0                 0                    0                    0                    0                    0                   0                    0                    1                    0                    0                    0                  0                   0                    0                    0                    0                    0                    0                    0                    0                   0                    0                    1                    0                    0                  0                    0                  0                   0                    0                    0                    0                  0                   0                1                 0             0             0             1             0             0             0             0             0             1                  0                  1                 0                0                 0                0            0            0            0            1            0            0            0            1                0                0                0                1                 0                 1                 0                 0                 0                 0                 0                 0                 0                 1                 0                 0              0             1             0             0             0             0             0             0             1             0             0             0             1                 0                 0                 0               0                 1               0               0               0               1                0                0                0                0               0               0               1               0               0               0               0               0                  0                  1                   0                   0                   0                  0                 1                 0                 0              0              0              0              0              1              0              0              0              0              1             0             0             1          0          0          0            0           0            0           0                 0                 0                 0                 0             0             0             0               0               0               0             0             0            1                      0                      0                     0                     0                     1                      0"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Id</th>\n",
       "      <th>MSSubClass</th>\n",
       "      <th>MSZoning</th>\n",
       "      <th>LotFrontage</th>\n",
       "      <th>LotArea</th>\n",
       "      <th>Street</th>\n",
       "      <th>Alley</th>\n",
       "      <th>LotShape</th>\n",
       "      <th>LandContour</th>\n",
       "      <th>Utilities</th>\n",
       "      <th>LotConfig</th>\n",
       "      <th>LandSlope</th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Condition1</th>\n",
       "      <th>Condition2</th>\n",
       "      <th>BldgType</th>\n",
       "      <th>HouseStyle</th>\n",
       "      <th>OverallQual</th>\n",
       "      <th>OverallCond</th>\n",
       "      <th>YearBuilt</th>\n",
       "      <th>YearRemodAdd</th>\n",
       "      <th>RoofStyle</th>\n",
       "      <th>RoofMatl</th>\n",
       "      <th>Exterior1st</th>\n",
       "      <th>Exterior2nd</th>\n",
       "      <th>MasVnrType</th>\n",
       "      <th>MasVnrArea</th>\n",
       "      <th>ExterQual</th>\n",
       "      <th>ExterCond</th>\n",
       "      <th>Foundation</th>\n",
       "      <th>BsmtQual</th>\n",
       "      <th>BsmtCond</th>\n",
       "      <th>BsmtExposure</th>\n",
       "      <th>BsmtFinType1</th>\n",
       "      <th>BsmtFinSF1</th>\n",
       "      <th>BsmtFinType2</th>\n",
       "      <th>BsmtFinSF2</th>\n",
       "      <th>BsmtUnfSF</th>\n",
       "      <th>TotalBsmtSF</th>\n",
       "      <th>Heating</th>\n",
       "      <th>HeatingQC</th>\n",
       "      <th>CentralAir</th>\n",
       "      <th>Electrical</th>\n",
       "      <th>1stFlrSF</th>\n",
       "      <th>2ndFlrSF</th>\n",
       "      <th>LowQualFinSF</th>\n",
       "      <th>GrLivArea</th>\n",
       "      <th>BsmtFullBath</th>\n",
       "      <th>BsmtHalfBath</th>\n",
       "      <th>FullBath</th>\n",
       "      <th>HalfBath</th>\n",
       "      <th>BedroomAbvGr</th>\n",
       "      <th>KitchenAbvGr</th>\n",
       "      <th>KitchenQual</th>\n",
       "      <th>TotRmsAbvGrd</th>\n",
       "      <th>Functional</th>\n",
       "      <th>Fireplaces</th>\n",
       "      <th>FireplaceQu</th>\n",
       "      <th>GarageType</th>\n",
       "      <th>GarageYrBlt</th>\n",
       "      <th>GarageFinish</th>\n",
       "      <th>GarageCars</th>\n",
       "      <th>GarageArea</th>\n",
       "      <th>GarageQual</th>\n",
       "      <th>GarageCond</th>\n",
       "      <th>PavedDrive</th>\n",
       "      <th>WoodDeckSF</th>\n",
       "      <th>OpenPorchSF</th>\n",
       "      <th>EnclosedPorch</th>\n",
       "      <th>3SsnPorch</th>\n",
       "      <th>ScreenPorch</th>\n",
       "      <th>PoolArea</th>\n",
       "      <th>PoolQC</th>\n",
       "      <th>Fence</th>\n",
       "      <th>MiscFeature</th>\n",
       "      <th>MiscVal</th>\n",
       "      <th>MoSold</th>\n",
       "      <th>YrSold</th>\n",
       "      <th>SaleType</th>\n",
       "      <th>SaleCondition</th>\n",
       "      <th>SalePrice</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1457</th>\n",
       "      <td>1458</td>\n",
       "      <td>70</td>\n",
       "      <td>RL</td>\n",
       "      <td>66.0</td>\n",
       "      <td>9042</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Crawfor</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>7</td>\n",
       "      <td>9</td>\n",
       "      <td>1941</td>\n",
       "      <td>2006</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>CemntBd</td>\n",
       "      <td>CmentBd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Stone</td>\n",
       "      <td>TA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>No</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>275</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>877</td>\n",
       "      <td>1152</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1188</td>\n",
       "      <td>1152</td>\n",
       "      <td>0</td>\n",
       "      <td>2340</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>9</td>\n",
       "      <td>Typ</td>\n",
       "      <td>2</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1941.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>1</td>\n",
       "      <td>252</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>60</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GdPrv</td>\n",
       "      <td>Shed</td>\n",
       "      <td>2500</td>\n",
       "      <td>5</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>266500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1458</th>\n",
       "      <td>1459</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>68.0</td>\n",
       "      <td>9717</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>NAmes</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>1950</td>\n",
       "      <td>1996</td>\n",
       "      <td>Hip</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Mn</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>49</td>\n",
       "      <td>Rec</td>\n",
       "      <td>1029</td>\n",
       "      <td>0</td>\n",
       "      <td>1078</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Y</td>\n",
       "      <td>FuseA</td>\n",
       "      <td>1078</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1078</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>5</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1950.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>1</td>\n",
       "      <td>240</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>366</td>\n",
       "      <td>0</td>\n",
       "      <td>112</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>142125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1459</th>\n",
       "      <td>1460</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>75.0</td>\n",
       "      <td>9937</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Edwards</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>1965</td>\n",
       "      <td>1965</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>BLQ</td>\n",
       "      <td>830</td>\n",
       "      <td>LwQ</td>\n",
       "      <td>290</td>\n",
       "      <td>136</td>\n",
       "      <td>1256</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1256</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1256</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>6</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1965.0</td>\n",
       "      <td>Fin</td>\n",
       "      <td>1</td>\n",
       "      <td>276</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>736</td>\n",
       "      <td>68</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>147500</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Id  MSSubClass MSZoning  LotFrontage  LotArea Street Alley LotShape LandContour Utilities LotConfig LandSlope Neighborhood Condition1 Condition2 BldgType HouseStyle  OverallQual  OverallCond  YearBuilt  YearRemodAdd RoofStyle RoofMatl Exterior1st Exterior2nd MasVnrType  MasVnrArea ExterQual ExterCond Foundation BsmtQual BsmtCond BsmtExposure BsmtFinType1  BsmtFinSF1 BsmtFinType2  BsmtFinSF2  BsmtUnfSF  TotalBsmtSF Heating HeatingQC CentralAir Electrical  1stFlrSF  2ndFlrSF  LowQualFinSF  GrLivArea  BsmtFullBath  BsmtHalfBath  FullBath  HalfBath  BedroomAbvGr  KitchenAbvGr KitchenQual  TotRmsAbvGrd Functional  Fireplaces FireplaceQu GarageType  GarageYrBlt GarageFinish  GarageCars  GarageArea GarageQual GarageCond PavedDrive  WoodDeckSF  OpenPorchSF  EnclosedPorch  3SsnPorch  ScreenPorch  PoolArea PoolQC  Fence MiscFeature  MiscVal  MoSold  YrSold SaleType SaleCondition  SalePrice\n",
       "1457  1458          70       RL         66.0     9042   Pave   NaN      Reg         Lvl    AllPub    Inside       Gtl      Crawfor       Norm       Norm     1Fam     2Story            7            9       1941          2006     Gable  CompShg     CemntBd     CmentBd       None         0.0        Ex        Gd      Stone       TA       Gd           No          GLQ         275          Unf           0        877         1152    GasA        Ex          Y      SBrkr      1188      1152             0       2340             0             0         2         0             4             1          Gd             9        Typ           2          Gd     Attchd       1941.0          RFn           1         252         TA         TA          Y           0           60              0          0            0         0    NaN  GdPrv        Shed     2500       5    2010       WD        Normal     266500\n",
       "1458  1459          20       RL         68.0     9717   Pave   NaN      Reg         Lvl    AllPub    Inside       Gtl        NAmes       Norm       Norm     1Fam     1Story            5            6       1950          1996       Hip  CompShg     MetalSd     MetalSd       None         0.0        TA        TA     CBlock       TA       TA           Mn          GLQ          49          Rec        1029          0         1078    GasA        Gd          Y      FuseA      1078         0             0       1078             1             0         1         0             2             1          Gd             5        Typ           0         NaN     Attchd       1950.0          Unf           1         240         TA         TA          Y         366            0            112          0            0         0    NaN    NaN         NaN        0       4    2010       WD        Normal     142125\n",
       "1459  1460          20       RL         75.0     9937   Pave   NaN      Reg         Lvl    AllPub    Inside       Gtl      Edwards       Norm       Norm     1Fam     1Story            5            6       1965          1965     Gable  CompShg     HdBoard     HdBoard       None         0.0        Gd        TA     CBlock       TA       TA           No          BLQ         830          LwQ         290        136         1256    GasA        Gd          Y      SBrkr      1256         0             0       1256             1             0         1         1             3             1          TA             6        Typ           0         NaN     Attchd       1965.0          Fin           1         276         TA         TA          Y         736           68              0          0            0         0    NaN    NaN         NaN        0       6    2008       WD        Normal     147500"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "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>MSSubClass</th>\n",
       "      <th>LotFrontage</th>\n",
       "      <th>LotArea</th>\n",
       "      <th>OverallQual</th>\n",
       "      <th>OverallCond</th>\n",
       "      <th>YearBuilt</th>\n",
       "      <th>YearRemodAdd</th>\n",
       "      <th>MasVnrArea</th>\n",
       "      <th>BsmtFinSF1</th>\n",
       "      <th>BsmtFinSF2</th>\n",
       "      <th>BsmtUnfSF</th>\n",
       "      <th>TotalBsmtSF</th>\n",
       "      <th>1stFlrSF</th>\n",
       "      <th>2ndFlrSF</th>\n",
       "      <th>LowQualFinSF</th>\n",
       "      <th>GrLivArea</th>\n",
       "      <th>BsmtFullBath</th>\n",
       "      <th>BsmtHalfBath</th>\n",
       "      <th>FullBath</th>\n",
       "      <th>HalfBath</th>\n",
       "      <th>BedroomAbvGr</th>\n",
       "      <th>KitchenAbvGr</th>\n",
       "      <th>TotRmsAbvGrd</th>\n",
       "      <th>Fireplaces</th>\n",
       "      <th>GarageYrBlt</th>\n",
       "      <th>GarageCars</th>\n",
       "      <th>GarageArea</th>\n",
       "      <th>WoodDeckSF</th>\n",
       "      <th>OpenPorchSF</th>\n",
       "      <th>EnclosedPorch</th>\n",
       "      <th>3SsnPorch</th>\n",
       "      <th>ScreenPorch</th>\n",
       "      <th>PoolArea</th>\n",
       "      <th>MiscVal</th>\n",
       "      <th>MoSold</th>\n",
       "      <th>YrSold</th>\n",
       "      <th>MSZoning_C (all)</th>\n",
       "      <th>MSZoning_FV</th>\n",
       "      <th>MSZoning_RH</th>\n",
       "      <th>MSZoning_RL</th>\n",
       "      <th>MSZoning_RM</th>\n",
       "      <th>Street_Grvl</th>\n",
       "      <th>Street_Pave</th>\n",
       "      <th>Alley_Grvl</th>\n",
       "      <th>Alley_Pave</th>\n",
       "      <th>LotShape_IR1</th>\n",
       "      <th>LotShape_IR2</th>\n",
       "      <th>LotShape_IR3</th>\n",
       "      <th>LotShape_Reg</th>\n",
       "      <th>LandContour_Bnk</th>\n",
       "      <th>LandContour_HLS</th>\n",
       "      <th>LandContour_Low</th>\n",
       "      <th>LandContour_Lvl</th>\n",
       "      <th>Utilities_AllPub</th>\n",
       "      <th>Utilities_NoSeWa</th>\n",
       "      <th>LotConfig_Corner</th>\n",
       "      <th>LotConfig_CulDSac</th>\n",
       "      <th>LotConfig_FR2</th>\n",
       "      <th>LotConfig_FR3</th>\n",
       "      <th>LotConfig_Inside</th>\n",
       "      <th>LandSlope_Gtl</th>\n",
       "      <th>LandSlope_Mod</th>\n",
       "      <th>LandSlope_Sev</th>\n",
       "      <th>Neighborhood_Blmngtn</th>\n",
       "      <th>Neighborhood_Blueste</th>\n",
       "      <th>Neighborhood_BrDale</th>\n",
       "      <th>Neighborhood_BrkSide</th>\n",
       "      <th>Neighborhood_ClearCr</th>\n",
       "      <th>Neighborhood_CollgCr</th>\n",
       "      <th>Neighborhood_Crawfor</th>\n",
       "      <th>Neighborhood_Edwards</th>\n",
       "      <th>Neighborhood_Gilbert</th>\n",
       "      <th>Neighborhood_IDOTRR</th>\n",
       "      <th>Neighborhood_MeadowV</th>\n",
       "      <th>Neighborhood_Mitchel</th>\n",
       "      <th>Neighborhood_NAmes</th>\n",
       "      <th>Neighborhood_NPkVill</th>\n",
       "      <th>Neighborhood_NWAmes</th>\n",
       "      <th>Neighborhood_NoRidge</th>\n",
       "      <th>Neighborhood_NridgHt</th>\n",
       "      <th>Neighborhood_OldTown</th>\n",
       "      <th>Neighborhood_SWISU</th>\n",
       "      <th>Neighborhood_Sawyer</th>\n",
       "      <th>Neighborhood_SawyerW</th>\n",
       "      <th>Neighborhood_Somerst</th>\n",
       "      <th>Neighborhood_StoneBr</th>\n",
       "      <th>Neighborhood_Timber</th>\n",
       "      <th>Neighborhood_Veenker</th>\n",
       "      <th>Condition1_Artery</th>\n",
       "      <th>Condition1_Feedr</th>\n",
       "      <th>Condition1_Norm</th>\n",
       "      <th>Condition1_PosA</th>\n",
       "      <th>Condition1_PosN</th>\n",
       "      <th>Condition1_RRAe</th>\n",
       "      <th>Condition1_RRAn</th>\n",
       "      <th>Condition1_RRNe</th>\n",
       "      <th>Condition1_RRNn</th>\n",
       "      <th>Condition2_Artery</th>\n",
       "      <th>Condition2_Feedr</th>\n",
       "      <th>Condition2_Norm</th>\n",
       "      <th>Condition2_PosA</th>\n",
       "      <th>Condition2_PosN</th>\n",
       "      <th>Condition2_RRAe</th>\n",
       "      <th>Condition2_RRAn</th>\n",
       "      <th>Condition2_RRNn</th>\n",
       "      <th>BldgType_1Fam</th>\n",
       "      <th>BldgType_2fmCon</th>\n",
       "      <th>BldgType_Duplex</th>\n",
       "      <th>BldgType_Twnhs</th>\n",
       "      <th>BldgType_TwnhsE</th>\n",
       "      <th>HouseStyle_1.5Fin</th>\n",
       "      <th>HouseStyle_1.5Unf</th>\n",
       "      <th>HouseStyle_1Story</th>\n",
       "      <th>HouseStyle_2.5Fin</th>\n",
       "      <th>HouseStyle_2.5Unf</th>\n",
       "      <th>HouseStyle_2Story</th>\n",
       "      <th>HouseStyle_SFoyer</th>\n",
       "      <th>HouseStyle_SLvl</th>\n",
       "      <th>RoofStyle_Flat</th>\n",
       "      <th>RoofStyle_Gable</th>\n",
       "      <th>RoofStyle_Gambrel</th>\n",
       "      <th>RoofStyle_Hip</th>\n",
       "      <th>RoofStyle_Mansard</th>\n",
       "      <th>RoofStyle_Shed</th>\n",
       "      <th>RoofMatl_ClyTile</th>\n",
       "      <th>RoofMatl_CompShg</th>\n",
       "      <th>RoofMatl_Membran</th>\n",
       "      <th>RoofMatl_Metal</th>\n",
       "      <th>RoofMatl_Roll</th>\n",
       "      <th>RoofMatl_Tar&amp;Grv</th>\n",
       "      <th>RoofMatl_WdShake</th>\n",
       "      <th>RoofMatl_WdShngl</th>\n",
       "      <th>Exterior1st_AsbShng</th>\n",
       "      <th>Exterior1st_AsphShn</th>\n",
       "      <th>Exterior1st_BrkComm</th>\n",
       "      <th>Exterior1st_BrkFace</th>\n",
       "      <th>Exterior1st_CBlock</th>\n",
       "      <th>Exterior1st_CemntBd</th>\n",
       "      <th>Exterior1st_HdBoard</th>\n",
       "      <th>Exterior1st_ImStucc</th>\n",
       "      <th>Exterior1st_MetalSd</th>\n",
       "      <th>Exterior1st_Plywood</th>\n",
       "      <th>Exterior1st_Stone</th>\n",
       "      <th>Exterior1st_Stucco</th>\n",
       "      <th>Exterior1st_VinylSd</th>\n",
       "      <th>Exterior1st_Wd Sdng</th>\n",
       "      <th>Exterior1st_WdShing</th>\n",
       "      <th>Exterior2nd_AsbShng</th>\n",
       "      <th>Exterior2nd_AsphShn</th>\n",
       "      <th>Exterior2nd_Brk Cmn</th>\n",
       "      <th>Exterior2nd_BrkFace</th>\n",
       "      <th>Exterior2nd_CBlock</th>\n",
       "      <th>Exterior2nd_CmentBd</th>\n",
       "      <th>Exterior2nd_HdBoard</th>\n",
       "      <th>Exterior2nd_ImStucc</th>\n",
       "      <th>Exterior2nd_MetalSd</th>\n",
       "      <th>Exterior2nd_Other</th>\n",
       "      <th>Exterior2nd_Plywood</th>\n",
       "      <th>Exterior2nd_Stone</th>\n",
       "      <th>Exterior2nd_Stucco</th>\n",
       "      <th>Exterior2nd_VinylSd</th>\n",
       "      <th>Exterior2nd_Wd Sdng</th>\n",
       "      <th>Exterior2nd_Wd Shng</th>\n",
       "      <th>MasVnrType_BrkCmn</th>\n",
       "      <th>MasVnrType_BrkFace</th>\n",
       "      <th>MasVnrType_None</th>\n",
       "      <th>MasVnrType_Stone</th>\n",
       "      <th>ExterQual_Ex</th>\n",
       "      <th>ExterQual_Fa</th>\n",
       "      <th>ExterQual_Gd</th>\n",
       "      <th>ExterQual_TA</th>\n",
       "      <th>ExterCond_Ex</th>\n",
       "      <th>ExterCond_Fa</th>\n",
       "      <th>ExterCond_Gd</th>\n",
       "      <th>ExterCond_Po</th>\n",
       "      <th>ExterCond_TA</th>\n",
       "      <th>Foundation_BrkTil</th>\n",
       "      <th>Foundation_CBlock</th>\n",
       "      <th>Foundation_PConc</th>\n",
       "      <th>Foundation_Slab</th>\n",
       "      <th>Foundation_Stone</th>\n",
       "      <th>Foundation_Wood</th>\n",
       "      <th>BsmtQual_Ex</th>\n",
       "      <th>BsmtQual_Fa</th>\n",
       "      <th>BsmtQual_Gd</th>\n",
       "      <th>BsmtQual_TA</th>\n",
       "      <th>BsmtCond_Fa</th>\n",
       "      <th>BsmtCond_Gd</th>\n",
       "      <th>BsmtCond_Po</th>\n",
       "      <th>BsmtCond_TA</th>\n",
       "      <th>BsmtExposure_Av</th>\n",
       "      <th>BsmtExposure_Gd</th>\n",
       "      <th>BsmtExposure_Mn</th>\n",
       "      <th>BsmtExposure_No</th>\n",
       "      <th>BsmtFinType1_ALQ</th>\n",
       "      <th>BsmtFinType1_BLQ</th>\n",
       "      <th>BsmtFinType1_GLQ</th>\n",
       "      <th>BsmtFinType1_LwQ</th>\n",
       "      <th>BsmtFinType1_Rec</th>\n",
       "      <th>BsmtFinType1_Unf</th>\n",
       "      <th>BsmtFinType2_ALQ</th>\n",
       "      <th>BsmtFinType2_BLQ</th>\n",
       "      <th>BsmtFinType2_GLQ</th>\n",
       "      <th>BsmtFinType2_LwQ</th>\n",
       "      <th>BsmtFinType2_Rec</th>\n",
       "      <th>BsmtFinType2_Unf</th>\n",
       "      <th>Heating_Floor</th>\n",
       "      <th>Heating_GasA</th>\n",
       "      <th>Heating_GasW</th>\n",
       "      <th>Heating_Grav</th>\n",
       "      <th>Heating_OthW</th>\n",
       "      <th>Heating_Wall</th>\n",
       "      <th>HeatingQC_Ex</th>\n",
       "      <th>HeatingQC_Fa</th>\n",
       "      <th>HeatingQC_Gd</th>\n",
       "      <th>HeatingQC_Po</th>\n",
       "      <th>HeatingQC_TA</th>\n",
       "      <th>CentralAir_N</th>\n",
       "      <th>CentralAir_Y</th>\n",
       "      <th>Electrical_FuseA</th>\n",
       "      <th>Electrical_FuseF</th>\n",
       "      <th>Electrical_FuseP</th>\n",
       "      <th>Electrical_Mix</th>\n",
       "      <th>Electrical_SBrkr</th>\n",
       "      <th>KitchenQual_Ex</th>\n",
       "      <th>KitchenQual_Fa</th>\n",
       "      <th>KitchenQual_Gd</th>\n",
       "      <th>KitchenQual_TA</th>\n",
       "      <th>Functional_Maj1</th>\n",
       "      <th>Functional_Maj2</th>\n",
       "      <th>Functional_Min1</th>\n",
       "      <th>Functional_Min2</th>\n",
       "      <th>Functional_Mod</th>\n",
       "      <th>Functional_Sev</th>\n",
       "      <th>Functional_Typ</th>\n",
       "      <th>FireplaceQu_Ex</th>\n",
       "      <th>FireplaceQu_Fa</th>\n",
       "      <th>FireplaceQu_Gd</th>\n",
       "      <th>FireplaceQu_Po</th>\n",
       "      <th>FireplaceQu_TA</th>\n",
       "      <th>GarageType_2Types</th>\n",
       "      <th>GarageType_Attchd</th>\n",
       "      <th>GarageType_Basment</th>\n",
       "      <th>GarageType_BuiltIn</th>\n",
       "      <th>GarageType_CarPort</th>\n",
       "      <th>GarageType_Detchd</th>\n",
       "      <th>GarageFinish_Fin</th>\n",
       "      <th>GarageFinish_RFn</th>\n",
       "      <th>GarageFinish_Unf</th>\n",
       "      <th>GarageQual_Ex</th>\n",
       "      <th>GarageQual_Fa</th>\n",
       "      <th>GarageQual_Gd</th>\n",
       "      <th>GarageQual_Po</th>\n",
       "      <th>GarageQual_TA</th>\n",
       "      <th>GarageCond_Ex</th>\n",
       "      <th>GarageCond_Fa</th>\n",
       "      <th>GarageCond_Gd</th>\n",
       "      <th>GarageCond_Po</th>\n",
       "      <th>GarageCond_TA</th>\n",
       "      <th>PavedDrive_N</th>\n",
       "      <th>PavedDrive_P</th>\n",
       "      <th>PavedDrive_Y</th>\n",
       "      <th>PoolQC_Ex</th>\n",
       "      <th>PoolQC_Fa</th>\n",
       "      <th>PoolQC_Gd</th>\n",
       "      <th>Fence_GdPrv</th>\n",
       "      <th>Fence_GdWo</th>\n",
       "      <th>Fence_MnPrv</th>\n",
       "      <th>Fence_MnWw</th>\n",
       "      <th>MiscFeature_Gar2</th>\n",
       "      <th>MiscFeature_Othr</th>\n",
       "      <th>MiscFeature_Shed</th>\n",
       "      <th>MiscFeature_TenC</th>\n",
       "      <th>SaleType_COD</th>\n",
       "      <th>SaleType_CWD</th>\n",
       "      <th>SaleType_Con</th>\n",
       "      <th>SaleType_ConLD</th>\n",
       "      <th>SaleType_ConLI</th>\n",
       "      <th>SaleType_ConLw</th>\n",
       "      <th>SaleType_New</th>\n",
       "      <th>SaleType_Oth</th>\n",
       "      <th>SaleType_WD</th>\n",
       "      <th>SaleCondition_Abnorml</th>\n",
       "      <th>SaleCondition_AdjLand</th>\n",
       "      <th>SaleCondition_Alloca</th>\n",
       "      <th>SaleCondition_Family</th>\n",
       "      <th>SaleCondition_Normal</th>\n",
       "      <th>SaleCondition_Partial</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1457</th>\n",
       "      <td>85</td>\n",
       "      <td>62.0</td>\n",
       "      <td>10441</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>1992</td>\n",
       "      <td>1992</td>\n",
       "      <td>0.0</td>\n",
       "      <td>337.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>575.0</td>\n",
       "      <td>912.0</td>\n",
       "      <td>970</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>970</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1979.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>80</td>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>700</td>\n",
       "      <td>7</td>\n",
       "      <td>2006</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1458</th>\n",
       "      <td>60</td>\n",
       "      <td>74.0</td>\n",
       "      <td>9627</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>1993</td>\n",
       "      <td>1994</td>\n",
       "      <td>94.0</td>\n",
       "      <td>758.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>238.0</td>\n",
       "      <td>996.0</td>\n",
       "      <td>996</td>\n",
       "      <td>1004</td>\n",
       "      <td>0</td>\n",
       "      <td>2000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>650.0</td>\n",
       "      <td>190</td>\n",
       "      <td>48</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>2006</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      MSSubClass  LotFrontage  LotArea  OverallQual  OverallCond  YearBuilt  YearRemodAdd  MasVnrArea  BsmtFinSF1  BsmtFinSF2  BsmtUnfSF  TotalBsmtSF  1stFlrSF  2ndFlrSF  LowQualFinSF  GrLivArea  BsmtFullBath  BsmtHalfBath  FullBath  HalfBath  BedroomAbvGr  KitchenAbvGr  TotRmsAbvGrd  Fireplaces  GarageYrBlt  GarageCars  GarageArea  WoodDeckSF  OpenPorchSF  EnclosedPorch  3SsnPorch  ScreenPorch  PoolArea  MiscVal  MoSold  YrSold  MSZoning_C (all)  MSZoning_FV  MSZoning_RH  MSZoning_RL  MSZoning_RM  Street_Grvl  Street_Pave  Alley_Grvl  Alley_Pave  LotShape_IR1  LotShape_IR2  LotShape_IR3  LotShape_Reg  LandContour_Bnk  LandContour_HLS  LandContour_Low  LandContour_Lvl  Utilities_AllPub  Utilities_NoSeWa  LotConfig_Corner  LotConfig_CulDSac  LotConfig_FR2  LotConfig_FR3  LotConfig_Inside  LandSlope_Gtl  LandSlope_Mod  LandSlope_Sev  Neighborhood_Blmngtn  Neighborhood_Blueste  Neighborhood_BrDale  Neighborhood_BrkSide  Neighborhood_ClearCr  Neighborhood_CollgCr  Neighborhood_Crawfor  Neighborhood_Edwards  Neighborhood_Gilbert  Neighborhood_IDOTRR  Neighborhood_MeadowV  Neighborhood_Mitchel  Neighborhood_NAmes  Neighborhood_NPkVill  Neighborhood_NWAmes  Neighborhood_NoRidge  Neighborhood_NridgHt  Neighborhood_OldTown  Neighborhood_SWISU  Neighborhood_Sawyer  Neighborhood_SawyerW  Neighborhood_Somerst  Neighborhood_StoneBr  Neighborhood_Timber  Neighborhood_Veenker  Condition1_Artery  Condition1_Feedr  Condition1_Norm  Condition1_PosA  Condition1_PosN  Condition1_RRAe  Condition1_RRAn  Condition1_RRNe  Condition1_RRNn  Condition2_Artery  Condition2_Feedr  Condition2_Norm  Condition2_PosA  Condition2_PosN  Condition2_RRAe  Condition2_RRAn  Condition2_RRNn  BldgType_1Fam  BldgType_2fmCon  BldgType_Duplex  BldgType_Twnhs  BldgType_TwnhsE  HouseStyle_1.5Fin  HouseStyle_1.5Unf  HouseStyle_1Story  HouseStyle_2.5Fin  HouseStyle_2.5Unf  HouseStyle_2Story  HouseStyle_SFoyer  HouseStyle_SLvl  RoofStyle_Flat  RoofStyle_Gable  RoofStyle_Gambrel  RoofStyle_Hip  RoofStyle_Mansard  RoofStyle_Shed  RoofMatl_ClyTile  RoofMatl_CompShg  RoofMatl_Membran  RoofMatl_Metal  RoofMatl_Roll  RoofMatl_Tar&Grv  RoofMatl_WdShake  RoofMatl_WdShngl  Exterior1st_AsbShng  Exterior1st_AsphShn  Exterior1st_BrkComm  Exterior1st_BrkFace  Exterior1st_CBlock  Exterior1st_CemntBd  Exterior1st_HdBoard  Exterior1st_ImStucc  Exterior1st_MetalSd  Exterior1st_Plywood  Exterior1st_Stone  Exterior1st_Stucco  Exterior1st_VinylSd  Exterior1st_Wd Sdng  Exterior1st_WdShing  Exterior2nd_AsbShng  Exterior2nd_AsphShn  Exterior2nd_Brk Cmn  Exterior2nd_BrkFace  Exterior2nd_CBlock  Exterior2nd_CmentBd  Exterior2nd_HdBoard  Exterior2nd_ImStucc  Exterior2nd_MetalSd  Exterior2nd_Other  Exterior2nd_Plywood  Exterior2nd_Stone  Exterior2nd_Stucco  Exterior2nd_VinylSd  Exterior2nd_Wd Sdng  Exterior2nd_Wd Shng  MasVnrType_BrkCmn  MasVnrType_BrkFace  MasVnrType_None  MasVnrType_Stone  ExterQual_Ex  ExterQual_Fa  ExterQual_Gd  ExterQual_TA  ExterCond_Ex  ExterCond_Fa  ExterCond_Gd  ExterCond_Po  ExterCond_TA  Foundation_BrkTil  Foundation_CBlock  Foundation_PConc  Foundation_Slab  Foundation_Stone  Foundation_Wood  BsmtQual_Ex  BsmtQual_Fa  BsmtQual_Gd  BsmtQual_TA  BsmtCond_Fa  BsmtCond_Gd  BsmtCond_Po  BsmtCond_TA  BsmtExposure_Av  BsmtExposure_Gd  BsmtExposure_Mn  BsmtExposure_No  BsmtFinType1_ALQ  BsmtFinType1_BLQ  BsmtFinType1_GLQ  BsmtFinType1_LwQ  BsmtFinType1_Rec  BsmtFinType1_Unf  BsmtFinType2_ALQ  BsmtFinType2_BLQ  BsmtFinType2_GLQ  BsmtFinType2_LwQ  BsmtFinType2_Rec  BsmtFinType2_Unf  Heating_Floor  Heating_GasA  Heating_GasW  Heating_Grav  Heating_OthW  Heating_Wall  HeatingQC_Ex  HeatingQC_Fa  HeatingQC_Gd  HeatingQC_Po  HeatingQC_TA  CentralAir_N  CentralAir_Y  Electrical_FuseA  Electrical_FuseF  Electrical_FuseP  Electrical_Mix  Electrical_SBrkr  KitchenQual_Ex  KitchenQual_Fa  KitchenQual_Gd  KitchenQual_TA  Functional_Maj1  Functional_Maj2  Functional_Min1  Functional_Min2  Functional_Mod  Functional_Sev  Functional_Typ  FireplaceQu_Ex  FireplaceQu_Fa  FireplaceQu_Gd  FireplaceQu_Po  FireplaceQu_TA  GarageType_2Types  GarageType_Attchd  GarageType_Basment  GarageType_BuiltIn  GarageType_CarPort  GarageType_Detchd  GarageFinish_Fin  GarageFinish_RFn  GarageFinish_Unf  GarageQual_Ex  GarageQual_Fa  GarageQual_Gd  GarageQual_Po  GarageQual_TA  GarageCond_Ex  GarageCond_Fa  GarageCond_Gd  GarageCond_Po  GarageCond_TA  PavedDrive_N  PavedDrive_P  PavedDrive_Y  PoolQC_Ex  PoolQC_Fa  PoolQC_Gd  Fence_GdPrv  Fence_GdWo  Fence_MnPrv  Fence_MnWw  MiscFeature_Gar2  MiscFeature_Othr  MiscFeature_Shed  MiscFeature_TenC  SaleType_COD  SaleType_CWD  SaleType_Con  SaleType_ConLD  SaleType_ConLI  SaleType_ConLw  SaleType_New  SaleType_Oth  SaleType_WD  SaleCondition_Abnorml  SaleCondition_AdjLand  SaleCondition_Alloca  SaleCondition_Family  SaleCondition_Normal  SaleCondition_Partial\n",
       "1457          85         62.0    10441            5            5       1992          1992         0.0       337.0         0.0      575.0        912.0       970         0             0        970           0.0           1.0         1         0             3             1             6           0       1979.0         0.0         0.0          80           32              0          0            0         0      700       7    2006                 0            0            0            1            0            0            1           0           0             0             0             0             1                0                0                0                1                 1                 0                 0                  0              0              0                 1              1              0              0                     0                     0                    0                     0                     0                     0                     0                     0                     0                    0                     0                     1                   0                     0                    0                     0                     0                     0                   0                    0                     0                     0                     0                    0                     0                  0                 0                1                0                0                0                0                0                0                  0                 0                1                0                0                0                0                0              1                0                0               0                0                  0                  0                  0                  0                  0                  0                  1                0               0                1                  0              0                  0               0                 0                 1                 0               0              0                 0                 0                 0                    0                    0                    0                    0                   0                    0                    1                    0                    0                    0                  0                   0                    0                    0                    0                    0                    0                    0                    0                   0                    0                    0                    0                    0                  0                    0                  0                   0                    0                    0                    1                  0                   0                1                 0             0             0             0             1             0             0             0             0             1                  0                  0                 1                0                 0                0            0            0            1            0            0            0            0            1                1                0                0                0                 0                 0                 1                 0                 0                 0                 0                 0                 0                 0                 0                 1              0             1             0             0             0             0             0             0             0             0             1             0             1                 0                 0                 0               0                 1               0               0               0               1                0                0                0                0               0               0               1               0               0               0               0               0                  0                  0                   0                   0                   0                  0                 0                 0                 0              0              0              0              0              0              0              0              0              0              0             0             0             1          0          0          0            0           0            1           0                 0                 0                 1                 0             0             0             0               0               0               0             0             0            1                      0                      0                     0                     0                     1                      0\n",
       "1458          60         74.0     9627            7            5       1993          1994        94.0       758.0         0.0      238.0        996.0       996      1004             0       2000           0.0           0.0         2         1             3             1             9           1       1993.0         3.0       650.0         190           48              0          0            0         0        0      11    2006                 0            0            0            1            0            0            1           0           0             0             0             0             1                0                0                0                1                 1                 0                 0                  0              0              0                 1              0              1              0                     0                     0                    0                     0                     0                     0                     0                     0                     0                    0                     0                     1                   0                     0                    0                     0                     0                     0                   0                    0                     0                     0                     0                    0                     0                  0                 0                1                0                0                0                0                0                0                  0                 0                1                0                0                0                0                0              1                0                0               0                0                  0                  0                  0                  0                  0                  1                  0                0               0                1                  0              0                  0               0                 0                 1                 0               0              0                 0                 0                 0                    0                    0                    0                    0                   0                    0                    1                    0                    0                    0                  0                   0                    0                    0                    0                    0                    0                    0                    0                   0                    0                    1                    0                    0                  0                    0                  0                   0                    0                    0                    0                  0                   1                0                 0             0             0             0             1             0             0             0             0             1                  0                  0                 1                0                 0                0            0            0            1            0            0            0            0            1                1                0                0                0                 0                 0                 0                 1                 0                 0                 0                 0                 0                 0                 0                 1              0             1             0             0             0             0             1             0             0             0             0             0             1                 0                 0                 0               0                 1               0               0               0               1                0                0                0                0               0               0               1               0               0               0               0               1                  0                  1                   0                   0                   0                  0                 1                 0                 0              0              0              0              0              1              0              0              0              0              1             0             0             1          0          0          0            0           0            0           0                 0                 0                 0                 0             0             0             0               0               0               0             0             0            1                      0                      0                     0                     0                     1                      0"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(\"reattach SalePrice to train data (now train2)\")\n",
    "train2 = pd.concat([train2], axis = 1)\n",
    "train2.tail(3)\n",
    "train.tail(3)\n",
    "\n",
    "#will need to put \"Id\" column on this when submitting as CSV to kaggle\n",
    "test2.tail(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "**SalePrice**"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "Train DF - Understand SalePrice"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count      1460.000000\n",
       "mean     180921.195890\n",
       "std       79442.502883\n",
       "min       34900.000000\n",
       "25%      129975.000000\n",
       "50%      163000.000000\n",
       "75%      214000.000000\n",
       "max      755000.000000\n",
       "Name: SalePrice, dtype: float64"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f97c744ddf0>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skewness: 1.882876\n",
      "Kurtosis: 6.536282\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Train DF - Understand SalePrice\n",
    "\n",
    "#SalePrice in the train df shows that the range of housing prices is very extreme. \n",
    "#Perhaps this needs to be normalized\n",
    "train['SalePrice'].describe()\n",
    "\n",
    "sns.distplot(train['SalePrice'] , fit=stats.norm);\n",
    "\n",
    "#if abs(skewness(saleprice)) > 1 and abs(kurtosis(saleprice)) > 3 then dataset is skewed/long tails \n",
    "print(\"Skewness: %f\" % train['SalePrice'].skew())\n",
    "print(\"Kurtosis: %f\" % train['SalePrice'].kurt())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#train\n",
    "\n",
    "#log transform Train DF SalePrice feature\n",
    "train['SalePrice'] = np.log1p(train['SalePrice'])\n",
    "sns.distplot(train['SalePrice'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Identifying Important Features (goal = predict SalePrice)**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SalePrice        1.000000\n",
      "OverallQual      0.790982\n",
      "GrLivArea        0.708624\n",
      "GarageCars       0.640409\n",
      "GarageArea       0.623431\n",
      "TotalBsmtSF      0.613581\n",
      "1stFlrSF         0.605852\n",
      "FullBath         0.560664\n",
      "TotRmsAbvGrd     0.533723\n",
      "YearBuilt        0.522897\n",
      "YearRemodAdd     0.507101\n",
      "GarageYrBlt      0.486362\n",
      "MasVnrArea       0.477493\n",
      "Fireplaces       0.466929\n",
      "BsmtFinSF1       0.386420\n",
      "LotFrontage      0.351799\n",
      "WoodDeckSF       0.324413\n",
      "2ndFlrSF         0.319334\n",
      "OpenPorchSF      0.315856\n",
      "HalfBath         0.284108\n",
      "LotArea          0.263843\n",
      "BsmtFullBath     0.227122\n",
      "BsmtUnfSF        0.214479\n",
      "BedroomAbvGr     0.168213\n",
      "ScreenPorch      0.111447\n",
      "PoolArea         0.092404\n",
      "MoSold           0.046432\n",
      "3SsnPorch        0.044584\n",
      "BsmtFinSF2      -0.011378\n",
      "BsmtHalfBath    -0.016844\n",
      "MiscVal         -0.021190\n",
      "Id              -0.021917\n",
      "LowQualFinSF    -0.025606\n",
      "YrSold          -0.028923\n",
      "OverallCond     -0.077856\n",
      "MSSubClass      -0.084284\n",
      "EnclosedPorch   -0.128578\n",
      "KitchenAbvGr    -0.135907\n",
      "Name: SalePrice, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "#train\n",
    "\n",
    "#Overall Quality seems to be most correlated to SalePrice\n",
    "#Followed by GrLivArea, GarageCars, GarageArea, and TotalBsmtSF\n",
    "#12 features with greater than .50 correlation \n",
    "\n",
    "train_corr = train.corr()\n",
    "train_corr.sort_values(['SalePrice'], ascending=False, inplace=True)\n",
    "print(train_corr.SalePrice)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Model"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "[DNU]\n",
    "def rmse(predictions, targets):\n",
    "\n",
    "    differences = predictions - targets                       #the DIFFERENCEs.\n",
    "\n",
    "    differences_squared = differences ** 2                    #the SQUAREs of ^\n",
    "\n",
    "    mean_of_differences_squared = differences_squared.mean()  #the MEAN of ^\n",
    "\n",
    "    rmse_val = np.sqrt(mean_of_differences_squared)           #ROOT of ^\n",
    "\n",
    "    return rmse_val                                           #get the ^"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define error measure for scoring : RMSE\n",
    "def rmse_cv(model):\n",
    "    rmse= np.sqrt(-cross_val_score(model, X_train, y_train, scoring=\"neg_mean_squared_error\", cv = 5))\n",
    "    return(rmse)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "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>MSSubClass</th>\n",
       "      <th>LotFrontage</th>\n",
       "      <th>LotArea</th>\n",
       "      <th>OverallQual</th>\n",
       "      <th>OverallCond</th>\n",
       "      <th>YearBuilt</th>\n",
       "      <th>YearRemodAdd</th>\n",
       "      <th>MasVnrArea</th>\n",
       "      <th>BsmtFinSF1</th>\n",
       "      <th>BsmtFinSF2</th>\n",
       "      <th>BsmtUnfSF</th>\n",
       "      <th>TotalBsmtSF</th>\n",
       "      <th>1stFlrSF</th>\n",
       "      <th>2ndFlrSF</th>\n",
       "      <th>LowQualFinSF</th>\n",
       "      <th>GrLivArea</th>\n",
       "      <th>BsmtFullBath</th>\n",
       "      <th>BsmtHalfBath</th>\n",
       "      <th>FullBath</th>\n",
       "      <th>HalfBath</th>\n",
       "      <th>BedroomAbvGr</th>\n",
       "      <th>KitchenAbvGr</th>\n",
       "      <th>TotRmsAbvGrd</th>\n",
       "      <th>Fireplaces</th>\n",
       "      <th>GarageYrBlt</th>\n",
       "      <th>GarageCars</th>\n",
       "      <th>GarageArea</th>\n",
       "      <th>WoodDeckSF</th>\n",
       "      <th>OpenPorchSF</th>\n",
       "      <th>EnclosedPorch</th>\n",
       "      <th>3SsnPorch</th>\n",
       "      <th>ScreenPorch</th>\n",
       "      <th>PoolArea</th>\n",
       "      <th>MiscVal</th>\n",
       "      <th>MoSold</th>\n",
       "      <th>YrSold</th>\n",
       "      <th>MSZoning_C (all)</th>\n",
       "      <th>MSZoning_FV</th>\n",
       "      <th>MSZoning_RH</th>\n",
       "      <th>MSZoning_RL</th>\n",
       "      <th>MSZoning_RM</th>\n",
       "      <th>Street_Grvl</th>\n",
       "      <th>Street_Pave</th>\n",
       "      <th>Alley_Grvl</th>\n",
       "      <th>Alley_Pave</th>\n",
       "      <th>LotShape_IR1</th>\n",
       "      <th>LotShape_IR2</th>\n",
       "      <th>LotShape_IR3</th>\n",
       "      <th>LotShape_Reg</th>\n",
       "      <th>LandContour_Bnk</th>\n",
       "      <th>LandContour_HLS</th>\n",
       "      <th>LandContour_Low</th>\n",
       "      <th>LandContour_Lvl</th>\n",
       "      <th>Utilities_AllPub</th>\n",
       "      <th>Utilities_NoSeWa</th>\n",
       "      <th>LotConfig_Corner</th>\n",
       "      <th>LotConfig_CulDSac</th>\n",
       "      <th>LotConfig_FR2</th>\n",
       "      <th>LotConfig_FR3</th>\n",
       "      <th>LotConfig_Inside</th>\n",
       "      <th>LandSlope_Gtl</th>\n",
       "      <th>LandSlope_Mod</th>\n",
       "      <th>LandSlope_Sev</th>\n",
       "      <th>Neighborhood_Blmngtn</th>\n",
       "      <th>Neighborhood_Blueste</th>\n",
       "      <th>Neighborhood_BrDale</th>\n",
       "      <th>Neighborhood_BrkSide</th>\n",
       "      <th>Neighborhood_ClearCr</th>\n",
       "      <th>Neighborhood_CollgCr</th>\n",
       "      <th>Neighborhood_Crawfor</th>\n",
       "      <th>Neighborhood_Edwards</th>\n",
       "      <th>Neighborhood_Gilbert</th>\n",
       "      <th>Neighborhood_IDOTRR</th>\n",
       "      <th>Neighborhood_MeadowV</th>\n",
       "      <th>Neighborhood_Mitchel</th>\n",
       "      <th>Neighborhood_NAmes</th>\n",
       "      <th>Neighborhood_NPkVill</th>\n",
       "      <th>Neighborhood_NWAmes</th>\n",
       "      <th>Neighborhood_NoRidge</th>\n",
       "      <th>Neighborhood_NridgHt</th>\n",
       "      <th>Neighborhood_OldTown</th>\n",
       "      <th>Neighborhood_SWISU</th>\n",
       "      <th>Neighborhood_Sawyer</th>\n",
       "      <th>Neighborhood_SawyerW</th>\n",
       "      <th>Neighborhood_Somerst</th>\n",
       "      <th>Neighborhood_StoneBr</th>\n",
       "      <th>Neighborhood_Timber</th>\n",
       "      <th>Neighborhood_Veenker</th>\n",
       "      <th>Condition1_Artery</th>\n",
       "      <th>Condition1_Feedr</th>\n",
       "      <th>Condition1_Norm</th>\n",
       "      <th>Condition1_PosA</th>\n",
       "      <th>Condition1_PosN</th>\n",
       "      <th>Condition1_RRAe</th>\n",
       "      <th>Condition1_RRAn</th>\n",
       "      <th>Condition1_RRNe</th>\n",
       "      <th>Condition1_RRNn</th>\n",
       "      <th>Condition2_Artery</th>\n",
       "      <th>Condition2_Feedr</th>\n",
       "      <th>Condition2_Norm</th>\n",
       "      <th>Condition2_PosA</th>\n",
       "      <th>Condition2_PosN</th>\n",
       "      <th>Condition2_RRAe</th>\n",
       "      <th>Condition2_RRAn</th>\n",
       "      <th>Condition2_RRNn</th>\n",
       "      <th>BldgType_1Fam</th>\n",
       "      <th>BldgType_2fmCon</th>\n",
       "      <th>BldgType_Duplex</th>\n",
       "      <th>BldgType_Twnhs</th>\n",
       "      <th>BldgType_TwnhsE</th>\n",
       "      <th>HouseStyle_1.5Fin</th>\n",
       "      <th>HouseStyle_1.5Unf</th>\n",
       "      <th>HouseStyle_1Story</th>\n",
       "      <th>HouseStyle_2.5Fin</th>\n",
       "      <th>HouseStyle_2.5Unf</th>\n",
       "      <th>HouseStyle_2Story</th>\n",
       "      <th>HouseStyle_SFoyer</th>\n",
       "      <th>HouseStyle_SLvl</th>\n",
       "      <th>RoofStyle_Flat</th>\n",
       "      <th>RoofStyle_Gable</th>\n",
       "      <th>RoofStyle_Gambrel</th>\n",
       "      <th>RoofStyle_Hip</th>\n",
       "      <th>RoofStyle_Mansard</th>\n",
       "      <th>RoofStyle_Shed</th>\n",
       "      <th>RoofMatl_ClyTile</th>\n",
       "      <th>RoofMatl_CompShg</th>\n",
       "      <th>RoofMatl_Membran</th>\n",
       "      <th>RoofMatl_Metal</th>\n",
       "      <th>RoofMatl_Roll</th>\n",
       "      <th>RoofMatl_Tar&amp;Grv</th>\n",
       "      <th>RoofMatl_WdShake</th>\n",
       "      <th>RoofMatl_WdShngl</th>\n",
       "      <th>Exterior1st_AsbShng</th>\n",
       "      <th>Exterior1st_AsphShn</th>\n",
       "      <th>Exterior1st_BrkComm</th>\n",
       "      <th>Exterior1st_BrkFace</th>\n",
       "      <th>Exterior1st_CBlock</th>\n",
       "      <th>Exterior1st_CemntBd</th>\n",
       "      <th>Exterior1st_HdBoard</th>\n",
       "      <th>Exterior1st_ImStucc</th>\n",
       "      <th>Exterior1st_MetalSd</th>\n",
       "      <th>Exterior1st_Plywood</th>\n",
       "      <th>Exterior1st_Stone</th>\n",
       "      <th>Exterior1st_Stucco</th>\n",
       "      <th>Exterior1st_VinylSd</th>\n",
       "      <th>Exterior1st_Wd Sdng</th>\n",
       "      <th>Exterior1st_WdShing</th>\n",
       "      <th>Exterior2nd_AsbShng</th>\n",
       "      <th>Exterior2nd_AsphShn</th>\n",
       "      <th>Exterior2nd_Brk Cmn</th>\n",
       "      <th>Exterior2nd_BrkFace</th>\n",
       "      <th>Exterior2nd_CBlock</th>\n",
       "      <th>Exterior2nd_CmentBd</th>\n",
       "      <th>Exterior2nd_HdBoard</th>\n",
       "      <th>Exterior2nd_ImStucc</th>\n",
       "      <th>Exterior2nd_MetalSd</th>\n",
       "      <th>Exterior2nd_Other</th>\n",
       "      <th>Exterior2nd_Plywood</th>\n",
       "      <th>Exterior2nd_Stone</th>\n",
       "      <th>Exterior2nd_Stucco</th>\n",
       "      <th>Exterior2nd_VinylSd</th>\n",
       "      <th>Exterior2nd_Wd Sdng</th>\n",
       "      <th>Exterior2nd_Wd Shng</th>\n",
       "      <th>MasVnrType_BrkCmn</th>\n",
       "      <th>MasVnrType_BrkFace</th>\n",
       "      <th>MasVnrType_None</th>\n",
       "      <th>MasVnrType_Stone</th>\n",
       "      <th>ExterQual_Ex</th>\n",
       "      <th>ExterQual_Fa</th>\n",
       "      <th>ExterQual_Gd</th>\n",
       "      <th>ExterQual_TA</th>\n",
       "      <th>ExterCond_Ex</th>\n",
       "      <th>ExterCond_Fa</th>\n",
       "      <th>ExterCond_Gd</th>\n",
       "      <th>ExterCond_Po</th>\n",
       "      <th>ExterCond_TA</th>\n",
       "      <th>Foundation_BrkTil</th>\n",
       "      <th>Foundation_CBlock</th>\n",
       "      <th>Foundation_PConc</th>\n",
       "      <th>Foundation_Slab</th>\n",
       "      <th>Foundation_Stone</th>\n",
       "      <th>Foundation_Wood</th>\n",
       "      <th>BsmtQual_Ex</th>\n",
       "      <th>BsmtQual_Fa</th>\n",
       "      <th>BsmtQual_Gd</th>\n",
       "      <th>BsmtQual_TA</th>\n",
       "      <th>BsmtCond_Fa</th>\n",
       "      <th>BsmtCond_Gd</th>\n",
       "      <th>BsmtCond_Po</th>\n",
       "      <th>BsmtCond_TA</th>\n",
       "      <th>BsmtExposure_Av</th>\n",
       "      <th>BsmtExposure_Gd</th>\n",
       "      <th>BsmtExposure_Mn</th>\n",
       "      <th>BsmtExposure_No</th>\n",
       "      <th>BsmtFinType1_ALQ</th>\n",
       "      <th>BsmtFinType1_BLQ</th>\n",
       "      <th>BsmtFinType1_GLQ</th>\n",
       "      <th>BsmtFinType1_LwQ</th>\n",
       "      <th>BsmtFinType1_Rec</th>\n",
       "      <th>BsmtFinType1_Unf</th>\n",
       "      <th>BsmtFinType2_ALQ</th>\n",
       "      <th>BsmtFinType2_BLQ</th>\n",
       "      <th>BsmtFinType2_GLQ</th>\n",
       "      <th>BsmtFinType2_LwQ</th>\n",
       "      <th>BsmtFinType2_Rec</th>\n",
       "      <th>BsmtFinType2_Unf</th>\n",
       "      <th>Heating_Floor</th>\n",
       "      <th>Heating_GasA</th>\n",
       "      <th>Heating_GasW</th>\n",
       "      <th>Heating_Grav</th>\n",
       "      <th>Heating_OthW</th>\n",
       "      <th>Heating_Wall</th>\n",
       "      <th>HeatingQC_Ex</th>\n",
       "      <th>HeatingQC_Fa</th>\n",
       "      <th>HeatingQC_Gd</th>\n",
       "      <th>HeatingQC_Po</th>\n",
       "      <th>HeatingQC_TA</th>\n",
       "      <th>CentralAir_N</th>\n",
       "      <th>CentralAir_Y</th>\n",
       "      <th>Electrical_FuseA</th>\n",
       "      <th>Electrical_FuseF</th>\n",
       "      <th>Electrical_FuseP</th>\n",
       "      <th>Electrical_Mix</th>\n",
       "      <th>Electrical_SBrkr</th>\n",
       "      <th>KitchenQual_Ex</th>\n",
       "      <th>KitchenQual_Fa</th>\n",
       "      <th>KitchenQual_Gd</th>\n",
       "      <th>KitchenQual_TA</th>\n",
       "      <th>Functional_Maj1</th>\n",
       "      <th>Functional_Maj2</th>\n",
       "      <th>Functional_Min1</th>\n",
       "      <th>Functional_Min2</th>\n",
       "      <th>Functional_Mod</th>\n",
       "      <th>Functional_Sev</th>\n",
       "      <th>Functional_Typ</th>\n",
       "      <th>FireplaceQu_Ex</th>\n",
       "      <th>FireplaceQu_Fa</th>\n",
       "      <th>FireplaceQu_Gd</th>\n",
       "      <th>FireplaceQu_Po</th>\n",
       "      <th>FireplaceQu_TA</th>\n",
       "      <th>GarageType_2Types</th>\n",
       "      <th>GarageType_Attchd</th>\n",
       "      <th>GarageType_Basment</th>\n",
       "      <th>GarageType_BuiltIn</th>\n",
       "      <th>GarageType_CarPort</th>\n",
       "      <th>GarageType_Detchd</th>\n",
       "      <th>GarageFinish_Fin</th>\n",
       "      <th>GarageFinish_RFn</th>\n",
       "      <th>GarageFinish_Unf</th>\n",
       "      <th>GarageQual_Ex</th>\n",
       "      <th>GarageQual_Fa</th>\n",
       "      <th>GarageQual_Gd</th>\n",
       "      <th>GarageQual_Po</th>\n",
       "      <th>GarageQual_TA</th>\n",
       "      <th>GarageCond_Ex</th>\n",
       "      <th>GarageCond_Fa</th>\n",
       "      <th>GarageCond_Gd</th>\n",
       "      <th>GarageCond_Po</th>\n",
       "      <th>GarageCond_TA</th>\n",
       "      <th>PavedDrive_N</th>\n",
       "      <th>PavedDrive_P</th>\n",
       "      <th>PavedDrive_Y</th>\n",
       "      <th>PoolQC_Ex</th>\n",
       "      <th>PoolQC_Fa</th>\n",
       "      <th>PoolQC_Gd</th>\n",
       "      <th>Fence_GdPrv</th>\n",
       "      <th>Fence_GdWo</th>\n",
       "      <th>Fence_MnPrv</th>\n",
       "      <th>Fence_MnWw</th>\n",
       "      <th>MiscFeature_Gar2</th>\n",
       "      <th>MiscFeature_Othr</th>\n",
       "      <th>MiscFeature_Shed</th>\n",
       "      <th>MiscFeature_TenC</th>\n",
       "      <th>SaleType_COD</th>\n",
       "      <th>SaleType_CWD</th>\n",
       "      <th>SaleType_Con</th>\n",
       "      <th>SaleType_ConLD</th>\n",
       "      <th>SaleType_ConLI</th>\n",
       "      <th>SaleType_ConLw</th>\n",
       "      <th>SaleType_New</th>\n",
       "      <th>SaleType_Oth</th>\n",
       "      <th>SaleType_WD</th>\n",
       "      <th>SaleCondition_Abnorml</th>\n",
       "      <th>SaleCondition_AdjLand</th>\n",
       "      <th>SaleCondition_Alloca</th>\n",
       "      <th>SaleCondition_Family</th>\n",
       "      <th>SaleCondition_Normal</th>\n",
       "      <th>SaleCondition_Partial</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>60</td>\n",
       "      <td>65.0</td>\n",
       "      <td>8450</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>2003</td>\n",
       "      <td>2003</td>\n",
       "      <td>196.0</td>\n",
       "      <td>706.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>856.0</td>\n",
       "      <td>856</td>\n",
       "      <td>854</td>\n",
       "      <td>0</td>\n",
       "      <td>1710</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>548.0</td>\n",
       "      <td>0</td>\n",
       "      <td>61</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2008</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>20</td>\n",
       "      <td>80.0</td>\n",
       "      <td>9600</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>1976</td>\n",
       "      <td>1976</td>\n",
       "      <td>0.0</td>\n",
       "      <td>978.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>284.0</td>\n",
       "      <td>1262.0</td>\n",
       "      <td>1262</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1262</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>1976.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>460.0</td>\n",
       "      <td>298</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2007</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   MSSubClass  LotFrontage  LotArea  OverallQual  OverallCond  YearBuilt  YearRemodAdd  MasVnrArea  BsmtFinSF1  BsmtFinSF2  BsmtUnfSF  TotalBsmtSF  1stFlrSF  2ndFlrSF  LowQualFinSF  GrLivArea  BsmtFullBath  BsmtHalfBath  FullBath  HalfBath  BedroomAbvGr  KitchenAbvGr  TotRmsAbvGrd  Fireplaces  GarageYrBlt  GarageCars  GarageArea  WoodDeckSF  OpenPorchSF  EnclosedPorch  3SsnPorch  ScreenPorch  PoolArea  MiscVal  MoSold  YrSold  MSZoning_C (all)  MSZoning_FV  MSZoning_RH  MSZoning_RL  MSZoning_RM  Street_Grvl  Street_Pave  Alley_Grvl  Alley_Pave  LotShape_IR1  LotShape_IR2  LotShape_IR3  LotShape_Reg  LandContour_Bnk  LandContour_HLS  LandContour_Low  LandContour_Lvl  Utilities_AllPub  Utilities_NoSeWa  LotConfig_Corner  LotConfig_CulDSac  LotConfig_FR2  LotConfig_FR3  LotConfig_Inside  LandSlope_Gtl  LandSlope_Mod  LandSlope_Sev  Neighborhood_Blmngtn  Neighborhood_Blueste  Neighborhood_BrDale  Neighborhood_BrkSide  Neighborhood_ClearCr  Neighborhood_CollgCr  Neighborhood_Crawfor  Neighborhood_Edwards  Neighborhood_Gilbert  Neighborhood_IDOTRR  Neighborhood_MeadowV  Neighborhood_Mitchel  Neighborhood_NAmes  Neighborhood_NPkVill  Neighborhood_NWAmes  Neighborhood_NoRidge  Neighborhood_NridgHt  Neighborhood_OldTown  Neighborhood_SWISU  Neighborhood_Sawyer  Neighborhood_SawyerW  Neighborhood_Somerst  Neighborhood_StoneBr  Neighborhood_Timber  Neighborhood_Veenker  Condition1_Artery  Condition1_Feedr  Condition1_Norm  Condition1_PosA  Condition1_PosN  Condition1_RRAe  Condition1_RRAn  Condition1_RRNe  Condition1_RRNn  Condition2_Artery  Condition2_Feedr  Condition2_Norm  Condition2_PosA  Condition2_PosN  Condition2_RRAe  Condition2_RRAn  Condition2_RRNn  BldgType_1Fam  BldgType_2fmCon  BldgType_Duplex  BldgType_Twnhs  BldgType_TwnhsE  HouseStyle_1.5Fin  HouseStyle_1.5Unf  HouseStyle_1Story  HouseStyle_2.5Fin  HouseStyle_2.5Unf  HouseStyle_2Story  HouseStyle_SFoyer  HouseStyle_SLvl  RoofStyle_Flat  RoofStyle_Gable  RoofStyle_Gambrel  RoofStyle_Hip  RoofStyle_Mansard  RoofStyle_Shed  RoofMatl_ClyTile  RoofMatl_CompShg  RoofMatl_Membran  RoofMatl_Metal  RoofMatl_Roll  RoofMatl_Tar&Grv  RoofMatl_WdShake  RoofMatl_WdShngl  Exterior1st_AsbShng  Exterior1st_AsphShn  Exterior1st_BrkComm  Exterior1st_BrkFace  Exterior1st_CBlock  Exterior1st_CemntBd  Exterior1st_HdBoard  Exterior1st_ImStucc  Exterior1st_MetalSd  Exterior1st_Plywood  Exterior1st_Stone  Exterior1st_Stucco  Exterior1st_VinylSd  Exterior1st_Wd Sdng  Exterior1st_WdShing  Exterior2nd_AsbShng  Exterior2nd_AsphShn  Exterior2nd_Brk Cmn  Exterior2nd_BrkFace  Exterior2nd_CBlock  Exterior2nd_CmentBd  Exterior2nd_HdBoard  Exterior2nd_ImStucc  Exterior2nd_MetalSd  Exterior2nd_Other  Exterior2nd_Plywood  Exterior2nd_Stone  Exterior2nd_Stucco  Exterior2nd_VinylSd  Exterior2nd_Wd Sdng  Exterior2nd_Wd Shng  MasVnrType_BrkCmn  MasVnrType_BrkFace  MasVnrType_None  MasVnrType_Stone  ExterQual_Ex  ExterQual_Fa  ExterQual_Gd  ExterQual_TA  ExterCond_Ex  ExterCond_Fa  ExterCond_Gd  ExterCond_Po  ExterCond_TA  Foundation_BrkTil  Foundation_CBlock  Foundation_PConc  Foundation_Slab  Foundation_Stone  Foundation_Wood  BsmtQual_Ex  BsmtQual_Fa  BsmtQual_Gd  BsmtQual_TA  BsmtCond_Fa  BsmtCond_Gd  BsmtCond_Po  BsmtCond_TA  BsmtExposure_Av  BsmtExposure_Gd  BsmtExposure_Mn  BsmtExposure_No  BsmtFinType1_ALQ  BsmtFinType1_BLQ  BsmtFinType1_GLQ  BsmtFinType1_LwQ  BsmtFinType1_Rec  BsmtFinType1_Unf  BsmtFinType2_ALQ  BsmtFinType2_BLQ  BsmtFinType2_GLQ  BsmtFinType2_LwQ  BsmtFinType2_Rec  BsmtFinType2_Unf  Heating_Floor  Heating_GasA  Heating_GasW  Heating_Grav  Heating_OthW  Heating_Wall  HeatingQC_Ex  HeatingQC_Fa  HeatingQC_Gd  HeatingQC_Po  HeatingQC_TA  CentralAir_N  CentralAir_Y  Electrical_FuseA  Electrical_FuseF  Electrical_FuseP  Electrical_Mix  Electrical_SBrkr  KitchenQual_Ex  KitchenQual_Fa  KitchenQual_Gd  KitchenQual_TA  Functional_Maj1  Functional_Maj2  Functional_Min1  Functional_Min2  Functional_Mod  Functional_Sev  Functional_Typ  FireplaceQu_Ex  FireplaceQu_Fa  FireplaceQu_Gd  FireplaceQu_Po  FireplaceQu_TA  GarageType_2Types  GarageType_Attchd  GarageType_Basment  GarageType_BuiltIn  GarageType_CarPort  GarageType_Detchd  GarageFinish_Fin  GarageFinish_RFn  GarageFinish_Unf  GarageQual_Ex  GarageQual_Fa  GarageQual_Gd  GarageQual_Po  GarageQual_TA  GarageCond_Ex  GarageCond_Fa  GarageCond_Gd  GarageCond_Po  GarageCond_TA  PavedDrive_N  PavedDrive_P  PavedDrive_Y  PoolQC_Ex  PoolQC_Fa  PoolQC_Gd  Fence_GdPrv  Fence_GdWo  Fence_MnPrv  Fence_MnWw  MiscFeature_Gar2  MiscFeature_Othr  MiscFeature_Shed  MiscFeature_TenC  SaleType_COD  SaleType_CWD  SaleType_Con  SaleType_ConLD  SaleType_ConLI  SaleType_ConLw  SaleType_New  SaleType_Oth  SaleType_WD  SaleCondition_Abnorml  SaleCondition_AdjLand  SaleCondition_Alloca  SaleCondition_Family  SaleCondition_Normal  SaleCondition_Partial\n",
       "0          60         65.0     8450            7            5       2003          2003       196.0       706.0         0.0      150.0        856.0       856       854             0       1710           1.0           0.0         2         1             3             1             8           0       2003.0         2.0       548.0           0           61              0          0            0         0        0       2    2008                 0            0            0            1            0            0            1           0           0             0             0             0             1                0                0                0                1                 1                 0                 0                  0              0              0                 1              1              0              0                     0                     0                    0                     0                     0                     1                     0                     0                     0                    0                     0                     0                   0                     0                    0                     0                     0                     0                   0                    0                     0                     0                     0                    0                     0                  0                 0                1                0                0                0                0                0                0                  0                 0                1                0                0                0                0                0              1                0                0               0                0                  0                  0                  0                  0                  0                  1                  0                0               0                1                  0              0                  0               0                 0                 1                 0               0              0                 0                 0                 0                    0                    0                    0                    0                   0                    0                    0                    0                    0                    0                  0                   0                    1                    0                    0                    0                    0                    0                    0                   0                    0                    0                    0                    0                  0                    0                  0                   0                    1                    0                    0                  0                   1                0                 0             0             0             1             0             0             0             0             0             1                  0                  0                 1                0                 0                0            0            0            1            0            0            0            0            1                0                0                0                1                 0                 0                 1                 0                 0                 0                 0                 0                 0                 0                 0                 1              0             1             0             0             0             0             1             0             0             0             0             0             1                 0                 0                 0               0                 1               0               0               1               0                0                0                0                0               0               0               1               0               0               0               0               0                  0                  1                   0                   0                   0                  0                 0                 1                 0              0              0              0              0              1              0              0              0              0              1             0             0             1          0          0          0            0           0            0           0                 0                 0                 0                 0             0             0             0               0               0               0             0             0            1                      0                      0                     0                     0                     1                      0\n",
       "1          20         80.0     9600            6            8       1976          1976         0.0       978.0         0.0      284.0       1262.0      1262         0             0       1262           0.0           1.0         2         0             3             1             6           1       1976.0         2.0       460.0         298            0              0          0            0         0        0       5    2007                 0            0            0            1            0            0            1           0           0             0             0             0             1                0                0                0                1                 1                 0                 0                  0              1              0                 0              1              0              0                     0                     0                    0                     0                     0                     0                     0                     0                     0                    0                     0                     0                   0                     0                    0                     0                     0                     0                   0                    0                     0                     0                     0                    0                     1                  0                 1                0                0                0                0                0                0                0                  0                 0                1                0                0                0                0                0              1                0                0               0                0                  0                  0                  1                  0                  0                  0                  0                0               0                1                  0              0                  0               0                 0                 1                 0               0              0                 0                 0                 0                    0                    0                    0                    0                   0                    0                    0                    0                    1                    0                  0                   0                    0                    0                    0                    0                    0                    0                    0                   0                    0                    0                    0                    1                  0                    0                  0                   0                    0                    0                    0                  0                   0                1                 0             0             0             0             1             0             0             0             0             1                  0                  1                 0                0                 0                0            0            0            1            0            0            0            0            1                0                1                0                0                 1                 0                 0                 0                 0                 0                 0                 0                 0                 0                 0                 1              0             1             0             0             0             0             1             0             0             0             0             0             1                 0                 0                 0               0                 1               0               0               0               1                0                0                0                0               0               0               1               0               0               0               0               1                  0                  1                   0                   0                   0                  0                 0                 1                 0              0              0              0              0              1              0              0              0              0              1             0             0             1          0          0          0            0           0            0           0                 0                 0                 0                 0             0             0             0               0               0               0             0             0            1                      0                      0                     0                     0                     1                      0"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "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>MSSubClass</th>\n",
       "      <th>LotFrontage</th>\n",
       "      <th>LotArea</th>\n",
       "      <th>OverallQual</th>\n",
       "      <th>OverallCond</th>\n",
       "      <th>YearBuilt</th>\n",
       "      <th>YearRemodAdd</th>\n",
       "      <th>MasVnrArea</th>\n",
       "      <th>BsmtFinSF1</th>\n",
       "      <th>BsmtFinSF2</th>\n",
       "      <th>BsmtUnfSF</th>\n",
       "      <th>TotalBsmtSF</th>\n",
       "      <th>1stFlrSF</th>\n",
       "      <th>2ndFlrSF</th>\n",
       "      <th>LowQualFinSF</th>\n",
       "      <th>GrLivArea</th>\n",
       "      <th>BsmtFullBath</th>\n",
       "      <th>BsmtHalfBath</th>\n",
       "      <th>FullBath</th>\n",
       "      <th>HalfBath</th>\n",
       "      <th>BedroomAbvGr</th>\n",
       "      <th>KitchenAbvGr</th>\n",
       "      <th>TotRmsAbvGrd</th>\n",
       "      <th>Fireplaces</th>\n",
       "      <th>GarageYrBlt</th>\n",
       "      <th>GarageCars</th>\n",
       "      <th>GarageArea</th>\n",
       "      <th>WoodDeckSF</th>\n",
       "      <th>OpenPorchSF</th>\n",
       "      <th>EnclosedPorch</th>\n",
       "      <th>3SsnPorch</th>\n",
       "      <th>ScreenPorch</th>\n",
       "      <th>PoolArea</th>\n",
       "      <th>MiscVal</th>\n",
       "      <th>MoSold</th>\n",
       "      <th>YrSold</th>\n",
       "      <th>MSZoning_C (all)</th>\n",
       "      <th>MSZoning_FV</th>\n",
       "      <th>MSZoning_RH</th>\n",
       "      <th>MSZoning_RL</th>\n",
       "      <th>MSZoning_RM</th>\n",
       "      <th>Street_Grvl</th>\n",
       "      <th>Street_Pave</th>\n",
       "      <th>Alley_Grvl</th>\n",
       "      <th>Alley_Pave</th>\n",
       "      <th>LotShape_IR1</th>\n",
       "      <th>LotShape_IR2</th>\n",
       "      <th>LotShape_IR3</th>\n",
       "      <th>LotShape_Reg</th>\n",
       "      <th>LandContour_Bnk</th>\n",
       "      <th>LandContour_HLS</th>\n",
       "      <th>LandContour_Low</th>\n",
       "      <th>LandContour_Lvl</th>\n",
       "      <th>Utilities_AllPub</th>\n",
       "      <th>Utilities_NoSeWa</th>\n",
       "      <th>LotConfig_Corner</th>\n",
       "      <th>LotConfig_CulDSac</th>\n",
       "      <th>LotConfig_FR2</th>\n",
       "      <th>LotConfig_FR3</th>\n",
       "      <th>LotConfig_Inside</th>\n",
       "      <th>LandSlope_Gtl</th>\n",
       "      <th>LandSlope_Mod</th>\n",
       "      <th>LandSlope_Sev</th>\n",
       "      <th>Neighborhood_Blmngtn</th>\n",
       "      <th>Neighborhood_Blueste</th>\n",
       "      <th>Neighborhood_BrDale</th>\n",
       "      <th>Neighborhood_BrkSide</th>\n",
       "      <th>Neighborhood_ClearCr</th>\n",
       "      <th>Neighborhood_CollgCr</th>\n",
       "      <th>Neighborhood_Crawfor</th>\n",
       "      <th>Neighborhood_Edwards</th>\n",
       "      <th>Neighborhood_Gilbert</th>\n",
       "      <th>Neighborhood_IDOTRR</th>\n",
       "      <th>Neighborhood_MeadowV</th>\n",
       "      <th>Neighborhood_Mitchel</th>\n",
       "      <th>Neighborhood_NAmes</th>\n",
       "      <th>Neighborhood_NPkVill</th>\n",
       "      <th>Neighborhood_NWAmes</th>\n",
       "      <th>Neighborhood_NoRidge</th>\n",
       "      <th>Neighborhood_NridgHt</th>\n",
       "      <th>Neighborhood_OldTown</th>\n",
       "      <th>Neighborhood_SWISU</th>\n",
       "      <th>Neighborhood_Sawyer</th>\n",
       "      <th>Neighborhood_SawyerW</th>\n",
       "      <th>Neighborhood_Somerst</th>\n",
       "      <th>Neighborhood_StoneBr</th>\n",
       "      <th>Neighborhood_Timber</th>\n",
       "      <th>Neighborhood_Veenker</th>\n",
       "      <th>Condition1_Artery</th>\n",
       "      <th>Condition1_Feedr</th>\n",
       "      <th>Condition1_Norm</th>\n",
       "      <th>Condition1_PosA</th>\n",
       "      <th>Condition1_PosN</th>\n",
       "      <th>Condition1_RRAe</th>\n",
       "      <th>Condition1_RRAn</th>\n",
       "      <th>Condition1_RRNe</th>\n",
       "      <th>Condition1_RRNn</th>\n",
       "      <th>Condition2_Artery</th>\n",
       "      <th>Condition2_Feedr</th>\n",
       "      <th>Condition2_Norm</th>\n",
       "      <th>Condition2_PosA</th>\n",
       "      <th>Condition2_PosN</th>\n",
       "      <th>Condition2_RRAe</th>\n",
       "      <th>Condition2_RRAn</th>\n",
       "      <th>Condition2_RRNn</th>\n",
       "      <th>BldgType_1Fam</th>\n",
       "      <th>BldgType_2fmCon</th>\n",
       "      <th>BldgType_Duplex</th>\n",
       "      <th>BldgType_Twnhs</th>\n",
       "      <th>BldgType_TwnhsE</th>\n",
       "      <th>HouseStyle_1.5Fin</th>\n",
       "      <th>HouseStyle_1.5Unf</th>\n",
       "      <th>HouseStyle_1Story</th>\n",
       "      <th>HouseStyle_2.5Fin</th>\n",
       "      <th>HouseStyle_2.5Unf</th>\n",
       "      <th>HouseStyle_2Story</th>\n",
       "      <th>HouseStyle_SFoyer</th>\n",
       "      <th>HouseStyle_SLvl</th>\n",
       "      <th>RoofStyle_Flat</th>\n",
       "      <th>RoofStyle_Gable</th>\n",
       "      <th>RoofStyle_Gambrel</th>\n",
       "      <th>RoofStyle_Hip</th>\n",
       "      <th>RoofStyle_Mansard</th>\n",
       "      <th>RoofStyle_Shed</th>\n",
       "      <th>RoofMatl_ClyTile</th>\n",
       "      <th>RoofMatl_CompShg</th>\n",
       "      <th>RoofMatl_Membran</th>\n",
       "      <th>RoofMatl_Metal</th>\n",
       "      <th>RoofMatl_Roll</th>\n",
       "      <th>RoofMatl_Tar&amp;Grv</th>\n",
       "      <th>RoofMatl_WdShake</th>\n",
       "      <th>RoofMatl_WdShngl</th>\n",
       "      <th>Exterior1st_AsbShng</th>\n",
       "      <th>Exterior1st_AsphShn</th>\n",
       "      <th>Exterior1st_BrkComm</th>\n",
       "      <th>Exterior1st_BrkFace</th>\n",
       "      <th>Exterior1st_CBlock</th>\n",
       "      <th>Exterior1st_CemntBd</th>\n",
       "      <th>Exterior1st_HdBoard</th>\n",
       "      <th>Exterior1st_ImStucc</th>\n",
       "      <th>Exterior1st_MetalSd</th>\n",
       "      <th>Exterior1st_Plywood</th>\n",
       "      <th>Exterior1st_Stone</th>\n",
       "      <th>Exterior1st_Stucco</th>\n",
       "      <th>Exterior1st_VinylSd</th>\n",
       "      <th>Exterior1st_Wd Sdng</th>\n",
       "      <th>Exterior1st_WdShing</th>\n",
       "      <th>Exterior2nd_AsbShng</th>\n",
       "      <th>Exterior2nd_AsphShn</th>\n",
       "      <th>Exterior2nd_Brk Cmn</th>\n",
       "      <th>Exterior2nd_BrkFace</th>\n",
       "      <th>Exterior2nd_CBlock</th>\n",
       "      <th>Exterior2nd_CmentBd</th>\n",
       "      <th>Exterior2nd_HdBoard</th>\n",
       "      <th>Exterior2nd_ImStucc</th>\n",
       "      <th>Exterior2nd_MetalSd</th>\n",
       "      <th>Exterior2nd_Other</th>\n",
       "      <th>Exterior2nd_Plywood</th>\n",
       "      <th>Exterior2nd_Stone</th>\n",
       "      <th>Exterior2nd_Stucco</th>\n",
       "      <th>Exterior2nd_VinylSd</th>\n",
       "      <th>Exterior2nd_Wd Sdng</th>\n",
       "      <th>Exterior2nd_Wd Shng</th>\n",
       "      <th>MasVnrType_BrkCmn</th>\n",
       "      <th>MasVnrType_BrkFace</th>\n",
       "      <th>MasVnrType_None</th>\n",
       "      <th>MasVnrType_Stone</th>\n",
       "      <th>ExterQual_Ex</th>\n",
       "      <th>ExterQual_Fa</th>\n",
       "      <th>ExterQual_Gd</th>\n",
       "      <th>ExterQual_TA</th>\n",
       "      <th>ExterCond_Ex</th>\n",
       "      <th>ExterCond_Fa</th>\n",
       "      <th>ExterCond_Gd</th>\n",
       "      <th>ExterCond_Po</th>\n",
       "      <th>ExterCond_TA</th>\n",
       "      <th>Foundation_BrkTil</th>\n",
       "      <th>Foundation_CBlock</th>\n",
       "      <th>Foundation_PConc</th>\n",
       "      <th>Foundation_Slab</th>\n",
       "      <th>Foundation_Stone</th>\n",
       "      <th>Foundation_Wood</th>\n",
       "      <th>BsmtQual_Ex</th>\n",
       "      <th>BsmtQual_Fa</th>\n",
       "      <th>BsmtQual_Gd</th>\n",
       "      <th>BsmtQual_TA</th>\n",
       "      <th>BsmtCond_Fa</th>\n",
       "      <th>BsmtCond_Gd</th>\n",
       "      <th>BsmtCond_Po</th>\n",
       "      <th>BsmtCond_TA</th>\n",
       "      <th>BsmtExposure_Av</th>\n",
       "      <th>BsmtExposure_Gd</th>\n",
       "      <th>BsmtExposure_Mn</th>\n",
       "      <th>BsmtExposure_No</th>\n",
       "      <th>BsmtFinType1_ALQ</th>\n",
       "      <th>BsmtFinType1_BLQ</th>\n",
       "      <th>BsmtFinType1_GLQ</th>\n",
       "      <th>BsmtFinType1_LwQ</th>\n",
       "      <th>BsmtFinType1_Rec</th>\n",
       "      <th>BsmtFinType1_Unf</th>\n",
       "      <th>BsmtFinType2_ALQ</th>\n",
       "      <th>BsmtFinType2_BLQ</th>\n",
       "      <th>BsmtFinType2_GLQ</th>\n",
       "      <th>BsmtFinType2_LwQ</th>\n",
       "      <th>BsmtFinType2_Rec</th>\n",
       "      <th>BsmtFinType2_Unf</th>\n",
       "      <th>Heating_Floor</th>\n",
       "      <th>Heating_GasA</th>\n",
       "      <th>Heating_GasW</th>\n",
       "      <th>Heating_Grav</th>\n",
       "      <th>Heating_OthW</th>\n",
       "      <th>Heating_Wall</th>\n",
       "      <th>HeatingQC_Ex</th>\n",
       "      <th>HeatingQC_Fa</th>\n",
       "      <th>HeatingQC_Gd</th>\n",
       "      <th>HeatingQC_Po</th>\n",
       "      <th>HeatingQC_TA</th>\n",
       "      <th>CentralAir_N</th>\n",
       "      <th>CentralAir_Y</th>\n",
       "      <th>Electrical_FuseA</th>\n",
       "      <th>Electrical_FuseF</th>\n",
       "      <th>Electrical_FuseP</th>\n",
       "      <th>Electrical_Mix</th>\n",
       "      <th>Electrical_SBrkr</th>\n",
       "      <th>KitchenQual_Ex</th>\n",
       "      <th>KitchenQual_Fa</th>\n",
       "      <th>KitchenQual_Gd</th>\n",
       "      <th>KitchenQual_TA</th>\n",
       "      <th>Functional_Maj1</th>\n",
       "      <th>Functional_Maj2</th>\n",
       "      <th>Functional_Min1</th>\n",
       "      <th>Functional_Min2</th>\n",
       "      <th>Functional_Mod</th>\n",
       "      <th>Functional_Sev</th>\n",
       "      <th>Functional_Typ</th>\n",
       "      <th>FireplaceQu_Ex</th>\n",
       "      <th>FireplaceQu_Fa</th>\n",
       "      <th>FireplaceQu_Gd</th>\n",
       "      <th>FireplaceQu_Po</th>\n",
       "      <th>FireplaceQu_TA</th>\n",
       "      <th>GarageType_2Types</th>\n",
       "      <th>GarageType_Attchd</th>\n",
       "      <th>GarageType_Basment</th>\n",
       "      <th>GarageType_BuiltIn</th>\n",
       "      <th>GarageType_CarPort</th>\n",
       "      <th>GarageType_Detchd</th>\n",
       "      <th>GarageFinish_Fin</th>\n",
       "      <th>GarageFinish_RFn</th>\n",
       "      <th>GarageFinish_Unf</th>\n",
       "      <th>GarageQual_Ex</th>\n",
       "      <th>GarageQual_Fa</th>\n",
       "      <th>GarageQual_Gd</th>\n",
       "      <th>GarageQual_Po</th>\n",
       "      <th>GarageQual_TA</th>\n",
       "      <th>GarageCond_Ex</th>\n",
       "      <th>GarageCond_Fa</th>\n",
       "      <th>GarageCond_Gd</th>\n",
       "      <th>GarageCond_Po</th>\n",
       "      <th>GarageCond_TA</th>\n",
       "      <th>PavedDrive_N</th>\n",
       "      <th>PavedDrive_P</th>\n",
       "      <th>PavedDrive_Y</th>\n",
       "      <th>PoolQC_Ex</th>\n",
       "      <th>PoolQC_Fa</th>\n",
       "      <th>PoolQC_Gd</th>\n",
       "      <th>Fence_GdPrv</th>\n",
       "      <th>Fence_GdWo</th>\n",
       "      <th>Fence_MnPrv</th>\n",
       "      <th>Fence_MnWw</th>\n",
       "      <th>MiscFeature_Gar2</th>\n",
       "      <th>MiscFeature_Othr</th>\n",
       "      <th>MiscFeature_Shed</th>\n",
       "      <th>MiscFeature_TenC</th>\n",
       "      <th>SaleType_COD</th>\n",
       "      <th>SaleType_CWD</th>\n",
       "      <th>SaleType_Con</th>\n",
       "      <th>SaleType_ConLD</th>\n",
       "      <th>SaleType_ConLI</th>\n",
       "      <th>SaleType_ConLw</th>\n",
       "      <th>SaleType_New</th>\n",
       "      <th>SaleType_Oth</th>\n",
       "      <th>SaleType_WD</th>\n",
       "      <th>SaleCondition_Abnorml</th>\n",
       "      <th>SaleCondition_AdjLand</th>\n",
       "      <th>SaleCondition_Alloca</th>\n",
       "      <th>SaleCondition_Family</th>\n",
       "      <th>SaleCondition_Normal</th>\n",
       "      <th>SaleCondition_Partial</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>20</td>\n",
       "      <td>80.0</td>\n",
       "      <td>11622</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>1961</td>\n",
       "      <td>1961</td>\n",
       "      <td>0.0</td>\n",
       "      <td>468.0</td>\n",
       "      <td>144.0</td>\n",
       "      <td>270.0</td>\n",
       "      <td>882.0</td>\n",
       "      <td>896</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>896</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1961.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>730.0</td>\n",
       "      <td>140</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>120</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2010</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>20</td>\n",
       "      <td>81.0</td>\n",
       "      <td>14267</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>1958</td>\n",
       "      <td>1958</td>\n",
       "      <td>108.0</td>\n",
       "      <td>923.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>406.0</td>\n",
       "      <td>1329.0</td>\n",
       "      <td>1329</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1329</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1958.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>312.0</td>\n",
       "      <td>393</td>\n",
       "      <td>36</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>12500</td>\n",
       "      <td>6</td>\n",
       "      <td>2010</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   MSSubClass  LotFrontage  LotArea  OverallQual  OverallCond  YearBuilt  YearRemodAdd  MasVnrArea  BsmtFinSF1  BsmtFinSF2  BsmtUnfSF  TotalBsmtSF  1stFlrSF  2ndFlrSF  LowQualFinSF  GrLivArea  BsmtFullBath  BsmtHalfBath  FullBath  HalfBath  BedroomAbvGr  KitchenAbvGr  TotRmsAbvGrd  Fireplaces  GarageYrBlt  GarageCars  GarageArea  WoodDeckSF  OpenPorchSF  EnclosedPorch  3SsnPorch  ScreenPorch  PoolArea  MiscVal  MoSold  YrSold  MSZoning_C (all)  MSZoning_FV  MSZoning_RH  MSZoning_RL  MSZoning_RM  Street_Grvl  Street_Pave  Alley_Grvl  Alley_Pave  LotShape_IR1  LotShape_IR2  LotShape_IR3  LotShape_Reg  LandContour_Bnk  LandContour_HLS  LandContour_Low  LandContour_Lvl  Utilities_AllPub  Utilities_NoSeWa  LotConfig_Corner  LotConfig_CulDSac  LotConfig_FR2  LotConfig_FR3  LotConfig_Inside  LandSlope_Gtl  LandSlope_Mod  LandSlope_Sev  Neighborhood_Blmngtn  Neighborhood_Blueste  Neighborhood_BrDale  Neighborhood_BrkSide  Neighborhood_ClearCr  Neighborhood_CollgCr  Neighborhood_Crawfor  Neighborhood_Edwards  Neighborhood_Gilbert  Neighborhood_IDOTRR  Neighborhood_MeadowV  Neighborhood_Mitchel  Neighborhood_NAmes  Neighborhood_NPkVill  Neighborhood_NWAmes  Neighborhood_NoRidge  Neighborhood_NridgHt  Neighborhood_OldTown  Neighborhood_SWISU  Neighborhood_Sawyer  Neighborhood_SawyerW  Neighborhood_Somerst  Neighborhood_StoneBr  Neighborhood_Timber  Neighborhood_Veenker  Condition1_Artery  Condition1_Feedr  Condition1_Norm  Condition1_PosA  Condition1_PosN  Condition1_RRAe  Condition1_RRAn  Condition1_RRNe  Condition1_RRNn  Condition2_Artery  Condition2_Feedr  Condition2_Norm  Condition2_PosA  Condition2_PosN  Condition2_RRAe  Condition2_RRAn  Condition2_RRNn  BldgType_1Fam  BldgType_2fmCon  BldgType_Duplex  BldgType_Twnhs  BldgType_TwnhsE  HouseStyle_1.5Fin  HouseStyle_1.5Unf  HouseStyle_1Story  HouseStyle_2.5Fin  HouseStyle_2.5Unf  HouseStyle_2Story  HouseStyle_SFoyer  HouseStyle_SLvl  RoofStyle_Flat  RoofStyle_Gable  RoofStyle_Gambrel  RoofStyle_Hip  RoofStyle_Mansard  RoofStyle_Shed  RoofMatl_ClyTile  RoofMatl_CompShg  RoofMatl_Membran  RoofMatl_Metal  RoofMatl_Roll  RoofMatl_Tar&Grv  RoofMatl_WdShake  RoofMatl_WdShngl  Exterior1st_AsbShng  Exterior1st_AsphShn  Exterior1st_BrkComm  Exterior1st_BrkFace  Exterior1st_CBlock  Exterior1st_CemntBd  Exterior1st_HdBoard  Exterior1st_ImStucc  Exterior1st_MetalSd  Exterior1st_Plywood  Exterior1st_Stone  Exterior1st_Stucco  Exterior1st_VinylSd  Exterior1st_Wd Sdng  Exterior1st_WdShing  Exterior2nd_AsbShng  Exterior2nd_AsphShn  Exterior2nd_Brk Cmn  Exterior2nd_BrkFace  Exterior2nd_CBlock  Exterior2nd_CmentBd  Exterior2nd_HdBoard  Exterior2nd_ImStucc  Exterior2nd_MetalSd  Exterior2nd_Other  Exterior2nd_Plywood  Exterior2nd_Stone  Exterior2nd_Stucco  Exterior2nd_VinylSd  Exterior2nd_Wd Sdng  Exterior2nd_Wd Shng  MasVnrType_BrkCmn  MasVnrType_BrkFace  MasVnrType_None  MasVnrType_Stone  ExterQual_Ex  ExterQual_Fa  ExterQual_Gd  ExterQual_TA  ExterCond_Ex  ExterCond_Fa  ExterCond_Gd  ExterCond_Po  ExterCond_TA  Foundation_BrkTil  Foundation_CBlock  Foundation_PConc  Foundation_Slab  Foundation_Stone  Foundation_Wood  BsmtQual_Ex  BsmtQual_Fa  BsmtQual_Gd  BsmtQual_TA  BsmtCond_Fa  BsmtCond_Gd  BsmtCond_Po  BsmtCond_TA  BsmtExposure_Av  BsmtExposure_Gd  BsmtExposure_Mn  BsmtExposure_No  BsmtFinType1_ALQ  BsmtFinType1_BLQ  BsmtFinType1_GLQ  BsmtFinType1_LwQ  BsmtFinType1_Rec  BsmtFinType1_Unf  BsmtFinType2_ALQ  BsmtFinType2_BLQ  BsmtFinType2_GLQ  BsmtFinType2_LwQ  BsmtFinType2_Rec  BsmtFinType2_Unf  Heating_Floor  Heating_GasA  Heating_GasW  Heating_Grav  Heating_OthW  Heating_Wall  HeatingQC_Ex  HeatingQC_Fa  HeatingQC_Gd  HeatingQC_Po  HeatingQC_TA  CentralAir_N  CentralAir_Y  Electrical_FuseA  Electrical_FuseF  Electrical_FuseP  Electrical_Mix  Electrical_SBrkr  KitchenQual_Ex  KitchenQual_Fa  KitchenQual_Gd  KitchenQual_TA  Functional_Maj1  Functional_Maj2  Functional_Min1  Functional_Min2  Functional_Mod  Functional_Sev  Functional_Typ  FireplaceQu_Ex  FireplaceQu_Fa  FireplaceQu_Gd  FireplaceQu_Po  FireplaceQu_TA  GarageType_2Types  GarageType_Attchd  GarageType_Basment  GarageType_BuiltIn  GarageType_CarPort  GarageType_Detchd  GarageFinish_Fin  GarageFinish_RFn  GarageFinish_Unf  GarageQual_Ex  GarageQual_Fa  GarageQual_Gd  GarageQual_Po  GarageQual_TA  GarageCond_Ex  GarageCond_Fa  GarageCond_Gd  GarageCond_Po  GarageCond_TA  PavedDrive_N  PavedDrive_P  PavedDrive_Y  PoolQC_Ex  PoolQC_Fa  PoolQC_Gd  Fence_GdPrv  Fence_GdWo  Fence_MnPrv  Fence_MnWw  MiscFeature_Gar2  MiscFeature_Othr  MiscFeature_Shed  MiscFeature_TenC  SaleType_COD  SaleType_CWD  SaleType_Con  SaleType_ConLD  SaleType_ConLI  SaleType_ConLw  SaleType_New  SaleType_Oth  SaleType_WD  SaleCondition_Abnorml  SaleCondition_AdjLand  SaleCondition_Alloca  SaleCondition_Family  SaleCondition_Normal  SaleCondition_Partial\n",
       "0          20         80.0    11622            5            6       1961          1961         0.0       468.0       144.0      270.0        882.0       896         0             0        896           0.0           0.0         1         0             2             1             5           0       1961.0         1.0       730.0         140            0              0          0          120         0        0       6    2010                 0            0            1            0            0            0            1           0           0             0             0             0             1                0                0                0                1                 1                 0                 0                  0              0              0                 1              1              0              0                     0                     0                    0                     0                     0                     0                     0                     0                     0                    0                     0                     0                   1                     0                    0                     0                     0                     0                   0                    0                     0                     0                     0                    0                     0                  0                 1                0                0                0                0                0                0                0                  0                 0                1                0                0                0                0                0              1                0                0               0                0                  0                  0                  1                  0                  0                  0                  0                0               0                1                  0              0                  0               0                 0                 1                 0               0              0                 0                 0                 0                    0                    0                    0                    0                   0                    0                    0                    0                    0                    0                  0                   0                    1                    0                    0                    0                    0                    0                    0                   0                    0                    0                    0                    0                  0                    0                  0                   0                    1                    0                    0                  0                   0                1                 0             0             0             0             1             0             0             0             0             1                  0                  1                 0                0                 0                0            0            0            0            1            0            0            0            1                0                0                0                1                 0                 0                 0                 0                 1                 0                 0                 0                 0                 1                 0                 0              0             1             0             0             0             0             0             0             0             0             1             0             1                 0                 0                 0               0                 1               0               0               0               1                0                0                0                0               0               0               1               0               0               0               0               0                  0                  1                   0                   0                   0                  0                 0                 0                 1              0              0              0              0              1              0              0              0              0              1             0             0             1          0          0          0            0           0            1           0                 0                 0                 0                 0             0             0             0               0               0               0             0             0            1                      0                      0                     0                     0                     1                      0\n",
       "1          20         81.0    14267            6            6       1958          1958       108.0       923.0         0.0      406.0       1329.0      1329         0             0       1329           0.0           0.0         1         1             3             1             6           0       1958.0         1.0       312.0         393           36              0          0            0         0    12500       6    2010                 0            0            0            1            0            0            1           0           0             1             0             0             0                0                0                0                1                 1                 0                 1                  0              0              0                 0              1              0              0                     0                     0                    0                     0                     0                     0                     0                     0                     0                    0                     0                     0                   1                     0                    0                     0                     0                     0                   0                    0                     0                     0                     0                    0                     0                  0                 0                1                0                0                0                0                0                0                  0                 0                1                0                0                0                0                0              1                0                0               0                0                  0                  0                  1                  0                  0                  0                  0                0               0                0                  0              1                  0               0                 0                 1                 0               0              0                 0                 0                 0                    0                    0                    0                    0                   0                    0                    0                    0                    0                    0                  0                   0                    0                    1                    0                    0                    0                    0                    0                   0                    0                    0                    0                    0                  0                    0                  0                   0                    0                    1                    0                  0                   1                0                 0             0             0             0             1             0             0             0             0             1                  0                  1                 0                0                 0                0            0            0            0            1            0            0            0            1                0                0                0                1                 1                 0                 0                 0                 0                 0                 0                 0                 0                 0                 0                 1              0             1             0             0             0             0             0             0             0             0             1             0             1                 0                 0                 0               0                 1               0               0               1               0                0                0                0                0               0               0               1               0               0               0               0               0                  0                  1                   0                   0                   0                  0                 0                 0                 1              0              0              0              0              1              0              0              0              0              1             0             0             1          0          0          0            0           0            0           0                 1                 0                 0                 0             0             0             0               0               0               0             0             0            1                      0                      0                     0                     0                     1                      0"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "0    208500\n",
       "1    181500\n",
       "2    223500\n",
       "3    140000\n",
       "4    250000\n",
       "Name: SalePrice, dtype: int64"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#training data \n",
    "X_train = train2.copy()\n",
    "X_train.head(2)\n",
    "\n",
    "y_train = train.SalePrice\n",
    "\n",
    "#testing data \n",
    "X_test = test2.copy()\n",
    "\n",
    "X_test.head(2)\n",
    "\n",
    "y_train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Linear Regression**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LinearRegression()"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "array([208597.94240328, 205674.47960652, 205624.51964122, 164869.43519671,\n",
       "       292206.14253262])"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lin_reg = LinearRegression()\n",
    "lin_reg.fit(X_train,y_train)\n",
    "lin_reg.predict(X_train[0:5])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "35559.338566398175"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rmse_cv(lin_reg).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-1333742484.9679089\n"
     ]
    }
   ],
   "source": [
    "MSEs = cross_val_score(lin_reg, X_train, y_train, scoring='neg_mean_squared_error', cv=5)\n",
    "mean_MSE = np.mean(MSEs)\n",
    "print(mean_MSE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Lasso**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "from sklearn.linear_model import Lasso\n",
    "#Lasso = Lasso(alpha=1)\n",
    "#Lasso.fit(X_train, y_train)\n",
    "#Lasso.predict(X_train[0:5])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "#print(\"rmse_cv\",rmse_cv(Lasso).mean(),\"\\nmean SalePrice=\",train['SalePrice'].mean())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import StandardScaler\n",
    "scaler = StandardScaler()\n",
    "X_train2 = scaler.fit_transform(X_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "GridSearchCV(cv=5, estimator=Lasso(), param_grid={'alpha': [157.1]},\n",
       "             scoring='neg_mean_squared_error')"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'alpha': 157.1}\n",
      "-987484683.1772629\n"
     ]
    }
   ],
   "source": [
    "#Lasso attempt 2\n",
    "Lasso2 = Lasso()\n",
    "\n",
    "parameters_lasso = {'alpha': [157.1]}\n",
    "\n",
    "lasso_regr = GridSearchCV(Lasso2, parameters_lasso, scoring='neg_mean_squared_error', cv = 5)\n",
    "\n",
    "lasso_regr.fit(X_train, y_train)\n",
    "\n",
    "print(lasso_regr.best_params_)\n",
    "print(lasso_regr.best_score_)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:529: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 242744385481.50397, tolerance: 759214014.2531197\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:529: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 207710870779.9278, tolerance: 728773513.025937\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:529: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 189046424628.1979, tolerance: 699031751.5199751\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:529: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 244179850897.8438, tolerance: 770619031.1834062\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:529: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 234056121881.07455, tolerance: 724930391.3116124\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:529: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 239939148877.3864, tolerance: 759214014.2531197\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:529: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 206556270952.843, tolerance: 728773513.025937\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:529: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 186783390909.30338, tolerance: 699031751.5199751\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:529: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 243085841374.0828, tolerance: 770619031.1834062\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:529: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 228898986497.85004, tolerance: 724930391.3116124\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:529: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 214290130582.66397, tolerance: 759214014.2531197\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:529: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 195486750548.64923, tolerance: 728773513.025937\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:529: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 166131914732.3835, tolerance: 699031751.5199751\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:529: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 232506407451.06265, tolerance: 770619031.1834062\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:529: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 183847184953.25952, tolerance: 724930391.3116124\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:529: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 87117728449.71826, tolerance: 759214014.2531197\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:529: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 119275771087.07545, tolerance: 728773513.025937\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:529: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 66291315853.5661, tolerance: 699031751.5199751\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:529: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 154504134151.92566, tolerance: 770619031.1834062\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:529: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 38261096699.52356, tolerance: 724930391.3116124\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:529: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2132951016.439331, tolerance: 759214014.2531197\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:529: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7953289611.675598, tolerance: 728773513.025937\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:529: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2318891933.2269287, tolerance: 699031751.5199751\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:529: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12334003926.759216, tolerance: 770619031.1834062\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:529: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 912949790.357605, tolerance: 724930391.3116124\n",
      "  model = cd_fast.enet_coordinate_descent(\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:529: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 974065036.6386719, tolerance: 759214014.2531197\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:529: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1750320678.671997, tolerance: 728773513.025937\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:529: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1405457014.0281372, tolerance: 699031751.5199751\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:529: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1335751224.1851196, tolerance: 770619031.1834062\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:529: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2726919951.742798, tolerance: 759214014.2531197\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:529: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2542385933.0266113, tolerance: 728773513.025937\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:529: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2082345619.755188, tolerance: 699031751.5199751\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:529: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1938165616.9229126, tolerance: 770619031.1834062\n",
      "  model = cd_fast.enet_coordinate_descent(\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "GridSearchCV(cv=5, estimator=Lasso(),\n",
       "             param_grid={'alpha': [0.001, 0.01, 0.1, 1, 10, 20, 50, 100, 157.1,\n",
       "                                   160]},\n",
       "             scoring='neg_mean_squared_error')"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'alpha': 160}\n",
      "-1144904137.6476693\n"
     ]
    }
   ],
   "source": [
    "#Lasso attempt 3\n",
    "Lasso2 = Lasso()\n",
    "\n",
    "parameters_lasso2 = {'alpha': [0.001,0.01,.1,1,10,20,50,100,157.1,160]}\n",
    "\n",
    "lasso_regr2 = GridSearchCV(Lasso2, parameters_lasso2, scoring='neg_mean_squared_error', cv = 5)\n",
    "\n",
    "lasso_regr2.fit(X_train2, y_train)\n",
    "\n",
    "print(lasso_regr2.best_params_)\n",
    "print(lasso_regr2.best_score_)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Ridge**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "ridge_reg = Ridge(alpha=20, solver=\"cholesky\", random_state=42)\n",
    "ridge_reg.fit(X_train, y_train)\n",
    "ridge_reg.predict(X_train[0:5])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "rmse_cv(ridge_reg).mean()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "sgd_reg = SGDRegressor(max_iter=50, tol=-np.infty, penalty=\"l2\", random_state=42)\n",
    "sgd_reg.fit(X_train, y_train.ravel())\n",
    "sgd_reg.predict(X_train[0:5])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "rmse_cv(sgd_reg).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#https://towardsdatascience.com/how-to-perform-lasso-and-ridge-regression-in-python-3b3b75541ad8\n",
    "#find best parameter and best MSE\n",
    "\n",
    "parameters = {'alpha': [0.000000000000001, 0.0000000001, 0.00000001, 0.0001, 0.001, 0.01, 0.1, 1, 5, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 50, 100]}\n",
    "\n",
    "ridge = Ridge()\n",
    "\n",
    "ridge_regressor = GridSearchCV(ridge, parameters, scoring='neg_mean_squared_error', cv=5)\n",
    "\n",
    "ridge_regressor.fit(X_train, y_train)\n",
    "\n",
    "print(ridge_regressor.best_params_)\n",
    "print(ridge_regressor.best_score_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#sanity check\n",
    "ridgepredict = ridge_regressor.predict(X_test)\n",
    "ridgepredict"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1461</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Id\n",
       "0  1461"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
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       "      <th>Id</th>\n",
       "    </tr>\n",
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       "      <th>1457</th>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>1458</th>\n",
       "      <td>2919</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Id\n",
       "1454  2915\n",
       "1455  2916\n",
       "1456  2917\n",
       "1457  2918\n",
       "1458  2919"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dflist = pd.DataFrame(data = range(1461,2920), columns=['Id'])\n",
    "dflist.head(1)\n",
    "dflist.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SalePrice</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1454</th>\n",
       "      <td>6.386147e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1455</th>\n",
       "      <td>6.648379e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1456</th>\n",
       "      <td>1.903522e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1457</th>\n",
       "      <td>1.156470e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1458</th>\n",
       "      <td>1.465092e+08</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         SalePrice\n",
       "1454  6.386147e+07\n",
       "1455  6.648379e+07\n",
       "1456  1.903522e+08\n",
       "1457  1.156470e+08\n",
       "1458  1.465092e+08"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Submission 4 (refined submission 3)\n",
    "output_lasso = pd.DataFrame(lasso_regr2.predict(X_test), columns=['SalePrice'])\n",
    "output_lasso.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Id</th>\n",
       "      <th>SalePrice</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1454</th>\n",
       "      <td>2915</td>\n",
       "      <td>6.386147e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1455</th>\n",
       "      <td>2916</td>\n",
       "      <td>6.648379e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1456</th>\n",
       "      <td>2917</td>\n",
       "      <td>1.903522e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1457</th>\n",
       "      <td>2918</td>\n",
       "      <td>1.156470e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1458</th>\n",
       "      <td>2919</td>\n",
       "      <td>1.465092e+08</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Id     SalePrice\n",
       "1454  2915  6.386147e+07\n",
       "1455  2916  6.648379e+07\n",
       "1456  2917  1.903522e+08\n",
       "1457  2918  1.156470e+08\n",
       "1458  2919  1.465092e+08"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Submission 4\n",
    "output3_lasso = pd.concat([dflist,output_lasso], axis = 1)\n",
    "output3_lasso.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Submission 4\n",
    "output3_lasso.to_csv(r'/Users/vincentpun/Documents/Northwestern/MSDS 422/Module 2/output-submission-REFINED2.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Retired Code**"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "#Attempt 1\n",
    "output = pd.DataFrame(ridge_reg.predict(X_test), columns=['SalePrice'])\n",
    "output.tail()"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "#Attempt 1\n",
    "output2 = pd.concat([dflist,output], axis = 1)\n",
    "output2.tail()"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "#Attempt 1\n",
    "output2.to_csv(r'/Users/vincentpun/Documents/Northwestern/MSDS 422/Module 2/output-submission.csv')"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "#Submission 2\n",
    "output_ridge = pd.DataFrame(ridge_regressor.predict(X_test), columns=['SalePrice'])\n",
    "output_ridge.tail()"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "#Submission 2\n",
    "output2_ridge = pd.concat([dflist,output_ridge], axis = 1)\n",
    "output2_ridge.tail()"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "#Submission 2\n",
    "output2_ridge.to_csv(r'/Users/vincentpun/Documents/Northwestern/MSDS 422/Module 2/output-submission-REFINED1.csv')"
   ]
  }
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