code_notebook.ipynb

{
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   "source": [
    "# Stat 159 Group 20 Project\n",
    "# Housing Prices Prediction\n",
    "\n",
    "[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/UCB-stat-159-s23/project-Group20/HEAD)\n",
    "\n",
    "## Introduction\n",
    "\n",
    "This project explores factors that impact the housing price, such as demographic, socioeconomic, and environmental factors. The dataset is obtained from a [Kaggle tutorial competition](https://www.kaggle.com/code/gusthema/house-prices-prediction-using-tfdf). The study starts with a introduction with a brief overview of the project's objectives and the data sources used in the analysis. Then, we did data import and data cleaning. We created a 70/30 training/test dataset. For exploratory data analysis (EDA), we conducted descriptive statistics and visualizations, such as bar charts, histograms, and scatter plots. With the plots from EDA, we did feature selection to select the most relevant features for modeling using correlation analysis, feature importance techniques, and domain knowledge. \n",
    "\n",
    "We also conduct a simple ordinary least squares (OLS) regression to predict the outcome of interest using a subset of features. Then, we compared model performance using evaluation metrics such as R-squared, mean squared error, and mean absolute error. We provided the necessary packages and tests for this project, as well as the datasets and plots."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b94291af-e5d5-4e2b-9d2f-6ecd43bc186e",
   "metadata": {
    "tags": [],
    "user_expressions": []
   },
   "source": [
    "## Importing Libraries and Loading data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "4fa6d635-58dc-4df4-a616-1c9f693d188b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import statsmodels.formula.api as smf\n",
    "from sklearn.model_selection import train_test_split\n",
    "from tools import utils"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "be27b573-75ef-4c8d-a5f3-31eaf0fa03bd",
   "metadata": {
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   },
   "source": [
    "The data are split into training and test sets with 1,460 and 1,459 observations, respectively."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "44c423fe-0446-4bb2-a1f8-31c476ff7dc1",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_csv(\"data/train.csv\")\n",
    "test = pd.read_csv(\"data/test.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c719724c-418f-4bb0-a62b-01056fafc59b",
   "metadata": {
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   },
   "source": [
    "## Basic Data Exploration\n",
    "\n",
    "First we take a simple look at the Pandas dataframe and its features."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "a29c3ee6-17aa-447b-82b0-89fdf126233b",
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   "outputs": [
    {
     "data": {
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       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Id</th>\n",
       "      <th>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>...</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>...</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",
       "    </tr>\n",
       "    <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>...</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>...</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>...</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>...</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",
       "<p>5 rows × 81 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Id  MSSubClass MSZoning  LotFrontage  LotArea Street Alley LotShape  \\\n",
       "0   1          60       RL         65.0     8450   Pave   NaN      Reg   \n",
       "1   2          20       RL         80.0     9600   Pave   NaN      Reg   \n",
       "2   3          60       RL         68.0    11250   Pave   NaN      IR1   \n",
       "3   4          70       RL         60.0     9550   Pave   NaN      IR1   \n",
       "4   5          60       RL         84.0    14260   Pave   NaN      IR1   \n",
       "\n",
       "  LandContour Utilities  ... PoolArea PoolQC Fence MiscFeature MiscVal MoSold  \\\n",
       "0         Lvl    AllPub  ...        0    NaN   NaN         NaN       0      2   \n",
       "1         Lvl    AllPub  ...        0    NaN   NaN         NaN       0      5   \n",
       "2         Lvl    AllPub  ...        0    NaN   NaN         NaN       0      9   \n",
       "3         Lvl    AllPub  ...        0    NaN   NaN         NaN       0      2   \n",
       "4         Lvl    AllPub  ...        0    NaN   NaN         NaN       0     12   \n",
       "\n",
       "  YrSold  SaleType  SaleCondition  SalePrice  \n",
       "0   2008        WD         Normal     208500  \n",
       "1   2007        WD         Normal     181500  \n",
       "2   2008        WD         Normal     223500  \n",
       "3   2006        WD        Abnorml     140000  \n",
       "4   2008        WD         Normal     250000  \n",
       "\n",
       "[5 rows x 81 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "845a27e0-9605-4510-baea-a7edd549e0ea",
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   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1460, 81)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1f8d0fbd-e1d0-4156-9aa0-b9cd44b851eb",
   "metadata": {
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   },
   "source": [
    "The training set consists of 81 columns, of which the last one, `SalePrice` is the response variable."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "506b4784-8115-449b-8a7f-3e3597602ab5",
   "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": [
    "data.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "11e64166-e5ac-4d80-9d71-be6becd87250",
   "metadata": {
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   },
   "source": [
    "## Data Cleaning\n",
    "\n",
    "Now that we have an idea of what the data looks like, we will clean the dataset for analysis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "5e27aaad-5f80-4f97-9746-b5065c9e4e3f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PoolQC          1453\n",
       "MiscFeature     1406\n",
       "Alley           1369\n",
       "Fence           1179\n",
       "FireplaceQu      690\n",
       "LotFrontage      259\n",
       "GarageYrBlt       81\n",
       "GarageCond        81\n",
       "GarageType        81\n",
       "GarageFinish      81\n",
       "GarageQual        81\n",
       "BsmtFinType2      38\n",
       "BsmtExposure      38\n",
       "BsmtQual          37\n",
       "BsmtCond          37\n",
       "BsmtFinType1      37\n",
       "MasVnrArea         8\n",
       "MasVnrType         8\n",
       "Electrical         1\n",
       "Id                 0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# See how many null values are in each column\n",
    "data.isnull().sum().sort_values(ascending=False).head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "dae4c755-644e-4044-a442-64adc6b7a91a",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_8132/648256266.py:3: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  data_cleaned.drop(['Id'], axis=1, inplace=True)\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>MSSubClass</th>\n",
       "      <th>MSZoning</th>\n",
       "      <th>LotFrontage</th>\n",
       "      <th>LotArea</th>\n",
       "      <th>Street</th>\n",
       "      <th>LotShape</th>\n",
       "      <th>LandContour</th>\n",
       "      <th>Utilities</th>\n",
       "      <th>LotConfig</th>\n",
       "      <th>LandSlope</th>\n",
       "      <th>...</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>SaleType</th>\n",
       "      <th>SaleCondition</th>\n",
       "      <th>SalePrice</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>65.0</td>\n",
       "      <td>8450</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>...</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>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>208500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>80.0</td>\n",
       "      <td>9600</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>FR2</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>...</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>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>181500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>68.0</td>\n",
       "      <td>11250</td>\n",
       "      <td>Pave</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>...</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",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>223500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>70</td>\n",
       "      <td>RL</td>\n",
       "      <td>60.0</td>\n",
       "      <td>9550</td>\n",
       "      <td>Pave</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Corner</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>...</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",
       "      <td>WD</td>\n",
       "      <td>Abnorml</td>\n",
       "      <td>140000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>84.0</td>\n",
       "      <td>14260</td>\n",
       "      <td>Pave</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>FR2</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>...</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",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>250000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 75 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   MSSubClass MSZoning  LotFrontage  LotArea Street LotShape LandContour  \\\n",
       "0          60       RL         65.0     8450   Pave      Reg         Lvl   \n",
       "1          20       RL         80.0     9600   Pave      Reg         Lvl   \n",
       "2          60       RL         68.0    11250   Pave      IR1         Lvl   \n",
       "3          70       RL         60.0     9550   Pave      IR1         Lvl   \n",
       "4          60       RL         84.0    14260   Pave      IR1         Lvl   \n",
       "\n",
       "  Utilities LotConfig LandSlope  ... EnclosedPorch 3SsnPorch ScreenPorch  \\\n",
       "0    AllPub    Inside       Gtl  ...             0         0           0   \n",
       "1    AllPub       FR2       Gtl  ...             0         0           0   \n",
       "2    AllPub    Inside       Gtl  ...             0         0           0   \n",
       "3    AllPub    Corner       Gtl  ...           272         0           0   \n",
       "4    AllPub       FR2       Gtl  ...             0         0           0   \n",
       "\n",
       "  PoolArea MiscVal  MoSold  YrSold  SaleType  SaleCondition SalePrice  \n",
       "0        0       0       2    2008        WD         Normal    208500  \n",
       "1        0       0       5    2007        WD         Normal    181500  \n",
       "2        0       0       9    2008        WD         Normal    223500  \n",
       "3        0       0       2    2006        WD        Abnorml    140000  \n",
       "4        0       0      12    2008        WD         Normal    250000  \n",
       "\n",
       "[5 rows x 75 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# drop columns with > 60% NaNs\n",
    "data_cleaned = data[[column for column in data if data[column].count() / len(data) >= 0.6]]\n",
    "data_cleaned.drop(['Id'], axis=1, inplace=True)\n",
    "data_cleaned.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "15d581a1-abcb-49c0-9eb3-4df797aeebf9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Id , \n",
      "Alley , \n",
      "FireplaceQu , \n",
      "PoolQC , \n",
      "Fence , \n",
      "MiscFeature , \n"
     ]
    }
   ],
   "source": [
    "# print dropped features\n",
    "for column in data.columns:\n",
    "    if column not in data_cleaned.columns:\n",
    "        print(column, \", \")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "935c8f59-39b6-4ac3-a1ce-ae4c5acb6b54",
   "metadata": {
    "user_expressions": []
   },
   "source": [
    "We remove columns that have a lot of `NaN` values since we will not be able to make good predictions with a lot of missing data. We also drop the `Id` columns since it does not affect the housing price.\n",
    "\n",
    "Now the DataFrame consists of 79 predictors and our response variable `SalePrice`."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3b394bc2-37f6-4172-9943-51d1a578da5c",
   "metadata": {
    "user_expressions": []
   },
   "source": [
    "## Exploratory Data Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "78eb8c0b-3c09-46c0-9dec-33b758226df3",
   "metadata": {
    "user_expressions": []
   },
   "source": [
    "### Distribution of Sale Price and Sale Price Statistics\n",
    "\n",
    "We create a distribution plot of the `SalePrice` column from `data_cleaned` to have an understanding of the overall pattern."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "984a389a-5864-409a-a0c3-3c2ace9c0499",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "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\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_8132/1936500381.py:2: UserWarning: \n",
      "\n",
      "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n",
      "\n",
      "Please adapt your code to use either `displot` (a figure-level function with\n",
      "similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "\n",
      "For a guide to updating your code to use the new functions, please see\n",
      "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n",
      "\n",
      "  Data_SalePrice = sns.distplot(data_cleaned['SalePrice'])\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(data_cleaned['SalePrice'].describe())\n",
    "Data_SalePrice = sns.distplot(data_cleaned['SalePrice'])\n",
    "fig = Data_SalePrice.get_figure()\n",
    "fig.savefig('figures/Data_SalePrice.jpg')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "68f7ba82-5939-4a38-b18a-42f7a025a54d",
   "metadata": {
    "user_expressions": []
   },
   "source": [
    "Based the on the plot shown above, the distribution of the `SalePrice` column appears to be right-skewed, indicating that the majority of the sale prices are concentrated towards the lower end of the price range, with some higher-priced outliers.\n",
    "\n",
    "### Distribution of Other Features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "7ba350d6-98df-4076-b65e-ed72c1cc92d2",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Selecting only numerical data types for graphing and correlation\n",
    "numerics = ['int16', 'int32', 'int64', 'float16', 'float32', 'float64']\n",
    "data_cleaned_numerical = data_cleaned.select_dtypes(include=numerics)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "5b6ad5f0-e09e-4155-8b0d-b1d9fa91c8a5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x2000 with 42 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "feature_histograms = data_cleaned_numerical.hist(figsize=(16, 20), bins=50)\n",
    "plt.savefig('figures/feature_histograms.jpg')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "23bde1aa-468e-427f-b9d2-6869332f4060",
   "metadata": {
    "user_expressions": []
   },
   "source": [
    "### Feature Correlation Heatmap\n",
    "\n",
    "We use a heatmap to see which numeric variables have a high correlation with `SalePrice`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "4ec20abd-9815-427d-95d4-55965db1bab3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a copy of the numerical variables DataFrame\n",
    "all_numVar = data_cleaned_numerical.copy()\n",
    "\n",
    "# Compute correlations of all numerical variables\n",
    "cor_numVar = all_numVar.corr() \n",
    "\n",
    "# Sort on decreasing correlations with 'SalePrice'\n",
    "cor_sorted = cor_numVar['SalePrice'].sort_values(ascending=False)\n",
    "\n",
    "# Select only high correlations (a threshold of 0.6)\n",
    "CorHigh = cor_sorted[abs(cor_sorted) > 0.6].index\n",
    "\n",
    "# Subset the correlation matrix for high correlations only\n",
    "cor_numVar = cor_numVar.loc[CorHigh, CorHigh]\n",
    "\n",
    "# Plot the correlation matrix using a heatmap\n",
    "heatmap = sns.heatmap(cor_numVar, annot=True, cmap='coolwarm', center=0)\n",
    "plt.xticks(rotation=45) \n",
    "plt.yticks(rotation=0)  \n",
    "\n",
    "plt.savefig('figures/heatmap.jpg')  # Save the figure as an image\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b5cc53ec-b9ee-47e3-8c20-70aac98c60b8",
   "metadata": {
    "user_expressions": []
   },
   "source": [
    "This heatmap shows the six variables that have a high correlation with the response variable `SalePrice`, suggesting their potential importance in predicting house sale prices. \n",
    "\n",
    "From the plot, we can observe that some variables are highly correlated with each other. For instance, the correlation between `GarageArea` and `GarageCars` is extremely high with a correlation coefficient of 0.88. This high correlation suggests the presence of multicollinearity between these two variables."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "978279b1-2d6d-439c-9374-669ca8c32b36",
   "metadata": {
    "user_expressions": []
   },
   "source": [
    "### 2D Projections of Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "9546c0c5-94fe-4667-8998-89b0d0c2ce03",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,10))\n",
    "plt.scatter(x='OverallQual',y='SalePrice',data=data)\n",
    "plt.xlabel('OverallQual')\n",
    "plt.ylabel('SalePrice')\n",
    "plt.title('OverallQual vs SalePrice')\n",
    "plt.savefig('figures/OverallQual_v_SalePrice.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "dbef8bfc-496d-43eb-b2a2-201ccb9fee1f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,10))\n",
    "plt.scatter(x='GrLivArea',y='SalePrice',data=data)\n",
    "plt.xlabel('GrLivArea')\n",
    "plt.ylabel('SalePrice')\n",
    "plt.title('GrLivArea vs SalePrice')\n",
    "plt.savefig('figures/GrLivArea_v_SalePrice.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "5a738e44-6856-465b-b745-89208b588fdc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,10))\n",
    "plt.scatter(x='GarageCars',y='SalePrice',data=data)\n",
    "plt.xlabel('GarageCars')\n",
    "plt.ylabel('SalePrice')\n",
    "plt.title('GarageCars vs SalePrice')\n",
    "plt.savefig('figures/GarageCars_v_SalePrice.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "7a3b8daf-38fd-4d81-8c6b-7aa810efbb1a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,10))\n",
    "plt.scatter(x='GarageArea',y='SalePrice',data=data)\n",
    "plt.xlabel('GarageArea')\n",
    "plt.ylabel('SalePrice')\n",
    "plt.title('GarageArea vs SalePrice')\n",
    "plt.savefig('figures/GarageArea_v_SalePrice.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "66d42d17-15ce-4795-a35f-26e53ee7ec2b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,10))\n",
    "plt.scatter(x='TotalBsmtSF',y='SalePrice',data=data)\n",
    "plt.xlabel('TotalBsmtSF')\n",
    "plt.ylabel('SalePrice')\n",
    "plt.title('TotalBsmtSF vs SalePrice')\n",
    "plt.savefig('figures/TotalBsmtSF_v_SalePrice.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "214fbdec-212b-4f9e-a31a-e6134af7c25f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,10))\n",
    "plt.scatter(x='1stFlrSF',y='SalePrice',data=data)\n",
    "plt.xlabel('1stFlrSF')\n",
    "plt.ylabel('SalePrice')\n",
    "plt.title('1stFlrSF vs SalePrice')\n",
    "plt.savefig('figures/1stFlrSF_v_SalePrice.jpg')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d941ab34-2e4f-4ecf-b623-e911030e2630",
   "metadata": {
    "user_expressions": []
   },
   "source": [
    "## Ordinary Least Squares (OLS) Regression\n",
    "\n",
    "We create a simple OLS regression model to predict the sale price of a given home."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "5abffd36-df38-482d-8c7d-b7b1731e0c46",
   "metadata": {},
   "outputs": [],
   "source": [
    "training_data, testing_data = train_test_split(data_cleaned_numerical, test_size=1/3, random_state=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "59adef81-faf7-4fbc-8069-bfe5d848a202",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                            OLS Regression Results                            \n",
      "==============================================================================\n",
      "Dep. Variable:              SalePrice   R-squared:                       0.788\n",
      "Model:                            OLS   Adj. R-squared:                  0.786\n",
      "Method:                 Least Squares   F-statistic:                     597.3\n",
      "Date:                Thu, 11 May 2023   Prob (F-statistic):          6.11e-321\n",
      "Time:                        01:20:29   Log-Likelihood:                -11599.\n",
      "No. Observations:                 973   AIC:                         2.321e+04\n",
      "Df Residuals:                     966   BIC:                         2.325e+04\n",
      "Df Model:                           6                                         \n",
      "Covariance Type:            nonrobust                                         \n",
      "=================================================================================\n",
      "                    coef    std err          t      P>|t|      [0.025      0.975]\n",
      "---------------------------------------------------------------------------------\n",
      "Intercept     -1.082e+05   5727.302    -18.886      0.000   -1.19e+05   -9.69e+04\n",
      "OverallQual    2.269e+04   1248.358     18.173      0.000    2.02e+04    2.51e+04\n",
      "GrLivArea        47.8625      3.113     15.374      0.000      41.753      53.972\n",
      "GarageCars     3148.4501   3783.303      0.832      0.406   -4275.990    1.06e+04\n",
      "GarageArea       54.8435     13.012      4.215      0.000      29.308      80.379\n",
      "TotalBsmtSF      32.7582      5.075      6.455      0.000      22.800      42.717\n",
      "Q(\"1stFlrSF\")    10.5651      5.697      1.854      0.064      -0.615      21.745\n",
      "==============================================================================\n",
      "Omnibus:                      224.703   Durbin-Watson:                   1.988\n",
      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):             8675.497\n",
      "Skew:                           0.144   Prob(JB):                         0.00\n",
      "Kurtosis:                      17.626   Cond. No.                     1.15e+04\n",
      "==============================================================================\n",
      "\n",
      "Notes:\n",
      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
      "[2] The condition number is large, 1.15e+04. This might indicate that there are\n",
      "strong multicollinearity or other numerical problems.\n"
     ]
    }
   ],
   "source": [
    "ols = smf.ols(formula = 'SalePrice ~ OverallQual + GrLivArea + GarageCars + \\\n",
    "                        GarageArea + TotalBsmtSF + Q(\"1stFlrSF\")', \n",
    "              data = training_data).fit()\n",
    "print(ols.summary())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "31bf165c-ef01-4e7d-8a27-3bfeb4d897b1",
   "metadata": {},
   "outputs": [],
   "source": [
    "y_train = training_data['SalePrice']\n",
    "X_train = training_data.drop(['SalePrice'], axis=1)\n",
    "y_test = testing_data['SalePrice']\n",
    "X_test = testing_data.drop(['SalePrice'], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "542c74f5-4b08-439a-8719-08ed7213c744",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "OLS OSR2: 0.6944466034901211\n",
      "OLS MAE: 25351.73544647477\n"
     ]
    }
   ],
   "source": [
    "ols_osr2 = utils.OSR2(ols, X_test, y_test, y_train)\n",
    "ols_mae = utils.MAE(ols,  X_test, y_test, y_train)\n",
    "print('OLS OSR2: ' + str(ols_osr2))\n",
    "print('OLS MAE: ' + str(ols_mae))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "64552a80-ed00-4e8f-af59-6ecb2c758944",
   "metadata": {},
   "source": [
    "The `OLS OSR2` value of approximately 0.694 indicates that the OLS regression model explains approximately 69.4% of the variation in the sale prices of homes in the testing set. In other words, the selected variables (`OverallQual`, `GrLivArea`, `GarageCars`, `GarageArea`, `TotalBsmtSF`, `1stFlrSF`) collectively contribute to explaining about 69.4% of the variability in the sale prices.\n",
    "\n",
    "The `OLS MAE` value of approximately 25351.735 represents the average absolute difference between the predicted sale prices and the actual sale prices in the testing set. This indicates that, on average, the OLS regression model's predictions deviate from the actual sale prices by approximately $25,351.735."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "f6302706-9c16-45ab-a155-28d896a4e0ec",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1459 entries, 0 to 1458\n",
      "Data columns (total 80 columns):\n",
      " #   Column         Non-Null Count  Dtype  \n",
      "---  ------         --------------  -----  \n",
      " 0   Id             1459 non-null   int64  \n",
      " 1   MSSubClass     1459 non-null   int64  \n",
      " 2   MSZoning       1455 non-null   object \n",
      " 3   LotFrontage    1232 non-null   float64\n",
      " 4   LotArea        1459 non-null   int64  \n",
      " 5   Street         1459 non-null   object \n",
      " 6   Alley          107 non-null    object \n",
      " 7   LotShape       1459 non-null   object \n",
      " 8   LandContour    1459 non-null   object \n",
      " 9   Utilities      1457 non-null   object \n",
      " 10  LotConfig      1459 non-null   object \n",
      " 11  LandSlope      1459 non-null   object \n",
      " 12  Neighborhood   1459 non-null   object \n",
      " 13  Condition1     1459 non-null   object \n",
      " 14  Condition2     1459 non-null   object \n",
      " 15  BldgType       1459 non-null   object \n",
      " 16  HouseStyle     1459 non-null   object \n",
      " 17  OverallQual    1459 non-null   int64  \n",
      " 18  OverallCond    1459 non-null   int64  \n",
      " 19  YearBuilt      1459 non-null   int64  \n",
      " 20  YearRemodAdd   1459 non-null   int64  \n",
      " 21  RoofStyle      1459 non-null   object \n",
      " 22  RoofMatl       1459 non-null   object \n",
      " 23  Exterior1st    1458 non-null   object \n",
      " 24  Exterior2nd    1458 non-null   object \n",
      " 25  MasVnrType     1443 non-null   object \n",
      " 26  MasVnrArea     1444 non-null   float64\n",
      " 27  ExterQual      1459 non-null   object \n",
      " 28  ExterCond      1459 non-null   object \n",
      " 29  Foundation     1459 non-null   object \n",
      " 30  BsmtQual       1415 non-null   object \n",
      " 31  BsmtCond       1414 non-null   object \n",
      " 32  BsmtExposure   1415 non-null   object \n",
      " 33  BsmtFinType1   1417 non-null   object \n",
      " 34  BsmtFinSF1     1458 non-null   float64\n",
      " 35  BsmtFinType2   1417 non-null   object \n",
      " 36  BsmtFinSF2     1458 non-null   float64\n",
      " 37  BsmtUnfSF      1458 non-null   float64\n",
      " 38  TotalBsmtSF    1458 non-null   float64\n",
      " 39  Heating        1459 non-null   object \n",
      " 40  HeatingQC      1459 non-null   object \n",
      " 41  CentralAir     1459 non-null   object \n",
      " 42  Electrical     1459 non-null   object \n",
      " 43  1stFlrSF       1459 non-null   int64  \n",
      " 44  2ndFlrSF       1459 non-null   int64  \n",
      " 45  LowQualFinSF   1459 non-null   int64  \n",
      " 46  GrLivArea      1459 non-null   int64  \n",
      " 47  BsmtFullBath   1457 non-null   float64\n",
      " 48  BsmtHalfBath   1457 non-null   float64\n",
      " 49  FullBath       1459 non-null   int64  \n",
      " 50  HalfBath       1459 non-null   int64  \n",
      " 51  BedroomAbvGr   1459 non-null   int64  \n",
      " 52  KitchenAbvGr   1459 non-null   int64  \n",
      " 53  KitchenQual    1458 non-null   object \n",
      " 54  TotRmsAbvGrd   1459 non-null   int64  \n",
      " 55  Functional     1457 non-null   object \n",
      " 56  Fireplaces     1459 non-null   int64  \n",
      " 57  FireplaceQu    729 non-null    object \n",
      " 58  GarageType     1383 non-null   object \n",
      " 59  GarageYrBlt    1381 non-null   float64\n",
      " 60  GarageFinish   1381 non-null   object \n",
      " 61  GarageCars     1458 non-null   float64\n",
      " 62  GarageArea     1458 non-null   float64\n",
      " 63  GarageQual     1381 non-null   object \n",
      " 64  GarageCond     1381 non-null   object \n",
      " 65  PavedDrive     1459 non-null   object \n",
      " 66  WoodDeckSF     1459 non-null   int64  \n",
      " 67  OpenPorchSF    1459 non-null   int64  \n",
      " 68  EnclosedPorch  1459 non-null   int64  \n",
      " 69  3SsnPorch      1459 non-null   int64  \n",
      " 70  ScreenPorch    1459 non-null   int64  \n",
      " 71  PoolArea       1459 non-null   int64  \n",
      " 72  PoolQC         3 non-null      object \n",
      " 73  Fence          290 non-null    object \n",
      " 74  MiscFeature    51 non-null     object \n",
      " 75  MiscVal        1459 non-null   int64  \n",
      " 76  MoSold         1459 non-null   int64  \n",
      " 77  YrSold         1459 non-null   int64  \n",
      " 78  SaleType       1458 non-null   object \n",
      " 79  SaleCondition  1459 non-null   object \n",
      "dtypes: float64(11), int64(26), object(43)\n",
      "memory usage: 912.0+ KB\n"
     ]
    }
   ],
   "source": [
    "test.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "461cef39-3d14-4f6e-b2ae-0640163991b8",
   "metadata": {
    "user_expressions": []
   },
   "source": [
    "We generate predicted sale prices using the trained OLS regression model and visualize their distribution for further analysis and comparison."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "d42f89dd-fbb8-434b-9e1f-cf9b1d9af0ce",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_8132/4226525932.py:3: UserWarning: \n",
      "\n",
      "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n",
      "\n",
      "Please adapt your code to use either `displot` (a figure-level function with\n",
      "similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "\n",
      "For a guide to updating your code to use the new functions, please see\n",
      "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n",
      "\n",
      "  Predicted_SalePrice = sns.distplot(predicting_price)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "predicting_price = ols.predict(test)\n",
    "predicting_price.describe()\n",
    "Predicted_SalePrice = sns.distplot(predicting_price)\n",
    "fig = Predicted_SalePrice.get_figure()\n",
    "fig.savefig('figures/Predicted_SalePrice.jpg')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
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