House Price Prediction.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "c35d80ce",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   Id  MSSubClass MSZoning  LotArea LotConfig BldgType  OverallCond  \\\n",
      "0   0          60       RL     8450    Inside     1Fam            5   \n",
      "1   1          20       RL     9600       FR2     1Fam            8   \n",
      "2   2          60       RL    11250    Inside     1Fam            5   \n",
      "3   3          70       RL     9550    Corner     1Fam            5   \n",
      "4   4          60       RL    14260       FR2     1Fam            5   \n",
      "\n",
      "   YearBuilt  YearRemodAdd Exterior1st  BsmtFinSF2  TotalBsmtSF  SalePrice  \n",
      "0       2003          2003     VinylSd         0.0        856.0   208500.0  \n",
      "1       1976          1976     MetalSd         0.0       1262.0   181500.0  \n",
      "2       2001          2002     VinylSd         0.0        920.0   223500.0  \n",
      "3       1915          1970     Wd Sdng         0.0        756.0   140000.0  \n",
      "4       2000          2000     VinylSd         0.0       1145.0   250000.0  \n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    " \n",
    "dataset = pd.read_csv(\"HousePricePrediction.csv\")\n",
    " \n",
    "# Printing first 5 records of the dataset\n",
    "print(dataset.head(5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "e0282d25",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2919, 13)"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "5e77d230",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Categorical variables: 4\n",
      "Integer variables: 0\n",
      "Float variables: 3\n"
     ]
    }
   ],
   "source": [
    "obj = (dataset.dtypes == 'object')\n",
    "object_cols = list(obj[obj].index)\n",
    "print(\"Categorical variables:\",len(object_cols))\n",
    " \n",
    "int_ = (dataset.dtypes == 'int')\n",
    "num_cols = list(int_[int_].index)\n",
    "print(\"Integer variables:\",len(num_cols))\n",
    " \n",
    "fl = (dataset.dtypes == 'float')\n",
    "fl_cols = list(fl[fl].index)\n",
    "print(\"Float variables:\",len(fl_cols))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "8bd7172b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 6))\n",
    "sns.heatmap(dataset.corr(),\n",
    "            cmap = 'BrBG',\n",
    "            fmt = '.2f',\n",
    "            linewidths = 2,\n",
    "            annot = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "38f3273b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'No. Unique values of Categorical Features'}>"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "unique_values = []\n",
    "for col in object_cols:\n",
    "  unique_values.append(dataset[col].unique().size)\n",
    "plt.figure(figsize=(10,6))\n",
    "plt.title('No. Unique values of Categorical Features')\n",
    "plt.xticks(rotation=90)\n",
    "sns.barplot(x=object_cols,y=unique_values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "5826ba4f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x3600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(18, 36))\n",
    "plt.title('Categorical Features: Distribution')\n",
    "plt.xticks(rotation=90)\n",
    "index = 1\n",
    " \n",
    "for col in object_cols:\n",
    "    y = dataset[col].value_counts()\n",
    "    plt.subplot(11, 4, index)\n",
    "    plt.xticks(rotation=90)\n",
    "    sns.barplot(x=list(y.index), y=y)\n",
    "    index += 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "e4a87f8c",
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset.drop(['Id'],\n",
    "             axis=1,\n",
    "             inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "639824a8",
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset['SalePrice'] = dataset['SalePrice'].fillna(\n",
    "  dataset['SalePrice'].mean())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "3015fccb",
   "metadata": {},
   "outputs": [],
   "source": [
    "new_dataset = dataset.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "67570a02",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "MSSubClass      0\n",
       "MSZoning        0\n",
       "LotArea         0\n",
       "LotConfig       0\n",
       "BldgType        0\n",
       "OverallCond     0\n",
       "YearBuilt       0\n",
       "YearRemodAdd    0\n",
       "Exterior1st     0\n",
       "BsmtFinSF2      0\n",
       "TotalBsmtSF     0\n",
       "SalePrice       0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_dataset.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "64038c84",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Categorical variables:\n",
      "['MSZoning', 'LotConfig', 'BldgType', 'Exterior1st']\n",
      "No. of. categorical features:  4\n"
     ]
    }
   ],
   "source": [
    "from sklearn.preprocessing import OneHotEncoder\n",
    " \n",
    "s = (new_dataset.dtypes == 'object')\n",
    "object_cols = list(s[s].index)\n",
    "print(\"Categorical variables:\")\n",
    "print(object_cols)\n",
    "print('No. of. categorical features: ',\n",
    "      len(object_cols))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "dd06a954",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\91861\\anaconda3\\lib\\site-packages\\sklearn\\utils\\deprecation.py:87: FutureWarning: Function get_feature_names is deprecated; get_feature_names is deprecated in 1.0 and will be removed in 1.2. Please use get_feature_names_out instead.\n",
      "  warnings.warn(msg, category=FutureWarning)\n"
     ]
    }
   ],
   "source": [
    "OH_encoder = OneHotEncoder(sparse=False)\n",
    "OH_cols = pd.DataFrame(OH_encoder.fit_transform(new_dataset[object_cols]))\n",
    "OH_cols.index = new_dataset.index\n",
    "OH_cols.columns = OH_encoder.get_feature_names()\n",
    "df_final = new_dataset.drop(object_cols, axis=1)\n",
    "df_final = pd.concat([df_final, OH_cols], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "00d17c96",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics import mean_absolute_error\n",
    "from sklearn.model_selection import train_test_split\n",
    " \n",
    "X = df_final.drop(['SalePrice'], axis=1)\n",
    "Y = df_final['SalePrice']\n",
    " \n",
    "# Split the training set into\n",
    "# training and validation set\n",
    "X_train, X_valid, Y_train, Y_valid = train_test_split(\n",
    "    X, Y, train_size=0.8, test_size=0.2, random_state=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "9c4921d9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.18741683841600162\n"
     ]
    }
   ],
   "source": [
    "from sklearn.linear_model import LinearRegression\n",
    " \n",
    "model_LR = LinearRegression()\n",
    "model_LR.fit(X_train, Y_train)\n",
    "Y_pred = model_LR.predict(X_valid)\n",
    " \n",
    "print(mean_absolute_percentage_error(Y_valid, Y_pred))"
   ]
  }
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