{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "57d71eb7-d1a2-43a5-9513-d7b8ccfe9815",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "42066fc9-e9b8-4ae7-8930-72da4a61b555",
   "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>price</th>\n",
       "      <th>area</th>\n",
       "      <th>bedrooms</th>\n",
       "      <th>bathrooms</th>\n",
       "      <th>stories</th>\n",
       "      <th>mainroad</th>\n",
       "      <th>guestroom</th>\n",
       "      <th>basement</th>\n",
       "      <th>hotwaterheating</th>\n",
       "      <th>airconditioning</th>\n",
       "      <th>parking</th>\n",
       "      <th>prefarea</th>\n",
       "      <th>furnishingstatus</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>13300000</td>\n",
       "      <td>7420</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>2</td>\n",
       "      <td>yes</td>\n",
       "      <td>furnished</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>12250000</td>\n",
       "      <td>8960</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>3</td>\n",
       "      <td>no</td>\n",
       "      <td>furnished</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>12250000</td>\n",
       "      <td>9960</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>2</td>\n",
       "      <td>yes</td>\n",
       "      <td>semi-furnished</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>12215000</td>\n",
       "      <td>7500</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>3</td>\n",
       "      <td>yes</td>\n",
       "      <td>furnished</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>11410000</td>\n",
       "      <td>7420</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>2</td>\n",
       "      <td>no</td>\n",
       "      <td>furnished</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      price  area  bedrooms  bathrooms  stories mainroad guestroom basement  \\\n",
       "0  13300000  7420         4          2        3      yes        no       no   \n",
       "1  12250000  8960         4          4        4      yes        no       no   \n",
       "2  12250000  9960         3          2        2      yes        no      yes   \n",
       "3  12215000  7500         4          2        2      yes        no      yes   \n",
       "4  11410000  7420         4          1        2      yes       yes      yes   \n",
       "\n",
       "  hotwaterheating airconditioning  parking prefarea furnishingstatus  \n",
       "0              no             yes        2      yes        furnished  \n",
       "1              no             yes        3       no        furnished  \n",
       "2              no              no        2      yes   semi-furnished  \n",
       "3              no             yes        3      yes        furnished  \n",
       "4              no             yes        2       no        furnished  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('Housing.csv') \n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "2f675366-08ab-4478-bf4a-3551b5160420",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "price                int64\n",
       "area                 int64\n",
       "bedrooms             int64\n",
       "bathrooms            int64\n",
       "stories              int64\n",
       "mainroad            object\n",
       "guestroom           object\n",
       "basement            object\n",
       "hotwaterheating     object\n",
       "airconditioning     object\n",
       "parking              int64\n",
       "prefarea            object\n",
       "furnishingstatus    object\n",
       "dtype: object"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "87694452-e033-4333-ade4-4c27b2098aba",
   "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>price</th>\n",
       "      <th>area</th>\n",
       "      <th>bedrooms</th>\n",
       "      <th>bathrooms</th>\n",
       "      <th>stories</th>\n",
       "      <th>parking</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>5.450000e+02</td>\n",
       "      <td>545.000000</td>\n",
       "      <td>545.000000</td>\n",
       "      <td>545.000000</td>\n",
       "      <td>545.000000</td>\n",
       "      <td>545.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>4.766729e+06</td>\n",
       "      <td>5150.541284</td>\n",
       "      <td>2.965138</td>\n",
       "      <td>1.286239</td>\n",
       "      <td>1.805505</td>\n",
       "      <td>0.693578</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1.870440e+06</td>\n",
       "      <td>2170.141023</td>\n",
       "      <td>0.738064</td>\n",
       "      <td>0.502470</td>\n",
       "      <td>0.867492</td>\n",
       "      <td>0.861586</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.750000e+06</td>\n",
       "      <td>1650.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>3.430000e+06</td>\n",
       "      <td>3600.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>4.340000e+06</td>\n",
       "      <td>4600.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>5.740000e+06</td>\n",
       "      <td>6360.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.330000e+07</td>\n",
       "      <td>16200.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>3.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              price          area    bedrooms   bathrooms     stories  \\\n",
       "count  5.450000e+02    545.000000  545.000000  545.000000  545.000000   \n",
       "mean   4.766729e+06   5150.541284    2.965138    1.286239    1.805505   \n",
       "std    1.870440e+06   2170.141023    0.738064    0.502470    0.867492   \n",
       "min    1.750000e+06   1650.000000    1.000000    1.000000    1.000000   \n",
       "25%    3.430000e+06   3600.000000    2.000000    1.000000    1.000000   \n",
       "50%    4.340000e+06   4600.000000    3.000000    1.000000    2.000000   \n",
       "75%    5.740000e+06   6360.000000    3.000000    2.000000    2.000000   \n",
       "max    1.330000e+07  16200.000000    6.000000    4.000000    4.000000   \n",
       "\n",
       "          parking  \n",
       "count  545.000000  \n",
       "mean     0.693578  \n",
       "std      0.861586  \n",
       "min      0.000000  \n",
       "25%      0.000000  \n",
       "50%      0.000000  \n",
       "75%      1.000000  \n",
       "max      3.000000  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "d17ecbc8-2427-4694-be06-51427c35d4d7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "price               0\n",
       "area                0\n",
       "bedrooms            0\n",
       "bathrooms           0\n",
       "stories             0\n",
       "mainroad            0\n",
       "guestroom           0\n",
       "basement            0\n",
       "hotwaterheating     0\n",
       "airconditioning     0\n",
       "parking             0\n",
       "prefarea            0\n",
       "furnishingstatus    0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().sum()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "1d9c4f00-08d7-4707-ada3-ef5a40f240af",
   "metadata": {},
   "outputs": [],
   "source": [
    "def replace_outliers_with_nan(column):\n",
    "    Q1 = column.quantile(0.25)\n",
    "    Q3 = column.quantile(0.75)\n",
    "    IQR = Q3 - Q1\n",
    "    lower_bound = Q1 - 1.5 * IQR\n",
    "    upper_bound = Q3 + 1.5 * IQR\n",
    "    # Replace outliers with NaN\n",
    "    return column.where((column >= lower_bound) & (column <= upper_bound), np.nan)\n",
    "\n",
    "for col in df.columns:\n",
    "    if df[col].dtype in ['float64', 'int64']:  \n",
    "        df[col] = replace_outliers_with_nan(df[col])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "5b76baa5-5b56-430a-8075-17284ede6cd7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sum of null values in each column:\n",
      "price               15\n",
      "area                12\n",
      "bedrooms            12\n",
      "bathrooms            1\n",
      "stories             41\n",
      "mainroad             0\n",
      "guestroom            0\n",
      "basement             0\n",
      "hotwaterheating      0\n",
      "airconditioning      0\n",
      "parking             12\n",
      "prefarea             0\n",
      "furnishingstatus     0\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "null_counts = df.isnull().sum()\n",
    "print(\"Sum of null values in each column:\") \n",
    "print(null_counts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "f520b9c2-4bd2-473a-b721-9d9775959490",
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "755a52ee-6340-4942-9974-32430bbce9ae",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 6))\n",
    "sns.countplot(x='furnishingstatus', hue='furnishingstatus', data=df, palette='Set2', legend=False)\n",
    "plt.title('Furnishing Status Count')\n",
    "plt.xlabel('Furnishing Status')\n",
    "plt.ylabel('Count')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "b0188415-06cc-4f3f-a0d9-28eb29c9ad4c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 6))\n",
    "sns.scatterplot(x='area', y='price', data=df, hue='furnishingstatus', palette='Set1')\n",
    "plt.title('Area vs Price by Furnishing Status')\n",
    "plt.xlabel('Area')\n",
    "plt.ylabel('Price')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5c519fc8-29e3-4d7d-95ec-45700755f754",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
