{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "b4b9c2c3-e43e-416f-9fa0-bc12501adcb7",
   "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": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "# Load your dataset into a DataFrame\n",
    "df = pd.read_csv('Housing.csv')\n",
    "\n",
    "# Preview the first 5 rows\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "c04658e1-247d-4e5f-9b41-4c72bc8eacea",
   "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": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Get descriptive statistics for numerical columns\n",
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "8aa560eb-8bdd-4b2e-b857-6edf23139551",
   "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": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check for missing values\n",
    "df.isnull().sum()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "4e060b0d-0b6d-4234-8b96-9e3f3186eb75",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 545 entries, 0 to 544\n",
      "Data columns (total 13 columns):\n",
      " #   Column            Non-Null Count  Dtype \n",
      "---  ------            --------------  ----- \n",
      " 0   price             545 non-null    int64 \n",
      " 1   area              545 non-null    int64 \n",
      " 2   bedrooms          545 non-null    int64 \n",
      " 3   bathrooms         545 non-null    int64 \n",
      " 4   stories           545 non-null    int64 \n",
      " 5   mainroad          545 non-null    object\n",
      " 6   guestroom         545 non-null    object\n",
      " 7   basement          545 non-null    object\n",
      " 8   hotwaterheating   545 non-null    object\n",
      " 9   airconditioning   545 non-null    object\n",
      " 10  parking           545 non-null    int64 \n",
      " 11  prefarea          545 non-null    object\n",
      " 12  furnishingstatus  545 non-null    object\n",
      "dtypes: int64(6), object(7)\n",
      "memory usage: 55.5+ KB\n"
     ]
    }
   ],
   "source": [
    "housing_df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "a76ba131-e3a5-4b90-85be-441e885e778a",
   "metadata": {},
   "outputs": [
    {
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",
      "text/plain": [
       "<Figure size 1500x1000 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Box Plots for numerical columns to identify potential outliers\n",
    "plt.figure(figsize=(15, 10))\n",
    "numerical_columns = ['price', 'area', 'bedrooms', 'bathrooms', 'stories', 'parking']\n",
    "\n",
    "for i, column in enumerate(numerical_columns, 1):\n",
    "    plt.subplot(2, 3, i)\n",
    "    sns.boxplot(y=df[column])\n",
    "    plt.title(f'Box Plot of {column}')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "b1a63fb2-4b7e-41ea-9ffa-ce05b3532d4f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Function to cap outliers based on the Interquartile Range (IQR)\n",
    "def cap_outliers(df, column):\n",
    "    Q1 = df[column].quantile(0.25)\n",
    "    Q3 = df[column].quantile(0.75)\n",
    "    IQR = Q3 - Q1\n",
    "    lower_bound = Q1 - 1.5 * IQR\n",
    "    upper_bound = Q3 + 1.5 * IQR\n",
    "    df[column] = df[column].apply(lambda x: min(max(x, lower_bound), upper_bound))\n",
    "\n",
    "# Apply the function to cap outliers in specified numerical columns\n",
    "for column in ['price', 'area', 'parking']:\n",
    "    cap_outliers(df, column)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "88a2e95d-a1cb-4fd9-abba-52803cbd1310",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Replot Box Plots to verify outlier treatment\n",
    "plt.figure(figsize=(15, 5))\n",
    "for i, column in enumerate(['price', 'area', 'parking'], 1):\n",
    "    plt.subplot(1, 3, i)\n",
    "    sns.boxplot(y=df[column])\n",
    "    plt.title(f'Box Plot of {column} (Outliers Capped)')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "2bda5904-0817-4770-b83a-c4944a41bc35",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Scatter plot to visualize the relationship between 'area' and 'price'\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.scatterplot(x='area', y='price', data=df)\n",
    "plt.title('Scatter Plot of Area vs Price')\n",
    "plt.xlabel('Area (sq ft)')\n",
    "plt.ylabel('Price')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "e1295156-01e6-4a09-8131-f2b4f6273c89",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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JRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1800x1200 with 7 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Count Plots for categorical features to understand distribution\n",
    "categorical_columns = ['mainroad', 'guestroom', 'basement', 'hotwaterheating', 'airconditioning', 'prefarea', 'furnishingstatus']\n",
    "\n",
    "plt.figure(figsize=(18, 12))\n",
    "for i, column in enumerate(categorical_columns, 1):\n",
    "    plt.subplot(3, 3, i)\n",
    "    sns.countplot(x=column, data=df)\n",
    "    plt.title(f'Distribution of {column}')\n",
    "    plt.xlabel(column.capitalize())\n",
    "    plt.ylabel('Count')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "440b716a-ab1a-4d64-b347-a685e1cdf970",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 6))\n",
    "for i, col in enumerate(df.columns[:3]): # Only plotting the first 3 features\n",
    " plt.subplot(1, 3, i+1) # Create subplots for each feature\n",
    " sns.boxplot(x=df[col])\n",
    " plt.title(f\"Boxplot for {col}\")\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "e8f4d72f-0d03-4089-88e1-be059027198f",
   "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",
       "      <th>price_Outlier</th>\n",
       "      <th>area_Outlier</th>\n",
       "      <th>bedrooms_Outlier</th>\n",
       "      <th>bathrooms_Outlier</th>\n",
       "      <th>stories_Outlier</th>\n",
       "      <th>parking_Outlier</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>9205000.0</td>\n",
       "      <td>8960.0</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>2.5</td>\n",
       "      <td>no</td>\n",
       "      <td>furnished</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>9205000.0</td>\n",
       "      <td>7500.0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>2.0</td>\n",
       "      <td>yes</td>\n",
       "      <td>semi-furnished</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>9205000.0</td>\n",
       "      <td>8580.0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</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>2.0</td>\n",
       "      <td>yes</td>\n",
       "      <td>semi-furnished</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>9205000.0</td>\n",
       "      <td>10500.0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0.0</td>\n",
       "      <td>no</td>\n",
       "      <td>unfurnished</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>9205000.0</td>\n",
       "      <td>6000.0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>2.0</td>\n",
       "      <td>no</td>\n",
       "      <td>semi-furnished</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>8190000.0</td>\n",
       "      <td>5960.0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>1.0</td>\n",
       "      <td>no</td>\n",
       "      <td>unfurnished</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>6440000.0</td>\n",
       "      <td>8580.0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>2.0</td>\n",
       "      <td>no</td>\n",
       "      <td>furnished</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>6083000.0</td>\n",
       "      <td>4300.0</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0.0</td>\n",
       "      <td>no</td>\n",
       "      <td>furnished</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>5530000.0</td>\n",
       "      <td>3300.0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</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>0.0</td>\n",
       "      <td>no</td>\n",
       "      <td>semi-furnished</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>4970000.0</td>\n",
       "      <td>4410.0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</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>2.0</td>\n",
       "      <td>no</td>\n",
       "      <td>semi-furnished</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>290</th>\n",
       "      <td>4200000.0</td>\n",
       "      <td>2610.0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0.0</td>\n",
       "      <td>no</td>\n",
       "      <td>semi-furnished</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>3500000.0</td>\n",
       "      <td>3600.0</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>1.0</td>\n",
       "      <td>no</td>\n",
       "      <td>unfurnished</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>499</th>\n",
       "      <td>2660000.0</td>\n",
       "      <td>3630.0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0.0</td>\n",
       "      <td>no</td>\n",
       "      <td>unfurnished</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         price     area  bedrooms  bathrooms  stories mainroad guestroom  \\\n",
       "1    9205000.0   8960.0         4          4        4      yes        no   \n",
       "5    9205000.0   7500.0         3          3        1      yes        no   \n",
       "6    9205000.0   8580.0         4          3        4      yes        no   \n",
       "7    9205000.0  10500.0         5          3        2      yes        no   \n",
       "11   9205000.0   6000.0         4          3        2      yes       yes   \n",
       "33   8190000.0   5960.0         3          3        2      yes       yes   \n",
       "89   6440000.0   8580.0         5          3        2      yes        no   \n",
       "112  6083000.0   4300.0         6          2        2      yes        no   \n",
       "153  5530000.0   3300.0         3          3        2      yes        no   \n",
       "195  4970000.0   4410.0         4          3        2      yes        no   \n",
       "290  4200000.0   2610.0         4          3        2       no        no   \n",
       "395  3500000.0   3600.0         6          1        2      yes        no   \n",
       "499  2660000.0   3630.0         3          3        2       no       yes   \n",
       "\n",
       "    basement hotwaterheating airconditioning  parking prefarea  \\\n",
       "1         no              no             yes      2.5       no   \n",
       "5        yes              no             yes      2.0      yes   \n",
       "6         no              no             yes      2.0      yes   \n",
       "7         no              no              no      0.0       no   \n",
       "11       yes             yes              no      2.0       no   \n",
       "33       yes              no              no      1.0       no   \n",
       "89        no              no              no      2.0       no   \n",
       "112       no              no              no      0.0       no   \n",
       "153      yes              no              no      0.0       no   \n",
       "195      yes              no              no      2.0       no   \n",
       "290       no              no              no      0.0       no   \n",
       "395       no              no              no      1.0       no   \n",
       "499       no              no              no      0.0       no   \n",
       "\n",
       "    furnishingstatus  price_Outlier  area_Outlier  bedrooms_Outlier  \\\n",
       "1          furnished          False         False             False   \n",
       "5     semi-furnished          False         False             False   \n",
       "6     semi-furnished          False         False             False   \n",
       "7        unfurnished          False         False             False   \n",
       "11    semi-furnished          False         False             False   \n",
       "33       unfurnished          False         False             False   \n",
       "89         furnished          False         False             False   \n",
       "112        furnished          False         False              True   \n",
       "153   semi-furnished          False         False             False   \n",
       "195   semi-furnished          False         False             False   \n",
       "290   semi-furnished          False         False             False   \n",
       "395      unfurnished          False         False              True   \n",
       "499      unfurnished          False         False             False   \n",
       "\n",
       "     bathrooms_Outlier  stories_Outlier  parking_Outlier  \n",
       "1                 True            False            False  \n",
       "5                 True            False            False  \n",
       "6                 True            False            False  \n",
       "7                 True            False            False  \n",
       "11                True            False            False  \n",
       "33                True            False            False  \n",
       "89                True            False            False  \n",
       "112              False            False            False  \n",
       "153               True            False            False  \n",
       "195               True            False            False  \n",
       "290               True            False            False  \n",
       "395              False            False            False  \n",
       "499               True            False            False  "
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Function to detect outliers in a numerical column using Z-Score\n",
    "def detect_outliers_zscore(column, threshold=3):\n",
    "    mean = np.mean(column)\n",
    "    std_dev = np.std(column)\n",
    "    z_scores = (column - mean) / std_dev\n",
    "    # Return a boolean series where True indicates an outlier\n",
    "    return np.abs(z_scores) > threshold\n",
    "\n",
    "# Apply the Z-Score method only to numerical columns in the DataFrame\n",
    "for col in data.select_dtypes(include=[np.number]).columns:\n",
    "    data[f'{col}_Outlier'] = detect_outliers_zscore(data[col])\n",
    "\n",
    "# Filter the DataFrame to display rows where any outlier flag is True\n",
    "outliers_only = data[data.filter(like='_Outlier').any(axis=1)]\n",
    "outliers_only"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "6efdd9f5-dcb1-41fe-8ff8-e25c2190522e",
   "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>9205000.0</td>\n",
       "      <td>7420.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>2.0</td>\n",
       "      <td>yes</td>\n",
       "      <td>furnished</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>9205000.0</td>\n",
       "      <td>8960.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>2.5</td>\n",
       "      <td>no</td>\n",
       "      <td>furnished</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>9205000.0</td>\n",
       "      <td>9960.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>2.0</td>\n",
       "      <td>yes</td>\n",
       "      <td>semi-furnished</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>9205000.0</td>\n",
       "      <td>7500.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>2.5</td>\n",
       "      <td>yes</td>\n",
       "      <td>furnished</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>9205000.0</td>\n",
       "      <td>7420.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>2.0</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  \\\n",
       "0  9205000.0  7420.0       4.0        2.0      3.0      yes        no   \n",
       "1  9205000.0  8960.0       4.0        NaN      NaN      yes        no   \n",
       "2  9205000.0  9960.0       3.0        2.0      2.0      yes        no   \n",
       "3  9205000.0  7500.0       4.0        2.0      2.0      yes        no   \n",
       "4  9205000.0  7420.0       4.0        1.0      2.0      yes       yes   \n",
       "\n",
       "  basement hotwaterheating airconditioning  parking prefarea furnishingstatus  \n",
       "0       no              no             yes      2.0      yes        furnished  \n",
       "1       no              no             yes      2.5       no        furnished  \n",
       "2      yes              no              no      2.0      yes   semi-furnished  \n",
       "3      yes              no             yes      2.5      yes        furnished  \n",
       "4      yes              no             yes      2.0       no        furnished  "
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Function to replace outliers with NaN using the IQR method\n",
    "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",
    "# Apply the function to replace outliers with NaN only in numerical columns\n",
    "for col in data.select_dtypes(include=[np.number]).columns:\n",
    "    data[col] = replace_outliers_with_nan(data[col])\n",
    "\n",
    "# Display the updated DataFrame\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "60426170-4bbb-4dac-93e4-f0774ec92ed0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sum of null values in each column:\n",
      "price                0\n",
      "area                 0\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              0\n",
      "prefarea             0\n",
      "furnishingstatus     0\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "null_counts = data.isnull().sum()\n",
    "print(\"Sum of null values in each column:\")\n",
    "print(null_counts)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "d4fcda09-4f4d-439e-85e5-3dfcee9a5da8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "price               0\n",
      "area                0\n",
      "bedrooms            0\n",
      "bathrooms           0\n",
      "stories             0\n",
      "parking             0\n",
      "mainroad            0\n",
      "guestroom           0\n",
      "basement            0\n",
      "hotwaterheating     0\n",
      "airconditioning     0\n",
      "prefarea            0\n",
      "furnishingstatus    0\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "# تقسيم البيانات إلى أعمدة رقمية وفئوية\n",
    "numerical_data = data.select_dtypes(include=[np.number])\n",
    "categorical_data = data.select_dtypes(exclude=[np.number])\n",
    "\n",
    "# تطبيق KNNImputer على الأعمدة الرقمية فقط\n",
    "imputer = KNNImputer(n_neighbors=2)\n",
    "numerical_data_imputed = pd.DataFrame(imputer.fit_transform(numerical_data), columns=numerical_data.columns)\n",
    "\n",
    "# إعادة دمج البيانات الرقمية والفئوية في DataFrame واحد\n",
    "data_imputed_knn = pd.concat([numerical_data_imputed, categorical_data], axis=1)\n",
    "\n",
    "# التحقق من عدم وجود قيم مفقودة بعد التعويض\n",
    "print(data_imputed_knn.isnull().sum())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "0f7c3363-d545-4d06-afcb-a0351580a238",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x1000 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Box Plots for numerical columns to identify potential outliers\n",
    "plt.figure(figsize=(15, 10))\n",
    "numerical_columns = ['price', 'area', 'bedrooms', 'bathrooms', 'stories', 'parking']\n",
    "\n",
    "for i, column in enumerate(numerical_columns, 1):\n",
    "    plt.subplot(2, 3, i)\n",
    "    sns.boxplot(y=df[column])\n",
    "    plt.title(f'Box Plot of {column}')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "227224b0-28ff-4121-b527-8464af2c1247",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Scatter plot to visualize the relationship between 'area' and 'price'\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.scatterplot(x='area', y='price', data=df)\n",
    "plt.title('Scatter Plot of Area vs Price')\n",
    "plt.xlabel('Area (sq ft)')\n",
    "plt.ylabel('Price')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "2d2c08f5-f506-4587-8468-0d25780b6c1d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# تحويل الأعمدة النصية إلى عددية\n",
    "binary_columns = ['mainroad', 'guestroom', 'basement', 'hotwaterheating', 'airconditioning', 'parking', 'prefarea']\n",
    "for col in binary_columns:\n",
    "    df[col] = df[col].map({'yes': 1, 'no': 0})\n",
    "\n",
    "# تحويل الأعمدة التي تحتوي على خيارات متعددة إلى أرقام\n",
    "df['furnishingstatus'] = df['furnishingstatus'].map({'furnished': 1, 'unfurnished': 0})\n",
    "\n",
    "# حساب الارتباط ورسم خريطة حرارية\n",
    "plt.figure(figsize=(12, 10))\n",
    "sns.heatmap(df.corr(), annot=True, cmap='coolwarm')\n",
    "plt.title('Correlation Heatmap')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "1d60d938-39b9-4607-bff2-f53b0c83c689",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 6))\n",
    "plt.plot(df['area'], df['price'], marker='o', linestyle='-', color='blue')\n",
    "plt.title('Price vs Area')\n",
    "plt.xlabel('Area (sq ft)')\n",
    "plt.ylabel('Price (USD)')\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "20a4dfce-fce1-4d52-9924-14303d8433c3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 6))\n",
    "plt.hist(df['price'], bins=5, color='blue', edgecolor='black', alpha=0.7)\n",
    "plt.title('Price Distribution')\n",
    "plt.xlabel('Price (USD)')\n",
    "plt.ylabel('Frequency')\n",
    "plt.grid(axis='y', alpha=0.75)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "d451855f-c013-4912-ab6d-1066e9922072",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 6))\n",
    "plt.scatter(df['area'], df['price'], color='blue', alpha=0.7, edgecolor='black')\n",
    "plt.title('Price vs Area Scatter Plot')\n",
    "plt.xlabel('Area (sq ft)')\n",
    "plt.ylabel('Price (USD)')\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b08b5259-6a7f-4faa-a98a-6e61d5801daf",
   "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
}