diff --git a/EDA/EDA.ipynb b/EDA/EDA.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..852036f33ab59af00c5d38d9d9bcbcf5b428f5a2
--- /dev/null
+++ b/EDA/EDA.ipynb
@@ -0,0 +1,761 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "404cef11-cffa-4ac2-9fb9-3d2c60c31812",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 20400 entries, 0 to 20399\n",
+      "Data columns (total 16 columns):\n",
+      " #   Column               Non-Null Count  Dtype  \n",
+      "---  ------               --------------  -----  \n",
+      " 0   Unnamed: 0           20400 non-null  int64  \n",
+      " 1   timestamp            20400 non-null  object \n",
+      " 2   speed_kmh            18874 non-null  float64\n",
+      " 3   acceleration_mps2    18902 non-null  float64\n",
+      " 4   brake_intensity      18898 non-null  float64\n",
+      " 5   battery_level        20400 non-null  float64\n",
+      " 6   energy_consumption   18899 non-null  float64\n",
+      " 7   regen_braking_usage  20400 non-null  float64\n",
+      " 8   lane_deviation       20400 non-null  float64\n",
+      " 9   obstacle_distance    20400 non-null  float64\n",
+      " 10  traffic_density      20400 non-null  int64  \n",
+      " 11  weather_condition    20400 non-null  object \n",
+      " 12  road_type            20400 non-null  object \n",
+      " 13  steering_angle       20400 non-null  float64\n",
+      " 14  reaction_time        18899 non-null  float64\n",
+      " 15  ADAS_output          20400 non-null  object \n",
+      "dtypes: float64(10), int64(2), object(4)\n",
+      "memory usage: 2.5+ MB\n"
+     ]
+    },
+    {
+     "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>Unnamed: 0</th>\n",
+       "      <th>timestamp</th>\n",
+       "      <th>speed_kmh</th>\n",
+       "      <th>acceleration_mps2</th>\n",
+       "      <th>brake_intensity</th>\n",
+       "      <th>battery_level</th>\n",
+       "      <th>energy_consumption</th>\n",
+       "      <th>regen_braking_usage</th>\n",
+       "      <th>lane_deviation</th>\n",
+       "      <th>obstacle_distance</th>\n",
+       "      <th>traffic_density</th>\n",
+       "      <th>weather_condition</th>\n",
+       "      <th>road_type</th>\n",
+       "      <th>steering_angle</th>\n",
+       "      <th>reaction_time</th>\n",
+       "      <th>ADAS_output</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0</td>\n",
+       "      <td>2023-01-01 00:00:00</td>\n",
+       "      <td>44.944814</td>\n",
+       "      <td>-0.758155</td>\n",
+       "      <td>0.729998</td>\n",
+       "      <td>65.623734</td>\n",
+       "      <td>0.667933</td>\n",
+       "      <td>84.723658</td>\n",
+       "      <td>0.966221</td>\n",
+       "      <td>4.266110</td>\n",
+       "      <td>41</td>\n",
+       "      <td>Rainy</td>\n",
+       "      <td>Highway</td>\n",
+       "      <td>13.582336</td>\n",
+       "      <td>2.094568</td>\n",
+       "      <td>Brak</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1</td>\n",
+       "      <td>2023-01-01 00:00:01</td>\n",
+       "      <td>114.085717</td>\n",
+       "      <td>-1.002527</td>\n",
+       "      <td>0.184512</td>\n",
+       "      <td>48.632783</td>\n",
+       "      <td>0.280154</td>\n",
+       "      <td>49.451704</td>\n",
+       "      <td>1.524408</td>\n",
+       "      <td>82.850462</td>\n",
+       "      <td>23</td>\n",
+       "      <td>Foggy</td>\n",
+       "      <td>Urban</td>\n",
+       "      <td>-11.512973</td>\n",
+       "      <td>2.318870</td>\n",
+       "      <td>Lane Correct</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2</td>\n",
+       "      <td>2023-01-01 00:00:02</td>\n",
+       "      <td>87.839273</td>\n",
+       "      <td>-1.943077</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>96.627360</td>\n",
+       "      <td>0.340083</td>\n",
+       "      <td>19.546561</td>\n",
+       "      <td>-0.147280</td>\n",
+       "      <td>24.930758</td>\n",
+       "      <td>12</td>\n",
+       "      <td>Rainy</td>\n",
+       "      <td>Rural</td>\n",
+       "      <td>-22.073883</td>\n",
+       "      <td>2.128859</td>\n",
+       "      <td>Maintain Speed</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>3</td>\n",
+       "      <td>2023-01-01 00:00:03</td>\n",
+       "      <td>71.839018</td>\n",
+       "      <td>0.643600</td>\n",
+       "      <td>0.663281</td>\n",
+       "      <td>25.802953</td>\n",
+       "      <td>0.443275</td>\n",
+       "      <td>73.664179</td>\n",
+       "      <td>-0.843285</td>\n",
+       "      <td>28.393736</td>\n",
+       "      <td>34</td>\n",
+       "      <td>Sunny</td>\n",
+       "      <td>Highway</td>\n",
+       "      <td>-9.533481</td>\n",
+       "      <td>0.497469</td>\n",
+       "      <td>Maintain Speed</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>4</td>\n",
+       "      <td>2023-01-01 00:00:04</td>\n",
+       "      <td>18.722237</td>\n",
+       "      <td>-1.349986</td>\n",
+       "      <td>0.482089</td>\n",
+       "      <td>60.846360</td>\n",
+       "      <td>0.486941</td>\n",
+       "      <td>41.867814</td>\n",
+       "      <td>-0.724614</td>\n",
+       "      <td>22.624528</td>\n",
+       "      <td>15</td>\n",
+       "      <td>Sunny</td>\n",
+       "      <td>Urban</td>\n",
+       "      <td>2.728121</td>\n",
+       "      <td>0.959573</td>\n",
+       "      <td>Accelerate</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Unnamed: 0            timestamp   speed_kmh  acceleration_mps2  \\\n",
+       "0           0  2023-01-01 00:00:00   44.944814          -0.758155   \n",
+       "1           1  2023-01-01 00:00:01  114.085717          -1.002527   \n",
+       "2           2  2023-01-01 00:00:02   87.839273          -1.943077   \n",
+       "3           3  2023-01-01 00:00:03   71.839018           0.643600   \n",
+       "4           4  2023-01-01 00:00:04   18.722237          -1.349986   \n",
+       "\n",
+       "   brake_intensity  battery_level  energy_consumption  regen_braking_usage  \\\n",
+       "0         0.729998      65.623734            0.667933            84.723658   \n",
+       "1         0.184512      48.632783            0.280154            49.451704   \n",
+       "2              NaN      96.627360            0.340083            19.546561   \n",
+       "3         0.663281      25.802953            0.443275            73.664179   \n",
+       "4         0.482089      60.846360            0.486941            41.867814   \n",
+       "\n",
+       "   lane_deviation  obstacle_distance  traffic_density weather_condition  \\\n",
+       "0        0.966221           4.266110               41             Rainy   \n",
+       "1        1.524408          82.850462               23             Foggy   \n",
+       "2       -0.147280          24.930758               12             Rainy   \n",
+       "3       -0.843285          28.393736               34             Sunny   \n",
+       "4       -0.724614          22.624528               15             Sunny   \n",
+       "\n",
+       "  road_type  steering_angle  reaction_time     ADAS_output  \n",
+       "0   Highway       13.582336       2.094568            Brak  \n",
+       "1     Urban      -11.512973       2.318870    Lane Correct  \n",
+       "2     Rural      -22.073883       2.128859  Maintain Speed  \n",
+       "3   Highway       -9.533481       0.497469  Maintain Speed  \n",
+       "4     Urban        2.728121       0.959573      Accelerate  "
+      ]
+     },
+     "execution_count": 1,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "\n",
+    "# Load the dataset\n",
+    "file_path = \"Final_Corrupted_ADAS_EV_Dataset.csv\"  # Update path if needed\n",
+    "df = pd.read_csv(file_path)\n",
+    "\n",
+    "# Display basic info and first few rows\n",
+    "df.info()\n",
+    "df.head()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "7b7ff8c1-d111-4b1f-89a5-6afe6fd2b0db",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df.drop(columns=[\"Unnamed: 0\"], inplace=True, errors=\"ignore\")  # Ignore if column doesn't exist"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "edbfb987-2643-41d6-8a0f-3c5af8e3d788",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df[\"timestamp\"] = pd.to_datetime(df[\"timestamp\"], errors=\"coerce\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "e2f421b1-658a-4287-8c5c-dfb65e178ec7",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "timestamp               212\n",
+      "speed_kmh              1526\n",
+      "acceleration_mps2      1498\n",
+      "brake_intensity        1502\n",
+      "battery_level             0\n",
+      "energy_consumption     1501\n",
+      "regen_braking_usage       0\n",
+      "lane_deviation            0\n",
+      "obstacle_distance         0\n",
+      "traffic_density           0\n",
+      "weather_condition         0\n",
+      "road_type                 0\n",
+      "steering_angle            0\n",
+      "reaction_time          1501\n",
+      "ADAS_output               0\n",
+      "dtype: int64\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(df.isnull().sum())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "bdf8ae2c-87ce-415b-8d57-fe76da2d563e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "numeric_cols = df.select_dtypes(include=[\"number\"]).columns\n",
+    "df[numeric_cols] = df[numeric_cols].fillna(df[numeric_cols].median())\n",
+    "\n",
+    "categorical_cols = df.select_dtypes(include=[\"object\"]).columns\n",
+    "df[categorical_cols] = df[categorical_cols].fillna(df[categorical_cols].mode().iloc[0])\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "01122fb4-bbf8-408f-9e05-5e4a6be41cc1",
+   "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>timestamp</th>\n",
+       "      <th>speed_kmh</th>\n",
+       "      <th>acceleration_mps2</th>\n",
+       "      <th>brake_intensity</th>\n",
+       "      <th>battery_level</th>\n",
+       "      <th>energy_consumption</th>\n",
+       "      <th>regen_braking_usage</th>\n",
+       "      <th>lane_deviation</th>\n",
+       "      <th>obstacle_distance</th>\n",
+       "      <th>traffic_density</th>\n",
+       "      <th>steering_angle</th>\n",
+       "      <th>reaction_time</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>20188</td>\n",
+       "      <td>20400.000000</td>\n",
+       "      <td>20400.000000</td>\n",
+       "      <td>20400.000000</td>\n",
+       "      <td>20400.000000</td>\n",
+       "      <td>20400.000000</td>\n",
+       "      <td>20400.000000</td>\n",
+       "      <td>20400.000000</td>\n",
+       "      <td>20400.000000</td>\n",
+       "      <td>20400.000000</td>\n",
+       "      <td>20400.000000</td>\n",
+       "      <td>20400.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>2023-01-01 01:23:07.106449408</td>\n",
+       "      <td>75.568011</td>\n",
+       "      <td>0.725270</td>\n",
+       "      <td>0.645915</td>\n",
+       "      <td>51.275847</td>\n",
+       "      <td>1.335540</td>\n",
+       "      <td>50.363655</td>\n",
+       "      <td>0.006652</td>\n",
+       "      <td>48.739514</td>\n",
+       "      <td>23.790784</td>\n",
+       "      <td>-0.136044</td>\n",
+       "      <td>1.732019</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>2023-01-01 00:00:00</td>\n",
+       "      <td>-29.888952</td>\n",
+       "      <td>-184.298090</td>\n",
+       "      <td>0.000048</td>\n",
+       "      <td>-99.846244</td>\n",
+       "      <td>0.100032</td>\n",
+       "      <td>0.000843</td>\n",
+       "      <td>-1.998920</td>\n",
+       "      <td>-99.910354</td>\n",
+       "      <td>-49.000000</td>\n",
+       "      <td>-29.994218</td>\n",
+       "      <td>0.200063</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>2023-01-01 00:41:20</td>\n",
+       "      <td>31.839137</td>\n",
+       "      <td>-1.394929</td>\n",
+       "      <td>0.284345</td>\n",
+       "      <td>27.600289</td>\n",
+       "      <td>0.628742</td>\n",
+       "      <td>25.752223</td>\n",
+       "      <td>-0.988825</td>\n",
+       "      <td>24.389382</td>\n",
+       "      <td>11.000000</td>\n",
+       "      <td>-15.380808</td>\n",
+       "      <td>0.836029</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>2023-01-01 01:23:15.500000</td>\n",
+       "      <td>59.974644</td>\n",
+       "      <td>0.051468</td>\n",
+       "      <td>0.515905</td>\n",
+       "      <td>52.105154</td>\n",
+       "      <td>1.073536</td>\n",
+       "      <td>50.785111</td>\n",
+       "      <td>0.011717</td>\n",
+       "      <td>49.142932</td>\n",
+       "      <td>24.000000</td>\n",
+       "      <td>-0.110643</td>\n",
+       "      <td>1.402571</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>2023-01-01 02:04:32.249999872</td>\n",
+       "      <td>88.627069</td>\n",
+       "      <td>1.510425</td>\n",
+       "      <td>0.747826</td>\n",
+       "      <td>75.823082</td>\n",
+       "      <td>1.540753</td>\n",
+       "      <td>75.383184</td>\n",
+       "      <td>1.007201</td>\n",
+       "      <td>73.956896</td>\n",
+       "      <td>36.000000</td>\n",
+       "      <td>14.840593</td>\n",
+       "      <td>1.948341</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>2023-01-01 02:46:39</td>\n",
+       "      <td>9908.058611</td>\n",
+       "      <td>814.448301</td>\n",
+       "      <td>82.664897</td>\n",
+       "      <td>99.979990</td>\n",
+       "      <td>101.898401</td>\n",
+       "      <td>99.993970</td>\n",
+       "      <td>1.998760</td>\n",
+       "      <td>99.987510</td>\n",
+       "      <td>49.000000</td>\n",
+       "      <td>29.991773</td>\n",
+       "      <td>126.721623</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>153.838590</td>\n",
+       "      <td>12.574943</td>\n",
+       "      <td>1.342737</td>\n",
+       "      <td>29.463555</td>\n",
+       "      <td>2.119252</td>\n",
+       "      <td>28.799393</td>\n",
+       "      <td>1.150748</td>\n",
+       "      <td>30.309246</td>\n",
+       "      <td>15.236172</td>\n",
+       "      <td>17.342425</td>\n",
+       "      <td>2.944698</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                           timestamp     speed_kmh  acceleration_mps2  \\\n",
+       "count                          20188  20400.000000       20400.000000   \n",
+       "mean   2023-01-01 01:23:07.106449408     75.568011           0.725270   \n",
+       "min              2023-01-01 00:00:00    -29.888952        -184.298090   \n",
+       "25%              2023-01-01 00:41:20     31.839137          -1.394929   \n",
+       "50%       2023-01-01 01:23:15.500000     59.974644           0.051468   \n",
+       "75%    2023-01-01 02:04:32.249999872     88.627069           1.510425   \n",
+       "max              2023-01-01 02:46:39   9908.058611         814.448301   \n",
+       "std                              NaN    153.838590          12.574943   \n",
+       "\n",
+       "       brake_intensity  battery_level  energy_consumption  \\\n",
+       "count     20400.000000   20400.000000        20400.000000   \n",
+       "mean          0.645915      51.275847            1.335540   \n",
+       "min           0.000048     -99.846244            0.100032   \n",
+       "25%           0.284345      27.600289            0.628742   \n",
+       "50%           0.515905      52.105154            1.073536   \n",
+       "75%           0.747826      75.823082            1.540753   \n",
+       "max          82.664897      99.979990          101.898401   \n",
+       "std           1.342737      29.463555            2.119252   \n",
+       "\n",
+       "       regen_braking_usage  lane_deviation  obstacle_distance  \\\n",
+       "count         20400.000000    20400.000000       20400.000000   \n",
+       "mean             50.363655        0.006652          48.739514   \n",
+       "min               0.000843       -1.998920         -99.910354   \n",
+       "25%              25.752223       -0.988825          24.389382   \n",
+       "50%              50.785111        0.011717          49.142932   \n",
+       "75%              75.383184        1.007201          73.956896   \n",
+       "max              99.993970        1.998760          99.987510   \n",
+       "std              28.799393        1.150748          30.309246   \n",
+       "\n",
+       "       traffic_density  steering_angle  reaction_time  \n",
+       "count     20400.000000    20400.000000   20400.000000  \n",
+       "mean         23.790784       -0.136044       1.732019  \n",
+       "min         -49.000000      -29.994218       0.200063  \n",
+       "25%          11.000000      -15.380808       0.836029  \n",
+       "50%          24.000000       -0.110643       1.402571  \n",
+       "75%          36.000000       14.840593       1.948341  \n",
+       "max          49.000000       29.991773     126.721623  \n",
+       "std          15.236172       17.342425       2.944698  "
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "5fa6320b-6f62-4ed7-807a-31598b56dcd7",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "weather_condition unique values: ['Rainy' 'Foggy' 'Sunny' 'Snowy' 'Rany' 'Fogy' 'Suuny']\n",
+      "road_type unique values: ['Highway' 'Urban' 'Rural' 'Rulal' 'Higway' 'Urbon']\n",
+      "ADAS_output unique values: ['Brak' 'Lane Correct' 'Maintain Speed' 'Accelerate' 'Brake'\n",
+      " 'Mantain Sped' 'Acelerate' 'Lane Corect']\n"
+     ]
+    }
+   ],
+   "source": [
+    "for col in df.select_dtypes(include=[\"object\"]).columns:\n",
+    "    print(f\"{col} unique values:\", df[col].unique())\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "2d7e70a6-14d3-417b-a6cc-02be85878c38",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Duplicates: 3064\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"Duplicates:\", df.duplicated().sum())\n",
+    "df.drop_duplicates(inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "c88281d7-94fa-4b88-ae63-c67496f68ecb",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import seaborn as sns\n",
+    "import matplotlib.pyplot as plt\n",
+    "sns.set_style(\"whitegrid\")\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "45381ab1-4ff4-406c-b267-dcad9e8abb85",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\Abhishek Umesh\\AppData\\Local\\Temp\\ipykernel_4292\\3602577255.py:3: FutureWarning: \n",
+      "\n",
+      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
+      "\n",
+      "  sns.countplot(x=df[\"weather_condition\"], ax=axes[0], palette=\"coolwarm\")\n",
+      "C:\\Users\\Abhishek Umesh\\AppData\\Local\\Temp\\ipykernel_4292\\3602577255.py:6: FutureWarning: \n",
+      "\n",
+      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
+      "\n",
+      "  sns.countplot(x=df[\"road_type\"], ax=axes[1], palette=\"viridis\")\n",
+      "C:\\Users\\Abhishek Umesh\\AppData\\Local\\Temp\\ipykernel_4292\\3602577255.py:9: FutureWarning: \n",
+      "\n",
+      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
+      "\n",
+      "  sns.countplot(x=df[\"ADAS_output\"], ax=axes[2], palette=\"Set2\")\n"
+     ]
+    },
+    {
+     "data": {
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",
+      "text/plain": [
+       "<Figure size 1800x500 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, axes = plt.subplots(1, 3, figsize=(18, 5))\n",
+    "\n",
+    "sns.countplot(x=df[\"weather_condition\"], ax=axes[0], palette=\"coolwarm\")\n",
+    "axes[0].set_title(\"Weather Condition\")\n",
+    "\n",
+    "sns.countplot(x=df[\"road_type\"], ax=axes[1], palette=\"viridis\")\n",
+    "axes[1].set_title(\"Road Type\")\n",
+    "\n",
+    "sns.countplot(x=df[\"ADAS_output\"], ax=axes[2], palette=\"Set2\")\n",
+    "axes[2].set_title(\"ADAS Output\")\n",
+    "\n",
+    "plt.xticks(rotation=45)\n",
+    "plt.tight_layout()\n",
+    "plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "2bd812bd-c48b-4dc2-9b49-a915dd21f1d1",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(10, 5))\n",
+    "sns.boxplot(data=df.select_dtypes(include=\"number\"))\n",
+    "plt.xticks(rotation=45)\n",
+    "plt.title(\"Outlier Detection\")\n",
+    "plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "c0d7c7a6-3dec-4161-9603-38ffa991218b",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "timestamp              datetime64[ns]\n",
+      "speed_kmh                     float64\n",
+      "acceleration_mps2             float64\n",
+      "brake_intensity               float64\n",
+      "battery_level                 float64\n",
+      "energy_consumption            float64\n",
+      "regen_braking_usage           float64\n",
+      "lane_deviation                float64\n",
+      "obstacle_distance             float64\n",
+      "traffic_density                 int64\n",
+      "weather_condition              object\n",
+      "road_type                      object\n",
+      "steering_angle                float64\n",
+      "reaction_time                 float64\n",
+      "ADAS_output                    object\n",
+      "dtype: object\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(df.dtypes)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "9eef306b-2d86-4a3e-89f4-e360892b2fd9",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(10, 6))\n",
+    "sns.heatmap(df.select_dtypes(include=['number']).corr(), annot=True, cmap=\"coolwarm\")\n",
+    "plt.title(\"Feature Correlation\")\n",
+    "plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "91a0fef3-7084-4677-a965-976879111827",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "weather_condition unique values: ['Rainy' 'Foggy' 'Sunny' 'Snowy' 'Rany' 'Fogy' 'Suuny']\n",
+      "road_type unique values: ['Highway' 'Urban' 'Rural' 'Rulal' 'Higway' 'Urbon']\n",
+      "ADAS_output unique values: ['Brak' 'Lane Correct' 'Maintain Speed' 'Accelerate' 'Brake'\n",
+      " 'Mantain Sped' 'Acelerate' 'Lane Corect']\n"
+     ]
+    }
+   ],
+   "source": [
+    "for col in df.columns:\n",
+    "    if df[col].dtype == \"object\":\n",
+    "        print(f\"{col} unique values:\", df[col].unique())\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "3a947e74-2d93-4f08-a264-4c31bdfa13c7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df.to_csv(\"Cleaned_ADAS_EV_Dataset.csv\", index=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e6eb00c3-108e-46d7-87aa-cc49020a1090",
+   "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
+}