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+# Dataset
+<br>
+Link to Dataset:https://www.kaggle.com/datasets/willianoliveiragibin/fatalities-in-the-israeli-palestinian
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diff --git a/Fatalities in the Israeli Palestinian War Analysis/Model/Fatalities in the Israeli Palestinian War Analysis.ipynb b/Fatalities in the Israeli Palestinian War Analysis/Model/Fatalities in the Israeli Palestinian War Analysis.ipynb
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+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "0449544b",
+   "metadata": {},
+   "source": [
+    "# Importing Libraries"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "id": "33c74ea8",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Data Processing\n",
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "\n",
+    "# Basic Visualization tools\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "\n",
+    "# To handle null values\n",
+    "from sklearn.impute import SimpleImputer"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "dbd3b653",
+   "metadata": {},
+   "source": [
+    "# Importing data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 99,
+   "id": "2e3533a6",
+   "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>name</th>\n",
+       "      <th>date_of_event</th>\n",
+       "      <th>age</th>\n",
+       "      <th>citizenship</th>\n",
+       "      <th>event_location</th>\n",
+       "      <th>event_location_district</th>\n",
+       "      <th>event_location_region</th>\n",
+       "      <th>date_of_death</th>\n",
+       "      <th>gender</th>\n",
+       "      <th>took_part_in_the_hostilities</th>\n",
+       "      <th>place_of_residence</th>\n",
+       "      <th>place_of_residence_district</th>\n",
+       "      <th>type_of_injury</th>\n",
+       "      <th>ammunition</th>\n",
+       "      <th>killed_by</th>\n",
+       "      <th>notes</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>'Abd a-Rahman Suleiman Muhammad Abu Daghash</td>\n",
+       "      <td>2023-09-24</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>Palestinian</td>\n",
+       "      <td>Nur Shams R.C.</td>\n",
+       "      <td>Tulkarm</td>\n",
+       "      <td>West Bank</td>\n",
+       "      <td>2023-09-24</td>\n",
+       "      <td>M</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Nur Shams R.C.</td>\n",
+       "      <td>Tulkarm</td>\n",
+       "      <td>gunfire</td>\n",
+       "      <td>live ammunition</td>\n",
+       "      <td>Israeli security forces</td>\n",
+       "      <td>Fatally shot by Israeli forces while standing ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Usayed Farhan Muhammad 'Ali Abu 'Ali</td>\n",
+       "      <td>2023-09-24</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>Palestinian</td>\n",
+       "      <td>Nur Shams R.C.</td>\n",
+       "      <td>Tulkarm</td>\n",
+       "      <td>West Bank</td>\n",
+       "      <td>2023-09-24</td>\n",
+       "      <td>M</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Nur Shams R.C.</td>\n",
+       "      <td>Tulkarm</td>\n",
+       "      <td>gunfire</td>\n",
+       "      <td>live ammunition</td>\n",
+       "      <td>Israeli security forces</td>\n",
+       "      <td>Fatally shot by Israeli forces while trying to...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>'Abdallah 'Imad Sa'ed Abu Hassan</td>\n",
+       "      <td>2023-09-22</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>Palestinian</td>\n",
+       "      <td>Kfar Dan</td>\n",
+       "      <td>Jenin</td>\n",
+       "      <td>West Bank</td>\n",
+       "      <td>2023-09-22</td>\n",
+       "      <td>M</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>al-Yamun</td>\n",
+       "      <td>Jenin</td>\n",
+       "      <td>gunfire</td>\n",
+       "      <td>live ammunition</td>\n",
+       "      <td>Israeli security forces</td>\n",
+       "      <td>Fatally shot by soldiers while firing at them ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Durgham Muhammad Yihya al-Akhras</td>\n",
+       "      <td>2023-09-20</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>Palestinian</td>\n",
+       "      <td>'Aqbat Jaber R.C.</td>\n",
+       "      <td>Jericho</td>\n",
+       "      <td>West Bank</td>\n",
+       "      <td>2023-09-20</td>\n",
+       "      <td>M</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>'Aqbat Jaber R.C.</td>\n",
+       "      <td>Jericho</td>\n",
+       "      <td>gunfire</td>\n",
+       "      <td>live ammunition</td>\n",
+       "      <td>Israeli security forces</td>\n",
+       "      <td>Shot in the head by Israeli forces while throw...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Raafat 'Omar Ahmad Khamaisah</td>\n",
+       "      <td>2023-09-19</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>Palestinian</td>\n",
+       "      <td>Jenin R.C.</td>\n",
+       "      <td>Jenin</td>\n",
+       "      <td>West Bank</td>\n",
+       "      <td>2023-09-19</td>\n",
+       "      <td>M</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Jenin</td>\n",
+       "      <td>Jenin</td>\n",
+       "      <td>gunfire</td>\n",
+       "      <td>live ammunition</td>\n",
+       "      <td>Israeli security forces</td>\n",
+       "      <td>Wounded by soldiers’ gunfire after running awa...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                          name date_of_event   age  \\\n",
+       "0  'Abd a-Rahman Suleiman Muhammad Abu Daghash    2023-09-24  32.0   \n",
+       "1         Usayed Farhan Muhammad 'Ali Abu 'Ali    2023-09-24  21.0   \n",
+       "2             'Abdallah 'Imad Sa'ed Abu Hassan    2023-09-22  16.0   \n",
+       "3             Durgham Muhammad Yihya al-Akhras    2023-09-20  19.0   \n",
+       "4                 Raafat 'Omar Ahmad Khamaisah    2023-09-19  15.0   \n",
+       "\n",
+       "   citizenship     event_location event_location_district  \\\n",
+       "0  Palestinian     Nur Shams R.C.                 Tulkarm   \n",
+       "1  Palestinian     Nur Shams R.C.                 Tulkarm   \n",
+       "2  Palestinian           Kfar Dan                   Jenin   \n",
+       "3  Palestinian  'Aqbat Jaber R.C.                 Jericho   \n",
+       "4  Palestinian         Jenin R.C.                   Jenin   \n",
+       "\n",
+       "  event_location_region date_of_death gender took_part_in_the_hostilities  \\\n",
+       "0             West Bank    2023-09-24      M                          NaN   \n",
+       "1             West Bank    2023-09-24      M                          NaN   \n",
+       "2             West Bank    2023-09-22      M                          NaN   \n",
+       "3             West Bank    2023-09-20      M                          NaN   \n",
+       "4             West Bank    2023-09-19      M                          NaN   \n",
+       "\n",
+       "  place_of_residence place_of_residence_district type_of_injury  \\\n",
+       "0     Nur Shams R.C.                     Tulkarm        gunfire   \n",
+       "1     Nur Shams R.C.                     Tulkarm        gunfire   \n",
+       "2           al-Yamun                       Jenin        gunfire   \n",
+       "3  'Aqbat Jaber R.C.                     Jericho        gunfire   \n",
+       "4              Jenin                       Jenin        gunfire   \n",
+       "\n",
+       "        ammunition                killed_by  \\\n",
+       "0  live ammunition  Israeli security forces   \n",
+       "1  live ammunition  Israeli security forces   \n",
+       "2  live ammunition  Israeli security forces   \n",
+       "3  live ammunition  Israeli security forces   \n",
+       "4  live ammunition  Israeli security forces   \n",
+       "\n",
+       "                                               notes  \n",
+       "0  Fatally shot by Israeli forces while standing ...  \n",
+       "1  Fatally shot by Israeli forces while trying to...  \n",
+       "2  Fatally shot by soldiers while firing at them ...  \n",
+       "3  Shot in the head by Israeli forces while throw...  \n",
+       "4  Wounded by soldiers’ gunfire after running awa...  "
+      ]
+     },
+     "execution_count": 99,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data = pd.read_csv(r\"C:\\fatalities_isr_pse_conflict_2000_to_2023.csv\")\n",
+    "data.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7bb94908",
+   "metadata": {},
+   "source": [
+    "# Data Pre-processing"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "id": "bcb7f784",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 11124 entries, 0 to 11123\n",
+      "Data columns (total 16 columns):\n",
+      " #   Column                        Non-Null Count  Dtype  \n",
+      "---  ------                        --------------  -----  \n",
+      " 0   name                          11124 non-null  object \n",
+      " 1   date_of_event                 11124 non-null  object \n",
+      " 2   age                           10995 non-null  float64\n",
+      " 3   citizenship                   11124 non-null  object \n",
+      " 4   event_location                11124 non-null  object \n",
+      " 5   event_location_district       11124 non-null  object \n",
+      " 6   event_location_region         11124 non-null  object \n",
+      " 7   date_of_death                 11124 non-null  object \n",
+      " 8   gender                        11104 non-null  object \n",
+      " 9   took_part_in_the_hostilities  9694 non-null   object \n",
+      " 10  place_of_residence            11056 non-null  object \n",
+      " 11  place_of_residence_district   11056 non-null  object \n",
+      " 12  type_of_injury                10833 non-null  object \n",
+      " 13  ammunition                    5871 non-null   object \n",
+      " 14  killed_by                     11124 non-null  object \n",
+      " 15  notes                         10844 non-null  object \n",
+      "dtypes: float64(1), object(15)\n",
+      "memory usage: 1.4+ MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "data.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 54,
+   "id": "1b91df05",
+   "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>age</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>10995.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>26.745703</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>13.780548</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>19.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>23.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>31.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>112.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                age\n",
+       "count  10995.000000\n",
+       "mean      26.745703\n",
+       "std       13.780548\n",
+       "min        1.000000\n",
+       "25%       19.000000\n",
+       "50%       23.000000\n",
+       "75%       31.000000\n",
+       "max      112.000000"
+      ]
+     },
+     "execution_count": 54,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 55,
+   "id": "5c1490bb",
+   "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>name</th>\n",
+       "      <th>date_of_event</th>\n",
+       "      <th>citizenship</th>\n",
+       "      <th>event_location</th>\n",
+       "      <th>event_location_district</th>\n",
+       "      <th>event_location_region</th>\n",
+       "      <th>date_of_death</th>\n",
+       "      <th>gender</th>\n",
+       "      <th>took_part_in_the_hostilities</th>\n",
+       "      <th>place_of_residence</th>\n",
+       "      <th>place_of_residence_district</th>\n",
+       "      <th>type_of_injury</th>\n",
+       "      <th>ammunition</th>\n",
+       "      <th>killed_by</th>\n",
+       "      <th>notes</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>11124</td>\n",
+       "      <td>11124</td>\n",
+       "      <td>11124</td>\n",
+       "      <td>11124</td>\n",
+       "      <td>11124</td>\n",
+       "      <td>11124</td>\n",
+       "      <td>11124</td>\n",
+       "      <td>11104</td>\n",
+       "      <td>9694</td>\n",
+       "      <td>11056</td>\n",
+       "      <td>11056</td>\n",
+       "      <td>10833</td>\n",
+       "      <td>5871</td>\n",
+       "      <td>11124</td>\n",
+       "      <td>10844</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>unique</th>\n",
+       "      <td>11083</td>\n",
+       "      <td>2405</td>\n",
+       "      <td>4</td>\n",
+       "      <td>494</td>\n",
+       "      <td>20</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2593</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>580</td>\n",
+       "      <td>20</td>\n",
+       "      <td>13</td>\n",
+       "      <td>21</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6744</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>top</th>\n",
+       "      <td>Name unknown to B'Tselem</td>\n",
+       "      <td>2008-12-27</td>\n",
+       "      <td>Palestinian</td>\n",
+       "      <td>Gaza City</td>\n",
+       "      <td>Gaza</td>\n",
+       "      <td>Gaza Strip</td>\n",
+       "      <td>2008-12-27</td>\n",
+       "      <td>M</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Gaza city</td>\n",
+       "      <td>Gaza</td>\n",
+       "      <td>gunfire</td>\n",
+       "      <td>missile</td>\n",
+       "      <td>Israeli security forces</td>\n",
+       "      <td>Killed during \"Operation Defensive Shield.\"</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>freq</th>\n",
+       "      <td>23</td>\n",
+       "      <td>357</td>\n",
+       "      <td>10092</td>\n",
+       "      <td>2232</td>\n",
+       "      <td>2435</td>\n",
+       "      <td>7733</td>\n",
+       "      <td>341</td>\n",
+       "      <td>9681</td>\n",
+       "      <td>4653</td>\n",
+       "      <td>2283</td>\n",
+       "      <td>2453</td>\n",
+       "      <td>9849</td>\n",
+       "      <td>2877</td>\n",
+       "      <td>10000</td>\n",
+       "      <td>113</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                            name date_of_event  citizenship event_location  \\\n",
+       "count                      11124         11124        11124          11124   \n",
+       "unique                     11083          2405            4            494   \n",
+       "top     Name unknown to B'Tselem    2008-12-27  Palestinian      Gaza City   \n",
+       "freq                          23           357        10092           2232   \n",
+       "\n",
+       "       event_location_district event_location_region date_of_death gender  \\\n",
+       "count                    11124                 11124         11124  11104   \n",
+       "unique                      20                     3          2593      2   \n",
+       "top                       Gaza            Gaza Strip    2008-12-27      M   \n",
+       "freq                      2435                  7733           341   9681   \n",
+       "\n",
+       "       took_part_in_the_hostilities place_of_residence  \\\n",
+       "count                          9694              11056   \n",
+       "unique                            5                580   \n",
+       "top                              No          Gaza city   \n",
+       "freq                           4653               2283   \n",
+       "\n",
+       "       place_of_residence_district type_of_injury ammunition  \\\n",
+       "count                        11056          10833       5871   \n",
+       "unique                          20             13         21   \n",
+       "top                           Gaza        gunfire    missile   \n",
+       "freq                          2453           9849       2877   \n",
+       "\n",
+       "                      killed_by                                        notes  \n",
+       "count                     11124                                        10844  \n",
+       "unique                        3                                         6744  \n",
+       "top     Israeli security forces  Killed during \"Operation Defensive Shield.\"  \n",
+       "freq                      10000                                          113  "
+      ]
+     },
+     "execution_count": 55,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data.describe(include='O')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ca4dc5e8",
+   "metadata": {},
+   "source": [
+    "### Handling Null Values"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 57,
+   "id": "4fe201f1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Filling null values with unknown in column 'took_part_in_the_hostilities'\n",
+    "\n",
+    "data['took_part_in_the_hostilities'].fillna(\"Unknown\",inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 66,
+   "id": "e7325bc2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Filling null values with avg.age in column 'age'\n",
+    "\n",
+    "mean_age = data['age'].mean()\n",
+    "data['age'].fillna(mean_age,inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 67,
+   "id": "35ed03ac",
+   "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>name</th>\n",
+       "      <th>date_of_event</th>\n",
+       "      <th>age</th>\n",
+       "      <th>citizenship</th>\n",
+       "      <th>event_location</th>\n",
+       "      <th>event_location_district</th>\n",
+       "      <th>event_location_region</th>\n",
+       "      <th>date_of_death</th>\n",
+       "      <th>gender</th>\n",
+       "      <th>took_part_in_the_hostilities</th>\n",
+       "      <th>place_of_residence</th>\n",
+       "      <th>place_of_residence_district</th>\n",
+       "      <th>type_of_injury</th>\n",
+       "      <th>ammunition</th>\n",
+       "      <th>killed_by</th>\n",
+       "      <th>notes</th>\n",
+       "      <th>AgeGroup</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>'Abd a-Rahman Suleiman Muhammad Abu Daghash</td>\n",
+       "      <td>2023-09-24</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>Palestinian</td>\n",
+       "      <td>Nur Shams R.C.</td>\n",
+       "      <td>Tulkarm</td>\n",
+       "      <td>West Bank</td>\n",
+       "      <td>2023-09-24</td>\n",
+       "      <td>M</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>Nur Shams R.C.</td>\n",
+       "      <td>Tulkarm</td>\n",
+       "      <td>gunfire</td>\n",
+       "      <td>live ammunition</td>\n",
+       "      <td>Israeli security forces</td>\n",
+       "      <td>Fatally shot by Israeli forces while standing ...</td>\n",
+       "      <td>31-45 yrs</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Usayed Farhan Muhammad 'Ali Abu 'Ali</td>\n",
+       "      <td>2023-09-24</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>Palestinian</td>\n",
+       "      <td>Nur Shams R.C.</td>\n",
+       "      <td>Tulkarm</td>\n",
+       "      <td>West Bank</td>\n",
+       "      <td>2023-09-24</td>\n",
+       "      <td>M</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>Nur Shams R.C.</td>\n",
+       "      <td>Tulkarm</td>\n",
+       "      <td>gunfire</td>\n",
+       "      <td>live ammunition</td>\n",
+       "      <td>Israeli security forces</td>\n",
+       "      <td>Fatally shot by Israeli forces while trying to...</td>\n",
+       "      <td>20-30 yrs</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>'Abdallah 'Imad Sa'ed Abu Hassan</td>\n",
+       "      <td>2023-09-22</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>Palestinian</td>\n",
+       "      <td>Kfar Dan</td>\n",
+       "      <td>Jenin</td>\n",
+       "      <td>West Bank</td>\n",
+       "      <td>2023-09-22</td>\n",
+       "      <td>M</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>al-Yamun</td>\n",
+       "      <td>Jenin</td>\n",
+       "      <td>gunfire</td>\n",
+       "      <td>live ammunition</td>\n",
+       "      <td>Israeli security forces</td>\n",
+       "      <td>Fatally shot by soldiers while firing at them ...</td>\n",
+       "      <td>0-19 yrs</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Durgham Muhammad Yihya al-Akhras</td>\n",
+       "      <td>2023-09-20</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>Palestinian</td>\n",
+       "      <td>'Aqbat Jaber R.C.</td>\n",
+       "      <td>Jericho</td>\n",
+       "      <td>West Bank</td>\n",
+       "      <td>2023-09-20</td>\n",
+       "      <td>M</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>'Aqbat Jaber R.C.</td>\n",
+       "      <td>Jericho</td>\n",
+       "      <td>gunfire</td>\n",
+       "      <td>live ammunition</td>\n",
+       "      <td>Israeli security forces</td>\n",
+       "      <td>Shot in the head by Israeli forces while throw...</td>\n",
+       "      <td>0-19 yrs</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Raafat 'Omar Ahmad Khamaisah</td>\n",
+       "      <td>2023-09-19</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>Palestinian</td>\n",
+       "      <td>Jenin R.C.</td>\n",
+       "      <td>Jenin</td>\n",
+       "      <td>West Bank</td>\n",
+       "      <td>2023-09-19</td>\n",
+       "      <td>M</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>Jenin</td>\n",
+       "      <td>Jenin</td>\n",
+       "      <td>gunfire</td>\n",
+       "      <td>live ammunition</td>\n",
+       "      <td>Israeli security forces</td>\n",
+       "      <td>Wounded by soldiers’ gunfire after running awa...</td>\n",
+       "      <td>0-19 yrs</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                          name date_of_event   age  \\\n",
+       "0  'Abd a-Rahman Suleiman Muhammad Abu Daghash    2023-09-24  32.0   \n",
+       "1         Usayed Farhan Muhammad 'Ali Abu 'Ali    2023-09-24  21.0   \n",
+       "2             'Abdallah 'Imad Sa'ed Abu Hassan    2023-09-22  16.0   \n",
+       "3             Durgham Muhammad Yihya al-Akhras    2023-09-20  19.0   \n",
+       "4                 Raafat 'Omar Ahmad Khamaisah    2023-09-19  15.0   \n",
+       "\n",
+       "   citizenship     event_location event_location_district  \\\n",
+       "0  Palestinian     Nur Shams R.C.                 Tulkarm   \n",
+       "1  Palestinian     Nur Shams R.C.                 Tulkarm   \n",
+       "2  Palestinian           Kfar Dan                   Jenin   \n",
+       "3  Palestinian  'Aqbat Jaber R.C.                 Jericho   \n",
+       "4  Palestinian         Jenin R.C.                   Jenin   \n",
+       "\n",
+       "  event_location_region date_of_death gender took_part_in_the_hostilities  \\\n",
+       "0             West Bank    2023-09-24      M                      Unknown   \n",
+       "1             West Bank    2023-09-24      M                      Unknown   \n",
+       "2             West Bank    2023-09-22      M                      Unknown   \n",
+       "3             West Bank    2023-09-20      M                      Unknown   \n",
+       "4             West Bank    2023-09-19      M                      Unknown   \n",
+       "\n",
+       "  place_of_residence place_of_residence_district type_of_injury  \\\n",
+       "0     Nur Shams R.C.                     Tulkarm        gunfire   \n",
+       "1     Nur Shams R.C.                     Tulkarm        gunfire   \n",
+       "2           al-Yamun                       Jenin        gunfire   \n",
+       "3  'Aqbat Jaber R.C.                     Jericho        gunfire   \n",
+       "4              Jenin                       Jenin        gunfire   \n",
+       "\n",
+       "        ammunition                killed_by  \\\n",
+       "0  live ammunition  Israeli security forces   \n",
+       "1  live ammunition  Israeli security forces   \n",
+       "2  live ammunition  Israeli security forces   \n",
+       "3  live ammunition  Israeli security forces   \n",
+       "4  live ammunition  Israeli security forces   \n",
+       "\n",
+       "                                               notes   AgeGroup  \n",
+       "0  Fatally shot by Israeli forces while standing ...  31-45 yrs  \n",
+       "1  Fatally shot by Israeli forces while trying to...  20-30 yrs  \n",
+       "2  Fatally shot by soldiers while firing at them ...   0-19 yrs  \n",
+       "3  Shot in the head by Israeli forces while throw...   0-19 yrs  \n",
+       "4  Wounded by soldiers’ gunfire after running awa...   0-19 yrs  "
+      ]
+     },
+     "execution_count": 67,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Creating Agegroups from the age column\n",
+    "\n",
+    "bins= [0,20,31,46,61,120]\n",
+    "labels = ['0-19 yrs','20-30 yrs','31-45 yrs','45-60 yrs','>60yrs']\n",
+    "data['AgeGroup'] = pd.cut(data['age'], bins=bins, labels=labels, right=False)\n",
+    "data.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 69,
+   "id": "831b479e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Filling null values with most frequent entry in column 'gender'\n",
+    "\n",
+    "data['gender'].fillna(data['gender'].mode()[0],inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 73,
+   "id": "04532cb5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Filling null values with most frequent entry in columns 'ammunition and type_of_injury'\n",
+    "\n",
+    "imputer = SimpleImputer(strategy=\"most_frequent\")\n",
+    "imputer.fit(data[['type_of_injury','ammunition']])\n",
+    "imputed_data = imputer.transform(data[['type_of_injury','ammunition']])\n",
+    "imputed_columns = ['type_of_injury','ammunition']\n",
+    "im_df = pd.DataFrame(imputed_data,columns=['type_of_injury','ammunition'])\n",
+    "for x in imputed_columns:\n",
+    "    data[x]=im_df[x]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 74,
+   "id": "43884e17",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Column Name: name has 0 nulls\n",
+      "Column Name: date_of_event has 0 nulls\n",
+      "Column Name: age has 0 nulls\n",
+      "Column Name: citizenship has 0 nulls\n",
+      "Column Name: event_location has 0 nulls\n",
+      "Column Name: event_location_district has 0 nulls\n",
+      "Column Name: event_location_region has 0 nulls\n",
+      "Column Name: date_of_death has 0 nulls\n",
+      "Column Name: gender has 0 nulls\n",
+      "Column Name: took_part_in_the_hostilities has 0 nulls\n",
+      "Column Name: place_of_residence has 68 nulls\n",
+      "Column Name: place_of_residence_district has 68 nulls\n",
+      "Column Name: type_of_injury has 0 nulls\n",
+      "Column Name: ammunition has 0 nulls\n",
+      "Column Name: killed_by has 0 nulls\n",
+      "Column Name: notes has 280 nulls\n",
+      "Column Name: AgeGroup has 0 nulls\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Checking null values in all the columns\n",
+    "\n",
+    "for i in data.columns:\n",
+    "    print(\"Column Name:\",i,\"has\",data[i].isnull().sum(),\"nulls\") "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 75,
+   "id": "8d3ab066",
+   "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>name</th>\n",
+       "      <th>date_of_event</th>\n",
+       "      <th>age</th>\n",
+       "      <th>citizenship</th>\n",
+       "      <th>event_location</th>\n",
+       "      <th>event_location_district</th>\n",
+       "      <th>event_location_region</th>\n",
+       "      <th>date_of_death</th>\n",
+       "      <th>gender</th>\n",
+       "      <th>took_part_in_the_hostilities</th>\n",
+       "      <th>...</th>\n",
+       "      <th>ammunition</th>\n",
+       "      <th>killed_by</th>\n",
+       "      <th>notes</th>\n",
+       "      <th>AgeGroup</th>\n",
+       "      <th>event_month</th>\n",
+       "      <th>event_year</th>\n",
+       "      <th>event_day</th>\n",
+       "      <th>death_month</th>\n",
+       "      <th>death_year</th>\n",
+       "      <th>death_day</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>'Abd a-Rahman Suleiman Muhammad Abu Daghash</td>\n",
+       "      <td>2023-09-24</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>Palestinian</td>\n",
+       "      <td>Nur Shams R.C.</td>\n",
+       "      <td>Tulkarm</td>\n",
+       "      <td>West Bank</td>\n",
+       "      <td>2023-09-24</td>\n",
+       "      <td>M</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>...</td>\n",
+       "      <td>live ammunition</td>\n",
+       "      <td>Israeli security forces</td>\n",
+       "      <td>Fatally shot by Israeli forces while standing ...</td>\n",
+       "      <td>31-45 yrs</td>\n",
+       "      <td>9</td>\n",
+       "      <td>2023</td>\n",
+       "      <td>24</td>\n",
+       "      <td>9</td>\n",
+       "      <td>2023</td>\n",
+       "      <td>24</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Usayed Farhan Muhammad 'Ali Abu 'Ali</td>\n",
+       "      <td>2023-09-24</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>Palestinian</td>\n",
+       "      <td>Nur Shams R.C.</td>\n",
+       "      <td>Tulkarm</td>\n",
+       "      <td>West Bank</td>\n",
+       "      <td>2023-09-24</td>\n",
+       "      <td>M</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>...</td>\n",
+       "      <td>live ammunition</td>\n",
+       "      <td>Israeli security forces</td>\n",
+       "      <td>Fatally shot by Israeli forces while trying to...</td>\n",
+       "      <td>20-30 yrs</td>\n",
+       "      <td>9</td>\n",
+       "      <td>2023</td>\n",
+       "      <td>24</td>\n",
+       "      <td>9</td>\n",
+       "      <td>2023</td>\n",
+       "      <td>24</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>'Abdallah 'Imad Sa'ed Abu Hassan</td>\n",
+       "      <td>2023-09-22</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>Palestinian</td>\n",
+       "      <td>Kfar Dan</td>\n",
+       "      <td>Jenin</td>\n",
+       "      <td>West Bank</td>\n",
+       "      <td>2023-09-22</td>\n",
+       "      <td>M</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>...</td>\n",
+       "      <td>live ammunition</td>\n",
+       "      <td>Israeli security forces</td>\n",
+       "      <td>Fatally shot by soldiers while firing at them ...</td>\n",
+       "      <td>0-19 yrs</td>\n",
+       "      <td>9</td>\n",
+       "      <td>2023</td>\n",
+       "      <td>22</td>\n",
+       "      <td>9</td>\n",
+       "      <td>2023</td>\n",
+       "      <td>22</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Durgham Muhammad Yihya al-Akhras</td>\n",
+       "      <td>2023-09-20</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>Palestinian</td>\n",
+       "      <td>'Aqbat Jaber R.C.</td>\n",
+       "      <td>Jericho</td>\n",
+       "      <td>West Bank</td>\n",
+       "      <td>2023-09-20</td>\n",
+       "      <td>M</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>...</td>\n",
+       "      <td>live ammunition</td>\n",
+       "      <td>Israeli security forces</td>\n",
+       "      <td>Shot in the head by Israeli forces while throw...</td>\n",
+       "      <td>0-19 yrs</td>\n",
+       "      <td>9</td>\n",
+       "      <td>2023</td>\n",
+       "      <td>20</td>\n",
+       "      <td>9</td>\n",
+       "      <td>2023</td>\n",
+       "      <td>20</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Raafat 'Omar Ahmad Khamaisah</td>\n",
+       "      <td>2023-09-19</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>Palestinian</td>\n",
+       "      <td>Jenin R.C.</td>\n",
+       "      <td>Jenin</td>\n",
+       "      <td>West Bank</td>\n",
+       "      <td>2023-09-19</td>\n",
+       "      <td>M</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>...</td>\n",
+       "      <td>live ammunition</td>\n",
+       "      <td>Israeli security forces</td>\n",
+       "      <td>Wounded by soldiers’ gunfire after running awa...</td>\n",
+       "      <td>0-19 yrs</td>\n",
+       "      <td>9</td>\n",
+       "      <td>2023</td>\n",
+       "      <td>19</td>\n",
+       "      <td>9</td>\n",
+       "      <td>2023</td>\n",
+       "      <td>19</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 23 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                          name date_of_event   age  \\\n",
+       "0  'Abd a-Rahman Suleiman Muhammad Abu Daghash    2023-09-24  32.0   \n",
+       "1         Usayed Farhan Muhammad 'Ali Abu 'Ali    2023-09-24  21.0   \n",
+       "2             'Abdallah 'Imad Sa'ed Abu Hassan    2023-09-22  16.0   \n",
+       "3             Durgham Muhammad Yihya al-Akhras    2023-09-20  19.0   \n",
+       "4                 Raafat 'Omar Ahmad Khamaisah    2023-09-19  15.0   \n",
+       "\n",
+       "   citizenship     event_location event_location_district  \\\n",
+       "0  Palestinian     Nur Shams R.C.                 Tulkarm   \n",
+       "1  Palestinian     Nur Shams R.C.                 Tulkarm   \n",
+       "2  Palestinian           Kfar Dan                   Jenin   \n",
+       "3  Palestinian  'Aqbat Jaber R.C.                 Jericho   \n",
+       "4  Palestinian         Jenin R.C.                   Jenin   \n",
+       "\n",
+       "  event_location_region date_of_death gender took_part_in_the_hostilities  \\\n",
+       "0             West Bank    2023-09-24      M                      Unknown   \n",
+       "1             West Bank    2023-09-24      M                      Unknown   \n",
+       "2             West Bank    2023-09-22      M                      Unknown   \n",
+       "3             West Bank    2023-09-20      M                      Unknown   \n",
+       "4             West Bank    2023-09-19      M                      Unknown   \n",
+       "\n",
+       "   ...       ammunition                killed_by  \\\n",
+       "0  ...  live ammunition  Israeli security forces   \n",
+       "1  ...  live ammunition  Israeli security forces   \n",
+       "2  ...  live ammunition  Israeli security forces   \n",
+       "3  ...  live ammunition  Israeli security forces   \n",
+       "4  ...  live ammunition  Israeli security forces   \n",
+       "\n",
+       "                                               notes   AgeGroup event_month  \\\n",
+       "0  Fatally shot by Israeli forces while standing ...  31-45 yrs           9   \n",
+       "1  Fatally shot by Israeli forces while trying to...  20-30 yrs           9   \n",
+       "2  Fatally shot by soldiers while firing at them ...   0-19 yrs           9   \n",
+       "3  Shot in the head by Israeli forces while throw...   0-19 yrs           9   \n",
+       "4  Wounded by soldiers’ gunfire after running awa...   0-19 yrs           9   \n",
+       "\n",
+       "  event_year event_day  death_month  death_year  death_day  \n",
+       "0       2023        24            9        2023         24  \n",
+       "1       2023        24            9        2023         24  \n",
+       "2       2023        22            9        2023         22  \n",
+       "3       2023        20            9        2023         20  \n",
+       "4       2023        19            9        2023         19  \n",
+       "\n",
+       "[5 rows x 23 columns]"
+      ]
+     },
+     "execution_count": 75,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Creating separate columns for year, month and day of the given dates\n",
+    "\n",
+    "data[\"event_month\"] = pd.to_datetime(data[\"date_of_event\"]).dt.month\n",
+    "data[\"event_year\"] = pd.to_datetime(data[\"date_of_event\"]).dt.year\n",
+    "data[\"event_day\"] = pd.to_datetime(data[\"date_of_event\"]).dt.day\n",
+    "\n",
+    "data[\"death_month\"] = pd.to_datetime(data[\"date_of_death\"]).dt.month\n",
+    "data[\"death_year\"] = pd.to_datetime(data[\"date_of_death\"]).dt.year\n",
+    "data[\"death_day\"] = pd.to_datetime(data[\"date_of_death\"]).dt.day\n",
+    "\n",
+    "data.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 76,
+   "id": "72f3f40a",
+   "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>name</th>\n",
+       "      <th>age</th>\n",
+       "      <th>citizenship</th>\n",
+       "      <th>event_location</th>\n",
+       "      <th>event_location_district</th>\n",
+       "      <th>event_location_region</th>\n",
+       "      <th>gender</th>\n",
+       "      <th>took_part_in_the_hostilities</th>\n",
+       "      <th>place_of_residence</th>\n",
+       "      <th>place_of_residence_district</th>\n",
+       "      <th>...</th>\n",
+       "      <th>ammunition</th>\n",
+       "      <th>killed_by</th>\n",
+       "      <th>notes</th>\n",
+       "      <th>AgeGroup</th>\n",
+       "      <th>event_month</th>\n",
+       "      <th>event_year</th>\n",
+       "      <th>event_day</th>\n",
+       "      <th>death_month</th>\n",
+       "      <th>death_year</th>\n",
+       "      <th>death_day</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>'Abd a-Rahman Suleiman Muhammad Abu Daghash</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>Palestinian</td>\n",
+       "      <td>Nur Shams R.C.</td>\n",
+       "      <td>Tulkarm</td>\n",
+       "      <td>West Bank</td>\n",
+       "      <td>M</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>Nur Shams R.C.</td>\n",
+       "      <td>Tulkarm</td>\n",
+       "      <td>...</td>\n",
+       "      <td>live ammunition</td>\n",
+       "      <td>Israeli security forces</td>\n",
+       "      <td>Fatally shot by Israeli forces while standing ...</td>\n",
+       "      <td>31-45 yrs</td>\n",
+       "      <td>9</td>\n",
+       "      <td>2023</td>\n",
+       "      <td>24</td>\n",
+       "      <td>9</td>\n",
+       "      <td>2023</td>\n",
+       "      <td>24</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Usayed Farhan Muhammad 'Ali Abu 'Ali</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>Palestinian</td>\n",
+       "      <td>Nur Shams R.C.</td>\n",
+       "      <td>Tulkarm</td>\n",
+       "      <td>West Bank</td>\n",
+       "      <td>M</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>Nur Shams R.C.</td>\n",
+       "      <td>Tulkarm</td>\n",
+       "      <td>...</td>\n",
+       "      <td>live ammunition</td>\n",
+       "      <td>Israeli security forces</td>\n",
+       "      <td>Fatally shot by Israeli forces while trying to...</td>\n",
+       "      <td>20-30 yrs</td>\n",
+       "      <td>9</td>\n",
+       "      <td>2023</td>\n",
+       "      <td>24</td>\n",
+       "      <td>9</td>\n",
+       "      <td>2023</td>\n",
+       "      <td>24</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>'Abdallah 'Imad Sa'ed Abu Hassan</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>Palestinian</td>\n",
+       "      <td>Kfar Dan</td>\n",
+       "      <td>Jenin</td>\n",
+       "      <td>West Bank</td>\n",
+       "      <td>M</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>al-Yamun</td>\n",
+       "      <td>Jenin</td>\n",
+       "      <td>...</td>\n",
+       "      <td>live ammunition</td>\n",
+       "      <td>Israeli security forces</td>\n",
+       "      <td>Fatally shot by soldiers while firing at them ...</td>\n",
+       "      <td>0-19 yrs</td>\n",
+       "      <td>9</td>\n",
+       "      <td>2023</td>\n",
+       "      <td>22</td>\n",
+       "      <td>9</td>\n",
+       "      <td>2023</td>\n",
+       "      <td>22</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Durgham Muhammad Yihya al-Akhras</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>Palestinian</td>\n",
+       "      <td>'Aqbat Jaber R.C.</td>\n",
+       "      <td>Jericho</td>\n",
+       "      <td>West Bank</td>\n",
+       "      <td>M</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>'Aqbat Jaber R.C.</td>\n",
+       "      <td>Jericho</td>\n",
+       "      <td>...</td>\n",
+       "      <td>live ammunition</td>\n",
+       "      <td>Israeli security forces</td>\n",
+       "      <td>Shot in the head by Israeli forces while throw...</td>\n",
+       "      <td>0-19 yrs</td>\n",
+       "      <td>9</td>\n",
+       "      <td>2023</td>\n",
+       "      <td>20</td>\n",
+       "      <td>9</td>\n",
+       "      <td>2023</td>\n",
+       "      <td>20</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Raafat 'Omar Ahmad Khamaisah</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>Palestinian</td>\n",
+       "      <td>Jenin R.C.</td>\n",
+       "      <td>Jenin</td>\n",
+       "      <td>West Bank</td>\n",
+       "      <td>M</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>Jenin</td>\n",
+       "      <td>Jenin</td>\n",
+       "      <td>...</td>\n",
+       "      <td>live ammunition</td>\n",
+       "      <td>Israeli security forces</td>\n",
+       "      <td>Wounded by soldiers’ gunfire after running awa...</td>\n",
+       "      <td>0-19 yrs</td>\n",
+       "      <td>9</td>\n",
+       "      <td>2023</td>\n",
+       "      <td>19</td>\n",
+       "      <td>9</td>\n",
+       "      <td>2023</td>\n",
+       "      <td>19</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 21 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                          name   age  citizenship  \\\n",
+       "0  'Abd a-Rahman Suleiman Muhammad Abu Daghash  32.0  Palestinian   \n",
+       "1         Usayed Farhan Muhammad 'Ali Abu 'Ali  21.0  Palestinian   \n",
+       "2             'Abdallah 'Imad Sa'ed Abu Hassan  16.0  Palestinian   \n",
+       "3             Durgham Muhammad Yihya al-Akhras  19.0  Palestinian   \n",
+       "4                 Raafat 'Omar Ahmad Khamaisah  15.0  Palestinian   \n",
+       "\n",
+       "      event_location event_location_district event_location_region gender  \\\n",
+       "0     Nur Shams R.C.                 Tulkarm             West Bank      M   \n",
+       "1     Nur Shams R.C.                 Tulkarm             West Bank      M   \n",
+       "2           Kfar Dan                   Jenin             West Bank      M   \n",
+       "3  'Aqbat Jaber R.C.                 Jericho             West Bank      M   \n",
+       "4         Jenin R.C.                   Jenin             West Bank      M   \n",
+       "\n",
+       "  took_part_in_the_hostilities place_of_residence place_of_residence_district  \\\n",
+       "0                      Unknown     Nur Shams R.C.                     Tulkarm   \n",
+       "1                      Unknown     Nur Shams R.C.                     Tulkarm   \n",
+       "2                      Unknown           al-Yamun                       Jenin   \n",
+       "3                      Unknown  'Aqbat Jaber R.C.                     Jericho   \n",
+       "4                      Unknown              Jenin                       Jenin   \n",
+       "\n",
+       "   ...       ammunition                killed_by  \\\n",
+       "0  ...  live ammunition  Israeli security forces   \n",
+       "1  ...  live ammunition  Israeli security forces   \n",
+       "2  ...  live ammunition  Israeli security forces   \n",
+       "3  ...  live ammunition  Israeli security forces   \n",
+       "4  ...  live ammunition  Israeli security forces   \n",
+       "\n",
+       "                                               notes   AgeGroup event_month  \\\n",
+       "0  Fatally shot by Israeli forces while standing ...  31-45 yrs           9   \n",
+       "1  Fatally shot by Israeli forces while trying to...  20-30 yrs           9   \n",
+       "2  Fatally shot by soldiers while firing at them ...   0-19 yrs           9   \n",
+       "3  Shot in the head by Israeli forces while throw...   0-19 yrs           9   \n",
+       "4  Wounded by soldiers’ gunfire after running awa...   0-19 yrs           9   \n",
+       "\n",
+       "   event_year  event_day  death_month  death_year  death_day  \n",
+       "0        2023         24            9        2023         24  \n",
+       "1        2023         24            9        2023         24  \n",
+       "2        2023         22            9        2023         22  \n",
+       "3        2023         20            9        2023         20  \n",
+       "4        2023         19            9        2023         19  \n",
+       "\n",
+       "[5 rows x 21 columns]"
+      ]
+     },
+     "execution_count": 76,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Deleting the date columns\n",
+    "\n",
+    "data.drop(['date_of_death','date_of_event'],axis=1,inplace=True)\n",
+    "\n",
+    "data.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7fdb3b3f",
+   "metadata": {},
+   "source": [
+    "# Data Visualization"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 77,
+   "id": "313cbade",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.hist(data['death_year'],bins=24, color='skyblue', edgecolor='black')\n",
+    "\n",
+    "plt.xlabel('Year')\n",
+    "plt.ylabel('Number of Deaths')\n",
+    "plt.title('No of deaths every year')\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 78,
+   "id": "68a2f8a5",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.countplot(x='citizenship',data=data)\n",
+    "plt.xlabel(\"Citizenship\")\n",
+    "plt.ylabel(\"No.of deaths\")\n",
+    "plt.title(\"No. of deaths by citizenship\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 79,
+   "id": "58b029e6",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.countplot(data, x=\"citizenship\", hue=\"killed_by\")\n",
+    "plt.xlabel(\"Citizenship\")\n",
+    "plt.ylabel(\"No.of deaths\")\n",
+    "plt.title(\"No. of deaths by citizenship & killed_by\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 80,
+   "id": "c8163b36",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, '% of fatalities by gender')"
+      ]
+     },
+     "execution_count": 80,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 500x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "colors = ['#ff9999','#66b3ff']\n",
+    "labels=[\"Male\",\"Female\"]\n",
+    "explode=[0,0.1]\n",
+    "plt.figure(figsize=(5, 5))\n",
+    "gender_data = data['gender'].value_counts()\n",
+    "plt.pie(gender_data,explode=explode,labels=labels,colors=colors,autopct='%1.0f%%')\n",
+    "plt.title('% of fatalities by gender')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 81,
+   "id": "4bd38050",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "20-30 yrs    5053\n",
+      "0-19 yrs     3164\n",
+      "31-45 yrs    1785\n",
+      "45-60 yrs     739\n",
+      ">60yrs        383\n",
+      "Name: AgeGroup, dtype: int64\n"
+     ]
+    }
+   ],
+   "source": [
+    "age_data = data['AgeGroup'].value_counts()\n",
+    "print(age_data)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 82,
+   "id": "3966db6f",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, '% of fatalities by Age Group')"
+      ]
+     },
+     "execution_count": 82,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 500x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "colors = ['#ff9999','#66b3ff','#99ff99','#ffcc99','#ffaa88']\n",
+    "labels=[\"20-30 yrs\",\"0-19 yrs\",\"31-45 yrs\",\"46-60yrs\",\">60 yrs\"]\n",
+    "explode=[0.1,0,0,0,0]\n",
+    "plt.figure(figsize=(5, 5))\n",
+    "age_data = data['AgeGroup'].value_counts()\n",
+    "plt.pie(age_data,explode=explode,labels=labels,colors=colors,autopct='%1.0f%%')\n",
+    "plt.title('% of fatalities by Age Group')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 88,
+   "id": "13e648b8",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.histplot(data=data,x='death_year',bins=24,hue='event_location_region',palette=['red','blue','green'])\n",
+    "plt.xlabel(\"Year of death\")\n",
+    "plt.ylabel(\"No.of deaths\")\n",
+    "plt.title(\"No. of deaths by year & event location\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 89,
+   "id": "8766a8fc",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.scatter(x=data['ammunition'], y=data['type_of_injury'],marker='+')\n",
+    "plt.xticks(rotation=90)\n",
+    "plt.xlabel(\"Ammunition\")\n",
+    "plt.ylabel(\"Type of injury\")\n",
+    "plt.title(\"Scatter plot between type of injury and ammunition used\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "643229a1",
+   "metadata": {},
+   "source": [
+    "# Creating categorical columns and finding Correlation"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 94,
+   "id": "e15d6d6e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#Creating categorical columns\n",
+    "\n",
+    "cat_cols = ['AgeGroup','citizenship', 'event_location_region','gender', 'took_part_in_the_hostilities', \n",
+    "            'place_of_residence_district', 'type_of_injury', 'ammunition','killed_by']\n",
+    "for x in cat_cols:\n",
+    "    data[x+\"_cat\"] = pd.CategoricalIndex(data[x]).codes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 98,
+   "id": "8e40943c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Axes: >"
+      ]
+     },
+     "execution_count": 98,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#Creating heatmap between the correlation of the columns\n",
+    "\n",
+    "sns.heatmap(data[['AgeGroup_cat','citizenship_cat', 'event_location_region_cat','gender_cat', 'took_part_in_the_hostilities_cat', \n",
+    "            'place_of_residence_district_cat', 'type_of_injury_cat', 'ammunition_cat','killed_by_cat']].corr(), annot=True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e68f7a96",
+   "metadata": {},
+   "source": [
+    "# Conclusion"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4e87b493",
+   "metadata": {},
+   "source": [
+    "- ####  There had been a spike in the number of fatalities in the year 2014.\n",
+    "- ####  There have been deaths from every age from 1yr olds  to 112 yrs old, with most fatalities from the age group 20-30 yrs.\n",
+    "- ####  Most fatalities have been of Palestinians.\n",
+    "- ####  Majority of the Palestinians have been killed by Israeli Forces.\n",
+    "- ####  Most deaths have taken place in the Gaza strip.\n",
+    "- ####  Most deaths are of Males(87%).\n",
+    "- ####  There is high correlation between the ammunition used for killing and the citizenship of the killed.\n"
+   ]
+  }
+ ],
+ "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": "3.10.9"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/Fatalities in the Israeli Palestinian War Analysis/Model/README.md b/Fatalities in the Israeli Palestinian War Analysis/Model/README.md
new file mode 100644
index 000000000..156f9a847
--- /dev/null
+++ b/Fatalities in the Israeli Palestinian War Analysis/Model/README.md	
@@ -0,0 +1,53 @@
+#   Project Title
+<br>
+Fatalities in the Israeli Palestinian War Analysis
+<br>
+
+# Aim
+
+Analysing the fatalities in the Israel-Palestine War using python libraries.
+
+# Dataset
+
+Link to the dataset: https://www.kaggle.com/datasets/willianoliveiragibin/fatalities-in-the-israeli-palestinian
+
+# Libraries Used
+
+- Pandas
+- Numpy
+- Matplotlib
+- Seaborn
+- sklearn
+
+# Steps Involved
+
+- All the necessary libraries are imported
+- Data preprocessing and handling of null values.
+- Creation of new useful columns.
+- Data visualization to visualize the data and get meaningful insights.
+- Conducting demographic, geospatial, weapon and injuries analysis.
+- Heatmap of correlation between the columns of the dataset.
+
+# Data Visualization and Correlation
+
+![Image 1](../Images/Image%201.png "Image 1")
+![Image 2](../Images/Image%202.png "Image 2")
+![Image 3](../Images/Image%203.png "Image 3")
+![Image 4](../Images/Image%204.png "Image 4")
+![Image 5](../Images/Image%205.png "Image 5")
+![Image 6](../Images/Image%206.png "Image 6")
+![Image 7](../Images/Image%207.png "Image 7")
+![Image 8](../Images/Image%208.png "Image 8")
+
+# Conclusion
+
+- There had been a spike in the number of fatalities in the year 2014.
+- There have been deaths from every age from 1yr olds to 112 yrs old, with most fatalities from the age group 20-30 yrs.
+- Most fatalities have been of Palestinians.
+- Majority of the Palestinians have been killed by Israeli Forces.
+- Most deaths have taken place in the Gaza strip.
+- Most deaths are of Males(87%).
+- There is high correlation between the ammunition used for killing and the citizenship of the killed.
+
+# Contribution by:
+Gourav Pramanik
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diff --git a/Fatalities in the Israeli Palestinian War Analysis/requirements.txt b/Fatalities in the Israeli Palestinian War Analysis/requirements.txt
new file mode 100644
index 000000000..979aa523a
--- /dev/null
+++ b/Fatalities in the Israeli Palestinian War Analysis/requirements.txt	
@@ -0,0 +1,5 @@
+scikit-learn~=1.0.2
+pandas~=1.3.5
+numpy~=1.22.0
+matplotlib==3.4.2
+seaborn==0.9.0
\ No newline at end of file