Titanic_survival_prediction.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "fe4e6490",
   "metadata": {},
   "outputs": [],
   "source": [
    "#importing all modules\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import sklearn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "600e7c37",
   "metadata": {},
   "outputs": [],
   "source": [
    "train=pd.read_csv(\"train_1.csv\")\n",
    "test=pd.read_csv(\"test_1.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "6e0ed496",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "    }\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>PassengerId</th>\n",
       "      <th>Survived</th>\n",
       "      <th>Pclass</th>\n",
       "      <th>Name</th>\n",
       "      <th>Sex</th>\n",
       "      <th>Age</th>\n",
       "      <th>SibSp</th>\n",
       "      <th>Parch</th>\n",
       "      <th>Ticket</th>\n",
       "      <th>Fare</th>\n",
       "      <th>Cabin</th>\n",
       "      <th>Embarked</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Braund, Mr. Owen Harris</td>\n",
       "      <td>male</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>A/5 21171</td>\n",
       "      <td>7.2500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Cumings, Mrs. John Bradley (Florence Briggs Th...</td>\n",
       "      <td>female</td>\n",
       "      <td>38.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17599</td>\n",
       "      <td>71.2833</td>\n",
       "      <td>C85</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Heikkinen, Miss. Laina</td>\n",
       "      <td>female</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>STON/O2. 3101282</td>\n",
       "      <td>7.9250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Futrelle, Mrs. Jacques Heath (Lily May Peel)</td>\n",
       "      <td>female</td>\n",
       "      <td>35.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>113803</td>\n",
       "      <td>53.1000</td>\n",
       "      <td>C123</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Allen, Mr. William Henry</td>\n",
       "      <td>male</td>\n",
       "      <td>35.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>373450</td>\n",
       "      <td>8.0500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   PassengerId  Survived  Pclass  \\\n",
       "0            1         0       3   \n",
       "1            2         1       1   \n",
       "2            3         1       3   \n",
       "3            4         1       1   \n",
       "4            5         0       3   \n",
       "\n",
       "                                                Name     Sex   Age  SibSp  \\\n",
       "0                            Braund, Mr. Owen Harris    male  22.0      1   \n",
       "1  Cumings, Mrs. John Bradley (Florence Briggs Th...  female  38.0      1   \n",
       "2                             Heikkinen, Miss. Laina  female  26.0      0   \n",
       "3       Futrelle, Mrs. Jacques Heath (Lily May Peel)  female  35.0      1   \n",
       "4                           Allen, Mr. William Henry    male  35.0      0   \n",
       "\n",
       "   Parch            Ticket     Fare Cabin Embarked  \n",
       "0      0         A/5 21171   7.2500   NaN        S  \n",
       "1      0          PC 17599  71.2833   C85        C  \n",
       "2      0  STON/O2. 3101282   7.9250   NaN        S  \n",
       "3      0            113803  53.1000  C123        S  \n",
       "4      0            373450   8.0500   NaN        S  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "c4c2e587",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PassengerId      int64\n",
       "Survived         int64\n",
       "Pclass           int64\n",
       "Name            object\n",
       "Sex             object\n",
       "Age            float64\n",
       "SibSp            int64\n",
       "Parch            int64\n",
       "Ticket          object\n",
       "Fare           float64\n",
       "Cabin           object\n",
       "Embarked        object\n",
       "dtype: object"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "aaf83e76",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PassengerId    891\n",
       "Survived         2\n",
       "Pclass           3\n",
       "Name           891\n",
       "Sex              2\n",
       "Age             88\n",
       "SibSp            7\n",
       "Parch            7\n",
       "Ticket         681\n",
       "Fare           248\n",
       "Cabin          147\n",
       "Embarked         3\n",
       "dtype: int64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "327016c3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PassengerId      0\n",
       "Survived         0\n",
       "Pclass           0\n",
       "Name             0\n",
       "Sex              0\n",
       "Age            177\n",
       "SibSp            0\n",
       "Parch            0\n",
       "Ticket           0\n",
       "Fare             0\n",
       "Cabin          687\n",
       "Embarked         2\n",
       "dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.isnull().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5087d442",
   "metadata": {},
   "source": [
    "# Basic Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "d0131617",
   "metadata": {},
   "outputs": [],
   "source": [
    "def frequency(data):\n",
    "    f = data.value_counts()\n",
    "    relf=data.value_counts()/len(data)\n",
    "    relf = round(relf,2)\n",
    "    d_f = pd.concat([f,relf],axis=1)\n",
    "    return d_f"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "9a15f8f5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\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>Survived</th>\n",
       "      <th>Survived</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>549</td>\n",
       "      <td>0.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>342</td>\n",
       "      <td>0.38</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Survived  Survived\n",
       "0       549      0.62\n",
       "1       342      0.38"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frequency(train['Survived'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "80cff19c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Pclass</th>\n",
       "      <th>Pclass</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>491</td>\n",
       "      <td>0.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>216</td>\n",
       "      <td>0.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>184</td>\n",
       "      <td>0.21</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Pclass  Pclass\n",
       "3     491    0.55\n",
       "1     216    0.24\n",
       "2     184    0.21"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#ticket class frequency\n",
    "frequency(train['Pclass'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "8ef3e30b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Sex</th>\n",
       "      <th>Sex</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>male</th>\n",
       "      <td>577</td>\n",
       "      <td>0.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>female</th>\n",
       "      <td>314</td>\n",
       "      <td>0.35</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Sex   Sex\n",
       "male    577  0.65\n",
       "female  314  0.35"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frequency(train['Sex'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "5899b82d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Parch</th>\n",
       "      <th>Parch</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>678</td>\n",
       "      <td>0.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>118</td>\n",
       "      <td>0.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>80</td>\n",
       "      <td>0.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Parch  Parch\n",
       "0    678   0.76\n",
       "1    118   0.13\n",
       "2     80   0.09\n",
       "5      5   0.01\n",
       "3      5   0.01\n",
       "4      4   0.00\n",
       "6      1   0.00"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#parents or children frequency\n",
    "frequency(train['Parch'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "f727e5c2",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Embarked</th>\n",
       "      <th>Embarked</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>S</th>\n",
       "      <td>644</td>\n",
       "      <td>0.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C</th>\n",
       "      <td>168</td>\n",
       "      <td>0.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q</th>\n",
       "      <td>77</td>\n",
       "      <td>0.09</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Embarked  Embarked\n",
       "S       644      0.72\n",
       "C       168      0.19\n",
       "Q        77      0.09"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frequency(train['Embarked'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "571b1fd7",
   "metadata": {},
   "source": [
    "# Insights\n",
    "\n",
    "1.passengers not survived > survived 2.There are more 3rd class passengers 3.there are 30% more frequency of males than females"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "d0bfa07b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PassengerId</th>\n",
       "      <th>Survived</th>\n",
       "      <th>Pclass</th>\n",
       "      <th>Age</th>\n",
       "      <th>SibSp</th>\n",
       "      <th>Parch</th>\n",
       "      <th>Fare</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>891.00</td>\n",
       "      <td>891.00</td>\n",
       "      <td>891.00</td>\n",
       "      <td>714.00</td>\n",
       "      <td>891.00</td>\n",
       "      <td>891.00</td>\n",
       "      <td>891.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>446.00</td>\n",
       "      <td>0.38</td>\n",
       "      <td>2.31</td>\n",
       "      <td>29.70</td>\n",
       "      <td>0.52</td>\n",
       "      <td>0.38</td>\n",
       "      <td>32.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>257.35</td>\n",
       "      <td>0.49</td>\n",
       "      <td>0.84</td>\n",
       "      <td>14.53</td>\n",
       "      <td>1.10</td>\n",
       "      <td>0.81</td>\n",
       "      <td>49.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.42</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>223.50</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.00</td>\n",
       "      <td>20.12</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>7.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>446.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>28.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>14.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>668.50</td>\n",
       "      <td>1.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>38.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>31.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>891.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>80.00</td>\n",
       "      <td>8.00</td>\n",
       "      <td>6.00</td>\n",
       "      <td>512.33</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       PassengerId  Survived  Pclass     Age   SibSp   Parch    Fare\n",
       "count       891.00    891.00  891.00  714.00  891.00  891.00  891.00\n",
       "mean        446.00      0.38    2.31   29.70    0.52    0.38   32.20\n",
       "std         257.35      0.49    0.84   14.53    1.10    0.81   49.69\n",
       "min           1.00      0.00    1.00    0.42    0.00    0.00    0.00\n",
       "25%         223.50      0.00    2.00   20.12    0.00    0.00    7.91\n",
       "50%         446.00      0.00    3.00   28.00    0.00    0.00   14.45\n",
       "75%         668.50      1.00    3.00   38.00    1.00    0.00   31.00\n",
       "max         891.00      1.00    3.00   80.00    8.00    6.00  512.33"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.describe().round(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2e4be923",
   "metadata": {},
   "source": [
    "# Bar Graphs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "4e5c2cec",
   "metadata": {},
   "outputs": [],
   "source": [
    "#function\n",
    "def bar(df,col):\n",
    "    sns.countplot(data=df,x=col,hue=\"Survived\")\n",
    "    plt.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "55b6b6e3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bar(train,\"Survived\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "293c928e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bar(train,\"Pclass\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "772bd534",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bar(train,\"Sex\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "2d010a3b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bar(train,\"Embarked\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e4dc3223",
   "metadata": {},
   "source": [
    "##Histogram"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "83199c6d",
   "metadata": {},
   "outputs": [],
   "source": [
    "def histo(df,col):\n",
    "    sns.histplot(df[col],kde=True,bins=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "2957a58b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "histo(train,\"Age\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "042b4c2d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "histo(train,\"Fare\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "d95a3ba5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1572.11x1500 with 42 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#pairplot\n",
    "sns.pairplot(train,hue=\"Survived\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "60f48beb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['PassengerId', 'Survived', 'Pclass', 'Age', 'SibSp', 'Parch', 'Fare']"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#taking variables or columns with integer or float value\n",
    "cols = [cool for cool in train.columns if train[cool].dtype in ['int64','float64']]\n",
    "cols"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "cbf3c846",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#heatmap\n",
    "sns.heatmap(train[cols].corr().round(2),annot=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "de44f5c4",
   "metadata": {},
   "source": [
    "# Transform"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "a69ef6a1",
   "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>PassengerId</th>\n",
       "      <th>Survived</th>\n",
       "      <th>Pclass</th>\n",
       "      <th>Name</th>\n",
       "      <th>Sex</th>\n",
       "      <th>Age</th>\n",
       "      <th>SibSp</th>\n",
       "      <th>Parch</th>\n",
       "      <th>Ticket</th>\n",
       "      <th>Fare</th>\n",
       "      <th>Cabin</th>\n",
       "      <th>Embarked</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Braund, Mr. Owen Harris</td>\n",
       "      <td>male</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>A/5 21171</td>\n",
       "      <td>7.2500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Cumings, Mrs. John Bradley (Florence Briggs Th...</td>\n",
       "      <td>female</td>\n",
       "      <td>38.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17599</td>\n",
       "      <td>71.2833</td>\n",
       "      <td>C85</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Heikkinen, Miss. Laina</td>\n",
       "      <td>female</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>STON/O2. 3101282</td>\n",
       "      <td>7.9250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Futrelle, Mrs. Jacques Heath (Lily May Peel)</td>\n",
       "      <td>female</td>\n",
       "      <td>35.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>113803</td>\n",
       "      <td>53.1000</td>\n",
       "      <td>C123</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Allen, Mr. William Henry</td>\n",
       "      <td>male</td>\n",
       "      <td>35.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>373450</td>\n",
       "      <td>8.0500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   PassengerId  Survived  Pclass  \\\n",
       "0            1         0       3   \n",
       "1            2         1       1   \n",
       "2            3         1       3   \n",
       "3            4         1       1   \n",
       "4            5         0       3   \n",
       "\n",
       "                                                Name     Sex   Age  SibSp  \\\n",
       "0                            Braund, Mr. Owen Harris    male  22.0      1   \n",
       "1  Cumings, Mrs. John Bradley (Florence Briggs Th...  female  38.0      1   \n",
       "2                             Heikkinen, Miss. Laina  female  26.0      0   \n",
       "3       Futrelle, Mrs. Jacques Heath (Lily May Peel)  female  35.0      1   \n",
       "4                           Allen, Mr. William Henry    male  35.0      0   \n",
       "\n",
       "   Parch            Ticket     Fare Cabin Embarked  \n",
       "0      0         A/5 21171   7.2500   NaN        S  \n",
       "1      0          PC 17599  71.2833   C85        C  \n",
       "2      0  STON/O2. 3101282   7.9250   NaN        S  \n",
       "3      0            113803  53.1000  C123        S  \n",
       "4      0            373450   8.0500   NaN        S  "
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "76636b76",
   "metadata": {},
   "outputs": [],
   "source": [
    "#remove cabin column\n",
    "train=train.drop(['Cabin'],axis=1,inplace=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "a559770c",
   "metadata": {},
   "outputs": [],
   "source": [
    "train['Age'].fillna(train['Age'].mean(),inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "f78f7994",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PassengerId    0\n",
       "Survived       0\n",
       "Pclass         0\n",
       "Name           0\n",
       "Sex            0\n",
       "Age            0\n",
       "SibSp          0\n",
       "Parch          0\n",
       "Ticket         0\n",
       "Fare           0\n",
       "Embarked       2\n",
       "dtype: int64"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "dfc72a7f",
   "metadata": {},
   "outputs": [],
   "source": [
    "#still there are NAN values in embarked\n",
    "train['Embarked'].fillna(train['Age'].mode()[0],inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "08d6d3a8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PassengerId    0\n",
       "Survived       0\n",
       "Pclass         0\n",
       "Name           0\n",
       "Sex            0\n",
       "Age            0\n",
       "SibSp          0\n",
       "Parch          0\n",
       "Ticket         0\n",
       "Fare           0\n",
       "Embarked       0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "39356fd3",
   "metadata": {},
   "outputs": [],
   "source": [
    "train.replace({'Sex':{'male':0,'female':1},'Embarked':{'C':1,'S':2,'Q':3}},inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "8bde9c74",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
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       "    }\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>PassengerId</th>\n",
       "      <th>Survived</th>\n",
       "      <th>Pclass</th>\n",
       "      <th>Name</th>\n",
       "      <th>Sex</th>\n",
       "      <th>Age</th>\n",
       "      <th>SibSp</th>\n",
       "      <th>Parch</th>\n",
       "      <th>Ticket</th>\n",
       "      <th>Fare</th>\n",
       "      <th>Embarked</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Braund, Mr. Owen Harris</td>\n",
       "      <td>0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>A/5 21171</td>\n",
       "      <td>7.2500</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Cumings, Mrs. John Bradley (Florence Briggs Th...</td>\n",
       "      <td>1</td>\n",
       "      <td>38.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17599</td>\n",
       "      <td>71.2833</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Heikkinen, Miss. Laina</td>\n",
       "      <td>1</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>STON/O2. 3101282</td>\n",
       "      <td>7.9250</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Futrelle, Mrs. Jacques Heath (Lily May Peel)</td>\n",
       "      <td>1</td>\n",
       "      <td>35.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>113803</td>\n",
       "      <td>53.1000</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Allen, Mr. William Henry</td>\n",
       "      <td>0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>373450</td>\n",
       "      <td>8.0500</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   PassengerId  Survived  Pclass  \\\n",
       "0            1         0       3   \n",
       "1            2         1       1   \n",
       "2            3         1       3   \n",
       "3            4         1       1   \n",
       "4            5         0       3   \n",
       "\n",
       "                                                Name  Sex   Age  SibSp  Parch  \\\n",
       "0                            Braund, Mr. Owen Harris    0  22.0      1      0   \n",
       "1  Cumings, Mrs. John Bradley (Florence Briggs Th...    1  38.0      1      0   \n",
       "2                             Heikkinen, Miss. Laina    1  26.0      0      0   \n",
       "3       Futrelle, Mrs. Jacques Heath (Lily May Peel)    1  35.0      1      0   \n",
       "4                           Allen, Mr. William Henry    0  35.0      0      0   \n",
       "\n",
       "             Ticket     Fare  Embarked  \n",
       "0         A/5 21171   7.2500       2.0  \n",
       "1          PC 17599  71.2833       1.0  \n",
       "2  STON/O2. 3101282   7.9250       2.0  \n",
       "3            113803  53.1000       2.0  \n",
       "4            373450   8.0500       2.0  "
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "659ccd7a",
   "metadata": {},
   "outputs": [],
   "source": [
    "#splitting train and test\n",
    "from sklearn.model_selection import train_test_split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "c1397fa1",
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train,X_valid=train_test_split(train,test_size=0.2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "46985536",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PassengerId</th>\n",
       "      <th>Survived</th>\n",
       "      <th>Pclass</th>\n",
       "      <th>Name</th>\n",
       "      <th>Sex</th>\n",
       "      <th>Age</th>\n",
       "      <th>SibSp</th>\n",
       "      <th>Parch</th>\n",
       "      <th>Ticket</th>\n",
       "      <th>Fare</th>\n",
       "      <th>Embarked</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>841</th>\n",
       "      <td>842</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Mudd, Mr. Thomas Charles</td>\n",
       "      <td>0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>S.O./P.P. 3</td>\n",
       "      <td>10.500</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>87</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Ford, Mr. William Neal</td>\n",
       "      <td>0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>W./C. 6608</td>\n",
       "      <td>34.375</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>890</th>\n",
       "      <td>891</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Dooley, Mr. Patrick</td>\n",
       "      <td>0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>370376</td>\n",
       "      <td>7.750</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246</th>\n",
       "      <td>247</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Lindahl, Miss. Agda Thorilda Viktoria</td>\n",
       "      <td>1</td>\n",
       "      <td>25.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>347071</td>\n",
       "      <td>7.775</td>\n",
       "      <td>2.0</td>\n",
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       "    <tr>\n",
       "      <th>279</th>\n",
       "      <td>280</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Abbott, Mrs. Stanton (Rosa Hunt)</td>\n",
       "      <td>1</td>\n",
       "      <td>35.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>C.A. 2673</td>\n",
       "      <td>20.250</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     PassengerId  Survived  Pclass                                   Name  \\\n",
       "841          842         0       2               Mudd, Mr. Thomas Charles   \n",
       "86            87         0       3                 Ford, Mr. William Neal   \n",
       "890          891         0       3                    Dooley, Mr. Patrick   \n",
       "246          247         0       3  Lindahl, Miss. Agda Thorilda Viktoria   \n",
       "279          280         1       3       Abbott, Mrs. Stanton (Rosa Hunt)   \n",
       "\n",
       "     Sex   Age  SibSp  Parch       Ticket    Fare  Embarked  \n",
       "841    0  16.0      0      0  S.O./P.P. 3  10.500       2.0  \n",
       "86     0  16.0      1      3   W./C. 6608  34.375       2.0  \n",
       "890    0  32.0      0      0       370376   7.750       3.0  \n",
       "246    1  25.0      0      0       347071   7.775       2.0  \n",
       "279    1  35.0      1      1    C.A. 2673  20.250       2.0  "
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "23968b6b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PassengerId</th>\n",
       "      <th>Survived</th>\n",
       "      <th>Pclass</th>\n",
       "      <th>Name</th>\n",
       "      <th>Sex</th>\n",
       "      <th>Age</th>\n",
       "      <th>SibSp</th>\n",
       "      <th>Parch</th>\n",
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       "      <th>Embarked</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>514</th>\n",
       "      <td>515</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Coleff, Mr. Satio</td>\n",
       "      <td>0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>349209</td>\n",
       "      <td>7.4958</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>813</th>\n",
       "      <td>814</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Andersson, Miss. Ebba Iris Alfrida</td>\n",
       "      <td>1</td>\n",
       "      <td>6.0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>347082</td>\n",
       "      <td>31.2750</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>115</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Attalah, Miss. Malake</td>\n",
       "      <td>1</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2627</td>\n",
       "      <td>14.4583</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>68</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Crease, Mr. Ernest James</td>\n",
       "      <td>0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>S.P. 3464</td>\n",
       "      <td>8.1583</td>\n",
       "      <td>2.0</td>\n",
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       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>279</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Rice, Master. Eric</td>\n",
       "      <td>0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>382652</td>\n",
       "      <td>29.1250</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     PassengerId  Survived  Pclass                                Name  Sex  \\\n",
       "514          515         0       3                   Coleff, Mr. Satio    0   \n",
       "813          814         0       3  Andersson, Miss. Ebba Iris Alfrida    1   \n",
       "114          115         0       3               Attalah, Miss. Malake    1   \n",
       "67            68         0       3            Crease, Mr. Ernest James    0   \n",
       "278          279         0       3                  Rice, Master. Eric    0   \n",
       "\n",
       "      Age  SibSp  Parch     Ticket     Fare  Embarked  \n",
       "514  24.0      0      0     349209   7.4958       2.0  \n",
       "813   6.0      4      2     347082  31.2750       2.0  \n",
       "114  17.0      0      0       2627  14.4583       1.0  \n",
       "67   19.0      0      0  S.P. 3464   8.1583       2.0  \n",
       "278   7.0      4      1     382652  29.1250       3.0  "
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_valid.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "b1693e6f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(712, 11)"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "773819a4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(179, 11)"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "X_valid.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "2570b7d9",
   "metadata": {},
   "outputs": [],
   "source": [
    "x_train=X_train.drop(columns=['Survived','Name','Ticket'],axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "a3bd2130",
   "metadata": {},
   "outputs": [],
   "source": [
    "y_train=X_train[['Survived']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "80b57521",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>0</td>\n",
       "      <td>7.750</td>\n",
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       "      <td>1</td>\n",
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       "  </tbody>\n",
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       "</div>"
      ],
      "text/plain": [
       "     PassengerId  Pclass  Sex   Age  SibSp  Parch    Fare  Embarked\n",
       "841          842       2    0  16.0      0      0  10.500       2.0\n",
       "86            87       3    0  16.0      1      3  34.375       2.0\n",
       "890          891       3    0  32.0      0      0   7.750       3.0\n",
       "246          247       3    1  25.0      0      0   7.775       2.0\n",
       "279          280       3    1  35.0      1      1  20.250       2.0"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x_train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "22c9c935",
   "metadata": {},
   "outputs": [
    {
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       "    }\n",
       "\n",
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       "        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>Survived</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>841</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>890</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>279</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Survived\n",
       "841         0\n",
       "86          0\n",
       "890         0\n",
       "246         0\n",
       "279         1"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "9791a360",
   "metadata": {},
   "outputs": [],
   "source": [
    "x_test=X_valid.drop(columns=['Survived','Name','Ticket'],axis=0)\n",
    "y_test=X_valid['Survived']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "30b86ae3",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "      <th></th>\n",
       "      <th>PassengerId</th>\n",
       "      <th>Pclass</th>\n",
       "      <th>Name</th>\n",
       "      <th>Sex</th>\n",
       "      <th>Age</th>\n",
       "      <th>SibSp</th>\n",
       "      <th>Parch</th>\n",
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       "      <th>Fare</th>\n",
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       "      <th>Embarked</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
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       "      <td>Kelly, Mr. James</td>\n",
       "      <td>male</td>\n",
       "      <td>34.5</td>\n",
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       "      <td>0</td>\n",
       "      <td>330911</td>\n",
       "      <td>7.8292</td>\n",
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       "      <td>Q</td>\n",
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       "      <td>3</td>\n",
       "      <td>Wilkes, Mrs. James (Ellen Needs)</td>\n",
       "      <td>female</td>\n",
       "      <td>47.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>363272</td>\n",
       "      <td>7.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>894</td>\n",
       "      <td>2</td>\n",
       "      <td>Myles, Mr. Thomas Francis</td>\n",
       "      <td>male</td>\n",
       "      <td>62.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>240276</td>\n",
       "      <td>9.6875</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>895</td>\n",
       "      <td>3</td>\n",
       "      <td>Wirz, Mr. Albert</td>\n",
       "      <td>male</td>\n",
       "      <td>27.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>315154</td>\n",
       "      <td>8.6625</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>896</td>\n",
       "      <td>3</td>\n",
       "      <td>Hirvonen, Mrs. Alexander (Helga E Lindqvist)</td>\n",
       "      <td>female</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3101298</td>\n",
       "      <td>12.2875</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   PassengerId  Pclass                                          Name     Sex  \\\n",
       "0          892       3                              Kelly, Mr. James    male   \n",
       "1          893       3              Wilkes, Mrs. James (Ellen Needs)  female   \n",
       "2          894       2                     Myles, Mr. Thomas Francis    male   \n",
       "3          895       3                              Wirz, Mr. Albert    male   \n",
       "4          896       3  Hirvonen, Mrs. Alexander (Helga E Lindqvist)  female   \n",
       "\n",
       "    Age  SibSp  Parch   Ticket     Fare Cabin Embarked  \n",
       "0  34.5      0      0   330911   7.8292   NaN        Q  \n",
       "1  47.0      1      0   363272   7.0000   NaN        S  \n",
       "2  62.0      0      0   240276   9.6875   NaN        Q  \n",
       "3  27.0      0      0   315154   8.6625   NaN        S  \n",
       "4  22.0      1      1  3101298  12.2875   NaN        S  "
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#given test data\n",
    "test.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "a65bb5a4",
   "metadata": {},
   "outputs": [],
   "source": [
    "test=test.drop(['Cabin'],axis=1,inplace=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "754a3b43",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PassengerId     0\n",
       "Pclass          0\n",
       "Name            0\n",
       "Sex             0\n",
       "Age            86\n",
       "SibSp           0\n",
       "Parch           0\n",
       "Ticket          0\n",
       "Fare            1\n",
       "Embarked        0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "3b06970a",
   "metadata": {},
   "outputs": [],
   "source": [
    "test['Age'].fillna(test['Age'].mean(),inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "4af72a81",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PassengerId    0\n",
       "Pclass         0\n",
       "Name           0\n",
       "Sex            0\n",
       "Age            0\n",
       "SibSp          0\n",
       "Parch          0\n",
       "Ticket         0\n",
       "Fare           1\n",
       "Embarked       0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "43be21a0",
   "metadata": {},
   "outputs": [],
   "source": [
    "test['Fare'].fillna(test['Fare'].mean(),inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "307b1389",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PassengerId    0\n",
       "Pclass         0\n",
       "Name           0\n",
       "Sex            0\n",
       "Age            0\n",
       "SibSp          0\n",
       "Parch          0\n",
       "Ticket         0\n",
       "Fare           0\n",
       "Embarked       0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "0d4478e8",
   "metadata": {},
   "outputs": [],
   "source": [
    "test=test.drop(['Name','Ticket'],axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "6c6a82a9",
   "metadata": {},
   "outputs": [
    {
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      "text/plain": [
       "   PassengerId  Pclass     Sex   Age  SibSp  Parch     Fare Embarked\n",
       "0          892       3    male  34.5      0      0   7.8292        Q\n",
       "1          893       3  female  47.0      1      0   7.0000        S\n",
       "2          894       2    male  62.0      0      0   9.6875        Q\n",
       "3          895       3    male  27.0      0      0   8.6625        S\n",
       "4          896       3  female  22.0      1      1  12.2875        S"
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  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "d81cfe2c",
   "metadata": {},
   "outputs": [],
   "source": [
    "test.replace({'Sex':{'male':0,'female':1},'Embarked':{'C':0,'S':2,'Q':3}},inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "eb8a804e",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>1</td>\n",
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      ],
      "text/plain": [
       "   PassengerId  Pclass  Sex   Age  SibSp  Parch     Fare  Embarked\n",
       "0          892       3    0  34.5      0      0   7.8292         3\n",
       "1          893       3    1  47.0      1      0   7.0000         2\n",
       "2          894       2    0  62.0      0      0   9.6875         3\n",
       "3          895       3    0  27.0      0      0   8.6625         2\n",
       "4          896       3    1  22.0      1      1  12.2875         2"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2501a9b2",
   "metadata": {},
   "source": [
    "MODEL BULIDING"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "6a813ce7",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.metrics import mean_absolute_error\n",
    "from sklearn.naive_bayes import GaussianNB\n",
    "from sklearn.tree import DecisionTreeClassifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "fd17756d",
   "metadata": {},
   "outputs": [],
   "source": [
    "#model objects\n",
    "R_model = RandomForestClassifier(random_state=1)\n",
    "D_model = DecisionTreeClassifier()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "b406dd65",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\91934\\AppData\\Local\\Temp\\ipykernel_16652\\3139185947.py:1: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  R_model.fit(x_train,y_train)\n"
     ]
    },
    {
     "data": {
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       "<style>#sk-container-id-1 {color: black;background-color: white;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>DecisionTreeClassifier()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">DecisionTreeClassifier</label><div class=\"sk-toggleable__content\"><pre>DecisionTreeClassifier()</pre></div></div></div></div></div>"
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       "DecisionTreeClassifier()"
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     "execution_count": 58,
     "metadata": {},
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   "source": [
    "R_model.fit(x_train,y_train)\n",
    "D_model.fit(x_train,y_train)"
   ]
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   "execution_count": 59,
   "id": "610bf82f",
   "metadata": {},
   "outputs": [],
   "source": [
    "pred1=R_model.predict(test)\n",
    "pred2=R_model.predict(test)"
   ]
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   "execution_count": 60,
   "id": "3e0e66ee",
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    "R_model.score(x_test,y_test)"
   ]
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  {
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   "execution_count": 61,
   "id": "caadfaba",
   "metadata": {},
   "outputs": [
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     "execution_count": 61,
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   ]
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  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "20d3545a",
   "metadata": {},
   "outputs": [
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       "   PassengerId  Pclass  Sex   Age  SibSp  Parch     Fare  Embarked\n",
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   "execution_count": 63,
   "id": "290eace0",
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   "outputs": [],
   "source": [
    "test['Survived']=pred1\n",
    "#RandomForestModel is better accurate than DecisionTreeModel "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "70d4dd1c",
   "metadata": {},
   "outputs": [
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       "   PassengerId  Pclass  Sex   Age  SibSp  Parch     Fare  Embarked  Survived\n",
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   "execution_count": 65,
   "id": "85573da6",
   "metadata": {},
   "outputs": [],
   "source": [
    "test.to_csv('submission.csv',index = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7f763a94",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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