T1 - 2 - Data Cleaning - Analisis Preliminar de los Datos .ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import os\n",
    "mainpath = \"/home/administrador/Documentos/ML_Python/datasets\"\n",
    "filename = \"titanic/titanic3.csv\"\n",
    "fullpath = os.path.join(mainpath,filename)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "data =  pd.read_csv(fullpath)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>pclass</th>\n",
       "      <th>survived</th>\n",
       "      <th>name</th>\n",
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       "      <th>age</th>\n",
       "      <th>sibsp</th>\n",
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       "      <th>fare</th>\n",
       "      <th>cabin</th>\n",
       "      <th>embarked</th>\n",
       "      <th>boat</th>\n",
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       "      <th>home.dest</th>\n",
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       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Allen, Miss. Elisabeth Walton</td>\n",
       "      <td>female</td>\n",
       "      <td>29.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24160</td>\n",
       "      <td>211.3375</td>\n",
       "      <td>B5</td>\n",
       "      <td>S</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>St Louis, MO</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Allison, Master. Hudson Trevor</td>\n",
       "      <td>male</td>\n",
       "      <td>0.9167</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>113781</td>\n",
       "      <td>151.5500</td>\n",
       "      <td>C22 C26</td>\n",
       "      <td>S</td>\n",
       "      <td>11</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Montreal, PQ / Chesterville, ON</td>\n",
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       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Allison, Miss. Helen Loraine</td>\n",
       "      <td>female</td>\n",
       "      <td>2.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>113781</td>\n",
       "      <td>151.5500</td>\n",
       "      <td>C22 C26</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Montreal, PQ / Chesterville, ON</td>\n",
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       "      <th>3</th>\n",
       "      <td>1</td>\n",
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       "      <td>Allison, Mr. Hudson Joshua Creighton</td>\n",
       "      <td>male</td>\n",
       "      <td>30.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>113781</td>\n",
       "      <td>151.5500</td>\n",
       "      <td>C22 C26</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>135.0</td>\n",
       "      <td>Montreal, PQ / Chesterville, ON</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Allison, Mrs. Hudson J C (Bessie Waldo Daniels)</td>\n",
       "      <td>female</td>\n",
       "      <td>25.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>113781</td>\n",
       "      <td>151.5500</td>\n",
       "      <td>C22 C26</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Montreal, PQ / Chesterville, ON</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Anderson, Mr. Harry</td>\n",
       "      <td>male</td>\n",
       "      <td>48.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>19952</td>\n",
       "      <td>26.5500</td>\n",
       "      <td>E12</td>\n",
       "      <td>S</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>New York, NY</td>\n",
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       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Andrews, Miss. Kornelia Theodosia</td>\n",
       "      <td>female</td>\n",
       "      <td>63.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>13502</td>\n",
       "      <td>77.9583</td>\n",
       "      <td>D7</td>\n",
       "      <td>S</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Hudson, NY</td>\n",
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       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Andrews, Mr. Thomas Jr</td>\n",
       "      <td>male</td>\n",
       "      <td>39.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>112050</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>A36</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Belfast, NI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Appleton, Mrs. Edward Dale (Charlotte Lamson)</td>\n",
       "      <td>female</td>\n",
       "      <td>53.0000</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>11769</td>\n",
       "      <td>51.4792</td>\n",
       "      <td>C101</td>\n",
       "      <td>S</td>\n",
       "      <td>D</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Bayside, Queens, NY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Artagaveytia, Mr. Ramon</td>\n",
       "      <td>male</td>\n",
       "      <td>71.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17609</td>\n",
       "      <td>49.5042</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22.0</td>\n",
       "      <td>Montevideo, Uruguay</td>\n",
       "    </tr>\n",
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      ],
      "text/plain": [
       "   pclass  survived                                             name     sex  \\\n",
       "0       1         1                    Allen, Miss. Elisabeth Walton  female   \n",
       "1       1         1                   Allison, Master. Hudson Trevor    male   \n",
       "2       1         0                     Allison, Miss. Helen Loraine  female   \n",
       "3       1         0             Allison, Mr. Hudson Joshua Creighton    male   \n",
       "4       1         0  Allison, Mrs. Hudson J C (Bessie Waldo Daniels)  female   \n",
       "5       1         1                              Anderson, Mr. Harry    male   \n",
       "6       1         1                Andrews, Miss. Kornelia Theodosia  female   \n",
       "7       1         0                           Andrews, Mr. Thomas Jr    male   \n",
       "8       1         1    Appleton, Mrs. Edward Dale (Charlotte Lamson)  female   \n",
       "9       1         0                          Artagaveytia, Mr. Ramon    male   \n",
       "\n",
       "       age  sibsp  parch    ticket      fare    cabin embarked boat   body  \\\n",
       "0  29.0000      0      0     24160  211.3375       B5        S    2    NaN   \n",
       "1   0.9167      1      2    113781  151.5500  C22 C26        S   11    NaN   \n",
       "2   2.0000      1      2    113781  151.5500  C22 C26        S  NaN    NaN   \n",
       "3  30.0000      1      2    113781  151.5500  C22 C26        S  NaN  135.0   \n",
       "4  25.0000      1      2    113781  151.5500  C22 C26        S  NaN    NaN   \n",
       "5  48.0000      0      0     19952   26.5500      E12        S    3    NaN   \n",
       "6  63.0000      1      0     13502   77.9583       D7        S   10    NaN   \n",
       "7  39.0000      0      0    112050    0.0000      A36        S  NaN    NaN   \n",
       "8  53.0000      2      0     11769   51.4792     C101        S    D    NaN   \n",
       "9  71.0000      0      0  PC 17609   49.5042      NaN        C  NaN   22.0   \n",
       "\n",
       "                         home.dest  \n",
       "0                     St Louis, MO  \n",
       "1  Montreal, PQ / Chesterville, ON  \n",
       "2  Montreal, PQ / Chesterville, ON  \n",
       "3  Montreal, PQ / Chesterville, ON  \n",
       "4  Montreal, PQ / Chesterville, ON  \n",
       "5                     New York, NY  \n",
       "6                       Hudson, NY  \n",
       "7                      Belfast, NI  \n",
       "8              Bayside, Queens, NY  \n",
       "9              Montevideo, Uruguay  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
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       "      <td>Yasbeck, Mr. Antoni</td>\n",
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       "      <td>15.0</td>\n",
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       "      <th>1301</th>\n",
       "      <td>3</td>\n",
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       "      <td>Youseff, Mr. Gerious</td>\n",
       "      <td>male</td>\n",
       "      <td>45.5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2628</td>\n",
       "      <td>7.2250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>312.0</td>\n",
       "      <td>NaN</td>\n",
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       "      <th>1302</th>\n",
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       "      <td>Yousif, Mr. Wazli</td>\n",
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       "      <td>2647</td>\n",
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       "      <td>Yousseff, Mr. Gerious</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2627</td>\n",
       "      <td>14.4583</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <th>1304</th>\n",
       "      <td>3</td>\n",
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       "      <td>Zabour, Miss. Hileni</td>\n",
       "      <td>female</td>\n",
       "      <td>14.5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2665</td>\n",
       "      <td>14.4542</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>328.0</td>\n",
       "      <td>NaN</td>\n",
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       "      <th>1305</th>\n",
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       "      <td>Zabour, Miss. Thamine</td>\n",
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       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2665</td>\n",
       "      <td>14.4542</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <th>1306</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Zakarian, Mr. Mapriededer</td>\n",
       "      <td>male</td>\n",
       "      <td>26.5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2656</td>\n",
       "      <td>7.2250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>304.0</td>\n",
       "      <td>NaN</td>\n",
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       "      <th>1307</th>\n",
       "      <td>3</td>\n",
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       "      <td>Zakarian, Mr. Ortin</td>\n",
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       "      <td>2670</td>\n",
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       "      <td>NaN</td>\n",
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       "      <th>1308</th>\n",
       "      <td>3</td>\n",
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       "      <td>Zimmerman, Mr. Leo</td>\n",
       "      <td>male</td>\n",
       "      <td>29.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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      "text/plain": [
       "      pclass  survived                                     name     sex   age  \\\n",
       "1299       3         0                      Yasbeck, Mr. Antoni    male  27.0   \n",
       "1300       3         1  Yasbeck, Mrs. Antoni (Selini Alexander)  female  15.0   \n",
       "1301       3         0                     Youseff, Mr. Gerious    male  45.5   \n",
       "1302       3         0                        Yousif, Mr. Wazli    male   NaN   \n",
       "1303       3         0                    Yousseff, Mr. Gerious    male   NaN   \n",
       "1304       3         0                     Zabour, Miss. Hileni  female  14.5   \n",
       "1305       3         0                    Zabour, Miss. Thamine  female   NaN   \n",
       "1306       3         0                Zakarian, Mr. Mapriededer    male  26.5   \n",
       "1307       3         0                      Zakarian, Mr. Ortin    male  27.0   \n",
       "1308       3         0                       Zimmerman, Mr. Leo    male  29.0   \n",
       "\n",
       "      sibsp  parch  ticket     fare cabin embarked boat   body home.dest  \n",
       "1299      1      0    2659  14.4542   NaN        C    C    NaN       NaN  \n",
       "1300      1      0    2659  14.4542   NaN        C  NaN    NaN       NaN  \n",
       "1301      0      0    2628   7.2250   NaN        C  NaN  312.0       NaN  \n",
       "1302      0      0    2647   7.2250   NaN        C  NaN    NaN       NaN  \n",
       "1303      0      0    2627  14.4583   NaN        C  NaN    NaN       NaN  \n",
       "1304      1      0    2665  14.4542   NaN        C  NaN  328.0       NaN  \n",
       "1305      1      0    2665  14.4542   NaN        C  NaN    NaN       NaN  \n",
       "1306      0      0    2656   7.2250   NaN        C  NaN  304.0       NaN  \n",
       "1307      0      0    2670   7.2250   NaN        C  NaN    NaN       NaN  \n",
       "1308      0      0  315082   7.8750   NaN        S  NaN    NaN       NaN  "
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     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.tail(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1309, 14)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['pclass', 'survived', 'name', 'sex', 'age', 'sibsp', 'parch',\n",
       "       'ticket', 'fare', 'cabin', 'embarked', 'boat', 'body', 'home.dest'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.columns.values"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Resumen de los estadisticos basicos de las variables numericas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "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>pclass</th>\n",
       "      <th>survived</th>\n",
       "      <th>age</th>\n",
       "      <th>sibsp</th>\n",
       "      <th>parch</th>\n",
       "      <th>fare</th>\n",
       "      <th>body</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1309.000000</td>\n",
       "      <td>1309.000000</td>\n",
       "      <td>1046.000000</td>\n",
       "      <td>1309.000000</td>\n",
       "      <td>1309.000000</td>\n",
       "      <td>1308.000000</td>\n",
       "      <td>121.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>2.294882</td>\n",
       "      <td>0.381971</td>\n",
       "      <td>29.881135</td>\n",
       "      <td>0.498854</td>\n",
       "      <td>0.385027</td>\n",
       "      <td>33.295479</td>\n",
       "      <td>160.809917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.837836</td>\n",
       "      <td>0.486055</td>\n",
       "      <td>14.413500</td>\n",
       "      <td>1.041658</td>\n",
       "      <td>0.865560</td>\n",
       "      <td>51.758668</td>\n",
       "      <td>97.696922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.166700</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>7.895800</td>\n",
       "      <td>72.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>28.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>14.454200</td>\n",
       "      <td>155.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>39.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>31.275000</td>\n",
       "      <td>256.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>512.329200</td>\n",
       "      <td>328.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            pclass     survived          age        sibsp        parch  \\\n",
       "count  1309.000000  1309.000000  1046.000000  1309.000000  1309.000000   \n",
       "mean      2.294882     0.381971    29.881135     0.498854     0.385027   \n",
       "std       0.837836     0.486055    14.413500     1.041658     0.865560   \n",
       "min       1.000000     0.000000     0.166700     0.000000     0.000000   \n",
       "25%       2.000000     0.000000    21.000000     0.000000     0.000000   \n",
       "50%       3.000000     0.000000    28.000000     0.000000     0.000000   \n",
       "75%       3.000000     1.000000    39.000000     1.000000     0.000000   \n",
       "max       3.000000     1.000000    80.000000     8.000000     9.000000   \n",
       "\n",
       "              fare        body  \n",
       "count  1308.000000  121.000000  \n",
       "mean     33.295479  160.809917  \n",
       "std      51.758668   97.696922  \n",
       "min       0.000000    1.000000  \n",
       "25%       7.895800   72.000000  \n",
       "50%      14.454200  155.000000  \n",
       "75%      31.275000  256.000000  \n",
       "max     512.329200  328.000000  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pclass         int64\n",
       "survived       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",
       "boat          object\n",
       "body         float64\n",
       "home.dest     object\n",
       "dtype: object"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#  Missing Values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0        True\n",
       "1        True\n",
       "2        True\n",
       "3       False\n",
       "4        True\n",
       "5        True\n",
       "6        True\n",
       "7        True\n",
       "8        True\n",
       "9       False\n",
       "10      False\n",
       "11       True\n",
       "12       True\n",
       "13       True\n",
       "14       True\n",
       "15       True\n",
       "16       True\n",
       "17       True\n",
       "18       True\n",
       "19       True\n",
       "20       True\n",
       "21       True\n",
       "22       True\n",
       "23       True\n",
       "24       True\n",
       "25      False\n",
       "26       True\n",
       "27       True\n",
       "28       True\n",
       "29       True\n",
       "        ...  \n",
       "1279     True\n",
       "1280     True\n",
       "1281     True\n",
       "1282     True\n",
       "1283     True\n",
       "1284     True\n",
       "1285    False\n",
       "1286     True\n",
       "1287     True\n",
       "1288    False\n",
       "1289     True\n",
       "1290     True\n",
       "1291     True\n",
       "1292     True\n",
       "1293     True\n",
       "1294    False\n",
       "1295     True\n",
       "1296    False\n",
       "1297     True\n",
       "1298     True\n",
       "1299     True\n",
       "1300     True\n",
       "1301    False\n",
       "1302     True\n",
       "1303     True\n",
       "1304    False\n",
       "1305     True\n",
       "1306    False\n",
       "1307     True\n",
       "1308     True\n",
       "Name: body, Length: 1309, dtype: bool"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.isnull(data[\"body\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       False\n",
       "1       False\n",
       "2       False\n",
       "3        True\n",
       "4       False\n",
       "5       False\n",
       "6       False\n",
       "7       False\n",
       "8       False\n",
       "9        True\n",
       "10       True\n",
       "11      False\n",
       "12      False\n",
       "13      False\n",
       "14      False\n",
       "15      False\n",
       "16      False\n",
       "17      False\n",
       "18      False\n",
       "19      False\n",
       "20      False\n",
       "21      False\n",
       "22      False\n",
       "23      False\n",
       "24      False\n",
       "25       True\n",
       "26      False\n",
       "27      False\n",
       "28      False\n",
       "29      False\n",
       "        ...  \n",
       "1279    False\n",
       "1280    False\n",
       "1281    False\n",
       "1282    False\n",
       "1283    False\n",
       "1284    False\n",
       "1285     True\n",
       "1286    False\n",
       "1287    False\n",
       "1288     True\n",
       "1289    False\n",
       "1290    False\n",
       "1291    False\n",
       "1292    False\n",
       "1293    False\n",
       "1294     True\n",
       "1295    False\n",
       "1296     True\n",
       "1297    False\n",
       "1298    False\n",
       "1299    False\n",
       "1300    False\n",
       "1301     True\n",
       "1302    False\n",
       "1303    False\n",
       "1304     True\n",
       "1305    False\n",
       "1306     True\n",
       "1307    False\n",
       "1308    False\n",
       "Name: body, Length: 1309, dtype: bool"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.notnull(data[\"body\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       False\n",
       "1       False\n",
       "2       False\n",
       "3        True\n",
       "4       False\n",
       "5       False\n",
       "6       False\n",
       "7       False\n",
       "8       False\n",
       "9        True\n",
       "10       True\n",
       "11      False\n",
       "12      False\n",
       "13      False\n",
       "14      False\n",
       "15      False\n",
       "16      False\n",
       "17      False\n",
       "18      False\n",
       "19      False\n",
       "20      False\n",
       "21      False\n",
       "22      False\n",
       "23      False\n",
       "24      False\n",
       "25       True\n",
       "26      False\n",
       "27      False\n",
       "28      False\n",
       "29      False\n",
       "        ...  \n",
       "1279    False\n",
       "1280    False\n",
       "1281    False\n",
       "1282    False\n",
       "1283    False\n",
       "1284    False\n",
       "1285     True\n",
       "1286    False\n",
       "1287    False\n",
       "1288     True\n",
       "1289    False\n",
       "1290    False\n",
       "1291    False\n",
       "1292    False\n",
       "1293    False\n",
       "1294     True\n",
       "1295    False\n",
       "1296     True\n",
       "1297    False\n",
       "1298    False\n",
       "1299    False\n",
       "1300    False\n",
       "1301     True\n",
       "1302    False\n",
       "1303    False\n",
       "1304     True\n",
       "1305    False\n",
       "1306     True\n",
       "1307    False\n",
       "1308    False\n",
       "Name: body, Length: 1309, dtype: bool"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.notnull(data[\"body\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1188"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.isnull(data[\"body\"]).values.ravel().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "121"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.notnull(data[\"body\"]).values.ravel().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Los valores que faltan en un data set pueden venir por dos razones:\n",
    "* Extracion de datos (al recoger de datos pueden haber imcopatibilidades en los tipo de dato con el de la BD)\n",
    "* Recoleccion de datos (pueden que no se hayan recolectado)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Borrando valores que faltan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "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>pclass</th>\n",
       "      <th>survived</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",
       "      <th>boat</th>\n",
       "      <th>body</th>\n",
       "      <th>home.dest</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Allen, Miss. Elisabeth Walton</td>\n",
       "      <td>female</td>\n",
       "      <td>29.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24160</td>\n",
       "      <td>211.3375</td>\n",
       "      <td>B5</td>\n",
       "      <td>S</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>St Louis, MO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Allison, Master. Hudson Trevor</td>\n",
       "      <td>male</td>\n",
       "      <td>0.9167</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>113781</td>\n",
       "      <td>151.5500</td>\n",
       "      <td>C22 C26</td>\n",
       "      <td>S</td>\n",
       "      <td>11</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Montreal, PQ / Chesterville, ON</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Allison, Miss. Helen Loraine</td>\n",
       "      <td>female</td>\n",
       "      <td>2.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>113781</td>\n",
       "      <td>151.5500</td>\n",
       "      <td>C22 C26</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Montreal, PQ / Chesterville, ON</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Allison, Mr. Hudson Joshua Creighton</td>\n",
       "      <td>male</td>\n",
       "      <td>30.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>113781</td>\n",
       "      <td>151.5500</td>\n",
       "      <td>C22 C26</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>135.0</td>\n",
       "      <td>Montreal, PQ / Chesterville, ON</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Allison, Mrs. Hudson J C (Bessie Waldo Daniels)</td>\n",
       "      <td>female</td>\n",
       "      <td>25.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>113781</td>\n",
       "      <td>151.5500</td>\n",
       "      <td>C22 C26</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Montreal, PQ / Chesterville, ON</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   pclass  survived                                             name     sex  \\\n",
       "0       1         1                    Allen, Miss. Elisabeth Walton  female   \n",
       "1       1         1                   Allison, Master. Hudson Trevor    male   \n",
       "2       1         0                     Allison, Miss. Helen Loraine  female   \n",
       "3       1         0             Allison, Mr. Hudson Joshua Creighton    male   \n",
       "4       1         0  Allison, Mrs. Hudson J C (Bessie Waldo Daniels)  female   \n",
       "\n",
       "       age  sibsp  parch  ticket      fare    cabin embarked boat   body  \\\n",
       "0  29.0000      0      0   24160  211.3375       B5        S    2    NaN   \n",
       "1   0.9167      1      2  113781  151.5500  C22 C26        S   11    NaN   \n",
       "2   2.0000      1      2  113781  151.5500  C22 C26        S  NaN    NaN   \n",
       "3  30.0000      1      2  113781  151.5500  C22 C26        S  NaN  135.0   \n",
       "4  25.0000      1      2  113781  151.5500  C22 C26        S  NaN    NaN   \n",
       "\n",
       "                         home.dest  \n",
       "0                     St Louis, MO  \n",
       "1  Montreal, PQ / Chesterville, ON  \n",
       "2  Montreal, PQ / Chesterville, ON  \n",
       "3  Montreal, PQ / Chesterville, ON  \n",
       "4  Montreal, PQ / Chesterville, ON  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.dropna(axis = 0 , how =\"all\").head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>pclass</th>\n",
       "      <th>survived</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",
       "      <th>boat</th>\n",
       "      <th>body</th>\n",
       "      <th>home.dest</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [pclass, survived, name, sex, age, sibsp, parch, ticket, fare, cabin, embarked, boat, body, home.dest]\n",
       "Index: []"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data2 = data\n",
    "data2.dropna(axis = 0, how = \"any\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###  Computo de los valores faltantes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "data3 = data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "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>survived</th>\n",
       "      <th>name</th>\n",
       "      <th>sex</th>\n",
       "      <th>age</th>\n",
       "      <th>sibsp</th>\n",
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       "      <th>home.dest</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Allen, Miss. Elisabeth Walton</td>\n",
       "      <td>female</td>\n",
       "      <td>29.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24160</td>\n",
       "      <td>211.3375</td>\n",
       "      <td>B5</td>\n",
       "      <td>S</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>St Louis, MO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Allison, Master. Hudson Trevor</td>\n",
       "      <td>male</td>\n",
       "      <td>0.9167</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>113781</td>\n",
       "      <td>151.5500</td>\n",
       "      <td>C22 C26</td>\n",
       "      <td>S</td>\n",
       "      <td>11</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Montreal, PQ / Chesterville, ON</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Allison, Miss. Helen Loraine</td>\n",
       "      <td>female</td>\n",
       "      <td>2.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>113781</td>\n",
       "      <td>151.5500</td>\n",
       "      <td>C22 C26</td>\n",
       "      <td>S</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Montreal, PQ / Chesterville, ON</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Allison, Mr. Hudson Joshua Creighton</td>\n",
       "      <td>male</td>\n",
       "      <td>30.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>113781</td>\n",
       "      <td>151.5500</td>\n",
       "      <td>C22 C26</td>\n",
       "      <td>S</td>\n",
       "      <td>0</td>\n",
       "      <td>135.0</td>\n",
       "      <td>Montreal, PQ / Chesterville, ON</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Allison, Mrs. Hudson J C (Bessie Waldo Daniels)</td>\n",
       "      <td>female</td>\n",
       "      <td>25.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>113781</td>\n",
       "      <td>151.5500</td>\n",
       "      <td>C22 C26</td>\n",
       "      <td>S</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Montreal, PQ / Chesterville, ON</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Anderson, Mr. Harry</td>\n",
       "      <td>male</td>\n",
       "      <td>48.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>19952</td>\n",
       "      <td>26.5500</td>\n",
       "      <td>E12</td>\n",
       "      <td>S</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>New York, NY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Andrews, Miss. Kornelia Theodosia</td>\n",
       "      <td>female</td>\n",
       "      <td>63.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>13502</td>\n",
       "      <td>77.9583</td>\n",
       "      <td>D7</td>\n",
       "      <td>S</td>\n",
       "      <td>10</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Hudson, NY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Andrews, Mr. Thomas Jr</td>\n",
       "      <td>male</td>\n",
       "      <td>39.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>112050</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>A36</td>\n",
       "      <td>S</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Belfast, NI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Appleton, Mrs. Edward Dale (Charlotte Lamson)</td>\n",
       "      <td>female</td>\n",
       "      <td>53.0000</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>11769</td>\n",
       "      <td>51.4792</td>\n",
       "      <td>C101</td>\n",
       "      <td>S</td>\n",
       "      <td>D</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Bayside, Queens, NY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Artagaveytia, Mr. Ramon</td>\n",
       "      <td>male</td>\n",
       "      <td>71.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17609</td>\n",
       "      <td>49.5042</td>\n",
       "      <td>0</td>\n",
       "      <td>C</td>\n",
       "      <td>0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>Montevideo, Uruguay</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Astor, Col. John Jacob</td>\n",
       "      <td>male</td>\n",
       "      <td>47.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17757</td>\n",
       "      <td>227.5250</td>\n",
       "      <td>C62 C64</td>\n",
       "      <td>C</td>\n",
       "      <td>0</td>\n",
       "      <td>124.0</td>\n",
       "      <td>New York, NY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Astor, Mrs. John Jacob (Madeleine Talmadge Force)</td>\n",
       "      <td>female</td>\n",
       "      <td>18.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17757</td>\n",
       "      <td>227.5250</td>\n",
       "      <td>C62 C64</td>\n",
       "      <td>C</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>New York, NY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Aubart, Mme. Leontine Pauline</td>\n",
       "      <td>female</td>\n",
       "      <td>24.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17477</td>\n",
       "      <td>69.3000</td>\n",
       "      <td>B35</td>\n",
       "      <td>C</td>\n",
       "      <td>9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Paris, France</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Barber, Miss. Ellen \"Nellie\"</td>\n",
       "      <td>female</td>\n",
       "      <td>26.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>19877</td>\n",
       "      <td>78.8500</td>\n",
       "      <td>0</td>\n",
       "      <td>S</td>\n",
       "      <td>6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Barkworth, Mr. Algernon Henry Wilson</td>\n",
       "      <td>male</td>\n",
       "      <td>80.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>27042</td>\n",
       "      <td>30.0000</td>\n",
       "      <td>A23</td>\n",
       "      <td>S</td>\n",
       "      <td>B</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Hessle, Yorks</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Baumann, Mr. John D</td>\n",
       "      <td>male</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17318</td>\n",
       "      <td>25.9250</td>\n",
       "      <td>0</td>\n",
       "      <td>S</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>New York, NY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Baxter, Mr. Quigg Edmond</td>\n",
       "      <td>male</td>\n",
       "      <td>24.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>PC 17558</td>\n",
       "      <td>247.5208</td>\n",
       "      <td>B58 B60</td>\n",
       "      <td>C</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Montreal, PQ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Baxter, Mrs. James (Helene DeLaudeniere Chaput)</td>\n",
       "      <td>female</td>\n",
       "      <td>50.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>PC 17558</td>\n",
       "      <td>247.5208</td>\n",
       "      <td>B58 B60</td>\n",
       "      <td>C</td>\n",
       "      <td>6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Montreal, PQ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Bazzani, Miss. Albina</td>\n",
       "      <td>female</td>\n",
       "      <td>32.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11813</td>\n",
       "      <td>76.2917</td>\n",
       "      <td>D15</td>\n",
       "      <td>C</td>\n",
       "      <td>8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Beattie, Mr. Thomson</td>\n",
       "      <td>male</td>\n",
       "      <td>36.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13050</td>\n",
       "      <td>75.2417</td>\n",
       "      <td>C6</td>\n",
       "      <td>C</td>\n",
       "      <td>A</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Winnipeg, MN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Beckwith, Mr. Richard Leonard</td>\n",
       "      <td>male</td>\n",
       "      <td>37.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>11751</td>\n",
       "      <td>52.5542</td>\n",
       "      <td>D35</td>\n",
       "      <td>S</td>\n",
       "      <td>5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>New York, NY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Beckwith, Mrs. Richard Leonard (Sallie Monypeny)</td>\n",
       "      <td>female</td>\n",
       "      <td>47.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>11751</td>\n",
       "      <td>52.5542</td>\n",
       "      <td>D35</td>\n",
       "      <td>S</td>\n",
       "      <td>5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>New York, NY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Behr, Mr. Karl Howell</td>\n",
       "      <td>male</td>\n",
       "      <td>26.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>111369</td>\n",
       "      <td>30.0000</td>\n",
       "      <td>C148</td>\n",
       "      <td>C</td>\n",
       "      <td>5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>New York, NY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Bidois, Miss. Rosalie</td>\n",
       "      <td>female</td>\n",
       "      <td>42.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17757</td>\n",
       "      <td>227.5250</td>\n",
       "      <td>0</td>\n",
       "      <td>C</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Bird, Miss. Ellen</td>\n",
       "      <td>female</td>\n",
       "      <td>29.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17483</td>\n",
       "      <td>221.7792</td>\n",
       "      <td>C97</td>\n",
       "      <td>S</td>\n",
       "      <td>8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Birnbaum, Mr. Jakob</td>\n",
       "      <td>male</td>\n",
       "      <td>25.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13905</td>\n",
       "      <td>26.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>C</td>\n",
       "      <td>0</td>\n",
       "      <td>148.0</td>\n",
       "      <td>San Francisco, CA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Bishop, Mr. Dickinson H</td>\n",
       "      <td>male</td>\n",
       "      <td>25.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>11967</td>\n",
       "      <td>91.0792</td>\n",
       "      <td>B49</td>\n",
       "      <td>C</td>\n",
       "      <td>7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Dowagiac, MI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Bishop, Mrs. Dickinson H (Helen Walton)</td>\n",
       "      <td>female</td>\n",
       "      <td>19.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>11967</td>\n",
       "      <td>91.0792</td>\n",
       "      <td>B49</td>\n",
       "      <td>C</td>\n",
       "      <td>7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Dowagiac, MI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Bissette, Miss. Amelia</td>\n",
       "      <td>female</td>\n",
       "      <td>35.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17760</td>\n",
       "      <td>135.6333</td>\n",
       "      <td>C99</td>\n",
       "      <td>S</td>\n",
       "      <td>8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Bjornstrom-Steffansson, Mr. Mauritz Hakan</td>\n",
       "      <td>male</td>\n",
       "      <td>28.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>110564</td>\n",
       "      <td>26.5500</td>\n",
       "      <td>C52</td>\n",
       "      <td>S</td>\n",
       "      <td>D</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Stockholm, Sweden / Washington, DC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1279</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Vestrom, Miss. Hulda Amanda Adolfina</td>\n",
       "      <td>female</td>\n",
       "      <td>14.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>350406</td>\n",
       "      <td>7.8542</td>\n",
       "      <td>0</td>\n",
       "      <td>S</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1280</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Vovk, Mr. Janko</td>\n",
       "      <td>male</td>\n",
       "      <td>22.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>349252</td>\n",
       "      <td>7.8958</td>\n",
       "      <td>0</td>\n",
       "      <td>S</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1281</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Waelens, Mr. Achille</td>\n",
       "      <td>male</td>\n",
       "      <td>22.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>345767</td>\n",
       "      <td>9.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>S</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Antwerp, Belgium / Stanton, OH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1282</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Ware, Mr. Frederick</td>\n",
       "      <td>male</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>359309</td>\n",
       "      <td>8.0500</td>\n",
       "      <td>0</td>\n",
       "      <td>S</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1283</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Warren, Mr. Charles William</td>\n",
       "      <td>male</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>C.A. 49867</td>\n",
       "      <td>7.5500</td>\n",
       "      <td>0</td>\n",
       "      <td>S</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1284</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Webber, Mr. James</td>\n",
       "      <td>male</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>SOTON/OQ 3101316</td>\n",
       "      <td>8.0500</td>\n",
       "      <td>0</td>\n",
       "      <td>S</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1285</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Wenzel, Mr. Linhart</td>\n",
       "      <td>male</td>\n",
       "      <td>32.5000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>345775</td>\n",
       "      <td>9.5000</td>\n",
       "      <td>0</td>\n",
       "      <td>S</td>\n",
       "      <td>0</td>\n",
       "      <td>298.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1286</th>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Whabee, Mrs. George Joseph (Shawneene Abi-Saab)</td>\n",
       "      <td>female</td>\n",
       "      <td>38.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2688</td>\n",
       "      <td>7.2292</td>\n",
       "      <td>0</td>\n",
       "      <td>C</td>\n",
       "      <td>C</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1287</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Widegren, Mr. Carl/Charles Peter</td>\n",
       "      <td>male</td>\n",
       "      <td>51.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>347064</td>\n",
       "      <td>7.7500</td>\n",
       "      <td>0</td>\n",
       "      <td>S</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1288</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Wiklund, Mr. Jakob Alfred</td>\n",
       "      <td>male</td>\n",
       "      <td>18.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3101267</td>\n",
       "      <td>6.4958</td>\n",
       "      <td>0</td>\n",
       "      <td>S</td>\n",
       "      <td>0</td>\n",
       "      <td>314.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1289</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Wiklund, Mr. Karl Johan</td>\n",
       "      <td>male</td>\n",
       "      <td>21.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3101266</td>\n",
       "      <td>6.4958</td>\n",
       "      <td>0</td>\n",
       "      <td>S</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1290</th>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Wilkes, Mrs. James (Ellen Needs)</td>\n",
       "      <td>female</td>\n",
       "      <td>47.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>363272</td>\n",
       "      <td>7.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>S</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1291</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Willer, Mr. Aaron (\"Abi Weller\")</td>\n",
       "      <td>male</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3410</td>\n",
       "      <td>8.7125</td>\n",
       "      <td>0</td>\n",
       "      <td>S</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1292</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Willey, Mr. Edward</td>\n",
       "      <td>male</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>S.O./P.P. 751</td>\n",
       "      <td>7.5500</td>\n",
       "      <td>0</td>\n",
       "      <td>S</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1293</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Williams, Mr. Howard Hugh \"Harry\"</td>\n",
       "      <td>male</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>A/5 2466</td>\n",
       "      <td>8.0500</td>\n",
       "      <td>0</td>\n",
       "      <td>S</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1294</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Williams, Mr. Leslie</td>\n",
       "      <td>male</td>\n",
       "      <td>28.5000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>54636</td>\n",
       "      <td>16.1000</td>\n",
       "      <td>0</td>\n",
       "      <td>S</td>\n",
       "      <td>0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1295</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Windelov, Mr. Einar</td>\n",
       "      <td>male</td>\n",
       "      <td>21.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>SOTON/OQ 3101317</td>\n",
       "      <td>7.2500</td>\n",
       "      <td>0</td>\n",
       "      <td>S</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1296</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Wirz, Mr. Albert</td>\n",
       "      <td>male</td>\n",
       "      <td>27.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>315154</td>\n",
       "      <td>8.6625</td>\n",
       "      <td>0</td>\n",
       "      <td>S</td>\n",
       "      <td>0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1297</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Wiseman, Mr. Phillippe</td>\n",
       "      <td>male</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>A/4. 34244</td>\n",
       "      <td>7.2500</td>\n",
       "      <td>0</td>\n",
       "      <td>S</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1298</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Wittevrongel, Mr. Camille</td>\n",
       "      <td>male</td>\n",
       "      <td>36.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>345771</td>\n",
       "      <td>9.5000</td>\n",
       "      <td>0</td>\n",
       "      <td>S</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1299</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Yasbeck, Mr. Antoni</td>\n",
       "      <td>male</td>\n",
       "      <td>27.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2659</td>\n",
       "      <td>14.4542</td>\n",
       "      <td>0</td>\n",
       "      <td>C</td>\n",
       "      <td>C</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1300</th>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Yasbeck, Mrs. Antoni (Selini Alexander)</td>\n",
       "      <td>female</td>\n",
       "      <td>15.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2659</td>\n",
       "      <td>14.4542</td>\n",
       "      <td>0</td>\n",
       "      <td>C</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1301</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Youseff, Mr. Gerious</td>\n",
       "      <td>male</td>\n",
       "      <td>45.5000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2628</td>\n",
       "      <td>7.2250</td>\n",
       "      <td>0</td>\n",
       "      <td>C</td>\n",
       "      <td>0</td>\n",
       "      <td>312.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1302</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Yousif, Mr. Wazli</td>\n",
       "      <td>male</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2647</td>\n",
       "      <td>7.2250</td>\n",
       "      <td>0</td>\n",
       "      <td>C</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1303</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Yousseff, Mr. Gerious</td>\n",
       "      <td>male</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2627</td>\n",
       "      <td>14.4583</td>\n",
       "      <td>0</td>\n",
       "      <td>C</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1304</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Zabour, Miss. Hileni</td>\n",
       "      <td>female</td>\n",
       "      <td>14.5000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2665</td>\n",
       "      <td>14.4542</td>\n",
       "      <td>0</td>\n",
       "      <td>C</td>\n",
       "      <td>0</td>\n",
       "      <td>328.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1305</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Zabour, Miss. Thamine</td>\n",
       "      <td>female</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2665</td>\n",
       "      <td>14.4542</td>\n",
       "      <td>0</td>\n",
       "      <td>C</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1306</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Zakarian, Mr. Mapriededer</td>\n",
       "      <td>male</td>\n",
       "      <td>26.5000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2656</td>\n",
       "      <td>7.2250</td>\n",
       "      <td>0</td>\n",
       "      <td>C</td>\n",
       "      <td>0</td>\n",
       "      <td>304.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1307</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Zakarian, Mr. Ortin</td>\n",
       "      <td>male</td>\n",
       "      <td>27.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2670</td>\n",
       "      <td>7.2250</td>\n",
       "      <td>0</td>\n",
       "      <td>C</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1308</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Zimmerman, Mr. Leo</td>\n",
       "      <td>male</td>\n",
       "      <td>29.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>315082</td>\n",
       "      <td>7.8750</td>\n",
       "      <td>0</td>\n",
       "      <td>S</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1309 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      pclass  survived                                               name  \\\n",
       "0          1         1                      Allen, Miss. Elisabeth Walton   \n",
       "1          1         1                     Allison, Master. Hudson Trevor   \n",
       "2          1         0                       Allison, Miss. Helen Loraine   \n",
       "3          1         0               Allison, Mr. Hudson Joshua Creighton   \n",
       "4          1         0    Allison, Mrs. Hudson J C (Bessie Waldo Daniels)   \n",
       "5          1         1                                Anderson, Mr. Harry   \n",
       "6          1         1                  Andrews, Miss. Kornelia Theodosia   \n",
       "7          1         0                             Andrews, Mr. Thomas Jr   \n",
       "8          1         1      Appleton, Mrs. Edward Dale (Charlotte Lamson)   \n",
       "9          1         0                            Artagaveytia, Mr. Ramon   \n",
       "10         1         0                             Astor, Col. John Jacob   \n",
       "11         1         1  Astor, Mrs. John Jacob (Madeleine Talmadge Force)   \n",
       "12         1         1                      Aubart, Mme. Leontine Pauline   \n",
       "13         1         1                       Barber, Miss. Ellen \"Nellie\"   \n",
       "14         1         1               Barkworth, Mr. Algernon Henry Wilson   \n",
       "15         1         0                                Baumann, Mr. John D   \n",
       "16         1         0                           Baxter, Mr. Quigg Edmond   \n",
       "17         1         1    Baxter, Mrs. James (Helene DeLaudeniere Chaput)   \n",
       "18         1         1                              Bazzani, Miss. Albina   \n",
       "19         1         0                               Beattie, Mr. Thomson   \n",
       "20         1         1                      Beckwith, Mr. Richard Leonard   \n",
       "21         1         1   Beckwith, Mrs. Richard Leonard (Sallie Monypeny)   \n",
       "22         1         1                              Behr, Mr. Karl Howell   \n",
       "23         1         1                              Bidois, Miss. Rosalie   \n",
       "24         1         1                                  Bird, Miss. Ellen   \n",
       "25         1         0                                Birnbaum, Mr. Jakob   \n",
       "26         1         1                            Bishop, Mr. Dickinson H   \n",
       "27         1         1            Bishop, Mrs. Dickinson H (Helen Walton)   \n",
       "28         1         1                             Bissette, Miss. Amelia   \n",
       "29         1         1          Bjornstrom-Steffansson, Mr. Mauritz Hakan   \n",
       "...      ...       ...                                                ...   \n",
       "1279       3         0               Vestrom, Miss. Hulda Amanda Adolfina   \n",
       "1280       3         0                                    Vovk, Mr. Janko   \n",
       "1281       3         0                               Waelens, Mr. Achille   \n",
       "1282       3         0                                Ware, Mr. Frederick   \n",
       "1283       3         0                        Warren, Mr. Charles William   \n",
       "1284       3         0                                  Webber, Mr. James   \n",
       "1285       3         0                                Wenzel, Mr. Linhart   \n",
       "1286       3         1    Whabee, Mrs. George Joseph (Shawneene Abi-Saab)   \n",
       "1287       3         0                   Widegren, Mr. Carl/Charles Peter   \n",
       "1288       3         0                          Wiklund, Mr. Jakob Alfred   \n",
       "1289       3         0                            Wiklund, Mr. Karl Johan   \n",
       "1290       3         1                   Wilkes, Mrs. James (Ellen Needs)   \n",
       "1291       3         0                   Willer, Mr. Aaron (\"Abi Weller\")   \n",
       "1292       3         0                                 Willey, Mr. Edward   \n",
       "1293       3         0                  Williams, Mr. Howard Hugh \"Harry\"   \n",
       "1294       3         0                               Williams, Mr. Leslie   \n",
       "1295       3         0                                Windelov, Mr. Einar   \n",
       "1296       3         0                                   Wirz, Mr. Albert   \n",
       "1297       3         0                             Wiseman, Mr. Phillippe   \n",
       "1298       3         0                          Wittevrongel, Mr. Camille   \n",
       "1299       3         0                                Yasbeck, Mr. Antoni   \n",
       "1300       3         1            Yasbeck, Mrs. Antoni (Selini Alexander)   \n",
       "1301       3         0                               Youseff, Mr. Gerious   \n",
       "1302       3         0                                  Yousif, Mr. Wazli   \n",
       "1303       3         0                              Yousseff, Mr. Gerious   \n",
       "1304       3         0                               Zabour, Miss. Hileni   \n",
       "1305       3         0                              Zabour, Miss. Thamine   \n",
       "1306       3         0                          Zakarian, Mr. Mapriededer   \n",
       "1307       3         0                                Zakarian, Mr. Ortin   \n",
       "1308       3         0                                 Zimmerman, Mr. Leo   \n",
       "\n",
       "         sex      age  sibsp  parch            ticket      fare    cabin  \\\n",
       "0     female  29.0000      0      0             24160  211.3375       B5   \n",
       "1       male   0.9167      1      2            113781  151.5500  C22 C26   \n",
       "2     female   2.0000      1      2            113781  151.5500  C22 C26   \n",
       "3       male  30.0000      1      2            113781  151.5500  C22 C26   \n",
       "4     female  25.0000      1      2            113781  151.5500  C22 C26   \n",
       "5       male  48.0000      0      0             19952   26.5500      E12   \n",
       "6     female  63.0000      1      0             13502   77.9583       D7   \n",
       "7       male  39.0000      0      0            112050    0.0000      A36   \n",
       "8     female  53.0000      2      0             11769   51.4792     C101   \n",
       "9       male  71.0000      0      0          PC 17609   49.5042        0   \n",
       "10      male  47.0000      1      0          PC 17757  227.5250  C62 C64   \n",
       "11    female  18.0000      1      0          PC 17757  227.5250  C62 C64   \n",
       "12    female  24.0000      0      0          PC 17477   69.3000      B35   \n",
       "13    female  26.0000      0      0             19877   78.8500        0   \n",
       "14      male  80.0000      0      0             27042   30.0000      A23   \n",
       "15      male   0.0000      0      0          PC 17318   25.9250        0   \n",
       "16      male  24.0000      0      1          PC 17558  247.5208  B58 B60   \n",
       "17    female  50.0000      0      1          PC 17558  247.5208  B58 B60   \n",
       "18    female  32.0000      0      0             11813   76.2917      D15   \n",
       "19      male  36.0000      0      0             13050   75.2417       C6   \n",
       "20      male  37.0000      1      1             11751   52.5542      D35   \n",
       "21    female  47.0000      1      1             11751   52.5542      D35   \n",
       "22      male  26.0000      0      0            111369   30.0000     C148   \n",
       "23    female  42.0000      0      0          PC 17757  227.5250        0   \n",
       "24    female  29.0000      0      0          PC 17483  221.7792      C97   \n",
       "25      male  25.0000      0      0             13905   26.0000        0   \n",
       "26      male  25.0000      1      0             11967   91.0792      B49   \n",
       "27    female  19.0000      1      0             11967   91.0792      B49   \n",
       "28    female  35.0000      0      0          PC 17760  135.6333      C99   \n",
       "29      male  28.0000      0      0            110564   26.5500      C52   \n",
       "...      ...      ...    ...    ...               ...       ...      ...   \n",
       "1279  female  14.0000      0      0            350406    7.8542        0   \n",
       "1280    male  22.0000      0      0            349252    7.8958        0   \n",
       "1281    male  22.0000      0      0            345767    9.0000        0   \n",
       "1282    male   0.0000      0      0            359309    8.0500        0   \n",
       "1283    male   0.0000      0      0        C.A. 49867    7.5500        0   \n",
       "1284    male   0.0000      0      0  SOTON/OQ 3101316    8.0500        0   \n",
       "1285    male  32.5000      0      0            345775    9.5000        0   \n",
       "1286  female  38.0000      0      0              2688    7.2292        0   \n",
       "1287    male  51.0000      0      0            347064    7.7500        0   \n",
       "1288    male  18.0000      1      0           3101267    6.4958        0   \n",
       "1289    male  21.0000      1      0           3101266    6.4958        0   \n",
       "1290  female  47.0000      1      0            363272    7.0000        0   \n",
       "1291    male   0.0000      0      0              3410    8.7125        0   \n",
       "1292    male   0.0000      0      0     S.O./P.P. 751    7.5500        0   \n",
       "1293    male   0.0000      0      0          A/5 2466    8.0500        0   \n",
       "1294    male  28.5000      0      0             54636   16.1000        0   \n",
       "1295    male  21.0000      0      0  SOTON/OQ 3101317    7.2500        0   \n",
       "1296    male  27.0000      0      0            315154    8.6625        0   \n",
       "1297    male   0.0000      0      0        A/4. 34244    7.2500        0   \n",
       "1298    male  36.0000      0      0            345771    9.5000        0   \n",
       "1299    male  27.0000      1      0              2659   14.4542        0   \n",
       "1300  female  15.0000      1      0              2659   14.4542        0   \n",
       "1301    male  45.5000      0      0              2628    7.2250        0   \n",
       "1302    male   0.0000      0      0              2647    7.2250        0   \n",
       "1303    male   0.0000      0      0              2627   14.4583        0   \n",
       "1304  female  14.5000      1      0              2665   14.4542        0   \n",
       "1305  female   0.0000      1      0              2665   14.4542        0   \n",
       "1306    male  26.5000      0      0              2656    7.2250        0   \n",
       "1307    male  27.0000      0      0              2670    7.2250        0   \n",
       "1308    male  29.0000      0      0            315082    7.8750        0   \n",
       "\n",
       "     embarked boat   body                           home.dest  \n",
       "0           S    2    0.0                        St Louis, MO  \n",
       "1           S   11    0.0     Montreal, PQ / Chesterville, ON  \n",
       "2           S    0    0.0     Montreal, PQ / Chesterville, ON  \n",
       "3           S    0  135.0     Montreal, PQ / Chesterville, ON  \n",
       "4           S    0    0.0     Montreal, PQ / Chesterville, ON  \n",
       "5           S    3    0.0                        New York, NY  \n",
       "6           S   10    0.0                          Hudson, NY  \n",
       "7           S    0    0.0                         Belfast, NI  \n",
       "8           S    D    0.0                 Bayside, Queens, NY  \n",
       "9           C    0   22.0                 Montevideo, Uruguay  \n",
       "10          C    0  124.0                        New York, NY  \n",
       "11          C    4    0.0                        New York, NY  \n",
       "12          C    9    0.0                       Paris, France  \n",
       "13          S    6    0.0                                   0  \n",
       "14          S    B    0.0                       Hessle, Yorks  \n",
       "15          S    0    0.0                        New York, NY  \n",
       "16          C    0    0.0                        Montreal, PQ  \n",
       "17          C    6    0.0                        Montreal, PQ  \n",
       "18          C    8    0.0                                   0  \n",
       "19          C    A    0.0                        Winnipeg, MN  \n",
       "20          S    5    0.0                        New York, NY  \n",
       "21          S    5    0.0                        New York, NY  \n",
       "22          C    5    0.0                        New York, NY  \n",
       "23          C    4    0.0                                   0  \n",
       "24          S    8    0.0                                   0  \n",
       "25          C    0  148.0                   San Francisco, CA  \n",
       "26          C    7    0.0                        Dowagiac, MI  \n",
       "27          C    7    0.0                        Dowagiac, MI  \n",
       "28          S    8    0.0                                   0  \n",
       "29          S    D    0.0  Stockholm, Sweden / Washington, DC  \n",
       "...       ...  ...    ...                                 ...  \n",
       "1279        S    0    0.0                                   0  \n",
       "1280        S    0    0.0                                   0  \n",
       "1281        S    0    0.0      Antwerp, Belgium / Stanton, OH  \n",
       "1282        S    0    0.0                                   0  \n",
       "1283        S    0    0.0                                   0  \n",
       "1284        S    0    0.0                                   0  \n",
       "1285        S    0  298.0                                   0  \n",
       "1286        C    C    0.0                                   0  \n",
       "1287        S    0    0.0                                   0  \n",
       "1288        S    0  314.0                                   0  \n",
       "1289        S    0    0.0                                   0  \n",
       "1290        S    0    0.0                                   0  \n",
       "1291        S    0    0.0                                   0  \n",
       "1292        S    0    0.0                                   0  \n",
       "1293        S    0    0.0                                   0  \n",
       "1294        S    0   14.0                                   0  \n",
       "1295        S    0    0.0                                   0  \n",
       "1296        S    0  131.0                                   0  \n",
       "1297        S    0    0.0                                   0  \n",
       "1298        S    0    0.0                                   0  \n",
       "1299        C    C    0.0                                   0  \n",
       "1300        C    0    0.0                                   0  \n",
       "1301        C    0  312.0                                   0  \n",
       "1302        C    0    0.0                                   0  \n",
       "1303        C    0    0.0                                   0  \n",
       "1304        C    0  328.0                                   0  \n",
       "1305        C    0    0.0                                   0  \n",
       "1306        C    0  304.0                                   0  \n",
       "1307        C    0    0.0                                   0  \n",
       "1308        S    0    0.0                                   0  \n",
       "\n",
       "[1309 rows x 14 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data3.fillna(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "        vertical-align: middle;\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>pclass</th>\n",
       "      <th>survived</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",
       "      <th>boat</th>\n",
       "      <th>body</th>\n",
       "      <th>home.dest</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Allen, Miss. Elisabeth Walton</td>\n",
       "      <td>female</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24160</td>\n",
       "      <td>211.338</td>\n",
       "      <td>B5</td>\n",
       "      <td>S</td>\n",
       "      <td>2</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>St Louis, MO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Allison, Master. Hudson Trevor</td>\n",
       "      <td>male</td>\n",
       "      <td>0.9167</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>113781</td>\n",
       "      <td>151.55</td>\n",
       "      <td>C22 C26</td>\n",
       "      <td>S</td>\n",
       "      <td>11</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Montreal, PQ / Chesterville, ON</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Allison, Miss. Helen Loraine</td>\n",
       "      <td>female</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>113781</td>\n",
       "      <td>151.55</td>\n",
       "      <td>C22 C26</td>\n",
       "      <td>S</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Montreal, PQ / Chesterville, ON</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Allison, Mr. Hudson Joshua Creighton</td>\n",
       "      <td>male</td>\n",
       "      <td>30</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>113781</td>\n",
       "      <td>151.55</td>\n",
       "      <td>C22 C26</td>\n",
       "      <td>S</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>135</td>\n",
       "      <td>Montreal, PQ / Chesterville, ON</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Allison, Mrs. Hudson J C (Bessie Waldo Daniels)</td>\n",
       "      <td>female</td>\n",
       "      <td>25</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>113781</td>\n",
       "      <td>151.55</td>\n",
       "      <td>C22 C26</td>\n",
       "      <td>S</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Montreal, PQ / Chesterville, ON</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Anderson, Mr. Harry</td>\n",
       "      <td>male</td>\n",
       "      <td>48</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>19952</td>\n",
       "      <td>26.55</td>\n",
       "      <td>E12</td>\n",
       "      <td>S</td>\n",
       "      <td>3</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>New York, NY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Andrews, Miss. Kornelia Theodosia</td>\n",
       "      <td>female</td>\n",
       "      <td>63</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>13502</td>\n",
       "      <td>77.9583</td>\n",
       "      <td>D7</td>\n",
       "      <td>S</td>\n",
       "      <td>10</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Hudson, NY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Andrews, Mr. Thomas Jr</td>\n",
       "      <td>male</td>\n",
       "      <td>39</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>112050</td>\n",
       "      <td>0</td>\n",
       "      <td>A36</td>\n",
       "      <td>S</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Belfast, NI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Appleton, Mrs. Edward Dale (Charlotte Lamson)</td>\n",
       "      <td>female</td>\n",
       "      <td>53</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>11769</td>\n",
       "      <td>51.4792</td>\n",
       "      <td>C101</td>\n",
       "      <td>S</td>\n",
       "      <td>D</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Bayside, Queens, NY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Artagaveytia, Mr. Ramon</td>\n",
       "      <td>male</td>\n",
       "      <td>71</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17609</td>\n",
       "      <td>49.5042</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>C</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>22</td>\n",
       "      <td>Montevideo, Uruguay</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Astor, Col. John Jacob</td>\n",
       "      <td>male</td>\n",
       "      <td>47</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17757</td>\n",
       "      <td>227.525</td>\n",
       "      <td>C62 C64</td>\n",
       "      <td>C</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>124</td>\n",
       "      <td>New York, NY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Astor, Mrs. John Jacob (Madeleine Talmadge Force)</td>\n",
       "      <td>female</td>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17757</td>\n",
       "      <td>227.525</td>\n",
       "      <td>C62 C64</td>\n",
       "      <td>C</td>\n",
       "      <td>4</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>New York, NY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Aubart, Mme. Leontine Pauline</td>\n",
       "      <td>female</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17477</td>\n",
       "      <td>69.3</td>\n",
       "      <td>B35</td>\n",
       "      <td>C</td>\n",
       "      <td>9</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Paris, France</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Barber, Miss. Ellen \"Nellie\"</td>\n",
       "      <td>female</td>\n",
       "      <td>26</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>19877</td>\n",
       "      <td>78.85</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>S</td>\n",
       "      <td>6</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Barkworth, Mr. Algernon Henry Wilson</td>\n",
       "      <td>male</td>\n",
       "      <td>80</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>27042</td>\n",
       "      <td>30</td>\n",
       "      <td>A23</td>\n",
       "      <td>S</td>\n",
       "      <td>B</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Hessle, Yorks</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Baumann, Mr. John D</td>\n",
       "      <td>male</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17318</td>\n",
       "      <td>25.925</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>S</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>New York, NY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Baxter, Mr. Quigg Edmond</td>\n",
       "      <td>male</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>PC 17558</td>\n",
       "      <td>247.521</td>\n",
       "      <td>B58 B60</td>\n",
       "      <td>C</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Montreal, PQ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Baxter, Mrs. James (Helene DeLaudeniere Chaput)</td>\n",
       "      <td>female</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>PC 17558</td>\n",
       "      <td>247.521</td>\n",
       "      <td>B58 B60</td>\n",
       "      <td>C</td>\n",
       "      <td>6</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Montreal, PQ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Bazzani, Miss. Albina</td>\n",
       "      <td>female</td>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11813</td>\n",
       "      <td>76.2917</td>\n",
       "      <td>D15</td>\n",
       "      <td>C</td>\n",
       "      <td>8</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Beattie, Mr. Thomson</td>\n",
       "      <td>male</td>\n",
       "      <td>36</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13050</td>\n",
       "      <td>75.2417</td>\n",
       "      <td>C6</td>\n",
       "      <td>C</td>\n",
       "      <td>A</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Winnipeg, MN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Beckwith, Mr. Richard Leonard</td>\n",
       "      <td>male</td>\n",
       "      <td>37</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>11751</td>\n",
       "      <td>52.5542</td>\n",
       "      <td>D35</td>\n",
       "      <td>S</td>\n",
       "      <td>5</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>New York, NY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Beckwith, Mrs. Richard Leonard (Sallie Monypeny)</td>\n",
       "      <td>female</td>\n",
       "      <td>47</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>11751</td>\n",
       "      <td>52.5542</td>\n",
       "      <td>D35</td>\n",
       "      <td>S</td>\n",
       "      <td>5</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>New York, NY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Behr, Mr. Karl Howell</td>\n",
       "      <td>male</td>\n",
       "      <td>26</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>111369</td>\n",
       "      <td>30</td>\n",
       "      <td>C148</td>\n",
       "      <td>C</td>\n",
       "      <td>5</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>New York, NY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Bidois, Miss. Rosalie</td>\n",
       "      <td>female</td>\n",
       "      <td>42</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17757</td>\n",
       "      <td>227.525</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>C</td>\n",
       "      <td>4</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Bird, Miss. Ellen</td>\n",
       "      <td>female</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17483</td>\n",
       "      <td>221.779</td>\n",
       "      <td>C97</td>\n",
       "      <td>S</td>\n",
       "      <td>8</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Birnbaum, Mr. Jakob</td>\n",
       "      <td>male</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13905</td>\n",
       "      <td>26</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>C</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>148</td>\n",
       "      <td>San Francisco, CA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Bishop, Mr. Dickinson H</td>\n",
       "      <td>male</td>\n",
       "      <td>25</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>11967</td>\n",
       "      <td>91.0792</td>\n",
       "      <td>B49</td>\n",
       "      <td>C</td>\n",
       "      <td>7</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Dowagiac, MI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Bishop, Mrs. Dickinson H (Helen Walton)</td>\n",
       "      <td>female</td>\n",
       "      <td>19</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>11967</td>\n",
       "      <td>91.0792</td>\n",
       "      <td>B49</td>\n",
       "      <td>C</td>\n",
       "      <td>7</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Dowagiac, MI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Bissette, Miss. Amelia</td>\n",
       "      <td>female</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17760</td>\n",
       "      <td>135.633</td>\n",
       "      <td>C99</td>\n",
       "      <td>S</td>\n",
       "      <td>8</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Bjornstrom-Steffansson, Mr. Mauritz Hakan</td>\n",
       "      <td>male</td>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>110564</td>\n",
       "      <td>26.55</td>\n",
       "      <td>C52</td>\n",
       "      <td>S</td>\n",
       "      <td>D</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Stockholm, Sweden / Washington, DC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1279</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Vestrom, Miss. Hulda Amanda Adolfina</td>\n",
       "      <td>female</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>350406</td>\n",
       "      <td>7.8542</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>S</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1280</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Vovk, Mr. Janko</td>\n",
       "      <td>male</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>349252</td>\n",
       "      <td>7.8958</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>S</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1281</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Waelens, Mr. Achille</td>\n",
       "      <td>male</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>345767</td>\n",
       "      <td>9</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>S</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Antwerp, Belgium / Stanton, OH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1282</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Ware, Mr. Frederick</td>\n",
       "      <td>male</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>359309</td>\n",
       "      <td>8.05</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>S</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1283</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Warren, Mr. Charles William</td>\n",
       "      <td>male</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>C.A. 49867</td>\n",
       "      <td>7.55</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>S</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1284</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Webber, Mr. James</td>\n",
       "      <td>male</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>SOTON/OQ 3101316</td>\n",
       "      <td>8.05</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>S</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1285</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Wenzel, Mr. Linhart</td>\n",
       "      <td>male</td>\n",
       "      <td>32.5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>345775</td>\n",
       "      <td>9.5</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>S</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>298</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1286</th>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Whabee, Mrs. George Joseph (Shawneene Abi-Saab)</td>\n",
       "      <td>female</td>\n",
       "      <td>38</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2688</td>\n",
       "      <td>7.2292</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>C</td>\n",
       "      <td>C</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1287</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Widegren, Mr. Carl/Charles Peter</td>\n",
       "      <td>male</td>\n",
       "      <td>51</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>347064</td>\n",
       "      <td>7.75</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>S</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1288</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Wiklund, Mr. Jakob Alfred</td>\n",
       "      <td>male</td>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3101267</td>\n",
       "      <td>6.4958</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>S</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>314</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1289</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Wiklund, Mr. Karl Johan</td>\n",
       "      <td>male</td>\n",
       "      <td>21</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3101266</td>\n",
       "      <td>6.4958</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>S</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1290</th>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Wilkes, Mrs. James (Ellen Needs)</td>\n",
       "      <td>female</td>\n",
       "      <td>47</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>363272</td>\n",
       "      <td>7</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>S</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1291</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Willer, Mr. Aaron (\"Abi Weller\")</td>\n",
       "      <td>male</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3410</td>\n",
       "      <td>8.7125</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>S</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1292</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Willey, Mr. Edward</td>\n",
       "      <td>male</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>S.O./P.P. 751</td>\n",
       "      <td>7.55</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>S</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1293</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Williams, Mr. Howard Hugh \"Harry\"</td>\n",
       "      <td>male</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>A/5 2466</td>\n",
       "      <td>8.05</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>S</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1294</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Williams, Mr. Leslie</td>\n",
       "      <td>male</td>\n",
       "      <td>28.5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>54636</td>\n",
       "      <td>16.1</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>S</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>14</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1295</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Windelov, Mr. Einar</td>\n",
       "      <td>male</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>SOTON/OQ 3101317</td>\n",
       "      <td>7.25</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>S</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1296</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Wirz, Mr. Albert</td>\n",
       "      <td>male</td>\n",
       "      <td>27</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>315154</td>\n",
       "      <td>8.6625</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>S</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>131</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1297</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Wiseman, Mr. Phillippe</td>\n",
       "      <td>male</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>A/4. 34244</td>\n",
       "      <td>7.25</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>S</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1298</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Wittevrongel, Mr. Camille</td>\n",
       "      <td>male</td>\n",
       "      <td>36</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>345771</td>\n",
       "      <td>9.5</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>S</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1299</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Yasbeck, Mr. Antoni</td>\n",
       "      <td>male</td>\n",
       "      <td>27</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2659</td>\n",
       "      <td>14.4542</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>C</td>\n",
       "      <td>C</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1300</th>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Yasbeck, Mrs. Antoni (Selini Alexander)</td>\n",
       "      <td>female</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2659</td>\n",
       "      <td>14.4542</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>C</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1301</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Youseff, Mr. Gerious</td>\n",
       "      <td>male</td>\n",
       "      <td>45.5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2628</td>\n",
       "      <td>7.225</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>C</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>312</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1302</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Yousif, Mr. Wazli</td>\n",
       "      <td>male</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2647</td>\n",
       "      <td>7.225</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>C</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1303</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Yousseff, Mr. Gerious</td>\n",
       "      <td>male</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2627</td>\n",
       "      <td>14.4583</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>C</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1304</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Zabour, Miss. Hileni</td>\n",
       "      <td>female</td>\n",
       "      <td>14.5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2665</td>\n",
       "      <td>14.4542</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>C</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>328</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1305</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Zabour, Miss. Thamine</td>\n",
       "      <td>female</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2665</td>\n",
       "      <td>14.4542</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>C</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1306</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Zakarian, Mr. Mapriededer</td>\n",
       "      <td>male</td>\n",
       "      <td>26.5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2656</td>\n",
       "      <td>7.225</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>C</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>304</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1307</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Zakarian, Mr. Ortin</td>\n",
       "      <td>male</td>\n",
       "      <td>27</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2670</td>\n",
       "      <td>7.225</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>C</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1308</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Zimmerman, Mr. Leo</td>\n",
       "      <td>male</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>315082</td>\n",
       "      <td>7.875</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>S</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1309 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      pclass  survived                                               name  \\\n",
       "0          1         1                      Allen, Miss. Elisabeth Walton   \n",
       "1          1         1                     Allison, Master. Hudson Trevor   \n",
       "2          1         0                       Allison, Miss. Helen Loraine   \n",
       "3          1         0               Allison, Mr. Hudson Joshua Creighton   \n",
       "4          1         0    Allison, Mrs. Hudson J C (Bessie Waldo Daniels)   \n",
       "5          1         1                                Anderson, Mr. Harry   \n",
       "6          1         1                  Andrews, Miss. Kornelia Theodosia   \n",
       "7          1         0                             Andrews, Mr. Thomas Jr   \n",
       "8          1         1      Appleton, Mrs. Edward Dale (Charlotte Lamson)   \n",
       "9          1         0                            Artagaveytia, Mr. Ramon   \n",
       "10         1         0                             Astor, Col. John Jacob   \n",
       "11         1         1  Astor, Mrs. John Jacob (Madeleine Talmadge Force)   \n",
       "12         1         1                      Aubart, Mme. Leontine Pauline   \n",
       "13         1         1                       Barber, Miss. Ellen \"Nellie\"   \n",
       "14         1         1               Barkworth, Mr. Algernon Henry Wilson   \n",
       "15         1         0                                Baumann, Mr. John D   \n",
       "16         1         0                           Baxter, Mr. Quigg Edmond   \n",
       "17         1         1    Baxter, Mrs. James (Helene DeLaudeniere Chaput)   \n",
       "18         1         1                              Bazzani, Miss. Albina   \n",
       "19         1         0                               Beattie, Mr. Thomson   \n",
       "20         1         1                      Beckwith, Mr. Richard Leonard   \n",
       "21         1         1   Beckwith, Mrs. Richard Leonard (Sallie Monypeny)   \n",
       "22         1         1                              Behr, Mr. Karl Howell   \n",
       "23         1         1                              Bidois, Miss. Rosalie   \n",
       "24         1         1                                  Bird, Miss. Ellen   \n",
       "25         1         0                                Birnbaum, Mr. Jakob   \n",
       "26         1         1                            Bishop, Mr. Dickinson H   \n",
       "27         1         1            Bishop, Mrs. Dickinson H (Helen Walton)   \n",
       "28         1         1                             Bissette, Miss. Amelia   \n",
       "29         1         1          Bjornstrom-Steffansson, Mr. Mauritz Hakan   \n",
       "...      ...       ...                                                ...   \n",
       "1279       3         0               Vestrom, Miss. Hulda Amanda Adolfina   \n",
       "1280       3         0                                    Vovk, Mr. Janko   \n",
       "1281       3         0                               Waelens, Mr. Achille   \n",
       "1282       3         0                                Ware, Mr. Frederick   \n",
       "1283       3         0                        Warren, Mr. Charles William   \n",
       "1284       3         0                                  Webber, Mr. James   \n",
       "1285       3         0                                Wenzel, Mr. Linhart   \n",
       "1286       3         1    Whabee, Mrs. George Joseph (Shawneene Abi-Saab)   \n",
       "1287       3         0                   Widegren, Mr. Carl/Charles Peter   \n",
       "1288       3         0                          Wiklund, Mr. Jakob Alfred   \n",
       "1289       3         0                            Wiklund, Mr. Karl Johan   \n",
       "1290       3         1                   Wilkes, Mrs. James (Ellen Needs)   \n",
       "1291       3         0                   Willer, Mr. Aaron (\"Abi Weller\")   \n",
       "1292       3         0                                 Willey, Mr. Edward   \n",
       "1293       3         0                  Williams, Mr. Howard Hugh \"Harry\"   \n",
       "1294       3         0                               Williams, Mr. Leslie   \n",
       "1295       3         0                                Windelov, Mr. Einar   \n",
       "1296       3         0                                   Wirz, Mr. Albert   \n",
       "1297       3         0                             Wiseman, Mr. Phillippe   \n",
       "1298       3         0                          Wittevrongel, Mr. Camille   \n",
       "1299       3         0                                Yasbeck, Mr. Antoni   \n",
       "1300       3         1            Yasbeck, Mrs. Antoni (Selini Alexander)   \n",
       "1301       3         0                               Youseff, Mr. Gerious   \n",
       "1302       3         0                                  Yousif, Mr. Wazli   \n",
       "1303       3         0                              Yousseff, Mr. Gerious   \n",
       "1304       3         0                               Zabour, Miss. Hileni   \n",
       "1305       3         0                              Zabour, Miss. Thamine   \n",
       "1306       3         0                          Zakarian, Mr. Mapriededer   \n",
       "1307       3         0                                Zakarian, Mr. Ortin   \n",
       "1308       3         0                                 Zimmerman, Mr. Leo   \n",
       "\n",
       "         sex          age  sibsp  parch            ticket     fare  \\\n",
       "0     female           29      0      0             24160  211.338   \n",
       "1       male       0.9167      1      2            113781   151.55   \n",
       "2     female            2      1      2            113781   151.55   \n",
       "3       male           30      1      2            113781   151.55   \n",
       "4     female           25      1      2            113781   151.55   \n",
       "5       male           48      0      0             19952    26.55   \n",
       "6     female           63      1      0             13502  77.9583   \n",
       "7       male           39      0      0            112050        0   \n",
       "8     female           53      2      0             11769  51.4792   \n",
       "9       male           71      0      0          PC 17609  49.5042   \n",
       "10      male           47      1      0          PC 17757  227.525   \n",
       "11    female           18      1      0          PC 17757  227.525   \n",
       "12    female           24      0      0          PC 17477     69.3   \n",
       "13    female           26      0      0             19877    78.85   \n",
       "14      male           80      0      0             27042       30   \n",
       "15      male  Desconocido      0      0          PC 17318   25.925   \n",
       "16      male           24      0      1          PC 17558  247.521   \n",
       "17    female           50      0      1          PC 17558  247.521   \n",
       "18    female           32      0      0             11813  76.2917   \n",
       "19      male           36      0      0             13050  75.2417   \n",
       "20      male           37      1      1             11751  52.5542   \n",
       "21    female           47      1      1             11751  52.5542   \n",
       "22      male           26      0      0            111369       30   \n",
       "23    female           42      0      0          PC 17757  227.525   \n",
       "24    female           29      0      0          PC 17483  221.779   \n",
       "25      male           25      0      0             13905       26   \n",
       "26      male           25      1      0             11967  91.0792   \n",
       "27    female           19      1      0             11967  91.0792   \n",
       "28    female           35      0      0          PC 17760  135.633   \n",
       "29      male           28      0      0            110564    26.55   \n",
       "...      ...          ...    ...    ...               ...      ...   \n",
       "1279  female           14      0      0            350406   7.8542   \n",
       "1280    male           22      0      0            349252   7.8958   \n",
       "1281    male           22      0      0            345767        9   \n",
       "1282    male  Desconocido      0      0            359309     8.05   \n",
       "1283    male  Desconocido      0      0        C.A. 49867     7.55   \n",
       "1284    male  Desconocido      0      0  SOTON/OQ 3101316     8.05   \n",
       "1285    male         32.5      0      0            345775      9.5   \n",
       "1286  female           38      0      0              2688   7.2292   \n",
       "1287    male           51      0      0            347064     7.75   \n",
       "1288    male           18      1      0           3101267   6.4958   \n",
       "1289    male           21      1      0           3101266   6.4958   \n",
       "1290  female           47      1      0            363272        7   \n",
       "1291    male  Desconocido      0      0              3410   8.7125   \n",
       "1292    male  Desconocido      0      0     S.O./P.P. 751     7.55   \n",
       "1293    male  Desconocido      0      0          A/5 2466     8.05   \n",
       "1294    male         28.5      0      0             54636     16.1   \n",
       "1295    male           21      0      0  SOTON/OQ 3101317     7.25   \n",
       "1296    male           27      0      0            315154   8.6625   \n",
       "1297    male  Desconocido      0      0        A/4. 34244     7.25   \n",
       "1298    male           36      0      0            345771      9.5   \n",
       "1299    male           27      1      0              2659  14.4542   \n",
       "1300  female           15      1      0              2659  14.4542   \n",
       "1301    male         45.5      0      0              2628    7.225   \n",
       "1302    male  Desconocido      0      0              2647    7.225   \n",
       "1303    male  Desconocido      0      0              2627  14.4583   \n",
       "1304  female         14.5      1      0              2665  14.4542   \n",
       "1305  female  Desconocido      1      0              2665  14.4542   \n",
       "1306    male         26.5      0      0              2656    7.225   \n",
       "1307    male           27      0      0              2670    7.225   \n",
       "1308    male           29      0      0            315082    7.875   \n",
       "\n",
       "            cabin embarked         boat         body  \\\n",
       "0              B5        S            2  Desconocido   \n",
       "1         C22 C26        S           11  Desconocido   \n",
       "2         C22 C26        S  Desconocido  Desconocido   \n",
       "3         C22 C26        S  Desconocido          135   \n",
       "4         C22 C26        S  Desconocido  Desconocido   \n",
       "5             E12        S            3  Desconocido   \n",
       "6              D7        S           10  Desconocido   \n",
       "7             A36        S  Desconocido  Desconocido   \n",
       "8            C101        S            D  Desconocido   \n",
       "9     Desconocido        C  Desconocido           22   \n",
       "10        C62 C64        C  Desconocido          124   \n",
       "11        C62 C64        C            4  Desconocido   \n",
       "12            B35        C            9  Desconocido   \n",
       "13    Desconocido        S            6  Desconocido   \n",
       "14            A23        S            B  Desconocido   \n",
       "15    Desconocido        S  Desconocido  Desconocido   \n",
       "16        B58 B60        C  Desconocido  Desconocido   \n",
       "17        B58 B60        C            6  Desconocido   \n",
       "18            D15        C            8  Desconocido   \n",
       "19             C6        C            A  Desconocido   \n",
       "20            D35        S            5  Desconocido   \n",
       "21            D35        S            5  Desconocido   \n",
       "22           C148        C            5  Desconocido   \n",
       "23    Desconocido        C            4  Desconocido   \n",
       "24            C97        S            8  Desconocido   \n",
       "25    Desconocido        C  Desconocido          148   \n",
       "26            B49        C            7  Desconocido   \n",
       "27            B49        C            7  Desconocido   \n",
       "28            C99        S            8  Desconocido   \n",
       "29            C52        S            D  Desconocido   \n",
       "...           ...      ...          ...          ...   \n",
       "1279  Desconocido        S  Desconocido  Desconocido   \n",
       "1280  Desconocido        S  Desconocido  Desconocido   \n",
       "1281  Desconocido        S  Desconocido  Desconocido   \n",
       "1282  Desconocido        S  Desconocido  Desconocido   \n",
       "1283  Desconocido        S  Desconocido  Desconocido   \n",
       "1284  Desconocido        S  Desconocido  Desconocido   \n",
       "1285  Desconocido        S  Desconocido          298   \n",
       "1286  Desconocido        C            C  Desconocido   \n",
       "1287  Desconocido        S  Desconocido  Desconocido   \n",
       "1288  Desconocido        S  Desconocido          314   \n",
       "1289  Desconocido        S  Desconocido  Desconocido   \n",
       "1290  Desconocido        S  Desconocido  Desconocido   \n",
       "1291  Desconocido        S  Desconocido  Desconocido   \n",
       "1292  Desconocido        S  Desconocido  Desconocido   \n",
       "1293  Desconocido        S  Desconocido  Desconocido   \n",
       "1294  Desconocido        S  Desconocido           14   \n",
       "1295  Desconocido        S  Desconocido  Desconocido   \n",
       "1296  Desconocido        S  Desconocido          131   \n",
       "1297  Desconocido        S  Desconocido  Desconocido   \n",
       "1298  Desconocido        S  Desconocido  Desconocido   \n",
       "1299  Desconocido        C            C  Desconocido   \n",
       "1300  Desconocido        C  Desconocido  Desconocido   \n",
       "1301  Desconocido        C  Desconocido          312   \n",
       "1302  Desconocido        C  Desconocido  Desconocido   \n",
       "1303  Desconocido        C  Desconocido  Desconocido   \n",
       "1304  Desconocido        C  Desconocido          328   \n",
       "1305  Desconocido        C  Desconocido  Desconocido   \n",
       "1306  Desconocido        C  Desconocido          304   \n",
       "1307  Desconocido        C  Desconocido  Desconocido   \n",
       "1308  Desconocido        S  Desconocido  Desconocido   \n",
       "\n",
       "                               home.dest  \n",
       "0                           St Louis, MO  \n",
       "1        Montreal, PQ / Chesterville, ON  \n",
       "2        Montreal, PQ / Chesterville, ON  \n",
       "3        Montreal, PQ / Chesterville, ON  \n",
       "4        Montreal, PQ / Chesterville, ON  \n",
       "5                           New York, NY  \n",
       "6                             Hudson, NY  \n",
       "7                            Belfast, NI  \n",
       "8                    Bayside, Queens, NY  \n",
       "9                    Montevideo, Uruguay  \n",
       "10                          New York, NY  \n",
       "11                          New York, NY  \n",
       "12                         Paris, France  \n",
       "13                           Desconocido  \n",
       "14                         Hessle, Yorks  \n",
       "15                          New York, NY  \n",
       "16                          Montreal, PQ  \n",
       "17                          Montreal, PQ  \n",
       "18                           Desconocido  \n",
       "19                          Winnipeg, MN  \n",
       "20                          New York, NY  \n",
       "21                          New York, NY  \n",
       "22                          New York, NY  \n",
       "23                           Desconocido  \n",
       "24                           Desconocido  \n",
       "25                     San Francisco, CA  \n",
       "26                          Dowagiac, MI  \n",
       "27                          Dowagiac, MI  \n",
       "28                           Desconocido  \n",
       "29    Stockholm, Sweden / Washington, DC  \n",
       "...                                  ...  \n",
       "1279                         Desconocido  \n",
       "1280                         Desconocido  \n",
       "1281      Antwerp, Belgium / Stanton, OH  \n",
       "1282                         Desconocido  \n",
       "1283                         Desconocido  \n",
       "1284                         Desconocido  \n",
       "1285                         Desconocido  \n",
       "1286                         Desconocido  \n",
       "1287                         Desconocido  \n",
       "1288                         Desconocido  \n",
       "1289                         Desconocido  \n",
       "1290                         Desconocido  \n",
       "1291                         Desconocido  \n",
       "1292                         Desconocido  \n",
       "1293                         Desconocido  \n",
       "1294                         Desconocido  \n",
       "1295                         Desconocido  \n",
       "1296                         Desconocido  \n",
       "1297                         Desconocido  \n",
       "1298                         Desconocido  \n",
       "1299                         Desconocido  \n",
       "1300                         Desconocido  \n",
       "1301                         Desconocido  \n",
       "1302                         Desconocido  \n",
       "1303                         Desconocido  \n",
       "1304                         Desconocido  \n",
       "1305                         Desconocido  \n",
       "1306                         Desconocido  \n",
       "1307                         Desconocido  \n",
       "1308                         Desconocido  \n",
       "\n",
       "[1309 rows x 14 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data4 = data\n",
    "data4.fillna(\"Desconocido\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "data5 = data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "data5[\"body\"] = data5[\"body\"].fillna(0)\n",
    "data5[\"home.dest\"] = data5[\"home.dest\"].fillna(\"Desconocido\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "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>pclass</th>\n",
       "      <th>survived</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",
       "      <th>boat</th>\n",
       "      <th>body</th>\n",
       "      <th>home.dest</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Allen, Miss. Elisabeth Walton</td>\n",
       "      <td>female</td>\n",
       "      <td>29.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24160</td>\n",
       "      <td>211.3375</td>\n",
       "      <td>B5</td>\n",
       "      <td>S</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>St Louis, MO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Allison, Master. Hudson Trevor</td>\n",
       "      <td>male</td>\n",
       "      <td>0.9167</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>113781</td>\n",
       "      <td>151.5500</td>\n",
       "      <td>C22 C26</td>\n",
       "      <td>S</td>\n",
       "      <td>11</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Montreal, PQ / Chesterville, ON</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Allison, Miss. Helen Loraine</td>\n",
       "      <td>female</td>\n",
       "      <td>2.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>113781</td>\n",
       "      <td>151.5500</td>\n",
       "      <td>C22 C26</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Montreal, PQ / Chesterville, ON</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Allison, Mr. Hudson Joshua Creighton</td>\n",
       "      <td>male</td>\n",
       "      <td>30.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>113781</td>\n",
       "      <td>151.5500</td>\n",
       "      <td>C22 C26</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>135.0</td>\n",
       "      <td>Montreal, PQ / Chesterville, ON</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Allison, Mrs. Hudson J C (Bessie Waldo Daniels)</td>\n",
       "      <td>female</td>\n",
       "      <td>25.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>113781</td>\n",
       "      <td>151.5500</td>\n",
       "      <td>C22 C26</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Montreal, PQ / Chesterville, ON</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Anderson, Mr. Harry</td>\n",
       "      <td>male</td>\n",
       "      <td>48.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>19952</td>\n",
       "      <td>26.5500</td>\n",
       "      <td>E12</td>\n",
       "      <td>S</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>New York, NY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Andrews, Miss. Kornelia Theodosia</td>\n",
       "      <td>female</td>\n",
       "      <td>63.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>13502</td>\n",
       "      <td>77.9583</td>\n",
       "      <td>D7</td>\n",
       "      <td>S</td>\n",
       "      <td>10</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Hudson, NY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Andrews, Mr. Thomas Jr</td>\n",
       "      <td>male</td>\n",
       "      <td>39.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>112050</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>A36</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Belfast, NI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Appleton, Mrs. Edward Dale (Charlotte Lamson)</td>\n",
       "      <td>female</td>\n",
       "      <td>53.0000</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>11769</td>\n",
       "      <td>51.4792</td>\n",
       "      <td>C101</td>\n",
       "      <td>S</td>\n",
       "      <td>D</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Bayside, Queens, NY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Artagaveytia, Mr. Ramon</td>\n",
       "      <td>male</td>\n",
       "      <td>71.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17609</td>\n",
       "      <td>49.5042</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22.0</td>\n",
       "      <td>Montevideo, Uruguay</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Astor, Col. John Jacob</td>\n",
       "      <td>male</td>\n",
       "      <td>47.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17757</td>\n",
       "      <td>227.5250</td>\n",
       "      <td>C62 C64</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>124.0</td>\n",
       "      <td>New York, NY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Astor, Mrs. John Jacob (Madeleine Talmadge Force)</td>\n",
       "      <td>female</td>\n",
       "      <td>18.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17757</td>\n",
       "      <td>227.5250</td>\n",
       "      <td>C62 C64</td>\n",
       "      <td>C</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>New York, NY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Aubart, Mme. Leontine Pauline</td>\n",
       "      <td>female</td>\n",
       "      <td>24.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17477</td>\n",
       "      <td>69.3000</td>\n",
       "      <td>B35</td>\n",
       "      <td>C</td>\n",
       "      <td>9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Paris, France</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Barber, Miss. Ellen \"Nellie\"</td>\n",
       "      <td>female</td>\n",
       "      <td>26.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>19877</td>\n",
       "      <td>78.8500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Barkworth, Mr. Algernon Henry Wilson</td>\n",
       "      <td>male</td>\n",
       "      <td>80.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>27042</td>\n",
       "      <td>30.0000</td>\n",
       "      <td>A23</td>\n",
       "      <td>S</td>\n",
       "      <td>B</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Hessle, Yorks</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Baumann, Mr. John D</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17318</td>\n",
       "      <td>25.9250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>New York, NY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Baxter, Mr. Quigg Edmond</td>\n",
       "      <td>male</td>\n",
       "      <td>24.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>PC 17558</td>\n",
       "      <td>247.5208</td>\n",
       "      <td>B58 B60</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Montreal, PQ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Baxter, Mrs. James (Helene DeLaudeniere Chaput)</td>\n",
       "      <td>female</td>\n",
       "      <td>50.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>PC 17558</td>\n",
       "      <td>247.5208</td>\n",
       "      <td>B58 B60</td>\n",
       "      <td>C</td>\n",
       "      <td>6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Montreal, PQ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Bazzani, Miss. Albina</td>\n",
       "      <td>female</td>\n",
       "      <td>32.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11813</td>\n",
       "      <td>76.2917</td>\n",
       "      <td>D15</td>\n",
       "      <td>C</td>\n",
       "      <td>8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Beattie, Mr. Thomson</td>\n",
       "      <td>male</td>\n",
       "      <td>36.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13050</td>\n",
       "      <td>75.2417</td>\n",
       "      <td>C6</td>\n",
       "      <td>C</td>\n",
       "      <td>A</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Winnipeg, MN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    pclass  survived                                               name  \\\n",
       "0        1         1                      Allen, Miss. Elisabeth Walton   \n",
       "1        1         1                     Allison, Master. Hudson Trevor   \n",
       "2        1         0                       Allison, Miss. Helen Loraine   \n",
       "3        1         0               Allison, Mr. Hudson Joshua Creighton   \n",
       "4        1         0    Allison, Mrs. Hudson J C (Bessie Waldo Daniels)   \n",
       "5        1         1                                Anderson, Mr. Harry   \n",
       "6        1         1                  Andrews, Miss. Kornelia Theodosia   \n",
       "7        1         0                             Andrews, Mr. Thomas Jr   \n",
       "8        1         1      Appleton, Mrs. Edward Dale (Charlotte Lamson)   \n",
       "9        1         0                            Artagaveytia, Mr. Ramon   \n",
       "10       1         0                             Astor, Col. John Jacob   \n",
       "11       1         1  Astor, Mrs. John Jacob (Madeleine Talmadge Force)   \n",
       "12       1         1                      Aubart, Mme. Leontine Pauline   \n",
       "13       1         1                       Barber, Miss. Ellen \"Nellie\"   \n",
       "14       1         1               Barkworth, Mr. Algernon Henry Wilson   \n",
       "15       1         0                                Baumann, Mr. John D   \n",
       "16       1         0                           Baxter, Mr. Quigg Edmond   \n",
       "17       1         1    Baxter, Mrs. James (Helene DeLaudeniere Chaput)   \n",
       "18       1         1                              Bazzani, Miss. Albina   \n",
       "19       1         0                               Beattie, Mr. Thomson   \n",
       "\n",
       "       sex      age  sibsp  parch    ticket      fare    cabin embarked boat  \\\n",
       "0   female  29.0000      0      0     24160  211.3375       B5        S    2   \n",
       "1     male   0.9167      1      2    113781  151.5500  C22 C26        S   11   \n",
       "2   female   2.0000      1      2    113781  151.5500  C22 C26        S  NaN   \n",
       "3     male  30.0000      1      2    113781  151.5500  C22 C26        S  NaN   \n",
       "4   female  25.0000      1      2    113781  151.5500  C22 C26        S  NaN   \n",
       "5     male  48.0000      0      0     19952   26.5500      E12        S    3   \n",
       "6   female  63.0000      1      0     13502   77.9583       D7        S   10   \n",
       "7     male  39.0000      0      0    112050    0.0000      A36        S  NaN   \n",
       "8   female  53.0000      2      0     11769   51.4792     C101        S    D   \n",
       "9     male  71.0000      0      0  PC 17609   49.5042      NaN        C  NaN   \n",
       "10    male  47.0000      1      0  PC 17757  227.5250  C62 C64        C  NaN   \n",
       "11  female  18.0000      1      0  PC 17757  227.5250  C62 C64        C    4   \n",
       "12  female  24.0000      0      0  PC 17477   69.3000      B35        C    9   \n",
       "13  female  26.0000      0      0     19877   78.8500      NaN        S    6   \n",
       "14    male  80.0000      0      0     27042   30.0000      A23        S    B   \n",
       "15    male      NaN      0      0  PC 17318   25.9250      NaN        S  NaN   \n",
       "16    male  24.0000      0      1  PC 17558  247.5208  B58 B60        C  NaN   \n",
       "17  female  50.0000      0      1  PC 17558  247.5208  B58 B60        C    6   \n",
       "18  female  32.0000      0      0     11813   76.2917      D15        C    8   \n",
       "19    male  36.0000      0      0     13050   75.2417       C6        C    A   \n",
       "\n",
       "     body                        home.dest  \n",
       "0     0.0                     St Louis, MO  \n",
       "1     0.0  Montreal, PQ / Chesterville, ON  \n",
       "2     0.0  Montreal, PQ / Chesterville, ON  \n",
       "3   135.0  Montreal, PQ / Chesterville, ON  \n",
       "4     0.0  Montreal, PQ / Chesterville, ON  \n",
       "5     0.0                     New York, NY  \n",
       "6     0.0                       Hudson, NY  \n",
       "7     0.0                      Belfast, NI  \n",
       "8     0.0              Bayside, Queens, NY  \n",
       "9    22.0              Montevideo, Uruguay  \n",
       "10  124.0                     New York, NY  \n",
       "11    0.0                     New York, NY  \n",
       "12    0.0                    Paris, France  \n",
       "13    0.0                      Desconocido  \n",
       "14    0.0                    Hessle, Yorks  \n",
       "15    0.0                     New York, NY  \n",
       "16    0.0                     Montreal, PQ  \n",
       "17    0.0                     Montreal, PQ  \n",
       "18    0.0                      Desconocido  \n",
       "19    0.0                     Winnipeg, MN  "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data5.head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "263"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.isnull(data5[\"age\"]).values.ravel().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       29.000000\n",
       "1        0.916700\n",
       "2        2.000000\n",
       "3       30.000000\n",
       "4       25.000000\n",
       "5       48.000000\n",
       "6       63.000000\n",
       "7       39.000000\n",
       "8       53.000000\n",
       "9       71.000000\n",
       "10      47.000000\n",
       "11      18.000000\n",
       "12      24.000000\n",
       "13      26.000000\n",
       "14      80.000000\n",
       "15      29.881135\n",
       "16      24.000000\n",
       "17      50.000000\n",
       "18      32.000000\n",
       "19      36.000000\n",
       "20      37.000000\n",
       "21      47.000000\n",
       "22      26.000000\n",
       "23      42.000000\n",
       "24      29.000000\n",
       "25      25.000000\n",
       "26      25.000000\n",
       "27      19.000000\n",
       "28      35.000000\n",
       "29      28.000000\n",
       "          ...    \n",
       "1279    14.000000\n",
       "1280    22.000000\n",
       "1281    22.000000\n",
       "1282    29.881135\n",
       "1283    29.881135\n",
       "1284    29.881135\n",
       "1285    32.500000\n",
       "1286    38.000000\n",
       "1287    51.000000\n",
       "1288    18.000000\n",
       "1289    21.000000\n",
       "1290    47.000000\n",
       "1291    29.881135\n",
       "1292    29.881135\n",
       "1293    29.881135\n",
       "1294    28.500000\n",
       "1295    21.000000\n",
       "1296    27.000000\n",
       "1297    29.881135\n",
       "1298    36.000000\n",
       "1299    27.000000\n",
       "1300    15.000000\n",
       "1301    45.500000\n",
       "1302    29.881135\n",
       "1303    29.881135\n",
       "1304    14.500000\n",
       "1305    29.881135\n",
       "1306    26.500000\n",
       "1307    27.000000\n",
       "1308    29.000000\n",
       "Name: age, Length: 1309, dtype: float64"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data5[\"age\"].fillna(data5[\"age\"].mean())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "nan"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data5[\"age\"][1291]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       29.0000\n",
       "1        0.9167\n",
       "2        2.0000\n",
       "3       30.0000\n",
       "4       25.0000\n",
       "5       48.0000\n",
       "6       63.0000\n",
       "7       39.0000\n",
       "8       53.0000\n",
       "9       71.0000\n",
       "10      47.0000\n",
       "11      18.0000\n",
       "12      24.0000\n",
       "13      26.0000\n",
       "14      80.0000\n",
       "15      80.0000\n",
       "16      24.0000\n",
       "17      50.0000\n",
       "18      32.0000\n",
       "19      36.0000\n",
       "20      37.0000\n",
       "21      47.0000\n",
       "22      26.0000\n",
       "23      42.0000\n",
       "24      29.0000\n",
       "25      25.0000\n",
       "26      25.0000\n",
       "27      19.0000\n",
       "28      35.0000\n",
       "29      28.0000\n",
       "         ...   \n",
       "1279    14.0000\n",
       "1280    22.0000\n",
       "1281    22.0000\n",
       "1282    22.0000\n",
       "1283    22.0000\n",
       "1284    22.0000\n",
       "1285    32.5000\n",
       "1286    38.0000\n",
       "1287    51.0000\n",
       "1288    18.0000\n",
       "1289    21.0000\n",
       "1290    47.0000\n",
       "1291    47.0000\n",
       "1292    47.0000\n",
       "1293    47.0000\n",
       "1294    28.5000\n",
       "1295    21.0000\n",
       "1296    27.0000\n",
       "1297    27.0000\n",
       "1298    36.0000\n",
       "1299    27.0000\n",
       "1300    15.0000\n",
       "1301    45.5000\n",
       "1302    45.5000\n",
       "1303    45.5000\n",
       "1304    14.5000\n",
       "1305    14.5000\n",
       "1306    26.5000\n",
       "1307    27.0000\n",
       "1308    29.0000\n",
       "Name: age, Length: 1309, dtype: float64"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data5[\"age\"].fillna(method=\"ffill\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       29.0000\n",
       "1        0.9167\n",
       "2        2.0000\n",
       "3       30.0000\n",
       "4       25.0000\n",
       "5       48.0000\n",
       "6       63.0000\n",
       "7       39.0000\n",
       "8       53.0000\n",
       "9       71.0000\n",
       "10      47.0000\n",
       "11      18.0000\n",
       "12      24.0000\n",
       "13      26.0000\n",
       "14      80.0000\n",
       "15      24.0000\n",
       "16      24.0000\n",
       "17      50.0000\n",
       "18      32.0000\n",
       "19      36.0000\n",
       "20      37.0000\n",
       "21      47.0000\n",
       "22      26.0000\n",
       "23      42.0000\n",
       "24      29.0000\n",
       "25      25.0000\n",
       "26      25.0000\n",
       "27      19.0000\n",
       "28      35.0000\n",
       "29      28.0000\n",
       "         ...   \n",
       "1279    14.0000\n",
       "1280    22.0000\n",
       "1281    22.0000\n",
       "1282    32.5000\n",
       "1283    32.5000\n",
       "1284    32.5000\n",
       "1285    32.5000\n",
       "1286    38.0000\n",
       "1287    51.0000\n",
       "1288    18.0000\n",
       "1289    21.0000\n",
       "1290    47.0000\n",
       "1291    28.5000\n",
       "1292    28.5000\n",
       "1293    28.5000\n",
       "1294    28.5000\n",
       "1295    21.0000\n",
       "1296    27.0000\n",
       "1297    36.0000\n",
       "1298    36.0000\n",
       "1299    27.0000\n",
       "1300    15.0000\n",
       "1301    45.5000\n",
       "1302    14.5000\n",
       "1303    14.5000\n",
       "1304    14.5000\n",
       "1305    26.5000\n",
       "1306    26.5000\n",
       "1307    27.0000\n",
       "1308    29.0000\n",
       "Name: age, Length: 1309, dtype: float64"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data5[\"age\"].fillna(method=\"backfill\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Variables Dummy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       female\n",
       "1         male\n",
       "2       female\n",
       "3         male\n",
       "4       female\n",
       "5         male\n",
       "6       female\n",
       "7         male\n",
       "8       female\n",
       "9         male\n",
       "10        male\n",
       "11      female\n",
       "12      female\n",
       "13      female\n",
       "14        male\n",
       "15        male\n",
       "16        male\n",
       "17      female\n",
       "18      female\n",
       "19        male\n",
       "20        male\n",
       "21      female\n",
       "22        male\n",
       "23      female\n",
       "24      female\n",
       "25        male\n",
       "26        male\n",
       "27      female\n",
       "28      female\n",
       "29        male\n",
       "         ...  \n",
       "1279    female\n",
       "1280      male\n",
       "1281      male\n",
       "1282      male\n",
       "1283      male\n",
       "1284      male\n",
       "1285      male\n",
       "1286    female\n",
       "1287      male\n",
       "1288      male\n",
       "1289      male\n",
       "1290    female\n",
       "1291      male\n",
       "1292      male\n",
       "1293      male\n",
       "1294      male\n",
       "1295      male\n",
       "1296      male\n",
       "1297      male\n",
       "1298      male\n",
       "1299      male\n",
       "1300    female\n",
       "1301      male\n",
       "1302      male\n",
       "1303      male\n",
       "1304    female\n",
       "1305    female\n",
       "1306      male\n",
       "1307      male\n",
       "1308      male\n",
       "Name: sex, Length: 1309, dtype: object"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[\"sex\"] "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "dummy_sex = pd.get_dummies(data[\"sex\"],prefix = \"sex\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "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>sex_female</th>\n",
       "      <th>sex_male</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1279</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1280</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1281</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1282</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1283</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1284</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1285</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1286</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1287</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1288</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1289</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1290</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1291</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1292</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1293</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1294</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1295</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1296</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1297</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1298</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1299</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1300</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1301</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1302</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1303</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1304</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1305</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1306</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1307</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1308</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1309 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      sex_female  sex_male\n",
       "0              1         0\n",
       "1              0         1\n",
       "2              1         0\n",
       "3              0         1\n",
       "4              1         0\n",
       "5              0         1\n",
       "6              1         0\n",
       "7              0         1\n",
       "8              1         0\n",
       "9              0         1\n",
       "10             0         1\n",
       "11             1         0\n",
       "12             1         0\n",
       "13             1         0\n",
       "14             0         1\n",
       "15             0         1\n",
       "16             0         1\n",
       "17             1         0\n",
       "18             1         0\n",
       "19             0         1\n",
       "20             0         1\n",
       "21             1         0\n",
       "22             0         1\n",
       "23             1         0\n",
       "24             1         0\n",
       "25             0         1\n",
       "26             0         1\n",
       "27             1         0\n",
       "28             1         0\n",
       "29             0         1\n",
       "...          ...       ...\n",
       "1279           1         0\n",
       "1280           0         1\n",
       "1281           0         1\n",
       "1282           0         1\n",
       "1283           0         1\n",
       "1284           0         1\n",
       "1285           0         1\n",
       "1286           1         0\n",
       "1287           0         1\n",
       "1288           0         1\n",
       "1289           0         1\n",
       "1290           1         0\n",
       "1291           0         1\n",
       "1292           0         1\n",
       "1293           0         1\n",
       "1294           0         1\n",
       "1295           0         1\n",
       "1296           0         1\n",
       "1297           0         1\n",
       "1298           0         1\n",
       "1299           0         1\n",
       "1300           1         0\n",
       "1301           0         1\n",
       "1302           0         1\n",
       "1303           0         1\n",
       "1304           1         0\n",
       "1305           1         0\n",
       "1306           0         1\n",
       "1307           0         1\n",
       "1308           0         1\n",
       "\n",
       "[1309 rows x 2 columns]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dummy_sex "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['pclass',\n",
       " 'survived',\n",
       " 'name',\n",
       " 'sex',\n",
       " 'age',\n",
       " 'sibsp',\n",
       " 'parch',\n",
       " 'ticket',\n",
       " 'fare',\n",
       " 'cabin',\n",
       " 'embarked',\n",
       " 'boat',\n",
       " 'body',\n",
       " 'home.dest']"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.columns.values.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "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>survived</th>\n",
       "      <th>name</th>\n",
       "      <th>age</th>\n",
       "      <th>sibsp</th>\n",
       "      <th>parch</th>\n",
       "      <th>ticket</th>\n",
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       "      <th>cabin</th>\n",
       "      <th>embarked</th>\n",
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       "      <th>body</th>\n",
       "      <th>home.dest</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Allen, Miss. Elisabeth Walton</td>\n",
       "      <td>29.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24160</td>\n",
       "      <td>211.3375</td>\n",
       "      <td>B5</td>\n",
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       "      <td>2</td>\n",
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       "      <td>St Louis, MO</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Allison, Master. Hudson Trevor</td>\n",
       "      <td>0.9167</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>113781</td>\n",
       "      <td>151.5500</td>\n",
       "      <td>C22 C26</td>\n",
       "      <td>S</td>\n",
       "      <td>11</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Montreal, PQ / Chesterville, ON</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Allison, Miss. Helen Loraine</td>\n",
       "      <td>2.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>113781</td>\n",
       "      <td>151.5500</td>\n",
       "      <td>C22 C26</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Montreal, PQ / Chesterville, ON</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Allison, Mr. Hudson Joshua Creighton</td>\n",
       "      <td>30.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>113781</td>\n",
       "      <td>151.5500</td>\n",
       "      <td>C22 C26</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>135.0</td>\n",
       "      <td>Montreal, PQ / Chesterville, ON</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Allison, Mrs. Hudson J C (Bessie Waldo Daniels)</td>\n",
       "      <td>25.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>113781</td>\n",
       "      <td>151.5500</td>\n",
       "      <td>C22 C26</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Montreal, PQ / Chesterville, ON</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Anderson, Mr. Harry</td>\n",
       "      <td>48.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>19952</td>\n",
       "      <td>26.5500</td>\n",
       "      <td>E12</td>\n",
       "      <td>S</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>New York, NY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Andrews, Miss. Kornelia Theodosia</td>\n",
       "      <td>63.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>13502</td>\n",
       "      <td>77.9583</td>\n",
       "      <td>D7</td>\n",
       "      <td>S</td>\n",
       "      <td>10</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Hudson, NY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Andrews, Mr. Thomas Jr</td>\n",
       "      <td>39.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>112050</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>A36</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Belfast, NI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Appleton, Mrs. Edward Dale (Charlotte Lamson)</td>\n",
       "      <td>53.0000</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>11769</td>\n",
       "      <td>51.4792</td>\n",
       "      <td>C101</td>\n",
       "      <td>S</td>\n",
       "      <td>D</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Bayside, Queens, NY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Artagaveytia, Mr. Ramon</td>\n",
       "      <td>71.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17609</td>\n",
       "      <td>49.5042</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22.0</td>\n",
       "      <td>Montevideo, Uruguay</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Astor, Col. John Jacob</td>\n",
       "      <td>47.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17757</td>\n",
       "      <td>227.5250</td>\n",
       "      <td>C62 C64</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>124.0</td>\n",
       "      <td>New York, NY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Astor, Mrs. John Jacob (Madeleine Talmadge Force)</td>\n",
       "      <td>18.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17757</td>\n",
       "      <td>227.5250</td>\n",
       "      <td>C62 C64</td>\n",
       "      <td>C</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>New York, NY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Aubart, Mme. Leontine Pauline</td>\n",
       "      <td>24.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17477</td>\n",
       "      <td>69.3000</td>\n",
       "      <td>B35</td>\n",
       "      <td>C</td>\n",
       "      <td>9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Paris, France</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Barber, Miss. Ellen \"Nellie\"</td>\n",
       "      <td>26.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>19877</td>\n",
       "      <td>78.8500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Barkworth, Mr. Algernon Henry Wilson</td>\n",
       "      <td>80.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>27042</td>\n",
       "      <td>30.0000</td>\n",
       "      <td>A23</td>\n",
       "      <td>S</td>\n",
       "      <td>B</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Hessle, Yorks</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Baumann, Mr. John D</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17318</td>\n",
       "      <td>25.9250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>New York, NY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Baxter, Mr. Quigg Edmond</td>\n",
       "      <td>24.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>PC 17558</td>\n",
       "      <td>247.5208</td>\n",
       "      <td>B58 B60</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Montreal, PQ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Baxter, Mrs. James (Helene DeLaudeniere Chaput)</td>\n",
       "      <td>50.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>PC 17558</td>\n",
       "      <td>247.5208</td>\n",
       "      <td>B58 B60</td>\n",
       "      <td>C</td>\n",
       "      <td>6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Montreal, PQ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Bazzani, Miss. Albina</td>\n",
       "      <td>32.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11813</td>\n",
       "      <td>76.2917</td>\n",
       "      <td>D15</td>\n",
       "      <td>C</td>\n",
       "      <td>8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Beattie, Mr. Thomson</td>\n",
       "      <td>36.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13050</td>\n",
       "      <td>75.2417</td>\n",
       "      <td>C6</td>\n",
       "      <td>C</td>\n",
       "      <td>A</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Winnipeg, MN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Beckwith, Mr. Richard Leonard</td>\n",
       "      <td>37.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>11751</td>\n",
       "      <td>52.5542</td>\n",
       "      <td>D35</td>\n",
       "      <td>S</td>\n",
       "      <td>5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>New York, NY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Beckwith, Mrs. Richard Leonard (Sallie Monypeny)</td>\n",
       "      <td>47.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>11751</td>\n",
       "      <td>52.5542</td>\n",
       "      <td>D35</td>\n",
       "      <td>S</td>\n",
       "      <td>5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>New York, NY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Behr, Mr. Karl Howell</td>\n",
       "      <td>26.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>111369</td>\n",
       "      <td>30.0000</td>\n",
       "      <td>C148</td>\n",
       "      <td>C</td>\n",
       "      <td>5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>New York, NY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Bidois, Miss. Rosalie</td>\n",
       "      <td>42.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17757</td>\n",
       "      <td>227.5250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Bird, Miss. Ellen</td>\n",
       "      <td>29.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17483</td>\n",
       "      <td>221.7792</td>\n",
       "      <td>C97</td>\n",
       "      <td>S</td>\n",
       "      <td>8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Birnbaum, Mr. Jakob</td>\n",
       "      <td>25.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13905</td>\n",
       "      <td>26.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>148.0</td>\n",
       "      <td>San Francisco, CA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Bishop, Mr. Dickinson H</td>\n",
       "      <td>25.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>11967</td>\n",
       "      <td>91.0792</td>\n",
       "      <td>B49</td>\n",
       "      <td>C</td>\n",
       "      <td>7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Dowagiac, MI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Bishop, Mrs. Dickinson H (Helen Walton)</td>\n",
       "      <td>19.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>11967</td>\n",
       "      <td>91.0792</td>\n",
       "      <td>B49</td>\n",
       "      <td>C</td>\n",
       "      <td>7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Dowagiac, MI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Bissette, Miss. Amelia</td>\n",
       "      <td>35.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17760</td>\n",
       "      <td>135.6333</td>\n",
       "      <td>C99</td>\n",
       "      <td>S</td>\n",
       "      <td>8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Bjornstrom-Steffansson, Mr. Mauritz Hakan</td>\n",
       "      <td>28.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>110564</td>\n",
       "      <td>26.5500</td>\n",
       "      <td>C52</td>\n",
       "      <td>S</td>\n",
       "      <td>D</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Stockholm, Sweden / Washington, DC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1279</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Vestrom, Miss. Hulda Amanda Adolfina</td>\n",
       "      <td>14.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>350406</td>\n",
       "      <td>7.8542</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1280</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Vovk, Mr. Janko</td>\n",
       "      <td>22.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>349252</td>\n",
       "      <td>7.8958</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1281</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Waelens, Mr. Achille</td>\n",
       "      <td>22.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>345767</td>\n",
       "      <td>9.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Antwerp, Belgium / Stanton, OH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1282</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Ware, Mr. Frederick</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>359309</td>\n",
       "      <td>8.0500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1283</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Warren, Mr. Charles William</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>C.A. 49867</td>\n",
       "      <td>7.5500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1284</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Webber, Mr. James</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>SOTON/OQ 3101316</td>\n",
       "      <td>8.0500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1285</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Wenzel, Mr. Linhart</td>\n",
       "      <td>32.5000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>345775</td>\n",
       "      <td>9.5000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>298.0</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1286</th>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Whabee, Mrs. George Joseph (Shawneene Abi-Saab)</td>\n",
       "      <td>38.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2688</td>\n",
       "      <td>7.2292</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>C</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1287</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Widegren, Mr. Carl/Charles Peter</td>\n",
       "      <td>51.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>347064</td>\n",
       "      <td>7.7500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1288</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Wiklund, Mr. Jakob Alfred</td>\n",
       "      <td>18.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3101267</td>\n",
       "      <td>6.4958</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>314.0</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1289</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Wiklund, Mr. Karl Johan</td>\n",
       "      <td>21.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3101266</td>\n",
       "      <td>6.4958</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1290</th>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Wilkes, Mrs. James (Ellen Needs)</td>\n",
       "      <td>47.0000</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",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1291</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Willer, Mr. Aaron (\"Abi Weller\")</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3410</td>\n",
       "      <td>8.7125</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1292</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Willey, Mr. Edward</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>S.O./P.P. 751</td>\n",
       "      <td>7.5500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1293</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Williams, Mr. Howard Hugh \"Harry\"</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>A/5 2466</td>\n",
       "      <td>8.0500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1294</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Williams, Mr. Leslie</td>\n",
       "      <td>28.5000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>54636</td>\n",
       "      <td>16.1000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14.0</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1295</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Windelov, Mr. Einar</td>\n",
       "      <td>21.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>SOTON/OQ 3101317</td>\n",
       "      <td>7.2500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1296</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Wirz, Mr. Albert</td>\n",
       "      <td>27.0000</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",
       "      <td>NaN</td>\n",
       "      <td>131.0</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1297</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Wiseman, Mr. Phillippe</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>A/4. 34244</td>\n",
       "      <td>7.2500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1298</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Wittevrongel, Mr. Camille</td>\n",
       "      <td>36.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>345771</td>\n",
       "      <td>9.5000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1299</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Yasbeck, Mr. Antoni</td>\n",
       "      <td>27.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2659</td>\n",
       "      <td>14.4542</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>C</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1300</th>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Yasbeck, Mrs. Antoni (Selini Alexander)</td>\n",
       "      <td>15.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2659</td>\n",
       "      <td>14.4542</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1301</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Youseff, Mr. Gerious</td>\n",
       "      <td>45.5000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2628</td>\n",
       "      <td>7.2250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>312.0</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1302</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Yousif, Mr. Wazli</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2647</td>\n",
       "      <td>7.2250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1303</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Yousseff, Mr. Gerious</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2627</td>\n",
       "      <td>14.4583</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1304</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Zabour, Miss. Hileni</td>\n",
       "      <td>14.5000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2665</td>\n",
       "      <td>14.4542</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>328.0</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1305</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Zabour, Miss. Thamine</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2665</td>\n",
       "      <td>14.4542</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1306</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Zakarian, Mr. Mapriededer</td>\n",
       "      <td>26.5000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2656</td>\n",
       "      <td>7.2250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>304.0</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1307</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Zakarian, Mr. Ortin</td>\n",
       "      <td>27.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2670</td>\n",
       "      <td>7.2250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1308</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Zimmerman, Mr. Leo</td>\n",
       "      <td>29.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>315082</td>\n",
       "      <td>7.8750</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Desconocido</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1309 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      pclass  survived                                               name  \\\n",
       "0          1         1                      Allen, Miss. Elisabeth Walton   \n",
       "1          1         1                     Allison, Master. Hudson Trevor   \n",
       "2          1         0                       Allison, Miss. Helen Loraine   \n",
       "3          1         0               Allison, Mr. Hudson Joshua Creighton   \n",
       "4          1         0    Allison, Mrs. Hudson J C (Bessie Waldo Daniels)   \n",
       "5          1         1                                Anderson, Mr. Harry   \n",
       "6          1         1                  Andrews, Miss. Kornelia Theodosia   \n",
       "7          1         0                             Andrews, Mr. Thomas Jr   \n",
       "8          1         1      Appleton, Mrs. Edward Dale (Charlotte Lamson)   \n",
       "9          1         0                            Artagaveytia, Mr. Ramon   \n",
       "10         1         0                             Astor, Col. John Jacob   \n",
       "11         1         1  Astor, Mrs. John Jacob (Madeleine Talmadge Force)   \n",
       "12         1         1                      Aubart, Mme. Leontine Pauline   \n",
       "13         1         1                       Barber, Miss. Ellen \"Nellie\"   \n",
       "14         1         1               Barkworth, Mr. Algernon Henry Wilson   \n",
       "15         1         0                                Baumann, Mr. John D   \n",
       "16         1         0                           Baxter, Mr. Quigg Edmond   \n",
       "17         1         1    Baxter, Mrs. James (Helene DeLaudeniere Chaput)   \n",
       "18         1         1                              Bazzani, Miss. Albina   \n",
       "19         1         0                               Beattie, Mr. Thomson   \n",
       "20         1         1                      Beckwith, Mr. Richard Leonard   \n",
       "21         1         1   Beckwith, Mrs. Richard Leonard (Sallie Monypeny)   \n",
       "22         1         1                              Behr, Mr. Karl Howell   \n",
       "23         1         1                              Bidois, Miss. Rosalie   \n",
       "24         1         1                                  Bird, Miss. Ellen   \n",
       "25         1         0                                Birnbaum, Mr. Jakob   \n",
       "26         1         1                            Bishop, Mr. Dickinson H   \n",
       "27         1         1            Bishop, Mrs. Dickinson H (Helen Walton)   \n",
       "28         1         1                             Bissette, Miss. Amelia   \n",
       "29         1         1          Bjornstrom-Steffansson, Mr. Mauritz Hakan   \n",
       "...      ...       ...                                                ...   \n",
       "1279       3         0               Vestrom, Miss. Hulda Amanda Adolfina   \n",
       "1280       3         0                                    Vovk, Mr. Janko   \n",
       "1281       3         0                               Waelens, Mr. Achille   \n",
       "1282       3         0                                Ware, Mr. Frederick   \n",
       "1283       3         0                        Warren, Mr. Charles William   \n",
       "1284       3         0                                  Webber, Mr. James   \n",
       "1285       3         0                                Wenzel, Mr. Linhart   \n",
       "1286       3         1    Whabee, Mrs. George Joseph (Shawneene Abi-Saab)   \n",
       "1287       3         0                   Widegren, Mr. Carl/Charles Peter   \n",
       "1288       3         0                          Wiklund, Mr. Jakob Alfred   \n",
       "1289       3         0                            Wiklund, Mr. Karl Johan   \n",
       "1290       3         1                   Wilkes, Mrs. James (Ellen Needs)   \n",
       "1291       3         0                   Willer, Mr. Aaron (\"Abi Weller\")   \n",
       "1292       3         0                                 Willey, Mr. Edward   \n",
       "1293       3         0                  Williams, Mr. Howard Hugh \"Harry\"   \n",
       "1294       3         0                               Williams, Mr. Leslie   \n",
       "1295       3         0                                Windelov, Mr. Einar   \n",
       "1296       3         0                                   Wirz, Mr. Albert   \n",
       "1297       3         0                             Wiseman, Mr. Phillippe   \n",
       "1298       3         0                          Wittevrongel, Mr. Camille   \n",
       "1299       3         0                                Yasbeck, Mr. Antoni   \n",
       "1300       3         1            Yasbeck, Mrs. Antoni (Selini Alexander)   \n",
       "1301       3         0                               Youseff, Mr. Gerious   \n",
       "1302       3         0                                  Yousif, Mr. Wazli   \n",
       "1303       3         0                              Yousseff, Mr. Gerious   \n",
       "1304       3         0                               Zabour, Miss. Hileni   \n",
       "1305       3         0                              Zabour, Miss. Thamine   \n",
       "1306       3         0                          Zakarian, Mr. Mapriededer   \n",
       "1307       3         0                                Zakarian, Mr. Ortin   \n",
       "1308       3         0                                 Zimmerman, Mr. Leo   \n",
       "\n",
       "          age  sibsp  parch            ticket      fare    cabin embarked  \\\n",
       "0     29.0000      0      0             24160  211.3375       B5        S   \n",
       "1      0.9167      1      2            113781  151.5500  C22 C26        S   \n",
       "2      2.0000      1      2            113781  151.5500  C22 C26        S   \n",
       "3     30.0000      1      2            113781  151.5500  C22 C26        S   \n",
       "4     25.0000      1      2            113781  151.5500  C22 C26        S   \n",
       "5     48.0000      0      0             19952   26.5500      E12        S   \n",
       "6     63.0000      1      0             13502   77.9583       D7        S   \n",
       "7     39.0000      0      0            112050    0.0000      A36        S   \n",
       "8     53.0000      2      0             11769   51.4792     C101        S   \n",
       "9     71.0000      0      0          PC 17609   49.5042      NaN        C   \n",
       "10    47.0000      1      0          PC 17757  227.5250  C62 C64        C   \n",
       "11    18.0000      1      0          PC 17757  227.5250  C62 C64        C   \n",
       "12    24.0000      0      0          PC 17477   69.3000      B35        C   \n",
       "13    26.0000      0      0             19877   78.8500      NaN        S   \n",
       "14    80.0000      0      0             27042   30.0000      A23        S   \n",
       "15        NaN      0      0          PC 17318   25.9250      NaN        S   \n",
       "16    24.0000      0      1          PC 17558  247.5208  B58 B60        C   \n",
       "17    50.0000      0      1          PC 17558  247.5208  B58 B60        C   \n",
       "18    32.0000      0      0             11813   76.2917      D15        C   \n",
       "19    36.0000      0      0             13050   75.2417       C6        C   \n",
       "20    37.0000      1      1             11751   52.5542      D35        S   \n",
       "21    47.0000      1      1             11751   52.5542      D35        S   \n",
       "22    26.0000      0      0            111369   30.0000     C148        C   \n",
       "23    42.0000      0      0          PC 17757  227.5250      NaN        C   \n",
       "24    29.0000      0      0          PC 17483  221.7792      C97        S   \n",
       "25    25.0000      0      0             13905   26.0000      NaN        C   \n",
       "26    25.0000      1      0             11967   91.0792      B49        C   \n",
       "27    19.0000      1      0             11967   91.0792      B49        C   \n",
       "28    35.0000      0      0          PC 17760  135.6333      C99        S   \n",
       "29    28.0000      0      0            110564   26.5500      C52        S   \n",
       "...       ...    ...    ...               ...       ...      ...      ...   \n",
       "1279  14.0000      0      0            350406    7.8542      NaN        S   \n",
       "1280  22.0000      0      0            349252    7.8958      NaN        S   \n",
       "1281  22.0000      0      0            345767    9.0000      NaN        S   \n",
       "1282      NaN      0      0            359309    8.0500      NaN        S   \n",
       "1283      NaN      0      0        C.A. 49867    7.5500      NaN        S   \n",
       "1284      NaN      0      0  SOTON/OQ 3101316    8.0500      NaN        S   \n",
       "1285  32.5000      0      0            345775    9.5000      NaN        S   \n",
       "1286  38.0000      0      0              2688    7.2292      NaN        C   \n",
       "1287  51.0000      0      0            347064    7.7500      NaN        S   \n",
       "1288  18.0000      1      0           3101267    6.4958      NaN        S   \n",
       "1289  21.0000      1      0           3101266    6.4958      NaN        S   \n",
       "1290  47.0000      1      0            363272    7.0000      NaN        S   \n",
       "1291      NaN      0      0              3410    8.7125      NaN        S   \n",
       "1292      NaN      0      0     S.O./P.P. 751    7.5500      NaN        S   \n",
       "1293      NaN      0      0          A/5 2466    8.0500      NaN        S   \n",
       "1294  28.5000      0      0             54636   16.1000      NaN        S   \n",
       "1295  21.0000      0      0  SOTON/OQ 3101317    7.2500      NaN        S   \n",
       "1296  27.0000      0      0            315154    8.6625      NaN        S   \n",
       "1297      NaN      0      0        A/4. 34244    7.2500      NaN        S   \n",
       "1298  36.0000      0      0            345771    9.5000      NaN        S   \n",
       "1299  27.0000      1      0              2659   14.4542      NaN        C   \n",
       "1300  15.0000      1      0              2659   14.4542      NaN        C   \n",
       "1301  45.5000      0      0              2628    7.2250      NaN        C   \n",
       "1302      NaN      0      0              2647    7.2250      NaN        C   \n",
       "1303      NaN      0      0              2627   14.4583      NaN        C   \n",
       "1304  14.5000      1      0              2665   14.4542      NaN        C   \n",
       "1305      NaN      1      0              2665   14.4542      NaN        C   \n",
       "1306  26.5000      0      0              2656    7.2250      NaN        C   \n",
       "1307  27.0000      0      0              2670    7.2250      NaN        C   \n",
       "1308  29.0000      0      0            315082    7.8750      NaN        S   \n",
       "\n",
       "     boat   body                           home.dest  \n",
       "0       2    0.0                        St Louis, MO  \n",
       "1      11    0.0     Montreal, PQ / Chesterville, ON  \n",
       "2     NaN    0.0     Montreal, PQ / Chesterville, ON  \n",
       "3     NaN  135.0     Montreal, PQ / Chesterville, ON  \n",
       "4     NaN    0.0     Montreal, PQ / Chesterville, ON  \n",
       "5       3    0.0                        New York, NY  \n",
       "6      10    0.0                          Hudson, NY  \n",
       "7     NaN    0.0                         Belfast, NI  \n",
       "8       D    0.0                 Bayside, Queens, NY  \n",
       "9     NaN   22.0                 Montevideo, Uruguay  \n",
       "10    NaN  124.0                        New York, NY  \n",
       "11      4    0.0                        New York, NY  \n",
       "12      9    0.0                       Paris, France  \n",
       "13      6    0.0                         Desconocido  \n",
       "14      B    0.0                       Hessle, Yorks  \n",
       "15    NaN    0.0                        New York, NY  \n",
       "16    NaN    0.0                        Montreal, PQ  \n",
       "17      6    0.0                        Montreal, PQ  \n",
       "18      8    0.0                         Desconocido  \n",
       "19      A    0.0                        Winnipeg, MN  \n",
       "20      5    0.0                        New York, NY  \n",
       "21      5    0.0                        New York, NY  \n",
       "22      5    0.0                        New York, NY  \n",
       "23      4    0.0                         Desconocido  \n",
       "24      8    0.0                         Desconocido  \n",
       "25    NaN  148.0                   San Francisco, CA  \n",
       "26      7    0.0                        Dowagiac, MI  \n",
       "27      7    0.0                        Dowagiac, MI  \n",
       "28      8    0.0                         Desconocido  \n",
       "29      D    0.0  Stockholm, Sweden / Washington, DC  \n",
       "...   ...    ...                                 ...  \n",
       "1279  NaN    0.0                         Desconocido  \n",
       "1280  NaN    0.0                         Desconocido  \n",
       "1281  NaN    0.0      Antwerp, Belgium / Stanton, OH  \n",
       "1282  NaN    0.0                         Desconocido  \n",
       "1283  NaN    0.0                         Desconocido  \n",
       "1284  NaN    0.0                         Desconocido  \n",
       "1285  NaN  298.0                         Desconocido  \n",
       "1286    C    0.0                         Desconocido  \n",
       "1287  NaN    0.0                         Desconocido  \n",
       "1288  NaN  314.0                         Desconocido  \n",
       "1289  NaN    0.0                         Desconocido  \n",
       "1290  NaN    0.0                         Desconocido  \n",
       "1291  NaN    0.0                         Desconocido  \n",
       "1292  NaN    0.0                         Desconocido  \n",
       "1293  NaN    0.0                         Desconocido  \n",
       "1294  NaN   14.0                         Desconocido  \n",
       "1295  NaN    0.0                         Desconocido  \n",
       "1296  NaN  131.0                         Desconocido  \n",
       "1297  NaN    0.0                         Desconocido  \n",
       "1298  NaN    0.0                         Desconocido  \n",
       "1299    C    0.0                         Desconocido  \n",
       "1300  NaN    0.0                         Desconocido  \n",
       "1301  NaN  312.0                         Desconocido  \n",
       "1302  NaN    0.0                         Desconocido  \n",
       "1303  NaN    0.0                         Desconocido  \n",
       "1304  NaN  328.0                         Desconocido  \n",
       "1305  NaN    0.0                         Desconocido  \n",
       "1306  NaN  304.0                         Desconocido  \n",
       "1307  NaN    0.0                         Desconocido  \n",
       "1308  NaN    0.0                         Desconocido  \n",
       "\n",
       "[1309 rows x 13 columns]"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = data.drop([\"sex\"],axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "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>pclass</th>\n",
       "      <th>survived</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",
       "      <th>boat</th>\n",
       "      <th>body</th>\n",
       "      <th>home.dest</th>\n",
       "      <th>sex_female</th>\n",
       "      <th>sex_male</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Allen, Miss. Elisabeth Walton</td>\n",
       "      <td>female</td>\n",
       "      <td>29.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24160</td>\n",
       "      <td>211.3375</td>\n",
       "      <td>B5</td>\n",
       "      <td>S</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>St Louis, MO</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Allison, Master. Hudson Trevor</td>\n",
       "      <td>male</td>\n",
       "      <td>0.9167</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>113781</td>\n",
       "      <td>151.5500</td>\n",
       "      <td>C22 C26</td>\n",
       "      <td>S</td>\n",
       "      <td>11</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Montreal, PQ / Chesterville, ON</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Allison, Miss. Helen Loraine</td>\n",
       "      <td>female</td>\n",
       "      <td>2.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>113781</td>\n",
       "      <td>151.5500</td>\n",
       "      <td>C22 C26</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Montreal, PQ / Chesterville, ON</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Allison, Mr. Hudson Joshua Creighton</td>\n",
       "      <td>male</td>\n",
       "      <td>30.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>113781</td>\n",
       "      <td>151.5500</td>\n",
       "      <td>C22 C26</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>135.0</td>\n",
       "      <td>Montreal, PQ / Chesterville, ON</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Allison, Mrs. Hudson J C (Bessie Waldo Daniels)</td>\n",
       "      <td>female</td>\n",
       "      <td>25.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>113781</td>\n",
       "      <td>151.5500</td>\n",
       "      <td>C22 C26</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Montreal, PQ / Chesterville, ON</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Anderson, Mr. Harry</td>\n",
       "      <td>male</td>\n",
       "      <td>48.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>19952</td>\n",
       "      <td>26.5500</td>\n",
       "      <td>E12</td>\n",
       "      <td>S</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>New York, NY</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Andrews, Miss. Kornelia Theodosia</td>\n",
       "      <td>female</td>\n",
       "      <td>63.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>13502</td>\n",
       "      <td>77.9583</td>\n",
       "      <td>D7</td>\n",
       "      <td>S</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Hudson, NY</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Andrews, Mr. Thomas Jr</td>\n",
       "      <td>male</td>\n",
       "      <td>39.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>112050</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>A36</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Belfast, NI</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Appleton, Mrs. Edward Dale (Charlotte Lamson)</td>\n",
       "      <td>female</td>\n",
       "      <td>53.0000</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>11769</td>\n",
       "      <td>51.4792</td>\n",
       "      <td>C101</td>\n",
       "      <td>S</td>\n",
       "      <td>D</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Bayside, Queens, NY</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Artagaveytia, Mr. Ramon</td>\n",
       "      <td>male</td>\n",
       "      <td>71.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17609</td>\n",
       "      <td>49.5042</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22.0</td>\n",
       "      <td>Montevideo, Uruguay</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Astor, Col. John Jacob</td>\n",
       "      <td>male</td>\n",
       "      <td>47.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17757</td>\n",
       "      <td>227.5250</td>\n",
       "      <td>C62 C64</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>124.0</td>\n",
       "      <td>New York, NY</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Astor, Mrs. John Jacob (Madeleine Talmadge Force)</td>\n",
       "      <td>female</td>\n",
       "      <td>18.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17757</td>\n",
       "      <td>227.5250</td>\n",
       "      <td>C62 C64</td>\n",
       "      <td>C</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>New York, NY</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Aubart, Mme. Leontine Pauline</td>\n",
       "      <td>female</td>\n",
       "      <td>24.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17477</td>\n",
       "      <td>69.3000</td>\n",
       "      <td>B35</td>\n",
       "      <td>C</td>\n",
       "      <td>9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Paris, France</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Barber, Miss. Ellen \"Nellie\"</td>\n",
       "      <td>female</td>\n",
       "      <td>26.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>19877</td>\n",
       "      <td>78.8500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Barkworth, Mr. Algernon Henry Wilson</td>\n",
       "      <td>male</td>\n",
       "      <td>80.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>27042</td>\n",
       "      <td>30.0000</td>\n",
       "      <td>A23</td>\n",
       "      <td>S</td>\n",
       "      <td>B</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Hessle, Yorks</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Baumann, Mr. John D</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17318</td>\n",
       "      <td>25.9250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>New York, NY</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Baxter, Mr. Quigg Edmond</td>\n",
       "      <td>male</td>\n",
       "      <td>24.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>PC 17558</td>\n",
       "      <td>247.5208</td>\n",
       "      <td>B58 B60</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Montreal, PQ</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Baxter, Mrs. James (Helene DeLaudeniere Chaput)</td>\n",
       "      <td>female</td>\n",
       "      <td>50.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>PC 17558</td>\n",
       "      <td>247.5208</td>\n",
       "      <td>B58 B60</td>\n",
       "      <td>C</td>\n",
       "      <td>6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Montreal, PQ</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Bazzani, Miss. Albina</td>\n",
       "      <td>female</td>\n",
       "      <td>32.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11813</td>\n",
       "      <td>76.2917</td>\n",
       "      <td>D15</td>\n",
       "      <td>C</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Beattie, Mr. Thomson</td>\n",
       "      <td>male</td>\n",
       "      <td>36.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13050</td>\n",
       "      <td>75.2417</td>\n",
       "      <td>C6</td>\n",
       "      <td>C</td>\n",
       "      <td>A</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Winnipeg, MN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Beckwith, Mr. Richard Leonard</td>\n",
       "      <td>male</td>\n",
       "      <td>37.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>11751</td>\n",
       "      <td>52.5542</td>\n",
       "      <td>D35</td>\n",
       "      <td>S</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>New York, NY</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Beckwith, Mrs. Richard Leonard (Sallie Monypeny)</td>\n",
       "      <td>female</td>\n",
       "      <td>47.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>11751</td>\n",
       "      <td>52.5542</td>\n",
       "      <td>D35</td>\n",
       "      <td>S</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>New York, NY</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Behr, Mr. Karl Howell</td>\n",
       "      <td>male</td>\n",
       "      <td>26.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>111369</td>\n",
       "      <td>30.0000</td>\n",
       "      <td>C148</td>\n",
       "      <td>C</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>New York, NY</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Bidois, Miss. Rosalie</td>\n",
       "      <td>female</td>\n",
       "      <td>42.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17757</td>\n",
       "      <td>227.5250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Bird, Miss. Ellen</td>\n",
       "      <td>female</td>\n",
       "      <td>29.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17483</td>\n",
       "      <td>221.7792</td>\n",
       "      <td>C97</td>\n",
       "      <td>S</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Birnbaum, Mr. Jakob</td>\n",
       "      <td>male</td>\n",
       "      <td>25.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13905</td>\n",
       "      <td>26.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>148.0</td>\n",
       "      <td>San Francisco, CA</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Bishop, Mr. Dickinson H</td>\n",
       "      <td>male</td>\n",
       "      <td>25.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>11967</td>\n",
       "      <td>91.0792</td>\n",
       "      <td>B49</td>\n",
       "      <td>C</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Dowagiac, MI</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Bishop, Mrs. Dickinson H (Helen Walton)</td>\n",
       "      <td>female</td>\n",
       "      <td>19.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>11967</td>\n",
       "      <td>91.0792</td>\n",
       "      <td>B49</td>\n",
       "      <td>C</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Dowagiac, MI</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Bissette, Miss. Amelia</td>\n",
       "      <td>female</td>\n",
       "      <td>35.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17760</td>\n",
       "      <td>135.6333</td>\n",
       "      <td>C99</td>\n",
       "      <td>S</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Bjornstrom-Steffansson, Mr. Mauritz Hakan</td>\n",
       "      <td>male</td>\n",
       "      <td>28.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>110564</td>\n",
       "      <td>26.5500</td>\n",
       "      <td>C52</td>\n",
       "      <td>S</td>\n",
       "      <td>D</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Stockholm, Sweden / Washington, DC</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1279</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Vestrom, Miss. Hulda Amanda Adolfina</td>\n",
       "      <td>female</td>\n",
       "      <td>14.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>350406</td>\n",
       "      <td>7.8542</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1280</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Vovk, Mr. Janko</td>\n",
       "      <td>male</td>\n",
       "      <td>22.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>349252</td>\n",
       "      <td>7.8958</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1281</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Waelens, Mr. Achille</td>\n",
       "      <td>male</td>\n",
       "      <td>22.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>345767</td>\n",
       "      <td>9.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Antwerp, Belgium / Stanton, OH</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1282</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Ware, Mr. Frederick</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>359309</td>\n",
       "      <td>8.0500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1283</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Warren, Mr. Charles William</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>C.A. 49867</td>\n",
       "      <td>7.5500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1284</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Webber, Mr. James</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>SOTON/OQ 3101316</td>\n",
       "      <td>8.0500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1285</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Wenzel, Mr. Linhart</td>\n",
       "      <td>male</td>\n",
       "      <td>32.5000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>345775</td>\n",
       "      <td>9.5000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>298.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1286</th>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Whabee, Mrs. George Joseph (Shawneene Abi-Saab)</td>\n",
       "      <td>female</td>\n",
       "      <td>38.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2688</td>\n",
       "      <td>7.2292</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1287</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Widegren, Mr. Carl/Charles Peter</td>\n",
       "      <td>male</td>\n",
       "      <td>51.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>347064</td>\n",
       "      <td>7.7500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1288</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Wiklund, Mr. Jakob Alfred</td>\n",
       "      <td>male</td>\n",
       "      <td>18.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3101267</td>\n",
       "      <td>6.4958</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>314.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1289</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Wiklund, Mr. Karl Johan</td>\n",
       "      <td>male</td>\n",
       "      <td>21.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3101266</td>\n",
       "      <td>6.4958</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1290</th>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Wilkes, Mrs. James (Ellen Needs)</td>\n",
       "      <td>female</td>\n",
       "      <td>47.0000</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",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1291</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Willer, Mr. Aaron (\"Abi Weller\")</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3410</td>\n",
       "      <td>8.7125</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1292</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Willey, Mr. Edward</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>S.O./P.P. 751</td>\n",
       "      <td>7.5500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1293</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Williams, Mr. Howard Hugh \"Harry\"</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>A/5 2466</td>\n",
       "      <td>8.0500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1294</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Williams, Mr. Leslie</td>\n",
       "      <td>male</td>\n",
       "      <td>28.5000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>54636</td>\n",
       "      <td>16.1000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1295</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Windelov, Mr. Einar</td>\n",
       "      <td>male</td>\n",
       "      <td>21.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>SOTON/OQ 3101317</td>\n",
       "      <td>7.2500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1296</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Wirz, Mr. Albert</td>\n",
       "      <td>male</td>\n",
       "      <td>27.0000</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",
       "      <td>NaN</td>\n",
       "      <td>131.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1297</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Wiseman, Mr. Phillippe</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>A/4. 34244</td>\n",
       "      <td>7.2500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1298</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Wittevrongel, Mr. Camille</td>\n",
       "      <td>male</td>\n",
       "      <td>36.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>345771</td>\n",
       "      <td>9.5000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1299</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Yasbeck, Mr. Antoni</td>\n",
       "      <td>male</td>\n",
       "      <td>27.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2659</td>\n",
       "      <td>14.4542</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1300</th>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Yasbeck, Mrs. Antoni (Selini Alexander)</td>\n",
       "      <td>female</td>\n",
       "      <td>15.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2659</td>\n",
       "      <td>14.4542</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1301</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Youseff, Mr. Gerious</td>\n",
       "      <td>male</td>\n",
       "      <td>45.5000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2628</td>\n",
       "      <td>7.2250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>312.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1302</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Yousif, Mr. Wazli</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2647</td>\n",
       "      <td>7.2250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1303</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Yousseff, Mr. Gerious</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2627</td>\n",
       "      <td>14.4583</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1304</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Zabour, Miss. Hileni</td>\n",
       "      <td>female</td>\n",
       "      <td>14.5000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2665</td>\n",
       "      <td>14.4542</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>328.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1305</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Zabour, Miss. Thamine</td>\n",
       "      <td>female</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2665</td>\n",
       "      <td>14.4542</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1306</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Zakarian, Mr. Mapriededer</td>\n",
       "      <td>male</td>\n",
       "      <td>26.5000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2656</td>\n",
       "      <td>7.2250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>304.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1307</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Zakarian, Mr. Ortin</td>\n",
       "      <td>male</td>\n",
       "      <td>27.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2670</td>\n",
       "      <td>7.2250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1308</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Zimmerman, Mr. Leo</td>\n",
       "      <td>male</td>\n",
       "      <td>29.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>315082</td>\n",
       "      <td>7.8750</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1309 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      pclass  survived                                               name  \\\n",
       "0          1         1                      Allen, Miss. Elisabeth Walton   \n",
       "1          1         1                     Allison, Master. Hudson Trevor   \n",
       "2          1         0                       Allison, Miss. Helen Loraine   \n",
       "3          1         0               Allison, Mr. Hudson Joshua Creighton   \n",
       "4          1         0    Allison, Mrs. Hudson J C (Bessie Waldo Daniels)   \n",
       "5          1         1                                Anderson, Mr. Harry   \n",
       "6          1         1                  Andrews, Miss. Kornelia Theodosia   \n",
       "7          1         0                             Andrews, Mr. Thomas Jr   \n",
       "8          1         1      Appleton, Mrs. Edward Dale (Charlotte Lamson)   \n",
       "9          1         0                            Artagaveytia, Mr. Ramon   \n",
       "10         1         0                             Astor, Col. John Jacob   \n",
       "11         1         1  Astor, Mrs. John Jacob (Madeleine Talmadge Force)   \n",
       "12         1         1                      Aubart, Mme. Leontine Pauline   \n",
       "13         1         1                       Barber, Miss. Ellen \"Nellie\"   \n",
       "14         1         1               Barkworth, Mr. Algernon Henry Wilson   \n",
       "15         1         0                                Baumann, Mr. John D   \n",
       "16         1         0                           Baxter, Mr. Quigg Edmond   \n",
       "17         1         1    Baxter, Mrs. James (Helene DeLaudeniere Chaput)   \n",
       "18         1         1                              Bazzani, Miss. Albina   \n",
       "19         1         0                               Beattie, Mr. Thomson   \n",
       "20         1         1                      Beckwith, Mr. Richard Leonard   \n",
       "21         1         1   Beckwith, Mrs. Richard Leonard (Sallie Monypeny)   \n",
       "22         1         1                              Behr, Mr. Karl Howell   \n",
       "23         1         1                              Bidois, Miss. Rosalie   \n",
       "24         1         1                                  Bird, Miss. Ellen   \n",
       "25         1         0                                Birnbaum, Mr. Jakob   \n",
       "26         1         1                            Bishop, Mr. Dickinson H   \n",
       "27         1         1            Bishop, Mrs. Dickinson H (Helen Walton)   \n",
       "28         1         1                             Bissette, Miss. Amelia   \n",
       "29         1         1          Bjornstrom-Steffansson, Mr. Mauritz Hakan   \n",
       "...      ...       ...                                                ...   \n",
       "1279       3         0               Vestrom, Miss. Hulda Amanda Adolfina   \n",
       "1280       3         0                                    Vovk, Mr. Janko   \n",
       "1281       3         0                               Waelens, Mr. Achille   \n",
       "1282       3         0                                Ware, Mr. Frederick   \n",
       "1283       3         0                        Warren, Mr. Charles William   \n",
       "1284       3         0                                  Webber, Mr. James   \n",
       "1285       3         0                                Wenzel, Mr. Linhart   \n",
       "1286       3         1    Whabee, Mrs. George Joseph (Shawneene Abi-Saab)   \n",
       "1287       3         0                   Widegren, Mr. Carl/Charles Peter   \n",
       "1288       3         0                          Wiklund, Mr. Jakob Alfred   \n",
       "1289       3         0                            Wiklund, Mr. Karl Johan   \n",
       "1290       3         1                   Wilkes, Mrs. James (Ellen Needs)   \n",
       "1291       3         0                   Willer, Mr. Aaron (\"Abi Weller\")   \n",
       "1292       3         0                                 Willey, Mr. Edward   \n",
       "1293       3         0                  Williams, Mr. Howard Hugh \"Harry\"   \n",
       "1294       3         0                               Williams, Mr. Leslie   \n",
       "1295       3         0                                Windelov, Mr. Einar   \n",
       "1296       3         0                                   Wirz, Mr. Albert   \n",
       "1297       3         0                             Wiseman, Mr. Phillippe   \n",
       "1298       3         0                          Wittevrongel, Mr. Camille   \n",
       "1299       3         0                                Yasbeck, Mr. Antoni   \n",
       "1300       3         1            Yasbeck, Mrs. Antoni (Selini Alexander)   \n",
       "1301       3         0                               Youseff, Mr. Gerious   \n",
       "1302       3         0                                  Yousif, Mr. Wazli   \n",
       "1303       3         0                              Yousseff, Mr. Gerious   \n",
       "1304       3         0                               Zabour, Miss. Hileni   \n",
       "1305       3         0                              Zabour, Miss. Thamine   \n",
       "1306       3         0                          Zakarian, Mr. Mapriededer   \n",
       "1307       3         0                                Zakarian, Mr. Ortin   \n",
       "1308       3         0                                 Zimmerman, Mr. Leo   \n",
       "\n",
       "         sex      age  sibsp  parch            ticket      fare    cabin  \\\n",
       "0     female  29.0000      0      0             24160  211.3375       B5   \n",
       "1       male   0.9167      1      2            113781  151.5500  C22 C26   \n",
       "2     female   2.0000      1      2            113781  151.5500  C22 C26   \n",
       "3       male  30.0000      1      2            113781  151.5500  C22 C26   \n",
       "4     female  25.0000      1      2            113781  151.5500  C22 C26   \n",
       "5       male  48.0000      0      0             19952   26.5500      E12   \n",
       "6     female  63.0000      1      0             13502   77.9583       D7   \n",
       "7       male  39.0000      0      0            112050    0.0000      A36   \n",
       "8     female  53.0000      2      0             11769   51.4792     C101   \n",
       "9       male  71.0000      0      0          PC 17609   49.5042      NaN   \n",
       "10      male  47.0000      1      0          PC 17757  227.5250  C62 C64   \n",
       "11    female  18.0000      1      0          PC 17757  227.5250  C62 C64   \n",
       "12    female  24.0000      0      0          PC 17477   69.3000      B35   \n",
       "13    female  26.0000      0      0             19877   78.8500      NaN   \n",
       "14      male  80.0000      0      0             27042   30.0000      A23   \n",
       "15      male      NaN      0      0          PC 17318   25.9250      NaN   \n",
       "16      male  24.0000      0      1          PC 17558  247.5208  B58 B60   \n",
       "17    female  50.0000      0      1          PC 17558  247.5208  B58 B60   \n",
       "18    female  32.0000      0      0             11813   76.2917      D15   \n",
       "19      male  36.0000      0      0             13050   75.2417       C6   \n",
       "20      male  37.0000      1      1             11751   52.5542      D35   \n",
       "21    female  47.0000      1      1             11751   52.5542      D35   \n",
       "22      male  26.0000      0      0            111369   30.0000     C148   \n",
       "23    female  42.0000      0      0          PC 17757  227.5250      NaN   \n",
       "24    female  29.0000      0      0          PC 17483  221.7792      C97   \n",
       "25      male  25.0000      0      0             13905   26.0000      NaN   \n",
       "26      male  25.0000      1      0             11967   91.0792      B49   \n",
       "27    female  19.0000      1      0             11967   91.0792      B49   \n",
       "28    female  35.0000      0      0          PC 17760  135.6333      C99   \n",
       "29      male  28.0000      0      0            110564   26.5500      C52   \n",
       "...      ...      ...    ...    ...               ...       ...      ...   \n",
       "1279  female  14.0000      0      0            350406    7.8542      NaN   \n",
       "1280    male  22.0000      0      0            349252    7.8958      NaN   \n",
       "1281    male  22.0000      0      0            345767    9.0000      NaN   \n",
       "1282    male      NaN      0      0            359309    8.0500      NaN   \n",
       "1283    male      NaN      0      0        C.A. 49867    7.5500      NaN   \n",
       "1284    male      NaN      0      0  SOTON/OQ 3101316    8.0500      NaN   \n",
       "1285    male  32.5000      0      0            345775    9.5000      NaN   \n",
       "1286  female  38.0000      0      0              2688    7.2292      NaN   \n",
       "1287    male  51.0000      0      0            347064    7.7500      NaN   \n",
       "1288    male  18.0000      1      0           3101267    6.4958      NaN   \n",
       "1289    male  21.0000      1      0           3101266    6.4958      NaN   \n",
       "1290  female  47.0000      1      0            363272    7.0000      NaN   \n",
       "1291    male      NaN      0      0              3410    8.7125      NaN   \n",
       "1292    male      NaN      0      0     S.O./P.P. 751    7.5500      NaN   \n",
       "1293    male      NaN      0      0          A/5 2466    8.0500      NaN   \n",
       "1294    male  28.5000      0      0             54636   16.1000      NaN   \n",
       "1295    male  21.0000      0      0  SOTON/OQ 3101317    7.2500      NaN   \n",
       "1296    male  27.0000      0      0            315154    8.6625      NaN   \n",
       "1297    male      NaN      0      0        A/4. 34244    7.2500      NaN   \n",
       "1298    male  36.0000      0      0            345771    9.5000      NaN   \n",
       "1299    male  27.0000      1      0              2659   14.4542      NaN   \n",
       "1300  female  15.0000      1      0              2659   14.4542      NaN   \n",
       "1301    male  45.5000      0      0              2628    7.2250      NaN   \n",
       "1302    male      NaN      0      0              2647    7.2250      NaN   \n",
       "1303    male      NaN      0      0              2627   14.4583      NaN   \n",
       "1304  female  14.5000      1      0              2665   14.4542      NaN   \n",
       "1305  female      NaN      1      0              2665   14.4542      NaN   \n",
       "1306    male  26.5000      0      0              2656    7.2250      NaN   \n",
       "1307    male  27.0000      0      0              2670    7.2250      NaN   \n",
       "1308    male  29.0000      0      0            315082    7.8750      NaN   \n",
       "\n",
       "     embarked boat   body                           home.dest  sex_female  \\\n",
       "0           S    2    NaN                        St Louis, MO           1   \n",
       "1           S   11    NaN     Montreal, PQ / Chesterville, ON           0   \n",
       "2           S  NaN    NaN     Montreal, PQ / Chesterville, ON           1   \n",
       "3           S  NaN  135.0     Montreal, PQ / Chesterville, ON           0   \n",
       "4           S  NaN    NaN     Montreal, PQ / Chesterville, ON           1   \n",
       "5           S    3    NaN                        New York, NY           0   \n",
       "6           S   10    NaN                          Hudson, NY           1   \n",
       "7           S  NaN    NaN                         Belfast, NI           0   \n",
       "8           S    D    NaN                 Bayside, Queens, NY           1   \n",
       "9           C  NaN   22.0                 Montevideo, Uruguay           0   \n",
       "10          C  NaN  124.0                        New York, NY           0   \n",
       "11          C    4    NaN                        New York, NY           1   \n",
       "12          C    9    NaN                       Paris, France           1   \n",
       "13          S    6    NaN                                 NaN           1   \n",
       "14          S    B    NaN                       Hessle, Yorks           0   \n",
       "15          S  NaN    NaN                        New York, NY           0   \n",
       "16          C  NaN    NaN                        Montreal, PQ           0   \n",
       "17          C    6    NaN                        Montreal, PQ           1   \n",
       "18          C    8    NaN                                 NaN           1   \n",
       "19          C    A    NaN                        Winnipeg, MN           0   \n",
       "20          S    5    NaN                        New York, NY           0   \n",
       "21          S    5    NaN                        New York, NY           1   \n",
       "22          C    5    NaN                        New York, NY           0   \n",
       "23          C    4    NaN                                 NaN           1   \n",
       "24          S    8    NaN                                 NaN           1   \n",
       "25          C  NaN  148.0                   San Francisco, CA           0   \n",
       "26          C    7    NaN                        Dowagiac, MI           0   \n",
       "27          C    7    NaN                        Dowagiac, MI           1   \n",
       "28          S    8    NaN                                 NaN           1   \n",
       "29          S    D    NaN  Stockholm, Sweden / Washington, DC           0   \n",
       "...       ...  ...    ...                                 ...         ...   \n",
       "1279        S  NaN    NaN                                 NaN           1   \n",
       "1280        S  NaN    NaN                                 NaN           0   \n",
       "1281        S  NaN    NaN      Antwerp, Belgium / Stanton, OH           0   \n",
       "1282        S  NaN    NaN                                 NaN           0   \n",
       "1283        S  NaN    NaN                                 NaN           0   \n",
       "1284        S  NaN    NaN                                 NaN           0   \n",
       "1285        S  NaN  298.0                                 NaN           0   \n",
       "1286        C    C    NaN                                 NaN           1   \n",
       "1287        S  NaN    NaN                                 NaN           0   \n",
       "1288        S  NaN  314.0                                 NaN           0   \n",
       "1289        S  NaN    NaN                                 NaN           0   \n",
       "1290        S  NaN    NaN                                 NaN           1   \n",
       "1291        S  NaN    NaN                                 NaN           0   \n",
       "1292        S  NaN    NaN                                 NaN           0   \n",
       "1293        S  NaN    NaN                                 NaN           0   \n",
       "1294        S  NaN   14.0                                 NaN           0   \n",
       "1295        S  NaN    NaN                                 NaN           0   \n",
       "1296        S  NaN  131.0                                 NaN           0   \n",
       "1297        S  NaN    NaN                                 NaN           0   \n",
       "1298        S  NaN    NaN                                 NaN           0   \n",
       "1299        C    C    NaN                                 NaN           0   \n",
       "1300        C  NaN    NaN                                 NaN           1   \n",
       "1301        C  NaN  312.0                                 NaN           0   \n",
       "1302        C  NaN    NaN                                 NaN           0   \n",
       "1303        C  NaN    NaN                                 NaN           0   \n",
       "1304        C  NaN  328.0                                 NaN           1   \n",
       "1305        C  NaN    NaN                                 NaN           1   \n",
       "1306        C  NaN  304.0                                 NaN           0   \n",
       "1307        C  NaN    NaN                                 NaN           0   \n",
       "1308        S  NaN    NaN                                 NaN           0   \n",
       "\n",
       "      sex_male  \n",
       "0            0  \n",
       "1            1  \n",
       "2            0  \n",
       "3            1  \n",
       "4            0  \n",
       "5            1  \n",
       "6            0  \n",
       "7            1  \n",
       "8            0  \n",
       "9            1  \n",
       "10           1  \n",
       "11           0  \n",
       "12           0  \n",
       "13           0  \n",
       "14           1  \n",
       "15           1  \n",
       "16           1  \n",
       "17           0  \n",
       "18           0  \n",
       "19           1  \n",
       "20           1  \n",
       "21           0  \n",
       "22           1  \n",
       "23           0  \n",
       "24           0  \n",
       "25           1  \n",
       "26           1  \n",
       "27           0  \n",
       "28           0  \n",
       "29           1  \n",
       "...        ...  \n",
       "1279         0  \n",
       "1280         1  \n",
       "1281         1  \n",
       "1282         1  \n",
       "1283         1  \n",
       "1284         1  \n",
       "1285         1  \n",
       "1286         0  \n",
       "1287         1  \n",
       "1288         1  \n",
       "1289         1  \n",
       "1290         0  \n",
       "1291         1  \n",
       "1292         1  \n",
       "1293         1  \n",
       "1294         1  \n",
       "1295         1  \n",
       "1296         1  \n",
       "1297         1  \n",
       "1298         1  \n",
       "1299         1  \n",
       "1300         0  \n",
       "1301         1  \n",
       "1302         1  \n",
       "1303         1  \n",
       "1304         0  \n",
       "1305         0  \n",
       "1306         1  \n",
       "1307         1  \n",
       "1308         1  \n",
       "\n",
       "[1309 rows x 16 columns]"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.concat([data,dummy_sex], axis =1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "def createDummies(df,var_name):\n",
    "    dummy = pd.get_dummies(df[var_name],prefix = var_name)\n",
    "    df = df.drop([var_name],axis = 1)\n",
    "    df = pd.concat([df,dummy], axis =1)\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "        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>pclass</th>\n",
       "      <th>survived</th>\n",
       "      <th>name</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",
       "      <th>boat</th>\n",
       "      <th>body</th>\n",
       "      <th>home.dest</th>\n",
       "      <th>sex_female</th>\n",
       "      <th>sex_male</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Allen, Miss. Elisabeth Walton</td>\n",
       "      <td>29.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24160</td>\n",
       "      <td>211.3375</td>\n",
       "      <td>B5</td>\n",
       "      <td>S</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>St Louis, MO</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Allison, Master. Hudson Trevor</td>\n",
       "      <td>0.9167</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>113781</td>\n",
       "      <td>151.5500</td>\n",
       "      <td>C22 C26</td>\n",
       "      <td>S</td>\n",
       "      <td>11</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Montreal, PQ / Chesterville, ON</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Allison, Miss. Helen Loraine</td>\n",
       "      <td>2.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>113781</td>\n",
       "      <td>151.5500</td>\n",
       "      <td>C22 C26</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Montreal, PQ / Chesterville, ON</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Allison, Mr. Hudson Joshua Creighton</td>\n",
       "      <td>30.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>113781</td>\n",
       "      <td>151.5500</td>\n",
       "      <td>C22 C26</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>135.0</td>\n",
       "      <td>Montreal, PQ / Chesterville, ON</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Allison, Mrs. Hudson J C (Bessie Waldo Daniels)</td>\n",
       "      <td>25.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>113781</td>\n",
       "      <td>151.5500</td>\n",
       "      <td>C22 C26</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Montreal, PQ / Chesterville, ON</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Anderson, Mr. Harry</td>\n",
       "      <td>48.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>19952</td>\n",
       "      <td>26.5500</td>\n",
       "      <td>E12</td>\n",
       "      <td>S</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>New York, NY</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Andrews, Miss. Kornelia Theodosia</td>\n",
       "      <td>63.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>13502</td>\n",
       "      <td>77.9583</td>\n",
       "      <td>D7</td>\n",
       "      <td>S</td>\n",
       "      <td>10</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Hudson, NY</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Andrews, Mr. Thomas Jr</td>\n",
       "      <td>39.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>112050</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>A36</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Belfast, NI</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Appleton, Mrs. Edward Dale (Charlotte Lamson)</td>\n",
       "      <td>53.0000</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>11769</td>\n",
       "      <td>51.4792</td>\n",
       "      <td>C101</td>\n",
       "      <td>S</td>\n",
       "      <td>D</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Bayside, Queens, NY</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Artagaveytia, Mr. Ramon</td>\n",
       "      <td>71.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17609</td>\n",
       "      <td>49.5042</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22.0</td>\n",
       "      <td>Montevideo, Uruguay</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Astor, Col. John Jacob</td>\n",
       "      <td>47.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17757</td>\n",
       "      <td>227.5250</td>\n",
       "      <td>C62 C64</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>124.0</td>\n",
       "      <td>New York, NY</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Astor, Mrs. John Jacob (Madeleine Talmadge Force)</td>\n",
       "      <td>18.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17757</td>\n",
       "      <td>227.5250</td>\n",
       "      <td>C62 C64</td>\n",
       "      <td>C</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>New York, NY</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Aubart, Mme. Leontine Pauline</td>\n",
       "      <td>24.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17477</td>\n",
       "      <td>69.3000</td>\n",
       "      <td>B35</td>\n",
       "      <td>C</td>\n",
       "      <td>9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Paris, France</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Barber, Miss. Ellen \"Nellie\"</td>\n",
       "      <td>26.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>19877</td>\n",
       "      <td>78.8500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Barkworth, Mr. Algernon Henry Wilson</td>\n",
       "      <td>80.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>27042</td>\n",
       "      <td>30.0000</td>\n",
       "      <td>A23</td>\n",
       "      <td>S</td>\n",
       "      <td>B</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Hessle, Yorks</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Baumann, Mr. John D</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17318</td>\n",
       "      <td>25.9250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>New York, NY</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Baxter, Mr. Quigg Edmond</td>\n",
       "      <td>24.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>PC 17558</td>\n",
       "      <td>247.5208</td>\n",
       "      <td>B58 B60</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Montreal, PQ</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Baxter, Mrs. James (Helene DeLaudeniere Chaput)</td>\n",
       "      <td>50.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>PC 17558</td>\n",
       "      <td>247.5208</td>\n",
       "      <td>B58 B60</td>\n",
       "      <td>C</td>\n",
       "      <td>6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Montreal, PQ</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Bazzani, Miss. Albina</td>\n",
       "      <td>32.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11813</td>\n",
       "      <td>76.2917</td>\n",
       "      <td>D15</td>\n",
       "      <td>C</td>\n",
       "      <td>8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Beattie, Mr. Thomson</td>\n",
       "      <td>36.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13050</td>\n",
       "      <td>75.2417</td>\n",
       "      <td>C6</td>\n",
       "      <td>C</td>\n",
       "      <td>A</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Winnipeg, MN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Beckwith, Mr. Richard Leonard</td>\n",
       "      <td>37.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>11751</td>\n",
       "      <td>52.5542</td>\n",
       "      <td>D35</td>\n",
       "      <td>S</td>\n",
       "      <td>5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>New York, NY</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Beckwith, Mrs. Richard Leonard (Sallie Monypeny)</td>\n",
       "      <td>47.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>11751</td>\n",
       "      <td>52.5542</td>\n",
       "      <td>D35</td>\n",
       "      <td>S</td>\n",
       "      <td>5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>New York, NY</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Behr, Mr. Karl Howell</td>\n",
       "      <td>26.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>111369</td>\n",
       "      <td>30.0000</td>\n",
       "      <td>C148</td>\n",
       "      <td>C</td>\n",
       "      <td>5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>New York, NY</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Bidois, Miss. Rosalie</td>\n",
       "      <td>42.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17757</td>\n",
       "      <td>227.5250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Bird, Miss. Ellen</td>\n",
       "      <td>29.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17483</td>\n",
       "      <td>221.7792</td>\n",
       "      <td>C97</td>\n",
       "      <td>S</td>\n",
       "      <td>8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Birnbaum, Mr. Jakob</td>\n",
       "      <td>25.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13905</td>\n",
       "      <td>26.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>148.0</td>\n",
       "      <td>San Francisco, CA</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Bishop, Mr. Dickinson H</td>\n",
       "      <td>25.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>11967</td>\n",
       "      <td>91.0792</td>\n",
       "      <td>B49</td>\n",
       "      <td>C</td>\n",
       "      <td>7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Dowagiac, MI</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Bishop, Mrs. Dickinson H (Helen Walton)</td>\n",
       "      <td>19.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>11967</td>\n",
       "      <td>91.0792</td>\n",
       "      <td>B49</td>\n",
       "      <td>C</td>\n",
       "      <td>7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Dowagiac, MI</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Bissette, Miss. Amelia</td>\n",
       "      <td>35.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17760</td>\n",
       "      <td>135.6333</td>\n",
       "      <td>C99</td>\n",
       "      <td>S</td>\n",
       "      <td>8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Bjornstrom-Steffansson, Mr. Mauritz Hakan</td>\n",
       "      <td>28.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>110564</td>\n",
       "      <td>26.5500</td>\n",
       "      <td>C52</td>\n",
       "      <td>S</td>\n",
       "      <td>D</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Stockholm, Sweden / Washington, DC</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1279</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Vestrom, Miss. Hulda Amanda Adolfina</td>\n",
       "      <td>14.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>350406</td>\n",
       "      <td>7.8542</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1280</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Vovk, Mr. Janko</td>\n",
       "      <td>22.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>349252</td>\n",
       "      <td>7.8958</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1281</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Waelens, Mr. Achille</td>\n",
       "      <td>22.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>345767</td>\n",
       "      <td>9.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Antwerp, Belgium / Stanton, OH</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1282</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Ware, Mr. Frederick</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>359309</td>\n",
       "      <td>8.0500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1283</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Warren, Mr. Charles William</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>C.A. 49867</td>\n",
       "      <td>7.5500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1284</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Webber, Mr. James</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>SOTON/OQ 3101316</td>\n",
       "      <td>8.0500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1285</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Wenzel, Mr. Linhart</td>\n",
       "      <td>32.5000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>345775</td>\n",
       "      <td>9.5000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>298.0</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1286</th>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Whabee, Mrs. George Joseph (Shawneene Abi-Saab)</td>\n",
       "      <td>38.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2688</td>\n",
       "      <td>7.2292</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>C</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1287</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Widegren, Mr. Carl/Charles Peter</td>\n",
       "      <td>51.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>347064</td>\n",
       "      <td>7.7500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1288</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Wiklund, Mr. Jakob Alfred</td>\n",
       "      <td>18.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3101267</td>\n",
       "      <td>6.4958</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>314.0</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1289</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Wiklund, Mr. Karl Johan</td>\n",
       "      <td>21.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3101266</td>\n",
       "      <td>6.4958</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1290</th>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Wilkes, Mrs. James (Ellen Needs)</td>\n",
       "      <td>47.0000</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",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1291</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Willer, Mr. Aaron (\"Abi Weller\")</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3410</td>\n",
       "      <td>8.7125</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1292</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Willey, Mr. Edward</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>S.O./P.P. 751</td>\n",
       "      <td>7.5500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1293</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Williams, Mr. Howard Hugh \"Harry\"</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>A/5 2466</td>\n",
       "      <td>8.0500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1294</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Williams, Mr. Leslie</td>\n",
       "      <td>28.5000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>54636</td>\n",
       "      <td>16.1000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14.0</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1295</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Windelov, Mr. Einar</td>\n",
       "      <td>21.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>SOTON/OQ 3101317</td>\n",
       "      <td>7.2500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1296</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Wirz, Mr. Albert</td>\n",
       "      <td>27.0000</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",
       "      <td>NaN</td>\n",
       "      <td>131.0</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1297</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Wiseman, Mr. Phillippe</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>A/4. 34244</td>\n",
       "      <td>7.2500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1298</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Wittevrongel, Mr. Camille</td>\n",
       "      <td>36.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>345771</td>\n",
       "      <td>9.5000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1299</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Yasbeck, Mr. Antoni</td>\n",
       "      <td>27.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2659</td>\n",
       "      <td>14.4542</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>C</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1300</th>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Yasbeck, Mrs. Antoni (Selini Alexander)</td>\n",
       "      <td>15.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2659</td>\n",
       "      <td>14.4542</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1301</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Youseff, Mr. Gerious</td>\n",
       "      <td>45.5000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2628</td>\n",
       "      <td>7.2250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>312.0</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1302</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Yousif, Mr. Wazli</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2647</td>\n",
       "      <td>7.2250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1303</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Yousseff, Mr. Gerious</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2627</td>\n",
       "      <td>14.4583</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1304</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Zabour, Miss. Hileni</td>\n",
       "      <td>14.5000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2665</td>\n",
       "      <td>14.4542</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>328.0</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1305</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Zabour, Miss. Thamine</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2665</td>\n",
       "      <td>14.4542</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1306</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Zakarian, Mr. Mapriededer</td>\n",
       "      <td>26.5000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2656</td>\n",
       "      <td>7.2250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>304.0</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1307</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Zakarian, Mr. Ortin</td>\n",
       "      <td>27.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2670</td>\n",
       "      <td>7.2250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1308</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Zimmerman, Mr. Leo</td>\n",
       "      <td>29.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>315082</td>\n",
       "      <td>7.8750</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Desconocido</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1309 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      pclass  survived                                               name  \\\n",
       "0          1         1                      Allen, Miss. Elisabeth Walton   \n",
       "1          1         1                     Allison, Master. Hudson Trevor   \n",
       "2          1         0                       Allison, Miss. Helen Loraine   \n",
       "3          1         0               Allison, Mr. Hudson Joshua Creighton   \n",
       "4          1         0    Allison, Mrs. Hudson J C (Bessie Waldo Daniels)   \n",
       "5          1         1                                Anderson, Mr. Harry   \n",
       "6          1         1                  Andrews, Miss. Kornelia Theodosia   \n",
       "7          1         0                             Andrews, Mr. Thomas Jr   \n",
       "8          1         1      Appleton, Mrs. Edward Dale (Charlotte Lamson)   \n",
       "9          1         0                            Artagaveytia, Mr. Ramon   \n",
       "10         1         0                             Astor, Col. John Jacob   \n",
       "11         1         1  Astor, Mrs. John Jacob (Madeleine Talmadge Force)   \n",
       "12         1         1                      Aubart, Mme. Leontine Pauline   \n",
       "13         1         1                       Barber, Miss. Ellen \"Nellie\"   \n",
       "14         1         1               Barkworth, Mr. Algernon Henry Wilson   \n",
       "15         1         0                                Baumann, Mr. John D   \n",
       "16         1         0                           Baxter, Mr. Quigg Edmond   \n",
       "17         1         1    Baxter, Mrs. James (Helene DeLaudeniere Chaput)   \n",
       "18         1         1                              Bazzani, Miss. Albina   \n",
       "19         1         0                               Beattie, Mr. Thomson   \n",
       "20         1         1                      Beckwith, Mr. Richard Leonard   \n",
       "21         1         1   Beckwith, Mrs. Richard Leonard (Sallie Monypeny)   \n",
       "22         1         1                              Behr, Mr. Karl Howell   \n",
       "23         1         1                              Bidois, Miss. Rosalie   \n",
       "24         1         1                                  Bird, Miss. Ellen   \n",
       "25         1         0                                Birnbaum, Mr. Jakob   \n",
       "26         1         1                            Bishop, Mr. Dickinson H   \n",
       "27         1         1            Bishop, Mrs. Dickinson H (Helen Walton)   \n",
       "28         1         1                             Bissette, Miss. Amelia   \n",
       "29         1         1          Bjornstrom-Steffansson, Mr. Mauritz Hakan   \n",
       "...      ...       ...                                                ...   \n",
       "1279       3         0               Vestrom, Miss. Hulda Amanda Adolfina   \n",
       "1280       3         0                                    Vovk, Mr. Janko   \n",
       "1281       3         0                               Waelens, Mr. Achille   \n",
       "1282       3         0                                Ware, Mr. Frederick   \n",
       "1283       3         0                        Warren, Mr. Charles William   \n",
       "1284       3         0                                  Webber, Mr. James   \n",
       "1285       3         0                                Wenzel, Mr. Linhart   \n",
       "1286       3         1    Whabee, Mrs. George Joseph (Shawneene Abi-Saab)   \n",
       "1287       3         0                   Widegren, Mr. Carl/Charles Peter   \n",
       "1288       3         0                          Wiklund, Mr. Jakob Alfred   \n",
       "1289       3         0                            Wiklund, Mr. Karl Johan   \n",
       "1290       3         1                   Wilkes, Mrs. James (Ellen Needs)   \n",
       "1291       3         0                   Willer, Mr. Aaron (\"Abi Weller\")   \n",
       "1292       3         0                                 Willey, Mr. Edward   \n",
       "1293       3         0                  Williams, Mr. Howard Hugh \"Harry\"   \n",
       "1294       3         0                               Williams, Mr. Leslie   \n",
       "1295       3         0                                Windelov, Mr. Einar   \n",
       "1296       3         0                                   Wirz, Mr. Albert   \n",
       "1297       3         0                             Wiseman, Mr. Phillippe   \n",
       "1298       3         0                          Wittevrongel, Mr. Camille   \n",
       "1299       3         0                                Yasbeck, Mr. Antoni   \n",
       "1300       3         1            Yasbeck, Mrs. Antoni (Selini Alexander)   \n",
       "1301       3         0                               Youseff, Mr. Gerious   \n",
       "1302       3         0                                  Yousif, Mr. Wazli   \n",
       "1303       3         0                              Yousseff, Mr. Gerious   \n",
       "1304       3         0                               Zabour, Miss. Hileni   \n",
       "1305       3         0                              Zabour, Miss. Thamine   \n",
       "1306       3         0                          Zakarian, Mr. Mapriededer   \n",
       "1307       3         0                                Zakarian, Mr. Ortin   \n",
       "1308       3         0                                 Zimmerman, Mr. Leo   \n",
       "\n",
       "          age  sibsp  parch            ticket      fare    cabin embarked  \\\n",
       "0     29.0000      0      0             24160  211.3375       B5        S   \n",
       "1      0.9167      1      2            113781  151.5500  C22 C26        S   \n",
       "2      2.0000      1      2            113781  151.5500  C22 C26        S   \n",
       "3     30.0000      1      2            113781  151.5500  C22 C26        S   \n",
       "4     25.0000      1      2            113781  151.5500  C22 C26        S   \n",
       "5     48.0000      0      0             19952   26.5500      E12        S   \n",
       "6     63.0000      1      0             13502   77.9583       D7        S   \n",
       "7     39.0000      0      0            112050    0.0000      A36        S   \n",
       "8     53.0000      2      0             11769   51.4792     C101        S   \n",
       "9     71.0000      0      0          PC 17609   49.5042      NaN        C   \n",
       "10    47.0000      1      0          PC 17757  227.5250  C62 C64        C   \n",
       "11    18.0000      1      0          PC 17757  227.5250  C62 C64        C   \n",
       "12    24.0000      0      0          PC 17477   69.3000      B35        C   \n",
       "13    26.0000      0      0             19877   78.8500      NaN        S   \n",
       "14    80.0000      0      0             27042   30.0000      A23        S   \n",
       "15        NaN      0      0          PC 17318   25.9250      NaN        S   \n",
       "16    24.0000      0      1          PC 17558  247.5208  B58 B60        C   \n",
       "17    50.0000      0      1          PC 17558  247.5208  B58 B60        C   \n",
       "18    32.0000      0      0             11813   76.2917      D15        C   \n",
       "19    36.0000      0      0             13050   75.2417       C6        C   \n",
       "20    37.0000      1      1             11751   52.5542      D35        S   \n",
       "21    47.0000      1      1             11751   52.5542      D35        S   \n",
       "22    26.0000      0      0            111369   30.0000     C148        C   \n",
       "23    42.0000      0      0          PC 17757  227.5250      NaN        C   \n",
       "24    29.0000      0      0          PC 17483  221.7792      C97        S   \n",
       "25    25.0000      0      0             13905   26.0000      NaN        C   \n",
       "26    25.0000      1      0             11967   91.0792      B49        C   \n",
       "27    19.0000      1      0             11967   91.0792      B49        C   \n",
       "28    35.0000      0      0          PC 17760  135.6333      C99        S   \n",
       "29    28.0000      0      0            110564   26.5500      C52        S   \n",
       "...       ...    ...    ...               ...       ...      ...      ...   \n",
       "1279  14.0000      0      0            350406    7.8542      NaN        S   \n",
       "1280  22.0000      0      0            349252    7.8958      NaN        S   \n",
       "1281  22.0000      0      0            345767    9.0000      NaN        S   \n",
       "1282      NaN      0      0            359309    8.0500      NaN        S   \n",
       "1283      NaN      0      0        C.A. 49867    7.5500      NaN        S   \n",
       "1284      NaN      0      0  SOTON/OQ 3101316    8.0500      NaN        S   \n",
       "1285  32.5000      0      0            345775    9.5000      NaN        S   \n",
       "1286  38.0000      0      0              2688    7.2292      NaN        C   \n",
       "1287  51.0000      0      0            347064    7.7500      NaN        S   \n",
       "1288  18.0000      1      0           3101267    6.4958      NaN        S   \n",
       "1289  21.0000      1      0           3101266    6.4958      NaN        S   \n",
       "1290  47.0000      1      0            363272    7.0000      NaN        S   \n",
       "1291      NaN      0      0              3410    8.7125      NaN        S   \n",
       "1292      NaN      0      0     S.O./P.P. 751    7.5500      NaN        S   \n",
       "1293      NaN      0      0          A/5 2466    8.0500      NaN        S   \n",
       "1294  28.5000      0      0             54636   16.1000      NaN        S   \n",
       "1295  21.0000      0      0  SOTON/OQ 3101317    7.2500      NaN        S   \n",
       "1296  27.0000      0      0            315154    8.6625      NaN        S   \n",
       "1297      NaN      0      0        A/4. 34244    7.2500      NaN        S   \n",
       "1298  36.0000      0      0            345771    9.5000      NaN        S   \n",
       "1299  27.0000      1      0              2659   14.4542      NaN        C   \n",
       "1300  15.0000      1      0              2659   14.4542      NaN        C   \n",
       "1301  45.5000      0      0              2628    7.2250      NaN        C   \n",
       "1302      NaN      0      0              2647    7.2250      NaN        C   \n",
       "1303      NaN      0      0              2627   14.4583      NaN        C   \n",
       "1304  14.5000      1      0              2665   14.4542      NaN        C   \n",
       "1305      NaN      1      0              2665   14.4542      NaN        C   \n",
       "1306  26.5000      0      0              2656    7.2250      NaN        C   \n",
       "1307  27.0000      0      0              2670    7.2250      NaN        C   \n",
       "1308  29.0000      0      0            315082    7.8750      NaN        S   \n",
       "\n",
       "     boat   body                           home.dest  sex_female  sex_male  \n",
       "0       2    0.0                        St Louis, MO           1         0  \n",
       "1      11    0.0     Montreal, PQ / Chesterville, ON           0         1  \n",
       "2     NaN    0.0     Montreal, PQ / Chesterville, ON           1         0  \n",
       "3     NaN  135.0     Montreal, PQ / Chesterville, ON           0         1  \n",
       "4     NaN    0.0     Montreal, PQ / Chesterville, ON           1         0  \n",
       "5       3    0.0                        New York, NY           0         1  \n",
       "6      10    0.0                          Hudson, NY           1         0  \n",
       "7     NaN    0.0                         Belfast, NI           0         1  \n",
       "8       D    0.0                 Bayside, Queens, NY           1         0  \n",
       "9     NaN   22.0                 Montevideo, Uruguay           0         1  \n",
       "10    NaN  124.0                        New York, NY           0         1  \n",
       "11      4    0.0                        New York, NY           1         0  \n",
       "12      9    0.0                       Paris, France           1         0  \n",
       "13      6    0.0                         Desconocido           1         0  \n",
       "14      B    0.0                       Hessle, Yorks           0         1  \n",
       "15    NaN    0.0                        New York, NY           0         1  \n",
       "16    NaN    0.0                        Montreal, PQ           0         1  \n",
       "17      6    0.0                        Montreal, PQ           1         0  \n",
       "18      8    0.0                         Desconocido           1         0  \n",
       "19      A    0.0                        Winnipeg, MN           0         1  \n",
       "20      5    0.0                        New York, NY           0         1  \n",
       "21      5    0.0                        New York, NY           1         0  \n",
       "22      5    0.0                        New York, NY           0         1  \n",
       "23      4    0.0                         Desconocido           1         0  \n",
       "24      8    0.0                         Desconocido           1         0  \n",
       "25    NaN  148.0                   San Francisco, CA           0         1  \n",
       "26      7    0.0                        Dowagiac, MI           0         1  \n",
       "27      7    0.0                        Dowagiac, MI           1         0  \n",
       "28      8    0.0                         Desconocido           1         0  \n",
       "29      D    0.0  Stockholm, Sweden / Washington, DC           0         1  \n",
       "...   ...    ...                                 ...         ...       ...  \n",
       "1279  NaN    0.0                         Desconocido           1         0  \n",
       "1280  NaN    0.0                         Desconocido           0         1  \n",
       "1281  NaN    0.0      Antwerp, Belgium / Stanton, OH           0         1  \n",
       "1282  NaN    0.0                         Desconocido           0         1  \n",
       "1283  NaN    0.0                         Desconocido           0         1  \n",
       "1284  NaN    0.0                         Desconocido           0         1  \n",
       "1285  NaN  298.0                         Desconocido           0         1  \n",
       "1286    C    0.0                         Desconocido           1         0  \n",
       "1287  NaN    0.0                         Desconocido           0         1  \n",
       "1288  NaN  314.0                         Desconocido           0         1  \n",
       "1289  NaN    0.0                         Desconocido           0         1  \n",
       "1290  NaN    0.0                         Desconocido           1         0  \n",
       "1291  NaN    0.0                         Desconocido           0         1  \n",
       "1292  NaN    0.0                         Desconocido           0         1  \n",
       "1293  NaN    0.0                         Desconocido           0         1  \n",
       "1294  NaN   14.0                         Desconocido           0         1  \n",
       "1295  NaN    0.0                         Desconocido           0         1  \n",
       "1296  NaN  131.0                         Desconocido           0         1  \n",
       "1297  NaN    0.0                         Desconocido           0         1  \n",
       "1298  NaN    0.0                         Desconocido           0         1  \n",
       "1299    C    0.0                         Desconocido           0         1  \n",
       "1300  NaN    0.0                         Desconocido           1         0  \n",
       "1301  NaN  312.0                         Desconocido           0         1  \n",
       "1302  NaN    0.0                         Desconocido           0         1  \n",
       "1303  NaN    0.0                         Desconocido           0         1  \n",
       "1304  NaN  328.0                         Desconocido           1         0  \n",
       "1305  NaN    0.0                         Desconocido           1         0  \n",
       "1306  NaN  304.0                         Desconocido           0         1  \n",
       "1307  NaN    0.0                         Desconocido           0         1  \n",
       "1308  NaN    0.0                         Desconocido           0         1  \n",
       "\n",
       "[1309 rows x 15 columns]"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "createDummies(data3,\"sex\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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