02_Limpieza_de_Datos.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Limpieza de datos "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "mainpath = \"/Users/fsanmartin/python-ml-course-master/datasets/\"\n",
    "filename = \"titanic/titanic3.csv\"\n",
    "fullpath = os.path.join(mainpath, filename)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_csv(fullpath)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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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",
       "      <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": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "data2 = pd.read_csv('/Users/fsanmartin/python-ml-course-master/datasets/customer-churn-model/Customer Churn Model.txt')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>State</th>\n",
       "      <th>Account Length</th>\n",
       "      <th>Area Code</th>\n",
       "      <th>Phone</th>\n",
       "      <th>Int'l Plan</th>\n",
       "      <th>VMail Plan</th>\n",
       "      <th>VMail Message</th>\n",
       "      <th>Day Mins</th>\n",
       "      <th>Day Calls</th>\n",
       "      <th>Day Charge</th>\n",
       "      <th>...</th>\n",
       "      <th>Eve Calls</th>\n",
       "      <th>Eve Charge</th>\n",
       "      <th>Night Mins</th>\n",
       "      <th>Night Calls</th>\n",
       "      <th>Night Charge</th>\n",
       "      <th>Intl Mins</th>\n",
       "      <th>Intl Calls</th>\n",
       "      <th>Intl Charge</th>\n",
       "      <th>CustServ Calls</th>\n",
       "      <th>Churn?</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>KS</td>\n",
       "      <td>128</td>\n",
       "      <td>415</td>\n",
       "      <td>382-4657</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>25</td>\n",
       "      <td>265.1</td>\n",
       "      <td>110</td>\n",
       "      <td>45.07</td>\n",
       "      <td>...</td>\n",
       "      <td>99</td>\n",
       "      <td>16.78</td>\n",
       "      <td>244.7</td>\n",
       "      <td>91</td>\n",
       "      <td>11.01</td>\n",
       "      <td>10.0</td>\n",
       "      <td>3</td>\n",
       "      <td>2.70</td>\n",
       "      <td>1</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>OH</td>\n",
       "      <td>107</td>\n",
       "      <td>415</td>\n",
       "      <td>371-7191</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>26</td>\n",
       "      <td>161.6</td>\n",
       "      <td>123</td>\n",
       "      <td>27.47</td>\n",
       "      <td>...</td>\n",
       "      <td>103</td>\n",
       "      <td>16.62</td>\n",
       "      <td>254.4</td>\n",
       "      <td>103</td>\n",
       "      <td>11.45</td>\n",
       "      <td>13.7</td>\n",
       "      <td>3</td>\n",
       "      <td>3.70</td>\n",
       "      <td>1</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>NJ</td>\n",
       "      <td>137</td>\n",
       "      <td>415</td>\n",
       "      <td>358-1921</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>243.4</td>\n",
       "      <td>114</td>\n",
       "      <td>41.38</td>\n",
       "      <td>...</td>\n",
       "      <td>110</td>\n",
       "      <td>10.30</td>\n",
       "      <td>162.6</td>\n",
       "      <td>104</td>\n",
       "      <td>7.32</td>\n",
       "      <td>12.2</td>\n",
       "      <td>5</td>\n",
       "      <td>3.29</td>\n",
       "      <td>0</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>OH</td>\n",
       "      <td>84</td>\n",
       "      <td>408</td>\n",
       "      <td>375-9999</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>299.4</td>\n",
       "      <td>71</td>\n",
       "      <td>50.90</td>\n",
       "      <td>...</td>\n",
       "      <td>88</td>\n",
       "      <td>5.26</td>\n",
       "      <td>196.9</td>\n",
       "      <td>89</td>\n",
       "      <td>8.86</td>\n",
       "      <td>6.6</td>\n",
       "      <td>7</td>\n",
       "      <td>1.78</td>\n",
       "      <td>2</td>\n",
       "      <td>False.</td>\n",
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       "      <th>4</th>\n",
       "      <td>OK</td>\n",
       "      <td>75</td>\n",
       "      <td>415</td>\n",
       "      <td>330-6626</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>166.7</td>\n",
       "      <td>113</td>\n",
       "      <td>28.34</td>\n",
       "      <td>...</td>\n",
       "      <td>122</td>\n",
       "      <td>12.61</td>\n",
       "      <td>186.9</td>\n",
       "      <td>121</td>\n",
       "      <td>8.41</td>\n",
       "      <td>10.1</td>\n",
       "      <td>3</td>\n",
       "      <td>2.73</td>\n",
       "      <td>3</td>\n",
       "      <td>False.</td>\n",
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       "<p>5 rows × 21 columns</p>\n",
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       "  State  Account Length  Area Code     Phone Int'l Plan VMail Plan  \\\n",
       "0    KS             128        415  382-4657         no        yes   \n",
       "1    OH             107        415  371-7191         no        yes   \n",
       "2    NJ             137        415  358-1921         no         no   \n",
       "3    OH              84        408  375-9999        yes         no   \n",
       "4    OK              75        415  330-6626        yes         no   \n",
       "\n",
       "   VMail Message  Day Mins  Day Calls  Day Charge  ...  Eve Calls  Eve Charge  \\\n",
       "0             25     265.1        110       45.07  ...         99       16.78   \n",
       "1             26     161.6        123       27.47  ...        103       16.62   \n",
       "2              0     243.4        114       41.38  ...        110       10.30   \n",
       "3              0     299.4         71       50.90  ...         88        5.26   \n",
       "4              0     166.7        113       28.34  ...        122       12.61   \n",
       "\n",
       "   Night Mins  Night Calls  Night Charge  Intl Mins  Intl Calls  Intl Charge  \\\n",
       "0       244.7           91         11.01       10.0           3         2.70   \n",
       "1       254.4          103         11.45       13.7           3         3.70   \n",
       "2       162.6          104          7.32       12.2           5         3.29   \n",
       "3       196.9           89          8.86        6.6           7         1.78   \n",
       "4       186.9          121          8.41       10.1           3         2.73   \n",
       "\n",
       "   CustServ Calls  Churn?  \n",
       "0               1  False.  \n",
       "1               1  False.  \n",
       "2               0  False.  \n",
       "3               2  False.  \n",
       "4               3  False.  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data2.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['State', 'Account Length', 'Area Code', 'Phone', 'Int'l Plan',\n",
       "       'VMail Plan', 'VMail Message', 'Day Mins', 'Day Calls', 'Day Charge',\n",
       "       'Eve Mins', 'Eve Calls', 'Eve Charge', 'Night Mins', 'Night Calls',\n",
       "       'Night Charge', 'Intl Mins', 'Intl Calls', 'Intl Charge',\n",
       "       'CustServ Calls', 'Churn?'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data2.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Carga de datos a través de la función open"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def df_via_open(path, sep=','):\n",
    "    '''\n",
    "    Esta función sirve para crear un dataframe a través de la lectura de un archivo línea a línea.\n",
    "    Se asume que el nombre de las columnas viene en la primera línea del archivo.\n",
    "    \n",
    "    df_via_open(path, sep=',')\n",
    "    \n",
    "    Entradas:\n",
    "    \n",
    "    path = directorio del archivo a cargar\n",
    "    sep = separador o delimitador entre los datos, por defecto se deja en la coma (,).\n",
    "    \n",
    "    Salida:\n",
    "    \n",
    "    Dataframe del archivo ingresado\n",
    "    \n",
    "    '''\n",
    "    \n",
    "    # Se abre el archivo en modo lectura y se almacena en el objeto \"data\"\n",
    "    data = open(path, 'r')\n",
    "    \n",
    "    # Seleccionar la primera línea del archivo y convertirla en una lista de \"n\" elementos\n",
    "    # donde cada elemento representa el nombre de la columna\n",
    "    columnas = data.readline().strip().split(sep)\n",
    "    \n",
    "    # También se cuentan la cantidad de columnas y se guarda en el objeto \"largo_columnas\"\n",
    "    largo_columnas = len(columnas)\n",
    "    \n",
    "    # Se inicia un contador y un diccionario (\"contador\" y \"main_dict\" respectivamente)\n",
    "    contador = 0\n",
    "    main_dict = {}\n",
    "    \n",
    "    # Se agrega al diccionario vacío, las columnas obtenidas\n",
    "    for col in columnas:\n",
    "        \n",
    "        main_dict[col] = []\n",
    "    \n",
    "    # Se realiza un ciclo donde se leerá cada línea del archivo\n",
    "    \n",
    "    for linea in data:\n",
    "        \n",
    "        # Para cada línea se convierte en una lista de \"n\" elementos\n",
    "        # cada elemento representa el valor de la variable en la posición i\n",
    "        values = linea.strip().split(\",\")\n",
    "        \n",
    "        # Se realiza un recorrido de las posiciones (índices) de cada elemento perteneciente\n",
    "        # a la lista de columnas.\n",
    "        for i in range(len(columnas)):\n",
    "            \n",
    "            # Se agrega al diccionario el nombre de la columna con su valor respectivo \n",
    "            # asociado a la línea que se está recorriendo\n",
    "            main_dict[columnas[i]].append(values[i])\n",
    "        \n",
    "        # Se aumenta el contador en 1 por cada línea recorrida\n",
    "        contador += 1\n",
    "    \n",
    "    # Se transforma el diccionario obtenido a un dataframe\n",
    "    dataframe = pd.DataFrame(main_dict)\n",
    "    \n",
    "    # Se retorna como resultado el dataframe\n",
    "    return dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>State</th>\n",
       "      <th>Account Length</th>\n",
       "      <th>Area Code</th>\n",
       "      <th>Phone</th>\n",
       "      <th>Int'l Plan</th>\n",
       "      <th>VMail Plan</th>\n",
       "      <th>VMail Message</th>\n",
       "      <th>Day Mins</th>\n",
       "      <th>Day Calls</th>\n",
       "      <th>Day Charge</th>\n",
       "      <th>...</th>\n",
       "      <th>Eve Calls</th>\n",
       "      <th>Eve Charge</th>\n",
       "      <th>Night Mins</th>\n",
       "      <th>Night Calls</th>\n",
       "      <th>Night Charge</th>\n",
       "      <th>Intl Mins</th>\n",
       "      <th>Intl Calls</th>\n",
       "      <th>Intl Charge</th>\n",
       "      <th>CustServ Calls</th>\n",
       "      <th>Churn?</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>KS</td>\n",
       "      <td>128</td>\n",
       "      <td>415</td>\n",
       "      <td>382-4657</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
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       "      <td>265.100000</td>\n",
       "      <td>110</td>\n",
       "      <td>45.070000</td>\n",
       "      <td>...</td>\n",
       "      <td>99</td>\n",
       "      <td>16.780000</td>\n",
       "      <td>244.700000</td>\n",
       "      <td>91</td>\n",
       "      <td>11.010000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>3</td>\n",
       "      <td>2.700000</td>\n",
       "      <td>1</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>OH</td>\n",
       "      <td>107</td>\n",
       "      <td>415</td>\n",
       "      <td>371-7191</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>26</td>\n",
       "      <td>161.600000</td>\n",
       "      <td>123</td>\n",
       "      <td>27.470000</td>\n",
       "      <td>...</td>\n",
       "      <td>103</td>\n",
       "      <td>16.620000</td>\n",
       "      <td>254.400000</td>\n",
       "      <td>103</td>\n",
       "      <td>11.450000</td>\n",
       "      <td>13.700000</td>\n",
       "      <td>3</td>\n",
       "      <td>3.700000</td>\n",
       "      <td>1</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>NJ</td>\n",
       "      <td>137</td>\n",
       "      <td>415</td>\n",
       "      <td>358-1921</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>243.400000</td>\n",
       "      <td>114</td>\n",
       "      <td>41.380000</td>\n",
       "      <td>...</td>\n",
       "      <td>110</td>\n",
       "      <td>10.300000</td>\n",
       "      <td>162.600000</td>\n",
       "      <td>104</td>\n",
       "      <td>7.320000</td>\n",
       "      <td>12.200000</td>\n",
       "      <td>5</td>\n",
       "      <td>3.290000</td>\n",
       "      <td>0</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>OH</td>\n",
       "      <td>84</td>\n",
       "      <td>408</td>\n",
       "      <td>375-9999</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>299.400000</td>\n",
       "      <td>71</td>\n",
       "      <td>50.900000</td>\n",
       "      <td>...</td>\n",
       "      <td>88</td>\n",
       "      <td>5.260000</td>\n",
       "      <td>196.900000</td>\n",
       "      <td>89</td>\n",
       "      <td>8.860000</td>\n",
       "      <td>6.600000</td>\n",
       "      <td>7</td>\n",
       "      <td>1.780000</td>\n",
       "      <td>2</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>OK</td>\n",
       "      <td>75</td>\n",
       "      <td>415</td>\n",
       "      <td>330-6626</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>166.700000</td>\n",
       "      <td>113</td>\n",
       "      <td>28.340000</td>\n",
       "      <td>...</td>\n",
       "      <td>122</td>\n",
       "      <td>12.610000</td>\n",
       "      <td>186.900000</td>\n",
       "      <td>121</td>\n",
       "      <td>8.410000</td>\n",
       "      <td>10.100000</td>\n",
       "      <td>3</td>\n",
       "      <td>2.730000</td>\n",
       "      <td>3</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  State Account Length Area Code     Phone Int'l Plan VMail Plan  \\\n",
       "0    KS            128       415  382-4657         no        yes   \n",
       "1    OH            107       415  371-7191         no        yes   \n",
       "2    NJ            137       415  358-1921         no         no   \n",
       "3    OH             84       408  375-9999        yes         no   \n",
       "4    OK             75       415  330-6626        yes         no   \n",
       "\n",
       "  VMail Message    Day Mins Day Calls Day Charge  ... Eve Calls Eve Charge  \\\n",
       "0            25  265.100000       110  45.070000  ...        99  16.780000   \n",
       "1            26  161.600000       123  27.470000  ...       103  16.620000   \n",
       "2             0  243.400000       114  41.380000  ...       110  10.300000   \n",
       "3             0  299.400000        71  50.900000  ...        88   5.260000   \n",
       "4             0  166.700000       113  28.340000  ...       122  12.610000   \n",
       "\n",
       "   Night Mins Night Calls Night Charge  Intl Mins Intl Calls Intl Charge  \\\n",
       "0  244.700000          91    11.010000  10.000000          3    2.700000   \n",
       "1  254.400000         103    11.450000  13.700000          3    3.700000   \n",
       "2  162.600000         104     7.320000  12.200000          5    3.290000   \n",
       "3  196.900000          89     8.860000   6.600000          7    1.780000   \n",
       "4  186.900000         121     8.410000  10.100000          3    2.730000   \n",
       "\n",
       "  CustServ Calls  Churn?  \n",
       "0              1  False.  \n",
       "1              1  False.  \n",
       "2              0  False.  \n",
       "3              2  False.  \n",
       "4              3  False.  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = df_via_open('/Users/fsanmartin/python-ml-course-master/datasets/customer-churn-model/Customer Churn Model.txt')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Lectura y escritura de ficheros"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Creamos un objeto que contiene el archivo existente de entrada: \"infile\"\n",
    "infile = '/Users/fsanmartin/python-ml-course-master/datasets/customer-churn-model/Customer Churn Model.txt'\n",
    "\n",
    "# Creamos un objeto que contendrá el archivo de salida: \"outfile\"\n",
    "outfile = '/Users/fsanmartin/python-ml-course-master/datasets/customer-churn-model/Tab Customer Churn Model.txt'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>State</th>\n",
       "      <th>Account Length</th>\n",
       "      <th>Area Code</th>\n",
       "      <th>Phone</th>\n",
       "      <th>Int'l Plan</th>\n",
       "      <th>VMail Plan</th>\n",
       "      <th>VMail Message</th>\n",
       "      <th>Day Mins</th>\n",
       "      <th>Day Calls</th>\n",
       "      <th>Day Charge</th>\n",
       "      <th>...</th>\n",
       "      <th>Eve Calls</th>\n",
       "      <th>Eve Charge</th>\n",
       "      <th>Night Mins</th>\n",
       "      <th>Night Calls</th>\n",
       "      <th>Night Charge</th>\n",
       "      <th>Intl Mins</th>\n",
       "      <th>Intl Calls</th>\n",
       "      <th>Intl Charge</th>\n",
       "      <th>CustServ Calls</th>\n",
       "      <th>Churn?</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>KS</td>\n",
       "      <td>128</td>\n",
       "      <td>415</td>\n",
       "      <td>382-4657</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>25</td>\n",
       "      <td>265.1</td>\n",
       "      <td>110</td>\n",
       "      <td>45.07</td>\n",
       "      <td>...</td>\n",
       "      <td>99</td>\n",
       "      <td>16.78</td>\n",
       "      <td>244.7</td>\n",
       "      <td>91</td>\n",
       "      <td>11.01</td>\n",
       "      <td>10.0</td>\n",
       "      <td>3</td>\n",
       "      <td>2.70</td>\n",
       "      <td>1</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>OH</td>\n",
       "      <td>107</td>\n",
       "      <td>415</td>\n",
       "      <td>371-7191</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>26</td>\n",
       "      <td>161.6</td>\n",
       "      <td>123</td>\n",
       "      <td>27.47</td>\n",
       "      <td>...</td>\n",
       "      <td>103</td>\n",
       "      <td>16.62</td>\n",
       "      <td>254.4</td>\n",
       "      <td>103</td>\n",
       "      <td>11.45</td>\n",
       "      <td>13.7</td>\n",
       "      <td>3</td>\n",
       "      <td>3.70</td>\n",
       "      <td>1</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>NJ</td>\n",
       "      <td>137</td>\n",
       "      <td>415</td>\n",
       "      <td>358-1921</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>243.4</td>\n",
       "      <td>114</td>\n",
       "      <td>41.38</td>\n",
       "      <td>...</td>\n",
       "      <td>110</td>\n",
       "      <td>10.30</td>\n",
       "      <td>162.6</td>\n",
       "      <td>104</td>\n",
       "      <td>7.32</td>\n",
       "      <td>12.2</td>\n",
       "      <td>5</td>\n",
       "      <td>3.29</td>\n",
       "      <td>0</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>OH</td>\n",
       "      <td>84</td>\n",
       "      <td>408</td>\n",
       "      <td>375-9999</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>299.4</td>\n",
       "      <td>71</td>\n",
       "      <td>50.90</td>\n",
       "      <td>...</td>\n",
       "      <td>88</td>\n",
       "      <td>5.26</td>\n",
       "      <td>196.9</td>\n",
       "      <td>89</td>\n",
       "      <td>8.86</td>\n",
       "      <td>6.6</td>\n",
       "      <td>7</td>\n",
       "      <td>1.78</td>\n",
       "      <td>2</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>OK</td>\n",
       "      <td>75</td>\n",
       "      <td>415</td>\n",
       "      <td>330-6626</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>166.7</td>\n",
       "      <td>113</td>\n",
       "      <td>28.34</td>\n",
       "      <td>...</td>\n",
       "      <td>122</td>\n",
       "      <td>12.61</td>\n",
       "      <td>186.9</td>\n",
       "      <td>121</td>\n",
       "      <td>8.41</td>\n",
       "      <td>10.1</td>\n",
       "      <td>3</td>\n",
       "      <td>2.73</td>\n",
       "      <td>3</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  State  Account Length  Area Code     Phone Int'l Plan VMail Plan  \\\n",
       "0    KS             128        415  382-4657         no        yes   \n",
       "1    OH             107        415  371-7191         no        yes   \n",
       "2    NJ             137        415  358-1921         no         no   \n",
       "3    OH              84        408  375-9999        yes         no   \n",
       "4    OK              75        415  330-6626        yes         no   \n",
       "\n",
       "   VMail Message  Day Mins  Day Calls  Day Charge  ...  Eve Calls  Eve Charge  \\\n",
       "0             25     265.1        110       45.07  ...         99       16.78   \n",
       "1             26     161.6        123       27.47  ...        103       16.62   \n",
       "2              0     243.4        114       41.38  ...        110       10.30   \n",
       "3              0     299.4         71       50.90  ...         88        5.26   \n",
       "4              0     166.7        113       28.34  ...        122       12.61   \n",
       "\n",
       "   Night Mins  Night Calls  Night Charge  Intl Mins  Intl Calls  Intl Charge  \\\n",
       "0       244.7           91         11.01       10.0           3         2.70   \n",
       "1       254.4          103         11.45       13.7           3         3.70   \n",
       "2       162.6          104          7.32       12.2           5         3.29   \n",
       "3       196.9           89          8.86        6.6           7         1.78   \n",
       "4       186.9          121          8.41       10.1           3         2.73   \n",
       "\n",
       "   CustServ Calls  Churn?  \n",
       "0               1  False.  \n",
       "1               1  False.  \n",
       "2               0  False.  \n",
       "3               2  False.  \n",
       "4               3  False.  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Se abre en modo lectura el archivo de entrada\n",
    "with open(infile, 'r') as infile1:\n",
    "    \n",
    "    # En modo escritura, abrimos el archvivo de salida\n",
    "    with open(outfile, 'w') as outfile1:\n",
    "        \n",
    "        # Para cada línea del archivo de entrada\n",
    "        for line in infile1:\n",
    "            \n",
    "            # Estraemos los \"n\" elementos de la línea\n",
    "            fields = line.strip().split(',')\n",
    "            \n",
    "            # Escribimos en el archivo de salida cada elemento de la línea separado por un tabulador\n",
    "            \n",
    "            outfile1.write('\\t'.join(fields))\n",
    "            \n",
    "            # Agregamos un saltó de línea al terminar de escribir los elementos de la línea.\n",
    "            outfile1.write('\\n')\n",
    "\n",
    "# Abrimos el archivo de salida como un dataframe, ocupando como separador la tabulación ('\\t')\n",
    "df4 = pd.read_csv(outfile, sep='\\t')\n",
    "\n",
    "#Revisamos los primeros 5 registros\n",
    "df4.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "## Leer datos desde una URL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "medals_url = \"http://winterolympicsmedals.com/medals.csv\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "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>Year</th>\n",
       "      <th>City</th>\n",
       "      <th>Sport</th>\n",
       "      <th>Discipline</th>\n",
       "      <th>NOC</th>\n",
       "      <th>Event</th>\n",
       "      <th>Event gender</th>\n",
       "      <th>Medal</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1924</td>\n",
       "      <td>Chamonix</td>\n",
       "      <td>Skating</td>\n",
       "      <td>Figure skating</td>\n",
       "      <td>AUT</td>\n",
       "      <td>individual</td>\n",
       "      <td>M</td>\n",
       "      <td>Silver</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1924</td>\n",
       "      <td>Chamonix</td>\n",
       "      <td>Skating</td>\n",
       "      <td>Figure skating</td>\n",
       "      <td>AUT</td>\n",
       "      <td>individual</td>\n",
       "      <td>W</td>\n",
       "      <td>Gold</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1924</td>\n",
       "      <td>Chamonix</td>\n",
       "      <td>Skating</td>\n",
       "      <td>Figure skating</td>\n",
       "      <td>AUT</td>\n",
       "      <td>pairs</td>\n",
       "      <td>X</td>\n",
       "      <td>Gold</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1924</td>\n",
       "      <td>Chamonix</td>\n",
       "      <td>Bobsleigh</td>\n",
       "      <td>Bobsleigh</td>\n",
       "      <td>BEL</td>\n",
       "      <td>four-man</td>\n",
       "      <td>M</td>\n",
       "      <td>Bronze</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1924</td>\n",
       "      <td>Chamonix</td>\n",
       "      <td>Ice Hockey</td>\n",
       "      <td>Ice Hockey</td>\n",
       "      <td>CAN</td>\n",
       "      <td>ice hockey</td>\n",
       "      <td>M</td>\n",
       "      <td>Gold</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Year      City       Sport      Discipline  NOC       Event Event gender  \\\n",
       "0  1924  Chamonix     Skating  Figure skating  AUT  individual            M   \n",
       "1  1924  Chamonix     Skating  Figure skating  AUT  individual            W   \n",
       "2  1924  Chamonix     Skating  Figure skating  AUT       pairs            X   \n",
       "3  1924  Chamonix   Bobsleigh       Bobsleigh  BEL    four-man            M   \n",
       "4  1924  Chamonix  Ice Hockey      Ice Hockey  CAN  ice hockey            M   \n",
       "\n",
       "    Medal  \n",
       "0  Silver  \n",
       "1    Gold  \n",
       "2    Gold  \n",
       "3  Bronze  \n",
       "4    Gold  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "medals_data = pd.read_csv(medals_url)\n",
    "medals_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Ficheros XLS y XLSX"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .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>29.0</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",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   pclass  survived                           name     sex   age  sibsp  \\\n",
       "0       1         1  Allen, Miss. Elisabeth Walton  female  29.0      0   \n",
       "\n",
       "   parch ticket      fare cabin embarked boat  body     home.dest  \n",
       "0      0  24160  211.3375    B5        S    2   NaN  St Louis, MO  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mainpath = \"/Users/fsanmartin/python-ml-course-master/datasets/\"\n",
    "filename = \"titanic/titanic3.xls\"\n",
    "fullpath = os.path.join(mainpath, filename)\n",
    "titanic2 = pd.read_excel(fullpath, 'titanic3')\n",
    "titanic2.head(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Resumen de datos: dimensiones y estructuras"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>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": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1309, 14)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "    .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>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>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>328.0</td>\n",
       "      <td>NaN</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",
       "    </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>7.2250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>304.0</td>\n",
       "      <td>NaN</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>27.0</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",
       "    </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>29.0</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",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      pclass  survived                       name     sex   age  sibsp  parch  \\\n",
       "1304       3         0       Zabour, Miss. Hileni  female  14.5      1      0   \n",
       "1305       3         0      Zabour, Miss. Thamine  female   NaN      1      0   \n",
       "1306       3         0  Zakarian, Mr. Mapriededer    male  26.5      0      0   \n",
       "1307       3         0        Zakarian, Mr. Ortin    male  27.0      0      0   \n",
       "1308       3         0         Zimmerman, Mr. Leo    male  29.0      0      0   \n",
       "\n",
       "      ticket     fare cabin embarked boat   body home.dest  \n",
       "1304    2665  14.4542   NaN        C  NaN  328.0       NaN  \n",
       "1305    2665  14.4542   NaN        C  NaN    NaN       NaN  \n",
       "1306    2656   7.2250   NaN        C  NaN  304.0       NaN  \n",
       "1307    2670   7.2250   NaN        C  NaN    NaN       NaN  \n",
       "1308  315082   7.8750   NaN        S  NaN    NaN       NaN  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "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": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.columns.values"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Resumen básico de las variables numéricas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
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       "        text-align: right;\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>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": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "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": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Datos perdidos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1188"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['body'].isnull().values.sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Los valores que faltan en un data set pueden venir por dos razones:\n",
    "\n",
    "- Extracción de los datos\n",
    "- Recolección de los datos\n",
    "\n",
    "¿Qué hacer con los valores perdidos?\n",
    "\n",
    "#### 1. Borrado de valores que faltan\n",
    "\n",
    "1.1.- Borrar las filas con datos perdidos\n",
    "\n",
    "1.2.- Borrar la columna"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>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",
       "    <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",
       "    </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",
       "    </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",
       "    </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",
       "    <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>NaN</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>NaN</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>NaN</td>\n",
       "      <td>NaN</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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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      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  \n",
       "0           S    2    NaN                        St Louis, MO  \n",
       "1           S   11    NaN     Montreal, PQ / Chesterville, ON  \n",
       "2           S  NaN    NaN     Montreal, PQ / Chesterville, ON  \n",
       "3           S  NaN  135.0     Montreal, PQ / Chesterville, ON  \n",
       "4           S  NaN    NaN     Montreal, PQ / Chesterville, ON  \n",
       "5           S    3    NaN                        New York, NY  \n",
       "6           S   10    NaN                          Hudson, NY  \n",
       "7           S  NaN    NaN                         Belfast, NI  \n",
       "8           S    D    NaN                 Bayside, Queens, NY  \n",
       "9           C  NaN   22.0                 Montevideo, Uruguay  \n",
       "10          C  NaN  124.0                        New York, NY  \n",
       "11          C    4    NaN                        New York, NY  \n",
       "12          C    9    NaN                       Paris, France  \n",
       "13          S    6    NaN                                 NaN  \n",
       "14          S    B    NaN                       Hessle, Yorks  \n",
       "15          S  NaN    NaN                        New York, NY  \n",
       "16          C  NaN    NaN                        Montreal, PQ  \n",
       "17          C    6    NaN                        Montreal, PQ  \n",
       "18          C    8    NaN                                 NaN  \n",
       "19          C    A    NaN                        Winnipeg, MN  \n",
       "20          S    5    NaN                        New York, NY  \n",
       "21          S    5    NaN                        New York, NY  \n",
       "22          C    5    NaN                        New York, NY  \n",
       "23          C    4    NaN                                 NaN  \n",
       "24          S    8    NaN                                 NaN  \n",
       "25          C  NaN  148.0                   San Francisco, CA  \n",
       "26          C    7    NaN                        Dowagiac, MI  \n",
       "27          C    7    NaN                        Dowagiac, MI  \n",
       "28          S    8    NaN                                 NaN  \n",
       "29          S    D    NaN  Stockholm, Sweden / Washington, DC  \n",
       "...       ...  ...    ...                                 ...  \n",
       "1279        S  NaN    NaN                                 NaN  \n",
       "1280        S  NaN    NaN                                 NaN  \n",
       "1281        S  NaN    NaN      Antwerp, Belgium / Stanton, OH  \n",
       "1282        S  NaN    NaN                                 NaN  \n",
       "1283        S  NaN    NaN                                 NaN  \n",
       "1284        S  NaN    NaN                                 NaN  \n",
       "1285        S  NaN  298.0                                 NaN  \n",
       "1286        C    C    NaN                                 NaN  \n",
       "1287        S  NaN    NaN                                 NaN  \n",
       "1288        S  NaN  314.0                                 NaN  \n",
       "1289        S  NaN    NaN                                 NaN  \n",
       "1290        S  NaN    NaN                                 NaN  \n",
       "1291        S  NaN    NaN                                 NaN  \n",
       "1292        S  NaN    NaN                                 NaN  \n",
       "1293        S  NaN    NaN                                 NaN  \n",
       "1294        S  NaN   14.0                                 NaN  \n",
       "1295        S  NaN    NaN                                 NaN  \n",
       "1296        S  NaN  131.0                                 NaN  \n",
       "1297        S  NaN    NaN                                 NaN  \n",
       "1298        S  NaN    NaN                                 NaN  \n",
       "1299        C    C    NaN                                 NaN  \n",
       "1300        C  NaN    NaN                                 NaN  \n",
       "1301        C  NaN  312.0                                 NaN  \n",
       "1302        C  NaN    NaN                                 NaN  \n",
       "1303        C  NaN    NaN                                 NaN  \n",
       "1304        C  NaN  328.0                                 NaN  \n",
       "1305        C  NaN    NaN                                 NaN  \n",
       "1306        C  NaN  304.0                                 NaN  \n",
       "1307        C  NaN    NaN                                 NaN  \n",
       "1308        S  NaN    NaN                                 NaN  \n",
       "\n",
       "[1309 rows x 14 columns]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Borrar la fila, solo si todas las columnas son valores perdidos\n",
    "data.dropna(axis=0, how=\"all\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .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",
       "  </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": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data2 = data\n",
    "\n",
    "#Borrar la fila, si al menos una de las columnas es un valor perdido\n",
    "data2.dropna(axis=0, how=\"any\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "¿Qué ocurrió? Pues, sólo existen filas que tienen al menos un valor perdido en sus columnas"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Cómputo de los valores faltantes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "</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>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": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data3 = data\n",
    "\n",
    "\n",
    "# Rellenar los valores perdidos con un 0\n",
    "data3.fillna(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "        vertical-align: middle;\n",
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       "\n",
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       "        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</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": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data4 = data\n",
    "# Rellenar los valores perdidos con un string\n",
    "data4.fillna('Desconocido')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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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>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>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>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>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>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>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>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>27.0</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>male</td>\n",
       "      <td>29.0</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",
       "</div>"
      ],
      "text/plain": [
       "      pclass  survived                       name     sex   age  sibsp  parch  \\\n",
       "1304       3         0       Zabour, Miss. Hileni  female  14.5      1      0   \n",
       "1305       3         0      Zabour, Miss. Thamine  female   NaN      1      0   \n",
       "1306       3         0  Zakarian, Mr. Mapriededer    male  26.5      0      0   \n",
       "1307       3         0        Zakarian, Mr. Ortin    male  27.0      0      0   \n",
       "1308       3         0         Zimmerman, Mr. Leo    male  29.0      0      0   \n",
       "\n",
       "      ticket     fare cabin embarked boat   body    home.dest  \n",
       "1304    2665  14.4542   NaN        C  NaN  328.0  Desconocido  \n",
       "1305    2665  14.4542   NaN        C  NaN    0.0  Desconocido  \n",
       "1306    2656   7.2250   NaN        C  NaN  304.0  Desconocido  \n",
       "1307    2670   7.2250   NaN        C  NaN    0.0  Desconocido  \n",
       "1308  315082   7.8750   NaN        S  NaN    0.0  Desconocido  "
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data5 = data\n",
    "\n",
    "# Rellenar los valores perdidos con un string o 0 dependiendo del tipo de dato de la columna\n",
    "\n",
    "data5['body'] = data5['body'].fillna(0)\n",
    "data5['home.dest'] = data5['home.dest'].fillna('Desconocido')\n",
    "data5.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "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",
       "      <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",
       "  </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",
       "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    0.0   \n",
       "1   0.9167      1      2    113781  151.5500  C22 C26        S   11    0.0   \n",
       "2   2.0000      1      2    113781  151.5500  C22 C26        S  NaN    0.0   \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    0.0   \n",
       "5  48.0000      0      0     19952   26.5500      E12        S    3    0.0   \n",
       "6  63.0000      1      0     13502   77.9583       D7        S   10    0.0   \n",
       "7  39.0000      0      0    112050    0.0000      A36        S  NaN    0.0   \n",
       "8  53.0000      2      0     11769   51.4792     C101        S    D    0.0   \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": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "# Rellenar los valores perdidos con el promedio para una variable numérica\n",
    "\n",
    "data5['age'] = data5['age'].fillna(round(data['age'].mean(),0))\n",
    "data5.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "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      30.0000\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    30.0000\n",
       "1283    30.0000\n",
       "1284    30.0000\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    30.0000\n",
       "1292    30.0000\n",
       "1293    30.0000\n",
       "1294    28.5000\n",
       "1295    21.0000\n",
       "1296    27.0000\n",
       "1297    30.0000\n",
       "1298    36.0000\n",
       "1299    27.0000\n",
       "1300    15.0000\n",
       "1301    45.5000\n",
       "1302    30.0000\n",
       "1303    30.0000\n",
       "1304    14.5000\n",
       "1305    30.0000\n",
       "1306    26.5000\n",
       "1307    27.0000\n",
       "1308    29.0000\n",
       "Name: age, Length: 1309, dtype: float64"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Rellenar los valores perdidos con el valor siguiente conocido\n",
    "\n",
    "data4['age'].fillna(method='ffill')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "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      30.0000\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    30.0000\n",
       "1283    30.0000\n",
       "1284    30.0000\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    30.0000\n",
       "1292    30.0000\n",
       "1293    30.0000\n",
       "1294    28.5000\n",
       "1295    21.0000\n",
       "1296    27.0000\n",
       "1297    30.0000\n",
       "1298    36.0000\n",
       "1299    27.0000\n",
       "1300    15.0000\n",
       "1301    45.5000\n",
       "1302    30.0000\n",
       "1303    30.0000\n",
       "1304    14.5000\n",
       "1305    30.0000\n",
       "1306    26.5000\n",
       "1307    27.0000\n",
       "1308    29.0000\n",
       "Name: age, Length: 1309, dtype: float64"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Rellenar los valores perdidos con el valor anterior conocido\n",
    "\n",
    "data4['age'].fillna(method='bfill')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Variables dummy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<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",
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       "    </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",
       "  </tbody>\n",
       "</table>\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"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Uso de get_dummies\n",
    "#Proceso de generar n columnas a partir de los valores dentro de una columna del tipo categórica\n",
    "\n",
    "dummy_sex = pd.get_dummies(data['sex'], prefix='sex')\n",
    "dummy_sex.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    female\n",
       "1      male\n",
       "2    female\n",
       "3      male\n",
       "4    female\n",
       "Name: sex, dtype: object"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['sex'].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "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",
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       "      <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",
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       "      <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",
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       "    <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",
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       "    <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>30.0000</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>30.0000</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>30.0000</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>30.0000</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>30.0000</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>30.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>S.O./P.P. 751</td>\n",
       "      <td>7.5500</td>\n",
       "      <td>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>30.0000</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>30.0000</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>30.0000</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>30.0000</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>30.0000</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    30.0000      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  30.0000      0      0            359309    8.0500      NaN        S   \n",
       "1283  30.0000      0      0        C.A. 49867    7.5500      NaN        S   \n",
       "1284  30.0000      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  30.0000      0      0              3410    8.7125      NaN        S   \n",
       "1292  30.0000      0      0     S.O./P.P. 751    7.5500      NaN        S   \n",
       "1293  30.0000      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  30.0000      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  30.0000      0      0              2647    7.2250      NaN        C   \n",
       "1303  30.0000      0      0              2627   14.4583      NaN        C   \n",
       "1304  14.5000      1      0              2665   14.4542      NaN        C   \n",
       "1305  30.0000      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": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Se debe eliminar la variable original y agregar la forma dummyzada*\n",
    "data = data.drop(['sex'], axis=1)\n",
    "# Se agregan las columnas dummyzadas con concat\n",
    "pd.concat([data, dummy_sex], axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Creamos una función que haga este proceso\n",
    "\n",
    "def createDummies(df, var):\n",
    "    dummy = pd.get_dummies(df[var], prefix=var)\n",
    "    df = df.drop(var, axis=1)\n",
    "    df = pd.concat([df, dummy], axis=1)\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "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>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>30.0000</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>30.0000</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>30.0000</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>30.0000</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>30.0000</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>30.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>S.O./P.P. 751</td>\n",
       "      <td>7.5500</td>\n",
       "      <td>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>30.0000</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>30.0000</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>30.0000</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>30.0000</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>30.0000</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    30.0000      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  30.0000      0      0            359309    8.0500      NaN        S   \n",
       "1283  30.0000      0      0        C.A. 49867    7.5500      NaN        S   \n",
       "1284  30.0000      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  30.0000      0      0              3410    8.7125      NaN        S   \n",
       "1292  30.0000      0      0     S.O./P.P. 751    7.5500      NaN        S   \n",
       "1293  30.0000      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  30.0000      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  30.0000      0      0              2647    7.2250      NaN        C   \n",
       "1303  30.0000      0      0              2627   14.4583      NaN        C   \n",
       "1304  14.5000      1      0              2665   14.4542      NaN        C   \n",
       "1305  30.0000      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": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Lo probamos con data3\n",
    "createDummies(data3, 'sex')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Primeros gráficos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_churn = pd.read_csv(\"/Users/fsanmartin/python-ml-course-master/datasets/customer-churn-model/Customer Churn Model.txt\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "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>State</th>\n",
       "      <th>Account Length</th>\n",
       "      <th>Area Code</th>\n",
       "      <th>Phone</th>\n",
       "      <th>Int'l Plan</th>\n",
       "      <th>VMail Plan</th>\n",
       "      <th>VMail Message</th>\n",
       "      <th>Day Mins</th>\n",
       "      <th>Day Calls</th>\n",
       "      <th>Day Charge</th>\n",
       "      <th>...</th>\n",
       "      <th>Eve Calls</th>\n",
       "      <th>Eve Charge</th>\n",
       "      <th>Night Mins</th>\n",
       "      <th>Night Calls</th>\n",
       "      <th>Night Charge</th>\n",
       "      <th>Intl Mins</th>\n",
       "      <th>Intl Calls</th>\n",
       "      <th>Intl Charge</th>\n",
       "      <th>CustServ Calls</th>\n",
       "      <th>Churn?</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>KS</td>\n",
       "      <td>128</td>\n",
       "      <td>415</td>\n",
       "      <td>382-4657</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>25</td>\n",
       "      <td>265.1</td>\n",
       "      <td>110</td>\n",
       "      <td>45.07</td>\n",
       "      <td>...</td>\n",
       "      <td>99</td>\n",
       "      <td>16.78</td>\n",
       "      <td>244.7</td>\n",
       "      <td>91</td>\n",
       "      <td>11.01</td>\n",
       "      <td>10.0</td>\n",
       "      <td>3</td>\n",
       "      <td>2.70</td>\n",
       "      <td>1</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>OH</td>\n",
       "      <td>107</td>\n",
       "      <td>415</td>\n",
       "      <td>371-7191</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>26</td>\n",
       "      <td>161.6</td>\n",
       "      <td>123</td>\n",
       "      <td>27.47</td>\n",
       "      <td>...</td>\n",
       "      <td>103</td>\n",
       "      <td>16.62</td>\n",
       "      <td>254.4</td>\n",
       "      <td>103</td>\n",
       "      <td>11.45</td>\n",
       "      <td>13.7</td>\n",
       "      <td>3</td>\n",
       "      <td>3.70</td>\n",
       "      <td>1</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>NJ</td>\n",
       "      <td>137</td>\n",
       "      <td>415</td>\n",
       "      <td>358-1921</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>243.4</td>\n",
       "      <td>114</td>\n",
       "      <td>41.38</td>\n",
       "      <td>...</td>\n",
       "      <td>110</td>\n",
       "      <td>10.30</td>\n",
       "      <td>162.6</td>\n",
       "      <td>104</td>\n",
       "      <td>7.32</td>\n",
       "      <td>12.2</td>\n",
       "      <td>5</td>\n",
       "      <td>3.29</td>\n",
       "      <td>0</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>OH</td>\n",
       "      <td>84</td>\n",
       "      <td>408</td>\n",
       "      <td>375-9999</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>299.4</td>\n",
       "      <td>71</td>\n",
       "      <td>50.90</td>\n",
       "      <td>...</td>\n",
       "      <td>88</td>\n",
       "      <td>5.26</td>\n",
       "      <td>196.9</td>\n",
       "      <td>89</td>\n",
       "      <td>8.86</td>\n",
       "      <td>6.6</td>\n",
       "      <td>7</td>\n",
       "      <td>1.78</td>\n",
       "      <td>2</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>OK</td>\n",
       "      <td>75</td>\n",
       "      <td>415</td>\n",
       "      <td>330-6626</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>166.7</td>\n",
       "      <td>113</td>\n",
       "      <td>28.34</td>\n",
       "      <td>...</td>\n",
       "      <td>122</td>\n",
       "      <td>12.61</td>\n",
       "      <td>186.9</td>\n",
       "      <td>121</td>\n",
       "      <td>8.41</td>\n",
       "      <td>10.1</td>\n",
       "      <td>3</td>\n",
       "      <td>2.73</td>\n",
       "      <td>3</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  State  Account Length  Area Code     Phone Int'l Plan VMail Plan  \\\n",
       "0    KS             128        415  382-4657         no        yes   \n",
       "1    OH             107        415  371-7191         no        yes   \n",
       "2    NJ             137        415  358-1921         no         no   \n",
       "3    OH              84        408  375-9999        yes         no   \n",
       "4    OK              75        415  330-6626        yes         no   \n",
       "\n",
       "   VMail Message  Day Mins  Day Calls  Day Charge  ...  Eve Calls  Eve Charge  \\\n",
       "0             25     265.1        110       45.07  ...         99       16.78   \n",
       "1             26     161.6        123       27.47  ...        103       16.62   \n",
       "2              0     243.4        114       41.38  ...        110       10.30   \n",
       "3              0     299.4         71       50.90  ...         88        5.26   \n",
       "4              0     166.7        113       28.34  ...        122       12.61   \n",
       "\n",
       "   Night Mins  Night Calls  Night Charge  Intl Mins  Intl Calls  Intl Charge  \\\n",
       "0       244.7           91         11.01       10.0           3         2.70   \n",
       "1       254.4          103         11.45       13.7           3         3.70   \n",
       "2       162.6          104          7.32       12.2           5         3.29   \n",
       "3       196.9           89          8.86        6.6           7         1.78   \n",
       "4       186.9          121          8.41       10.1           3         2.73   \n",
       "\n",
       "   CustServ Calls  Churn?  \n",
       "0               1  False.  \n",
       "1               1  False.  \n",
       "2               0  False.  \n",
       "3               2  False.  \n",
       "4               3  False.  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_churn.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Scatter Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x2163b2ec5c0>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_churn.plot(kind='scatter', x='Day Mins', y='Day Charge')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x2163b5dbb00>"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_churn.plot(kind='scatter', x='Night Mins', y='Night Charge')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x2163c708240>"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure, axs = plt.subplots(2, 2, sharey=True, sharex=True)\n",
    "df_churn.plot(kind='scatter', x='Day Mins', y='Day Charge', ax=axs[0][0])\n",
    "df_churn.plot(kind='scatter', x='Night Mins', y='Night Charge', ax=axs[0][1])\n",
    "df_churn.plot(kind='scatter', x='Day Calls', y='Day Charge', ax=axs[1][0])\n",
    "df_churn.plot(kind='scatter', x='Night Calls', y='Night Charge', ax=axs[1][1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Histogramas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Histogramas del N° llamadas al día')"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(df_churn['Day Calls'])\n",
    "plt.xlabel('Número de llamadas al día')\n",
    "plt.ylabel('Frecuencia')\n",
    "plt.title('Histogramas del N° llamadas al día')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "¿Cuántos bins se recomienda dejar? Regla de Sturges es la respuesta.\n",
    "\n",
    "$$c = 1 + \\log_2(M)$$\n",
    "\n",
    "Dónde;\n",
    "\n",
    "- c = Número de bins\n",
    "- M = Tamaño de la muestra\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "13"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "c_bins = int(round(1 + np.log2(len(df_churn)), 0))\n",
    "c_bins"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Volvemos a graficas el histogramas siguiendo la regla de Sturges"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Histogramas del N° llamadas al día')"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(df_churn['Day Calls'], bins= c_bins)\n",
    "plt.xlabel('Número de llamadas al día')\n",
    "plt.ylabel('Frecuencia')\n",
    "plt.title('Histogramas del N° llamadas al día')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Boxplot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Boxplot de las llamadas diarias')"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.boxplot(df_churn['Day Calls'])\n",
    "plt.ylabel('Número de llamadas diarias')\n",
    "plt.title('Boxplot de las llamadas diarias')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "¿Cómo se interpreta?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    3333.000000\n",
       "mean      100.435644\n",
       "std        20.069084\n",
       "min         0.000000\n",
       "25%        87.000000\n",
       "50%       101.000000\n",
       "75%       114.000000\n",
       "max       165.000000\n",
       "Name: Day Calls, dtype: float64"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_churn['Day Calls'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Rango intercuatílico\n",
    "IQR = df_churn['Day Calls'].quantile(0.75) - df_churn['Day Calls'].quantile(0.25)\n",
    "\n",
    "#Valores del boxplot\n",
    "Lim_inf = df_churn['Day Calls'].quantile(0.25) - 1.5*IQR\n",
    "Lim_sup = df_churn['Day Calls'].quantile(0.75) + 1.5*IQR\n",
    "quart_25 = df_churn['Day Calls'].quantile(0.25)\n",
    "quart_50 = df_churn['Day Calls'].quantile(0.50)\n",
    "quart_75 = df_churn['Day Calls'].quantile(0.75)\n",
    "valores_box = [Lim_inf, Lim_sup, quart_25, quart_50, quart_75]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.boxplot(df_churn['Day Calls'])\n",
    "plt.ylabel('Número de llamadas diarias')\n",
    "plt.title('Boxplot de las llamadas diarias')\n",
    "for valor in valores_box:\n",
    "    plt.axhline(valor)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Cualquier valor que esté bajo 'Lim_inf' o sobre 'Lim_sup' se considera un \"Outlier\" "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}