diff --git a/exercicios/para-casa/ativcasa-s12.ipynb b/exercicios/para-casa/ativcasa-s12.ipynb
new file mode 100644
index 0000000..077b815
--- /dev/null
+++ b/exercicios/para-casa/ativcasa-s12.ipynb
@@ -0,0 +1,451 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "import numpy as np\n",
+    "from mpl_toolkits import mplot3d"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "        <iframe\n",
+       "            width=\"200\"\n",
+       "            height=\"200\"\n",
+       "            src=\"https://giphy.com/embed/uhB0n3Eac8ybe\"\n",
+       "            frameborder=\"0\"\n",
+       "            allowfullscreen\n",
+       "            \n",
+       "        ></iframe>\n",
+       "        "
+      ],
+      "text/plain": [
+       "<IPython.lib.display.IFrame at 0x1f720fe3ad0>"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from IPython.display import IFrame\n",
+    "iframe_url = \"https://giphy.com/embed/uhB0n3Eac8ybe\"\n",
+    "IFrame(src=iframe_url, width=200, height=200)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>PassengerId</th>\n",
+       "      <th>Survived</th>\n",
+       "      <th>Pclass</th>\n",
+       "      <th>Name</th>\n",
+       "      <th>Sex</th>\n",
+       "      <th>Age</th>\n",
+       "      <th>SibSp</th>\n",
+       "      <th>Parch</th>\n",
+       "      <th>Ticket</th>\n",
+       "      <th>Fare</th>\n",
+       "      <th>Cabin</th>\n",
+       "      <th>Embarked</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>Braund, Mr. Owen Harris</td>\n",
+       "      <td>male</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>A/5 21171</td>\n",
+       "      <td>7.2500</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>S</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Cumings, Mrs. John Bradley (Florence Briggs Th...</td>\n",
+       "      <td>female</td>\n",
+       "      <td>38.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>PC 17599</td>\n",
+       "      <td>71.2833</td>\n",
+       "      <td>C85</td>\n",
+       "      <td>C</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>Heikkinen, Miss. Laina</td>\n",
+       "      <td>female</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>STON/O2. 3101282</td>\n",
+       "      <td>7.9250</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>S</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Futrelle, Mrs. Jacques Heath (Lily May Peel)</td>\n",
+       "      <td>female</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>113803</td>\n",
+       "      <td>53.1000</td>\n",
+       "      <td>C123</td>\n",
+       "      <td>S</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>Allen, Mr. William Henry</td>\n",
+       "      <td>male</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>373450</td>\n",
+       "      <td>8.0500</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>S</td>\n",
+       "    </tr>\n",
+       "    <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",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>886</th>\n",
+       "      <td>887</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Montvila, Rev. Juozas</td>\n",
+       "      <td>male</td>\n",
+       "      <td>27.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>211536</td>\n",
+       "      <td>13.0000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>S</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>887</th>\n",
+       "      <td>888</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Graham, Miss. Margaret Edith</td>\n",
+       "      <td>female</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>112053</td>\n",
+       "      <td>30.0000</td>\n",
+       "      <td>B42</td>\n",
+       "      <td>S</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>888</th>\n",
+       "      <td>889</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>Johnston, Miss. Catherine Helen \"Carrie\"</td>\n",
+       "      <td>female</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>W./C. 6607</td>\n",
+       "      <td>23.4500</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>S</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>889</th>\n",
+       "      <td>890</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Behr, Mr. Karl Howell</td>\n",
+       "      <td>male</td>\n",
+       "      <td>26.0</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",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>890</th>\n",
+       "      <td>891</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>Dooley, Mr. Patrick</td>\n",
+       "      <td>male</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>370376</td>\n",
+       "      <td>7.7500</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Q</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>891 rows × 12 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     PassengerId  Survived  Pclass  \\\n",
+       "0              1         0       3   \n",
+       "1              2         1       1   \n",
+       "2              3         1       3   \n",
+       "3              4         1       1   \n",
+       "4              5         0       3   \n",
+       "..           ...       ...     ...   \n",
+       "886          887         0       2   \n",
+       "887          888         1       1   \n",
+       "888          889         0       3   \n",
+       "889          890         1       1   \n",
+       "890          891         0       3   \n",
+       "\n",
+       "                                                  Name     Sex   Age  SibSp  \\\n",
+       "0                              Braund, Mr. Owen Harris    male  22.0      1   \n",
+       "1    Cumings, Mrs. John Bradley (Florence Briggs Th...  female  38.0      1   \n",
+       "2                               Heikkinen, Miss. Laina  female  26.0      0   \n",
+       "3         Futrelle, Mrs. Jacques Heath (Lily May Peel)  female  35.0      1   \n",
+       "4                             Allen, Mr. William Henry    male  35.0      0   \n",
+       "..                                                 ...     ...   ...    ...   \n",
+       "886                              Montvila, Rev. Juozas    male  27.0      0   \n",
+       "887                       Graham, Miss. Margaret Edith  female  19.0      0   \n",
+       "888           Johnston, Miss. Catherine Helen \"Carrie\"  female   NaN      1   \n",
+       "889                              Behr, Mr. Karl Howell    male  26.0      0   \n",
+       "890                                Dooley, Mr. Patrick    male  32.0      0   \n",
+       "\n",
+       "     Parch            Ticket     Fare Cabin Embarked  \n",
+       "0        0         A/5 21171   7.2500   NaN        S  \n",
+       "1        0          PC 17599  71.2833   C85        C  \n",
+       "2        0  STON/O2. 3101282   7.9250   NaN        S  \n",
+       "3        0            113803  53.1000  C123        S  \n",
+       "4        0            373450   8.0500   NaN        S  \n",
+       "..     ...               ...      ...   ...      ...  \n",
+       "886      0            211536  13.0000   NaN        S  \n",
+       "887      0            112053  30.0000   B42        S  \n",
+       "888      2        W./C. 6607  23.4500   NaN        S  \n",
+       "889      0            111369  30.0000  C148        C  \n",
+       "890      0            370376   7.7500   NaN        Q  \n",
+       "\n",
+       "[891 rows x 12 columns]"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df = pd.read_csv(\"titanic.csv\")\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'Distribuição de Idades')"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Distribuição de idade dos passageiros no navio\n",
+    "df['Age'].plot.hist(bins=20, edgecolor='black', color = 'purple')\n",
+    "\n",
+    "plt.xlabel('Idades')\n",
+    "plt.ylabel('Quantidade')\n",
+    "plt.title('Distribuição de Idades')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Figure size 800x600 with 0 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#Taxa de Sobrevivência por Classe e Sexo\n",
+    "survival_by_class_sex = df.groupby(['Pclass', 'Sex'])['Survived'].mean().unstack()\n",
+    "\n",
+    "plt.figure(figsize=(8, 6))\n",
+    "survival_by_class_sex.plot(kind='bar', stacked=True, color=['purple', 'blue'])\n",
+    "plt.title('Taxa de Sobrevivência por Classe e Sexo')\n",
+    "plt.xlabel('Classe')\n",
+    "plt.ylabel('Taxa de Sobrevivência')\n",
+    "plt.legend(title='Sexo', loc='upper left', labels=['Feminino', 'Masculino'])\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'Número de pessoas por porto')"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#Número de pessoas por Porto de Embarque\n",
+    "people_per_harbor = df['Embarked'].value_counts()\n",
+    "people_per_harbor.plot.bar(color=\"purple\")\n",
+    "\n",
+    "plt.xlabel('Embarcado')\n",
+    "plt.ylabel('Quantidade')\n",
+    "plt.title('Número de pessoas por porto')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Podemos concluir que a quantidade maior de pessoas tinham entre 20 e 30 anos no embarque e que a maior taxa de sobrevivência em todas as classes foi do gênero feminino pela questão delas terem sido as primeiras a serem evacuadas no acidente. O porto S(Southampton) foi o que mais teve embarque de passageiros no navio."
+   ]
+  }
+ ],
+ "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": "3.11.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/exercicios/para-casa/titanic.csv b/exercicios/para-casa/titanic.csv
new file mode 100644
index 0000000..5cc466e
--- /dev/null
+++ b/exercicios/para-casa/titanic.csv
@@ -0,0 +1,892 @@
+PassengerId,Survived,Pclass,Name,Sex,Age,SibSp,Parch,Ticket,Fare,Cabin,Embarked
+1,0,3,"Braund, Mr. Owen Harris",male,22,1,0,A/5 21171,7.25,,S
+2,1,1,"Cumings, Mrs. John Bradley (Florence Briggs Thayer)",female,38,1,0,PC 17599,71.2833,C85,C
+3,1,3,"Heikkinen, Miss. Laina",female,26,0,0,STON/O2. 3101282,7.925,,S
+4,1,1,"Futrelle, Mrs. Jacques Heath (Lily May Peel)",female,35,1,0,113803,53.1,C123,S
+5,0,3,"Allen, Mr. William Henry",male,35,0,0,373450,8.05,,S
+6,0,3,"Moran, Mr. James",male,,0,0,330877,8.4583,,Q
+7,0,1,"McCarthy, Mr. Timothy J",male,54,0,0,17463,51.8625,E46,S
+8,0,3,"Palsson, Master. Gosta Leonard",male,2,3,1,349909,21.075,,S
+9,1,3,"Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)",female,27,0,2,347742,11.1333,,S
+10,1,2,"Nasser, Mrs. Nicholas (Adele Achem)",female,14,1,0,237736,30.0708,,C
+11,1,3,"Sandstrom, Miss. Marguerite Rut",female,4,1,1,PP 9549,16.7,G6,S
+12,1,1,"Bonnell, Miss. Elizabeth",female,58,0,0,113783,26.55,C103,S
+13,0,3,"Saundercock, Mr. William Henry",male,20,0,0,A/5. 2151,8.05,,S
+14,0,3,"Andersson, Mr. Anders Johan",male,39,1,5,347082,31.275,,S
+15,0,3,"Vestrom, Miss. Hulda Amanda Adolfina",female,14,0,0,350406,7.8542,,S
+16,1,2,"Hewlett, Mrs. (Mary D Kingcome) ",female,55,0,0,248706,16,,S
+17,0,3,"Rice, Master. Eugene",male,2,4,1,382652,29.125,,Q
+18,1,2,"Williams, Mr. Charles Eugene",male,,0,0,244373,13,,S
+19,0,3,"Vander Planke, Mrs. Julius (Emelia Maria Vandemoortele)",female,31,1,0,345763,18,,S
+20,1,3,"Masselmani, Mrs. Fatima",female,,0,0,2649,7.225,,C
+21,0,2,"Fynney, Mr. Joseph J",male,35,0,0,239865,26,,S
+22,1,2,"Beesley, Mr. Lawrence",male,34,0,0,248698,13,D56,S
+23,1,3,"McGowan, Miss. Anna ""Annie""",female,15,0,0,330923,8.0292,,Q
+24,1,1,"Sloper, Mr. William Thompson",male,28,0,0,113788,35.5,A6,S
+25,0,3,"Palsson, Miss. Torborg Danira",female,8,3,1,349909,21.075,,S
+26,1,3,"Asplund, Mrs. Carl Oscar (Selma Augusta Emilia Johansson)",female,38,1,5,347077,31.3875,,S
+27,0,3,"Emir, Mr. Farred Chehab",male,,0,0,2631,7.225,,C
+28,0,1,"Fortune, Mr. Charles Alexander",male,19,3,2,19950,263,C23 C25 C27,S
+29,1,3,"O'Dwyer, Miss. Ellen ""Nellie""",female,,0,0,330959,7.8792,,Q
+30,0,3,"Todoroff, Mr. Lalio",male,,0,0,349216,7.8958,,S
+31,0,1,"Uruchurtu, Don. Manuel E",male,40,0,0,PC 17601,27.7208,,C
+32,1,1,"Spencer, Mrs. William Augustus (Marie Eugenie)",female,,1,0,PC 17569,146.5208,B78,C
+33,1,3,"Glynn, Miss. Mary Agatha",female,,0,0,335677,7.75,,Q
+34,0,2,"Wheadon, Mr. Edward H",male,66,0,0,C.A. 24579,10.5,,S
+35,0,1,"Meyer, Mr. Edgar Joseph",male,28,1,0,PC 17604,82.1708,,C
+36,0,1,"Holverson, Mr. Alexander Oskar",male,42,1,0,113789,52,,S
+37,1,3,"Mamee, Mr. Hanna",male,,0,0,2677,7.2292,,C
+38,0,3,"Cann, Mr. Ernest Charles",male,21,0,0,A./5. 2152,8.05,,S
+39,0,3,"Vander Planke, Miss. Augusta Maria",female,18,2,0,345764,18,,S
+40,1,3,"Nicola-Yarred, Miss. Jamila",female,14,1,0,2651,11.2417,,C
+41,0,3,"Ahlin, Mrs. Johan (Johanna Persdotter Larsson)",female,40,1,0,7546,9.475,,S
+42,0,2,"Turpin, Mrs. William John Robert (Dorothy Ann Wonnacott)",female,27,1,0,11668,21,,S
+43,0,3,"Kraeff, Mr. Theodor",male,,0,0,349253,7.8958,,C
+44,1,2,"Laroche, Miss. Simonne Marie Anne Andree",female,3,1,2,SC/Paris 2123,41.5792,,C
+45,1,3,"Devaney, Miss. Margaret Delia",female,19,0,0,330958,7.8792,,Q
+46,0,3,"Rogers, Mr. William John",male,,0,0,S.C./A.4. 23567,8.05,,S
+47,0,3,"Lennon, Mr. Denis",male,,1,0,370371,15.5,,Q
+48,1,3,"O'Driscoll, Miss. Bridget",female,,0,0,14311,7.75,,Q
+49,0,3,"Samaan, Mr. Youssef",male,,2,0,2662,21.6792,,C
+50,0,3,"Arnold-Franchi, Mrs. Josef (Josefine Franchi)",female,18,1,0,349237,17.8,,S
+51,0,3,"Panula, Master. Juha Niilo",male,7,4,1,3101295,39.6875,,S
+52,0,3,"Nosworthy, Mr. Richard Cater",male,21,0,0,A/4. 39886,7.8,,S
+53,1,1,"Harper, Mrs. Henry Sleeper (Myna Haxtun)",female,49,1,0,PC 17572,76.7292,D33,C
+54,1,2,"Faunthorpe, Mrs. Lizzie (Elizabeth Anne Wilkinson)",female,29,1,0,2926,26,,S
+55,0,1,"Ostby, Mr. Engelhart Cornelius",male,65,0,1,113509,61.9792,B30,C
+56,1,1,"Woolner, Mr. Hugh",male,,0,0,19947,35.5,C52,S
+57,1,2,"Rugg, Miss. Emily",female,21,0,0,C.A. 31026,10.5,,S
+58,0,3,"Novel, Mr. Mansouer",male,28.5,0,0,2697,7.2292,,C
+59,1,2,"West, Miss. Constance Mirium",female,5,1,2,C.A. 34651,27.75,,S
+60,0,3,"Goodwin, Master. William Frederick",male,11,5,2,CA 2144,46.9,,S
+61,0,3,"Sirayanian, Mr. Orsen",male,22,0,0,2669,7.2292,,C
+62,1,1,"Icard, Miss. Amelie",female,38,0,0,113572,80,B28,
+63,0,1,"Harris, Mr. Henry Birkhardt",male,45,1,0,36973,83.475,C83,S
+64,0,3,"Skoog, Master. Harald",male,4,3,2,347088,27.9,,S
+65,0,1,"Stewart, Mr. Albert A",male,,0,0,PC 17605,27.7208,,C
+66,1,3,"Moubarek, Master. Gerios",male,,1,1,2661,15.2458,,C
+67,1,2,"Nye, Mrs. (Elizabeth Ramell)",female,29,0,0,C.A. 29395,10.5,F33,S
+68,0,3,"Crease, Mr. Ernest James",male,19,0,0,S.P. 3464,8.1583,,S
+69,1,3,"Andersson, Miss. Erna Alexandra",female,17,4,2,3101281,7.925,,S
+70,0,3,"Kink, Mr. Vincenz",male,26,2,0,315151,8.6625,,S
+71,0,2,"Jenkin, Mr. Stephen Curnow",male,32,0,0,C.A. 33111,10.5,,S
+72,0,3,"Goodwin, Miss. Lillian Amy",female,16,5,2,CA 2144,46.9,,S
+73,0,2,"Hood, Mr. Ambrose Jr",male,21,0,0,S.O.C. 14879,73.5,,S
+74,0,3,"Chronopoulos, Mr. Apostolos",male,26,1,0,2680,14.4542,,C
+75,1,3,"Bing, Mr. Lee",male,32,0,0,1601,56.4958,,S
+76,0,3,"Moen, Mr. Sigurd Hansen",male,25,0,0,348123,7.65,F G73,S
+77,0,3,"Staneff, Mr. Ivan",male,,0,0,349208,7.8958,,S
+78,0,3,"Moutal, Mr. Rahamin Haim",male,,0,0,374746,8.05,,S
+79,1,2,"Caldwell, Master. Alden Gates",male,0.83,0,2,248738,29,,S
+80,1,3,"Dowdell, Miss. Elizabeth",female,30,0,0,364516,12.475,,S
+81,0,3,"Waelens, Mr. Achille",male,22,0,0,345767,9,,S
+82,1,3,"Sheerlinck, Mr. Jan Baptist",male,29,0,0,345779,9.5,,S
+83,1,3,"McDermott, Miss. Brigdet Delia",female,,0,0,330932,7.7875,,Q
+84,0,1,"Carrau, Mr. Francisco M",male,28,0,0,113059,47.1,,S
+85,1,2,"Ilett, Miss. Bertha",female,17,0,0,SO/C 14885,10.5,,S
+86,1,3,"Backstrom, Mrs. Karl Alfred (Maria Mathilda Gustafsson)",female,33,3,0,3101278,15.85,,S
+87,0,3,"Ford, Mr. William Neal",male,16,1,3,W./C. 6608,34.375,,S
+88,0,3,"Slocovski, Mr. Selman Francis",male,,0,0,SOTON/OQ 392086,8.05,,S
+89,1,1,"Fortune, Miss. Mabel Helen",female,23,3,2,19950,263,C23 C25 C27,S
+90,0,3,"Celotti, Mr. Francesco",male,24,0,0,343275,8.05,,S
+91,0,3,"Christmann, Mr. Emil",male,29,0,0,343276,8.05,,S
+92,0,3,"Andreasson, Mr. Paul Edvin",male,20,0,0,347466,7.8542,,S
+93,0,1,"Chaffee, Mr. Herbert Fuller",male,46,1,0,W.E.P. 5734,61.175,E31,S
+94,0,3,"Dean, Mr. Bertram Frank",male,26,1,2,C.A. 2315,20.575,,S
+95,0,3,"Coxon, Mr. Daniel",male,59,0,0,364500,7.25,,S
+96,0,3,"Shorney, Mr. Charles Joseph",male,,0,0,374910,8.05,,S
+97,0,1,"Goldschmidt, Mr. George B",male,71,0,0,PC 17754,34.6542,A5,C
+98,1,1,"Greenfield, Mr. William Bertram",male,23,0,1,PC 17759,63.3583,D10 D12,C
+99,1,2,"Doling, Mrs. John T (Ada Julia Bone)",female,34,0,1,231919,23,,S
+100,0,2,"Kantor, Mr. Sinai",male,34,1,0,244367,26,,S
+101,0,3,"Petranec, Miss. Matilda",female,28,0,0,349245,7.8958,,S
+102,0,3,"Petroff, Mr. Pastcho (""Pentcho"")",male,,0,0,349215,7.8958,,S
+103,0,1,"White, Mr. Richard Frasar",male,21,0,1,35281,77.2875,D26,S
+104,0,3,"Johansson, Mr. Gustaf Joel",male,33,0,0,7540,8.6542,,S
+105,0,3,"Gustafsson, Mr. Anders Vilhelm",male,37,2,0,3101276,7.925,,S
+106,0,3,"Mionoff, Mr. Stoytcho",male,28,0,0,349207,7.8958,,S
+107,1,3,"Salkjelsvik, Miss. Anna Kristine",female,21,0,0,343120,7.65,,S
+108,1,3,"Moss, Mr. Albert Johan",male,,0,0,312991,7.775,,S
+109,0,3,"Rekic, Mr. Tido",male,38,0,0,349249,7.8958,,S
+110,1,3,"Moran, Miss. Bertha",female,,1,0,371110,24.15,,Q
+111,0,1,"Porter, Mr. Walter Chamberlain",male,47,0,0,110465,52,C110,S
+112,0,3,"Zabour, Miss. Hileni",female,14.5,1,0,2665,14.4542,,C
+113,0,3,"Barton, Mr. David John",male,22,0,0,324669,8.05,,S
+114,0,3,"Jussila, Miss. Katriina",female,20,1,0,4136,9.825,,S
+115,0,3,"Attalah, Miss. Malake",female,17,0,0,2627,14.4583,,C
+116,0,3,"Pekoniemi, Mr. Edvard",male,21,0,0,STON/O 2. 3101294,7.925,,S
+117,0,3,"Connors, Mr. Patrick",male,70.5,0,0,370369,7.75,,Q
+118,0,2,"Turpin, Mr. William John Robert",male,29,1,0,11668,21,,S
+119,0,1,"Baxter, Mr. Quigg Edmond",male,24,0,1,PC 17558,247.5208,B58 B60,C
+120,0,3,"Andersson, Miss. Ellis Anna Maria",female,2,4,2,347082,31.275,,S
+121,0,2,"Hickman, Mr. Stanley George",male,21,2,0,S.O.C. 14879,73.5,,S
+122,0,3,"Moore, Mr. Leonard Charles",male,,0,0,A4. 54510,8.05,,S
+123,0,2,"Nasser, Mr. Nicholas",male,32.5,1,0,237736,30.0708,,C
+124,1,2,"Webber, Miss. Susan",female,32.5,0,0,27267,13,E101,S
+125,0,1,"White, Mr. Percival Wayland",male,54,0,1,35281,77.2875,D26,S
+126,1,3,"Nicola-Yarred, Master. Elias",male,12,1,0,2651,11.2417,,C
+127,0,3,"McMahon, Mr. Martin",male,,0,0,370372,7.75,,Q
+128,1,3,"Madsen, Mr. Fridtjof Arne",male,24,0,0,C 17369,7.1417,,S
+129,1,3,"Peter, Miss. Anna",female,,1,1,2668,22.3583,F E69,C
+130,0,3,"Ekstrom, Mr. Johan",male,45,0,0,347061,6.975,,S
+131,0,3,"Drazenoic, Mr. Jozef",male,33,0,0,349241,7.8958,,C
+132,0,3,"Coelho, Mr. Domingos Fernandeo",male,20,0,0,SOTON/O.Q. 3101307,7.05,,S
+133,0,3,"Robins, Mrs. Alexander A (Grace Charity Laury)",female,47,1,0,A/5. 3337,14.5,,S
+134,1,2,"Weisz, Mrs. Leopold (Mathilde Francoise Pede)",female,29,1,0,228414,26,,S
+135,0,2,"Sobey, Mr. Samuel James Hayden",male,25,0,0,C.A. 29178,13,,S
+136,0,2,"Richard, Mr. Emile",male,23,0,0,SC/PARIS 2133,15.0458,,C
+137,1,1,"Newsom, Miss. Helen Monypeny",female,19,0,2,11752,26.2833,D47,S
+138,0,1,"Futrelle, Mr. Jacques Heath",male,37,1,0,113803,53.1,C123,S
+139,0,3,"Osen, Mr. Olaf Elon",male,16,0,0,7534,9.2167,,S
+140,0,1,"Giglio, Mr. Victor",male,24,0,0,PC 17593,79.2,B86,C
+141,0,3,"Boulos, Mrs. Joseph (Sultana)",female,,0,2,2678,15.2458,,C
+142,1,3,"Nysten, Miss. Anna Sofia",female,22,0,0,347081,7.75,,S
+143,1,3,"Hakkarainen, Mrs. Pekka Pietari (Elin Matilda Dolck)",female,24,1,0,STON/O2. 3101279,15.85,,S
+144,0,3,"Burke, Mr. Jeremiah",male,19,0,0,365222,6.75,,Q
+145,0,2,"Andrew, Mr. Edgardo Samuel",male,18,0,0,231945,11.5,,S
+146,0,2,"Nicholls, Mr. Joseph Charles",male,19,1,1,C.A. 33112,36.75,,S
+147,1,3,"Andersson, Mr. August Edvard (""Wennerstrom"")",male,27,0,0,350043,7.7958,,S
+148,0,3,"Ford, Miss. Robina Maggie ""Ruby""",female,9,2,2,W./C. 6608,34.375,,S
+149,0,2,"Navratil, Mr. Michel (""Louis M Hoffman"")",male,36.5,0,2,230080,26,F2,S
+150,0,2,"Byles, Rev. Thomas Roussel Davids",male,42,0,0,244310,13,,S
+151,0,2,"Bateman, Rev. Robert James",male,51,0,0,S.O.P. 1166,12.525,,S
+152,1,1,"Pears, Mrs. Thomas (Edith Wearne)",female,22,1,0,113776,66.6,C2,S
+153,0,3,"Meo, Mr. Alfonzo",male,55.5,0,0,A.5. 11206,8.05,,S
+154,0,3,"van Billiard, Mr. Austin Blyler",male,40.5,0,2,A/5. 851,14.5,,S
+155,0,3,"Olsen, Mr. Ole Martin",male,,0,0,Fa 265302,7.3125,,S
+156,0,1,"Williams, Mr. Charles Duane",male,51,0,1,PC 17597,61.3792,,C
+157,1,3,"Gilnagh, Miss. Katherine ""Katie""",female,16,0,0,35851,7.7333,,Q
+158,0,3,"Corn, Mr. Harry",male,30,0,0,SOTON/OQ 392090,8.05,,S
+159,0,3,"Smiljanic, Mr. Mile",male,,0,0,315037,8.6625,,S
+160,0,3,"Sage, Master. Thomas Henry",male,,8,2,CA. 2343,69.55,,S
+161,0,3,"Cribb, Mr. John Hatfield",male,44,0,1,371362,16.1,,S
+162,1,2,"Watt, Mrs. James (Elizabeth ""Bessie"" Inglis Milne)",female,40,0,0,C.A. 33595,15.75,,S
+163,0,3,"Bengtsson, Mr. John Viktor",male,26,0,0,347068,7.775,,S
+164,0,3,"Calic, Mr. Jovo",male,17,0,0,315093,8.6625,,S
+165,0,3,"Panula, Master. Eino Viljami",male,1,4,1,3101295,39.6875,,S
+166,1,3,"Goldsmith, Master. Frank John William ""Frankie""",male,9,0,2,363291,20.525,,S
+167,1,1,"Chibnall, Mrs. (Edith Martha Bowerman)",female,,0,1,113505,55,E33,S
+168,0,3,"Skoog, Mrs. William (Anna Bernhardina Karlsson)",female,45,1,4,347088,27.9,,S
+169,0,1,"Baumann, Mr. John D",male,,0,0,PC 17318,25.925,,S
+170,0,3,"Ling, Mr. Lee",male,28,0,0,1601,56.4958,,S
+171,0,1,"Van der hoef, Mr. Wyckoff",male,61,0,0,111240,33.5,B19,S
+172,0,3,"Rice, Master. Arthur",male,4,4,1,382652,29.125,,Q
+173,1,3,"Johnson, Miss. Eleanor Ileen",female,1,1,1,347742,11.1333,,S
+174,0,3,"Sivola, Mr. Antti Wilhelm",male,21,0,0,STON/O 2. 3101280,7.925,,S
+175,0,1,"Smith, Mr. James Clinch",male,56,0,0,17764,30.6958,A7,C
+176,0,3,"Klasen, Mr. Klas Albin",male,18,1,1,350404,7.8542,,S
+177,0,3,"Lefebre, Master. Henry Forbes",male,,3,1,4133,25.4667,,S
+178,0,1,"Isham, Miss. Ann Elizabeth",female,50,0,0,PC 17595,28.7125,C49,C
+179,0,2,"Hale, Mr. Reginald",male,30,0,0,250653,13,,S
+180,0,3,"Leonard, Mr. Lionel",male,36,0,0,LINE,0,,S
+181,0,3,"Sage, Miss. Constance Gladys",female,,8,2,CA. 2343,69.55,,S
+182,0,2,"Pernot, Mr. Rene",male,,0,0,SC/PARIS 2131,15.05,,C
+183,0,3,"Asplund, Master. Clarence Gustaf Hugo",male,9,4,2,347077,31.3875,,S
+184,1,2,"Becker, Master. Richard F",male,1,2,1,230136,39,F4,S
+185,1,3,"Kink-Heilmann, Miss. Luise Gretchen",female,4,0,2,315153,22.025,,S
+186,0,1,"Rood, Mr. Hugh Roscoe",male,,0,0,113767,50,A32,S
+187,1,3,"O'Brien, Mrs. Thomas (Johanna ""Hannah"" Godfrey)",female,,1,0,370365,15.5,,Q
+188,1,1,"Romaine, Mr. Charles Hallace (""Mr C Rolmane"")",male,45,0,0,111428,26.55,,S
+189,0,3,"Bourke, Mr. John",male,40,1,1,364849,15.5,,Q
+190,0,3,"Turcin, Mr. Stjepan",male,36,0,0,349247,7.8958,,S
+191,1,2,"Pinsky, Mrs. (Rosa)",female,32,0,0,234604,13,,S
+192,0,2,"Carbines, Mr. William",male,19,0,0,28424,13,,S
+193,1,3,"Andersen-Jensen, Miss. Carla Christine Nielsine",female,19,1,0,350046,7.8542,,S
+194,1,2,"Navratil, Master. Michel M",male,3,1,1,230080,26,F2,S
+195,1,1,"Brown, Mrs. James Joseph (Margaret Tobin)",female,44,0,0,PC 17610,27.7208,B4,C
+196,1,1,"Lurette, Miss. Elise",female,58,0,0,PC 17569,146.5208,B80,C
+197,0,3,"Mernagh, Mr. Robert",male,,0,0,368703,7.75,,Q
+198,0,3,"Olsen, Mr. Karl Siegwart Andreas",male,42,0,1,4579,8.4042,,S
+199,1,3,"Madigan, Miss. Margaret ""Maggie""",female,,0,0,370370,7.75,,Q
+200,0,2,"Yrois, Miss. Henriette (""Mrs Harbeck"")",female,24,0,0,248747,13,,S
+201,0,3,"Vande Walle, Mr. Nestor Cyriel",male,28,0,0,345770,9.5,,S
+202,0,3,"Sage, Mr. Frederick",male,,8,2,CA. 2343,69.55,,S
+203,0,3,"Johanson, Mr. Jakob Alfred",male,34,0,0,3101264,6.4958,,S
+204,0,3,"Youseff, Mr. Gerious",male,45.5,0,0,2628,7.225,,C
+205,1,3,"Cohen, Mr. Gurshon ""Gus""",male,18,0,0,A/5 3540,8.05,,S
+206,0,3,"Strom, Miss. Telma Matilda",female,2,0,1,347054,10.4625,G6,S
+207,0,3,"Backstrom, Mr. Karl Alfred",male,32,1,0,3101278,15.85,,S
+208,1,3,"Albimona, Mr. Nassef Cassem",male,26,0,0,2699,18.7875,,C
+209,1,3,"Carr, Miss. Helen ""Ellen""",female,16,0,0,367231,7.75,,Q
+210,1,1,"Blank, Mr. Henry",male,40,0,0,112277,31,A31,C
+211,0,3,"Ali, Mr. Ahmed",male,24,0,0,SOTON/O.Q. 3101311,7.05,,S
+212,1,2,"Cameron, Miss. Clear Annie",female,35,0,0,F.C.C. 13528,21,,S
+213,0,3,"Perkin, Mr. John Henry",male,22,0,0,A/5 21174,7.25,,S
+214,0,2,"Givard, Mr. Hans Kristensen",male,30,0,0,250646,13,,S
+215,0,3,"Kiernan, Mr. Philip",male,,1,0,367229,7.75,,Q
+216,1,1,"Newell, Miss. Madeleine",female,31,1,0,35273,113.275,D36,C
+217,1,3,"Honkanen, Miss. Eliina",female,27,0,0,STON/O2. 3101283,7.925,,S
+218,0,2,"Jacobsohn, Mr. Sidney Samuel",male,42,1,0,243847,27,,S
+219,1,1,"Bazzani, Miss. Albina",female,32,0,0,11813,76.2917,D15,C
+220,0,2,"Harris, Mr. Walter",male,30,0,0,W/C 14208,10.5,,S
+221,1,3,"Sunderland, Mr. Victor Francis",male,16,0,0,SOTON/OQ 392089,8.05,,S
+222,0,2,"Bracken, Mr. James H",male,27,0,0,220367,13,,S
+223,0,3,"Green, Mr. George Henry",male,51,0,0,21440,8.05,,S
+224,0,3,"Nenkoff, Mr. Christo",male,,0,0,349234,7.8958,,S
+225,1,1,"Hoyt, Mr. Frederick Maxfield",male,38,1,0,19943,90,C93,S
+226,0,3,"Berglund, Mr. Karl Ivar Sven",male,22,0,0,PP 4348,9.35,,S
+227,1,2,"Mellors, Mr. William John",male,19,0,0,SW/PP 751,10.5,,S
+228,0,3,"Lovell, Mr. John Hall (""Henry"")",male,20.5,0,0,A/5 21173,7.25,,S
+229,0,2,"Fahlstrom, Mr. Arne Jonas",male,18,0,0,236171,13,,S
+230,0,3,"Lefebre, Miss. Mathilde",female,,3,1,4133,25.4667,,S
+231,1,1,"Harris, Mrs. Henry Birkhardt (Irene Wallach)",female,35,1,0,36973,83.475,C83,S
+232,0,3,"Larsson, Mr. Bengt Edvin",male,29,0,0,347067,7.775,,S
+233,0,2,"Sjostedt, Mr. Ernst Adolf",male,59,0,0,237442,13.5,,S
+234,1,3,"Asplund, Miss. Lillian Gertrud",female,5,4,2,347077,31.3875,,S
+235,0,2,"Leyson, Mr. Robert William Norman",male,24,0,0,C.A. 29566,10.5,,S
+236,0,3,"Harknett, Miss. Alice Phoebe",female,,0,0,W./C. 6609,7.55,,S
+237,0,2,"Hold, Mr. Stephen",male,44,1,0,26707,26,,S
+238,1,2,"Collyer, Miss. Marjorie ""Lottie""",female,8,0,2,C.A. 31921,26.25,,S
+239,0,2,"Pengelly, Mr. Frederick William",male,19,0,0,28665,10.5,,S
+240,0,2,"Hunt, Mr. George Henry",male,33,0,0,SCO/W 1585,12.275,,S
+241,0,3,"Zabour, Miss. Thamine",female,,1,0,2665,14.4542,,C
+242,1,3,"Murphy, Miss. Katherine ""Kate""",female,,1,0,367230,15.5,,Q
+243,0,2,"Coleridge, Mr. Reginald Charles",male,29,0,0,W./C. 14263,10.5,,S
+244,0,3,"Maenpaa, Mr. Matti Alexanteri",male,22,0,0,STON/O 2. 3101275,7.125,,S
+245,0,3,"Attalah, Mr. Sleiman",male,30,0,0,2694,7.225,,C
+246,0,1,"Minahan, Dr. William Edward",male,44,2,0,19928,90,C78,Q
+247,0,3,"Lindahl, Miss. Agda Thorilda Viktoria",female,25,0,0,347071,7.775,,S
+248,1,2,"Hamalainen, Mrs. William (Anna)",female,24,0,2,250649,14.5,,S
+249,1,1,"Beckwith, Mr. Richard Leonard",male,37,1,1,11751,52.5542,D35,S
+250,0,2,"Carter, Rev. Ernest Courtenay",male,54,1,0,244252,26,,S
+251,0,3,"Reed, Mr. James George",male,,0,0,362316,7.25,,S
+252,0,3,"Strom, Mrs. Wilhelm (Elna Matilda Persson)",female,29,1,1,347054,10.4625,G6,S
+253,0,1,"Stead, Mr. William Thomas",male,62,0,0,113514,26.55,C87,S
+254,0,3,"Lobb, Mr. William Arthur",male,30,1,0,A/5. 3336,16.1,,S
+255,0,3,"Rosblom, Mrs. Viktor (Helena Wilhelmina)",female,41,0,2,370129,20.2125,,S
+256,1,3,"Touma, Mrs. Darwis (Hanne Youssef Razi)",female,29,0,2,2650,15.2458,,C
+257,1,1,"Thorne, Mrs. Gertrude Maybelle",female,,0,0,PC 17585,79.2,,C
+258,1,1,"Cherry, Miss. Gladys",female,30,0,0,110152,86.5,B77,S
+259,1,1,"Ward, Miss. Anna",female,35,0,0,PC 17755,512.3292,,C
+260,1,2,"Parrish, Mrs. (Lutie Davis)",female,50,0,1,230433,26,,S
+261,0,3,"Smith, Mr. Thomas",male,,0,0,384461,7.75,,Q
+262,1,3,"Asplund, Master. Edvin Rojj Felix",male,3,4,2,347077,31.3875,,S
+263,0,1,"Taussig, Mr. Emil",male,52,1,1,110413,79.65,E67,S
+264,0,1,"Harrison, Mr. William",male,40,0,0,112059,0,B94,S
+265,0,3,"Henry, Miss. Delia",female,,0,0,382649,7.75,,Q
+266,0,2,"Reeves, Mr. David",male,36,0,0,C.A. 17248,10.5,,S
+267,0,3,"Panula, Mr. Ernesti Arvid",male,16,4,1,3101295,39.6875,,S
+268,1,3,"Persson, Mr. Ernst Ulrik",male,25,1,0,347083,7.775,,S
+269,1,1,"Graham, Mrs. William Thompson (Edith Junkins)",female,58,0,1,PC 17582,153.4625,C125,S
+270,1,1,"Bissette, Miss. Amelia",female,35,0,0,PC 17760,135.6333,C99,S
+271,0,1,"Cairns, Mr. Alexander",male,,0,0,113798,31,,S
+272,1,3,"Tornquist, Mr. William Henry",male,25,0,0,LINE,0,,S
+273,1,2,"Mellinger, Mrs. (Elizabeth Anne Maidment)",female,41,0,1,250644,19.5,,S
+274,0,1,"Natsch, Mr. Charles H",male,37,0,1,PC 17596,29.7,C118,C
+275,1,3,"Healy, Miss. Hanora ""Nora""",female,,0,0,370375,7.75,,Q
+276,1,1,"Andrews, Miss. Kornelia Theodosia",female,63,1,0,13502,77.9583,D7,S
+277,0,3,"Lindblom, Miss. Augusta Charlotta",female,45,0,0,347073,7.75,,S
+278,0,2,"Parkes, Mr. Francis ""Frank""",male,,0,0,239853,0,,S
+279,0,3,"Rice, Master. Eric",male,7,4,1,382652,29.125,,Q
+280,1,3,"Abbott, Mrs. Stanton (Rosa Hunt)",female,35,1,1,C.A. 2673,20.25,,S
+281,0,3,"Duane, Mr. Frank",male,65,0,0,336439,7.75,,Q
+282,0,3,"Olsson, Mr. Nils Johan Goransson",male,28,0,0,347464,7.8542,,S
+283,0,3,"de Pelsmaeker, Mr. Alfons",male,16,0,0,345778,9.5,,S
+284,1,3,"Dorking, Mr. Edward Arthur",male,19,0,0,A/5. 10482,8.05,,S
+285,0,1,"Smith, Mr. Richard William",male,,0,0,113056,26,A19,S
+286,0,3,"Stankovic, Mr. Ivan",male,33,0,0,349239,8.6625,,C
+287,1,3,"de Mulder, Mr. Theodore",male,30,0,0,345774,9.5,,S
+288,0,3,"Naidenoff, Mr. Penko",male,22,0,0,349206,7.8958,,S
+289,1,2,"Hosono, Mr. Masabumi",male,42,0,0,237798,13,,S
+290,1,3,"Connolly, Miss. Kate",female,22,0,0,370373,7.75,,Q
+291,1,1,"Barber, Miss. Ellen ""Nellie""",female,26,0,0,19877,78.85,,S
+292,1,1,"Bishop, Mrs. Dickinson H (Helen Walton)",female,19,1,0,11967,91.0792,B49,C
+293,0,2,"Levy, Mr. Rene Jacques",male,36,0,0,SC/Paris 2163,12.875,D,C
+294,0,3,"Haas, Miss. Aloisia",female,24,0,0,349236,8.85,,S
+295,0,3,"Mineff, Mr. Ivan",male,24,0,0,349233,7.8958,,S
+296,0,1,"Lewy, Mr. Ervin G",male,,0,0,PC 17612,27.7208,,C
+297,0,3,"Hanna, Mr. Mansour",male,23.5,0,0,2693,7.2292,,C
+298,0,1,"Allison, Miss. Helen Loraine",female,2,1,2,113781,151.55,C22 C26,S
+299,1,1,"Saalfeld, Mr. Adolphe",male,,0,0,19988,30.5,C106,S
+300,1,1,"Baxter, Mrs. James (Helene DeLaudeniere Chaput)",female,50,0,1,PC 17558,247.5208,B58 B60,C
+301,1,3,"Kelly, Miss. Anna Katherine ""Annie Kate""",female,,0,0,9234,7.75,,Q
+302,1,3,"McCoy, Mr. Bernard",male,,2,0,367226,23.25,,Q
+303,0,3,"Johnson, Mr. William Cahoone Jr",male,19,0,0,LINE,0,,S
+304,1,2,"Keane, Miss. Nora A",female,,0,0,226593,12.35,E101,Q
+305,0,3,"Williams, Mr. Howard Hugh ""Harry""",male,,0,0,A/5 2466,8.05,,S
+306,1,1,"Allison, Master. Hudson Trevor",male,0.92,1,2,113781,151.55,C22 C26,S
+307,1,1,"Fleming, Miss. Margaret",female,,0,0,17421,110.8833,,C
+308,1,1,"Penasco y Castellana, Mrs. Victor de Satode (Maria Josefa Perez de Soto y Vallejo)",female,17,1,0,PC 17758,108.9,C65,C
+309,0,2,"Abelson, Mr. Samuel",male,30,1,0,P/PP 3381,24,,C
+310,1,1,"Francatelli, Miss. Laura Mabel",female,30,0,0,PC 17485,56.9292,E36,C
+311,1,1,"Hays, Miss. Margaret Bechstein",female,24,0,0,11767,83.1583,C54,C
+312,1,1,"Ryerson, Miss. Emily Borie",female,18,2,2,PC 17608,262.375,B57 B59 B63 B66,C
+313,0,2,"Lahtinen, Mrs. William (Anna Sylfven)",female,26,1,1,250651,26,,S
+314,0,3,"Hendekovic, Mr. Ignjac",male,28,0,0,349243,7.8958,,S
+315,0,2,"Hart, Mr. Benjamin",male,43,1,1,F.C.C. 13529,26.25,,S
+316,1,3,"Nilsson, Miss. Helmina Josefina",female,26,0,0,347470,7.8542,,S
+317,1,2,"Kantor, Mrs. Sinai (Miriam Sternin)",female,24,1,0,244367,26,,S
+318,0,2,"Moraweck, Dr. Ernest",male,54,0,0,29011,14,,S
+319,1,1,"Wick, Miss. Mary Natalie",female,31,0,2,36928,164.8667,C7,S
+320,1,1,"Spedden, Mrs. Frederic Oakley (Margaretta Corning Stone)",female,40,1,1,16966,134.5,E34,C
+321,0,3,"Dennis, Mr. Samuel",male,22,0,0,A/5 21172,7.25,,S
+322,0,3,"Danoff, Mr. Yoto",male,27,0,0,349219,7.8958,,S
+323,1,2,"Slayter, Miss. Hilda Mary",female,30,0,0,234818,12.35,,Q
+324,1,2,"Caldwell, Mrs. Albert Francis (Sylvia Mae Harbaugh)",female,22,1,1,248738,29,,S
+325,0,3,"Sage, Mr. George John Jr",male,,8,2,CA. 2343,69.55,,S
+326,1,1,"Young, Miss. Marie Grice",female,36,0,0,PC 17760,135.6333,C32,C
+327,0,3,"Nysveen, Mr. Johan Hansen",male,61,0,0,345364,6.2375,,S
+328,1,2,"Ball, Mrs. (Ada E Hall)",female,36,0,0,28551,13,D,S
+329,1,3,"Goldsmith, Mrs. Frank John (Emily Alice Brown)",female,31,1,1,363291,20.525,,S
+330,1,1,"Hippach, Miss. Jean Gertrude",female,16,0,1,111361,57.9792,B18,C
+331,1,3,"McCoy, Miss. Agnes",female,,2,0,367226,23.25,,Q
+332,0,1,"Partner, Mr. Austen",male,45.5,0,0,113043,28.5,C124,S
+333,0,1,"Graham, Mr. George Edward",male,38,0,1,PC 17582,153.4625,C91,S
+334,0,3,"Vander Planke, Mr. Leo Edmondus",male,16,2,0,345764,18,,S
+335,1,1,"Frauenthal, Mrs. Henry William (Clara Heinsheimer)",female,,1,0,PC 17611,133.65,,S
+336,0,3,"Denkoff, Mr. Mitto",male,,0,0,349225,7.8958,,S
+337,0,1,"Pears, Mr. Thomas Clinton",male,29,1,0,113776,66.6,C2,S
+338,1,1,"Burns, Miss. Elizabeth Margaret",female,41,0,0,16966,134.5,E40,C
+339,1,3,"Dahl, Mr. Karl Edwart",male,45,0,0,7598,8.05,,S
+340,0,1,"Blackwell, Mr. Stephen Weart",male,45,0,0,113784,35.5,T,S
+341,1,2,"Navratil, Master. Edmond Roger",male,2,1,1,230080,26,F2,S
+342,1,1,"Fortune, Miss. Alice Elizabeth",female,24,3,2,19950,263,C23 C25 C27,S
+343,0,2,"Collander, Mr. Erik Gustaf",male,28,0,0,248740,13,,S
+344,0,2,"Sedgwick, Mr. Charles Frederick Waddington",male,25,0,0,244361,13,,S
+345,0,2,"Fox, Mr. Stanley Hubert",male,36,0,0,229236,13,,S
+346,1,2,"Brown, Miss. Amelia ""Mildred""",female,24,0,0,248733,13,F33,S
+347,1,2,"Smith, Miss. Marion Elsie",female,40,0,0,31418,13,,S
+348,1,3,"Davison, Mrs. Thomas Henry (Mary E Finck)",female,,1,0,386525,16.1,,S
+349,1,3,"Coutts, Master. William Loch ""William""",male,3,1,1,C.A. 37671,15.9,,S
+350,0,3,"Dimic, Mr. Jovan",male,42,0,0,315088,8.6625,,S
+351,0,3,"Odahl, Mr. Nils Martin",male,23,0,0,7267,9.225,,S
+352,0,1,"Williams-Lambert, Mr. Fletcher Fellows",male,,0,0,113510,35,C128,S
+353,0,3,"Elias, Mr. Tannous",male,15,1,1,2695,7.2292,,C
+354,0,3,"Arnold-Franchi, Mr. Josef",male,25,1,0,349237,17.8,,S
+355,0,3,"Yousif, Mr. Wazli",male,,0,0,2647,7.225,,C
+356,0,3,"Vanden Steen, Mr. Leo Peter",male,28,0,0,345783,9.5,,S
+357,1,1,"Bowerman, Miss. Elsie Edith",female,22,0,1,113505,55,E33,S
+358,0,2,"Funk, Miss. Annie Clemmer",female,38,0,0,237671,13,,S
+359,1,3,"McGovern, Miss. Mary",female,,0,0,330931,7.8792,,Q
+360,1,3,"Mockler, Miss. Helen Mary ""Ellie""",female,,0,0,330980,7.8792,,Q
+361,0,3,"Skoog, Mr. Wilhelm",male,40,1,4,347088,27.9,,S
+362,0,2,"del Carlo, Mr. Sebastiano",male,29,1,0,SC/PARIS 2167,27.7208,,C
+363,0,3,"Barbara, Mrs. (Catherine David)",female,45,0,1,2691,14.4542,,C
+364,0,3,"Asim, Mr. Adola",male,35,0,0,SOTON/O.Q. 3101310,7.05,,S
+365,0,3,"O'Brien, Mr. Thomas",male,,1,0,370365,15.5,,Q
+366,0,3,"Adahl, Mr. Mauritz Nils Martin",male,30,0,0,C 7076,7.25,,S
+367,1,1,"Warren, Mrs. Frank Manley (Anna Sophia Atkinson)",female,60,1,0,110813,75.25,D37,C
+368,1,3,"Moussa, Mrs. (Mantoura Boulos)",female,,0,0,2626,7.2292,,C
+369,1,3,"Jermyn, Miss. Annie",female,,0,0,14313,7.75,,Q
+370,1,1,"Aubart, Mme. Leontine Pauline",female,24,0,0,PC 17477,69.3,B35,C
+371,1,1,"Harder, Mr. George Achilles",male,25,1,0,11765,55.4417,E50,C
+372,0,3,"Wiklund, Mr. Jakob Alfred",male,18,1,0,3101267,6.4958,,S
+373,0,3,"Beavan, Mr. William Thomas",male,19,0,0,323951,8.05,,S
+374,0,1,"Ringhini, Mr. Sante",male,22,0,0,PC 17760,135.6333,,C
+375,0,3,"Palsson, Miss. Stina Viola",female,3,3,1,349909,21.075,,S
+376,1,1,"Meyer, Mrs. Edgar Joseph (Leila Saks)",female,,1,0,PC 17604,82.1708,,C
+377,1,3,"Landergren, Miss. Aurora Adelia",female,22,0,0,C 7077,7.25,,S
+378,0,1,"Widener, Mr. Harry Elkins",male,27,0,2,113503,211.5,C82,C
+379,0,3,"Betros, Mr. Tannous",male,20,0,0,2648,4.0125,,C
+380,0,3,"Gustafsson, Mr. Karl Gideon",male,19,0,0,347069,7.775,,S
+381,1,1,"Bidois, Miss. Rosalie",female,42,0,0,PC 17757,227.525,,C
+382,1,3,"Nakid, Miss. Maria (""Mary"")",female,1,0,2,2653,15.7417,,C
+383,0,3,"Tikkanen, Mr. Juho",male,32,0,0,STON/O 2. 3101293,7.925,,S
+384,1,1,"Holverson, Mrs. Alexander Oskar (Mary Aline Towner)",female,35,1,0,113789,52,,S
+385,0,3,"Plotcharsky, Mr. Vasil",male,,0,0,349227,7.8958,,S
+386,0,2,"Davies, Mr. Charles Henry",male,18,0,0,S.O.C. 14879,73.5,,S
+387,0,3,"Goodwin, Master. Sidney Leonard",male,1,5,2,CA 2144,46.9,,S
+388,1,2,"Buss, Miss. Kate",female,36,0,0,27849,13,,S
+389,0,3,"Sadlier, Mr. Matthew",male,,0,0,367655,7.7292,,Q
+390,1,2,"Lehmann, Miss. Bertha",female,17,0,0,SC 1748,12,,C
+391,1,1,"Carter, Mr. William Ernest",male,36,1,2,113760,120,B96 B98,S
+392,1,3,"Jansson, Mr. Carl Olof",male,21,0,0,350034,7.7958,,S
+393,0,3,"Gustafsson, Mr. Johan Birger",male,28,2,0,3101277,7.925,,S
+394,1,1,"Newell, Miss. Marjorie",female,23,1,0,35273,113.275,D36,C
+395,1,3,"Sandstrom, Mrs. Hjalmar (Agnes Charlotta Bengtsson)",female,24,0,2,PP 9549,16.7,G6,S
+396,0,3,"Johansson, Mr. Erik",male,22,0,0,350052,7.7958,,S
+397,0,3,"Olsson, Miss. Elina",female,31,0,0,350407,7.8542,,S
+398,0,2,"McKane, Mr. Peter David",male,46,0,0,28403,26,,S
+399,0,2,"Pain, Dr. Alfred",male,23,0,0,244278,10.5,,S
+400,1,2,"Trout, Mrs. William H (Jessie L)",female,28,0,0,240929,12.65,,S
+401,1,3,"Niskanen, Mr. Juha",male,39,0,0,STON/O 2. 3101289,7.925,,S
+402,0,3,"Adams, Mr. John",male,26,0,0,341826,8.05,,S
+403,0,3,"Jussila, Miss. Mari Aina",female,21,1,0,4137,9.825,,S
+404,0,3,"Hakkarainen, Mr. Pekka Pietari",male,28,1,0,STON/O2. 3101279,15.85,,S
+405,0,3,"Oreskovic, Miss. Marija",female,20,0,0,315096,8.6625,,S
+406,0,2,"Gale, Mr. Shadrach",male,34,1,0,28664,21,,S
+407,0,3,"Widegren, Mr. Carl/Charles Peter",male,51,0,0,347064,7.75,,S
+408,1,2,"Richards, Master. William Rowe",male,3,1,1,29106,18.75,,S
+409,0,3,"Birkeland, Mr. Hans Martin Monsen",male,21,0,0,312992,7.775,,S
+410,0,3,"Lefebre, Miss. Ida",female,,3,1,4133,25.4667,,S
+411,0,3,"Sdycoff, Mr. Todor",male,,0,0,349222,7.8958,,S
+412,0,3,"Hart, Mr. Henry",male,,0,0,394140,6.8583,,Q
+413,1,1,"Minahan, Miss. Daisy E",female,33,1,0,19928,90,C78,Q
+414,0,2,"Cunningham, Mr. Alfred Fleming",male,,0,0,239853,0,,S
+415,1,3,"Sundman, Mr. Johan Julian",male,44,0,0,STON/O 2. 3101269,7.925,,S
+416,0,3,"Meek, Mrs. Thomas (Annie Louise Rowley)",female,,0,0,343095,8.05,,S
+417,1,2,"Drew, Mrs. James Vivian (Lulu Thorne Christian)",female,34,1,1,28220,32.5,,S
+418,1,2,"Silven, Miss. Lyyli Karoliina",female,18,0,2,250652,13,,S
+419,0,2,"Matthews, Mr. William John",male,30,0,0,28228,13,,S
+420,0,3,"Van Impe, Miss. Catharina",female,10,0,2,345773,24.15,,S
+421,0,3,"Gheorgheff, Mr. Stanio",male,,0,0,349254,7.8958,,C
+422,0,3,"Charters, Mr. David",male,21,0,0,A/5. 13032,7.7333,,Q
+423,0,3,"Zimmerman, Mr. Leo",male,29,0,0,315082,7.875,,S
+424,0,3,"Danbom, Mrs. Ernst Gilbert (Anna Sigrid Maria Brogren)",female,28,1,1,347080,14.4,,S
+425,0,3,"Rosblom, Mr. Viktor Richard",male,18,1,1,370129,20.2125,,S
+426,0,3,"Wiseman, Mr. Phillippe",male,,0,0,A/4. 34244,7.25,,S
+427,1,2,"Clarke, Mrs. Charles V (Ada Maria Winfield)",female,28,1,0,2003,26,,S
+428,1,2,"Phillips, Miss. Kate Florence (""Mrs Kate Louise Phillips Marshall"")",female,19,0,0,250655,26,,S
+429,0,3,"Flynn, Mr. James",male,,0,0,364851,7.75,,Q
+430,1,3,"Pickard, Mr. Berk (Berk Trembisky)",male,32,0,0,SOTON/O.Q. 392078,8.05,E10,S
+431,1,1,"Bjornstrom-Steffansson, Mr. Mauritz Hakan",male,28,0,0,110564,26.55,C52,S
+432,1,3,"Thorneycroft, Mrs. Percival (Florence Kate White)",female,,1,0,376564,16.1,,S
+433,1,2,"Louch, Mrs. Charles Alexander (Alice Adelaide Slow)",female,42,1,0,SC/AH 3085,26,,S
+434,0,3,"Kallio, Mr. Nikolai Erland",male,17,0,0,STON/O 2. 3101274,7.125,,S
+435,0,1,"Silvey, Mr. William Baird",male,50,1,0,13507,55.9,E44,S
+436,1,1,"Carter, Miss. Lucile Polk",female,14,1,2,113760,120,B96 B98,S
+437,0,3,"Ford, Miss. Doolina Margaret ""Daisy""",female,21,2,2,W./C. 6608,34.375,,S
+438,1,2,"Richards, Mrs. Sidney (Emily Hocking)",female,24,2,3,29106,18.75,,S
+439,0,1,"Fortune, Mr. Mark",male,64,1,4,19950,263,C23 C25 C27,S
+440,0,2,"Kvillner, Mr. Johan Henrik Johannesson",male,31,0,0,C.A. 18723,10.5,,S
+441,1,2,"Hart, Mrs. Benjamin (Esther Ada Bloomfield)",female,45,1,1,F.C.C. 13529,26.25,,S
+442,0,3,"Hampe, Mr. Leon",male,20,0,0,345769,9.5,,S
+443,0,3,"Petterson, Mr. Johan Emil",male,25,1,0,347076,7.775,,S
+444,1,2,"Reynaldo, Ms. Encarnacion",female,28,0,0,230434,13,,S
+445,1,3,"Johannesen-Bratthammer, Mr. Bernt",male,,0,0,65306,8.1125,,S
+446,1,1,"Dodge, Master. Washington",male,4,0,2,33638,81.8583,A34,S
+447,1,2,"Mellinger, Miss. Madeleine Violet",female,13,0,1,250644,19.5,,S
+448,1,1,"Seward, Mr. Frederic Kimber",male,34,0,0,113794,26.55,,S
+449,1,3,"Baclini, Miss. Marie Catherine",female,5,2,1,2666,19.2583,,C
+450,1,1,"Peuchen, Major. Arthur Godfrey",male,52,0,0,113786,30.5,C104,S
+451,0,2,"West, Mr. Edwy Arthur",male,36,1,2,C.A. 34651,27.75,,S
+452,0,3,"Hagland, Mr. Ingvald Olai Olsen",male,,1,0,65303,19.9667,,S
+453,0,1,"Foreman, Mr. Benjamin Laventall",male,30,0,0,113051,27.75,C111,C
+454,1,1,"Goldenberg, Mr. Samuel L",male,49,1,0,17453,89.1042,C92,C
+455,0,3,"Peduzzi, Mr. Joseph",male,,0,0,A/5 2817,8.05,,S
+456,1,3,"Jalsevac, Mr. Ivan",male,29,0,0,349240,7.8958,,C
+457,0,1,"Millet, Mr. Francis Davis",male,65,0,0,13509,26.55,E38,S
+458,1,1,"Kenyon, Mrs. Frederick R (Marion)",female,,1,0,17464,51.8625,D21,S
+459,1,2,"Toomey, Miss. Ellen",female,50,0,0,F.C.C. 13531,10.5,,S
+460,0,3,"O'Connor, Mr. Maurice",male,,0,0,371060,7.75,,Q
+461,1,1,"Anderson, Mr. Harry",male,48,0,0,19952,26.55,E12,S
+462,0,3,"Morley, Mr. William",male,34,0,0,364506,8.05,,S
+463,0,1,"Gee, Mr. Arthur H",male,47,0,0,111320,38.5,E63,S
+464,0,2,"Milling, Mr. Jacob Christian",male,48,0,0,234360,13,,S
+465,0,3,"Maisner, Mr. Simon",male,,0,0,A/S 2816,8.05,,S
+466,0,3,"Goncalves, Mr. Manuel Estanslas",male,38,0,0,SOTON/O.Q. 3101306,7.05,,S
+467,0,2,"Campbell, Mr. William",male,,0,0,239853,0,,S
+468,0,1,"Smart, Mr. John Montgomery",male,56,0,0,113792,26.55,,S
+469,0,3,"Scanlan, Mr. James",male,,0,0,36209,7.725,,Q
+470,1,3,"Baclini, Miss. Helene Barbara",female,0.75,2,1,2666,19.2583,,C
+471,0,3,"Keefe, Mr. Arthur",male,,0,0,323592,7.25,,S
+472,0,3,"Cacic, Mr. Luka",male,38,0,0,315089,8.6625,,S
+473,1,2,"West, Mrs. Edwy Arthur (Ada Mary Worth)",female,33,1,2,C.A. 34651,27.75,,S
+474,1,2,"Jerwan, Mrs. Amin S (Marie Marthe Thuillard)",female,23,0,0,SC/AH Basle 541,13.7917,D,C
+475,0,3,"Strandberg, Miss. Ida Sofia",female,22,0,0,7553,9.8375,,S
+476,0,1,"Clifford, Mr. George Quincy",male,,0,0,110465,52,A14,S
+477,0,2,"Renouf, Mr. Peter Henry",male,34,1,0,31027,21,,S
+478,0,3,"Braund, Mr. Lewis Richard",male,29,1,0,3460,7.0458,,S
+479,0,3,"Karlsson, Mr. Nils August",male,22,0,0,350060,7.5208,,S
+480,1,3,"Hirvonen, Miss. Hildur E",female,2,0,1,3101298,12.2875,,S
+481,0,3,"Goodwin, Master. Harold Victor",male,9,5,2,CA 2144,46.9,,S
+482,0,2,"Frost, Mr. Anthony Wood ""Archie""",male,,0,0,239854,0,,S
+483,0,3,"Rouse, Mr. Richard Henry",male,50,0,0,A/5 3594,8.05,,S
+484,1,3,"Turkula, Mrs. (Hedwig)",female,63,0,0,4134,9.5875,,S
+485,1,1,"Bishop, Mr. Dickinson H",male,25,1,0,11967,91.0792,B49,C
+486,0,3,"Lefebre, Miss. Jeannie",female,,3,1,4133,25.4667,,S
+487,1,1,"Hoyt, Mrs. Frederick Maxfield (Jane Anne Forby)",female,35,1,0,19943,90,C93,S
+488,0,1,"Kent, Mr. Edward Austin",male,58,0,0,11771,29.7,B37,C
+489,0,3,"Somerton, Mr. Francis William",male,30,0,0,A.5. 18509,8.05,,S
+490,1,3,"Coutts, Master. Eden Leslie ""Neville""",male,9,1,1,C.A. 37671,15.9,,S
+491,0,3,"Hagland, Mr. Konrad Mathias Reiersen",male,,1,0,65304,19.9667,,S
+492,0,3,"Windelov, Mr. Einar",male,21,0,0,SOTON/OQ 3101317,7.25,,S
+493,0,1,"Molson, Mr. Harry Markland",male,55,0,0,113787,30.5,C30,S
+494,0,1,"Artagaveytia, Mr. Ramon",male,71,0,0,PC 17609,49.5042,,C
+495,0,3,"Stanley, Mr. Edward Roland",male,21,0,0,A/4 45380,8.05,,S
+496,0,3,"Yousseff, Mr. Gerious",male,,0,0,2627,14.4583,,C
+497,1,1,"Eustis, Miss. Elizabeth Mussey",female,54,1,0,36947,78.2667,D20,C
+498,0,3,"Shellard, Mr. Frederick William",male,,0,0,C.A. 6212,15.1,,S
+499,0,1,"Allison, Mrs. Hudson J C (Bessie Waldo Daniels)",female,25,1,2,113781,151.55,C22 C26,S
+500,0,3,"Svensson, Mr. Olof",male,24,0,0,350035,7.7958,,S
+501,0,3,"Calic, Mr. Petar",male,17,0,0,315086,8.6625,,S
+502,0,3,"Canavan, Miss. Mary",female,21,0,0,364846,7.75,,Q
+503,0,3,"O'Sullivan, Miss. Bridget Mary",female,,0,0,330909,7.6292,,Q
+504,0,3,"Laitinen, Miss. Kristina Sofia",female,37,0,0,4135,9.5875,,S
+505,1,1,"Maioni, Miss. Roberta",female,16,0,0,110152,86.5,B79,S
+506,0,1,"Penasco y Castellana, Mr. Victor de Satode",male,18,1,0,PC 17758,108.9,C65,C
+507,1,2,"Quick, Mrs. Frederick Charles (Jane Richards)",female,33,0,2,26360,26,,S
+508,1,1,"Bradley, Mr. George (""George Arthur Brayton"")",male,,0,0,111427,26.55,,S
+509,0,3,"Olsen, Mr. Henry Margido",male,28,0,0,C 4001,22.525,,S
+510,1,3,"Lang, Mr. Fang",male,26,0,0,1601,56.4958,,S
+511,1,3,"Daly, Mr. Eugene Patrick",male,29,0,0,382651,7.75,,Q
+512,0,3,"Webber, Mr. James",male,,0,0,SOTON/OQ 3101316,8.05,,S
+513,1,1,"McGough, Mr. James Robert",male,36,0,0,PC 17473,26.2875,E25,S
+514,1,1,"Rothschild, Mrs. Martin (Elizabeth L. Barrett)",female,54,1,0,PC 17603,59.4,,C
+515,0,3,"Coleff, Mr. Satio",male,24,0,0,349209,7.4958,,S
+516,0,1,"Walker, Mr. William Anderson",male,47,0,0,36967,34.0208,D46,S
+517,1,2,"Lemore, Mrs. (Amelia Milley)",female,34,0,0,C.A. 34260,10.5,F33,S
+518,0,3,"Ryan, Mr. Patrick",male,,0,0,371110,24.15,,Q
+519,1,2,"Angle, Mrs. William A (Florence ""Mary"" Agnes Hughes)",female,36,1,0,226875,26,,S
+520,0,3,"Pavlovic, Mr. Stefo",male,32,0,0,349242,7.8958,,S
+521,1,1,"Perreault, Miss. Anne",female,30,0,0,12749,93.5,B73,S
+522,0,3,"Vovk, Mr. Janko",male,22,0,0,349252,7.8958,,S
+523,0,3,"Lahoud, Mr. Sarkis",male,,0,0,2624,7.225,,C
+524,1,1,"Hippach, Mrs. Louis Albert (Ida Sophia Fischer)",female,44,0,1,111361,57.9792,B18,C
+525,0,3,"Kassem, Mr. Fared",male,,0,0,2700,7.2292,,C
+526,0,3,"Farrell, Mr. James",male,40.5,0,0,367232,7.75,,Q
+527,1,2,"Ridsdale, Miss. Lucy",female,50,0,0,W./C. 14258,10.5,,S
+528,0,1,"Farthing, Mr. John",male,,0,0,PC 17483,221.7792,C95,S
+529,0,3,"Salonen, Mr. Johan Werner",male,39,0,0,3101296,7.925,,S
+530,0,2,"Hocking, Mr. Richard George",male,23,2,1,29104,11.5,,S
+531,1,2,"Quick, Miss. Phyllis May",female,2,1,1,26360,26,,S
+532,0,3,"Toufik, Mr. Nakli",male,,0,0,2641,7.2292,,C
+533,0,3,"Elias, Mr. Joseph Jr",male,17,1,1,2690,7.2292,,C
+534,1,3,"Peter, Mrs. Catherine (Catherine Rizk)",female,,0,2,2668,22.3583,,C
+535,0,3,"Cacic, Miss. Marija",female,30,0,0,315084,8.6625,,S
+536,1,2,"Hart, Miss. Eva Miriam",female,7,0,2,F.C.C. 13529,26.25,,S
+537,0,1,"Butt, Major. Archibald Willingham",male,45,0,0,113050,26.55,B38,S
+538,1,1,"LeRoy, Miss. Bertha",female,30,0,0,PC 17761,106.425,,C
+539,0,3,"Risien, Mr. Samuel Beard",male,,0,0,364498,14.5,,S
+540,1,1,"Frolicher, Miss. Hedwig Margaritha",female,22,0,2,13568,49.5,B39,C
+541,1,1,"Crosby, Miss. Harriet R",female,36,0,2,WE/P 5735,71,B22,S
+542,0,3,"Andersson, Miss. Ingeborg Constanzia",female,9,4,2,347082,31.275,,S
+543,0,3,"Andersson, Miss. Sigrid Elisabeth",female,11,4,2,347082,31.275,,S
+544,1,2,"Beane, Mr. Edward",male,32,1,0,2908,26,,S
+545,0,1,"Douglas, Mr. Walter Donald",male,50,1,0,PC 17761,106.425,C86,C
+546,0,1,"Nicholson, Mr. Arthur Ernest",male,64,0,0,693,26,,S
+547,1,2,"Beane, Mrs. Edward (Ethel Clarke)",female,19,1,0,2908,26,,S
+548,1,2,"Padro y Manent, Mr. Julian",male,,0,0,SC/PARIS 2146,13.8625,,C
+549,0,3,"Goldsmith, Mr. Frank John",male,33,1,1,363291,20.525,,S
+550,1,2,"Davies, Master. John Morgan Jr",male,8,1,1,C.A. 33112,36.75,,S
+551,1,1,"Thayer, Mr. John Borland Jr",male,17,0,2,17421,110.8833,C70,C
+552,0,2,"Sharp, Mr. Percival James R",male,27,0,0,244358,26,,S
+553,0,3,"O'Brien, Mr. Timothy",male,,0,0,330979,7.8292,,Q
+554,1,3,"Leeni, Mr. Fahim (""Philip Zenni"")",male,22,0,0,2620,7.225,,C
+555,1,3,"Ohman, Miss. Velin",female,22,0,0,347085,7.775,,S
+556,0,1,"Wright, Mr. George",male,62,0,0,113807,26.55,,S
+557,1,1,"Duff Gordon, Lady. (Lucille Christiana Sutherland) (""Mrs Morgan"")",female,48,1,0,11755,39.6,A16,C
+558,0,1,"Robbins, Mr. Victor",male,,0,0,PC 17757,227.525,,C
+559,1,1,"Taussig, Mrs. Emil (Tillie Mandelbaum)",female,39,1,1,110413,79.65,E67,S
+560,1,3,"de Messemaeker, Mrs. Guillaume Joseph (Emma)",female,36,1,0,345572,17.4,,S
+561,0,3,"Morrow, Mr. Thomas Rowan",male,,0,0,372622,7.75,,Q
+562,0,3,"Sivic, Mr. Husein",male,40,0,0,349251,7.8958,,S
+563,0,2,"Norman, Mr. Robert Douglas",male,28,0,0,218629,13.5,,S
+564,0,3,"Simmons, Mr. John",male,,0,0,SOTON/OQ 392082,8.05,,S
+565,0,3,"Meanwell, Miss. (Marion Ogden)",female,,0,0,SOTON/O.Q. 392087,8.05,,S
+566,0,3,"Davies, Mr. Alfred J",male,24,2,0,A/4 48871,24.15,,S
+567,0,3,"Stoytcheff, Mr. Ilia",male,19,0,0,349205,7.8958,,S
+568,0,3,"Palsson, Mrs. Nils (Alma Cornelia Berglund)",female,29,0,4,349909,21.075,,S
+569,0,3,"Doharr, Mr. Tannous",male,,0,0,2686,7.2292,,C
+570,1,3,"Jonsson, Mr. Carl",male,32,0,0,350417,7.8542,,S
+571,1,2,"Harris, Mr. George",male,62,0,0,S.W./PP 752,10.5,,S
+572,1,1,"Appleton, Mrs. Edward Dale (Charlotte Lamson)",female,53,2,0,11769,51.4792,C101,S
+573,1,1,"Flynn, Mr. John Irwin (""Irving"")",male,36,0,0,PC 17474,26.3875,E25,S
+574,1,3,"Kelly, Miss. Mary",female,,0,0,14312,7.75,,Q
+575,0,3,"Rush, Mr. Alfred George John",male,16,0,0,A/4. 20589,8.05,,S
+576,0,3,"Patchett, Mr. George",male,19,0,0,358585,14.5,,S
+577,1,2,"Garside, Miss. Ethel",female,34,0,0,243880,13,,S
+578,1,1,"Silvey, Mrs. William Baird (Alice Munger)",female,39,1,0,13507,55.9,E44,S
+579,0,3,"Caram, Mrs. Joseph (Maria Elias)",female,,1,0,2689,14.4583,,C
+580,1,3,"Jussila, Mr. Eiriik",male,32,0,0,STON/O 2. 3101286,7.925,,S
+581,1,2,"Christy, Miss. Julie Rachel",female,25,1,1,237789,30,,S
+582,1,1,"Thayer, Mrs. John Borland (Marian Longstreth Morris)",female,39,1,1,17421,110.8833,C68,C
+583,0,2,"Downton, Mr. William James",male,54,0,0,28403,26,,S
+584,0,1,"Ross, Mr. John Hugo",male,36,0,0,13049,40.125,A10,C
+585,0,3,"Paulner, Mr. Uscher",male,,0,0,3411,8.7125,,C
+586,1,1,"Taussig, Miss. Ruth",female,18,0,2,110413,79.65,E68,S
+587,0,2,"Jarvis, Mr. John Denzil",male,47,0,0,237565,15,,S
+588,1,1,"Frolicher-Stehli, Mr. Maxmillian",male,60,1,1,13567,79.2,B41,C
+589,0,3,"Gilinski, Mr. Eliezer",male,22,0,0,14973,8.05,,S
+590,0,3,"Murdlin, Mr. Joseph",male,,0,0,A./5. 3235,8.05,,S
+591,0,3,"Rintamaki, Mr. Matti",male,35,0,0,STON/O 2. 3101273,7.125,,S
+592,1,1,"Stephenson, Mrs. Walter Bertram (Martha Eustis)",female,52,1,0,36947,78.2667,D20,C
+593,0,3,"Elsbury, Mr. William James",male,47,0,0,A/5 3902,7.25,,S
+594,0,3,"Bourke, Miss. Mary",female,,0,2,364848,7.75,,Q
+595,0,2,"Chapman, Mr. John Henry",male,37,1,0,SC/AH 29037,26,,S
+596,0,3,"Van Impe, Mr. Jean Baptiste",male,36,1,1,345773,24.15,,S
+597,1,2,"Leitch, Miss. Jessie Wills",female,,0,0,248727,33,,S
+598,0,3,"Johnson, Mr. Alfred",male,49,0,0,LINE,0,,S
+599,0,3,"Boulos, Mr. Hanna",male,,0,0,2664,7.225,,C
+600,1,1,"Duff Gordon, Sir. Cosmo Edmund (""Mr Morgan"")",male,49,1,0,PC 17485,56.9292,A20,C
+601,1,2,"Jacobsohn, Mrs. Sidney Samuel (Amy Frances Christy)",female,24,2,1,243847,27,,S
+602,0,3,"Slabenoff, Mr. Petco",male,,0,0,349214,7.8958,,S
+603,0,1,"Harrington, Mr. Charles H",male,,0,0,113796,42.4,,S
+604,0,3,"Torber, Mr. Ernst William",male,44,0,0,364511,8.05,,S
+605,1,1,"Homer, Mr. Harry (""Mr E Haven"")",male,35,0,0,111426,26.55,,C
+606,0,3,"Lindell, Mr. Edvard Bengtsson",male,36,1,0,349910,15.55,,S
+607,0,3,"Karaic, Mr. Milan",male,30,0,0,349246,7.8958,,S
+608,1,1,"Daniel, Mr. Robert Williams",male,27,0,0,113804,30.5,,S
+609,1,2,"Laroche, Mrs. Joseph (Juliette Marie Louise Lafargue)",female,22,1,2,SC/Paris 2123,41.5792,,C
+610,1,1,"Shutes, Miss. Elizabeth W",female,40,0,0,PC 17582,153.4625,C125,S
+611,0,3,"Andersson, Mrs. Anders Johan (Alfrida Konstantia Brogren)",female,39,1,5,347082,31.275,,S
+612,0,3,"Jardin, Mr. Jose Neto",male,,0,0,SOTON/O.Q. 3101305,7.05,,S
+613,1,3,"Murphy, Miss. Margaret Jane",female,,1,0,367230,15.5,,Q
+614,0,3,"Horgan, Mr. John",male,,0,0,370377,7.75,,Q
+615,0,3,"Brocklebank, Mr. William Alfred",male,35,0,0,364512,8.05,,S
+616,1,2,"Herman, Miss. Alice",female,24,1,2,220845,65,,S
+617,0,3,"Danbom, Mr. Ernst Gilbert",male,34,1,1,347080,14.4,,S
+618,0,3,"Lobb, Mrs. William Arthur (Cordelia K Stanlick)",female,26,1,0,A/5. 3336,16.1,,S
+619,1,2,"Becker, Miss. Marion Louise",female,4,2,1,230136,39,F4,S
+620,0,2,"Gavey, Mr. Lawrence",male,26,0,0,31028,10.5,,S
+621,0,3,"Yasbeck, Mr. Antoni",male,27,1,0,2659,14.4542,,C
+622,1,1,"Kimball, Mr. Edwin Nelson Jr",male,42,1,0,11753,52.5542,D19,S
+623,1,3,"Nakid, Mr. Sahid",male,20,1,1,2653,15.7417,,C
+624,0,3,"Hansen, Mr. Henry Damsgaard",male,21,0,0,350029,7.8542,,S
+625,0,3,"Bowen, Mr. David John ""Dai""",male,21,0,0,54636,16.1,,S
+626,0,1,"Sutton, Mr. Frederick",male,61,0,0,36963,32.3208,D50,S
+627,0,2,"Kirkland, Rev. Charles Leonard",male,57,0,0,219533,12.35,,Q
+628,1,1,"Longley, Miss. Gretchen Fiske",female,21,0,0,13502,77.9583,D9,S
+629,0,3,"Bostandyeff, Mr. Guentcho",male,26,0,0,349224,7.8958,,S
+630,0,3,"O'Connell, Mr. Patrick D",male,,0,0,334912,7.7333,,Q
+631,1,1,"Barkworth, Mr. Algernon Henry Wilson",male,80,0,0,27042,30,A23,S
+632,0,3,"Lundahl, Mr. Johan Svensson",male,51,0,0,347743,7.0542,,S
+633,1,1,"Stahelin-Maeglin, Dr. Max",male,32,0,0,13214,30.5,B50,C
+634,0,1,"Parr, Mr. William Henry Marsh",male,,0,0,112052,0,,S
+635,0,3,"Skoog, Miss. Mabel",female,9,3,2,347088,27.9,,S
+636,1,2,"Davis, Miss. Mary",female,28,0,0,237668,13,,S
+637,0,3,"Leinonen, Mr. Antti Gustaf",male,32,0,0,STON/O 2. 3101292,7.925,,S
+638,0,2,"Collyer, Mr. Harvey",male,31,1,1,C.A. 31921,26.25,,S
+639,0,3,"Panula, Mrs. Juha (Maria Emilia Ojala)",female,41,0,5,3101295,39.6875,,S
+640,0,3,"Thorneycroft, Mr. Percival",male,,1,0,376564,16.1,,S
+641,0,3,"Jensen, Mr. Hans Peder",male,20,0,0,350050,7.8542,,S
+642,1,1,"Sagesser, Mlle. Emma",female,24,0,0,PC 17477,69.3,B35,C
+643,0,3,"Skoog, Miss. Margit Elizabeth",female,2,3,2,347088,27.9,,S
+644,1,3,"Foo, Mr. Choong",male,,0,0,1601,56.4958,,S
+645,1,3,"Baclini, Miss. Eugenie",female,0.75,2,1,2666,19.2583,,C
+646,1,1,"Harper, Mr. Henry Sleeper",male,48,1,0,PC 17572,76.7292,D33,C
+647,0,3,"Cor, Mr. Liudevit",male,19,0,0,349231,7.8958,,S
+648,1,1,"Simonius-Blumer, Col. Oberst Alfons",male,56,0,0,13213,35.5,A26,C
+649,0,3,"Willey, Mr. Edward",male,,0,0,S.O./P.P. 751,7.55,,S
+650,1,3,"Stanley, Miss. Amy Zillah Elsie",female,23,0,0,CA. 2314,7.55,,S
+651,0,3,"Mitkoff, Mr. Mito",male,,0,0,349221,7.8958,,S
+652,1,2,"Doling, Miss. Elsie",female,18,0,1,231919,23,,S
+653,0,3,"Kalvik, Mr. Johannes Halvorsen",male,21,0,0,8475,8.4333,,S
+654,1,3,"O'Leary, Miss. Hanora ""Norah""",female,,0,0,330919,7.8292,,Q
+655,0,3,"Hegarty, Miss. Hanora ""Nora""",female,18,0,0,365226,6.75,,Q
+656,0,2,"Hickman, Mr. Leonard Mark",male,24,2,0,S.O.C. 14879,73.5,,S
+657,0,3,"Radeff, Mr. Alexander",male,,0,0,349223,7.8958,,S
+658,0,3,"Bourke, Mrs. John (Catherine)",female,32,1,1,364849,15.5,,Q
+659,0,2,"Eitemiller, Mr. George Floyd",male,23,0,0,29751,13,,S
+660,0,1,"Newell, Mr. Arthur Webster",male,58,0,2,35273,113.275,D48,C
+661,1,1,"Frauenthal, Dr. Henry William",male,50,2,0,PC 17611,133.65,,S
+662,0,3,"Badt, Mr. Mohamed",male,40,0,0,2623,7.225,,C
+663,0,1,"Colley, Mr. Edward Pomeroy",male,47,0,0,5727,25.5875,E58,S
+664,0,3,"Coleff, Mr. Peju",male,36,0,0,349210,7.4958,,S
+665,1,3,"Lindqvist, Mr. Eino William",male,20,1,0,STON/O 2. 3101285,7.925,,S
+666,0,2,"Hickman, Mr. Lewis",male,32,2,0,S.O.C. 14879,73.5,,S
+667,0,2,"Butler, Mr. Reginald Fenton",male,25,0,0,234686,13,,S
+668,0,3,"Rommetvedt, Mr. Knud Paust",male,,0,0,312993,7.775,,S
+669,0,3,"Cook, Mr. Jacob",male,43,0,0,A/5 3536,8.05,,S
+670,1,1,"Taylor, Mrs. Elmer Zebley (Juliet Cummins Wright)",female,,1,0,19996,52,C126,S
+671,1,2,"Brown, Mrs. Thomas William Solomon (Elizabeth Catherine Ford)",female,40,1,1,29750,39,,S
+672,0,1,"Davidson, Mr. Thornton",male,31,1,0,F.C. 12750,52,B71,S
+673,0,2,"Mitchell, Mr. Henry Michael",male,70,0,0,C.A. 24580,10.5,,S
+674,1,2,"Wilhelms, Mr. Charles",male,31,0,0,244270,13,,S
+675,0,2,"Watson, Mr. Ennis Hastings",male,,0,0,239856,0,,S
+676,0,3,"Edvardsson, Mr. Gustaf Hjalmar",male,18,0,0,349912,7.775,,S
+677,0,3,"Sawyer, Mr. Frederick Charles",male,24.5,0,0,342826,8.05,,S
+678,1,3,"Turja, Miss. Anna Sofia",female,18,0,0,4138,9.8417,,S
+679,0,3,"Goodwin, Mrs. Frederick (Augusta Tyler)",female,43,1,6,CA 2144,46.9,,S
+680,1,1,"Cardeza, Mr. Thomas Drake Martinez",male,36,0,1,PC 17755,512.3292,B51 B53 B55,C
+681,0,3,"Peters, Miss. Katie",female,,0,0,330935,8.1375,,Q
+682,1,1,"Hassab, Mr. Hammad",male,27,0,0,PC 17572,76.7292,D49,C
+683,0,3,"Olsvigen, Mr. Thor Anderson",male,20,0,0,6563,9.225,,S
+684,0,3,"Goodwin, Mr. Charles Edward",male,14,5,2,CA 2144,46.9,,S
+685,0,2,"Brown, Mr. Thomas William Solomon",male,60,1,1,29750,39,,S
+686,0,2,"Laroche, Mr. Joseph Philippe Lemercier",male,25,1,2,SC/Paris 2123,41.5792,,C
+687,0,3,"Panula, Mr. Jaako Arnold",male,14,4,1,3101295,39.6875,,S
+688,0,3,"Dakic, Mr. Branko",male,19,0,0,349228,10.1708,,S
+689,0,3,"Fischer, Mr. Eberhard Thelander",male,18,0,0,350036,7.7958,,S
+690,1,1,"Madill, Miss. Georgette Alexandra",female,15,0,1,24160,211.3375,B5,S
+691,1,1,"Dick, Mr. Albert Adrian",male,31,1,0,17474,57,B20,S
+692,1,3,"Karun, Miss. Manca",female,4,0,1,349256,13.4167,,C
+693,1,3,"Lam, Mr. Ali",male,,0,0,1601,56.4958,,S
+694,0,3,"Saad, Mr. Khalil",male,25,0,0,2672,7.225,,C
+695,0,1,"Weir, Col. John",male,60,0,0,113800,26.55,,S
+696,0,2,"Chapman, Mr. Charles Henry",male,52,0,0,248731,13.5,,S
+697,0,3,"Kelly, Mr. James",male,44,0,0,363592,8.05,,S
+698,1,3,"Mullens, Miss. Katherine ""Katie""",female,,0,0,35852,7.7333,,Q
+699,0,1,"Thayer, Mr. John Borland",male,49,1,1,17421,110.8833,C68,C
+700,0,3,"Humblen, Mr. Adolf Mathias Nicolai Olsen",male,42,0,0,348121,7.65,F G63,S
+701,1,1,"Astor, Mrs. John Jacob (Madeleine Talmadge Force)",female,18,1,0,PC 17757,227.525,C62 C64,C
+702,1,1,"Silverthorne, Mr. Spencer Victor",male,35,0,0,PC 17475,26.2875,E24,S
+703,0,3,"Barbara, Miss. Saiide",female,18,0,1,2691,14.4542,,C
+704,0,3,"Gallagher, Mr. Martin",male,25,0,0,36864,7.7417,,Q
+705,0,3,"Hansen, Mr. Henrik Juul",male,26,1,0,350025,7.8542,,S
+706,0,2,"Morley, Mr. Henry Samuel (""Mr Henry Marshall"")",male,39,0,0,250655,26,,S
+707,1,2,"Kelly, Mrs. Florence ""Fannie""",female,45,0,0,223596,13.5,,S
+708,1,1,"Calderhead, Mr. Edward Pennington",male,42,0,0,PC 17476,26.2875,E24,S
+709,1,1,"Cleaver, Miss. Alice",female,22,0,0,113781,151.55,,S
+710,1,3,"Moubarek, Master. Halim Gonios (""William George"")",male,,1,1,2661,15.2458,,C
+711,1,1,"Mayne, Mlle. Berthe Antonine (""Mrs de Villiers"")",female,24,0,0,PC 17482,49.5042,C90,C
+712,0,1,"Klaber, Mr. Herman",male,,0,0,113028,26.55,C124,S
+713,1,1,"Taylor, Mr. Elmer Zebley",male,48,1,0,19996,52,C126,S
+714,0,3,"Larsson, Mr. August Viktor",male,29,0,0,7545,9.4833,,S
+715,0,2,"Greenberg, Mr. Samuel",male,52,0,0,250647,13,,S
+716,0,3,"Soholt, Mr. Peter Andreas Lauritz Andersen",male,19,0,0,348124,7.65,F G73,S
+717,1,1,"Endres, Miss. Caroline Louise",female,38,0,0,PC 17757,227.525,C45,C
+718,1,2,"Troutt, Miss. Edwina Celia ""Winnie""",female,27,0,0,34218,10.5,E101,S
+719,0,3,"McEvoy, Mr. Michael",male,,0,0,36568,15.5,,Q
+720,0,3,"Johnson, Mr. Malkolm Joackim",male,33,0,0,347062,7.775,,S
+721,1,2,"Harper, Miss. Annie Jessie ""Nina""",female,6,0,1,248727,33,,S
+722,0,3,"Jensen, Mr. Svend Lauritz",male,17,1,0,350048,7.0542,,S
+723,0,2,"Gillespie, Mr. William Henry",male,34,0,0,12233,13,,S
+724,0,2,"Hodges, Mr. Henry Price",male,50,0,0,250643,13,,S
+725,1,1,"Chambers, Mr. Norman Campbell",male,27,1,0,113806,53.1,E8,S
+726,0,3,"Oreskovic, Mr. Luka",male,20,0,0,315094,8.6625,,S
+727,1,2,"Renouf, Mrs. Peter Henry (Lillian Jefferys)",female,30,3,0,31027,21,,S
+728,1,3,"Mannion, Miss. Margareth",female,,0,0,36866,7.7375,,Q
+729,0,2,"Bryhl, Mr. Kurt Arnold Gottfrid",male,25,1,0,236853,26,,S
+730,0,3,"Ilmakangas, Miss. Pieta Sofia",female,25,1,0,STON/O2. 3101271,7.925,,S
+731,1,1,"Allen, Miss. Elisabeth Walton",female,29,0,0,24160,211.3375,B5,S
+732,0,3,"Hassan, Mr. Houssein G N",male,11,0,0,2699,18.7875,,C
+733,0,2,"Knight, Mr. Robert J",male,,0,0,239855,0,,S
+734,0,2,"Berriman, Mr. William John",male,23,0,0,28425,13,,S
+735,0,2,"Troupiansky, Mr. Moses Aaron",male,23,0,0,233639,13,,S
+736,0,3,"Williams, Mr. Leslie",male,28.5,0,0,54636,16.1,,S
+737,0,3,"Ford, Mrs. Edward (Margaret Ann Watson)",female,48,1,3,W./C. 6608,34.375,,S
+738,1,1,"Lesurer, Mr. Gustave J",male,35,0,0,PC 17755,512.3292,B101,C
+739,0,3,"Ivanoff, Mr. Kanio",male,,0,0,349201,7.8958,,S
+740,0,3,"Nankoff, Mr. Minko",male,,0,0,349218,7.8958,,S
+741,1,1,"Hawksford, Mr. Walter James",male,,0,0,16988,30,D45,S
+742,0,1,"Cavendish, Mr. Tyrell William",male,36,1,0,19877,78.85,C46,S
+743,1,1,"Ryerson, Miss. Susan Parker ""Suzette""",female,21,2,2,PC 17608,262.375,B57 B59 B63 B66,C
+744,0,3,"McNamee, Mr. Neal",male,24,1,0,376566,16.1,,S
+745,1,3,"Stranden, Mr. Juho",male,31,0,0,STON/O 2. 3101288,7.925,,S
+746,0,1,"Crosby, Capt. Edward Gifford",male,70,1,1,WE/P 5735,71,B22,S
+747,0,3,"Abbott, Mr. Rossmore Edward",male,16,1,1,C.A. 2673,20.25,,S
+748,1,2,"Sinkkonen, Miss. Anna",female,30,0,0,250648,13,,S
+749,0,1,"Marvin, Mr. Daniel Warner",male,19,1,0,113773,53.1,D30,S
+750,0,3,"Connaghton, Mr. Michael",male,31,0,0,335097,7.75,,Q
+751,1,2,"Wells, Miss. Joan",female,4,1,1,29103,23,,S
+752,1,3,"Moor, Master. Meier",male,6,0,1,392096,12.475,E121,S
+753,0,3,"Vande Velde, Mr. Johannes Joseph",male,33,0,0,345780,9.5,,S
+754,0,3,"Jonkoff, Mr. Lalio",male,23,0,0,349204,7.8958,,S
+755,1,2,"Herman, Mrs. Samuel (Jane Laver)",female,48,1,2,220845,65,,S
+756,1,2,"Hamalainen, Master. Viljo",male,0.67,1,1,250649,14.5,,S
+757,0,3,"Carlsson, Mr. August Sigfrid",male,28,0,0,350042,7.7958,,S
+758,0,2,"Bailey, Mr. Percy Andrew",male,18,0,0,29108,11.5,,S
+759,0,3,"Theobald, Mr. Thomas Leonard",male,34,0,0,363294,8.05,,S
+760,1,1,"Rothes, the Countess. of (Lucy Noel Martha Dyer-Edwards)",female,33,0,0,110152,86.5,B77,S
+761,0,3,"Garfirth, Mr. John",male,,0,0,358585,14.5,,S
+762,0,3,"Nirva, Mr. Iisakki Antino Aijo",male,41,0,0,SOTON/O2 3101272,7.125,,S
+763,1,3,"Barah, Mr. Hanna Assi",male,20,0,0,2663,7.2292,,C
+764,1,1,"Carter, Mrs. William Ernest (Lucile Polk)",female,36,1,2,113760,120,B96 B98,S
+765,0,3,"Eklund, Mr. Hans Linus",male,16,0,0,347074,7.775,,S
+766,1,1,"Hogeboom, Mrs. John C (Anna Andrews)",female,51,1,0,13502,77.9583,D11,S
+767,0,1,"Brewe, Dr. Arthur Jackson",male,,0,0,112379,39.6,,C
+768,0,3,"Mangan, Miss. Mary",female,30.5,0,0,364850,7.75,,Q
+769,0,3,"Moran, Mr. Daniel J",male,,1,0,371110,24.15,,Q
+770,0,3,"Gronnestad, Mr. Daniel Danielsen",male,32,0,0,8471,8.3625,,S
+771,0,3,"Lievens, Mr. Rene Aime",male,24,0,0,345781,9.5,,S
+772,0,3,"Jensen, Mr. Niels Peder",male,48,0,0,350047,7.8542,,S
+773,0,2,"Mack, Mrs. (Mary)",female,57,0,0,S.O./P.P. 3,10.5,E77,S
+774,0,3,"Elias, Mr. Dibo",male,,0,0,2674,7.225,,C
+775,1,2,"Hocking, Mrs. Elizabeth (Eliza Needs)",female,54,1,3,29105,23,,S
+776,0,3,"Myhrman, Mr. Pehr Fabian Oliver Malkolm",male,18,0,0,347078,7.75,,S
+777,0,3,"Tobin, Mr. Roger",male,,0,0,383121,7.75,F38,Q
+778,1,3,"Emanuel, Miss. Virginia Ethel",female,5,0,0,364516,12.475,,S
+779,0,3,"Kilgannon, Mr. Thomas J",male,,0,0,36865,7.7375,,Q
+780,1,1,"Robert, Mrs. Edward Scott (Elisabeth Walton McMillan)",female,43,0,1,24160,211.3375,B3,S
+781,1,3,"Ayoub, Miss. Banoura",female,13,0,0,2687,7.2292,,C
+782,1,1,"Dick, Mrs. Albert Adrian (Vera Gillespie)",female,17,1,0,17474,57,B20,S
+783,0,1,"Long, Mr. Milton Clyde",male,29,0,0,113501,30,D6,S
+784,0,3,"Johnston, Mr. Andrew G",male,,1,2,W./C. 6607,23.45,,S
+785,0,3,"Ali, Mr. William",male,25,0,0,SOTON/O.Q. 3101312,7.05,,S
+786,0,3,"Harmer, Mr. Abraham (David Lishin)",male,25,0,0,374887,7.25,,S
+787,1,3,"Sjoblom, Miss. Anna Sofia",female,18,0,0,3101265,7.4958,,S
+788,0,3,"Rice, Master. George Hugh",male,8,4,1,382652,29.125,,Q
+789,1,3,"Dean, Master. Bertram Vere",male,1,1,2,C.A. 2315,20.575,,S
+790,0,1,"Guggenheim, Mr. Benjamin",male,46,0,0,PC 17593,79.2,B82 B84,C
+791,0,3,"Keane, Mr. Andrew ""Andy""",male,,0,0,12460,7.75,,Q
+792,0,2,"Gaskell, Mr. Alfred",male,16,0,0,239865,26,,S
+793,0,3,"Sage, Miss. Stella Anna",female,,8,2,CA. 2343,69.55,,S
+794,0,1,"Hoyt, Mr. William Fisher",male,,0,0,PC 17600,30.6958,,C
+795,0,3,"Dantcheff, Mr. Ristiu",male,25,0,0,349203,7.8958,,S
+796,0,2,"Otter, Mr. Richard",male,39,0,0,28213,13,,S
+797,1,1,"Leader, Dr. Alice (Farnham)",female,49,0,0,17465,25.9292,D17,S
+798,1,3,"Osman, Mrs. Mara",female,31,0,0,349244,8.6833,,S
+799,0,3,"Ibrahim Shawah, Mr. Yousseff",male,30,0,0,2685,7.2292,,C
+800,0,3,"Van Impe, Mrs. Jean Baptiste (Rosalie Paula Govaert)",female,30,1,1,345773,24.15,,S
+801,0,2,"Ponesell, Mr. Martin",male,34,0,0,250647,13,,S
+802,1,2,"Collyer, Mrs. Harvey (Charlotte Annie Tate)",female,31,1,1,C.A. 31921,26.25,,S
+803,1,1,"Carter, Master. William Thornton II",male,11,1,2,113760,120,B96 B98,S
+804,1,3,"Thomas, Master. Assad Alexander",male,0.42,0,1,2625,8.5167,,C
+805,1,3,"Hedman, Mr. Oskar Arvid",male,27,0,0,347089,6.975,,S
+806,0,3,"Johansson, Mr. Karl Johan",male,31,0,0,347063,7.775,,S
+807,0,1,"Andrews, Mr. Thomas Jr",male,39,0,0,112050,0,A36,S
+808,0,3,"Pettersson, Miss. Ellen Natalia",female,18,0,0,347087,7.775,,S
+809,0,2,"Meyer, Mr. August",male,39,0,0,248723,13,,S
+810,1,1,"Chambers, Mrs. Norman Campbell (Bertha Griggs)",female,33,1,0,113806,53.1,E8,S
+811,0,3,"Alexander, Mr. William",male,26,0,0,3474,7.8875,,S
+812,0,3,"Lester, Mr. James",male,39,0,0,A/4 48871,24.15,,S
+813,0,2,"Slemen, Mr. Richard James",male,35,0,0,28206,10.5,,S
+814,0,3,"Andersson, Miss. Ebba Iris Alfrida",female,6,4,2,347082,31.275,,S
+815,0,3,"Tomlin, Mr. Ernest Portage",male,30.5,0,0,364499,8.05,,S
+816,0,1,"Fry, Mr. Richard",male,,0,0,112058,0,B102,S
+817,0,3,"Heininen, Miss. Wendla Maria",female,23,0,0,STON/O2. 3101290,7.925,,S
+818,0,2,"Mallet, Mr. Albert",male,31,1,1,S.C./PARIS 2079,37.0042,,C
+819,0,3,"Holm, Mr. John Fredrik Alexander",male,43,0,0,C 7075,6.45,,S
+820,0,3,"Skoog, Master. Karl Thorsten",male,10,3,2,347088,27.9,,S
+821,1,1,"Hays, Mrs. Charles Melville (Clara Jennings Gregg)",female,52,1,1,12749,93.5,B69,S
+822,1,3,"Lulic, Mr. Nikola",male,27,0,0,315098,8.6625,,S
+823,0,1,"Reuchlin, Jonkheer. John George",male,38,0,0,19972,0,,S
+824,1,3,"Moor, Mrs. (Beila)",female,27,0,1,392096,12.475,E121,S
+825,0,3,"Panula, Master. Urho Abraham",male,2,4,1,3101295,39.6875,,S
+826,0,3,"Flynn, Mr. John",male,,0,0,368323,6.95,,Q
+827,0,3,"Lam, Mr. Len",male,,0,0,1601,56.4958,,S
+828,1,2,"Mallet, Master. Andre",male,1,0,2,S.C./PARIS 2079,37.0042,,C
+829,1,3,"McCormack, Mr. Thomas Joseph",male,,0,0,367228,7.75,,Q
+830,1,1,"Stone, Mrs. George Nelson (Martha Evelyn)",female,62,0,0,113572,80,B28,
+831,1,3,"Yasbeck, Mrs. Antoni (Selini Alexander)",female,15,1,0,2659,14.4542,,C
+832,1,2,"Richards, Master. George Sibley",male,0.83,1,1,29106,18.75,,S
+833,0,3,"Saad, Mr. Amin",male,,0,0,2671,7.2292,,C
+834,0,3,"Augustsson, Mr. Albert",male,23,0,0,347468,7.8542,,S
+835,0,3,"Allum, Mr. Owen George",male,18,0,0,2223,8.3,,S
+836,1,1,"Compton, Miss. Sara Rebecca",female,39,1,1,PC 17756,83.1583,E49,C
+837,0,3,"Pasic, Mr. Jakob",male,21,0,0,315097,8.6625,,S
+838,0,3,"Sirota, Mr. Maurice",male,,0,0,392092,8.05,,S
+839,1,3,"Chip, Mr. Chang",male,32,0,0,1601,56.4958,,S
+840,1,1,"Marechal, Mr. Pierre",male,,0,0,11774,29.7,C47,C
+841,0,3,"Alhomaki, Mr. Ilmari Rudolf",male,20,0,0,SOTON/O2 3101287,7.925,,S
+842,0,2,"Mudd, Mr. Thomas Charles",male,16,0,0,S.O./P.P. 3,10.5,,S
+843,1,1,"Serepeca, Miss. Augusta",female,30,0,0,113798,31,,C
+844,0,3,"Lemberopolous, Mr. Peter L",male,34.5,0,0,2683,6.4375,,C
+845,0,3,"Culumovic, Mr. Jeso",male,17,0,0,315090,8.6625,,S
+846,0,3,"Abbing, Mr. Anthony",male,42,0,0,C.A. 5547,7.55,,S
+847,0,3,"Sage, Mr. Douglas Bullen",male,,8,2,CA. 2343,69.55,,S
+848,0,3,"Markoff, Mr. Marin",male,35,0,0,349213,7.8958,,C
+849,0,2,"Harper, Rev. John",male,28,0,1,248727,33,,S
+850,1,1,"Goldenberg, Mrs. Samuel L (Edwiga Grabowska)",female,,1,0,17453,89.1042,C92,C
+851,0,3,"Andersson, Master. Sigvard Harald Elias",male,4,4,2,347082,31.275,,S
+852,0,3,"Svensson, Mr. Johan",male,74,0,0,347060,7.775,,S
+853,0,3,"Boulos, Miss. Nourelain",female,9,1,1,2678,15.2458,,C
+854,1,1,"Lines, Miss. Mary Conover",female,16,0,1,PC 17592,39.4,D28,S
+855,0,2,"Carter, Mrs. Ernest Courtenay (Lilian Hughes)",female,44,1,0,244252,26,,S
+856,1,3,"Aks, Mrs. Sam (Leah Rosen)",female,18,0,1,392091,9.35,,S
+857,1,1,"Wick, Mrs. George Dennick (Mary Hitchcock)",female,45,1,1,36928,164.8667,,S
+858,1,1,"Daly, Mr. Peter Denis ",male,51,0,0,113055,26.55,E17,S
+859,1,3,"Baclini, Mrs. Solomon (Latifa Qurban)",female,24,0,3,2666,19.2583,,C
+860,0,3,"Razi, Mr. Raihed",male,,0,0,2629,7.2292,,C
+861,0,3,"Hansen, Mr. Claus Peter",male,41,2,0,350026,14.1083,,S
+862,0,2,"Giles, Mr. Frederick Edward",male,21,1,0,28134,11.5,,S
+863,1,1,"Swift, Mrs. Frederick Joel (Margaret Welles Barron)",female,48,0,0,17466,25.9292,D17,S
+864,0,3,"Sage, Miss. Dorothy Edith ""Dolly""",female,,8,2,CA. 2343,69.55,,S
+865,0,2,"Gill, Mr. John William",male,24,0,0,233866,13,,S
+866,1,2,"Bystrom, Mrs. (Karolina)",female,42,0,0,236852,13,,S
+867,1,2,"Duran y More, Miss. Asuncion",female,27,1,0,SC/PARIS 2149,13.8583,,C
+868,0,1,"Roebling, Mr. Washington Augustus II",male,31,0,0,PC 17590,50.4958,A24,S
+869,0,3,"van Melkebeke, Mr. Philemon",male,,0,0,345777,9.5,,S
+870,1,3,"Johnson, Master. Harold Theodor",male,4,1,1,347742,11.1333,,S
+871,0,3,"Balkic, Mr. Cerin",male,26,0,0,349248,7.8958,,S
+872,1,1,"Beckwith, Mrs. Richard Leonard (Sallie Monypeny)",female,47,1,1,11751,52.5542,D35,S
+873,0,1,"Carlsson, Mr. Frans Olof",male,33,0,0,695,5,B51 B53 B55,S
+874,0,3,"Vander Cruyssen, Mr. Victor",male,47,0,0,345765,9,,S
+875,1,2,"Abelson, Mrs. Samuel (Hannah Wizosky)",female,28,1,0,P/PP 3381,24,,C
+876,1,3,"Najib, Miss. Adele Kiamie ""Jane""",female,15,0,0,2667,7.225,,C
+877,0,3,"Gustafsson, Mr. Alfred Ossian",male,20,0,0,7534,9.8458,,S
+878,0,3,"Petroff, Mr. Nedelio",male,19,0,0,349212,7.8958,,S
+879,0,3,"Laleff, Mr. Kristo",male,,0,0,349217,7.8958,,S
+880,1,1,"Potter, Mrs. Thomas Jr (Lily Alexenia Wilson)",female,56,0,1,11767,83.1583,C50,C
+881,1,2,"Shelley, Mrs. William (Imanita Parrish Hall)",female,25,0,1,230433,26,,S
+882,0,3,"Markun, Mr. Johann",male,33,0,0,349257,7.8958,,S
+883,0,3,"Dahlberg, Miss. Gerda Ulrika",female,22,0,0,7552,10.5167,,S
+884,0,2,"Banfield, Mr. Frederick James",male,28,0,0,C.A./SOTON 34068,10.5,,S
+885,0,3,"Sutehall, Mr. Henry Jr",male,25,0,0,SOTON/OQ 392076,7.05,,S
+886,0,3,"Rice, Mrs. William (Margaret Norton)",female,39,0,5,382652,29.125,,Q
+887,0,2,"Montvila, Rev. Juozas",male,27,0,0,211536,13,,S
+888,1,1,"Graham, Miss. Margaret Edith",female,19,0,0,112053,30,B42,S
+889,0,3,"Johnston, Miss. Catherine Helen ""Carrie""",female,,1,2,W./C. 6607,23.45,,S
+890,1,1,"Behr, Mr. Karl Howell",male,26,0,0,111369,30,C148,C
+891,0,3,"Dooley, Mr. Patrick",male,32,0,0,370376,7.75,,Q