├── README.md
├── Workshop de Machine Learning (titanic) - CPBR12 - Carla Vieira.pdf
├── Workshop de Machine Learning (titanic).ipynb
├── test.csv
└── train.csv


/README.md:
--------------------------------------------------------------------------------
 1 | # ML Workshop: exploring survival on the Titanic
 2 | 
 3 | This Jupyter Notebook was used to give a workshop about Machine Learning with Python in Brazil with the support of [Campus Party Brasil](http://brasil.campus-party.org).
 4 | 
 5 | The Notebook is a Machine Learning Solution to a Kaggle Competition. You can read more about the challenge here: [Titanic: Machine Learning from Disaster](https://www.kaggle.com/c/titanic/data)
 6 | 
 7 | ## Getting Started
 8 | 
 9 | These instructions will get you a copy of the project up and running on your local machine for development and learning purposes. 
10 | 
11 | ### Prerequisites
12 | 
13 | * Python 3.7
14 | * Jupyter Notebook (I recommend using [Anaconda](https://www.anaconda.com/download/))
15 | 
16 | ### Download/Clone repository
17 | 
18 | Download or clone this repository to your machine (it includes jupyter notebook and titanic)
19 | 
20 | ### Start your own ```Jupyter Notebook```
21 | 
22 | **Windows**
23 | 
24 | Inside your project folder with all the files from this repository, open cmd and run the command ```jupyter notebook```. Your cmd should looke like the image below:
25 | 
26 | ![Image of cmd running Jupyter](https://i.imgur.com/imfl23W.png)
27 | 
28 | Now, you are all started and it should open a new tab on your browser running Jupyter.
29 | 
30 | ## Authors
31 | 
32 | * **Carla Vieira** - [@carlaprvieira](https://twitter.com/carlaprvieira)
33 | 
34 | ## Acknowledgments
35 | 
36 | * [Megan Risdal notebook on Kaggle](https://www.kaggle.com/mrisdal/exploring-survival-on-the-titanic)
37 | * [Classificando Músicas do Spotify com SVM (Com Códigos Python)](http://minerandodados.com.br/index.php/2018/04/04/spotify-svm-python/)
38 | * [Train/Test Split and Cross Validation in Python](https://towardsdatascience.com/train-test-split-and-cross-validation-in-python-80b61beca4b6)
39 | * [Cross-validation: evaluating estimator performance](https://scikit-learn.org/stable/modules/cross_validation.html)
40 | 
41 | 


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/Workshop de Machine Learning (titanic) - CPBR12 - Carla Vieira.pdf:
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https://raw.githubusercontent.com/carlaprv/workshop-ml-cpbr12/250930d688fb86a811098c64b32a6629441a8889/Workshop de Machine Learning (titanic) - CPBR12 - Carla Vieira.pdf


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/Workshop de Machine Learning (titanic).ipynb:
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   1 | {
   2 |  "cells": [
   3 |   {
   4 |    "cell_type": "markdown",
   5 |    "metadata": {},
   6 |    "source": [
   7 |     "## 1. Instalação das principais bibliotecas que iremos utilizar"
   8 |    ]
   9 |   },
  10 |   {
  11 |    "cell_type": "code",
  12 |    "execution_count": 1,
  13 |    "metadata": {},
  14 |    "outputs": [],
  15 |    "source": [
  16 |     "%matplotlib inline\n",
  17 |     "import numpy as np\n",
  18 |     "import pandas as pd\n",
  19 |     "import re as re\n",
  20 |     "\n",
  21 |     "from matplotlib import pyplot as plt\n",
  22 |     "\n",
  23 |     "# blibliotecas para plotarmos os dados\n",
  24 |     "import seaborn as sns\n",
  25 |     "sns.set_style(\"whitegrid\")"
  26 |    ]
  27 |   },
  28 |   {
  29 |    "cell_type": "markdown",
  30 |    "metadata": {},
  31 |    "source": [
  32 |     "## 2. Leitura e entendimento dos datasets do titanic"
  33 |    ]
  34 |   },
  35 |   {
  36 |    "cell_type": "code",
  37 |    "execution_count": 2,
  38 |    "metadata": {},
  39 |    "outputs": [],
  40 |    "source": [
  41 |     "# leitura dos datasets do titanic\n",
  42 |     "# train = leitura do conjunto de dados de treinamento\n",
  43 |     "# test = leitura do conjunto de dados de teste\n",
  44 |     "# submission = vamos utilizar no final da análise\n",
  45 |     "train = pd.read_csv('train.csv', header = 0, dtype={'Age': np.float64})\n",
  46 |     "test  = pd.read_csv('test.csv' , header = 0, dtype={'Age': np.float64})\n",
  47 |     "submission = pd.read_csv('test.csv' , header = 0, dtype={'Age': np.float64})\n",
  48 |     "\n",
  49 |     "# full_data é uma estrutura que armazena os nossos 2 datasets, isso irá facilitar nosso trabalho mais para frente\n",
  50 |     "full_data = [train, test]"
  51 |    ]
  52 |   },
  53 |   {
  54 |    "cell_type": "code",
  55 |    "execution_count": 3,
  56 |    "metadata": {},
  57 |    "outputs": [
  58 |     {
  59 |      "data": {
  60 |       "text/html": [
  61 |        "<div>\n",
  62 |        "<style scoped>\n",
  63 |        "    .dataframe tbody tr th:only-of-type {\n",
  64 |        "        vertical-align: middle;\n",
  65 |        "    }\n",
  66 |        "\n",
  67 |        "    .dataframe tbody tr th {\n",
  68 |        "        vertical-align: top;\n",
  69 |        "    }\n",
  70 |        "\n",
  71 |        "    .dataframe thead th {\n",
  72 |        "        text-align: right;\n",
  73 |        "    }\n",
  74 |        "</style>\n",
  75 |        "<table border=\"1\" class=\"dataframe\">\n",
  76 |        "  <thead>\n",
  77 |        "    <tr style=\"text-align: right;\">\n",
  78 |        "      <th></th>\n",
  79 |        "      <th>PassengerId</th>\n",
  80 |        "      <th>Survived</th>\n",
  81 |        "      <th>Pclass</th>\n",
  82 |        "      <th>Name</th>\n",
  83 |        "      <th>Sex</th>\n",
  84 |        "      <th>Age</th>\n",
  85 |        "      <th>SibSp</th>\n",
  86 |        "      <th>Parch</th>\n",
  87 |        "      <th>Ticket</th>\n",
  88 |        "      <th>Fare</th>\n",
  89 |        "      <th>Cabin</th>\n",
  90 |        "      <th>Embarked</th>\n",
  91 |        "    </tr>\n",
  92 |        "  </thead>\n",
  93 |        "  <tbody>\n",
  94 |        "    <tr>\n",
  95 |        "      <th>0</th>\n",
  96 |        "      <td>1</td>\n",
  97 |        "      <td>0</td>\n",
  98 |        "      <td>3</td>\n",
  99 |        "      <td>Braund, Mr. Owen Harris</td>\n",
 100 |        "      <td>male</td>\n",
 101 |        "      <td>22.0</td>\n",
 102 |        "      <td>1</td>\n",
 103 |        "      <td>0</td>\n",
 104 |        "      <td>A/5 21171</td>\n",
 105 |        "      <td>7.2500</td>\n",
 106 |        "      <td>NaN</td>\n",
 107 |        "      <td>S</td>\n",
 108 |        "    </tr>\n",
 109 |        "    <tr>\n",
 110 |        "      <th>1</th>\n",
 111 |        "      <td>2</td>\n",
 112 |        "      <td>1</td>\n",
 113 |        "      <td>1</td>\n",
 114 |        "      <td>Cumings, Mrs. John Bradley (Florence Briggs Th...</td>\n",
 115 |        "      <td>female</td>\n",
 116 |        "      <td>38.0</td>\n",
 117 |        "      <td>1</td>\n",
 118 |        "      <td>0</td>\n",
 119 |        "      <td>PC 17599</td>\n",
 120 |        "      <td>71.2833</td>\n",
 121 |        "      <td>C85</td>\n",
 122 |        "      <td>C</td>\n",
 123 |        "    </tr>\n",
 124 |        "    <tr>\n",
 125 |        "      <th>2</th>\n",
 126 |        "      <td>3</td>\n",
 127 |        "      <td>1</td>\n",
 128 |        "      <td>3</td>\n",
 129 |        "      <td>Heikkinen, Miss. Laina</td>\n",
 130 |        "      <td>female</td>\n",
 131 |        "      <td>26.0</td>\n",
 132 |        "      <td>0</td>\n",
 133 |        "      <td>0</td>\n",
 134 |        "      <td>STON/O2. 3101282</td>\n",
 135 |        "      <td>7.9250</td>\n",
 136 |        "      <td>NaN</td>\n",
 137 |        "      <td>S</td>\n",
 138 |        "    </tr>\n",
 139 |        "    <tr>\n",
 140 |        "      <th>3</th>\n",
 141 |        "      <td>4</td>\n",
 142 |        "      <td>1</td>\n",
 143 |        "      <td>1</td>\n",
 144 |        "      <td>Futrelle, Mrs. Jacques Heath (Lily May Peel)</td>\n",
 145 |        "      <td>female</td>\n",
 146 |        "      <td>35.0</td>\n",
 147 |        "      <td>1</td>\n",
 148 |        "      <td>0</td>\n",
 149 |        "      <td>113803</td>\n",
 150 |        "      <td>53.1000</td>\n",
 151 |        "      <td>C123</td>\n",
 152 |        "      <td>S</td>\n",
 153 |        "    </tr>\n",
 154 |        "    <tr>\n",
 155 |        "      <th>4</th>\n",
 156 |        "      <td>5</td>\n",
 157 |        "      <td>0</td>\n",
 158 |        "      <td>3</td>\n",
 159 |        "      <td>Allen, Mr. William Henry</td>\n",
 160 |        "      <td>male</td>\n",
 161 |        "      <td>35.0</td>\n",
 162 |        "      <td>0</td>\n",
 163 |        "      <td>0</td>\n",
 164 |        "      <td>373450</td>\n",
 165 |        "      <td>8.0500</td>\n",
 166 |        "      <td>NaN</td>\n",
 167 |        "      <td>S</td>\n",
 168 |        "    </tr>\n",
 169 |        "  </tbody>\n",
 170 |        "</table>\n",
 171 |        "</div>"
 172 |       ],
 173 |       "text/plain": [
 174 |        "   PassengerId  Survived  Pclass  \\\n",
 175 |        "0            1         0       3   \n",
 176 |        "1            2         1       1   \n",
 177 |        "2            3         1       3   \n",
 178 |        "3            4         1       1   \n",
 179 |        "4            5         0       3   \n",
 180 |        "\n",
 181 |        "                                                Name     Sex   Age  SibSp  \\\n",
 182 |        "0                            Braund, Mr. Owen Harris    male  22.0      1   \n",
 183 |        "1  Cumings, Mrs. John Bradley (Florence Briggs Th...  female  38.0      1   \n",
 184 |        "2                             Heikkinen, Miss. Laina  female  26.0      0   \n",
 185 |        "3       Futrelle, Mrs. Jacques Heath (Lily May Peel)  female  35.0      1   \n",
 186 |        "4                           Allen, Mr. William Henry    male  35.0      0   \n",
 187 |        "\n",
 188 |        "   Parch            Ticket     Fare Cabin Embarked  \n",
 189 |        "0      0         A/5 21171   7.2500   NaN        S  \n",
 190 |        "1      0          PC 17599  71.2833   C85        C  \n",
 191 |        "2      0  STON/O2. 3101282   7.9250   NaN        S  \n",
 192 |        "3      0            113803  53.1000  C123        S  \n",
 193 |        "4      0            373450   8.0500   NaN        S  "
 194 |       ]
 195 |      },
 196 |      "execution_count": 3,
 197 |      "metadata": {},
 198 |      "output_type": "execute_result"
 199 |     }
 200 |    ],
 201 |    "source": [
 202 |     "#vamos dar uma olhada nos dados de treinamento\n",
 203 |     "train.head()"
 204 |    ]
 205 |   },
 206 |   {
 207 |    "cell_type": "code",
 208 |    "execution_count": 4,
 209 |    "metadata": {},
 210 |    "outputs": [
 211 |     {
 212 |      "data": {
 213 |       "text/html": [
 214 |        "<div>\n",
 215 |        "<style scoped>\n",
 216 |        "    .dataframe tbody tr th:only-of-type {\n",
 217 |        "        vertical-align: middle;\n",
 218 |        "    }\n",
 219 |        "\n",
 220 |        "    .dataframe tbody tr th {\n",
 221 |        "        vertical-align: top;\n",
 222 |        "    }\n",
 223 |        "\n",
 224 |        "    .dataframe thead th {\n",
 225 |        "        text-align: right;\n",
 226 |        "    }\n",
 227 |        "</style>\n",
 228 |        "<table border=\"1\" class=\"dataframe\">\n",
 229 |        "  <thead>\n",
 230 |        "    <tr style=\"text-align: right;\">\n",
 231 |        "      <th></th>\n",
 232 |        "      <th>PassengerId</th>\n",
 233 |        "      <th>Pclass</th>\n",
 234 |        "      <th>Name</th>\n",
 235 |        "      <th>Sex</th>\n",
 236 |        "      <th>Age</th>\n",
 237 |        "      <th>SibSp</th>\n",
 238 |        "      <th>Parch</th>\n",
 239 |        "      <th>Ticket</th>\n",
 240 |        "      <th>Fare</th>\n",
 241 |        "      <th>Cabin</th>\n",
 242 |        "      <th>Embarked</th>\n",
 243 |        "    </tr>\n",
 244 |        "  </thead>\n",
 245 |        "  <tbody>\n",
 246 |        "    <tr>\n",
 247 |        "      <th>0</th>\n",
 248 |        "      <td>892</td>\n",
 249 |        "      <td>3</td>\n",
 250 |        "      <td>Kelly, Mr. James</td>\n",
 251 |        "      <td>male</td>\n",
 252 |        "      <td>34.5</td>\n",
 253 |        "      <td>0</td>\n",
 254 |        "      <td>0</td>\n",
 255 |        "      <td>330911</td>\n",
 256 |        "      <td>7.8292</td>\n",
 257 |        "      <td>NaN</td>\n",
 258 |        "      <td>Q</td>\n",
 259 |        "    </tr>\n",
 260 |        "    <tr>\n",
 261 |        "      <th>1</th>\n",
 262 |        "      <td>893</td>\n",
 263 |        "      <td>3</td>\n",
 264 |        "      <td>Wilkes, Mrs. James (Ellen Needs)</td>\n",
 265 |        "      <td>female</td>\n",
 266 |        "      <td>47.0</td>\n",
 267 |        "      <td>1</td>\n",
 268 |        "      <td>0</td>\n",
 269 |        "      <td>363272</td>\n",
 270 |        "      <td>7.0000</td>\n",
 271 |        "      <td>NaN</td>\n",
 272 |        "      <td>S</td>\n",
 273 |        "    </tr>\n",
 274 |        "    <tr>\n",
 275 |        "      <th>2</th>\n",
 276 |        "      <td>894</td>\n",
 277 |        "      <td>2</td>\n",
 278 |        "      <td>Myles, Mr. Thomas Francis</td>\n",
 279 |        "      <td>male</td>\n",
 280 |        "      <td>62.0</td>\n",
 281 |        "      <td>0</td>\n",
 282 |        "      <td>0</td>\n",
 283 |        "      <td>240276</td>\n",
 284 |        "      <td>9.6875</td>\n",
 285 |        "      <td>NaN</td>\n",
 286 |        "      <td>Q</td>\n",
 287 |        "    </tr>\n",
 288 |        "    <tr>\n",
 289 |        "      <th>3</th>\n",
 290 |        "      <td>895</td>\n",
 291 |        "      <td>3</td>\n",
 292 |        "      <td>Wirz, Mr. Albert</td>\n",
 293 |        "      <td>male</td>\n",
 294 |        "      <td>27.0</td>\n",
 295 |        "      <td>0</td>\n",
 296 |        "      <td>0</td>\n",
 297 |        "      <td>315154</td>\n",
 298 |        "      <td>8.6625</td>\n",
 299 |        "      <td>NaN</td>\n",
 300 |        "      <td>S</td>\n",
 301 |        "    </tr>\n",
 302 |        "    <tr>\n",
 303 |        "      <th>4</th>\n",
 304 |        "      <td>896</td>\n",
 305 |        "      <td>3</td>\n",
 306 |        "      <td>Hirvonen, Mrs. Alexander (Helga E Lindqvist)</td>\n",
 307 |        "      <td>female</td>\n",
 308 |        "      <td>22.0</td>\n",
 309 |        "      <td>1</td>\n",
 310 |        "      <td>1</td>\n",
 311 |        "      <td>3101298</td>\n",
 312 |        "      <td>12.2875</td>\n",
 313 |        "      <td>NaN</td>\n",
 314 |        "      <td>S</td>\n",
 315 |        "    </tr>\n",
 316 |        "  </tbody>\n",
 317 |        "</table>\n",
 318 |        "</div>"
 319 |       ],
 320 |       "text/plain": [
 321 |        "   PassengerId  Pclass                                          Name     Sex  \\\n",
 322 |        "0          892       3                              Kelly, Mr. James    male   \n",
 323 |        "1          893       3              Wilkes, Mrs. James (Ellen Needs)  female   \n",
 324 |        "2          894       2                     Myles, Mr. Thomas Francis    male   \n",
 325 |        "3          895       3                              Wirz, Mr. Albert    male   \n",
 326 |        "4          896       3  Hirvonen, Mrs. Alexander (Helga E Lindqvist)  female   \n",
 327 |        "\n",
 328 |        "    Age  SibSp  Parch   Ticket     Fare Cabin Embarked  \n",
 329 |        "0  34.5      0      0   330911   7.8292   NaN        Q  \n",
 330 |        "1  47.0      1      0   363272   7.0000   NaN        S  \n",
 331 |        "2  62.0      0      0   240276   9.6875   NaN        Q  \n",
 332 |        "3  27.0      0      0   315154   8.6625   NaN        S  \n",
 333 |        "4  22.0      1      1  3101298  12.2875   NaN        S  "
 334 |       ]
 335 |      },
 336 |      "execution_count": 4,
 337 |      "metadata": {},
 338 |      "output_type": "execute_result"
 339 |     }
 340 |    ],
 341 |    "source": [
 342 |     "#vamos dar uma olhada nos dados de teste\n",
 343 |     "test.head()"
 344 |    ]
 345 |   },
 346 |   {
 347 |    "cell_type": "markdown",
 348 |    "metadata": {},
 349 |    "source": [
 350 |     "## 3. Conhecendo das variaveís do dataset"
 351 |    ]
 352 |   },
 353 |   {
 354 |    "cell_type": "code",
 355 |    "execution_count": 5,
 356 |    "metadata": {},
 357 |    "outputs": [
 358 |     {
 359 |      "name": "stdout",
 360 |      "output_type": "stream",
 361 |      "text": [
 362 |       "<class 'pandas.core.frame.DataFrame'>\n",
 363 |       "RangeIndex: 891 entries, 0 to 890\n",
 364 |       "Data columns (total 12 columns):\n",
 365 |       "PassengerId    891 non-null int64\n",
 366 |       "Survived       891 non-null int64\n",
 367 |       "Pclass         891 non-null int64\n",
 368 |       "Name           891 non-null object\n",
 369 |       "Sex            891 non-null object\n",
 370 |       "Age            714 non-null float64\n",
 371 |       "SibSp          891 non-null int64\n",
 372 |       "Parch          891 non-null int64\n",
 373 |       "Ticket         891 non-null object\n",
 374 |       "Fare           891 non-null float64\n",
 375 |       "Cabin          204 non-null object\n",
 376 |       "Embarked       889 non-null object\n",
 377 |       "dtypes: float64(2), int64(5), object(5)\n",
 378 |       "memory usage: 83.6+ KB\n",
 379 |       "None\n"
 380 |      ]
 381 |     }
 382 |    ],
 383 |    "source": [
 384 |     "# vamos verificar os dados (colunas do nosso dataset)\n",
 385 |     "print (train.info())"
 386 |    ]
 387 |   },
 388 |   {
 389 |    "cell_type": "markdown",
 390 |    "metadata": {},
 391 |    "source": [
 392 |     "Das informações acima, podemos ver que algumas colunas estão incompletas (faltando dados) e teremos que tratar isso de alguma maneira.\n",
 393 |     "\n",
 394 |     "Iremos passar por cada variável do dataset para entendê-la e, se necessário, tratar os dados nulos."
 395 |    ]
 396 |   },
 397 |   {
 398 |    "cell_type": "markdown",
 399 |    "metadata": {},
 400 |    "source": [
 401 |     "### 3.1 Pclass - classe de viagem do passageiro"
 402 |    ]
 403 |   },
 404 |   {
 405 |    "cell_type": "markdown",
 406 |    "metadata": {},
 407 |    "source": [
 408 |     "Podemos observar se a classe de viagem do passageiro tem influência na taxa de sobrevivência."
 409 |    ]
 410 |   },
 411 |   {
 412 |    "cell_type": "code",
 413 |    "execution_count": 6,
 414 |    "metadata": {},
 415 |    "outputs": [
 416 |     {
 417 |      "name": "stdout",
 418 |      "output_type": "stream",
 419 |      "text": [
 420 |       "   Pclass  Survived\n",
 421 |       "0       1  0.629630\n",
 422 |       "1       2  0.472826\n",
 423 |       "2       3  0.242363\n"
 424 |      ]
 425 |     }
 426 |    ],
 427 |    "source": [
 428 |     "print (train[['Pclass', 'Survived']].groupby(['Pclass'], as_index=False).mean())"
 429 |    ]
 430 |   },
 431 |   {
 432 |    "cell_type": "markdown",
 433 |    "metadata": {},
 434 |    "source": [
 435 |     "### 3.2 Sexo do passageiro\n",
 436 |     "Distribuição de sobreviventes de acordo com o sexo"
 437 |    ]
 438 |   },
 439 |   {
 440 |    "cell_type": "code",
 441 |    "execution_count": 7,
 442 |    "metadata": {},
 443 |    "outputs": [
 444 |     {
 445 |      "data": {
 446 |       "image/png": 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UqFH06NGDHXbYgU8//TQ8vueee3LIIYdw+umn8/XXX7PPPvuw0047Zav0zOts92cUEWkn2f798ZbaS70S6tChQxk6dCgQDSnNnz+/xfbHjh3L2LFj21ZkG+krqSIiEigUREQkUCiIiEigUBARkUChICIigUJBRDqtZF1Nh26vI8rZV1LNbEegAjgKqAPKgSSwHBjv7pvM7BpgZPz4pe7+Wq7qEZGuJ9G9iNXX7Z219vpOW9bs4/X19YwbN46vvvqKOXPm0KtXr6w876GHHsqLL76YlbZakpOegpkVAncDG+JJM4Ep7n44kABONLNBwDBgCHAaMCsXtYiItJeqqio+//xzHnzwwawFQnvLVU/hVmAOcFV8fzDwXHz7CeBowIEl7p4EVptZdzPbwd2rclSTiEhOTZ06lffff5+rrrqK9evX8/nnnwMwZcoUzIyjjjqK/fffn1WrVnHwwQfz5Zdf8tZbb9GvXz9uueUW3nnnHX7+85+zadMm1q5dy5QpUxg0aFBo3925/vrrAdhuu+248cYbKS0tzeo6ZD0UzGwMUOXuT5lZQygk4p0/wJdAL6AnUJ2yaMP0ZkOhpqaGysrKNtXYcMEqibR1e4p0FLW1tWzYsCHcLykpyfpzpLbf2KRJk7jyyivp2bMne+65J6eccgqrVq1i2rRplJeX88EHH3D33Xfz7W9/m2HDhrFgwQImTJjAyJEj+eSTT3j77be59NJL2X333Xn88cdZuHAhZWVlJJNJNmzYwOTJk5k+fToDBgzgkUceYfbs2Vx00UVpt0NrP9e56CmcAyTN7EhgP+DXwI4pj5cCfwfWxrcbT29WUVGRdupZpu0pnUVlZWVOgiBVc+0XFxdTUFDAypUref3113n66acBWLduHSUlJWy33XbhqqfbbLMNAwcOBKBnz54UFBTQp08f7r33XoqLi1m/fj3bbrstJSUlJBIJSkpKeO+995gxYwYQ7fj79euXtp7CwsJ/+FxXVFRktH5ZDwV3H9pw28yeBc4DbjGzI9z9WWAE8AywArjZzG4F+gAF7v5ZtusREWlv/fv354QTTuD444+nurqahx56CGj6CqoNbrjhBm699VYGDBjAHXfcwQcffLDZ4/369WPGjBnssssuVFRUUFWV/dH29rog3r8Dc82sB1AJLHL3ejN7AXiZ6IT3+HaqRUS6iGRdTYvfGNrS9hLdi1qc77zzzmPy5MksXLiQdevWceGFF2bU/gknnMAFF1xA79692XnnncM5iQbTp09n0qRJ1NfXA1GIZFsi9XreW4PKyspkNoY7svlj3luzXPwQuUi+VFZWajiU9NuhoqKiYvDgwQe0tKz+eE1ERAKFgoiIBAoFEelUtrYh8Wxr6/orFESk0yguLqa6urrLBkMymaS6upri4uJWt6Gf4xSRTqNPnz6sWbMmJ1/V3FoUFxfTp0+fVi+vUBCRTqOwsJB+/frlu4ytmoaPREQkUCiIiEigUBARkUChICIigUJBREQChYKIiAQKBRERCRQKIiISKBRERCRQKIiISKBQEBGRQKEgIiKBQkFERAKFgoiIBAoFEREJFAoiIhIoFEREJFAoiIhIoFAQEZFAoSAiIoFCQUREAoWCiIgECgUREQkUCiIiEigUREQkUCiIiEigUBARkUChICIigUJBREQChYKIiATdc9GomXUD5gIG1ANnAwmgHEgCy4Hx7r7JzK4BRgJ1wKXu/louahIRkZblqqdwPIC7HwpMA2bG/6a4++FEAXGimQ0ChgFDgNOAWTmqR0REMpCTUHD33wPj4rvfAz4BBgPPxdOeAI4EDgOWuHvS3VcD3c1sh1zUJCIiLcvJ8BGAu9eZ2f3AvwInAce5ezJ++EugF9ATqE5ZrGF6VVPt1tTUUFlZ2abaysrK2rR8Z9PW7SkinUfOQgHA3c8ys0nAq0BJykOlwN+BtfHtxtObVFRUpJ16lml7inR+FRUVGc2Xk+EjM/s3M7sqvvsVsAl43cyOiKeNAF4AXgSOMbMCM+sLFLj7Z7moSUREWparnsJi4D4zex4oBC4FKoG5ZtYjvr3I3evN7AXgZaKAGp+jekREJAM5CQV3Xw+ckuahYWnmnQ5Mz0UdIiKyZfTHayIiEigUREQkUCiIiEigUBARkUChICIigUJBREQChYKIiAQKBRERCRQKIiISZBQKZja20f2Lc1OOiIjkU7OXuTCz04ETgOFm9i/x5G7AQOCOHNcmIiLtrKVrHz0JfAT0Bu6Op20C3s1lUSIikh/NhoK7fw48CzxrZjsCxZksJyIiW6eMdu5mNgsYCXxI9PvKSeCfc1iXiIjkQaZH/EOA/u6+KZfFiIhIfmX6ldQVfDN0JCIinVSmPYW+wCozWxHfT7q7ho9ERDqZTEPh9JxWISIiHUKmoXBWmmnXZbMQERHJv0xD4ZP4/wQwCF0eQ0SkU8ooFNz97tT7ZvZEbsoREZF8yvTvFPZIufsdohPPIiLSyWQ6fJTaU9gITMhBLSIikmeZDh8NN7PewABgpbt/ltuyREQkHzK9dPbJwEvA1cArZnZmTqsSEZG8yPRbRJcDg939R8D+wCW5K0lEBJJ1NfkuocNoz22R6TmFTe6+DsDdvzSzjTmsSUSERPciVl+3d77L6BD6TlvWbs+VaSi8a2a/AJ4HDke/pyAi0illOnx0D/A/wFHA2cBdOatIRETyJtNQmAk84u4XAgfG90VEpJPJNBTq3P1tAHdfSfSTnCIi0slkek5hlZndCLwMHAR8kLuSREQkXzLtKZwNfAocC1QB5+SsIhERyZtM/6J5I3BbjmsREZE80yWwRUQkUCiIiEigUBARkSDTbx9lzMwKgfnArkARcD3wNlAOJIHlwHh332Rm1wAjgTrgUnd/Ldv1iIhI5nLRUzgTqHb3w4ERRH/9PBOYEk9LACea2SBgGDAEOA2YlYNaRERkC2S9pwA8BCxKuV8HDAaei+8/ARwNOLDE3ZPAajPrbmY7uHtVc43X1NRQWVnZpgLLysratHxn09btKZIL+pxurr0+p1kPhYarqZpZKVE4TAFujXf+AF8CvYCeQHXKog3Tmw2FoqIivVmyTNtTpONr6+e0oqIio/lycqLZzL4LPAMscPcH2PyyGKXA34G18e3G00VEJE+yHgpmthOwBJjk7vPjyX82syPi2yOAF4AXgWPMrMDM+gIF+plPEZH8ysU5hauBbwFTzWxqPO0S4A4z6wFUAovcvd7MXiC6nlIBMD4HtYiIyBbIxTmFS0j/c53D0sw7HZie7RpERKR19MdrIiISKBRERCRQKIiISKBQEBGRQKEgIiKBQkFERAKFgoiIBAoFEREJFAoiIhIoFEREJFAoiIhIoFAQEZFAoSAiIoFCQUREAoWCiIgECgUREQkUCiIiEigUREQkUCiIiEigUBARkUChICIigUJBREQChYKIiAQKBRERCRQKIiISKBRERCRQKIiISKBQEBGRQKEgIiKBQkFERAKFgoiIBAoFEREJFAoiIhIoFEREJFAoiIhIoFAQ6UBqauvzXYJ0cd1z1bCZDQFmuPsRZrYbUA4kgeXAeHffZGbXACOBOuBSd38tV/WIbA2KCrsx+Ipf57uMDqHiltH5LqFLyklPwcwmAvOA4njSTGCKux8OJIATzWwQMAwYApwGzMpFLSIikrlcDR+9C4xKuT8YeC6+/QRwJHAYsMTdk+6+GuhuZjvkqB4REclAToaP3P1hM9s1ZVLC3ZPx7S+BXkBPoDplnobpVc21XVNTQ2VlZZvqKysra9PynU1bt6dkj96b0pT2+pzm7JxCI5tSbpcCfwfWxrcbT29WUVGRPjhZpu0p0vG19XNaUVGR0Xzt9e2jP5vZEfHtEcALwIvAMWZWYGZ9gQJ3/6yd6hERkTTaq6fw78BcM+sBVAKL3L3ezF4AXiYKp/HtVIuIiDQhZ6Hg7u8DB8e33yH6plHjeaYD03NVg4iIbBn98ZqIiAQKBRERCRQKIiISKBS6uGRdTb5L6BC0HUQi7fXtI+mgEt2LWH3d3vkuI+/6TluW7xJEOgT1FEREJFAoiIhIoFAQEZFAoSAiIoFCQUREAoWCiIgECgUREQkUCiIiEigUREQkUCiIiEigUBARkUChICIigUJBREQChYKIiAQKBRERCRQKIiISKBRERCRQKIiISKBQEBGRQKEgIiKBQkFERAKFgoiIBAoFEREJFAoiIhIoFEREJFAoiIhIoFAQEZFAoSAiIoFCQUREAoWCiIgECgUREQm657sAMysAfgXsC9QAY919RX6rEhHpmjpCT+FHQLG7HwJcCfwiz/WIiHRZHSEUDgOeBHD3V4AD8luOiEjXlUgmk3ktwMzmAQ+7+xPx/dVAf3evSzd/RUVFFbCqHUsUEekMvjd48OAdWpop7+cUgLVAacr9gqYCASCTlRIRkdbpCMNHLwLHApjZwcCy/JYjItJ1dYSewiPAUWb2EpAAzs5zPSIiXVbezymIiEjH0RGGj0REpINQKIiISKBQEBGRoCOcaJZ2pkuLSEdnZkOAGe5+RL5r6WrUU+iadGkR6bDMbCIwDyjOdy1dkUKha9KlRaQjexcYle8iuiqFQtfUE/gi5X69mWkoUToEd38YqM13HV2VQqFr2qJLi4hI16FQ6Jp0aRERSUtDBl2TLi0iImnpMhciIhJo+EhERAKFgoiIBAoFEREJFAoiIhIoFEREJNBXUqXLM7MrgSOBTUASuNrdK1rZ1m3ATHdf3crlfwfMcfdnW7O8SFspFKRLM7O9gBOAQ909aWb7AfcTXUF2i7n7pdmsT6S9KRSkq/sU6AucY2ZPuvubZnaQmT0LnOfufzWz84CdgXLgP4Bq4HGiP/rbKw6TWcDTwCXAecBvgJPc/X0zO5noIoTTgHuB3vFzX+zuy8xsPDAW+AjYsV3WWqQJOqcgXZq7f0bcUwBeNrO/Asc1s8jOwNHufjPwFnC4mRUBRxAFRoN7gdHx7THAXOBqYKm7DwfGAbPNrBdRkBwMnAj0yM6aibSOQkG6NDPbDVjr7ue4e1/gTGA2sH3KbImU2++5+9fx7bnAWUQ780cbXVTwt8BJZrYL0NPdlwN7E/VIno2X/RawJ/Bf7l7j7rXAa1lfSZEtoFCQrm4foiP2hh90eYfosuLVwHfiaYNS5t+UcnspsD9wDlHPIHD3tUAF8EvgvnjyX4Ffxr8mdgpRcKwE9jKzEjPrFrcnkjcKBenS3H0x8Czwqpm9CDwFXAHcAswys6eAbk0smwQWAT2a+DnTucAI4P/G928ATol7Ck8Cy929iuhcw0vAE8D67KyZSOvogngiIhKopyAiIoFCQUREAoWCiIgECgUREQkUCiIiEigUREQkUCiIiEjwv+SErXAIMA1LAAAAAElFTkSuQmCC\n",
 447 |       "text/plain": [
 448 |        "<Figure size 432x288 with 1 Axes>"
 449 |       ]
 450 |      },
 451 |      "metadata": {
 452 |       "needs_background": "light"
 453 |      },
 454 |      "output_type": "display_data"
 455 |     },
 456 |     {
 457 |      "name": "stdout",
 458 |      "output_type": "stream",
 459 |      "text": [
 460 |       "Total de sobreviventes: 342\n",
 461 |       "      Sex  Survived\n",
 462 |       "0  female  0.742038\n",
 463 |       "1    male  0.188908\n"
 464 |      ]
 465 |     }
 466 |    ],
 467 |    "source": [
 468 |     "# utilizando o conjunto de Treinamento vamos observar os dados\n",
 469 |     "p = sns.countplot(data=train, x = 'Survived', hue = 'Sex')\n",
 470 |     "plt.title(\"Distribuição de sobreviventes de acordo com o sexo\")\n",
 471 |     "plt.show()\n",
 472 |     "\n",
 473 |     "# variáveis para exibir\n",
 474 |     "total_survived_females = train[train.Sex == \"female\"][\"Survived\"].sum()\n",
 475 |     "total_survived_males = train[train.Sex == \"male\"][\"Survived\"].sum()\n",
 476 |     "\n",
 477 |     "print(\"Total de sobreviventes: \" + str((total_survived_females + total_survived_males)))\n",
 478 |     "print (train[[\"Sex\", \"Survived\"]].groupby(['Sex'], as_index=False).mean())"
 479 |    ]
 480 |   },
 481 |   {
 482 |    "cell_type": "markdown",
 483 |    "metadata": {},
 484 |    "source": [
 485 |     "### 3.3 SibSp and Parch - tamanho da família\n"
 486 |    ]
 487 |   },
 488 |   {
 489 |    "cell_type": "code",
 490 |    "execution_count": 8,
 491 |    "metadata": {},
 492 |    "outputs": [
 493 |     {
 494 |      "name": "stdout",
 495 |      "output_type": "stream",
 496 |      "text": [
 497 |       "   FamilySize  Survived\n",
 498 |       "0           1  0.303538\n",
 499 |       "1           2  0.552795\n",
 500 |       "2           3  0.578431\n",
 501 |       "3           4  0.724138\n",
 502 |       "4           5  0.200000\n",
 503 |       "5           6  0.136364\n",
 504 |       "6           7  0.333333\n",
 505 |       "7           8  0.000000\n",
 506 |       "8          11  0.000000\n"
 507 |      ]
 508 |     }
 509 |    ],
 510 |    "source": [
 511 |     "# Mas e o tamanho da família, seria importante?\n",
 512 |     "# podemos criar uma nova variável chamada FamilySize de acordo com \n",
 513 |     "# número de irmãos por conjuge e numero de pais por filhos abordo\n",
 514 |     "\n",
 515 |     "# criamos uma nova variável para cada dataset em full_data chamada FamilySize\n",
 516 |     "for dataset in full_data:\n",
 517 |     "    dataset['FamilySize'] = dataset['SibSp'] + dataset['Parch'] + 1\n",
 518 |     "\n",
 519 |     "# informações obtidas do conjunto de treinamento\n",
 520 |     "print (train[['FamilySize', 'Survived']].groupby(['FamilySize'], as_index=False).mean())"
 521 |    ]
 522 |   },
 523 |   {
 524 |    "cell_type": "markdown",
 525 |    "metadata": {},
 526 |    "source": [
 527 |     "Se olharmos novamento os dados dos **dataset de treinamento e de teste**, podemos ver que uma nova coluna foi adicionada: **FamilySize**."
 528 |    ]
 529 |   },
 530 |   {
 531 |    "cell_type": "code",
 532 |    "execution_count": 9,
 533 |    "metadata": {},
 534 |    "outputs": [
 535 |     {
 536 |      "data": {
 537 |       "text/html": [
 538 |        "<div>\n",
 539 |        "<style scoped>\n",
 540 |        "    .dataframe tbody tr th:only-of-type {\n",
 541 |        "        vertical-align: middle;\n",
 542 |        "    }\n",
 543 |        "\n",
 544 |        "    .dataframe tbody tr th {\n",
 545 |        "        vertical-align: top;\n",
 546 |        "    }\n",
 547 |        "\n",
 548 |        "    .dataframe thead th {\n",
 549 |        "        text-align: right;\n",
 550 |        "    }\n",
 551 |        "</style>\n",
 552 |        "<table border=\"1\" class=\"dataframe\">\n",
 553 |        "  <thead>\n",
 554 |        "    <tr style=\"text-align: right;\">\n",
 555 |        "      <th></th>\n",
 556 |        "      <th>PassengerId</th>\n",
 557 |        "      <th>Survived</th>\n",
 558 |        "      <th>Pclass</th>\n",
 559 |        "      <th>Name</th>\n",
 560 |        "      <th>Sex</th>\n",
 561 |        "      <th>Age</th>\n",
 562 |        "      <th>SibSp</th>\n",
 563 |        "      <th>Parch</th>\n",
 564 |        "      <th>Ticket</th>\n",
 565 |        "      <th>Fare</th>\n",
 566 |        "      <th>Cabin</th>\n",
 567 |        "      <th>Embarked</th>\n",
 568 |        "      <th>FamilySize</th>\n",
 569 |        "    </tr>\n",
 570 |        "  </thead>\n",
 571 |        "  <tbody>\n",
 572 |        "    <tr>\n",
 573 |        "      <th>0</th>\n",
 574 |        "      <td>1</td>\n",
 575 |        "      <td>0</td>\n",
 576 |        "      <td>3</td>\n",
 577 |        "      <td>Braund, Mr. Owen Harris</td>\n",
 578 |        "      <td>male</td>\n",
 579 |        "      <td>22.0</td>\n",
 580 |        "      <td>1</td>\n",
 581 |        "      <td>0</td>\n",
 582 |        "      <td>A/5 21171</td>\n",
 583 |        "      <td>7.2500</td>\n",
 584 |        "      <td>NaN</td>\n",
 585 |        "      <td>S</td>\n",
 586 |        "      <td>2</td>\n",
 587 |        "    </tr>\n",
 588 |        "    <tr>\n",
 589 |        "      <th>1</th>\n",
 590 |        "      <td>2</td>\n",
 591 |        "      <td>1</td>\n",
 592 |        "      <td>1</td>\n",
 593 |        "      <td>Cumings, Mrs. John Bradley (Florence Briggs Th...</td>\n",
 594 |        "      <td>female</td>\n",
 595 |        "      <td>38.0</td>\n",
 596 |        "      <td>1</td>\n",
 597 |        "      <td>0</td>\n",
 598 |        "      <td>PC 17599</td>\n",
 599 |        "      <td>71.2833</td>\n",
 600 |        "      <td>C85</td>\n",
 601 |        "      <td>C</td>\n",
 602 |        "      <td>2</td>\n",
 603 |        "    </tr>\n",
 604 |        "    <tr>\n",
 605 |        "      <th>2</th>\n",
 606 |        "      <td>3</td>\n",
 607 |        "      <td>1</td>\n",
 608 |        "      <td>3</td>\n",
 609 |        "      <td>Heikkinen, Miss. Laina</td>\n",
 610 |        "      <td>female</td>\n",
 611 |        "      <td>26.0</td>\n",
 612 |        "      <td>0</td>\n",
 613 |        "      <td>0</td>\n",
 614 |        "      <td>STON/O2. 3101282</td>\n",
 615 |        "      <td>7.9250</td>\n",
 616 |        "      <td>NaN</td>\n",
 617 |        "      <td>S</td>\n",
 618 |        "      <td>1</td>\n",
 619 |        "    </tr>\n",
 620 |        "    <tr>\n",
 621 |        "      <th>3</th>\n",
 622 |        "      <td>4</td>\n",
 623 |        "      <td>1</td>\n",
 624 |        "      <td>1</td>\n",
 625 |        "      <td>Futrelle, Mrs. Jacques Heath (Lily May Peel)</td>\n",
 626 |        "      <td>female</td>\n",
 627 |        "      <td>35.0</td>\n",
 628 |        "      <td>1</td>\n",
 629 |        "      <td>0</td>\n",
 630 |        "      <td>113803</td>\n",
 631 |        "      <td>53.1000</td>\n",
 632 |        "      <td>C123</td>\n",
 633 |        "      <td>S</td>\n",
 634 |        "      <td>2</td>\n",
 635 |        "    </tr>\n",
 636 |        "    <tr>\n",
 637 |        "      <th>4</th>\n",
 638 |        "      <td>5</td>\n",
 639 |        "      <td>0</td>\n",
 640 |        "      <td>3</td>\n",
 641 |        "      <td>Allen, Mr. William Henry</td>\n",
 642 |        "      <td>male</td>\n",
 643 |        "      <td>35.0</td>\n",
 644 |        "      <td>0</td>\n",
 645 |        "      <td>0</td>\n",
 646 |        "      <td>373450</td>\n",
 647 |        "      <td>8.0500</td>\n",
 648 |        "      <td>NaN</td>\n",
 649 |        "      <td>S</td>\n",
 650 |        "      <td>1</td>\n",
 651 |        "    </tr>\n",
 652 |        "  </tbody>\n",
 653 |        "</table>\n",
 654 |        "</div>"
 655 |       ],
 656 |       "text/plain": [
 657 |        "   PassengerId  Survived  Pclass  \\\n",
 658 |        "0            1         0       3   \n",
 659 |        "1            2         1       1   \n",
 660 |        "2            3         1       3   \n",
 661 |        "3            4         1       1   \n",
 662 |        "4            5         0       3   \n",
 663 |        "\n",
 664 |        "                                                Name     Sex   Age  SibSp  \\\n",
 665 |        "0                            Braund, Mr. Owen Harris    male  22.0      1   \n",
 666 |        "1  Cumings, Mrs. John Bradley (Florence Briggs Th...  female  38.0      1   \n",
 667 |        "2                             Heikkinen, Miss. Laina  female  26.0      0   \n",
 668 |        "3       Futrelle, Mrs. Jacques Heath (Lily May Peel)  female  35.0      1   \n",
 669 |        "4                           Allen, Mr. William Henry    male  35.0      0   \n",
 670 |        "\n",
 671 |        "   Parch            Ticket     Fare Cabin Embarked  FamilySize  \n",
 672 |        "0      0         A/5 21171   7.2500   NaN        S           2  \n",
 673 |        "1      0          PC 17599  71.2833   C85        C           2  \n",
 674 |        "2      0  STON/O2. 3101282   7.9250   NaN        S           1  \n",
 675 |        "3      0            113803  53.1000  C123        S           2  \n",
 676 |        "4      0            373450   8.0500   NaN        S           1  "
 677 |       ]
 678 |      },
 679 |      "execution_count": 9,
 680 |      "metadata": {},
 681 |      "output_type": "execute_result"
 682 |     }
 683 |    ],
 684 |    "source": [
 685 |     "# dataset 0 de full_data = dataset de treinamento (train)\n",
 686 |     "full_data[0].head()"
 687 |    ]
 688 |   },
 689 |   {
 690 |    "cell_type": "code",
 691 |    "execution_count": 10,
 692 |    "metadata": {},
 693 |    "outputs": [
 694 |     {
 695 |      "data": {
 696 |       "text/html": [
 697 |        "<div>\n",
 698 |        "<style scoped>\n",
 699 |        "    .dataframe tbody tr th:only-of-type {\n",
 700 |        "        vertical-align: middle;\n",
 701 |        "    }\n",
 702 |        "\n",
 703 |        "    .dataframe tbody tr th {\n",
 704 |        "        vertical-align: top;\n",
 705 |        "    }\n",
 706 |        "\n",
 707 |        "    .dataframe thead th {\n",
 708 |        "        text-align: right;\n",
 709 |        "    }\n",
 710 |        "</style>\n",
 711 |        "<table border=\"1\" class=\"dataframe\">\n",
 712 |        "  <thead>\n",
 713 |        "    <tr style=\"text-align: right;\">\n",
 714 |        "      <th></th>\n",
 715 |        "      <th>PassengerId</th>\n",
 716 |        "      <th>Pclass</th>\n",
 717 |        "      <th>Name</th>\n",
 718 |        "      <th>Sex</th>\n",
 719 |        "      <th>Age</th>\n",
 720 |        "      <th>SibSp</th>\n",
 721 |        "      <th>Parch</th>\n",
 722 |        "      <th>Ticket</th>\n",
 723 |        "      <th>Fare</th>\n",
 724 |        "      <th>Cabin</th>\n",
 725 |        "      <th>Embarked</th>\n",
 726 |        "      <th>FamilySize</th>\n",
 727 |        "    </tr>\n",
 728 |        "  </thead>\n",
 729 |        "  <tbody>\n",
 730 |        "    <tr>\n",
 731 |        "      <th>0</th>\n",
 732 |        "      <td>892</td>\n",
 733 |        "      <td>3</td>\n",
 734 |        "      <td>Kelly, Mr. James</td>\n",
 735 |        "      <td>male</td>\n",
 736 |        "      <td>34.5</td>\n",
 737 |        "      <td>0</td>\n",
 738 |        "      <td>0</td>\n",
 739 |        "      <td>330911</td>\n",
 740 |        "      <td>7.8292</td>\n",
 741 |        "      <td>NaN</td>\n",
 742 |        "      <td>Q</td>\n",
 743 |        "      <td>1</td>\n",
 744 |        "    </tr>\n",
 745 |        "    <tr>\n",
 746 |        "      <th>1</th>\n",
 747 |        "      <td>893</td>\n",
 748 |        "      <td>3</td>\n",
 749 |        "      <td>Wilkes, Mrs. James (Ellen Needs)</td>\n",
 750 |        "      <td>female</td>\n",
 751 |        "      <td>47.0</td>\n",
 752 |        "      <td>1</td>\n",
 753 |        "      <td>0</td>\n",
 754 |        "      <td>363272</td>\n",
 755 |        "      <td>7.0000</td>\n",
 756 |        "      <td>NaN</td>\n",
 757 |        "      <td>S</td>\n",
 758 |        "      <td>2</td>\n",
 759 |        "    </tr>\n",
 760 |        "    <tr>\n",
 761 |        "      <th>2</th>\n",
 762 |        "      <td>894</td>\n",
 763 |        "      <td>2</td>\n",
 764 |        "      <td>Myles, Mr. Thomas Francis</td>\n",
 765 |        "      <td>male</td>\n",
 766 |        "      <td>62.0</td>\n",
 767 |        "      <td>0</td>\n",
 768 |        "      <td>0</td>\n",
 769 |        "      <td>240276</td>\n",
 770 |        "      <td>9.6875</td>\n",
 771 |        "      <td>NaN</td>\n",
 772 |        "      <td>Q</td>\n",
 773 |        "      <td>1</td>\n",
 774 |        "    </tr>\n",
 775 |        "    <tr>\n",
 776 |        "      <th>3</th>\n",
 777 |        "      <td>895</td>\n",
 778 |        "      <td>3</td>\n",
 779 |        "      <td>Wirz, Mr. Albert</td>\n",
 780 |        "      <td>male</td>\n",
 781 |        "      <td>27.0</td>\n",
 782 |        "      <td>0</td>\n",
 783 |        "      <td>0</td>\n",
 784 |        "      <td>315154</td>\n",
 785 |        "      <td>8.6625</td>\n",
 786 |        "      <td>NaN</td>\n",
 787 |        "      <td>S</td>\n",
 788 |        "      <td>1</td>\n",
 789 |        "    </tr>\n",
 790 |        "    <tr>\n",
 791 |        "      <th>4</th>\n",
 792 |        "      <td>896</td>\n",
 793 |        "      <td>3</td>\n",
 794 |        "      <td>Hirvonen, Mrs. Alexander (Helga E Lindqvist)</td>\n",
 795 |        "      <td>female</td>\n",
 796 |        "      <td>22.0</td>\n",
 797 |        "      <td>1</td>\n",
 798 |        "      <td>1</td>\n",
 799 |        "      <td>3101298</td>\n",
 800 |        "      <td>12.2875</td>\n",
 801 |        "      <td>NaN</td>\n",
 802 |        "      <td>S</td>\n",
 803 |        "      <td>3</td>\n",
 804 |        "    </tr>\n",
 805 |        "  </tbody>\n",
 806 |        "</table>\n",
 807 |        "</div>"
 808 |       ],
 809 |       "text/plain": [
 810 |        "   PassengerId  Pclass                                          Name     Sex  \\\n",
 811 |        "0          892       3                              Kelly, Mr. James    male   \n",
 812 |        "1          893       3              Wilkes, Mrs. James (Ellen Needs)  female   \n",
 813 |        "2          894       2                     Myles, Mr. Thomas Francis    male   \n",
 814 |        "3          895       3                              Wirz, Mr. Albert    male   \n",
 815 |        "4          896       3  Hirvonen, Mrs. Alexander (Helga E Lindqvist)  female   \n",
 816 |        "\n",
 817 |        "    Age  SibSp  Parch   Ticket     Fare Cabin Embarked  FamilySize  \n",
 818 |        "0  34.5      0      0   330911   7.8292   NaN        Q           1  \n",
 819 |        "1  47.0      1      0   363272   7.0000   NaN        S           2  \n",
 820 |        "2  62.0      0      0   240276   9.6875   NaN        Q           1  \n",
 821 |        "3  27.0      0      0   315154   8.6625   NaN        S           1  \n",
 822 |        "4  22.0      1      1  3101298  12.2875   NaN        S           3  "
 823 |       ]
 824 |      },
 825 |      "execution_count": 10,
 826 |      "metadata": {},
 827 |      "output_type": "execute_result"
 828 |     }
 829 |    ],
 830 |    "source": [
 831 |     "# dataset 1 de full_data = dataset de teste (test)\n",
 832 |     "full_data[1].head()"
 833 |    ]
 834 |   },
 835 |   {
 836 |    "cell_type": "markdown",
 837 |    "metadata": {},
 838 |    "source": [
 839 |     "O tamanho da família parece ser uma variável influente na taxa de sobrevivência."
 840 |    ]
 841 |   },
 842 |   {
 843 |    "cell_type": "markdown",
 844 |    "metadata": {},
 845 |    "source": [
 846 |     "### 3.4 Embarked\n",
 847 |     "Essa variável possui alguns valores nulos. Vamos tentar preencher os valores nulos com o valor que mais ocorre: S."
 848 |    ]
 849 |   },
 850 |   {
 851 |    "cell_type": "code",
 852 |    "execution_count": 11,
 853 |    "metadata": {},
 854 |    "outputs": [
 855 |     {
 856 |      "name": "stdout",
 857 |      "output_type": "stream",
 858 |      "text": [
 859 |       "  Embarked  Survived\n",
 860 |       "0        C  0.553571\n",
 861 |       "1        Q  0.389610\n",
 862 |       "2        S  0.339009\n"
 863 |      ]
 864 |     }
 865 |    ],
 866 |    "source": [
 867 |     "# dentro de cada dataset (train e teste) corrigimos os valores\n",
 868 |     "for dataset in full_data:\n",
 869 |     "    dataset['Embarked'] = dataset['Embarked'].fillna('S')\n",
 870 |     "    \n",
 871 |     "print (train[['Embarked', 'Survived']].groupby(['Embarked'], as_index=False).mean())"
 872 |    ]
 873 |   },
 874 |   {
 875 |    "cell_type": "markdown",
 876 |    "metadata": {},
 877 |    "source": [
 878 |     "### 3.5 Age \n",
 879 |     "Essa variável possui alguns valores nulos também. Existem diversar formas de tratar valores nulos em um dataset.\n",
 880 |     "* substituir os valores nulos pela **média da variável**\n",
 881 |     "* substituir os valores nulos de forma aleatória dentro de um intervalo **[média - desvio, média + desvio]**"
 882 |    ]
 883 |   },
 884 |   {
 885 |    "cell_type": "code",
 886 |    "execution_count": 12,
 887 |    "metadata": {},
 888 |    "outputs": [
 889 |     {
 890 |      "name": "stdout",
 891 |      "output_type": "stream",
 892 |      "text": [
 893 |       "Média da idade: 29.69911764705882\n",
 894 |       "Desvio padrão da idade: 14.526497332334044\n"
 895 |      ]
 896 |     }
 897 |    ],
 898 |    "source": [
 899 |     "# observando a média de idade no conjunto de Treinamento\n",
 900 |     "media = train['Age'].mean()\n",
 901 |     "desvio = train['Age'].std()\n",
 902 |     "print(\"Média da idade:\",media)\n",
 903 |     "print(\"Desvio padrão da idade:\",desvio)"
 904 |    ]
 905 |   },
 906 |   {
 907 |    "cell_type": "code",
 908 |    "execution_count": 13,
 909 |    "metadata": {},
 910 |    "outputs": [
 911 |     {
 912 |      "name": "stdout",
 913 |      "output_type": "stream",
 914 |      "text": [
 915 |       "  CategoricalAge  Survived\n",
 916 |       "0  (-0.08, 16.0]  0.526786\n",
 917 |       "1   (16.0, 32.0]  0.353075\n",
 918 |       "2   (32.0, 48.0]  0.373077\n",
 919 |       "3   (48.0, 64.0]  0.434783\n",
 920 |       "4   (64.0, 80.0]  0.090909\n"
 921 |      ]
 922 |     },
 923 |     {
 924 |      "name": "stderr",
 925 |      "output_type": "stream",
 926 |      "text": [
 927 |       "C:\\Users\\carla\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:8: SettingWithCopyWarning: \n",
 928 |       "A value is trying to be set on a copy of a slice from a DataFrame\n",
 929 |       "\n",
 930 |       "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
 931 |       "  \n"
 932 |      ]
 933 |     }
 934 |    ],
 935 |    "source": [
 936 |     "# dentro de cada dataset (train e teste) corrigimos o campo Age (idade)\n",
 937 |     "for dataset in full_data:\n",
 938 |     "    age_avg = dataset['Age'].mean() #retorna a média da idade\n",
 939 |     "    age_std = dataset['Age'].std()  # retorna o desvio padrão\n",
 940 |     "    age_null_count = dataset['Age'].isnull().sum() #conta a quantidade de campos nulos\n",
 941 |     "    \n",
 942 |     "    age_null_random_list = np.random.randint(age_avg - age_std, age_avg + age_std, size=age_null_count)\n",
 943 |     "    dataset['Age'][np.isnan(dataset['Age'])] = age_null_random_list\n",
 944 |     "    dataset['Age'] = dataset['Age'].astype(int)\n",
 945 |     "        \n",
 946 |     "train['CategoricalAge'] = pd.cut(train['Age'], 5)\n",
 947 |     "print (train[['CategoricalAge', 'Survived']].groupby(['CategoricalAge'], as_index=False).mean())"
 948 |    ]
 949 |   },
 950 |   {
 951 |    "cell_type": "markdown",
 952 |    "metadata": {},
 953 |    "source": [
 954 |     "## Limpeza dos dados\n",
 955 |     "Legal, já conhecemos todas as variáveis do nosso dataset.\n",
 956 |     "\n",
 957 |     "Agora, vamos limpar nossos dados e transformá-los em valores numéricos. "
 958 |    ]
 959 |   },
 960 |   {
 961 |    "cell_type": "code",
 962 |    "execution_count": 14,
 963 |    "metadata": {},
 964 |    "outputs": [
 965 |     {
 966 |      "name": "stdout",
 967 |      "output_type": "stream",
 968 |      "text": [
 969 |       "   Survived  Pclass  Sex  Age  Embarked  FamilySize\n",
 970 |       "0         0       3    1    1         0           2\n",
 971 |       "1         1       1    0    2         1           2\n",
 972 |       "2         1       3    0    1         0           1\n",
 973 |       "3         1       1    0    2         0           2\n",
 974 |       "4         0       3    1    2         0           1\n",
 975 |       "5         0       3    1    0         2           1\n",
 976 |       "6         0       1    1    3         0           1\n",
 977 |       "7         0       3    1    0         0           5\n",
 978 |       "8         1       3    0    1         0           3\n",
 979 |       "9         1       2    0    0         1           2\n"
 980 |      ]
 981 |     }
 982 |    ],
 983 |    "source": [
 984 |     "# dentro de cada dataset (train e teste) transformamos nossas variáveis em valores numéricos\n",
 985 |     "for dataset in full_data:\n",
 986 |     "    # Mapping Sex\n",
 987 |     "    dataset['Sex'] = dataset['Sex'].map( {'female': 0, 'male': 1} ).astype(int)\n",
 988 |     "    \n",
 989 |     "    # Mapping Embarked\n",
 990 |     "    dataset['Embarked'] = dataset['Embarked'].map( {'S': 0, 'C': 1, 'Q': 2} ).astype(int) \n",
 991 |     "    \n",
 992 |     "    # Mapping Age\n",
 993 |     "    dataset.loc[ dataset['Age'] <= 16, 'Age'] \t\t\t\t\t       = 0\n",
 994 |     "    dataset.loc[(dataset['Age'] > 16) & (dataset['Age'] <= 32), 'Age'] = 1\n",
 995 |     "    dataset.loc[(dataset['Age'] > 32) & (dataset['Age'] <= 48), 'Age'] = 2\n",
 996 |     "    dataset.loc[(dataset['Age'] > 48) & (dataset['Age'] <= 64), 'Age'] = 3\n",
 997 |     "    dataset.loc[ dataset['Age'] > 64, 'Age']                           = 4\n",
 998 |     "\n",
 999 |     "# Seleção de variáveis que não iremos utilizar\n",
1000 |     "drop_elements = ['PassengerId', 'Name', 'Ticket', 'Cabin', 'SibSp',\\\n",
1001 |     "                 'Parch','Fare']\n",
1002 |     "\n",
1003 |     "train = train.drop(drop_elements, axis = 1)\n",
1004 |     "train = train.drop(['CategoricalAge'], axis = 1)\n",
1005 |     "\n",
1006 |     "test  = test.drop(drop_elements, axis = 1)\n",
1007 |     "\n",
1008 |     "print (train.head(10))\n",
1009 |     "\n",
1010 |     "train = train.values\n",
1011 |     "test  = test.values"
1012 |    ]
1013 |   },
1014 |   {
1015 |    "cell_type": "markdown",
1016 |    "metadata": {},
1017 |    "source": [
1018 |     "Ótimo! Agora temos um dataset limpo e pronto para montarmos nosso modelo de predição."
1019 |    ]
1020 |   },
1021 |   {
1022 |    "cell_type": "markdown",
1023 |    "metadata": {},
1024 |    "source": [
1025 |     "## Predição\n",
1026 |     "Agora vamos usar o SVC como nosso classificador.\n",
1027 |     "\n",
1028 |     "Mais informações sobre o SVC. \n",
1029 |     "https://scikit-learn.org/stable/modules/svm.html"
1030 |    ]
1031 |   },
1032 |   {
1033 |    "cell_type": "markdown",
1034 |    "metadata": {},
1035 |    "source": [
1036 |     "<b>a) Importamos as bibliotecas necessárias</b>"
1037 |    ]
1038 |   },
1039 |   {
1040 |    "cell_type": "code",
1041 |    "execution_count": 15,
1042 |    "metadata": {},
1043 |    "outputs": [],
1044 |    "source": [
1045 |     "from sklearn.svm import SVC\n",
1046 |     "from sklearn import metrics\n",
1047 |     "from sklearn import model_selection\n",
1048 |     "from sklearn.model_selection import cross_val_score\n",
1049 |     "from sklearn.model_selection import cross_val_predict"
1050 |    ]
1051 |   },
1052 |   {
1053 |    "cell_type": "markdown",
1054 |    "metadata": {},
1055 |    "source": [
1056 |     "<b> b) Criamos o nosso classificador SVC do tipo SVM (Máquinas de Vetores de Suporte) </b>"
1057 |    ]
1058 |   },
1059 |   {
1060 |    "cell_type": "code",
1061 |    "execution_count": 16,
1062 |    "metadata": {},
1063 |    "outputs": [],
1064 |    "source": [
1065 |     "classifiers = [SVC(probability=True)]\n",
1066 |     "candidate_classifier = SVC()"
1067 |    ]
1068 |   },
1069 |   {
1070 |    "cell_type": "markdown",
1071 |    "metadata": {},
1072 |    "source": [
1073 |     "**c) Treinamos o nosso classificador com o conjunto de treinamento.**\n",
1074 |     "\n",
1075 |     "A função ```.fit(X, y) ``` recebe 2 arrays de entrada:\n",
1076 |     "* **X** em forma de matriz ```[elementos, variáveis]``` com todos os elementos do conjunto de treinamento\n",
1077 |     "* **y** em forma de array com o nome das variáveis\n",
1078 |     "\n",
1079 |     "Mais informações sobre SVM em python: https://scikit-learn.org/stable/modules/svm.html"
1080 |    ]
1081 |   },
1082 |   {
1083 |    "cell_type": "code",
1084 |    "execution_count": 17,
1085 |    "metadata": {},
1086 |    "outputs": [
1087 |     {
1088 |      "data": {
1089 |       "text/plain": [
1090 |        "SVC(C=1.0, cache_size=200, class_weight=None, coef0=0.0,\n",
1091 |        "  decision_function_shape='ovr', degree=3, gamma='auto', kernel='rbf',\n",
1092 |        "  max_iter=-1, probability=False, random_state=None, shrinking=True,\n",
1093 |        "  tol=0.001, verbose=False)"
1094 |       ]
1095 |      },
1096 |      "execution_count": 17,
1097 |      "metadata": {},
1098 |      "output_type": "execute_result"
1099 |     }
1100 |    ],
1101 |    "source": [
1102 |     "candidate_classifier.fit(train[0::, 1::], train[0::, 0])"
1103 |    ]
1104 |   },
1105 |   {
1106 |    "cell_type": "markdown",
1107 |    "metadata": {},
1108 |    "source": [
1109 |     "### Testando nosso classificador\n",
1110 |     "Uma forma de validar o classificador é usar a técnica chamada **Cross Validation/Validação Cruzada**.\n",
1111 |     "\n",
1112 |     "Abaixo, vamos criar uma função que faz o Cross Validation e nos retorna a acurácia média. A Acurácia, basicamente é o percentual de acertos que modelo teve."
1113 |    ]
1114 |   },
1115 |   {
1116 |    "cell_type": "code",
1117 |    "execution_count": 18,
1118 |    "metadata": {},
1119 |    "outputs": [],
1120 |    "source": [
1121 |     "def acuracia(clf,X,y):\n",
1122 |     "    scores = cross_val_score(clf, X, y, cv=5)\n",
1123 |     "    resultados = cross_val_predict(clf, X, y, cv=5)\n",
1124 |     "    print(\"Cross-validated Scores: \",scores)\n",
1125 |     "    acuracia_media = metrics.accuracy_score(y,resultados)\n",
1126 |     "    print(\"Acurácia média: \", acuracia_media)\n",
1127 |     "    return None"
1128 |    ]
1129 |   },
1130 |   {
1131 |    "cell_type": "markdown",
1132 |    "metadata": {},
1133 |    "source": [
1134 |     "Como estamos testando nosso classificador usando os dados de treinamento, podemos:\n",
1135 |     "1. executar nosso classificador sobre os **dados de teste**\n",
1136 |     "2. comparar os resultados do classificador com os resultados esperados (armazenados na coluna survived)"
1137 |    ]
1138 |   },
1139 |   {
1140 |    "cell_type": "code",
1141 |    "execution_count": 19,
1142 |    "metadata": {},
1143 |    "outputs": [],
1144 |    "source": [
1145 |     "# armazenamos os resutados esperados\n",
1146 |     "classes = candidate_classifier.predict(train[0::,1::])"
1147 |    ]
1148 |   },
1149 |   {
1150 |    "cell_type": "code",
1151 |    "execution_count": 20,
1152 |    "metadata": {},
1153 |    "outputs": [
1154 |     {
1155 |      "name": "stdout",
1156 |      "output_type": "stream",
1157 |      "text": [
1158 |       "Cross-validated Scores:  [0.98882682 0.98876404 0.98876404 1.         0.98876404]\n",
1159 |       "Acurácia média:  0.9910213243546577\n"
1160 |      ]
1161 |     }
1162 |    ],
1163 |    "source": [
1164 |     "# executamos a função acuracia\n",
1165 |     "acuracia(candidate_classifier,train,classes)"
1166 |    ]
1167 |   },
1168 |   {
1169 |    "cell_type": "markdown",
1170 |    "metadata": {},
1171 |    "source": [
1172 |     "Como podemos ver a acurácia ficou na faixa de 97%! O SVM está funcionando muito bem para esses dados.\n",
1173 |     "\n",
1174 |     "Mas precisamos ter em mente que a base de dados do Titanic é uma base pequena e simples, por isso, conseguimos facilmente um bom trabalho do SVM. O objetivo foi apenas mostrar como podemos testar nosso algoritmo de forma prática.\n",
1175 |     "\n",
1176 |     "Agora, vamos seguir com a predição dos nossos dados de teste, que, afinal, é o nosso objetivo!"
1177 |    ]
1178 |   },
1179 |   {
1180 |    "cell_type": "markdown",
1181 |    "metadata": {},
1182 |    "source": [
1183 |     "<b>d) Após o treinamento, realizamos a predição com os dados de teste</b>"
1184 |    ]
1185 |   },
1186 |   {
1187 |    "cell_type": "code",
1188 |    "execution_count": 21,
1189 |    "metadata": {},
1190 |    "outputs": [],
1191 |    "source": [
1192 |     "result = candidate_classifier.predict(test)"
1193 |    ]
1194 |   },
1195 |   {
1196 |    "cell_type": "markdown",
1197 |    "metadata": {},
1198 |    "source": [
1199 |     "Abaixo o print do resultado, uma array de 0's e 1's. Cada valor representa um dos passageiros. "
1200 |    ]
1201 |   },
1202 |   {
1203 |    "cell_type": "code",
1204 |    "execution_count": 22,
1205 |    "metadata": {},
1206 |    "outputs": [
1207 |     {
1208 |      "name": "stdout",
1209 |      "output_type": "stream",
1210 |      "text": [
1211 |       "[0 1 0 0 1 0 1 0 1 0 0 0 1 0 1 1 0 0 1 1 0 0 1 0 1 0 1 0 0 0 0 0 0 0 0 0 1\n",
1212 |       " 1 0 0 0 0 0 1 1 0 0 0 1 0 0 0 1 1 0 0 0 0 0 1 0 0 0 1 1 1 1 0 0 1 1 0 1 0\n",
1213 |       " 1 0 0 1 0 1 1 0 0 0 0 0 1 1 1 1 1 0 1 0 0 0 1 0 1 0 1 0 0 0 1 0 0 0 0 0 0\n",
1214 |       " 1 1 1 1 0 0 1 0 1 1 0 1 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0\n",
1215 |       " 0 0 1 0 0 0 0 0 1 1 0 1 1 1 1 0 0 1 0 0 1 1 0 0 0 0 0 1 1 0 1 1 0 0 1 0 1\n",
1216 |       " 0 1 0 0 0 0 0 1 0 1 0 1 1 0 1 1 1 0 1 0 0 1 0 1 0 0 0 0 1 0 0 1 0 1 0 1 0\n",
1217 |       " 1 0 1 1 0 1 0 0 0 1 0 0 0 0 0 0 1 1 1 1 0 0 0 0 1 0 1 1 1 0 0 0 0 0 0 0 1\n",
1218 |       " 0 0 0 1 1 0 0 0 0 1 0 0 0 1 1 0 1 0 0 0 0 1 1 1 1 1 0 0 0 0 0 0 1 0 0 0 0\n",
1219 |       " 1 0 0 0 0 0 0 0 1 1 1 0 0 1 0 0 0 1 1 1 0 0 0 0 0 0 0 0 1 0 1 0 0 0 1 0 0\n",
1220 |       " 1 0 0 0 0 0 0 0 0 0 1 0 1 0 1 0 1 1 0 0 0 1 0 1 0 0 1 0 1 1 0 1 0 0 1 1 0\n",
1221 |       " 0 1 0 0 1 1 1 0 0 0 0 0 1 1 0 1 0 0 0 0 0 1 1 0 0 1 0 1 0 0 1 0 1 0 0 0 0\n",
1222 |       " 0 1 1 1 1 1 0 1 0 0 0]\n"
1223 |      ]
1224 |     }
1225 |    ],
1226 |    "source": [
1227 |     "print (result)"
1228 |    ]
1229 |   },
1230 |   {
1231 |    "cell_type": "markdown",
1232 |    "metadata": {},
1233 |    "source": [
1234 |     "Lembra-se da nossa variável **submission** que guardou os dados de teste? Agora iremos utilizá-la para saber quem são os passageiros que sobreviveram ou não."
1235 |    ]
1236 |   },
1237 |   {
1238 |    "cell_type": "code",
1239 |    "execution_count": 23,
1240 |    "metadata": {},
1241 |    "outputs": [
1242 |     {
1243 |      "data": {
1244 |       "text/html": [
1245 |        "<div>\n",
1246 |        "<style scoped>\n",
1247 |        "    .dataframe tbody tr th:only-of-type {\n",
1248 |        "        vertical-align: middle;\n",
1249 |        "    }\n",
1250 |        "\n",
1251 |        "    .dataframe tbody tr th {\n",
1252 |        "        vertical-align: top;\n",
1253 |        "    }\n",
1254 |        "\n",
1255 |        "    .dataframe thead th {\n",
1256 |        "        text-align: right;\n",
1257 |        "    }\n",
1258 |        "</style>\n",
1259 |        "<table border=\"1\" class=\"dataframe\">\n",
1260 |        "  <thead>\n",
1261 |        "    <tr style=\"text-align: right;\">\n",
1262 |        "      <th></th>\n",
1263 |        "      <th>PassengerId</th>\n",
1264 |        "      <th>Pclass</th>\n",
1265 |        "      <th>Name</th>\n",
1266 |        "      <th>Sex</th>\n",
1267 |        "      <th>Age</th>\n",
1268 |        "      <th>SibSp</th>\n",
1269 |        "      <th>Parch</th>\n",
1270 |        "      <th>Ticket</th>\n",
1271 |        "      <th>Fare</th>\n",
1272 |        "      <th>Cabin</th>\n",
1273 |        "      <th>Embarked</th>\n",
1274 |        "    </tr>\n",
1275 |        "  </thead>\n",
1276 |        "  <tbody>\n",
1277 |        "    <tr>\n",
1278 |        "      <th>0</th>\n",
1279 |        "      <td>892</td>\n",
1280 |        "      <td>3</td>\n",
1281 |        "      <td>Kelly, Mr. James</td>\n",
1282 |        "      <td>male</td>\n",
1283 |        "      <td>34.5</td>\n",
1284 |        "      <td>0</td>\n",
1285 |        "      <td>0</td>\n",
1286 |        "      <td>330911</td>\n",
1287 |        "      <td>7.8292</td>\n",
1288 |        "      <td>NaN</td>\n",
1289 |        "      <td>Q</td>\n",
1290 |        "    </tr>\n",
1291 |        "    <tr>\n",
1292 |        "      <th>1</th>\n",
1293 |        "      <td>893</td>\n",
1294 |        "      <td>3</td>\n",
1295 |        "      <td>Wilkes, Mrs. James (Ellen Needs)</td>\n",
1296 |        "      <td>female</td>\n",
1297 |        "      <td>47.0</td>\n",
1298 |        "      <td>1</td>\n",
1299 |        "      <td>0</td>\n",
1300 |        "      <td>363272</td>\n",
1301 |        "      <td>7.0000</td>\n",
1302 |        "      <td>NaN</td>\n",
1303 |        "      <td>S</td>\n",
1304 |        "    </tr>\n",
1305 |        "    <tr>\n",
1306 |        "      <th>2</th>\n",
1307 |        "      <td>894</td>\n",
1308 |        "      <td>2</td>\n",
1309 |        "      <td>Myles, Mr. Thomas Francis</td>\n",
1310 |        "      <td>male</td>\n",
1311 |        "      <td>62.0</td>\n",
1312 |        "      <td>0</td>\n",
1313 |        "      <td>0</td>\n",
1314 |        "      <td>240276</td>\n",
1315 |        "      <td>9.6875</td>\n",
1316 |        "      <td>NaN</td>\n",
1317 |        "      <td>Q</td>\n",
1318 |        "    </tr>\n",
1319 |        "    <tr>\n",
1320 |        "      <th>3</th>\n",
1321 |        "      <td>895</td>\n",
1322 |        "      <td>3</td>\n",
1323 |        "      <td>Wirz, Mr. Albert</td>\n",
1324 |        "      <td>male</td>\n",
1325 |        "      <td>27.0</td>\n",
1326 |        "      <td>0</td>\n",
1327 |        "      <td>0</td>\n",
1328 |        "      <td>315154</td>\n",
1329 |        "      <td>8.6625</td>\n",
1330 |        "      <td>NaN</td>\n",
1331 |        "      <td>S</td>\n",
1332 |        "    </tr>\n",
1333 |        "    <tr>\n",
1334 |        "      <th>4</th>\n",
1335 |        "      <td>896</td>\n",
1336 |        "      <td>3</td>\n",
1337 |        "      <td>Hirvonen, Mrs. Alexander (Helga E Lindqvist)</td>\n",
1338 |        "      <td>female</td>\n",
1339 |        "      <td>22.0</td>\n",
1340 |        "      <td>1</td>\n",
1341 |        "      <td>1</td>\n",
1342 |        "      <td>3101298</td>\n",
1343 |        "      <td>12.2875</td>\n",
1344 |        "      <td>NaN</td>\n",
1345 |        "      <td>S</td>\n",
1346 |        "    </tr>\n",
1347 |        "  </tbody>\n",
1348 |        "</table>\n",
1349 |        "</div>"
1350 |       ],
1351 |       "text/plain": [
1352 |        "   PassengerId  Pclass                                          Name     Sex  \\\n",
1353 |        "0          892       3                              Kelly, Mr. James    male   \n",
1354 |        "1          893       3              Wilkes, Mrs. James (Ellen Needs)  female   \n",
1355 |        "2          894       2                     Myles, Mr. Thomas Francis    male   \n",
1356 |        "3          895       3                              Wirz, Mr. Albert    male   \n",
1357 |        "4          896       3  Hirvonen, Mrs. Alexander (Helga E Lindqvist)  female   \n",
1358 |        "\n",
1359 |        "    Age  SibSp  Parch   Ticket     Fare Cabin Embarked  \n",
1360 |        "0  34.5      0      0   330911   7.8292   NaN        Q  \n",
1361 |        "1  47.0      1      0   363272   7.0000   NaN        S  \n",
1362 |        "2  62.0      0      0   240276   9.6875   NaN        Q  \n",
1363 |        "3  27.0      0      0   315154   8.6625   NaN        S  \n",
1364 |        "4  22.0      1      1  3101298  12.2875   NaN        S  "
1365 |       ]
1366 |      },
1367 |      "execution_count": 23,
1368 |      "metadata": {},
1369 |      "output_type": "execute_result"
1370 |     }
1371 |    ],
1372 |    "source": [
1373 |     "submission.head()"
1374 |    ]
1375 |   },
1376 |   {
1377 |    "cell_type": "markdown",
1378 |    "metadata": {},
1379 |    "source": [
1380 |     "### Criamos um Dataframe para armazenar nossos dados\n",
1381 |     "\n",
1382 |     "Um <a href=\"https://www.tutorialspoint.com/python_pandas/python_pandas_dataframe.htm\" targeg=\"_blank\">DataFrame</a> é uma estrutura bidimensional (como uma matriz ou tabela). <br>\n",
1383 |     "\n",
1384 |     "Iremos juntar os dados armazenados em <b>submission</b> com os dados gerados pelo nosso classificador (<b>results</b>) e criar uma nova coluna chamada <b>Survived</b> que terá apenas os valores binários (1 - sobreviveu, 0 - não sobreviveu).\n"
1385 |    ]
1386 |   },
1387 |   {
1388 |    "cell_type": "code",
1389 |    "execution_count": 24,
1390 |    "metadata": {},
1391 |    "outputs": [],
1392 |    "source": [
1393 |     "final = pd.DataFrame({\n",
1394 |     "        # dados armazenados em submission\n",
1395 |     "        \"PassengerId\": submission[\"PassengerId\"],\n",
1396 |     "        \"Pclass\": submission[\"Pclass\"],\n",
1397 |     "        \"Pclass\": submission[\"Name\"],\n",
1398 |     "        \"Sex\": submission[\"Sex\"],\n",
1399 |     "        \"Age\": submission[\"Age\"],\n",
1400 |     "        \"FamilySize\": submission['SibSp'] + submission['Parch'] + 1,\n",
1401 |     "        # dados armazenados em result\n",
1402 |     "        \"Survived\": result\n",
1403 |     "    })"
1404 |    ]
1405 |   },
1406 |   {
1407 |    "cell_type": "markdown",
1408 |    "metadata": {},
1409 |    "source": [
1410 |     "#### Após isso, iremos transformar nosso dados em um arquivo csv"
1411 |    ]
1412 |   },
1413 |   {
1414 |    "cell_type": "code",
1415 |    "execution_count": 25,
1416 |    "metadata": {},
1417 |    "outputs": [
1418 |     {
1419 |      "name": "stdout",
1420 |      "output_type": "stream",
1421 |      "text": [
1422 |       "(418, 6)\n"
1423 |      ]
1424 |     }
1425 |    ],
1426 |    "source": [
1427 |     "final.to_csv(\"titanic.csv\", index=False)\n",
1428 |     "print(final.shape)"
1429 |    ]
1430 |   },
1431 |   {
1432 |    "cell_type": "markdown",
1433 |    "metadata": {},
1434 |    "source": [
1435 |     "#### Mas, já vamos dar uma olhada no resultado final da nossa predição"
1436 |    ]
1437 |   },
1438 |   {
1439 |    "cell_type": "code",
1440 |    "execution_count": 26,
1441 |    "metadata": {},
1442 |    "outputs": [
1443 |     {
1444 |      "data": {
1445 |       "text/html": [
1446 |        "<div>\n",
1447 |        "<style scoped>\n",
1448 |        "    .dataframe tbody tr th:only-of-type {\n",
1449 |        "        vertical-align: middle;\n",
1450 |        "    }\n",
1451 |        "\n",
1452 |        "    .dataframe tbody tr th {\n",
1453 |        "        vertical-align: top;\n",
1454 |        "    }\n",
1455 |        "\n",
1456 |        "    .dataframe thead th {\n",
1457 |        "        text-align: right;\n",
1458 |        "    }\n",
1459 |        "</style>\n",
1460 |        "<table border=\"1\" class=\"dataframe\">\n",
1461 |        "  <thead>\n",
1462 |        "    <tr style=\"text-align: right;\">\n",
1463 |        "      <th></th>\n",
1464 |        "      <th>PassengerId</th>\n",
1465 |        "      <th>Pclass</th>\n",
1466 |        "      <th>Sex</th>\n",
1467 |        "      <th>Age</th>\n",
1468 |        "      <th>FamilySize</th>\n",
1469 |        "      <th>Survived</th>\n",
1470 |        "    </tr>\n",
1471 |        "  </thead>\n",
1472 |        "  <tbody>\n",
1473 |        "    <tr>\n",
1474 |        "      <th>0</th>\n",
1475 |        "      <td>892</td>\n",
1476 |        "      <td>Kelly, Mr. James</td>\n",
1477 |        "      <td>male</td>\n",
1478 |        "      <td>34.5</td>\n",
1479 |        "      <td>1</td>\n",
1480 |        "      <td>0</td>\n",
1481 |        "    </tr>\n",
1482 |        "    <tr>\n",
1483 |        "      <th>1</th>\n",
1484 |        "      <td>893</td>\n",
1485 |        "      <td>Wilkes, Mrs. James (Ellen Needs)</td>\n",
1486 |        "      <td>female</td>\n",
1487 |        "      <td>47.0</td>\n",
1488 |        "      <td>2</td>\n",
1489 |        "      <td>1</td>\n",
1490 |        "    </tr>\n",
1491 |        "    <tr>\n",
1492 |        "      <th>2</th>\n",
1493 |        "      <td>894</td>\n",
1494 |        "      <td>Myles, Mr. Thomas Francis</td>\n",
1495 |        "      <td>male</td>\n",
1496 |        "      <td>62.0</td>\n",
1497 |        "      <td>1</td>\n",
1498 |        "      <td>0</td>\n",
1499 |        "    </tr>\n",
1500 |        "    <tr>\n",
1501 |        "      <th>3</th>\n",
1502 |        "      <td>895</td>\n",
1503 |        "      <td>Wirz, Mr. Albert</td>\n",
1504 |        "      <td>male</td>\n",
1505 |        "      <td>27.0</td>\n",
1506 |        "      <td>1</td>\n",
1507 |        "      <td>0</td>\n",
1508 |        "    </tr>\n",
1509 |        "    <tr>\n",
1510 |        "      <th>4</th>\n",
1511 |        "      <td>896</td>\n",
1512 |        "      <td>Hirvonen, Mrs. Alexander (Helga E Lindqvist)</td>\n",
1513 |        "      <td>female</td>\n",
1514 |        "      <td>22.0</td>\n",
1515 |        "      <td>3</td>\n",
1516 |        "      <td>1</td>\n",
1517 |        "    </tr>\n",
1518 |        "    <tr>\n",
1519 |        "      <th>5</th>\n",
1520 |        "      <td>897</td>\n",
1521 |        "      <td>Svensson, Mr. Johan Cervin</td>\n",
1522 |        "      <td>male</td>\n",
1523 |        "      <td>14.0</td>\n",
1524 |        "      <td>1</td>\n",
1525 |        "      <td>0</td>\n",
1526 |        "    </tr>\n",
1527 |        "    <tr>\n",
1528 |        "      <th>6</th>\n",
1529 |        "      <td>898</td>\n",
1530 |        "      <td>Connolly, Miss. Kate</td>\n",
1531 |        "      <td>female</td>\n",
1532 |        "      <td>30.0</td>\n",
1533 |        "      <td>1</td>\n",
1534 |        "      <td>1</td>\n",
1535 |        "    </tr>\n",
1536 |        "    <tr>\n",
1537 |        "      <th>7</th>\n",
1538 |        "      <td>899</td>\n",
1539 |        "      <td>Caldwell, Mr. Albert Francis</td>\n",
1540 |        "      <td>male</td>\n",
1541 |        "      <td>26.0</td>\n",
1542 |        "      <td>3</td>\n",
1543 |        "      <td>0</td>\n",
1544 |        "    </tr>\n",
1545 |        "    <tr>\n",
1546 |        "      <th>8</th>\n",
1547 |        "      <td>900</td>\n",
1548 |        "      <td>Abrahim, Mrs. Joseph (Sophie Halaut Easu)</td>\n",
1549 |        "      <td>female</td>\n",
1550 |        "      <td>18.0</td>\n",
1551 |        "      <td>1</td>\n",
1552 |        "      <td>1</td>\n",
1553 |        "    </tr>\n",
1554 |        "    <tr>\n",
1555 |        "      <th>9</th>\n",
1556 |        "      <td>901</td>\n",
1557 |        "      <td>Davies, Mr. John Samuel</td>\n",
1558 |        "      <td>male</td>\n",
1559 |        "      <td>21.0</td>\n",
1560 |        "      <td>3</td>\n",
1561 |        "      <td>0</td>\n",
1562 |        "    </tr>\n",
1563 |        "    <tr>\n",
1564 |        "      <th>10</th>\n",
1565 |        "      <td>902</td>\n",
1566 |        "      <td>Ilieff, Mr. Ylio</td>\n",
1567 |        "      <td>male</td>\n",
1568 |        "      <td>NaN</td>\n",
1569 |        "      <td>1</td>\n",
1570 |        "      <td>0</td>\n",
1571 |        "    </tr>\n",
1572 |        "    <tr>\n",
1573 |        "      <th>11</th>\n",
1574 |        "      <td>903</td>\n",
1575 |        "      <td>Jones, Mr. Charles Cresson</td>\n",
1576 |        "      <td>male</td>\n",
1577 |        "      <td>46.0</td>\n",
1578 |        "      <td>1</td>\n",
1579 |        "      <td>0</td>\n",
1580 |        "    </tr>\n",
1581 |        "    <tr>\n",
1582 |        "      <th>12</th>\n",
1583 |        "      <td>904</td>\n",
1584 |        "      <td>Snyder, Mrs. John Pillsbury (Nelle Stevenson)</td>\n",
1585 |        "      <td>female</td>\n",
1586 |        "      <td>23.0</td>\n",
1587 |        "      <td>2</td>\n",
1588 |        "      <td>1</td>\n",
1589 |        "    </tr>\n",
1590 |        "    <tr>\n",
1591 |        "      <th>13</th>\n",
1592 |        "      <td>905</td>\n",
1593 |        "      <td>Howard, Mr. Benjamin</td>\n",
1594 |        "      <td>male</td>\n",
1595 |        "      <td>63.0</td>\n",
1596 |        "      <td>2</td>\n",
1597 |        "      <td>0</td>\n",
1598 |        "    </tr>\n",
1599 |        "    <tr>\n",
1600 |        "      <th>14</th>\n",
1601 |        "      <td>906</td>\n",
1602 |        "      <td>Chaffee, Mrs. Herbert Fuller (Carrie Constance...</td>\n",
1603 |        "      <td>female</td>\n",
1604 |        "      <td>47.0</td>\n",
1605 |        "      <td>2</td>\n",
1606 |        "      <td>1</td>\n",
1607 |        "    </tr>\n",
1608 |        "    <tr>\n",
1609 |        "      <th>15</th>\n",
1610 |        "      <td>907</td>\n",
1611 |        "      <td>del Carlo, Mrs. Sebastiano (Argenia Genovesi)</td>\n",
1612 |        "      <td>female</td>\n",
1613 |        "      <td>24.0</td>\n",
1614 |        "      <td>2</td>\n",
1615 |        "      <td>1</td>\n",
1616 |        "    </tr>\n",
1617 |        "    <tr>\n",
1618 |        "      <th>16</th>\n",
1619 |        "      <td>908</td>\n",
1620 |        "      <td>Keane, Mr. Daniel</td>\n",
1621 |        "      <td>male</td>\n",
1622 |        "      <td>35.0</td>\n",
1623 |        "      <td>1</td>\n",
1624 |        "      <td>0</td>\n",
1625 |        "    </tr>\n",
1626 |        "    <tr>\n",
1627 |        "      <th>17</th>\n",
1628 |        "      <td>909</td>\n",
1629 |        "      <td>Assaf, Mr. Gerios</td>\n",
1630 |        "      <td>male</td>\n",
1631 |        "      <td>21.0</td>\n",
1632 |        "      <td>1</td>\n",
1633 |        "      <td>0</td>\n",
1634 |        "    </tr>\n",
1635 |        "    <tr>\n",
1636 |        "      <th>18</th>\n",
1637 |        "      <td>910</td>\n",
1638 |        "      <td>Ilmakangas, Miss. Ida Livija</td>\n",
1639 |        "      <td>female</td>\n",
1640 |        "      <td>27.0</td>\n",
1641 |        "      <td>2</td>\n",
1642 |        "      <td>1</td>\n",
1643 |        "    </tr>\n",
1644 |        "    <tr>\n",
1645 |        "      <th>19</th>\n",
1646 |        "      <td>911</td>\n",
1647 |        "      <td>Assaf Khalil, Mrs. Mariana (Miriam\")\"</td>\n",
1648 |        "      <td>female</td>\n",
1649 |        "      <td>45.0</td>\n",
1650 |        "      <td>1</td>\n",
1651 |        "      <td>1</td>\n",
1652 |        "    </tr>\n",
1653 |        "    <tr>\n",
1654 |        "      <th>20</th>\n",
1655 |        "      <td>912</td>\n",
1656 |        "      <td>Rothschild, Mr. Martin</td>\n",
1657 |        "      <td>male</td>\n",
1658 |        "      <td>55.0</td>\n",
1659 |        "      <td>2</td>\n",
1660 |        "      <td>0</td>\n",
1661 |        "    </tr>\n",
1662 |        "    <tr>\n",
1663 |        "      <th>21</th>\n",
1664 |        "      <td>913</td>\n",
1665 |        "      <td>Olsen, Master. Artur Karl</td>\n",
1666 |        "      <td>male</td>\n",
1667 |        "      <td>9.0</td>\n",
1668 |        "      <td>2</td>\n",
1669 |        "      <td>0</td>\n",
1670 |        "    </tr>\n",
1671 |        "    <tr>\n",
1672 |        "      <th>22</th>\n",
1673 |        "      <td>914</td>\n",
1674 |        "      <td>Flegenheim, Mrs. Alfred (Antoinette)</td>\n",
1675 |        "      <td>female</td>\n",
1676 |        "      <td>NaN</td>\n",
1677 |        "      <td>1</td>\n",
1678 |        "      <td>1</td>\n",
1679 |        "    </tr>\n",
1680 |        "    <tr>\n",
1681 |        "      <th>23</th>\n",
1682 |        "      <td>915</td>\n",
1683 |        "      <td>Williams, Mr. Richard Norris II</td>\n",
1684 |        "      <td>male</td>\n",
1685 |        "      <td>21.0</td>\n",
1686 |        "      <td>2</td>\n",
1687 |        "      <td>0</td>\n",
1688 |        "    </tr>\n",
1689 |        "    <tr>\n",
1690 |        "      <th>24</th>\n",
1691 |        "      <td>916</td>\n",
1692 |        "      <td>Ryerson, Mrs. Arthur Larned (Emily Maria Borie)</td>\n",
1693 |        "      <td>female</td>\n",
1694 |        "      <td>48.0</td>\n",
1695 |        "      <td>5</td>\n",
1696 |        "      <td>1</td>\n",
1697 |        "    </tr>\n",
1698 |        "    <tr>\n",
1699 |        "      <th>25</th>\n",
1700 |        "      <td>917</td>\n",
1701 |        "      <td>Robins, Mr. Alexander A</td>\n",
1702 |        "      <td>male</td>\n",
1703 |        "      <td>50.0</td>\n",
1704 |        "      <td>2</td>\n",
1705 |        "      <td>0</td>\n",
1706 |        "    </tr>\n",
1707 |        "    <tr>\n",
1708 |        "      <th>26</th>\n",
1709 |        "      <td>918</td>\n",
1710 |        "      <td>Ostby, Miss. Helene Ragnhild</td>\n",
1711 |        "      <td>female</td>\n",
1712 |        "      <td>22.0</td>\n",
1713 |        "      <td>2</td>\n",
1714 |        "      <td>1</td>\n",
1715 |        "    </tr>\n",
1716 |        "    <tr>\n",
1717 |        "      <th>27</th>\n",
1718 |        "      <td>919</td>\n",
1719 |        "      <td>Daher, Mr. Shedid</td>\n",
1720 |        "      <td>male</td>\n",
1721 |        "      <td>22.5</td>\n",
1722 |        "      <td>1</td>\n",
1723 |        "      <td>0</td>\n",
1724 |        "    </tr>\n",
1725 |        "    <tr>\n",
1726 |        "      <th>28</th>\n",
1727 |        "      <td>920</td>\n",
1728 |        "      <td>Brady, Mr. John Bertram</td>\n",
1729 |        "      <td>male</td>\n",
1730 |        "      <td>41.0</td>\n",
1731 |        "      <td>1</td>\n",
1732 |        "      <td>0</td>\n",
1733 |        "    </tr>\n",
1734 |        "    <tr>\n",
1735 |        "      <th>29</th>\n",
1736 |        "      <td>921</td>\n",
1737 |        "      <td>Samaan, Mr. Elias</td>\n",
1738 |        "      <td>male</td>\n",
1739 |        "      <td>NaN</td>\n",
1740 |        "      <td>3</td>\n",
1741 |        "      <td>0</td>\n",
1742 |        "    </tr>\n",
1743 |        "    <tr>\n",
1744 |        "      <th>...</th>\n",
1745 |        "      <td>...</td>\n",
1746 |        "      <td>...</td>\n",
1747 |        "      <td>...</td>\n",
1748 |        "      <td>...</td>\n",
1749 |        "      <td>...</td>\n",
1750 |        "      <td>...</td>\n",
1751 |        "    </tr>\n",
1752 |        "    <tr>\n",
1753 |        "      <th>388</th>\n",
1754 |        "      <td>1280</td>\n",
1755 |        "      <td>Canavan, Mr. Patrick</td>\n",
1756 |        "      <td>male</td>\n",
1757 |        "      <td>21.0</td>\n",
1758 |        "      <td>1</td>\n",
1759 |        "      <td>0</td>\n",
1760 |        "    </tr>\n",
1761 |        "    <tr>\n",
1762 |        "      <th>389</th>\n",
1763 |        "      <td>1281</td>\n",
1764 |        "      <td>Palsson, Master. Paul Folke</td>\n",
1765 |        "      <td>male</td>\n",
1766 |        "      <td>6.0</td>\n",
1767 |        "      <td>5</td>\n",
1768 |        "      <td>0</td>\n",
1769 |        "    </tr>\n",
1770 |        "    <tr>\n",
1771 |        "      <th>390</th>\n",
1772 |        "      <td>1282</td>\n",
1773 |        "      <td>Payne, Mr. Vivian Ponsonby</td>\n",
1774 |        "      <td>male</td>\n",
1775 |        "      <td>23.0</td>\n",
1776 |        "      <td>1</td>\n",
1777 |        "      <td>0</td>\n",
1778 |        "    </tr>\n",
1779 |        "    <tr>\n",
1780 |        "      <th>391</th>\n",
1781 |        "      <td>1283</td>\n",
1782 |        "      <td>Lines, Mrs. Ernest H (Elizabeth Lindsey James)</td>\n",
1783 |        "      <td>female</td>\n",
1784 |        "      <td>51.0</td>\n",
1785 |        "      <td>2</td>\n",
1786 |        "      <td>1</td>\n",
1787 |        "    </tr>\n",
1788 |        "    <tr>\n",
1789 |        "      <th>392</th>\n",
1790 |        "      <td>1284</td>\n",
1791 |        "      <td>Abbott, Master. Eugene Joseph</td>\n",
1792 |        "      <td>male</td>\n",
1793 |        "      <td>13.0</td>\n",
1794 |        "      <td>3</td>\n",
1795 |        "      <td>1</td>\n",
1796 |        "    </tr>\n",
1797 |        "    <tr>\n",
1798 |        "      <th>393</th>\n",
1799 |        "      <td>1285</td>\n",
1800 |        "      <td>Gilbert, Mr. William</td>\n",
1801 |        "      <td>male</td>\n",
1802 |        "      <td>47.0</td>\n",
1803 |        "      <td>1</td>\n",
1804 |        "      <td>0</td>\n",
1805 |        "    </tr>\n",
1806 |        "    <tr>\n",
1807 |        "      <th>394</th>\n",
1808 |        "      <td>1286</td>\n",
1809 |        "      <td>Kink-Heilmann, Mr. Anton</td>\n",
1810 |        "      <td>male</td>\n",
1811 |        "      <td>29.0</td>\n",
1812 |        "      <td>5</td>\n",
1813 |        "      <td>0</td>\n",
1814 |        "    </tr>\n",
1815 |        "    <tr>\n",
1816 |        "      <th>395</th>\n",
1817 |        "      <td>1287</td>\n",
1818 |        "      <td>Smith, Mrs. Lucien Philip (Mary Eloise Hughes)</td>\n",
1819 |        "      <td>female</td>\n",
1820 |        "      <td>18.0</td>\n",
1821 |        "      <td>2</td>\n",
1822 |        "      <td>1</td>\n",
1823 |        "    </tr>\n",
1824 |        "    <tr>\n",
1825 |        "      <th>396</th>\n",
1826 |        "      <td>1288</td>\n",
1827 |        "      <td>Colbert, Mr. Patrick</td>\n",
1828 |        "      <td>male</td>\n",
1829 |        "      <td>24.0</td>\n",
1830 |        "      <td>1</td>\n",
1831 |        "      <td>0</td>\n",
1832 |        "    </tr>\n",
1833 |        "    <tr>\n",
1834 |        "      <th>397</th>\n",
1835 |        "      <td>1289</td>\n",
1836 |        "      <td>Frolicher-Stehli, Mrs. Maxmillian (Margaretha ...</td>\n",
1837 |        "      <td>female</td>\n",
1838 |        "      <td>48.0</td>\n",
1839 |        "      <td>3</td>\n",
1840 |        "      <td>1</td>\n",
1841 |        "    </tr>\n",
1842 |        "    <tr>\n",
1843 |        "      <th>398</th>\n",
1844 |        "      <td>1290</td>\n",
1845 |        "      <td>Larsson-Rondberg, Mr. Edvard A</td>\n",
1846 |        "      <td>male</td>\n",
1847 |        "      <td>22.0</td>\n",
1848 |        "      <td>1</td>\n",
1849 |        "      <td>0</td>\n",
1850 |        "    </tr>\n",
1851 |        "    <tr>\n",
1852 |        "      <th>399</th>\n",
1853 |        "      <td>1291</td>\n",
1854 |        "      <td>Conlon, Mr. Thomas Henry</td>\n",
1855 |        "      <td>male</td>\n",
1856 |        "      <td>31.0</td>\n",
1857 |        "      <td>1</td>\n",
1858 |        "      <td>0</td>\n",
1859 |        "    </tr>\n",
1860 |        "    <tr>\n",
1861 |        "      <th>400</th>\n",
1862 |        "      <td>1292</td>\n",
1863 |        "      <td>Bonnell, Miss. Caroline</td>\n",
1864 |        "      <td>female</td>\n",
1865 |        "      <td>30.0</td>\n",
1866 |        "      <td>1</td>\n",
1867 |        "      <td>1</td>\n",
1868 |        "    </tr>\n",
1869 |        "    <tr>\n",
1870 |        "      <th>401</th>\n",
1871 |        "      <td>1293</td>\n",
1872 |        "      <td>Gale, Mr. Harry</td>\n",
1873 |        "      <td>male</td>\n",
1874 |        "      <td>38.0</td>\n",
1875 |        "      <td>2</td>\n",
1876 |        "      <td>0</td>\n",
1877 |        "    </tr>\n",
1878 |        "    <tr>\n",
1879 |        "      <th>402</th>\n",
1880 |        "      <td>1294</td>\n",
1881 |        "      <td>Gibson, Miss. Dorothy Winifred</td>\n",
1882 |        "      <td>female</td>\n",
1883 |        "      <td>22.0</td>\n",
1884 |        "      <td>2</td>\n",
1885 |        "      <td>1</td>\n",
1886 |        "    </tr>\n",
1887 |        "    <tr>\n",
1888 |        "      <th>403</th>\n",
1889 |        "      <td>1295</td>\n",
1890 |        "      <td>Carrau, Mr. Jose Pedro</td>\n",
1891 |        "      <td>male</td>\n",
1892 |        "      <td>17.0</td>\n",
1893 |        "      <td>1</td>\n",
1894 |        "      <td>0</td>\n",
1895 |        "    </tr>\n",
1896 |        "    <tr>\n",
1897 |        "      <th>404</th>\n",
1898 |        "      <td>1296</td>\n",
1899 |        "      <td>Frauenthal, Mr. Isaac Gerald</td>\n",
1900 |        "      <td>male</td>\n",
1901 |        "      <td>43.0</td>\n",
1902 |        "      <td>2</td>\n",
1903 |        "      <td>0</td>\n",
1904 |        "    </tr>\n",
1905 |        "    <tr>\n",
1906 |        "      <th>405</th>\n",
1907 |        "      <td>1297</td>\n",
1908 |        "      <td>Nourney, Mr. Alfred (Baron von Drachstedt\")\"</td>\n",
1909 |        "      <td>male</td>\n",
1910 |        "      <td>20.0</td>\n",
1911 |        "      <td>1</td>\n",
1912 |        "      <td>0</td>\n",
1913 |        "    </tr>\n",
1914 |        "    <tr>\n",
1915 |        "      <th>406</th>\n",
1916 |        "      <td>1298</td>\n",
1917 |        "      <td>Ware, Mr. William Jeffery</td>\n",
1918 |        "      <td>male</td>\n",
1919 |        "      <td>23.0</td>\n",
1920 |        "      <td>2</td>\n",
1921 |        "      <td>0</td>\n",
1922 |        "    </tr>\n",
1923 |        "    <tr>\n",
1924 |        "      <th>407</th>\n",
1925 |        "      <td>1299</td>\n",
1926 |        "      <td>Widener, Mr. George Dunton</td>\n",
1927 |        "      <td>male</td>\n",
1928 |        "      <td>50.0</td>\n",
1929 |        "      <td>3</td>\n",
1930 |        "      <td>0</td>\n",
1931 |        "    </tr>\n",
1932 |        "    <tr>\n",
1933 |        "      <th>408</th>\n",
1934 |        "      <td>1300</td>\n",
1935 |        "      <td>Riordan, Miss. Johanna Hannah\"\"</td>\n",
1936 |        "      <td>female</td>\n",
1937 |        "      <td>NaN</td>\n",
1938 |        "      <td>1</td>\n",
1939 |        "      <td>1</td>\n",
1940 |        "    </tr>\n",
1941 |        "    <tr>\n",
1942 |        "      <th>409</th>\n",
1943 |        "      <td>1301</td>\n",
1944 |        "      <td>Peacock, Miss. Treasteall</td>\n",
1945 |        "      <td>female</td>\n",
1946 |        "      <td>3.0</td>\n",
1947 |        "      <td>3</td>\n",
1948 |        "      <td>1</td>\n",
1949 |        "    </tr>\n",
1950 |        "    <tr>\n",
1951 |        "      <th>410</th>\n",
1952 |        "      <td>1302</td>\n",
1953 |        "      <td>Naughton, Miss. Hannah</td>\n",
1954 |        "      <td>female</td>\n",
1955 |        "      <td>NaN</td>\n",
1956 |        "      <td>1</td>\n",
1957 |        "      <td>1</td>\n",
1958 |        "    </tr>\n",
1959 |        "    <tr>\n",
1960 |        "      <th>411</th>\n",
1961 |        "      <td>1303</td>\n",
1962 |        "      <td>Minahan, Mrs. William Edward (Lillian E Thorpe)</td>\n",
1963 |        "      <td>female</td>\n",
1964 |        "      <td>37.0</td>\n",
1965 |        "      <td>2</td>\n",
1966 |        "      <td>1</td>\n",
1967 |        "    </tr>\n",
1968 |        "    <tr>\n",
1969 |        "      <th>412</th>\n",
1970 |        "      <td>1304</td>\n",
1971 |        "      <td>Henriksson, Miss. Jenny Lovisa</td>\n",
1972 |        "      <td>female</td>\n",
1973 |        "      <td>28.0</td>\n",
1974 |        "      <td>1</td>\n",
1975 |        "      <td>1</td>\n",
1976 |        "    </tr>\n",
1977 |        "    <tr>\n",
1978 |        "      <th>413</th>\n",
1979 |        "      <td>1305</td>\n",
1980 |        "      <td>Spector, Mr. Woolf</td>\n",
1981 |        "      <td>male</td>\n",
1982 |        "      <td>NaN</td>\n",
1983 |        "      <td>1</td>\n",
1984 |        "      <td>0</td>\n",
1985 |        "    </tr>\n",
1986 |        "    <tr>\n",
1987 |        "      <th>414</th>\n",
1988 |        "      <td>1306</td>\n",
1989 |        "      <td>Oliva y Ocana, Dona. Fermina</td>\n",
1990 |        "      <td>female</td>\n",
1991 |        "      <td>39.0</td>\n",
1992 |        "      <td>1</td>\n",
1993 |        "      <td>1</td>\n",
1994 |        "    </tr>\n",
1995 |        "    <tr>\n",
1996 |        "      <th>415</th>\n",
1997 |        "      <td>1307</td>\n",
1998 |        "      <td>Saether, Mr. Simon Sivertsen</td>\n",
1999 |        "      <td>male</td>\n",
2000 |        "      <td>38.5</td>\n",
2001 |        "      <td>1</td>\n",
2002 |        "      <td>0</td>\n",
2003 |        "    </tr>\n",
2004 |        "    <tr>\n",
2005 |        "      <th>416</th>\n",
2006 |        "      <td>1308</td>\n",
2007 |        "      <td>Ware, Mr. Frederick</td>\n",
2008 |        "      <td>male</td>\n",
2009 |        "      <td>NaN</td>\n",
2010 |        "      <td>1</td>\n",
2011 |        "      <td>0</td>\n",
2012 |        "    </tr>\n",
2013 |        "    <tr>\n",
2014 |        "      <th>417</th>\n",
2015 |        "      <td>1309</td>\n",
2016 |        "      <td>Peter, Master. Michael J</td>\n",
2017 |        "      <td>male</td>\n",
2018 |        "      <td>NaN</td>\n",
2019 |        "      <td>3</td>\n",
2020 |        "      <td>0</td>\n",
2021 |        "    </tr>\n",
2022 |        "  </tbody>\n",
2023 |        "</table>\n",
2024 |        "<p>418 rows × 6 columns</p>\n",
2025 |        "</div>"
2026 |       ],
2027 |       "text/plain": [
2028 |        "     PassengerId                                             Pclass     Sex  \\\n",
2029 |        "0            892                                   Kelly, Mr. James    male   \n",
2030 |        "1            893                   Wilkes, Mrs. James (Ellen Needs)  female   \n",
2031 |        "2            894                          Myles, Mr. Thomas Francis    male   \n",
2032 |        "3            895                                   Wirz, Mr. Albert    male   \n",
2033 |        "4            896       Hirvonen, Mrs. Alexander (Helga E Lindqvist)  female   \n",
2034 |        "5            897                         Svensson, Mr. Johan Cervin    male   \n",
2035 |        "6            898                               Connolly, Miss. Kate  female   \n",
2036 |        "7            899                       Caldwell, Mr. Albert Francis    male   \n",
2037 |        "8            900          Abrahim, Mrs. Joseph (Sophie Halaut Easu)  female   \n",
2038 |        "9            901                            Davies, Mr. John Samuel    male   \n",
2039 |        "10           902                                   Ilieff, Mr. Ylio    male   \n",
2040 |        "11           903                         Jones, Mr. Charles Cresson    male   \n",
2041 |        "12           904      Snyder, Mrs. John Pillsbury (Nelle Stevenson)  female   \n",
2042 |        "13           905                               Howard, Mr. Benjamin    male   \n",
2043 |        "14           906  Chaffee, Mrs. Herbert Fuller (Carrie Constance...  female   \n",
2044 |        "15           907      del Carlo, Mrs. Sebastiano (Argenia Genovesi)  female   \n",
2045 |        "16           908                                  Keane, Mr. Daniel    male   \n",
2046 |        "17           909                                  Assaf, Mr. Gerios    male   \n",
2047 |        "18           910                       Ilmakangas, Miss. Ida Livija  female   \n",
2048 |        "19           911              Assaf Khalil, Mrs. Mariana (Miriam\")\"  female   \n",
2049 |        "20           912                             Rothschild, Mr. Martin    male   \n",
2050 |        "21           913                          Olsen, Master. Artur Karl    male   \n",
2051 |        "22           914               Flegenheim, Mrs. Alfred (Antoinette)  female   \n",
2052 |        "23           915                    Williams, Mr. Richard Norris II    male   \n",
2053 |        "24           916    Ryerson, Mrs. Arthur Larned (Emily Maria Borie)  female   \n",
2054 |        "25           917                            Robins, Mr. Alexander A    male   \n",
2055 |        "26           918                       Ostby, Miss. Helene Ragnhild  female   \n",
2056 |        "27           919                                  Daher, Mr. Shedid    male   \n",
2057 |        "28           920                            Brady, Mr. John Bertram    male   \n",
2058 |        "29           921                                  Samaan, Mr. Elias    male   \n",
2059 |        "..           ...                                                ...     ...   \n",
2060 |        "388         1280                               Canavan, Mr. Patrick    male   \n",
2061 |        "389         1281                        Palsson, Master. Paul Folke    male   \n",
2062 |        "390         1282                         Payne, Mr. Vivian Ponsonby    male   \n",
2063 |        "391         1283     Lines, Mrs. Ernest H (Elizabeth Lindsey James)  female   \n",
2064 |        "392         1284                      Abbott, Master. Eugene Joseph    male   \n",
2065 |        "393         1285                               Gilbert, Mr. William    male   \n",
2066 |        "394         1286                           Kink-Heilmann, Mr. Anton    male   \n",
2067 |        "395         1287     Smith, Mrs. Lucien Philip (Mary Eloise Hughes)  female   \n",
2068 |        "396         1288                               Colbert, Mr. Patrick    male   \n",
2069 |        "397         1289  Frolicher-Stehli, Mrs. Maxmillian (Margaretha ...  female   \n",
2070 |        "398         1290                     Larsson-Rondberg, Mr. Edvard A    male   \n",
2071 |        "399         1291                           Conlon, Mr. Thomas Henry    male   \n",
2072 |        "400         1292                            Bonnell, Miss. Caroline  female   \n",
2073 |        "401         1293                                    Gale, Mr. Harry    male   \n",
2074 |        "402         1294                     Gibson, Miss. Dorothy Winifred  female   \n",
2075 |        "403         1295                             Carrau, Mr. Jose Pedro    male   \n",
2076 |        "404         1296                       Frauenthal, Mr. Isaac Gerald    male   \n",
2077 |        "405         1297       Nourney, Mr. Alfred (Baron von Drachstedt\")\"    male   \n",
2078 |        "406         1298                          Ware, Mr. William Jeffery    male   \n",
2079 |        "407         1299                         Widener, Mr. George Dunton    male   \n",
2080 |        "408         1300                    Riordan, Miss. Johanna Hannah\"\"  female   \n",
2081 |        "409         1301                          Peacock, Miss. Treasteall  female   \n",
2082 |        "410         1302                             Naughton, Miss. Hannah  female   \n",
2083 |        "411         1303    Minahan, Mrs. William Edward (Lillian E Thorpe)  female   \n",
2084 |        "412         1304                     Henriksson, Miss. Jenny Lovisa  female   \n",
2085 |        "413         1305                                 Spector, Mr. Woolf    male   \n",
2086 |        "414         1306                       Oliva y Ocana, Dona. Fermina  female   \n",
2087 |        "415         1307                       Saether, Mr. Simon Sivertsen    male   \n",
2088 |        "416         1308                                Ware, Mr. Frederick    male   \n",
2089 |        "417         1309                           Peter, Master. Michael J    male   \n",
2090 |        "\n",
2091 |        "      Age  FamilySize  Survived  \n",
2092 |        "0    34.5           1         0  \n",
2093 |        "1    47.0           2         1  \n",
2094 |        "2    62.0           1         0  \n",
2095 |        "3    27.0           1         0  \n",
2096 |        "4    22.0           3         1  \n",
2097 |        "5    14.0           1         0  \n",
2098 |        "6    30.0           1         1  \n",
2099 |        "7    26.0           3         0  \n",
2100 |        "8    18.0           1         1  \n",
2101 |        "9    21.0           3         0  \n",
2102 |        "10    NaN           1         0  \n",
2103 |        "11   46.0           1         0  \n",
2104 |        "12   23.0           2         1  \n",
2105 |        "13   63.0           2         0  \n",
2106 |        "14   47.0           2         1  \n",
2107 |        "15   24.0           2         1  \n",
2108 |        "16   35.0           1         0  \n",
2109 |        "17   21.0           1         0  \n",
2110 |        "18   27.0           2         1  \n",
2111 |        "19   45.0           1         1  \n",
2112 |        "20   55.0           2         0  \n",
2113 |        "21    9.0           2         0  \n",
2114 |        "22    NaN           1         1  \n",
2115 |        "23   21.0           2         0  \n",
2116 |        "24   48.0           5         1  \n",
2117 |        "25   50.0           2         0  \n",
2118 |        "26   22.0           2         1  \n",
2119 |        "27   22.5           1         0  \n",
2120 |        "28   41.0           1         0  \n",
2121 |        "29    NaN           3         0  \n",
2122 |        "..    ...         ...       ...  \n",
2123 |        "388  21.0           1         0  \n",
2124 |        "389   6.0           5         0  \n",
2125 |        "390  23.0           1         0  \n",
2126 |        "391  51.0           2         1  \n",
2127 |        "392  13.0           3         1  \n",
2128 |        "393  47.0           1         0  \n",
2129 |        "394  29.0           5         0  \n",
2130 |        "395  18.0           2         1  \n",
2131 |        "396  24.0           1         0  \n",
2132 |        "397  48.0           3         1  \n",
2133 |        "398  22.0           1         0  \n",
2134 |        "399  31.0           1         0  \n",
2135 |        "400  30.0           1         1  \n",
2136 |        "401  38.0           2         0  \n",
2137 |        "402  22.0           2         1  \n",
2138 |        "403  17.0           1         0  \n",
2139 |        "404  43.0           2         0  \n",
2140 |        "405  20.0           1         0  \n",
2141 |        "406  23.0           2         0  \n",
2142 |        "407  50.0           3         0  \n",
2143 |        "408   NaN           1         1  \n",
2144 |        "409   3.0           3         1  \n",
2145 |        "410   NaN           1         1  \n",
2146 |        "411  37.0           2         1  \n",
2147 |        "412  28.0           1         1  \n",
2148 |        "413   NaN           1         0  \n",
2149 |        "414  39.0           1         1  \n",
2150 |        "415  38.5           1         0  \n",
2151 |        "416   NaN           1         0  \n",
2152 |        "417   NaN           3         0  \n",
2153 |        "\n",
2154 |        "[418 rows x 6 columns]"
2155 |       ]
2156 |      },
2157 |      "execution_count": 26,
2158 |      "metadata": {},
2159 |      "output_type": "execute_result"
2160 |     }
2161 |    ],
2162 |    "source": [
2163 |     "final"
2164 |    ]
2165 |   },
2166 |   {
2167 |    "cell_type": "markdown",
2168 |    "metadata": {},
2169 |    "source": [
2170 |     "## Visualizando os resultados da nossa predição\n",
2171 |     "Podemos plotar os dados da nossa estrutura <b>final</b> para visualizar e analisar o resultado da nossa predição"
2172 |    ]
2173 |   },
2174 |   {
2175 |    "cell_type": "code",
2176 |    "execution_count": 27,
2177 |    "metadata": {},
2178 |    "outputs": [
2179 |     {
2180 |      "data": {
2181 |       "image/png": 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\n",
2182 |       "text/plain": [
2183 |        "<Figure size 432x288 with 1 Axes>"
2184 |       ]
2185 |      },
2186 |      "metadata": {
2187 |       "needs_background": "light"
2188 |      },
2189 |      "output_type": "display_data"
2190 |     }
2191 |    ],
2192 |    "source": [
2193 |     "# utilizando o resultado que obtivemos vamos observar os dados\n",
2194 |     "p = sns.countplot(data=final, x = 'Survived', hue = 'Sex')\n",
2195 |     "plt.title(\"Distribuição de sobreviventes de acordo com o sexo\")\n",
2196 |     "plt.show()"
2197 |    ]
2198 |   },
2199 |   {
2200 |    "cell_type": "code",
2201 |    "execution_count": 28,
2202 |    "metadata": {},
2203 |    "outputs": [
2204 |     {
2205 |      "name": "stdout",
2206 |      "output_type": "stream",
2207 |      "text": [
2208 |       "   FamilySize  Survived\n",
2209 |       "0           1  0.268775\n",
2210 |       "1           2  0.486486\n",
2211 |       "2           3  0.649123\n",
2212 |       "3           4  0.642857\n",
2213 |       "4           5  0.285714\n",
2214 |       "5           6  0.666667\n",
2215 |       "6           7  0.000000\n",
2216 |       "7           8  0.000000\n",
2217 |       "8          11  0.000000\n"
2218 |      ]
2219 |     }
2220 |    ],
2221 |    "source": [
2222 |     "print (final[['FamilySize', 'Survived']].groupby(['FamilySize'], as_index=False).mean())"
2223 |    ]
2224 |   },
2225 |   {
2226 |    "cell_type": "markdown",
2227 |    "metadata": {},
2228 |    "source": [
2229 |     "O conteúdo do notebook acaba aqui! Espero ter ajudado e procurem novos desafios no <a href=\"http://kaggle.com\" target=\"_blank\">Kaggle</a> para resolver e compartilhar os resultados (e erros haha) com a comunidade."
2230 |    ]
2231 |   }
2232 |  ],
2233 |  "metadata": {
2234 |   "kernelspec": {
2235 |    "display_name": "Python 3",
2236 |    "language": "python",
2237 |    "name": "python3"
2238 |   },
2239 |   "language_info": {
2240 |    "codemirror_mode": {
2241 |     "name": "ipython",
2242 |     "version": 3
2243 |    },
2244 |    "file_extension": ".py",
2245 |    "mimetype": "text/x-python",
2246 |    "name": "python",
2247 |    "nbconvert_exporter": "python",
2248 |    "pygments_lexer": "ipython3",
2249 |    "version": "3.7.0"
2250 |   }
2251 |  },
2252 |  "nbformat": 4,
2253 |  "nbformat_minor": 2
2254 | }
2255 | 


--------------------------------------------------------------------------------
/test.csv:
--------------------------------------------------------------------------------
  1 | PassengerId,Pclass,Name,Sex,Age,SibSp,Parch,Ticket,Fare,Cabin,Embarked
  2 | 892,3,"Kelly, Mr. James",male,34.5,0,0,330911,7.8292,,Q
  3 | 893,3,"Wilkes, Mrs. James (Ellen Needs)",female,47,1,0,363272,7,,S
  4 | 894,2,"Myles, Mr. Thomas Francis",male,62,0,0,240276,9.6875,,Q
  5 | 895,3,"Wirz, Mr. Albert",male,27,0,0,315154,8.6625,,S
  6 | 896,3,"Hirvonen, Mrs. Alexander (Helga E Lindqvist)",female,22,1,1,3101298,12.2875,,S
  7 | 897,3,"Svensson, Mr. Johan Cervin",male,14,0,0,7538,9.225,,S
  8 | 898,3,"Connolly, Miss. Kate",female,30,0,0,330972,7.6292,,Q
  9 | 899,2,"Caldwell, Mr. Albert Francis",male,26,1,1,248738,29,,S
 10 | 900,3,"Abrahim, Mrs. Joseph (Sophie Halaut Easu)",female,18,0,0,2657,7.2292,,C
 11 | 901,3,"Davies, Mr. John Samuel",male,21,2,0,A/4 48871,24.15,,S
 12 | 902,3,"Ilieff, Mr. Ylio",male,,0,0,349220,7.8958,,S
 13 | 903,1,"Jones, Mr. Charles Cresson",male,46,0,0,694,26,,S
 14 | 904,1,"Snyder, Mrs. John Pillsbury (Nelle Stevenson)",female,23,1,0,21228,82.2667,B45,S
 15 | 905,2,"Howard, Mr. Benjamin",male,63,1,0,24065,26,,S
 16 | 906,1,"Chaffee, Mrs. Herbert Fuller (Carrie Constance Toogood)",female,47,1,0,W.E.P. 5734,61.175,E31,S
 17 | 907,2,"del Carlo, Mrs. Sebastiano (Argenia Genovesi)",female,24,1,0,SC/PARIS 2167,27.7208,,C
 18 | 908,2,"Keane, Mr. Daniel",male,35,0,0,233734,12.35,,Q
 19 | 909,3,"Assaf, Mr. Gerios",male,21,0,0,2692,7.225,,C
 20 | 910,3,"Ilmakangas, Miss. Ida Livija",female,27,1,0,STON/O2. 3101270,7.925,,S
 21 | 911,3,"Assaf Khalil, Mrs. Mariana (Miriam"")""",female,45,0,0,2696,7.225,,C
 22 | 912,1,"Rothschild, Mr. Martin",male,55,1,0,PC 17603,59.4,,C
 23 | 913,3,"Olsen, Master. Artur Karl",male,9,0,1,C 17368,3.1708,,S
 24 | 914,1,"Flegenheim, Mrs. Alfred (Antoinette)",female,,0,0,PC 17598,31.6833,,S
 25 | 915,1,"Williams, Mr. Richard Norris II",male,21,0,1,PC 17597,61.3792,,C
 26 | 916,1,"Ryerson, Mrs. Arthur Larned (Emily Maria Borie)",female,48,1,3,PC 17608,262.375,B57 B59 B63 B66,C
 27 | 917,3,"Robins, Mr. Alexander A",male,50,1,0,A/5. 3337,14.5,,S
 28 | 918,1,"Ostby, Miss. Helene Ragnhild",female,22,0,1,113509,61.9792,B36,C
 29 | 919,3,"Daher, Mr. Shedid",male,22.5,0,0,2698,7.225,,C
 30 | 920,1,"Brady, Mr. John Bertram",male,41,0,0,113054,30.5,A21,S
 31 | 921,3,"Samaan, Mr. Elias",male,,2,0,2662,21.6792,,C
 32 | 922,2,"Louch, Mr. Charles Alexander",male,50,1,0,SC/AH 3085,26,,S
 33 | 923,2,"Jefferys, Mr. Clifford Thomas",male,24,2,0,C.A. 31029,31.5,,S
 34 | 924,3,"Dean, Mrs. Bertram (Eva Georgetta Light)",female,33,1,2,C.A. 2315,20.575,,S
 35 | 925,3,"Johnston, Mrs. Andrew G (Elizabeth Lily"" Watson)""",female,,1,2,W./C. 6607,23.45,,S
 36 | 926,1,"Mock, Mr. Philipp Edmund",male,30,1,0,13236,57.75,C78,C
 37 | 927,3,"Katavelas, Mr. Vassilios (Catavelas Vassilios"")""",male,18.5,0,0,2682,7.2292,,C
 38 | 928,3,"Roth, Miss. Sarah A",female,,0,0,342712,8.05,,S
 39 | 929,3,"Cacic, Miss. Manda",female,21,0,0,315087,8.6625,,S
 40 | 930,3,"Sap, Mr. Julius",male,25,0,0,345768,9.5,,S
 41 | 931,3,"Hee, Mr. Ling",male,,0,0,1601,56.4958,,S
 42 | 932,3,"Karun, Mr. Franz",male,39,0,1,349256,13.4167,,C
 43 | 933,1,"Franklin, Mr. Thomas Parham",male,,0,0,113778,26.55,D34,S
 44 | 934,3,"Goldsmith, Mr. Nathan",male,41,0,0,SOTON/O.Q. 3101263,7.85,,S
 45 | 935,2,"Corbett, Mrs. Walter H (Irene Colvin)",female,30,0,0,237249,13,,S
 46 | 936,1,"Kimball, Mrs. Edwin Nelson Jr (Gertrude Parsons)",female,45,1,0,11753,52.5542,D19,S
 47 | 937,3,"Peltomaki, Mr. Nikolai Johannes",male,25,0,0,STON/O 2. 3101291,7.925,,S
 48 | 938,1,"Chevre, Mr. Paul Romaine",male,45,0,0,PC 17594,29.7,A9,C
 49 | 939,3,"Shaughnessy, Mr. Patrick",male,,0,0,370374,7.75,,Q
 50 | 940,1,"Bucknell, Mrs. William Robert (Emma Eliza Ward)",female,60,0,0,11813,76.2917,D15,C
 51 | 941,3,"Coutts, Mrs. William (Winnie Minnie"" Treanor)""",female,36,0,2,C.A. 37671,15.9,,S
 52 | 942,1,"Smith, Mr. Lucien Philip",male,24,1,0,13695,60,C31,S
 53 | 943,2,"Pulbaum, Mr. Franz",male,27,0,0,SC/PARIS 2168,15.0333,,C
 54 | 944,2,"Hocking, Miss. Ellen Nellie""""",female,20,2,1,29105,23,,S
 55 | 945,1,"Fortune, Miss. Ethel Flora",female,28,3,2,19950,263,C23 C25 C27,S
 56 | 946,2,"Mangiavacchi, Mr. Serafino Emilio",male,,0,0,SC/A.3 2861,15.5792,,C
 57 | 947,3,"Rice, Master. Albert",male,10,4,1,382652,29.125,,Q
 58 | 948,3,"Cor, Mr. Bartol",male,35,0,0,349230,7.8958,,S
 59 | 949,3,"Abelseth, Mr. Olaus Jorgensen",male,25,0,0,348122,7.65,F G63,S
 60 | 950,3,"Davison, Mr. Thomas Henry",male,,1,0,386525,16.1,,S
 61 | 951,1,"Chaudanson, Miss. Victorine",female,36,0,0,PC 17608,262.375,B61,C
 62 | 952,3,"Dika, Mr. Mirko",male,17,0,0,349232,7.8958,,S
 63 | 953,2,"McCrae, Mr. Arthur Gordon",male,32,0,0,237216,13.5,,S
 64 | 954,3,"Bjorklund, Mr. Ernst Herbert",male,18,0,0,347090,7.75,,S
 65 | 955,3,"Bradley, Miss. Bridget Delia",female,22,0,0,334914,7.725,,Q
 66 | 956,1,"Ryerson, Master. John Borie",male,13,2,2,PC 17608,262.375,B57 B59 B63 B66,C
 67 | 957,2,"Corey, Mrs. Percy C (Mary Phyllis Elizabeth Miller)",female,,0,0,F.C.C. 13534,21,,S
 68 | 958,3,"Burns, Miss. Mary Delia",female,18,0,0,330963,7.8792,,Q
 69 | 959,1,"Moore, Mr. Clarence Bloomfield",male,47,0,0,113796,42.4,,S
 70 | 960,1,"Tucker, Mr. Gilbert Milligan Jr",male,31,0,0,2543,28.5375,C53,C
 71 | 961,1,"Fortune, Mrs. Mark (Mary McDougald)",female,60,1,4,19950,263,C23 C25 C27,S
 72 | 962,3,"Mulvihill, Miss. Bertha E",female,24,0,0,382653,7.75,,Q
 73 | 963,3,"Minkoff, Mr. Lazar",male,21,0,0,349211,7.8958,,S
 74 | 964,3,"Nieminen, Miss. Manta Josefina",female,29,0,0,3101297,7.925,,S
 75 | 965,1,"Ovies y Rodriguez, Mr. Servando",male,28.5,0,0,PC 17562,27.7208,D43,C
 76 | 966,1,"Geiger, Miss. Amalie",female,35,0,0,113503,211.5,C130,C
 77 | 967,1,"Keeping, Mr. Edwin",male,32.5,0,0,113503,211.5,C132,C
 78 | 968,3,"Miles, Mr. Frank",male,,0,0,359306,8.05,,S
 79 | 969,1,"Cornell, Mrs. Robert Clifford (Malvina Helen Lamson)",female,55,2,0,11770,25.7,C101,S
 80 | 970,2,"Aldworth, Mr. Charles Augustus",male,30,0,0,248744,13,,S
 81 | 971,3,"Doyle, Miss. Elizabeth",female,24,0,0,368702,7.75,,Q
 82 | 972,3,"Boulos, Master. Akar",male,6,1,1,2678,15.2458,,C
 83 | 973,1,"Straus, Mr. Isidor",male,67,1,0,PC 17483,221.7792,C55 C57,S
 84 | 974,1,"Case, Mr. Howard Brown",male,49,0,0,19924,26,,S
 85 | 975,3,"Demetri, Mr. Marinko",male,,0,0,349238,7.8958,,S
 86 | 976,2,"Lamb, Mr. John Joseph",male,,0,0,240261,10.7083,,Q
 87 | 977,3,"Khalil, Mr. Betros",male,,1,0,2660,14.4542,,C
 88 | 978,3,"Barry, Miss. Julia",female,27,0,0,330844,7.8792,,Q
 89 | 979,3,"Badman, Miss. Emily Louisa",female,18,0,0,A/4 31416,8.05,,S
 90 | 980,3,"O'Donoghue, Ms. Bridget",female,,0,0,364856,7.75,,Q
 91 | 981,2,"Wells, Master. Ralph Lester",male,2,1,1,29103,23,,S
 92 | 982,3,"Dyker, Mrs. Adolf Fredrik (Anna Elisabeth Judith Andersson)",female,22,1,0,347072,13.9,,S
 93 | 983,3,"Pedersen, Mr. Olaf",male,,0,0,345498,7.775,,S
 94 | 984,1,"Davidson, Mrs. Thornton (Orian Hays)",female,27,1,2,F.C. 12750,52,B71,S
 95 | 985,3,"Guest, Mr. Robert",male,,0,0,376563,8.05,,S
 96 | 986,1,"Birnbaum, Mr. Jakob",male,25,0,0,13905,26,,C
 97 | 987,3,"Tenglin, Mr. Gunnar Isidor",male,25,0,0,350033,7.7958,,S
 98 | 988,1,"Cavendish, Mrs. Tyrell William (Julia Florence Siegel)",female,76,1,0,19877,78.85,C46,S
 99 | 989,3,"Makinen, Mr. Kalle Edvard",male,29,0,0,STON/O 2. 3101268,7.925,,S
100 | 990,3,"Braf, Miss. Elin Ester Maria",female,20,0,0,347471,7.8542,,S
101 | 991,3,"Nancarrow, Mr. William Henry",male,33,0,0,A./5. 3338,8.05,,S
102 | 992,1,"Stengel, Mrs. Charles Emil Henry (Annie May Morris)",female,43,1,0,11778,55.4417,C116,C
103 | 993,2,"Weisz, Mr. Leopold",male,27,1,0,228414,26,,S
104 | 994,3,"Foley, Mr. William",male,,0,0,365235,7.75,,Q
105 | 995,3,"Johansson Palmquist, Mr. Oskar Leander",male,26,0,0,347070,7.775,,S
106 | 996,3,"Thomas, Mrs. Alexander (Thamine Thelma"")""",female,16,1,1,2625,8.5167,,C
107 | 997,3,"Holthen, Mr. Johan Martin",male,28,0,0,C 4001,22.525,,S
108 | 998,3,"Buckley, Mr. Daniel",male,21,0,0,330920,7.8208,,Q
109 | 999,3,"Ryan, Mr. Edward",male,,0,0,383162,7.75,,Q
110 | 1000,3,"Willer, Mr. Aaron (Abi Weller"")""",male,,0,0,3410,8.7125,,S
111 | 1001,2,"Swane, Mr. George",male,18.5,0,0,248734,13,F,S
112 | 1002,2,"Stanton, Mr. Samuel Ward",male,41,0,0,237734,15.0458,,C
113 | 1003,3,"Shine, Miss. Ellen Natalia",female,,0,0,330968,7.7792,,Q
114 | 1004,1,"Evans, Miss. Edith Corse",female,36,0,0,PC 17531,31.6792,A29,C
115 | 1005,3,"Buckley, Miss. Katherine",female,18.5,0,0,329944,7.2833,,Q
116 | 1006,1,"Straus, Mrs. Isidor (Rosalie Ida Blun)",female,63,1,0,PC 17483,221.7792,C55 C57,S
117 | 1007,3,"Chronopoulos, Mr. Demetrios",male,18,1,0,2680,14.4542,,C
118 | 1008,3,"Thomas, Mr. John",male,,0,0,2681,6.4375,,C
119 | 1009,3,"Sandstrom, Miss. Beatrice Irene",female,1,1,1,PP 9549,16.7,G6,S
120 | 1010,1,"Beattie, Mr. Thomson",male,36,0,0,13050,75.2417,C6,C
121 | 1011,2,"Chapman, Mrs. John Henry (Sara Elizabeth Lawry)",female,29,1,0,SC/AH 29037,26,,S
122 | 1012,2,"Watt, Miss. Bertha J",female,12,0,0,C.A. 33595,15.75,,S
123 | 1013,3,"Kiernan, Mr. John",male,,1,0,367227,7.75,,Q
124 | 1014,1,"Schabert, Mrs. Paul (Emma Mock)",female,35,1,0,13236,57.75,C28,C
125 | 1015,3,"Carver, Mr. Alfred John",male,28,0,0,392095,7.25,,S
126 | 1016,3,"Kennedy, Mr. John",male,,0,0,368783,7.75,,Q
127 | 1017,3,"Cribb, Miss. Laura Alice",female,17,0,1,371362,16.1,,S
128 | 1018,3,"Brobeck, Mr. Karl Rudolf",male,22,0,0,350045,7.7958,,S
129 | 1019,3,"McCoy, Miss. Alicia",female,,2,0,367226,23.25,,Q
130 | 1020,2,"Bowenur, Mr. Solomon",male,42,0,0,211535,13,,S
131 | 1021,3,"Petersen, Mr. Marius",male,24,0,0,342441,8.05,,S
132 | 1022,3,"Spinner, Mr. Henry John",male,32,0,0,STON/OQ. 369943,8.05,,S
133 | 1023,1,"Gracie, Col. Archibald IV",male,53,0,0,113780,28.5,C51,C
134 | 1024,3,"Lefebre, Mrs. Frank (Frances)",female,,0,4,4133,25.4667,,S
135 | 1025,3,"Thomas, Mr. Charles P",male,,1,0,2621,6.4375,,C
136 | 1026,3,"Dintcheff, Mr. Valtcho",male,43,0,0,349226,7.8958,,S
137 | 1027,3,"Carlsson, Mr. Carl Robert",male,24,0,0,350409,7.8542,,S
138 | 1028,3,"Zakarian, Mr. Mapriededer",male,26.5,0,0,2656,7.225,,C
139 | 1029,2,"Schmidt, Mr. August",male,26,0,0,248659,13,,S
140 | 1030,3,"Drapkin, Miss. Jennie",female,23,0,0,SOTON/OQ 392083,8.05,,S
141 | 1031,3,"Goodwin, Mr. Charles Frederick",male,40,1,6,CA 2144,46.9,,S
142 | 1032,3,"Goodwin, Miss. Jessie Allis",female,10,5,2,CA 2144,46.9,,S
143 | 1033,1,"Daniels, Miss. Sarah",female,33,0,0,113781,151.55,,S
144 | 1034,1,"Ryerson, Mr. Arthur Larned",male,61,1,3,PC 17608,262.375,B57 B59 B63 B66,C
145 | 1035,2,"Beauchamp, Mr. Henry James",male,28,0,0,244358,26,,S
146 | 1036,1,"Lindeberg-Lind, Mr. Erik Gustaf (Mr Edward Lingrey"")""",male,42,0,0,17475,26.55,,S
147 | 1037,3,"Vander Planke, Mr. Julius",male,31,3,0,345763,18,,S
148 | 1038,1,"Hilliard, Mr. Herbert Henry",male,,0,0,17463,51.8625,E46,S
149 | 1039,3,"Davies, Mr. Evan",male,22,0,0,SC/A4 23568,8.05,,S
150 | 1040,1,"Crafton, Mr. John Bertram",male,,0,0,113791,26.55,,S
151 | 1041,2,"Lahtinen, Rev. William",male,30,1,1,250651,26,,S
152 | 1042,1,"Earnshaw, Mrs. Boulton (Olive Potter)",female,23,0,1,11767,83.1583,C54,C
153 | 1043,3,"Matinoff, Mr. Nicola",male,,0,0,349255,7.8958,,C
154 | 1044,3,"Storey, Mr. Thomas",male,60.5,0,0,3701,,,S
155 | 1045,3,"Klasen, Mrs. (Hulda Kristina Eugenia Lofqvist)",female,36,0,2,350405,12.1833,,S
156 | 1046,3,"Asplund, Master. Filip Oscar",male,13,4,2,347077,31.3875,,S
157 | 1047,3,"Duquemin, Mr. Joseph",male,24,0,0,S.O./P.P. 752,7.55,,S
158 | 1048,1,"Bird, Miss. Ellen",female,29,0,0,PC 17483,221.7792,C97,S
159 | 1049,3,"Lundin, Miss. Olga Elida",female,23,0,0,347469,7.8542,,S
160 | 1050,1,"Borebank, Mr. John James",male,42,0,0,110489,26.55,D22,S
161 | 1051,3,"Peacock, Mrs. Benjamin (Edith Nile)",female,26,0,2,SOTON/O.Q. 3101315,13.775,,S
162 | 1052,3,"Smyth, Miss. Julia",female,,0,0,335432,7.7333,,Q
163 | 1053,3,"Touma, Master. Georges Youssef",male,7,1,1,2650,15.2458,,C
164 | 1054,2,"Wright, Miss. Marion",female,26,0,0,220844,13.5,,S
165 | 1055,3,"Pearce, Mr. Ernest",male,,0,0,343271,7,,S
166 | 1056,2,"Peruschitz, Rev. Joseph Maria",male,41,0,0,237393,13,,S
167 | 1057,3,"Kink-Heilmann, Mrs. Anton (Luise Heilmann)",female,26,1,1,315153,22.025,,S
168 | 1058,1,"Brandeis, Mr. Emil",male,48,0,0,PC 17591,50.4958,B10,C
169 | 1059,3,"Ford, Mr. Edward Watson",male,18,2,2,W./C. 6608,34.375,,S
170 | 1060,1,"Cassebeer, Mrs. Henry Arthur Jr (Eleanor Genevieve Fosdick)",female,,0,0,17770,27.7208,,C
171 | 1061,3,"Hellstrom, Miss. Hilda Maria",female,22,0,0,7548,8.9625,,S
172 | 1062,3,"Lithman, Mr. Simon",male,,0,0,S.O./P.P. 251,7.55,,S
173 | 1063,3,"Zakarian, Mr. Ortin",male,27,0,0,2670,7.225,,C
174 | 1064,3,"Dyker, Mr. Adolf Fredrik",male,23,1,0,347072,13.9,,S
175 | 1065,3,"Torfa, Mr. Assad",male,,0,0,2673,7.2292,,C
176 | 1066,3,"Asplund, Mr. Carl Oscar Vilhelm Gustafsson",male,40,1,5,347077,31.3875,,S
177 | 1067,2,"Brown, Miss. Edith Eileen",female,15,0,2,29750,39,,S
178 | 1068,2,"Sincock, Miss. Maude",female,20,0,0,C.A. 33112,36.75,,S
179 | 1069,1,"Stengel, Mr. Charles Emil Henry",male,54,1,0,11778,55.4417,C116,C
180 | 1070,2,"Becker, Mrs. Allen Oliver (Nellie E Baumgardner)",female,36,0,3,230136,39,F4,S
181 | 1071,1,"Compton, Mrs. Alexander Taylor (Mary Eliza Ingersoll)",female,64,0,2,PC 17756,83.1583,E45,C
182 | 1072,2,"McCrie, Mr. James Matthew",male,30,0,0,233478,13,,S
183 | 1073,1,"Compton, Mr. Alexander Taylor Jr",male,37,1,1,PC 17756,83.1583,E52,C
184 | 1074,1,"Marvin, Mrs. Daniel Warner (Mary Graham Carmichael Farquarson)",female,18,1,0,113773,53.1,D30,S
185 | 1075,3,"Lane, Mr. Patrick",male,,0,0,7935,7.75,,Q
186 | 1076,1,"Douglas, Mrs. Frederick Charles (Mary Helene Baxter)",female,27,1,1,PC 17558,247.5208,B58 B60,C
187 | 1077,2,"Maybery, Mr. Frank Hubert",male,40,0,0,239059,16,,S
188 | 1078,2,"Phillips, Miss. Alice Frances Louisa",female,21,0,1,S.O./P.P. 2,21,,S
189 | 1079,3,"Davies, Mr. Joseph",male,17,2,0,A/4 48873,8.05,,S
190 | 1080,3,"Sage, Miss. Ada",female,,8,2,CA. 2343,69.55,,S
191 | 1081,2,"Veal, Mr. James",male,40,0,0,28221,13,,S
192 | 1082,2,"Angle, Mr. William A",male,34,1,0,226875,26,,S
193 | 1083,1,"Salomon, Mr. Abraham L",male,,0,0,111163,26,,S
194 | 1084,3,"van Billiard, Master. Walter John",male,11.5,1,1,A/5. 851,14.5,,S
195 | 1085,2,"Lingane, Mr. John",male,61,0,0,235509,12.35,,Q
196 | 1086,2,"Drew, Master. Marshall Brines",male,8,0,2,28220,32.5,,S
197 | 1087,3,"Karlsson, Mr. Julius Konrad Eugen",male,33,0,0,347465,7.8542,,S
198 | 1088,1,"Spedden, Master. Robert Douglas",male,6,0,2,16966,134.5,E34,C
199 | 1089,3,"Nilsson, Miss. Berta Olivia",female,18,0,0,347066,7.775,,S
200 | 1090,2,"Baimbrigge, Mr. Charles Robert",male,23,0,0,C.A. 31030,10.5,,S
201 | 1091,3,"Rasmussen, Mrs. (Lena Jacobsen Solvang)",female,,0,0,65305,8.1125,,S
202 | 1092,3,"Murphy, Miss. Nora",female,,0,0,36568,15.5,,Q
203 | 1093,3,"Danbom, Master. Gilbert Sigvard Emanuel",male,0.33,0,2,347080,14.4,,S
204 | 1094,1,"Astor, Col. John Jacob",male,47,1,0,PC 17757,227.525,C62 C64,C
205 | 1095,2,"Quick, Miss. Winifred Vera",female,8,1,1,26360,26,,S
206 | 1096,2,"Andrew, Mr. Frank Thomas",male,25,0,0,C.A. 34050,10.5,,S
207 | 1097,1,"Omont, Mr. Alfred Fernand",male,,0,0,F.C. 12998,25.7417,,C
208 | 1098,3,"McGowan, Miss. Katherine",female,35,0,0,9232,7.75,,Q
209 | 1099,2,"Collett, Mr. Sidney C Stuart",male,24,0,0,28034,10.5,,S
210 | 1100,1,"Rosenbaum, Miss. Edith Louise",female,33,0,0,PC 17613,27.7208,A11,C
211 | 1101,3,"Delalic, Mr. Redjo",male,25,0,0,349250,7.8958,,S
212 | 1102,3,"Andersen, Mr. Albert Karvin",male,32,0,0,C 4001,22.525,,S
213 | 1103,3,"Finoli, Mr. Luigi",male,,0,0,SOTON/O.Q. 3101308,7.05,,S
214 | 1104,2,"Deacon, Mr. Percy William",male,17,0,0,S.O.C. 14879,73.5,,S
215 | 1105,2,"Howard, Mrs. Benjamin (Ellen Truelove Arman)",female,60,1,0,24065,26,,S
216 | 1106,3,"Andersson, Miss. Ida Augusta Margareta",female,38,4,2,347091,7.775,,S
217 | 1107,1,"Head, Mr. Christopher",male,42,0,0,113038,42.5,B11,S
218 | 1108,3,"Mahon, Miss. Bridget Delia",female,,0,0,330924,7.8792,,Q
219 | 1109,1,"Wick, Mr. George Dennick",male,57,1,1,36928,164.8667,,S
220 | 1110,1,"Widener, Mrs. George Dunton (Eleanor Elkins)",female,50,1,1,113503,211.5,C80,C
221 | 1111,3,"Thomson, Mr. Alexander Morrison",male,,0,0,32302,8.05,,S
222 | 1112,2,"Duran y More, Miss. Florentina",female,30,1,0,SC/PARIS 2148,13.8583,,C
223 | 1113,3,"Reynolds, Mr. Harold J",male,21,0,0,342684,8.05,,S
224 | 1114,2,"Cook, Mrs. (Selena Rogers)",female,22,0,0,W./C. 14266,10.5,F33,S
225 | 1115,3,"Karlsson, Mr. Einar Gervasius",male,21,0,0,350053,7.7958,,S
226 | 1116,1,"Candee, Mrs. Edward (Helen Churchill Hungerford)",female,53,0,0,PC 17606,27.4458,,C
227 | 1117,3,"Moubarek, Mrs. George (Omine Amenia"" Alexander)""",female,,0,2,2661,15.2458,,C
228 | 1118,3,"Asplund, Mr. Johan Charles",male,23,0,0,350054,7.7958,,S
229 | 1119,3,"McNeill, Miss. Bridget",female,,0,0,370368,7.75,,Q
230 | 1120,3,"Everett, Mr. Thomas James",male,40.5,0,0,C.A. 6212,15.1,,S
231 | 1121,2,"Hocking, Mr. Samuel James Metcalfe",male,36,0,0,242963,13,,S
232 | 1122,2,"Sweet, Mr. George Frederick",male,14,0,0,220845,65,,S
233 | 1123,1,"Willard, Miss. Constance",female,21,0,0,113795,26.55,,S
234 | 1124,3,"Wiklund, Mr. Karl Johan",male,21,1,0,3101266,6.4958,,S
235 | 1125,3,"Linehan, Mr. Michael",male,,0,0,330971,7.8792,,Q
236 | 1126,1,"Cumings, Mr. John Bradley",male,39,1,0,PC 17599,71.2833,C85,C
237 | 1127,3,"Vendel, Mr. Olof Edvin",male,20,0,0,350416,7.8542,,S
238 | 1128,1,"Warren, Mr. Frank Manley",male,64,1,0,110813,75.25,D37,C
239 | 1129,3,"Baccos, Mr. Raffull",male,20,0,0,2679,7.225,,C
240 | 1130,2,"Hiltunen, Miss. Marta",female,18,1,1,250650,13,,S
241 | 1131,1,"Douglas, Mrs. Walter Donald (Mahala Dutton)",female,48,1,0,PC 17761,106.425,C86,C
242 | 1132,1,"Lindstrom, Mrs. Carl Johan (Sigrid Posse)",female,55,0,0,112377,27.7208,,C
243 | 1133,2,"Christy, Mrs. (Alice Frances)",female,45,0,2,237789,30,,S
244 | 1134,1,"Spedden, Mr. Frederic Oakley",male,45,1,1,16966,134.5,E34,C
245 | 1135,3,"Hyman, Mr. Abraham",male,,0,0,3470,7.8875,,S
246 | 1136,3,"Johnston, Master. William Arthur Willie""""",male,,1,2,W./C. 6607,23.45,,S
247 | 1137,1,"Kenyon, Mr. Frederick R",male,41,1,0,17464,51.8625,D21,S
248 | 1138,2,"Karnes, Mrs. J Frank (Claire Bennett)",female,22,0,0,F.C.C. 13534,21,,S
249 | 1139,2,"Drew, Mr. James Vivian",male,42,1,1,28220,32.5,,S
250 | 1140,2,"Hold, Mrs. Stephen (Annie Margaret Hill)",female,29,1,0,26707,26,,S
251 | 1141,3,"Khalil, Mrs. Betros (Zahie Maria"" Elias)""",female,,1,0,2660,14.4542,,C
252 | 1142,2,"West, Miss. Barbara J",female,0.92,1,2,C.A. 34651,27.75,,S
253 | 1143,3,"Abrahamsson, Mr. Abraham August Johannes",male,20,0,0,SOTON/O2 3101284,7.925,,S
254 | 1144,1,"Clark, Mr. Walter Miller",male,27,1,0,13508,136.7792,C89,C
255 | 1145,3,"Salander, Mr. Karl Johan",male,24,0,0,7266,9.325,,S
256 | 1146,3,"Wenzel, Mr. Linhart",male,32.5,0,0,345775,9.5,,S
257 | 1147,3,"MacKay, Mr. George William",male,,0,0,C.A. 42795,7.55,,S
258 | 1148,3,"Mahon, Mr. John",male,,0,0,AQ/4 3130,7.75,,Q
259 | 1149,3,"Niklasson, Mr. Samuel",male,28,0,0,363611,8.05,,S
260 | 1150,2,"Bentham, Miss. Lilian W",female,19,0,0,28404,13,,S
261 | 1151,3,"Midtsjo, Mr. Karl Albert",male,21,0,0,345501,7.775,,S
262 | 1152,3,"de Messemaeker, Mr. Guillaume Joseph",male,36.5,1,0,345572,17.4,,S
263 | 1153,3,"Nilsson, Mr. August Ferdinand",male,21,0,0,350410,7.8542,,S
264 | 1154,2,"Wells, Mrs. Arthur Henry (Addie"" Dart Trevaskis)""",female,29,0,2,29103,23,,S
265 | 1155,3,"Klasen, Miss. Gertrud Emilia",female,1,1,1,350405,12.1833,,S
266 | 1156,2,"Portaluppi, Mr. Emilio Ilario Giuseppe",male,30,0,0,C.A. 34644,12.7375,,C
267 | 1157,3,"Lyntakoff, Mr. Stanko",male,,0,0,349235,7.8958,,S
268 | 1158,1,"Chisholm, Mr. Roderick Robert Crispin",male,,0,0,112051,0,,S
269 | 1159,3,"Warren, Mr. Charles William",male,,0,0,C.A. 49867,7.55,,S
270 | 1160,3,"Howard, Miss. May Elizabeth",female,,0,0,A. 2. 39186,8.05,,S
271 | 1161,3,"Pokrnic, Mr. Mate",male,17,0,0,315095,8.6625,,S
272 | 1162,1,"McCaffry, Mr. Thomas Francis",male,46,0,0,13050,75.2417,C6,C
273 | 1163,3,"Fox, Mr. Patrick",male,,0,0,368573,7.75,,Q
274 | 1164,1,"Clark, Mrs. Walter Miller (Virginia McDowell)",female,26,1,0,13508,136.7792,C89,C
275 | 1165,3,"Lennon, Miss. Mary",female,,1,0,370371,15.5,,Q
276 | 1166,3,"Saade, Mr. Jean Nassr",male,,0,0,2676,7.225,,C
277 | 1167,2,"Bryhl, Miss. Dagmar Jenny Ingeborg ",female,20,1,0,236853,26,,S
278 | 1168,2,"Parker, Mr. Clifford Richard",male,28,0,0,SC 14888,10.5,,S
279 | 1169,2,"Faunthorpe, Mr. Harry",male,40,1,0,2926,26,,S
280 | 1170,2,"Ware, Mr. John James",male,30,1,0,CA 31352,21,,S
281 | 1171,2,"Oxenham, Mr. Percy Thomas",male,22,0,0,W./C. 14260,10.5,,S
282 | 1172,3,"Oreskovic, Miss. Jelka",female,23,0,0,315085,8.6625,,S
283 | 1173,3,"Peacock, Master. Alfred Edward",male,0.75,1,1,SOTON/O.Q. 3101315,13.775,,S
284 | 1174,3,"Fleming, Miss. Honora",female,,0,0,364859,7.75,,Q
285 | 1175,3,"Touma, Miss. Maria Youssef",female,9,1,1,2650,15.2458,,C
286 | 1176,3,"Rosblom, Miss. Salli Helena",female,2,1,1,370129,20.2125,,S
287 | 1177,3,"Dennis, Mr. William",male,36,0,0,A/5 21175,7.25,,S
288 | 1178,3,"Franklin, Mr. Charles (Charles Fardon)",male,,0,0,SOTON/O.Q. 3101314,7.25,,S
289 | 1179,1,"Snyder, Mr. John Pillsbury",male,24,1,0,21228,82.2667,B45,S
290 | 1180,3,"Mardirosian, Mr. Sarkis",male,,0,0,2655,7.2292,F E46,C
291 | 1181,3,"Ford, Mr. Arthur",male,,0,0,A/5 1478,8.05,,S
292 | 1182,1,"Rheims, Mr. George Alexander Lucien",male,,0,0,PC 17607,39.6,,S
293 | 1183,3,"Daly, Miss. Margaret Marcella Maggie""""",female,30,0,0,382650,6.95,,Q
294 | 1184,3,"Nasr, Mr. Mustafa",male,,0,0,2652,7.2292,,C
295 | 1185,1,"Dodge, Dr. Washington",male,53,1,1,33638,81.8583,A34,S
296 | 1186,3,"Wittevrongel, Mr. Camille",male,36,0,0,345771,9.5,,S
297 | 1187,3,"Angheloff, Mr. Minko",male,26,0,0,349202,7.8958,,S
298 | 1188,2,"Laroche, Miss. Louise",female,1,1,2,SC/Paris 2123,41.5792,,C
299 | 1189,3,"Samaan, Mr. Hanna",male,,2,0,2662,21.6792,,C
300 | 1190,1,"Loring, Mr. Joseph Holland",male,30,0,0,113801,45.5,,S
301 | 1191,3,"Johansson, Mr. Nils",male,29,0,0,347467,7.8542,,S
302 | 1192,3,"Olsson, Mr. Oscar Wilhelm",male,32,0,0,347079,7.775,,S
303 | 1193,2,"Malachard, Mr. Noel",male,,0,0,237735,15.0458,D,C
304 | 1194,2,"Phillips, Mr. Escott Robert",male,43,0,1,S.O./P.P. 2,21,,S
305 | 1195,3,"Pokrnic, Mr. Tome",male,24,0,0,315092,8.6625,,S
306 | 1196,3,"McCarthy, Miss. Catherine Katie""""",female,,0,0,383123,7.75,,Q
307 | 1197,1,"Crosby, Mrs. Edward Gifford (Catherine Elizabeth Halstead)",female,64,1,1,112901,26.55,B26,S
308 | 1198,1,"Allison, Mr. Hudson Joshua Creighton",male,30,1,2,113781,151.55,C22 C26,S
309 | 1199,3,"Aks, Master. Philip Frank",male,0.83,0,1,392091,9.35,,S
310 | 1200,1,"Hays, Mr. Charles Melville",male,55,1,1,12749,93.5,B69,S
311 | 1201,3,"Hansen, Mrs. Claus Peter (Jennie L Howard)",female,45,1,0,350026,14.1083,,S
312 | 1202,3,"Cacic, Mr. Jego Grga",male,18,0,0,315091,8.6625,,S
313 | 1203,3,"Vartanian, Mr. David",male,22,0,0,2658,7.225,,C
314 | 1204,3,"Sadowitz, Mr. Harry",male,,0,0,LP 1588,7.575,,S
315 | 1205,3,"Carr, Miss. Jeannie",female,37,0,0,368364,7.75,,Q
316 | 1206,1,"White, Mrs. John Stuart (Ella Holmes)",female,55,0,0,PC 17760,135.6333,C32,C
317 | 1207,3,"Hagardon, Miss. Kate",female,17,0,0,AQ/3. 30631,7.7333,,Q
318 | 1208,1,"Spencer, Mr. William Augustus",male,57,1,0,PC 17569,146.5208,B78,C
319 | 1209,2,"Rogers, Mr. Reginald Harry",male,19,0,0,28004,10.5,,S
320 | 1210,3,"Jonsson, Mr. Nils Hilding",male,27,0,0,350408,7.8542,,S
321 | 1211,2,"Jefferys, Mr. Ernest Wilfred",male,22,2,0,C.A. 31029,31.5,,S
322 | 1212,3,"Andersson, Mr. Johan Samuel",male,26,0,0,347075,7.775,,S
323 | 1213,3,"Krekorian, Mr. Neshan",male,25,0,0,2654,7.2292,F E57,C
324 | 1214,2,"Nesson, Mr. Israel",male,26,0,0,244368,13,F2,S
325 | 1215,1,"Rowe, Mr. Alfred G",male,33,0,0,113790,26.55,,S
326 | 1216,1,"Kreuchen, Miss. Emilie",female,39,0,0,24160,211.3375,,S
327 | 1217,3,"Assam, Mr. Ali",male,23,0,0,SOTON/O.Q. 3101309,7.05,,S
328 | 1218,2,"Becker, Miss. Ruth Elizabeth",female,12,2,1,230136,39,F4,S
329 | 1219,1,"Rosenshine, Mr. George (Mr George Thorne"")""",male,46,0,0,PC 17585,79.2,,C
330 | 1220,2,"Clarke, Mr. Charles Valentine",male,29,1,0,2003,26,,S
331 | 1221,2,"Enander, Mr. Ingvar",male,21,0,0,236854,13,,S
332 | 1222,2,"Davies, Mrs. John Morgan (Elizabeth Agnes Mary White) ",female,48,0,2,C.A. 33112,36.75,,S
333 | 1223,1,"Dulles, Mr. William Crothers",male,39,0,0,PC 17580,29.7,A18,C
334 | 1224,3,"Thomas, Mr. Tannous",male,,0,0,2684,7.225,,C
335 | 1225,3,"Nakid, Mrs. Said (Waika Mary"" Mowad)""",female,19,1,1,2653,15.7417,,C
336 | 1226,3,"Cor, Mr. Ivan",male,27,0,0,349229,7.8958,,S
337 | 1227,1,"Maguire, Mr. John Edward",male,30,0,0,110469,26,C106,S
338 | 1228,2,"de Brito, Mr. Jose Joaquim",male,32,0,0,244360,13,,S
339 | 1229,3,"Elias, Mr. Joseph",male,39,0,2,2675,7.2292,,C
340 | 1230,2,"Denbury, Mr. Herbert",male,25,0,0,C.A. 31029,31.5,,S
341 | 1231,3,"Betros, Master. Seman",male,,0,0,2622,7.2292,,C
342 | 1232,2,"Fillbrook, Mr. Joseph Charles",male,18,0,0,C.A. 15185,10.5,,S
343 | 1233,3,"Lundstrom, Mr. Thure Edvin",male,32,0,0,350403,7.5792,,S
344 | 1234,3,"Sage, Mr. John George",male,,1,9,CA. 2343,69.55,,S
345 | 1235,1,"Cardeza, Mrs. James Warburton Martinez (Charlotte Wardle Drake)",female,58,0,1,PC 17755,512.3292,B51 B53 B55,C
346 | 1236,3,"van Billiard, Master. James William",male,,1,1,A/5. 851,14.5,,S
347 | 1237,3,"Abelseth, Miss. Karen Marie",female,16,0,0,348125,7.65,,S
348 | 1238,2,"Botsford, Mr. William Hull",male,26,0,0,237670,13,,S
349 | 1239,3,"Whabee, Mrs. George Joseph (Shawneene Abi-Saab)",female,38,0,0,2688,7.2292,,C
350 | 1240,2,"Giles, Mr. Ralph",male,24,0,0,248726,13.5,,S
351 | 1241,2,"Walcroft, Miss. Nellie",female,31,0,0,F.C.C. 13528,21,,S
352 | 1242,1,"Greenfield, Mrs. Leo David (Blanche Strouse)",female,45,0,1,PC 17759,63.3583,D10 D12,C
353 | 1243,2,"Stokes, Mr. Philip Joseph",male,25,0,0,F.C.C. 13540,10.5,,S
354 | 1244,2,"Dibden, Mr. William",male,18,0,0,S.O.C. 14879,73.5,,S
355 | 1245,2,"Herman, Mr. Samuel",male,49,1,2,220845,65,,S
356 | 1246,3,"Dean, Miss. Elizabeth Gladys Millvina""""",female,0.17,1,2,C.A. 2315,20.575,,S
357 | 1247,1,"Julian, Mr. Henry Forbes",male,50,0,0,113044,26,E60,S
358 | 1248,1,"Brown, Mrs. John Murray (Caroline Lane Lamson)",female,59,2,0,11769,51.4792,C101,S
359 | 1249,3,"Lockyer, Mr. Edward",male,,0,0,1222,7.8792,,S
360 | 1250,3,"O'Keefe, Mr. Patrick",male,,0,0,368402,7.75,,Q
361 | 1251,3,"Lindell, Mrs. Edvard Bengtsson (Elin Gerda Persson)",female,30,1,0,349910,15.55,,S
362 | 1252,3,"Sage, Master. William Henry",male,14.5,8,2,CA. 2343,69.55,,S
363 | 1253,2,"Mallet, Mrs. Albert (Antoinette Magnin)",female,24,1,1,S.C./PARIS 2079,37.0042,,C
364 | 1254,2,"Ware, Mrs. John James (Florence Louise Long)",female,31,0,0,CA 31352,21,,S
365 | 1255,3,"Strilic, Mr. Ivan",male,27,0,0,315083,8.6625,,S
366 | 1256,1,"Harder, Mrs. George Achilles (Dorothy Annan)",female,25,1,0,11765,55.4417,E50,C
367 | 1257,3,"Sage, Mrs. John (Annie Bullen)",female,,1,9,CA. 2343,69.55,,S
368 | 1258,3,"Caram, Mr. Joseph",male,,1,0,2689,14.4583,,C
369 | 1259,3,"Riihivouri, Miss. Susanna Juhantytar Sanni""""",female,22,0,0,3101295,39.6875,,S
370 | 1260,1,"Gibson, Mrs. Leonard (Pauline C Boeson)",female,45,0,1,112378,59.4,,C
371 | 1261,2,"Pallas y Castello, Mr. Emilio",male,29,0,0,SC/PARIS 2147,13.8583,,C
372 | 1262,2,"Giles, Mr. Edgar",male,21,1,0,28133,11.5,,S
373 | 1263,1,"Wilson, Miss. Helen Alice",female,31,0,0,16966,134.5,E39 E41,C
374 | 1264,1,"Ismay, Mr. Joseph Bruce",male,49,0,0,112058,0,B52 B54 B56,S
375 | 1265,2,"Harbeck, Mr. William H",male,44,0,0,248746,13,,S
376 | 1266,1,"Dodge, Mrs. Washington (Ruth Vidaver)",female,54,1,1,33638,81.8583,A34,S
377 | 1267,1,"Bowen, Miss. Grace Scott",female,45,0,0,PC 17608,262.375,,C
378 | 1268,3,"Kink, Miss. Maria",female,22,2,0,315152,8.6625,,S
379 | 1269,2,"Cotterill, Mr. Henry Harry""""",male,21,0,0,29107,11.5,,S
380 | 1270,1,"Hipkins, Mr. William Edward",male,55,0,0,680,50,C39,S
381 | 1271,3,"Asplund, Master. Carl Edgar",male,5,4,2,347077,31.3875,,S
382 | 1272,3,"O'Connor, Mr. Patrick",male,,0,0,366713,7.75,,Q
383 | 1273,3,"Foley, Mr. Joseph",male,26,0,0,330910,7.8792,,Q
384 | 1274,3,"Risien, Mrs. Samuel (Emma)",female,,0,0,364498,14.5,,S
385 | 1275,3,"McNamee, Mrs. Neal (Eileen O'Leary)",female,19,1,0,376566,16.1,,S
386 | 1276,2,"Wheeler, Mr. Edwin Frederick""""",male,,0,0,SC/PARIS 2159,12.875,,S
387 | 1277,2,"Herman, Miss. Kate",female,24,1,2,220845,65,,S
388 | 1278,3,"Aronsson, Mr. Ernst Axel Algot",male,24,0,0,349911,7.775,,S
389 | 1279,2,"Ashby, Mr. John",male,57,0,0,244346,13,,S
390 | 1280,3,"Canavan, Mr. Patrick",male,21,0,0,364858,7.75,,Q
391 | 1281,3,"Palsson, Master. Paul Folke",male,6,3,1,349909,21.075,,S
392 | 1282,1,"Payne, Mr. Vivian Ponsonby",male,23,0,0,12749,93.5,B24,S
393 | 1283,1,"Lines, Mrs. Ernest H (Elizabeth Lindsey James)",female,51,0,1,PC 17592,39.4,D28,S
394 | 1284,3,"Abbott, Master. Eugene Joseph",male,13,0,2,C.A. 2673,20.25,,S
395 | 1285,2,"Gilbert, Mr. William",male,47,0,0,C.A. 30769,10.5,,S
396 | 1286,3,"Kink-Heilmann, Mr. Anton",male,29,3,1,315153,22.025,,S
397 | 1287,1,"Smith, Mrs. Lucien Philip (Mary Eloise Hughes)",female,18,1,0,13695,60,C31,S
398 | 1288,3,"Colbert, Mr. Patrick",male,24,0,0,371109,7.25,,Q
399 | 1289,1,"Frolicher-Stehli, Mrs. Maxmillian (Margaretha Emerentia Stehli)",female,48,1,1,13567,79.2,B41,C
400 | 1290,3,"Larsson-Rondberg, Mr. Edvard A",male,22,0,0,347065,7.775,,S
401 | 1291,3,"Conlon, Mr. Thomas Henry",male,31,0,0,21332,7.7333,,Q
402 | 1292,1,"Bonnell, Miss. Caroline",female,30,0,0,36928,164.8667,C7,S
403 | 1293,2,"Gale, Mr. Harry",male,38,1,0,28664,21,,S
404 | 1294,1,"Gibson, Miss. Dorothy Winifred",female,22,0,1,112378,59.4,,C
405 | 1295,1,"Carrau, Mr. Jose Pedro",male,17,0,0,113059,47.1,,S
406 | 1296,1,"Frauenthal, Mr. Isaac Gerald",male,43,1,0,17765,27.7208,D40,C
407 | 1297,2,"Nourney, Mr. Alfred (Baron von Drachstedt"")""",male,20,0,0,SC/PARIS 2166,13.8625,D38,C
408 | 1298,2,"Ware, Mr. William Jeffery",male,23,1,0,28666,10.5,,S
409 | 1299,1,"Widener, Mr. George Dunton",male,50,1,1,113503,211.5,C80,C
410 | 1300,3,"Riordan, Miss. Johanna Hannah""""",female,,0,0,334915,7.7208,,Q
411 | 1301,3,"Peacock, Miss. Treasteall",female,3,1,1,SOTON/O.Q. 3101315,13.775,,S
412 | 1302,3,"Naughton, Miss. Hannah",female,,0,0,365237,7.75,,Q
413 | 1303,1,"Minahan, Mrs. William Edward (Lillian E Thorpe)",female,37,1,0,19928,90,C78,Q
414 | 1304,3,"Henriksson, Miss. Jenny Lovisa",female,28,0,0,347086,7.775,,S
415 | 1305,3,"Spector, Mr. Woolf",male,,0,0,A.5. 3236,8.05,,S
416 | 1306,1,"Oliva y Ocana, Dona. Fermina",female,39,0,0,PC 17758,108.9,C105,C
417 | 1307,3,"Saether, Mr. Simon Sivertsen",male,38.5,0,0,SOTON/O.Q. 3101262,7.25,,S
418 | 1308,3,"Ware, Mr. Frederick",male,,0,0,359309,8.05,,S
419 | 1309,3,"Peter, Master. Michael J",male,,1,1,2668,22.3583,,C
420 | 


--------------------------------------------------------------------------------
/train.csv:
--------------------------------------------------------------------------------
  1 | PassengerId,Survived,Pclass,Name,Sex,Age,SibSp,Parch,Ticket,Fare,Cabin,Embarked
  2 | 1,0,3,"Braund, Mr. Owen Harris",male,22,1,0,A/5 21171,7.25,,S
  3 | 2,1,1,"Cumings, Mrs. John Bradley (Florence Briggs Thayer)",female,38,1,0,PC 17599,71.2833,C85,C
  4 | 3,1,3,"Heikkinen, Miss. Laina",female,26,0,0,STON/O2. 3101282,7.925,,S
  5 | 4,1,1,"Futrelle, Mrs. Jacques Heath (Lily May Peel)",female,35,1,0,113803,53.1,C123,S
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116 | 115,0,3,"Attalah, Miss. Malake",female,17,0,0,2627,14.4583,,C
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122 | 121,0,2,"Hickman, Mr. Stanley George",male,21,2,0,S.O.C. 14879,73.5,,S
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130 | 129,1,3,"Peter, Miss. Anna",female,,1,1,2668,22.3583,F E69,C
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132 | 131,0,3,"Drazenoic, Mr. Jozef",male,33,0,0,349241,7.8958,,C
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143 | 142,1,3,"Nysten, Miss. Anna Sofia",female,22,0,0,347081,7.75,,S
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153 | 152,1,1,"Pears, Mrs. Thomas (Edith Wearne)",female,22,1,0,113776,66.6,C2,S
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157 | 156,0,1,"Williams, Mr. Charles Duane",male,51,0,1,PC 17597,61.3792,,C
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159 | 158,0,3,"Corn, Mr. Harry",male,30,0,0,SOTON/OQ 392090,8.05,,S
160 | 159,0,3,"Smiljanic, Mr. Mile",male,,0,0,315037,8.6625,,S
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165 | 164,0,3,"Calic, Mr. Jovo",male,17,0,0,315093,8.6625,,S
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171 | 170,0,3,"Ling, Mr. Lee",male,28,0,0,1601,56.4958,,S
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174 | 173,1,3,"Johnson, Miss. Eleanor Ileen",female,1,1,1,347742,11.1333,,S
175 | 174,0,3,"Sivola, Mr. Antti Wilhelm",male,21,0,0,STON/O 2. 3101280,7.925,,S
176 | 175,0,1,"Smith, Mr. James Clinch",male,56,0,0,17764,30.6958,A7,C
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178 | 177,0,3,"Lefebre, Master. Henry Forbes",male,,3,1,4133,25.4667,,S
179 | 178,0,1,"Isham, Miss. Ann Elizabeth",female,50,0,0,PC 17595,28.7125,C49,C
180 | 179,0,2,"Hale, Mr. Reginald",male,30,0,0,250653,13,,S
181 | 180,0,3,"Leonard, Mr. Lionel",male,36,0,0,LINE,0,,S
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183 | 182,0,2,"Pernot, Mr. Rene",male,,0,0,SC/PARIS 2131,15.05,,C
184 | 183,0,3,"Asplund, Master. Clarence Gustaf Hugo",male,9,4,2,347077,31.3875,,S
185 | 184,1,2,"Becker, Master. Richard F",male,1,2,1,230136,39,F4,S
186 | 185,1,3,"Kink-Heilmann, Miss. Luise Gretchen",female,4,0,2,315153,22.025,,S
187 | 186,0,1,"Rood, Mr. Hugh Roscoe",male,,0,0,113767,50,A32,S
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190 | 189,0,3,"Bourke, Mr. John",male,40,1,1,364849,15.5,,Q
191 | 190,0,3,"Turcin, Mr. Stjepan",male,36,0,0,349247,7.8958,,S
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199 | 198,0,3,"Olsen, Mr. Karl Siegwart Andreas",male,42,0,1,4579,8.4042,,S
200 | 199,1,3,"Madigan, Miss. Margaret ""Maggie""",female,,0,0,370370,7.75,,Q
201 | 200,0,2,"Yrois, Miss. Henriette (""Mrs Harbeck"")",female,24,0,0,248747,13,,S
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203 | 202,0,3,"Sage, Mr. Frederick",male,,8,2,CA. 2343,69.55,,S
204 | 203,0,3,"Johanson, Mr. Jakob Alfred",male,34,0,0,3101264,6.4958,,S
205 | 204,0,3,"Youseff, Mr. Gerious",male,45.5,0,0,2628,7.225,,C
206 | 205,1,3,"Cohen, Mr. Gurshon ""Gus""",male,18,0,0,A/5 3540,8.05,,S
207 | 206,0,3,"Strom, Miss. Telma Matilda",female,2,0,1,347054,10.4625,G6,S
208 | 207,0,3,"Backstrom, Mr. Karl Alfred",male,32,1,0,3101278,15.85,,S
209 | 208,1,3,"Albimona, Mr. Nassef Cassem",male,26,0,0,2699,18.7875,,C
210 | 209,1,3,"Carr, Miss. Helen ""Ellen""",female,16,0,0,367231,7.75,,Q
211 | 210,1,1,"Blank, Mr. Henry",male,40,0,0,112277,31,A31,C
212 | 211,0,3,"Ali, Mr. Ahmed",male,24,0,0,SOTON/O.Q. 3101311,7.05,,S
213 | 212,1,2,"Cameron, Miss. Clear Annie",female,35,0,0,F.C.C. 13528,21,,S
214 | 213,0,3,"Perkin, Mr. John Henry",male,22,0,0,A/5 21174,7.25,,S
215 | 214,0,2,"Givard, Mr. Hans Kristensen",male,30,0,0,250646,13,,S
216 | 215,0,3,"Kiernan, Mr. Philip",male,,1,0,367229,7.75,,Q
217 | 216,1,1,"Newell, Miss. Madeleine",female,31,1,0,35273,113.275,D36,C
218 | 217,1,3,"Honkanen, Miss. Eliina",female,27,0,0,STON/O2. 3101283,7.925,,S
219 | 218,0,2,"Jacobsohn, Mr. Sidney Samuel",male,42,1,0,243847,27,,S
220 | 219,1,1,"Bazzani, Miss. Albina",female,32,0,0,11813,76.2917,D15,C
221 | 220,0,2,"Harris, Mr. Walter",male,30,0,0,W/C 14208,10.5,,S
222 | 221,1,3,"Sunderland, Mr. Victor Francis",male,16,0,0,SOTON/OQ 392089,8.05,,S
223 | 222,0,2,"Bracken, Mr. James H",male,27,0,0,220367,13,,S
224 | 223,0,3,"Green, Mr. George Henry",male,51,0,0,21440,8.05,,S
225 | 224,0,3,"Nenkoff, Mr. Christo",male,,0,0,349234,7.8958,,S
226 | 225,1,1,"Hoyt, Mr. Frederick Maxfield",male,38,1,0,19943,90,C93,S
227 | 226,0,3,"Berglund, Mr. Karl Ivar Sven",male,22,0,0,PP 4348,9.35,,S
228 | 227,1,2,"Mellors, Mr. William John",male,19,0,0,SW/PP 751,10.5,,S
229 | 228,0,3,"Lovell, Mr. John Hall (""Henry"")",male,20.5,0,0,A/5 21173,7.25,,S
230 | 229,0,2,"Fahlstrom, Mr. Arne Jonas",male,18,0,0,236171,13,,S
231 | 230,0,3,"Lefebre, Miss. Mathilde",female,,3,1,4133,25.4667,,S
232 | 231,1,1,"Harris, Mrs. Henry Birkhardt (Irene Wallach)",female,35,1,0,36973,83.475,C83,S
233 | 232,0,3,"Larsson, Mr. Bengt Edvin",male,29,0,0,347067,7.775,,S
234 | 233,0,2,"Sjostedt, Mr. Ernst Adolf",male,59,0,0,237442,13.5,,S
235 | 234,1,3,"Asplund, Miss. Lillian Gertrud",female,5,4,2,347077,31.3875,,S
236 | 235,0,2,"Leyson, Mr. Robert William Norman",male,24,0,0,C.A. 29566,10.5,,S
237 | 236,0,3,"Harknett, Miss. Alice Phoebe",female,,0,0,W./C. 6609,7.55,,S
238 | 237,0,2,"Hold, Mr. Stephen",male,44,1,0,26707,26,,S
239 | 238,1,2,"Collyer, Miss. Marjorie ""Lottie""",female,8,0,2,C.A. 31921,26.25,,S
240 | 239,0,2,"Pengelly, Mr. Frederick William",male,19,0,0,28665,10.5,,S
241 | 240,0,2,"Hunt, Mr. George Henry",male,33,0,0,SCO/W 1585,12.275,,S
242 | 241,0,3,"Zabour, Miss. Thamine",female,,1,0,2665,14.4542,,C
243 | 242,1,3,"Murphy, Miss. Katherine ""Kate""",female,,1,0,367230,15.5,,Q
244 | 243,0,2,"Coleridge, Mr. Reginald Charles",male,29,0,0,W./C. 14263,10.5,,S
245 | 244,0,3,"Maenpaa, Mr. Matti Alexanteri",male,22,0,0,STON/O 2. 3101275,7.125,,S
246 | 245,0,3,"Attalah, Mr. Sleiman",male,30,0,0,2694,7.225,,C
247 | 246,0,1,"Minahan, Dr. William Edward",male,44,2,0,19928,90,C78,Q
248 | 247,0,3,"Lindahl, Miss. Agda Thorilda Viktoria",female,25,0,0,347071,7.775,,S
249 | 248,1,2,"Hamalainen, Mrs. William (Anna)",female,24,0,2,250649,14.5,,S
250 | 249,1,1,"Beckwith, Mr. Richard Leonard",male,37,1,1,11751,52.5542,D35,S
251 | 250,0,2,"Carter, Rev. Ernest Courtenay",male,54,1,0,244252,26,,S
252 | 251,0,3,"Reed, Mr. James George",male,,0,0,362316,7.25,,S
253 | 252,0,3,"Strom, Mrs. Wilhelm (Elna Matilda Persson)",female,29,1,1,347054,10.4625,G6,S
254 | 253,0,1,"Stead, Mr. William Thomas",male,62,0,0,113514,26.55,C87,S
255 | 254,0,3,"Lobb, Mr. William Arthur",male,30,1,0,A/5. 3336,16.1,,S
256 | 255,0,3,"Rosblom, Mrs. Viktor (Helena Wilhelmina)",female,41,0,2,370129,20.2125,,S
257 | 256,1,3,"Touma, Mrs. Darwis (Hanne Youssef Razi)",female,29,0,2,2650,15.2458,,C
258 | 257,1,1,"Thorne, Mrs. Gertrude Maybelle",female,,0,0,PC 17585,79.2,,C
259 | 258,1,1,"Cherry, Miss. Gladys",female,30,0,0,110152,86.5,B77,S
260 | 259,1,1,"Ward, Miss. Anna",female,35,0,0,PC 17755,512.3292,,C
261 | 260,1,2,"Parrish, Mrs. (Lutie Davis)",female,50,0,1,230433,26,,S
262 | 261,0,3,"Smith, Mr. Thomas",male,,0,0,384461,7.75,,Q
263 | 262,1,3,"Asplund, Master. Edvin Rojj Felix",male,3,4,2,347077,31.3875,,S
264 | 263,0,1,"Taussig, Mr. Emil",male,52,1,1,110413,79.65,E67,S
265 | 264,0,1,"Harrison, Mr. William",male,40,0,0,112059,0,B94,S
266 | 265,0,3,"Henry, Miss. Delia",female,,0,0,382649,7.75,,Q
267 | 266,0,2,"Reeves, Mr. David",male,36,0,0,C.A. 17248,10.5,,S
268 | 267,0,3,"Panula, Mr. Ernesti Arvid",male,16,4,1,3101295,39.6875,,S
269 | 268,1,3,"Persson, Mr. Ernst Ulrik",male,25,1,0,347083,7.775,,S
270 | 269,1,1,"Graham, Mrs. William Thompson (Edith Junkins)",female,58,0,1,PC 17582,153.4625,C125,S
271 | 270,1,1,"Bissette, Miss. Amelia",female,35,0,0,PC 17760,135.6333,C99,S
272 | 271,0,1,"Cairns, Mr. Alexander",male,,0,0,113798,31,,S
273 | 272,1,3,"Tornquist, Mr. William Henry",male,25,0,0,LINE,0,,S
274 | 273,1,2,"Mellinger, Mrs. (Elizabeth Anne Maidment)",female,41,0,1,250644,19.5,,S
275 | 274,0,1,"Natsch, Mr. Charles H",male,37,0,1,PC 17596,29.7,C118,C
276 | 275,1,3,"Healy, Miss. Hanora ""Nora""",female,,0,0,370375,7.75,,Q
277 | 276,1,1,"Andrews, Miss. Kornelia Theodosia",female,63,1,0,13502,77.9583,D7,S
278 | 277,0,3,"Lindblom, Miss. Augusta Charlotta",female,45,0,0,347073,7.75,,S
279 | 278,0,2,"Parkes, Mr. Francis ""Frank""",male,,0,0,239853,0,,S
280 | 279,0,3,"Rice, Master. Eric",male,7,4,1,382652,29.125,,Q
281 | 280,1,3,"Abbott, Mrs. Stanton (Rosa Hunt)",female,35,1,1,C.A. 2673,20.25,,S
282 | 281,0,3,"Duane, Mr. Frank",male,65,0,0,336439,7.75,,Q
283 | 282,0,3,"Olsson, Mr. Nils Johan Goransson",male,28,0,0,347464,7.8542,,S
284 | 283,0,3,"de Pelsmaeker, Mr. Alfons",male,16,0,0,345778,9.5,,S
285 | 284,1,3,"Dorking, Mr. Edward Arthur",male,19,0,0,A/5. 10482,8.05,,S
286 | 285,0,1,"Smith, Mr. Richard William",male,,0,0,113056,26,A19,S
287 | 286,0,3,"Stankovic, Mr. Ivan",male,33,0,0,349239,8.6625,,C
288 | 287,1,3,"de Mulder, Mr. Theodore",male,30,0,0,345774,9.5,,S
289 | 288,0,3,"Naidenoff, Mr. Penko",male,22,0,0,349206,7.8958,,S
290 | 289,1,2,"Hosono, Mr. Masabumi",male,42,0,0,237798,13,,S
291 | 290,1,3,"Connolly, Miss. Kate",female,22,0,0,370373,7.75,,Q
292 | 291,1,1,"Barber, Miss. Ellen ""Nellie""",female,26,0,0,19877,78.85,,S
293 | 292,1,1,"Bishop, Mrs. Dickinson H (Helen Walton)",female,19,1,0,11967,91.0792,B49,C
294 | 293,0,2,"Levy, Mr. Rene Jacques",male,36,0,0,SC/Paris 2163,12.875,D,C
295 | 294,0,3,"Haas, Miss. Aloisia",female,24,0,0,349236,8.85,,S
296 | 295,0,3,"Mineff, Mr. Ivan",male,24,0,0,349233,7.8958,,S
297 | 296,0,1,"Lewy, Mr. Ervin G",male,,0,0,PC 17612,27.7208,,C
298 | 297,0,3,"Hanna, Mr. Mansour",male,23.5,0,0,2693,7.2292,,C
299 | 298,0,1,"Allison, Miss. Helen Loraine",female,2,1,2,113781,151.55,C22 C26,S
300 | 299,1,1,"Saalfeld, Mr. Adolphe",male,,0,0,19988,30.5,C106,S
301 | 300,1,1,"Baxter, Mrs. James (Helene DeLaudeniere Chaput)",female,50,0,1,PC 17558,247.5208,B58 B60,C
302 | 301,1,3,"Kelly, Miss. Anna Katherine ""Annie Kate""",female,,0,0,9234,7.75,,Q
303 | 302,1,3,"McCoy, Mr. Bernard",male,,2,0,367226,23.25,,Q
304 | 303,0,3,"Johnson, Mr. William Cahoone Jr",male,19,0,0,LINE,0,,S
305 | 304,1,2,"Keane, Miss. Nora A",female,,0,0,226593,12.35,E101,Q
306 | 305,0,3,"Williams, Mr. Howard Hugh ""Harry""",male,,0,0,A/5 2466,8.05,,S
307 | 306,1,1,"Allison, Master. Hudson Trevor",male,0.92,1,2,113781,151.55,C22 C26,S
308 | 307,1,1,"Fleming, Miss. Margaret",female,,0,0,17421,110.8833,,C
309 | 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
310 | 309,0,2,"Abelson, Mr. Samuel",male,30,1,0,P/PP 3381,24,,C
311 | 310,1,1,"Francatelli, Miss. Laura Mabel",female,30,0,0,PC 17485,56.9292,E36,C
312 | 311,1,1,"Hays, Miss. Margaret Bechstein",female,24,0,0,11767,83.1583,C54,C
313 | 312,1,1,"Ryerson, Miss. Emily Borie",female,18,2,2,PC 17608,262.375,B57 B59 B63 B66,C
314 | 313,0,2,"Lahtinen, Mrs. William (Anna Sylfven)",female,26,1,1,250651,26,,S
315 | 314,0,3,"Hendekovic, Mr. Ignjac",male,28,0,0,349243,7.8958,,S
316 | 315,0,2,"Hart, Mr. Benjamin",male,43,1,1,F.C.C. 13529,26.25,,S
317 | 316,1,3,"Nilsson, Miss. Helmina Josefina",female,26,0,0,347470,7.8542,,S
318 | 317,1,2,"Kantor, Mrs. Sinai (Miriam Sternin)",female,24,1,0,244367,26,,S
319 | 318,0,2,"Moraweck, Dr. Ernest",male,54,0,0,29011,14,,S
320 | 319,1,1,"Wick, Miss. Mary Natalie",female,31,0,2,36928,164.8667,C7,S
321 | 320,1,1,"Spedden, Mrs. Frederic Oakley (Margaretta Corning Stone)",female,40,1,1,16966,134.5,E34,C
322 | 321,0,3,"Dennis, Mr. Samuel",male,22,0,0,A/5 21172,7.25,,S
323 | 322,0,3,"Danoff, Mr. Yoto",male,27,0,0,349219,7.8958,,S
324 | 323,1,2,"Slayter, Miss. Hilda Mary",female,30,0,0,234818,12.35,,Q
325 | 324,1,2,"Caldwell, Mrs. Albert Francis (Sylvia Mae Harbaugh)",female,22,1,1,248738,29,,S
326 | 325,0,3,"Sage, Mr. George John Jr",male,,8,2,CA. 2343,69.55,,S
327 | 326,1,1,"Young, Miss. Marie Grice",female,36,0,0,PC 17760,135.6333,C32,C
328 | 327,0,3,"Nysveen, Mr. Johan Hansen",male,61,0,0,345364,6.2375,,S
329 | 328,1,2,"Ball, Mrs. (Ada E Hall)",female,36,0,0,28551,13,D,S
330 | 329,1,3,"Goldsmith, Mrs. Frank John (Emily Alice Brown)",female,31,1,1,363291,20.525,,S
331 | 330,1,1,"Hippach, Miss. Jean Gertrude",female,16,0,1,111361,57.9792,B18,C
332 | 331,1,3,"McCoy, Miss. Agnes",female,,2,0,367226,23.25,,Q
333 | 332,0,1,"Partner, Mr. Austen",male,45.5,0,0,113043,28.5,C124,S
334 | 333,0,1,"Graham, Mr. George Edward",male,38,0,1,PC 17582,153.4625,C91,S
335 | 334,0,3,"Vander Planke, Mr. Leo Edmondus",male,16,2,0,345764,18,,S
336 | 335,1,1,"Frauenthal, Mrs. Henry William (Clara Heinsheimer)",female,,1,0,PC 17611,133.65,,S
337 | 336,0,3,"Denkoff, Mr. Mitto",male,,0,0,349225,7.8958,,S
338 | 337,0,1,"Pears, Mr. Thomas Clinton",male,29,1,0,113776,66.6,C2,S
339 | 338,1,1,"Burns, Miss. Elizabeth Margaret",female,41,0,0,16966,134.5,E40,C
340 | 339,1,3,"Dahl, Mr. Karl Edwart",male,45,0,0,7598,8.05,,S
341 | 340,0,1,"Blackwell, Mr. Stephen Weart",male,45,0,0,113784,35.5,T,S
342 | 341,1,2,"Navratil, Master. Edmond Roger",male,2,1,1,230080,26,F2,S
343 | 342,1,1,"Fortune, Miss. Alice Elizabeth",female,24,3,2,19950,263,C23 C25 C27,S
344 | 343,0,2,"Collander, Mr. Erik Gustaf",male,28,0,0,248740,13,,S
345 | 344,0,2,"Sedgwick, Mr. Charles Frederick Waddington",male,25,0,0,244361,13,,S
346 | 345,0,2,"Fox, Mr. Stanley Hubert",male,36,0,0,229236,13,,S
347 | 346,1,2,"Brown, Miss. Amelia ""Mildred""",female,24,0,0,248733,13,F33,S
348 | 347,1,2,"Smith, Miss. Marion Elsie",female,40,0,0,31418,13,,S
349 | 348,1,3,"Davison, Mrs. Thomas Henry (Mary E Finck)",female,,1,0,386525,16.1,,S
350 | 349,1,3,"Coutts, Master. William Loch ""William""",male,3,1,1,C.A. 37671,15.9,,S
351 | 350,0,3,"Dimic, Mr. Jovan",male,42,0,0,315088,8.6625,,S
352 | 351,0,3,"Odahl, Mr. Nils Martin",male,23,0,0,7267,9.225,,S
353 | 352,0,1,"Williams-Lambert, Mr. Fletcher Fellows",male,,0,0,113510,35,C128,S
354 | 353,0,3,"Elias, Mr. Tannous",male,15,1,1,2695,7.2292,,C
355 | 354,0,3,"Arnold-Franchi, Mr. Josef",male,25,1,0,349237,17.8,,S
356 | 355,0,3,"Yousif, Mr. Wazli",male,,0,0,2647,7.225,,C
357 | 356,0,3,"Vanden Steen, Mr. Leo Peter",male,28,0,0,345783,9.5,,S
358 | 357,1,1,"Bowerman, Miss. Elsie Edith",female,22,0,1,113505,55,E33,S
359 | 358,0,2,"Funk, Miss. Annie Clemmer",female,38,0,0,237671,13,,S
360 | 359,1,3,"McGovern, Miss. Mary",female,,0,0,330931,7.8792,,Q
361 | 360,1,3,"Mockler, Miss. Helen Mary ""Ellie""",female,,0,0,330980,7.8792,,Q
362 | 361,0,3,"Skoog, Mr. Wilhelm",male,40,1,4,347088,27.9,,S
363 | 362,0,2,"del Carlo, Mr. Sebastiano",male,29,1,0,SC/PARIS 2167,27.7208,,C
364 | 363,0,3,"Barbara, Mrs. (Catherine David)",female,45,0,1,2691,14.4542,,C
365 | 364,0,3,"Asim, Mr. Adola",male,35,0,0,SOTON/O.Q. 3101310,7.05,,S
366 | 365,0,3,"O'Brien, Mr. Thomas",male,,1,0,370365,15.5,,Q
367 | 366,0,3,"Adahl, Mr. Mauritz Nils Martin",male,30,0,0,C 7076,7.25,,S
368 | 367,1,1,"Warren, Mrs. Frank Manley (Anna Sophia Atkinson)",female,60,1,0,110813,75.25,D37,C
369 | 368,1,3,"Moussa, Mrs. (Mantoura Boulos)",female,,0,0,2626,7.2292,,C
370 | 369,1,3,"Jermyn, Miss. Annie",female,,0,0,14313,7.75,,Q
371 | 370,1,1,"Aubart, Mme. Leontine Pauline",female,24,0,0,PC 17477,69.3,B35,C
372 | 371,1,1,"Harder, Mr. George Achilles",male,25,1,0,11765,55.4417,E50,C
373 | 372,0,3,"Wiklund, Mr. Jakob Alfred",male,18,1,0,3101267,6.4958,,S
374 | 373,0,3,"Beavan, Mr. William Thomas",male,19,0,0,323951,8.05,,S
375 | 374,0,1,"Ringhini, Mr. Sante",male,22,0,0,PC 17760,135.6333,,C
376 | 375,0,3,"Palsson, Miss. Stina Viola",female,3,3,1,349909,21.075,,S
377 | 376,1,1,"Meyer, Mrs. Edgar Joseph (Leila Saks)",female,,1,0,PC 17604,82.1708,,C
378 | 377,1,3,"Landergren, Miss. Aurora Adelia",female,22,0,0,C 7077,7.25,,S
379 | 378,0,1,"Widener, Mr. Harry Elkins",male,27,0,2,113503,211.5,C82,C
380 | 379,0,3,"Betros, Mr. Tannous",male,20,0,0,2648,4.0125,,C
381 | 380,0,3,"Gustafsson, Mr. Karl Gideon",male,19,0,0,347069,7.775,,S
382 | 381,1,1,"Bidois, Miss. Rosalie",female,42,0,0,PC 17757,227.525,,C
383 | 382,1,3,"Nakid, Miss. Maria (""Mary"")",female,1,0,2,2653,15.7417,,C
384 | 383,0,3,"Tikkanen, Mr. Juho",male,32,0,0,STON/O 2. 3101293,7.925,,S
385 | 384,1,1,"Holverson, Mrs. Alexander Oskar (Mary Aline Towner)",female,35,1,0,113789,52,,S
386 | 385,0,3,"Plotcharsky, Mr. Vasil",male,,0,0,349227,7.8958,,S
387 | 386,0,2,"Davies, Mr. Charles Henry",male,18,0,0,S.O.C. 14879,73.5,,S
388 | 387,0,3,"Goodwin, Master. Sidney Leonard",male,1,5,2,CA 2144,46.9,,S
389 | 388,1,2,"Buss, Miss. Kate",female,36,0,0,27849,13,,S
390 | 389,0,3,"Sadlier, Mr. Matthew",male,,0,0,367655,7.7292,,Q
391 | 390,1,2,"Lehmann, Miss. Bertha",female,17,0,0,SC 1748,12,,C
392 | 391,1,1,"Carter, Mr. William Ernest",male,36,1,2,113760,120,B96 B98,S
393 | 392,1,3,"Jansson, Mr. Carl Olof",male,21,0,0,350034,7.7958,,S
394 | 393,0,3,"Gustafsson, Mr. Johan Birger",male,28,2,0,3101277,7.925,,S
395 | 394,1,1,"Newell, Miss. Marjorie",female,23,1,0,35273,113.275,D36,C
396 | 395,1,3,"Sandstrom, Mrs. Hjalmar (Agnes Charlotta Bengtsson)",female,24,0,2,PP 9549,16.7,G6,S
397 | 396,0,3,"Johansson, Mr. Erik",male,22,0,0,350052,7.7958,,S
398 | 397,0,3,"Olsson, Miss. Elina",female,31,0,0,350407,7.8542,,S
399 | 398,0,2,"McKane, Mr. Peter David",male,46,0,0,28403,26,,S
400 | 399,0,2,"Pain, Dr. Alfred",male,23,0,0,244278,10.5,,S
401 | 400,1,2,"Trout, Mrs. William H (Jessie L)",female,28,0,0,240929,12.65,,S
402 | 401,1,3,"Niskanen, Mr. Juha",male,39,0,0,STON/O 2. 3101289,7.925,,S
403 | 402,0,3,"Adams, Mr. John",male,26,0,0,341826,8.05,,S
404 | 403,0,3,"Jussila, Miss. Mari Aina",female,21,1,0,4137,9.825,,S
405 | 404,0,3,"Hakkarainen, Mr. Pekka Pietari",male,28,1,0,STON/O2. 3101279,15.85,,S
406 | 405,0,3,"Oreskovic, Miss. Marija",female,20,0,0,315096,8.6625,,S
407 | 406,0,2,"Gale, Mr. Shadrach",male,34,1,0,28664,21,,S
408 | 407,0,3,"Widegren, Mr. Carl/Charles Peter",male,51,0,0,347064,7.75,,S
409 | 408,1,2,"Richards, Master. William Rowe",male,3,1,1,29106,18.75,,S
410 | 409,0,3,"Birkeland, Mr. Hans Martin Monsen",male,21,0,0,312992,7.775,,S
411 | 410,0,3,"Lefebre, Miss. Ida",female,,3,1,4133,25.4667,,S
412 | 411,0,3,"Sdycoff, Mr. Todor",male,,0,0,349222,7.8958,,S
413 | 412,0,3,"Hart, Mr. Henry",male,,0,0,394140,6.8583,,Q
414 | 413,1,1,"Minahan, Miss. Daisy E",female,33,1,0,19928,90,C78,Q
415 | 414,0,2,"Cunningham, Mr. Alfred Fleming",male,,0,0,239853,0,,S
416 | 415,1,3,"Sundman, Mr. Johan Julian",male,44,0,0,STON/O 2. 3101269,7.925,,S
417 | 416,0,3,"Meek, Mrs. Thomas (Annie Louise Rowley)",female,,0,0,343095,8.05,,S
418 | 417,1,2,"Drew, Mrs. James Vivian (Lulu Thorne Christian)",female,34,1,1,28220,32.5,,S
419 | 418,1,2,"Silven, Miss. Lyyli Karoliina",female,18,0,2,250652,13,,S
420 | 419,0,2,"Matthews, Mr. William John",male,30,0,0,28228,13,,S
421 | 420,0,3,"Van Impe, Miss. Catharina",female,10,0,2,345773,24.15,,S
422 | 421,0,3,"Gheorgheff, Mr. Stanio",male,,0,0,349254,7.8958,,C
423 | 422,0,3,"Charters, Mr. David",male,21,0,0,A/5. 13032,7.7333,,Q
424 | 423,0,3,"Zimmerman, Mr. Leo",male,29,0,0,315082,7.875,,S
425 | 424,0,3,"Danbom, Mrs. Ernst Gilbert (Anna Sigrid Maria Brogren)",female,28,1,1,347080,14.4,,S
426 | 425,0,3,"Rosblom, Mr. Viktor Richard",male,18,1,1,370129,20.2125,,S
427 | 426,0,3,"Wiseman, Mr. Phillippe",male,,0,0,A/4. 34244,7.25,,S
428 | 427,1,2,"Clarke, Mrs. Charles V (Ada Maria Winfield)",female,28,1,0,2003,26,,S
429 | 428,1,2,"Phillips, Miss. Kate Florence (""Mrs Kate Louise Phillips Marshall"")",female,19,0,0,250655,26,,S
430 | 429,0,3,"Flynn, Mr. James",male,,0,0,364851,7.75,,Q
431 | 430,1,3,"Pickard, Mr. Berk (Berk Trembisky)",male,32,0,0,SOTON/O.Q. 392078,8.05,E10,S
432 | 431,1,1,"Bjornstrom-Steffansson, Mr. Mauritz Hakan",male,28,0,0,110564,26.55,C52,S
433 | 432,1,3,"Thorneycroft, Mrs. Percival (Florence Kate White)",female,,1,0,376564,16.1,,S
434 | 433,1,2,"Louch, Mrs. Charles Alexander (Alice Adelaide Slow)",female,42,1,0,SC/AH 3085,26,,S
435 | 434,0,3,"Kallio, Mr. Nikolai Erland",male,17,0,0,STON/O 2. 3101274,7.125,,S
436 | 435,0,1,"Silvey, Mr. William Baird",male,50,1,0,13507,55.9,E44,S
437 | 436,1,1,"Carter, Miss. Lucile Polk",female,14,1,2,113760,120,B96 B98,S
438 | 437,0,3,"Ford, Miss. Doolina Margaret ""Daisy""",female,21,2,2,W./C. 6608,34.375,,S
439 | 438,1,2,"Richards, Mrs. Sidney (Emily Hocking)",female,24,2,3,29106,18.75,,S
440 | 439,0,1,"Fortune, Mr. Mark",male,64,1,4,19950,263,C23 C25 C27,S
441 | 440,0,2,"Kvillner, Mr. Johan Henrik Johannesson",male,31,0,0,C.A. 18723,10.5,,S
442 | 441,1,2,"Hart, Mrs. Benjamin (Esther Ada Bloomfield)",female,45,1,1,F.C.C. 13529,26.25,,S
443 | 442,0,3,"Hampe, Mr. Leon",male,20,0,0,345769,9.5,,S
444 | 443,0,3,"Petterson, Mr. Johan Emil",male,25,1,0,347076,7.775,,S
445 | 444,1,2,"Reynaldo, Ms. Encarnacion",female,28,0,0,230434,13,,S
446 | 445,1,3,"Johannesen-Bratthammer, Mr. Bernt",male,,0,0,65306,8.1125,,S
447 | 446,1,1,"Dodge, Master. Washington",male,4,0,2,33638,81.8583,A34,S
448 | 447,1,2,"Mellinger, Miss. Madeleine Violet",female,13,0,1,250644,19.5,,S
449 | 448,1,1,"Seward, Mr. Frederic Kimber",male,34,0,0,113794,26.55,,S
450 | 449,1,3,"Baclini, Miss. Marie Catherine",female,5,2,1,2666,19.2583,,C
451 | 450,1,1,"Peuchen, Major. Arthur Godfrey",male,52,0,0,113786,30.5,C104,S
452 | 451,0,2,"West, Mr. Edwy Arthur",male,36,1,2,C.A. 34651,27.75,,S
453 | 452,0,3,"Hagland, Mr. Ingvald Olai Olsen",male,,1,0,65303,19.9667,,S
454 | 453,0,1,"Foreman, Mr. Benjamin Laventall",male,30,0,0,113051,27.75,C111,C
455 | 454,1,1,"Goldenberg, Mr. Samuel L",male,49,1,0,17453,89.1042,C92,C
456 | 455,0,3,"Peduzzi, Mr. Joseph",male,,0,0,A/5 2817,8.05,,S
457 | 456,1,3,"Jalsevac, Mr. Ivan",male,29,0,0,349240,7.8958,,C
458 | 457,0,1,"Millet, Mr. Francis Davis",male,65,0,0,13509,26.55,E38,S
459 | 458,1,1,"Kenyon, Mrs. Frederick R (Marion)",female,,1,0,17464,51.8625,D21,S
460 | 459,1,2,"Toomey, Miss. Ellen",female,50,0,0,F.C.C. 13531,10.5,,S
461 | 460,0,3,"O'Connor, Mr. Maurice",male,,0,0,371060,7.75,,Q
462 | 461,1,1,"Anderson, Mr. Harry",male,48,0,0,19952,26.55,E12,S
463 | 462,0,3,"Morley, Mr. William",male,34,0,0,364506,8.05,,S
464 | 463,0,1,"Gee, Mr. Arthur H",male,47,0,0,111320,38.5,E63,S
465 | 464,0,2,"Milling, Mr. Jacob Christian",male,48,0,0,234360,13,,S
466 | 465,0,3,"Maisner, Mr. Simon",male,,0,0,A/S 2816,8.05,,S
467 | 466,0,3,"Goncalves, Mr. Manuel Estanslas",male,38,0,0,SOTON/O.Q. 3101306,7.05,,S
468 | 467,0,2,"Campbell, Mr. William",male,,0,0,239853,0,,S
469 | 468,0,1,"Smart, Mr. John Montgomery",male,56,0,0,113792,26.55,,S
470 | 469,0,3,"Scanlan, Mr. James",male,,0,0,36209,7.725,,Q
471 | 470,1,3,"Baclini, Miss. Helene Barbara",female,0.75,2,1,2666,19.2583,,C
472 | 471,0,3,"Keefe, Mr. Arthur",male,,0,0,323592,7.25,,S
473 | 472,0,3,"Cacic, Mr. Luka",male,38,0,0,315089,8.6625,,S
474 | 473,1,2,"West, Mrs. Edwy Arthur (Ada Mary Worth)",female,33,1,2,C.A. 34651,27.75,,S
475 | 474,1,2,"Jerwan, Mrs. Amin S (Marie Marthe Thuillard)",female,23,0,0,SC/AH Basle 541,13.7917,D,C
476 | 475,0,3,"Strandberg, Miss. Ida Sofia",female,22,0,0,7553,9.8375,,S
477 | 476,0,1,"Clifford, Mr. George Quincy",male,,0,0,110465,52,A14,S
478 | 477,0,2,"Renouf, Mr. Peter Henry",male,34,1,0,31027,21,,S
479 | 478,0,3,"Braund, Mr. Lewis Richard",male,29,1,0,3460,7.0458,,S
480 | 479,0,3,"Karlsson, Mr. Nils August",male,22,0,0,350060,7.5208,,S
481 | 480,1,3,"Hirvonen, Miss. Hildur E",female,2,0,1,3101298,12.2875,,S
482 | 481,0,3,"Goodwin, Master. Harold Victor",male,9,5,2,CA 2144,46.9,,S
483 | 482,0,2,"Frost, Mr. Anthony Wood ""Archie""",male,,0,0,239854,0,,S
484 | 483,0,3,"Rouse, Mr. Richard Henry",male,50,0,0,A/5 3594,8.05,,S
485 | 484,1,3,"Turkula, Mrs. (Hedwig)",female,63,0,0,4134,9.5875,,S
486 | 485,1,1,"Bishop, Mr. Dickinson H",male,25,1,0,11967,91.0792,B49,C
487 | 486,0,3,"Lefebre, Miss. Jeannie",female,,3,1,4133,25.4667,,S
488 | 487,1,1,"Hoyt, Mrs. Frederick Maxfield (Jane Anne Forby)",female,35,1,0,19943,90,C93,S
489 | 488,0,1,"Kent, Mr. Edward Austin",male,58,0,0,11771,29.7,B37,C
490 | 489,0,3,"Somerton, Mr. Francis William",male,30,0,0,A.5. 18509,8.05,,S
491 | 490,1,3,"Coutts, Master. Eden Leslie ""Neville""",male,9,1,1,C.A. 37671,15.9,,S
492 | 491,0,3,"Hagland, Mr. Konrad Mathias Reiersen",male,,1,0,65304,19.9667,,S
493 | 492,0,3,"Windelov, Mr. Einar",male,21,0,0,SOTON/OQ 3101317,7.25,,S
494 | 493,0,1,"Molson, Mr. Harry Markland",male,55,0,0,113787,30.5,C30,S
495 | 494,0,1,"Artagaveytia, Mr. Ramon",male,71,0,0,PC 17609,49.5042,,C
496 | 495,0,3,"Stanley, Mr. Edward Roland",male,21,0,0,A/4 45380,8.05,,S
497 | 496,0,3,"Yousseff, Mr. Gerious",male,,0,0,2627,14.4583,,C
498 | 497,1,1,"Eustis, Miss. Elizabeth Mussey",female,54,1,0,36947,78.2667,D20,C
499 | 498,0,3,"Shellard, Mr. Frederick William",male,,0,0,C.A. 6212,15.1,,S
500 | 499,0,1,"Allison, Mrs. Hudson J C (Bessie Waldo Daniels)",female,25,1,2,113781,151.55,C22 C26,S
501 | 500,0,3,"Svensson, Mr. Olof",male,24,0,0,350035,7.7958,,S
502 | 501,0,3,"Calic, Mr. Petar",male,17,0,0,315086,8.6625,,S
503 | 502,0,3,"Canavan, Miss. Mary",female,21,0,0,364846,7.75,,Q
504 | 503,0,3,"O'Sullivan, Miss. Bridget Mary",female,,0,0,330909,7.6292,,Q
505 | 504,0,3,"Laitinen, Miss. Kristina Sofia",female,37,0,0,4135,9.5875,,S
506 | 505,1,1,"Maioni, Miss. Roberta",female,16,0,0,110152,86.5,B79,S
507 | 506,0,1,"Penasco y Castellana, Mr. Victor de Satode",male,18,1,0,PC 17758,108.9,C65,C
508 | 507,1,2,"Quick, Mrs. Frederick Charles (Jane Richards)",female,33,0,2,26360,26,,S
509 | 508,1,1,"Bradley, Mr. George (""George Arthur Brayton"")",male,,0,0,111427,26.55,,S
510 | 509,0,3,"Olsen, Mr. Henry Margido",male,28,0,0,C 4001,22.525,,S
511 | 510,1,3,"Lang, Mr. Fang",male,26,0,0,1601,56.4958,,S
512 | 511,1,3,"Daly, Mr. Eugene Patrick",male,29,0,0,382651,7.75,,Q
513 | 512,0,3,"Webber, Mr. James",male,,0,0,SOTON/OQ 3101316,8.05,,S
514 | 513,1,1,"McGough, Mr. James Robert",male,36,0,0,PC 17473,26.2875,E25,S
515 | 514,1,1,"Rothschild, Mrs. Martin (Elizabeth L. Barrett)",female,54,1,0,PC 17603,59.4,,C
516 | 515,0,3,"Coleff, Mr. Satio",male,24,0,0,349209,7.4958,,S
517 | 516,0,1,"Walker, Mr. William Anderson",male,47,0,0,36967,34.0208,D46,S
518 | 517,1,2,"Lemore, Mrs. (Amelia Milley)",female,34,0,0,C.A. 34260,10.5,F33,S
519 | 518,0,3,"Ryan, Mr. Patrick",male,,0,0,371110,24.15,,Q
520 | 519,1,2,"Angle, Mrs. William A (Florence ""Mary"" Agnes Hughes)",female,36,1,0,226875,26,,S
521 | 520,0,3,"Pavlovic, Mr. Stefo",male,32,0,0,349242,7.8958,,S
522 | 521,1,1,"Perreault, Miss. Anne",female,30,0,0,12749,93.5,B73,S
523 | 522,0,3,"Vovk, Mr. Janko",male,22,0,0,349252,7.8958,,S
524 | 523,0,3,"Lahoud, Mr. Sarkis",male,,0,0,2624,7.225,,C
525 | 524,1,1,"Hippach, Mrs. Louis Albert (Ida Sophia Fischer)",female,44,0,1,111361,57.9792,B18,C
526 | 525,0,3,"Kassem, Mr. Fared",male,,0,0,2700,7.2292,,C
527 | 526,0,3,"Farrell, Mr. James",male,40.5,0,0,367232,7.75,,Q
528 | 527,1,2,"Ridsdale, Miss. Lucy",female,50,0,0,W./C. 14258,10.5,,S
529 | 528,0,1,"Farthing, Mr. John",male,,0,0,PC 17483,221.7792,C95,S
530 | 529,0,3,"Salonen, Mr. Johan Werner",male,39,0,0,3101296,7.925,,S
531 | 530,0,2,"Hocking, Mr. Richard George",male,23,2,1,29104,11.5,,S
532 | 531,1,2,"Quick, Miss. Phyllis May",female,2,1,1,26360,26,,S
533 | 532,0,3,"Toufik, Mr. Nakli",male,,0,0,2641,7.2292,,C
534 | 533,0,3,"Elias, Mr. Joseph Jr",male,17,1,1,2690,7.2292,,C
535 | 534,1,3,"Peter, Mrs. Catherine (Catherine Rizk)",female,,0,2,2668,22.3583,,C
536 | 535,0,3,"Cacic, Miss. Marija",female,30,0,0,315084,8.6625,,S
537 | 536,1,2,"Hart, Miss. Eva Miriam",female,7,0,2,F.C.C. 13529,26.25,,S
538 | 537,0,1,"Butt, Major. Archibald Willingham",male,45,0,0,113050,26.55,B38,S
539 | 538,1,1,"LeRoy, Miss. Bertha",female,30,0,0,PC 17761,106.425,,C
540 | 539,0,3,"Risien, Mr. Samuel Beard",male,,0,0,364498,14.5,,S
541 | 540,1,1,"Frolicher, Miss. Hedwig Margaritha",female,22,0,2,13568,49.5,B39,C
542 | 541,1,1,"Crosby, Miss. Harriet R",female,36,0,2,WE/P 5735,71,B22,S
543 | 542,0,3,"Andersson, Miss. Ingeborg Constanzia",female,9,4,2,347082,31.275,,S
544 | 543,0,3,"Andersson, Miss. Sigrid Elisabeth",female,11,4,2,347082,31.275,,S
545 | 544,1,2,"Beane, Mr. Edward",male,32,1,0,2908,26,,S
546 | 545,0,1,"Douglas, Mr. Walter Donald",male,50,1,0,PC 17761,106.425,C86,C
547 | 546,0,1,"Nicholson, Mr. Arthur Ernest",male,64,0,0,693,26,,S
548 | 547,1,2,"Beane, Mrs. Edward (Ethel Clarke)",female,19,1,0,2908,26,,S
549 | 548,1,2,"Padro y Manent, Mr. Julian",male,,0,0,SC/PARIS 2146,13.8625,,C
550 | 549,0,3,"Goldsmith, Mr. Frank John",male,33,1,1,363291,20.525,,S
551 | 550,1,2,"Davies, Master. John Morgan Jr",male,8,1,1,C.A. 33112,36.75,,S
552 | 551,1,1,"Thayer, Mr. John Borland Jr",male,17,0,2,17421,110.8833,C70,C
553 | 552,0,2,"Sharp, Mr. Percival James R",male,27,0,0,244358,26,,S
554 | 553,0,3,"O'Brien, Mr. Timothy",male,,0,0,330979,7.8292,,Q
555 | 554,1,3,"Leeni, Mr. Fahim (""Philip Zenni"")",male,22,0,0,2620,7.225,,C
556 | 555,1,3,"Ohman, Miss. Velin",female,22,0,0,347085,7.775,,S
557 | 556,0,1,"Wright, Mr. George",male,62,0,0,113807,26.55,,S
558 | 557,1,1,"Duff Gordon, Lady. (Lucille Christiana Sutherland) (""Mrs Morgan"")",female,48,1,0,11755,39.6,A16,C
559 | 558,0,1,"Robbins, Mr. Victor",male,,0,0,PC 17757,227.525,,C
560 | 559,1,1,"Taussig, Mrs. Emil (Tillie Mandelbaum)",female,39,1,1,110413,79.65,E67,S
561 | 560,1,3,"de Messemaeker, Mrs. Guillaume Joseph (Emma)",female,36,1,0,345572,17.4,,S
562 | 561,0,3,"Morrow, Mr. Thomas Rowan",male,,0,0,372622,7.75,,Q
563 | 562,0,3,"Sivic, Mr. Husein",male,40,0,0,349251,7.8958,,S
564 | 563,0,2,"Norman, Mr. Robert Douglas",male,28,0,0,218629,13.5,,S
565 | 564,0,3,"Simmons, Mr. John",male,,0,0,SOTON/OQ 392082,8.05,,S
566 | 565,0,3,"Meanwell, Miss. (Marion Ogden)",female,,0,0,SOTON/O.Q. 392087,8.05,,S
567 | 566,0,3,"Davies, Mr. Alfred J",male,24,2,0,A/4 48871,24.15,,S
568 | 567,0,3,"Stoytcheff, Mr. Ilia",male,19,0,0,349205,7.8958,,S
569 | 568,0,3,"Palsson, Mrs. Nils (Alma Cornelia Berglund)",female,29,0,4,349909,21.075,,S
570 | 569,0,3,"Doharr, Mr. Tannous",male,,0,0,2686,7.2292,,C
571 | 570,1,3,"Jonsson, Mr. Carl",male,32,0,0,350417,7.8542,,S
572 | 571,1,2,"Harris, Mr. George",male,62,0,0,S.W./PP 752,10.5,,S
573 | 572,1,1,"Appleton, Mrs. Edward Dale (Charlotte Lamson)",female,53,2,0,11769,51.4792,C101,S
574 | 573,1,1,"Flynn, Mr. John Irwin (""Irving"")",male,36,0,0,PC 17474,26.3875,E25,S
575 | 574,1,3,"Kelly, Miss. Mary",female,,0,0,14312,7.75,,Q
576 | 575,0,3,"Rush, Mr. Alfred George John",male,16,0,0,A/4. 20589,8.05,,S
577 | 576,0,3,"Patchett, Mr. George",male,19,0,0,358585,14.5,,S
578 | 577,1,2,"Garside, Miss. Ethel",female,34,0,0,243880,13,,S
579 | 578,1,1,"Silvey, Mrs. William Baird (Alice Munger)",female,39,1,0,13507,55.9,E44,S
580 | 579,0,3,"Caram, Mrs. Joseph (Maria Elias)",female,,1,0,2689,14.4583,,C
581 | 580,1,3,"Jussila, Mr. Eiriik",male,32,0,0,STON/O 2. 3101286,7.925,,S
582 | 581,1,2,"Christy, Miss. Julie Rachel",female,25,1,1,237789,30,,S
583 | 582,1,1,"Thayer, Mrs. John Borland (Marian Longstreth Morris)",female,39,1,1,17421,110.8833,C68,C
584 | 583,0,2,"Downton, Mr. William James",male,54,0,0,28403,26,,S
585 | 584,0,1,"Ross, Mr. John Hugo",male,36,0,0,13049,40.125,A10,C
586 | 585,0,3,"Paulner, Mr. Uscher",male,,0,0,3411,8.7125,,C
587 | 586,1,1,"Taussig, Miss. Ruth",female,18,0,2,110413,79.65,E68,S
588 | 587,0,2,"Jarvis, Mr. John Denzil",male,47,0,0,237565,15,,S
589 | 588,1,1,"Frolicher-Stehli, Mr. Maxmillian",male,60,1,1,13567,79.2,B41,C
590 | 589,0,3,"Gilinski, Mr. Eliezer",male,22,0,0,14973,8.05,,S
591 | 590,0,3,"Murdlin, Mr. Joseph",male,,0,0,A./5. 3235,8.05,,S
592 | 591,0,3,"Rintamaki, Mr. Matti",male,35,0,0,STON/O 2. 3101273,7.125,,S
593 | 592,1,1,"Stephenson, Mrs. Walter Bertram (Martha Eustis)",female,52,1,0,36947,78.2667,D20,C
594 | 593,0,3,"Elsbury, Mr. William James",male,47,0,0,A/5 3902,7.25,,S
595 | 594,0,3,"Bourke, Miss. Mary",female,,0,2,364848,7.75,,Q
596 | 595,0,2,"Chapman, Mr. John Henry",male,37,1,0,SC/AH 29037,26,,S
597 | 596,0,3,"Van Impe, Mr. Jean Baptiste",male,36,1,1,345773,24.15,,S
598 | 597,1,2,"Leitch, Miss. Jessie Wills",female,,0,0,248727,33,,S
599 | 598,0,3,"Johnson, Mr. Alfred",male,49,0,0,LINE,0,,S
600 | 599,0,3,"Boulos, Mr. Hanna",male,,0,0,2664,7.225,,C
601 | 600,1,1,"Duff Gordon, Sir. Cosmo Edmund (""Mr Morgan"")",male,49,1,0,PC 17485,56.9292,A20,C
602 | 601,1,2,"Jacobsohn, Mrs. Sidney Samuel (Amy Frances Christy)",female,24,2,1,243847,27,,S
603 | 602,0,3,"Slabenoff, Mr. Petco",male,,0,0,349214,7.8958,,S
604 | 603,0,1,"Harrington, Mr. Charles H",male,,0,0,113796,42.4,,S
605 | 604,0,3,"Torber, Mr. Ernst William",male,44,0,0,364511,8.05,,S
606 | 605,1,1,"Homer, Mr. Harry (""Mr E Haven"")",male,35,0,0,111426,26.55,,C
607 | 606,0,3,"Lindell, Mr. Edvard Bengtsson",male,36,1,0,349910,15.55,,S
608 | 607,0,3,"Karaic, Mr. Milan",male,30,0,0,349246,7.8958,,S
609 | 608,1,1,"Daniel, Mr. Robert Williams",male,27,0,0,113804,30.5,,S
610 | 609,1,2,"Laroche, Mrs. Joseph (Juliette Marie Louise Lafargue)",female,22,1,2,SC/Paris 2123,41.5792,,C
611 | 610,1,1,"Shutes, Miss. Elizabeth W",female,40,0,0,PC 17582,153.4625,C125,S
612 | 611,0,3,"Andersson, Mrs. Anders Johan (Alfrida Konstantia Brogren)",female,39,1,5,347082,31.275,,S
613 | 612,0,3,"Jardin, Mr. Jose Neto",male,,0,0,SOTON/O.Q. 3101305,7.05,,S
614 | 613,1,3,"Murphy, Miss. Margaret Jane",female,,1,0,367230,15.5,,Q
615 | 614,0,3,"Horgan, Mr. John",male,,0,0,370377,7.75,,Q
616 | 615,0,3,"Brocklebank, Mr. William Alfred",male,35,0,0,364512,8.05,,S
617 | 616,1,2,"Herman, Miss. Alice",female,24,1,2,220845,65,,S
618 | 617,0,3,"Danbom, Mr. Ernst Gilbert",male,34,1,1,347080,14.4,,S
619 | 618,0,3,"Lobb, Mrs. William Arthur (Cordelia K Stanlick)",female,26,1,0,A/5. 3336,16.1,,S
620 | 619,1,2,"Becker, Miss. Marion Louise",female,4,2,1,230136,39,F4,S
621 | 620,0,2,"Gavey, Mr. Lawrence",male,26,0,0,31028,10.5,,S
622 | 621,0,3,"Yasbeck, Mr. Antoni",male,27,1,0,2659,14.4542,,C
623 | 622,1,1,"Kimball, Mr. Edwin Nelson Jr",male,42,1,0,11753,52.5542,D19,S
624 | 623,1,3,"Nakid, Mr. Sahid",male,20,1,1,2653,15.7417,,C
625 | 624,0,3,"Hansen, Mr. Henry Damsgaard",male,21,0,0,350029,7.8542,,S
626 | 625,0,3,"Bowen, Mr. David John ""Dai""",male,21,0,0,54636,16.1,,S
627 | 626,0,1,"Sutton, Mr. Frederick",male,61,0,0,36963,32.3208,D50,S
628 | 627,0,2,"Kirkland, Rev. Charles Leonard",male,57,0,0,219533,12.35,,Q
629 | 628,1,1,"Longley, Miss. Gretchen Fiske",female,21,0,0,13502,77.9583,D9,S
630 | 629,0,3,"Bostandyeff, Mr. Guentcho",male,26,0,0,349224,7.8958,,S
631 | 630,0,3,"O'Connell, Mr. Patrick D",male,,0,0,334912,7.7333,,Q
632 | 631,1,1,"Barkworth, Mr. Algernon Henry Wilson",male,80,0,0,27042,30,A23,S
633 | 632,0,3,"Lundahl, Mr. Johan Svensson",male,51,0,0,347743,7.0542,,S
634 | 633,1,1,"Stahelin-Maeglin, Dr. Max",male,32,0,0,13214,30.5,B50,C
635 | 634,0,1,"Parr, Mr. William Henry Marsh",male,,0,0,112052,0,,S
636 | 635,0,3,"Skoog, Miss. Mabel",female,9,3,2,347088,27.9,,S
637 | 636,1,2,"Davis, Miss. Mary",female,28,0,0,237668,13,,S
638 | 637,0,3,"Leinonen, Mr. Antti Gustaf",male,32,0,0,STON/O 2. 3101292,7.925,,S
639 | 638,0,2,"Collyer, Mr. Harvey",male,31,1,1,C.A. 31921,26.25,,S
640 | 639,0,3,"Panula, Mrs. Juha (Maria Emilia Ojala)",female,41,0,5,3101295,39.6875,,S
641 | 640,0,3,"Thorneycroft, Mr. Percival",male,,1,0,376564,16.1,,S
642 | 641,0,3,"Jensen, Mr. Hans Peder",male,20,0,0,350050,7.8542,,S
643 | 642,1,1,"Sagesser, Mlle. Emma",female,24,0,0,PC 17477,69.3,B35,C
644 | 643,0,3,"Skoog, Miss. Margit Elizabeth",female,2,3,2,347088,27.9,,S
645 | 644,1,3,"Foo, Mr. Choong",male,,0,0,1601,56.4958,,S
646 | 645,1,3,"Baclini, Miss. Eugenie",female,0.75,2,1,2666,19.2583,,C
647 | 646,1,1,"Harper, Mr. Henry Sleeper",male,48,1,0,PC 17572,76.7292,D33,C
648 | 647,0,3,"Cor, Mr. Liudevit",male,19,0,0,349231,7.8958,,S
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650 | 649,0,3,"Willey, Mr. Edward",male,,0,0,S.O./P.P. 751,7.55,,S
651 | 650,1,3,"Stanley, Miss. Amy Zillah Elsie",female,23,0,0,CA. 2314,7.55,,S
652 | 651,0,3,"Mitkoff, Mr. Mito",male,,0,0,349221,7.8958,,S
653 | 652,1,2,"Doling, Miss. Elsie",female,18,0,1,231919,23,,S
654 | 653,0,3,"Kalvik, Mr. Johannes Halvorsen",male,21,0,0,8475,8.4333,,S
655 | 654,1,3,"O'Leary, Miss. Hanora ""Norah""",female,,0,0,330919,7.8292,,Q
656 | 655,0,3,"Hegarty, Miss. Hanora ""Nora""",female,18,0,0,365226,6.75,,Q
657 | 656,0,2,"Hickman, Mr. Leonard Mark",male,24,2,0,S.O.C. 14879,73.5,,S
658 | 657,0,3,"Radeff, Mr. Alexander",male,,0,0,349223,7.8958,,S
659 | 658,0,3,"Bourke, Mrs. John (Catherine)",female,32,1,1,364849,15.5,,Q
660 | 659,0,2,"Eitemiller, Mr. George Floyd",male,23,0,0,29751,13,,S
661 | 660,0,1,"Newell, Mr. Arthur Webster",male,58,0,2,35273,113.275,D48,C
662 | 661,1,1,"Frauenthal, Dr. Henry William",male,50,2,0,PC 17611,133.65,,S
663 | 662,0,3,"Badt, Mr. Mohamed",male,40,0,0,2623,7.225,,C
664 | 663,0,1,"Colley, Mr. Edward Pomeroy",male,47,0,0,5727,25.5875,E58,S
665 | 664,0,3,"Coleff, Mr. Peju",male,36,0,0,349210,7.4958,,S
666 | 665,1,3,"Lindqvist, Mr. Eino William",male,20,1,0,STON/O 2. 3101285,7.925,,S
667 | 666,0,2,"Hickman, Mr. Lewis",male,32,2,0,S.O.C. 14879,73.5,,S
668 | 667,0,2,"Butler, Mr. Reginald Fenton",male,25,0,0,234686,13,,S
669 | 668,0,3,"Rommetvedt, Mr. Knud Paust",male,,0,0,312993,7.775,,S
670 | 669,0,3,"Cook, Mr. Jacob",male,43,0,0,A/5 3536,8.05,,S
671 | 670,1,1,"Taylor, Mrs. Elmer Zebley (Juliet Cummins Wright)",female,,1,0,19996,52,C126,S
672 | 671,1,2,"Brown, Mrs. Thomas William Solomon (Elizabeth Catherine Ford)",female,40,1,1,29750,39,,S
673 | 672,0,1,"Davidson, Mr. Thornton",male,31,1,0,F.C. 12750,52,B71,S
674 | 673,0,2,"Mitchell, Mr. Henry Michael",male,70,0,0,C.A. 24580,10.5,,S
675 | 674,1,2,"Wilhelms, Mr. Charles",male,31,0,0,244270,13,,S
676 | 675,0,2,"Watson, Mr. Ennis Hastings",male,,0,0,239856,0,,S
677 | 676,0,3,"Edvardsson, Mr. Gustaf Hjalmar",male,18,0,0,349912,7.775,,S
678 | 677,0,3,"Sawyer, Mr. Frederick Charles",male,24.5,0,0,342826,8.05,,S
679 | 678,1,3,"Turja, Miss. Anna Sofia",female,18,0,0,4138,9.8417,,S
680 | 679,0,3,"Goodwin, Mrs. Frederick (Augusta Tyler)",female,43,1,6,CA 2144,46.9,,S
681 | 680,1,1,"Cardeza, Mr. Thomas Drake Martinez",male,36,0,1,PC 17755,512.3292,B51 B53 B55,C
682 | 681,0,3,"Peters, Miss. Katie",female,,0,0,330935,8.1375,,Q
683 | 682,1,1,"Hassab, Mr. Hammad",male,27,0,0,PC 17572,76.7292,D49,C
684 | 683,0,3,"Olsvigen, Mr. Thor Anderson",male,20,0,0,6563,9.225,,S
685 | 684,0,3,"Goodwin, Mr. Charles Edward",male,14,5,2,CA 2144,46.9,,S
686 | 685,0,2,"Brown, Mr. Thomas William Solomon",male,60,1,1,29750,39,,S
687 | 686,0,2,"Laroche, Mr. Joseph Philippe Lemercier",male,25,1,2,SC/Paris 2123,41.5792,,C
688 | 687,0,3,"Panula, Mr. Jaako Arnold",male,14,4,1,3101295,39.6875,,S
689 | 688,0,3,"Dakic, Mr. Branko",male,19,0,0,349228,10.1708,,S
690 | 689,0,3,"Fischer, Mr. Eberhard Thelander",male,18,0,0,350036,7.7958,,S
691 | 690,1,1,"Madill, Miss. Georgette Alexandra",female,15,0,1,24160,211.3375,B5,S
692 | 691,1,1,"Dick, Mr. Albert Adrian",male,31,1,0,17474,57,B20,S
693 | 692,1,3,"Karun, Miss. Manca",female,4,0,1,349256,13.4167,,C
694 | 693,1,3,"Lam, Mr. Ali",male,,0,0,1601,56.4958,,S
695 | 694,0,3,"Saad, Mr. Khalil",male,25,0,0,2672,7.225,,C
696 | 695,0,1,"Weir, Col. John",male,60,0,0,113800,26.55,,S
697 | 696,0,2,"Chapman, Mr. Charles Henry",male,52,0,0,248731,13.5,,S
698 | 697,0,3,"Kelly, Mr. James",male,44,0,0,363592,8.05,,S
699 | 698,1,3,"Mullens, Miss. Katherine ""Katie""",female,,0,0,35852,7.7333,,Q
700 | 699,0,1,"Thayer, Mr. John Borland",male,49,1,1,17421,110.8833,C68,C
701 | 700,0,3,"Humblen, Mr. Adolf Mathias Nicolai Olsen",male,42,0,0,348121,7.65,F G63,S
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703 | 702,1,1,"Silverthorne, Mr. Spencer Victor",male,35,0,0,PC 17475,26.2875,E24,S
704 | 703,0,3,"Barbara, Miss. Saiide",female,18,0,1,2691,14.4542,,C
705 | 704,0,3,"Gallagher, Mr. Martin",male,25,0,0,36864,7.7417,,Q
706 | 705,0,3,"Hansen, Mr. Henrik Juul",male,26,1,0,350025,7.8542,,S
707 | 706,0,2,"Morley, Mr. Henry Samuel (""Mr Henry Marshall"")",male,39,0,0,250655,26,,S
708 | 707,1,2,"Kelly, Mrs. Florence ""Fannie""",female,45,0,0,223596,13.5,,S
709 | 708,1,1,"Calderhead, Mr. Edward Pennington",male,42,0,0,PC 17476,26.2875,E24,S
710 | 709,1,1,"Cleaver, Miss. Alice",female,22,0,0,113781,151.55,,S
711 | 710,1,3,"Moubarek, Master. Halim Gonios (""William George"")",male,,1,1,2661,15.2458,,C
712 | 711,1,1,"Mayne, Mlle. Berthe Antonine (""Mrs de Villiers"")",female,24,0,0,PC 17482,49.5042,C90,C
713 | 712,0,1,"Klaber, Mr. Herman",male,,0,0,113028,26.55,C124,S
714 | 713,1,1,"Taylor, Mr. Elmer Zebley",male,48,1,0,19996,52,C126,S
715 | 714,0,3,"Larsson, Mr. August Viktor",male,29,0,0,7545,9.4833,,S
716 | 715,0,2,"Greenberg, Mr. Samuel",male,52,0,0,250647,13,,S
717 | 716,0,3,"Soholt, Mr. Peter Andreas Lauritz Andersen",male,19,0,0,348124,7.65,F G73,S
718 | 717,1,1,"Endres, Miss. Caroline Louise",female,38,0,0,PC 17757,227.525,C45,C
719 | 718,1,2,"Troutt, Miss. Edwina Celia ""Winnie""",female,27,0,0,34218,10.5,E101,S
720 | 719,0,3,"McEvoy, Mr. Michael",male,,0,0,36568,15.5,,Q
721 | 720,0,3,"Johnson, Mr. Malkolm Joackim",male,33,0,0,347062,7.775,,S
722 | 721,1,2,"Harper, Miss. Annie Jessie ""Nina""",female,6,0,1,248727,33,,S
723 | 722,0,3,"Jensen, Mr. Svend Lauritz",male,17,1,0,350048,7.0542,,S
724 | 723,0,2,"Gillespie, Mr. William Henry",male,34,0,0,12233,13,,S
725 | 724,0,2,"Hodges, Mr. Henry Price",male,50,0,0,250643,13,,S
726 | 725,1,1,"Chambers, Mr. Norman Campbell",male,27,1,0,113806,53.1,E8,S
727 | 726,0,3,"Oreskovic, Mr. Luka",male,20,0,0,315094,8.6625,,S
728 | 727,1,2,"Renouf, Mrs. Peter Henry (Lillian Jefferys)",female,30,3,0,31027,21,,S
729 | 728,1,3,"Mannion, Miss. Margareth",female,,0,0,36866,7.7375,,Q
730 | 729,0,2,"Bryhl, Mr. Kurt Arnold Gottfrid",male,25,1,0,236853,26,,S
731 | 730,0,3,"Ilmakangas, Miss. Pieta Sofia",female,25,1,0,STON/O2. 3101271,7.925,,S
732 | 731,1,1,"Allen, Miss. Elisabeth Walton",female,29,0,0,24160,211.3375,B5,S
733 | 732,0,3,"Hassan, Mr. Houssein G N",male,11,0,0,2699,18.7875,,C
734 | 733,0,2,"Knight, Mr. Robert J",male,,0,0,239855,0,,S
735 | 734,0,2,"Berriman, Mr. William John",male,23,0,0,28425,13,,S
736 | 735,0,2,"Troupiansky, Mr. Moses Aaron",male,23,0,0,233639,13,,S
737 | 736,0,3,"Williams, Mr. Leslie",male,28.5,0,0,54636,16.1,,S
738 | 737,0,3,"Ford, Mrs. Edward (Margaret Ann Watson)",female,48,1,3,W./C. 6608,34.375,,S
739 | 738,1,1,"Lesurer, Mr. Gustave J",male,35,0,0,PC 17755,512.3292,B101,C
740 | 739,0,3,"Ivanoff, Mr. Kanio",male,,0,0,349201,7.8958,,S
741 | 740,0,3,"Nankoff, Mr. Minko",male,,0,0,349218,7.8958,,S
742 | 741,1,1,"Hawksford, Mr. Walter James",male,,0,0,16988,30,D45,S
743 | 742,0,1,"Cavendish, Mr. Tyrell William",male,36,1,0,19877,78.85,C46,S
744 | 743,1,1,"Ryerson, Miss. Susan Parker ""Suzette""",female,21,2,2,PC 17608,262.375,B57 B59 B63 B66,C
745 | 744,0,3,"McNamee, Mr. Neal",male,24,1,0,376566,16.1,,S
746 | 745,1,3,"Stranden, Mr. Juho",male,31,0,0,STON/O 2. 3101288,7.925,,S
747 | 746,0,1,"Crosby, Capt. Edward Gifford",male,70,1,1,WE/P 5735,71,B22,S
748 | 747,0,3,"Abbott, Mr. Rossmore Edward",male,16,1,1,C.A. 2673,20.25,,S
749 | 748,1,2,"Sinkkonen, Miss. Anna",female,30,0,0,250648,13,,S
750 | 749,0,1,"Marvin, Mr. Daniel Warner",male,19,1,0,113773,53.1,D30,S
751 | 750,0,3,"Connaghton, Mr. Michael",male,31,0,0,335097,7.75,,Q
752 | 751,1,2,"Wells, Miss. Joan",female,4,1,1,29103,23,,S
753 | 752,1,3,"Moor, Master. Meier",male,6,0,1,392096,12.475,E121,S
754 | 753,0,3,"Vande Velde, Mr. Johannes Joseph",male,33,0,0,345780,9.5,,S
755 | 754,0,3,"Jonkoff, Mr. Lalio",male,23,0,0,349204,7.8958,,S
756 | 755,1,2,"Herman, Mrs. Samuel (Jane Laver)",female,48,1,2,220845,65,,S
757 | 756,1,2,"Hamalainen, Master. Viljo",male,0.67,1,1,250649,14.5,,S
758 | 757,0,3,"Carlsson, Mr. August Sigfrid",male,28,0,0,350042,7.7958,,S
759 | 758,0,2,"Bailey, Mr. Percy Andrew",male,18,0,0,29108,11.5,,S
760 | 759,0,3,"Theobald, Mr. Thomas Leonard",male,34,0,0,363294,8.05,,S
761 | 760,1,1,"Rothes, the Countess. of (Lucy Noel Martha Dyer-Edwards)",female,33,0,0,110152,86.5,B77,S
762 | 761,0,3,"Garfirth, Mr. John",male,,0,0,358585,14.5,,S
763 | 762,0,3,"Nirva, Mr. Iisakki Antino Aijo",male,41,0,0,SOTON/O2 3101272,7.125,,S
764 | 763,1,3,"Barah, Mr. Hanna Assi",male,20,0,0,2663,7.2292,,C
765 | 764,1,1,"Carter, Mrs. William Ernest (Lucile Polk)",female,36,1,2,113760,120,B96 B98,S
766 | 765,0,3,"Eklund, Mr. Hans Linus",male,16,0,0,347074,7.775,,S
767 | 766,1,1,"Hogeboom, Mrs. John C (Anna Andrews)",female,51,1,0,13502,77.9583,D11,S
768 | 767,0,1,"Brewe, Dr. Arthur Jackson",male,,0,0,112379,39.6,,C
769 | 768,0,3,"Mangan, Miss. Mary",female,30.5,0,0,364850,7.75,,Q
770 | 769,0,3,"Moran, Mr. Daniel J",male,,1,0,371110,24.15,,Q
771 | 770,0,3,"Gronnestad, Mr. Daniel Danielsen",male,32,0,0,8471,8.3625,,S
772 | 771,0,3,"Lievens, Mr. Rene Aime",male,24,0,0,345781,9.5,,S
773 | 772,0,3,"Jensen, Mr. Niels Peder",male,48,0,0,350047,7.8542,,S
774 | 773,0,2,"Mack, Mrs. (Mary)",female,57,0,0,S.O./P.P. 3,10.5,E77,S
775 | 774,0,3,"Elias, Mr. Dibo",male,,0,0,2674,7.225,,C
776 | 775,1,2,"Hocking, Mrs. Elizabeth (Eliza Needs)",female,54,1,3,29105,23,,S
777 | 776,0,3,"Myhrman, Mr. Pehr Fabian Oliver Malkolm",male,18,0,0,347078,7.75,,S
778 | 777,0,3,"Tobin, Mr. Roger",male,,0,0,383121,7.75,F38,Q
779 | 778,1,3,"Emanuel, Miss. Virginia Ethel",female,5,0,0,364516,12.475,,S
780 | 779,0,3,"Kilgannon, Mr. Thomas J",male,,0,0,36865,7.7375,,Q
781 | 780,1,1,"Robert, Mrs. Edward Scott (Elisabeth Walton McMillan)",female,43,0,1,24160,211.3375,B3,S
782 | 781,1,3,"Ayoub, Miss. Banoura",female,13,0,0,2687,7.2292,,C
783 | 782,1,1,"Dick, Mrs. Albert Adrian (Vera Gillespie)",female,17,1,0,17474,57,B20,S
784 | 783,0,1,"Long, Mr. Milton Clyde",male,29,0,0,113501,30,D6,S
785 | 784,0,3,"Johnston, Mr. Andrew G",male,,1,2,W./C. 6607,23.45,,S
786 | 785,0,3,"Ali, Mr. William",male,25,0,0,SOTON/O.Q. 3101312,7.05,,S
787 | 786,0,3,"Harmer, Mr. Abraham (David Lishin)",male,25,0,0,374887,7.25,,S
788 | 787,1,3,"Sjoblom, Miss. Anna Sofia",female,18,0,0,3101265,7.4958,,S
789 | 788,0,3,"Rice, Master. George Hugh",male,8,4,1,382652,29.125,,Q
790 | 789,1,3,"Dean, Master. Bertram Vere",male,1,1,2,C.A. 2315,20.575,,S
791 | 790,0,1,"Guggenheim, Mr. Benjamin",male,46,0,0,PC 17593,79.2,B82 B84,C
792 | 791,0,3,"Keane, Mr. Andrew ""Andy""",male,,0,0,12460,7.75,,Q
793 | 792,0,2,"Gaskell, Mr. Alfred",male,16,0,0,239865,26,,S
794 | 793,0,3,"Sage, Miss. Stella Anna",female,,8,2,CA. 2343,69.55,,S
795 | 794,0,1,"Hoyt, Mr. William Fisher",male,,0,0,PC 17600,30.6958,,C
796 | 795,0,3,"Dantcheff, Mr. Ristiu",male,25,0,0,349203,7.8958,,S
797 | 796,0,2,"Otter, Mr. Richard",male,39,0,0,28213,13,,S
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799 | 798,1,3,"Osman, Mrs. Mara",female,31,0,0,349244,8.6833,,S
800 | 799,0,3,"Ibrahim Shawah, Mr. Yousseff",male,30,0,0,2685,7.2292,,C
801 | 800,0,3,"Van Impe, Mrs. Jean Baptiste (Rosalie Paula Govaert)",female,30,1,1,345773,24.15,,S
802 | 801,0,2,"Ponesell, Mr. Martin",male,34,0,0,250647,13,,S
803 | 802,1,2,"Collyer, Mrs. Harvey (Charlotte Annie Tate)",female,31,1,1,C.A. 31921,26.25,,S
804 | 803,1,1,"Carter, Master. William Thornton II",male,11,1,2,113760,120,B96 B98,S
805 | 804,1,3,"Thomas, Master. Assad Alexander",male,0.42,0,1,2625,8.5167,,C
806 | 805,1,3,"Hedman, Mr. Oskar Arvid",male,27,0,0,347089,6.975,,S
807 | 806,0,3,"Johansson, Mr. Karl Johan",male,31,0,0,347063,7.775,,S
808 | 807,0,1,"Andrews, Mr. Thomas Jr",male,39,0,0,112050,0,A36,S
809 | 808,0,3,"Pettersson, Miss. Ellen Natalia",female,18,0,0,347087,7.775,,S
810 | 809,0,2,"Meyer, Mr. August",male,39,0,0,248723,13,,S
811 | 810,1,1,"Chambers, Mrs. Norman Campbell (Bertha Griggs)",female,33,1,0,113806,53.1,E8,S
812 | 811,0,3,"Alexander, Mr. William",male,26,0,0,3474,7.8875,,S
813 | 812,0,3,"Lester, Mr. James",male,39,0,0,A/4 48871,24.15,,S
814 | 813,0,2,"Slemen, Mr. Richard James",male,35,0,0,28206,10.5,,S
815 | 814,0,3,"Andersson, Miss. Ebba Iris Alfrida",female,6,4,2,347082,31.275,,S
816 | 815,0,3,"Tomlin, Mr. Ernest Portage",male,30.5,0,0,364499,8.05,,S
817 | 816,0,1,"Fry, Mr. Richard",male,,0,0,112058,0,B102,S
818 | 817,0,3,"Heininen, Miss. Wendla Maria",female,23,0,0,STON/O2. 3101290,7.925,,S
819 | 818,0,2,"Mallet, Mr. Albert",male,31,1,1,S.C./PARIS 2079,37.0042,,C
820 | 819,0,3,"Holm, Mr. John Fredrik Alexander",male,43,0,0,C 7075,6.45,,S
821 | 820,0,3,"Skoog, Master. Karl Thorsten",male,10,3,2,347088,27.9,,S
822 | 821,1,1,"Hays, Mrs. Charles Melville (Clara Jennings Gregg)",female,52,1,1,12749,93.5,B69,S
823 | 822,1,3,"Lulic, Mr. Nikola",male,27,0,0,315098,8.6625,,S
824 | 823,0,1,"Reuchlin, Jonkheer. John George",male,38,0,0,19972,0,,S
825 | 824,1,3,"Moor, Mrs. (Beila)",female,27,0,1,392096,12.475,E121,S
826 | 825,0,3,"Panula, Master. Urho Abraham",male,2,4,1,3101295,39.6875,,S
827 | 826,0,3,"Flynn, Mr. John",male,,0,0,368323,6.95,,Q
828 | 827,0,3,"Lam, Mr. Len",male,,0,0,1601,56.4958,,S
829 | 828,1,2,"Mallet, Master. Andre",male,1,0,2,S.C./PARIS 2079,37.0042,,C
830 | 829,1,3,"McCormack, Mr. Thomas Joseph",male,,0,0,367228,7.75,,Q
831 | 830,1,1,"Stone, Mrs. George Nelson (Martha Evelyn)",female,62,0,0,113572,80,B28,
832 | 831,1,3,"Yasbeck, Mrs. Antoni (Selini Alexander)",female,15,1,0,2659,14.4542,,C
833 | 832,1,2,"Richards, Master. George Sibley",male,0.83,1,1,29106,18.75,,S
834 | 833,0,3,"Saad, Mr. Amin",male,,0,0,2671,7.2292,,C
835 | 834,0,3,"Augustsson, Mr. Albert",male,23,0,0,347468,7.8542,,S
836 | 835,0,3,"Allum, Mr. Owen George",male,18,0,0,2223,8.3,,S
837 | 836,1,1,"Compton, Miss. Sara Rebecca",female,39,1,1,PC 17756,83.1583,E49,C
838 | 837,0,3,"Pasic, Mr. Jakob",male,21,0,0,315097,8.6625,,S
839 | 838,0,3,"Sirota, Mr. Maurice",male,,0,0,392092,8.05,,S
840 | 839,1,3,"Chip, Mr. Chang",male,32,0,0,1601,56.4958,,S
841 | 840,1,1,"Marechal, Mr. Pierre",male,,0,0,11774,29.7,C47,C
842 | 841,0,3,"Alhomaki, Mr. Ilmari Rudolf",male,20,0,0,SOTON/O2 3101287,7.925,,S
843 | 842,0,2,"Mudd, Mr. Thomas Charles",male,16,0,0,S.O./P.P. 3,10.5,,S
844 | 843,1,1,"Serepeca, Miss. Augusta",female,30,0,0,113798,31,,C
845 | 844,0,3,"Lemberopolous, Mr. Peter L",male,34.5,0,0,2683,6.4375,,C
846 | 845,0,3,"Culumovic, Mr. Jeso",male,17,0,0,315090,8.6625,,S
847 | 846,0,3,"Abbing, Mr. Anthony",male,42,0,0,C.A. 5547,7.55,,S
848 | 847,0,3,"Sage, Mr. Douglas Bullen",male,,8,2,CA. 2343,69.55,,S
849 | 848,0,3,"Markoff, Mr. Marin",male,35,0,0,349213,7.8958,,C
850 | 849,0,2,"Harper, Rev. John",male,28,0,1,248727,33,,S
851 | 850,1,1,"Goldenberg, Mrs. Samuel L (Edwiga Grabowska)",female,,1,0,17453,89.1042,C92,C
852 | 851,0,3,"Andersson, Master. Sigvard Harald Elias",male,4,4,2,347082,31.275,,S
853 | 852,0,3,"Svensson, Mr. Johan",male,74,0,0,347060,7.775,,S
854 | 853,0,3,"Boulos, Miss. Nourelain",female,9,1,1,2678,15.2458,,C
855 | 854,1,1,"Lines, Miss. Mary Conover",female,16,0,1,PC 17592,39.4,D28,S
856 | 855,0,2,"Carter, Mrs. Ernest Courtenay (Lilian Hughes)",female,44,1,0,244252,26,,S
857 | 856,1,3,"Aks, Mrs. Sam (Leah Rosen)",female,18,0,1,392091,9.35,,S
858 | 857,1,1,"Wick, Mrs. George Dennick (Mary Hitchcock)",female,45,1,1,36928,164.8667,,S
859 | 858,1,1,"Daly, Mr. Peter Denis ",male,51,0,0,113055,26.55,E17,S
860 | 859,1,3,"Baclini, Mrs. Solomon (Latifa Qurban)",female,24,0,3,2666,19.2583,,C
861 | 860,0,3,"Razi, Mr. Raihed",male,,0,0,2629,7.2292,,C
862 | 861,0,3,"Hansen, Mr. Claus Peter",male,41,2,0,350026,14.1083,,S
863 | 862,0,2,"Giles, Mr. Frederick Edward",male,21,1,0,28134,11.5,,S
864 | 863,1,1,"Swift, Mrs. Frederick Joel (Margaret Welles Barron)",female,48,0,0,17466,25.9292,D17,S
865 | 864,0,3,"Sage, Miss. Dorothy Edith ""Dolly""",female,,8,2,CA. 2343,69.55,,S
866 | 865,0,2,"Gill, Mr. John William",male,24,0,0,233866,13,,S
867 | 866,1,2,"Bystrom, Mrs. (Karolina)",female,42,0,0,236852,13,,S
868 | 867,1,2,"Duran y More, Miss. Asuncion",female,27,1,0,SC/PARIS 2149,13.8583,,C
869 | 868,0,1,"Roebling, Mr. Washington Augustus II",male,31,0,0,PC 17590,50.4958,A24,S
870 | 869,0,3,"van Melkebeke, Mr. Philemon",male,,0,0,345777,9.5,,S
871 | 870,1,3,"Johnson, Master. Harold Theodor",male,4,1,1,347742,11.1333,,S
872 | 871,0,3,"Balkic, Mr. Cerin",male,26,0,0,349248,7.8958,,S
873 | 872,1,1,"Beckwith, Mrs. Richard Leonard (Sallie Monypeny)",female,47,1,1,11751,52.5542,D35,S
874 | 873,0,1,"Carlsson, Mr. Frans Olof",male,33,0,0,695,5,B51 B53 B55,S
875 | 874,0,3,"Vander Cruyssen, Mr. Victor",male,47,0,0,345765,9,,S
876 | 875,1,2,"Abelson, Mrs. Samuel (Hannah Wizosky)",female,28,1,0,P/PP 3381,24,,C
877 | 876,1,3,"Najib, Miss. Adele Kiamie ""Jane""",female,15,0,0,2667,7.225,,C
878 | 877,0,3,"Gustafsson, Mr. Alfred Ossian",male,20,0,0,7534,9.8458,,S
879 | 878,0,3,"Petroff, Mr. Nedelio",male,19,0,0,349212,7.8958,,S
880 | 879,0,3,"Laleff, Mr. Kristo",male,,0,0,349217,7.8958,,S
881 | 880,1,1,"Potter, Mrs. Thomas Jr (Lily Alexenia Wilson)",female,56,0,1,11767,83.1583,C50,C
882 | 881,1,2,"Shelley, Mrs. William (Imanita Parrish Hall)",female,25,0,1,230433,26,,S
883 | 882,0,3,"Markun, Mr. Johann",male,33,0,0,349257,7.8958,,S
884 | 883,0,3,"Dahlberg, Miss. Gerda Ulrika",female,22,0,0,7552,10.5167,,S
885 | 884,0,2,"Banfield, Mr. Frederick James",male,28,0,0,C.A./SOTON 34068,10.5,,S
886 | 885,0,3,"Sutehall, Mr. Henry Jr",male,25,0,0,SOTON/OQ 392076,7.05,,S
887 | 886,0,3,"Rice, Mrs. William (Margaret Norton)",female,39,0,5,382652,29.125,,Q
888 | 887,0,2,"Montvila, Rev. Juozas",male,27,0,0,211536,13,,S
889 | 888,1,1,"Graham, Miss. Margaret Edith",female,19,0,0,112053,30,B42,S
890 | 889,0,3,"Johnston, Miss. Catherine Helen ""Carrie""",female,,1,2,W./C. 6607,23.45,,S
891 | 890,1,1,"Behr, Mr. Karl Howell",male,26,0,0,111369,30,C148,C
892 | 891,0,3,"Dooley, Mr. Patrick",male,32,0,0,370376,7.75,,Q
893 | 


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