kaggle-titanic.ipynb

{
  "metadata": {
    "kernelspec": {
      "display_name": "Python 3",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.6.0"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0,
  "cells": [
    {
      "cell_type": "code",
      "source": "# This Python 3 environment comes with many helpful analytics libraries installed\n# It is defined by the kaggle/python docker image: https://github.com/kaggle/docker-python\n# For example, here's several helpful packages to load in \n\nimport numpy as np # linear algebra\nimport keras\nfrom keras import models\nfrom keras import layers\nfrom csv import DictReader\nimport csv\nimport random\n\n# Input data files are available in the \"../input/\" directory.\n# For example, running this (by clicking run or pressing Shift+Enter) will list the files in the input directory\n\nfrom subprocess import check_output\nprint(check_output([\"ls\", \"../input\"]).decode(\"utf8\"))\n\n# Any results you write to the current directory are saved as output.",
      "execution_count": 3,
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": "genderclassmodel.csv\ngendermodel.csv\ngendermodel.py\nmyfirstforest.py\ntest.csv\ntrain.csv\n\n"
        }
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": "people = list(DictReader(open('../input/train.csv')))\npeople",
      "execution_count": 4,
      "outputs": [
        {
          "data": {
            "text/plain": "[OrderedDict([('PassengerId', '1'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Braund, Mr. Owen Harris'),\n              ('Sex', 'male'),\n              ('Age', '22'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', 'A/5 21171'),\n              ('Fare', '7.25'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '2'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Cumings, Mrs. John Bradley (Florence Briggs Thayer)'),\n              ('Sex', 'female'),\n              ('Age', '38'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', 'PC 17599'),\n              ('Fare', '71.2833'),\n              ('Cabin', 'C85'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '3'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Heikkinen, Miss. Laina'),\n              ('Sex', 'female'),\n              ('Age', '26'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'STON/O2. 3101282'),\n              ('Fare', '7.925'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '4'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Futrelle, Mrs. Jacques Heath (Lily May Peel)'),\n              ('Sex', 'female'),\n              ('Age', '35'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '113803'),\n              ('Fare', '53.1'),\n              ('Cabin', 'C123'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '5'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Allen, Mr. William Henry'),\n              ('Sex', 'male'),\n              ('Age', '35'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '373450'),\n              ('Fare', '8.05'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '6'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Moran, Mr. James'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '330877'),\n              ('Fare', '8.4583'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '7'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'McCarthy, Mr. Timothy J'),\n              ('Sex', 'male'),\n              ('Age', '54'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '17463'),\n              ('Fare', '51.8625'),\n              ('Cabin', 'E46'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '8'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Palsson, Master. Gosta Leonard'),\n              ('Sex', 'male'),\n              ('Age', '2'),\n              ('SibSp', '3'),\n              ('Parch', '1'),\n              ('Ticket', '349909'),\n              ('Fare', '21.075'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '9'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)'),\n              ('Sex', 'female'),\n              ('Age', '27'),\n              ('SibSp', '0'),\n              ('Parch', '2'),\n              ('Ticket', '347742'),\n              ('Fare', '11.1333'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '10'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Nasser, Mrs. Nicholas (Adele Achem)'),\n              ('Sex', 'female'),\n              ('Age', '14'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '237736'),\n              ('Fare', '30.0708'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '11'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Sandstrom, Miss. Marguerite Rut'),\n              ('Sex', 'female'),\n              ('Age', '4'),\n              ('SibSp', '1'),\n              ('Parch', '1'),\n              ('Ticket', 'PP 9549'),\n              ('Fare', '16.7'),\n              ('Cabin', 'G6'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '12'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Bonnell, Miss. Elizabeth'),\n              ('Sex', 'female'),\n              ('Age', '58'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '113783'),\n              ('Fare', '26.55'),\n              ('Cabin', 'C103'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '13'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Saundercock, Mr. William Henry'),\n              ('Sex', 'male'),\n              ('Age', '20'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'A/5. 2151'),\n              ('Fare', '8.05'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '14'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Andersson, Mr. Anders Johan'),\n              ('Sex', 'male'),\n              ('Age', '39'),\n              ('SibSp', '1'),\n              ('Parch', '5'),\n              ('Ticket', '347082'),\n              ('Fare', '31.275'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '15'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Vestrom, Miss. Hulda Amanda Adolfina'),\n              ('Sex', 'female'),\n              ('Age', '14'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '350406'),\n              ('Fare', '7.8542'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '16'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Hewlett, Mrs. (Mary D Kingcome) '),\n              ('Sex', 'female'),\n              ('Age', '55'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '248706'),\n              ('Fare', '16'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '17'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Rice, Master. Eugene'),\n              ('Sex', 'male'),\n              ('Age', '2'),\n              ('SibSp', '4'),\n              ('Parch', '1'),\n              ('Ticket', '382652'),\n              ('Fare', '29.125'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '18'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Williams, Mr. Charles Eugene'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '244373'),\n              ('Fare', '13'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '19'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name',\n               'Vander Planke, Mrs. Julius (Emelia Maria Vandemoortele)'),\n              ('Sex', 'female'),\n              ('Age', '31'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '345763'),\n              ('Fare', '18'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '20'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Masselmani, Mrs. Fatima'),\n              ('Sex', 'female'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '2649'),\n              ('Fare', '7.225'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '21'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Fynney, Mr. Joseph J'),\n              ('Sex', 'male'),\n              ('Age', '35'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '239865'),\n              ('Fare', '26'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '22'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Beesley, Mr. Lawrence'),\n              ('Sex', 'male'),\n              ('Age', '34'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '248698'),\n              ('Fare', '13'),\n              ('Cabin', 'D56'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '23'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'McGowan, Miss. Anna \"Annie\"'),\n              ('Sex', 'female'),\n              ('Age', '15'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '330923'),\n              ('Fare', '8.0292'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '24'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Sloper, Mr. William Thompson'),\n              ('Sex', 'male'),\n              ('Age', '28'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '113788'),\n              ('Fare', '35.5'),\n              ('Cabin', 'A6'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '25'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Palsson, Miss. Torborg Danira'),\n              ('Sex', 'female'),\n              ('Age', '8'),\n              ('SibSp', '3'),\n              ('Parch', '1'),\n              ('Ticket', '349909'),\n              ('Fare', '21.075'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '26'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name',\n               'Asplund, Mrs. Carl Oscar (Selma Augusta Emilia Johansson)'),\n              ('Sex', 'female'),\n              ('Age', '38'),\n              ('SibSp', '1'),\n              ('Parch', '5'),\n              ('Ticket', '347077'),\n              ('Fare', '31.3875'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '27'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Emir, Mr. Farred Chehab'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '2631'),\n              ('Fare', '7.225'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '28'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Fortune, Mr. Charles Alexander'),\n              ('Sex', 'male'),\n              ('Age', '19'),\n              ('SibSp', '3'),\n              ('Parch', '2'),\n              ('Ticket', '19950'),\n              ('Fare', '263'),\n              ('Cabin', 'C23 C25 C27'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '29'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'O\\'Dwyer, Miss. Ellen \"Nellie\"'),\n              ('Sex', 'female'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '330959'),\n              ('Fare', '7.8792'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '30'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Todoroff, Mr. Lalio'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '349216'),\n              ('Fare', '7.8958'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '31'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Uruchurtu, Don. Manuel E'),\n              ('Sex', 'male'),\n              ('Age', '40'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'PC 17601'),\n              ('Fare', '27.7208'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '32'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Spencer, Mrs. William Augustus (Marie Eugenie)'),\n              ('Sex', 'female'),\n              ('Age', ''),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', 'PC 17569'),\n              ('Fare', '146.5208'),\n              ('Cabin', 'B78'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '33'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Glynn, Miss. Mary Agatha'),\n              ('Sex', 'female'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '335677'),\n              ('Fare', '7.75'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '34'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Wheadon, Mr. Edward H'),\n              ('Sex', 'male'),\n              ('Age', '66'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'C.A. 24579'),\n              ('Fare', '10.5'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '35'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Meyer, Mr. Edgar Joseph'),\n              ('Sex', 'male'),\n              ('Age', '28'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', 'PC 17604'),\n              ('Fare', '82.1708'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '36'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Holverson, Mr. Alexander Oskar'),\n              ('Sex', 'male'),\n              ('Age', '42'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '113789'),\n              ('Fare', '52'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '37'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Mamee, Mr. Hanna'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '2677'),\n              ('Fare', '7.2292'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '38'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Cann, Mr. Ernest Charles'),\n              ('Sex', 'male'),\n              ('Age', '21'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'A./5. 2152'),\n              ('Fare', '8.05'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '39'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Vander Planke, Miss. Augusta Maria'),\n              ('Sex', 'female'),\n              ('Age', '18'),\n              ('SibSp', '2'),\n              ('Parch', '0'),\n              ('Ticket', '345764'),\n              ('Fare', '18'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '40'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Nicola-Yarred, Miss. Jamila'),\n              ('Sex', 'female'),\n              ('Age', '14'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '2651'),\n              ('Fare', '11.2417'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '41'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Ahlin, Mrs. Johan (Johanna Persdotter Larsson)'),\n              ('Sex', 'female'),\n              ('Age', '40'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '7546'),\n              ('Fare', '9.475'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '42'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name',\n               'Turpin, Mrs. William John Robert (Dorothy Ann Wonnacott)'),\n              ('Sex', 'female'),\n              ('Age', '27'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '11668'),\n              ('Fare', '21'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '43'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Kraeff, Mr. Theodor'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '349253'),\n              ('Fare', '7.8958'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '44'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Laroche, Miss. Simonne Marie Anne Andree'),\n              ('Sex', 'female'),\n              ('Age', '3'),\n              ('SibSp', '1'),\n              ('Parch', '2'),\n              ('Ticket', 'SC/Paris 2123'),\n              ('Fare', '41.5792'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '45'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Devaney, Miss. Margaret Delia'),\n              ('Sex', 'female'),\n              ('Age', '19'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '330958'),\n              ('Fare', '7.8792'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '46'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Rogers, Mr. William John'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'S.C./A.4. 23567'),\n              ('Fare', '8.05'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '47'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Lennon, Mr. Denis'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '370371'),\n              ('Fare', '15.5'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '48'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', \"O'Driscoll, Miss. Bridget\"),\n              ('Sex', 'female'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '14311'),\n              ('Fare', '7.75'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '49'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Samaan, Mr. Youssef'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '2'),\n              ('Parch', '0'),\n              ('Ticket', '2662'),\n              ('Fare', '21.6792'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '50'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Arnold-Franchi, Mrs. Josef (Josefine Franchi)'),\n              ('Sex', 'female'),\n              ('Age', '18'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '349237'),\n              ('Fare', '17.8'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '51'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Panula, Master. Juha Niilo'),\n              ('Sex', 'male'),\n              ('Age', '7'),\n              ('SibSp', '4'),\n              ('Parch', '1'),\n              ('Ticket', '3101295'),\n              ('Fare', '39.6875'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '52'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Nosworthy, Mr. Richard Cater'),\n              ('Sex', 'male'),\n              ('Age', '21'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'A/4. 39886'),\n              ('Fare', '7.8'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '53'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Harper, Mrs. Henry Sleeper (Myna Haxtun)'),\n              ('Sex', 'female'),\n              ('Age', '49'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', 'PC 17572'),\n              ('Fare', '76.7292'),\n              ('Cabin', 'D33'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '54'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Faunthorpe, Mrs. Lizzie (Elizabeth Anne Wilkinson)'),\n              ('Sex', 'female'),\n              ('Age', '29'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '2926'),\n              ('Fare', '26'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '55'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Ostby, Mr. Engelhart Cornelius'),\n              ('Sex', 'male'),\n              ('Age', '65'),\n              ('SibSp', '0'),\n              ('Parch', '1'),\n              ('Ticket', '113509'),\n              ('Fare', '61.9792'),\n              ('Cabin', 'B30'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '56'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Woolner, Mr. Hugh'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '19947'),\n              ('Fare', '35.5'),\n              ('Cabin', 'C52'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '57'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Rugg, Miss. Emily'),\n              ('Sex', 'female'),\n              ('Age', '21'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'C.A. 31026'),\n              ('Fare', '10.5'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '58'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Novel, Mr. Mansouer'),\n              ('Sex', 'male'),\n              ('Age', '28.5'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '2697'),\n              ('Fare', '7.2292'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '59'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'West, Miss. Constance Mirium'),\n              ('Sex', 'female'),\n              ('Age', '5'),\n              ('SibSp', '1'),\n              ('Parch', '2'),\n              ('Ticket', 'C.A. 34651'),\n              ('Fare', '27.75'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '60'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Goodwin, Master. William Frederick'),\n              ('Sex', 'male'),\n              ('Age', '11'),\n              ('SibSp', '5'),\n              ('Parch', '2'),\n              ('Ticket', 'CA 2144'),\n              ('Fare', '46.9'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '61'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Sirayanian, Mr. Orsen'),\n              ('Sex', 'male'),\n              ('Age', '22'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '2669'),\n              ('Fare', '7.2292'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '62'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Icard, Miss. Amelie'),\n              ('Sex', 'female'),\n              ('Age', '38'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '113572'),\n              ('Fare', '80'),\n              ('Cabin', 'B28'),\n              ('Embarked', '')]),\n OrderedDict([('PassengerId', '63'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Harris, Mr. Henry Birkhardt'),\n              ('Sex', 'male'),\n              ('Age', '45'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '36973'),\n              ('Fare', '83.475'),\n              ('Cabin', 'C83'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '64'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Skoog, Master. Harald'),\n              ('Sex', 'male'),\n              ('Age', '4'),\n              ('SibSp', '3'),\n              ('Parch', '2'),\n              ('Ticket', '347088'),\n              ('Fare', '27.9'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '65'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Stewart, Mr. Albert A'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'PC 17605'),\n              ('Fare', '27.7208'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '66'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Moubarek, Master. Gerios'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '1'),\n              ('Parch', '1'),\n              ('Ticket', '2661'),\n              ('Fare', '15.2458'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '67'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Nye, Mrs. (Elizabeth Ramell)'),\n              ('Sex', 'female'),\n              ('Age', '29'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'C.A. 29395'),\n              ('Fare', '10.5'),\n              ('Cabin', 'F33'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '68'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Crease, Mr. Ernest James'),\n              ('Sex', 'male'),\n              ('Age', '19'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'S.P. 3464'),\n              ('Fare', '8.1583'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '69'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Andersson, Miss. Erna Alexandra'),\n              ('Sex', 'female'),\n              ('Age', '17'),\n              ('SibSp', '4'),\n              ('Parch', '2'),\n              ('Ticket', '3101281'),\n              ('Fare', '7.925'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '70'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Kink, Mr. Vincenz'),\n              ('Sex', 'male'),\n              ('Age', '26'),\n              ('SibSp', '2'),\n              ('Parch', '0'),\n              ('Ticket', '315151'),\n              ('Fare', '8.6625'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '71'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Jenkin, Mr. Stephen Curnow'),\n              ('Sex', 'male'),\n              ('Age', '32'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'C.A. 33111'),\n              ('Fare', '10.5'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '72'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Goodwin, Miss. Lillian Amy'),\n              ('Sex', 'female'),\n              ('Age', '16'),\n              ('SibSp', '5'),\n              ('Parch', '2'),\n              ('Ticket', 'CA 2144'),\n              ('Fare', '46.9'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '73'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Hood, Mr. Ambrose Jr'),\n              ('Sex', 'male'),\n              ('Age', '21'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'S.O.C. 14879'),\n              ('Fare', '73.5'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '74'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Chronopoulos, Mr. Apostolos'),\n              ('Sex', 'male'),\n              ('Age', '26'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '2680'),\n              ('Fare', '14.4542'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '75'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Bing, Mr. Lee'),\n              ('Sex', 'male'),\n              ('Age', '32'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '1601'),\n              ('Fare', '56.4958'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '76'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Moen, Mr. Sigurd Hansen'),\n              ('Sex', 'male'),\n              ('Age', '25'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '348123'),\n              ('Fare', '7.65'),\n              ('Cabin', 'F G73'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '77'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Staneff, Mr. Ivan'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '349208'),\n              ('Fare', '7.8958'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '78'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Moutal, Mr. Rahamin Haim'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '374746'),\n              ('Fare', '8.05'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '79'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Caldwell, Master. Alden Gates'),\n              ('Sex', 'male'),\n              ('Age', '0.83'),\n              ('SibSp', '0'),\n              ('Parch', '2'),\n              ('Ticket', '248738'),\n              ('Fare', '29'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '80'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Dowdell, Miss. Elizabeth'),\n              ('Sex', 'female'),\n              ('Age', '30'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '364516'),\n              ('Fare', '12.475'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '81'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Waelens, Mr. Achille'),\n              ('Sex', 'male'),\n              ('Age', '22'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '345767'),\n              ('Fare', '9'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '82'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Sheerlinck, Mr. Jan Baptist'),\n              ('Sex', 'male'),\n              ('Age', '29'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '345779'),\n              ('Fare', '9.5'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '83'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'McDermott, Miss. Brigdet Delia'),\n              ('Sex', 'female'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '330932'),\n              ('Fare', '7.7875'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '84'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Carrau, Mr. Francisco M'),\n              ('Sex', 'male'),\n              ('Age', '28'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '113059'),\n              ('Fare', '47.1'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '85'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Ilett, Miss. Bertha'),\n              ('Sex', 'female'),\n              ('Age', '17'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'SO/C 14885'),\n              ('Fare', '10.5'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '86'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name',\n               'Backstrom, Mrs. Karl Alfred (Maria Mathilda Gustafsson)'),\n              ('Sex', 'female'),\n              ('Age', '33'),\n              ('SibSp', '3'),\n              ('Parch', '0'),\n              ('Ticket', '3101278'),\n              ('Fare', '15.85'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '87'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Ford, Mr. William Neal'),\n              ('Sex', 'male'),\n              ('Age', '16'),\n              ('SibSp', '1'),\n              ('Parch', '3'),\n              ('Ticket', 'W./C. 6608'),\n              ('Fare', '34.375'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '88'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Slocovski, Mr. Selman Francis'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'SOTON/OQ 392086'),\n              ('Fare', '8.05'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '89'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Fortune, Miss. Mabel Helen'),\n              ('Sex', 'female'),\n              ('Age', '23'),\n              ('SibSp', '3'),\n              ('Parch', '2'),\n              ('Ticket', '19950'),\n              ('Fare', '263'),\n              ('Cabin', 'C23 C25 C27'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '90'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Celotti, Mr. Francesco'),\n              ('Sex', 'male'),\n              ('Age', '24'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '343275'),\n              ('Fare', '8.05'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '91'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Christmann, Mr. Emil'),\n              ('Sex', 'male'),\n              ('Age', '29'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '343276'),\n              ('Fare', '8.05'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '92'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Andreasson, Mr. Paul Edvin'),\n              ('Sex', 'male'),\n              ('Age', '20'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '347466'),\n              ('Fare', '7.8542'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '93'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Chaffee, Mr. Herbert Fuller'),\n              ('Sex', 'male'),\n              ('Age', '46'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', 'W.E.P. 5734'),\n              ('Fare', '61.175'),\n              ('Cabin', 'E31'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '94'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Dean, Mr. Bertram Frank'),\n              ('Sex', 'male'),\n              ('Age', '26'),\n              ('SibSp', '1'),\n              ('Parch', '2'),\n              ('Ticket', 'C.A. 2315'),\n              ('Fare', '20.575'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '95'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Coxon, Mr. Daniel'),\n              ('Sex', 'male'),\n              ('Age', '59'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '364500'),\n              ('Fare', '7.25'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '96'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Shorney, Mr. Charles Joseph'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '374910'),\n              ('Fare', '8.05'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '97'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Goldschmidt, Mr. George B'),\n              ('Sex', 'male'),\n              ('Age', '71'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'PC 17754'),\n              ('Fare', '34.6542'),\n              ('Cabin', 'A5'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '98'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Greenfield, Mr. William Bertram'),\n              ('Sex', 'male'),\n              ('Age', '23'),\n              ('SibSp', '0'),\n              ('Parch', '1'),\n              ('Ticket', 'PC 17759'),\n              ('Fare', '63.3583'),\n              ('Cabin', 'D10 D12'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '99'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Doling, Mrs. John T (Ada Julia Bone)'),\n              ('Sex', 'female'),\n              ('Age', '34'),\n              ('SibSp', '0'),\n              ('Parch', '1'),\n              ('Ticket', '231919'),\n              ('Fare', '23'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '100'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Kantor, Mr. Sinai'),\n              ('Sex', 'male'),\n              ('Age', '34'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '244367'),\n              ('Fare', '26'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '101'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Petranec, Miss. Matilda'),\n              ('Sex', 'female'),\n              ('Age', '28'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '349245'),\n              ('Fare', '7.8958'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '102'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Petroff, Mr. Pastcho (\"Pentcho\")'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '349215'),\n              ('Fare', '7.8958'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '103'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'White, Mr. Richard Frasar'),\n              ('Sex', 'male'),\n              ('Age', '21'),\n              ('SibSp', '0'),\n              ('Parch', '1'),\n              ('Ticket', '35281'),\n              ('Fare', '77.2875'),\n              ('Cabin', 'D26'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '104'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Johansson, Mr. Gustaf Joel'),\n              ('Sex', 'male'),\n              ('Age', '33'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '7540'),\n              ('Fare', '8.6542'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '105'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Gustafsson, Mr. Anders Vilhelm'),\n              ('Sex', 'male'),\n              ('Age', '37'),\n              ('SibSp', '2'),\n              ('Parch', '0'),\n              ('Ticket', '3101276'),\n              ('Fare', '7.925'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '106'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Mionoff, Mr. Stoytcho'),\n              ('Sex', 'male'),\n              ('Age', '28'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '349207'),\n              ('Fare', '7.8958'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '107'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Salkjelsvik, Miss. Anna Kristine'),\n              ('Sex', 'female'),\n              ('Age', '21'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '343120'),\n              ('Fare', '7.65'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '108'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Moss, Mr. Albert Johan'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '312991'),\n              ('Fare', '7.775'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '109'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Rekic, Mr. Tido'),\n              ('Sex', 'male'),\n              ('Age', '38'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '349249'),\n              ('Fare', '7.8958'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '110'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Moran, Miss. Bertha'),\n              ('Sex', 'female'),\n              ('Age', ''),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '371110'),\n              ('Fare', '24.15'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '111'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Porter, Mr. Walter Chamberlain'),\n              ('Sex', 'male'),\n              ('Age', '47'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '110465'),\n              ('Fare', '52'),\n              ('Cabin', 'C110'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '112'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Zabour, Miss. Hileni'),\n              ('Sex', 'female'),\n              ('Age', '14.5'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '2665'),\n              ('Fare', '14.4542'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '113'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Barton, Mr. David John'),\n              ('Sex', 'male'),\n              ('Age', '22'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '324669'),\n              ('Fare', '8.05'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '114'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Jussila, Miss. Katriina'),\n              ('Sex', 'female'),\n              ('Age', '20'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '4136'),\n              ('Fare', '9.825'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '115'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Attalah, Miss. Malake'),\n              ('Sex', 'female'),\n              ('Age', '17'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '2627'),\n              ('Fare', '14.4583'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '116'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Pekoniemi, Mr. Edvard'),\n              ('Sex', 'male'),\n              ('Age', '21'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'STON/O 2. 3101294'),\n              ('Fare', '7.925'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '117'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Connors, Mr. Patrick'),\n              ('Sex', 'male'),\n              ('Age', '70.5'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '370369'),\n              ('Fare', '7.75'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '118'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Turpin, Mr. William John Robert'),\n              ('Sex', 'male'),\n              ('Age', '29'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '11668'),\n              ('Fare', '21'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '119'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Baxter, Mr. Quigg Edmond'),\n              ('Sex', 'male'),\n              ('Age', '24'),\n              ('SibSp', '0'),\n              ('Parch', '1'),\n              ('Ticket', 'PC 17558'),\n              ('Fare', '247.5208'),\n              ('Cabin', 'B58 B60'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '120'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Andersson, Miss. Ellis Anna Maria'),\n              ('Sex', 'female'),\n              ('Age', '2'),\n              ('SibSp', '4'),\n              ('Parch', '2'),\n              ('Ticket', '347082'),\n              ('Fare', '31.275'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '121'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Hickman, Mr. Stanley George'),\n              ('Sex', 'male'),\n              ('Age', '21'),\n              ('SibSp', '2'),\n              ('Parch', '0'),\n              ('Ticket', 'S.O.C. 14879'),\n              ('Fare', '73.5'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '122'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Moore, Mr. Leonard Charles'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'A4. 54510'),\n              ('Fare', '8.05'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '123'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Nasser, Mr. Nicholas'),\n              ('Sex', 'male'),\n              ('Age', '32.5'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '237736'),\n              ('Fare', '30.0708'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '124'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Webber, Miss. Susan'),\n              ('Sex', 'female'),\n              ('Age', '32.5'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '27267'),\n              ('Fare', '13'),\n              ('Cabin', 'E101'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '125'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'White, Mr. Percival Wayland'),\n              ('Sex', 'male'),\n              ('Age', '54'),\n              ('SibSp', '0'),\n              ('Parch', '1'),\n              ('Ticket', '35281'),\n              ('Fare', '77.2875'),\n              ('Cabin', 'D26'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '126'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Nicola-Yarred, Master. Elias'),\n              ('Sex', 'male'),\n              ('Age', '12'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '2651'),\n              ('Fare', '11.2417'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '127'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'McMahon, Mr. Martin'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '370372'),\n              ('Fare', '7.75'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '128'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Madsen, Mr. Fridtjof Arne'),\n              ('Sex', 'male'),\n              ('Age', '24'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'C 17369'),\n              ('Fare', '7.1417'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '129'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Peter, Miss. Anna'),\n              ('Sex', 'female'),\n              ('Age', ''),\n              ('SibSp', '1'),\n              ('Parch', '1'),\n              ('Ticket', '2668'),\n              ('Fare', '22.3583'),\n              ('Cabin', 'F E69'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '130'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Ekstrom, Mr. Johan'),\n              ('Sex', 'male'),\n              ('Age', '45'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '347061'),\n              ('Fare', '6.975'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '131'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Drazenoic, Mr. Jozef'),\n              ('Sex', 'male'),\n              ('Age', '33'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '349241'),\n              ('Fare', '7.8958'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '132'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Coelho, Mr. Domingos Fernandeo'),\n              ('Sex', 'male'),\n              ('Age', '20'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'SOTON/O.Q. 3101307'),\n              ('Fare', '7.05'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '133'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Robins, Mrs. Alexander A (Grace Charity Laury)'),\n              ('Sex', 'female'),\n              ('Age', '47'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', 'A/5. 3337'),\n              ('Fare', '14.5'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '134'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Weisz, Mrs. Leopold (Mathilde Francoise Pede)'),\n              ('Sex', 'female'),\n              ('Age', '29'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '228414'),\n              ('Fare', '26'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '135'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Sobey, Mr. Samuel James Hayden'),\n              ('Sex', 'male'),\n              ('Age', '25'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'C.A. 29178'),\n              ('Fare', '13'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '136'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Richard, Mr. Emile'),\n              ('Sex', 'male'),\n              ('Age', '23'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'SC/PARIS 2133'),\n              ('Fare', '15.0458'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '137'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Newsom, Miss. Helen Monypeny'),\n              ('Sex', 'female'),\n              ('Age', '19'),\n              ('SibSp', '0'),\n              ('Parch', '2'),\n              ('Ticket', '11752'),\n              ('Fare', '26.2833'),\n              ('Cabin', 'D47'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '138'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Futrelle, Mr. Jacques Heath'),\n              ('Sex', 'male'),\n              ('Age', '37'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '113803'),\n              ('Fare', '53.1'),\n              ('Cabin', 'C123'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '139'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Osen, Mr. Olaf Elon'),\n              ('Sex', 'male'),\n              ('Age', '16'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '7534'),\n              ('Fare', '9.2167'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '140'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Giglio, Mr. Victor'),\n              ('Sex', 'male'),\n              ('Age', '24'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'PC 17593'),\n              ('Fare', '79.2'),\n              ('Cabin', 'B86'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '141'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Boulos, Mrs. Joseph (Sultana)'),\n              ('Sex', 'female'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '2'),\n              ('Ticket', '2678'),\n              ('Fare', '15.2458'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '142'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Nysten, Miss. Anna Sofia'),\n              ('Sex', 'female'),\n              ('Age', '22'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '347081'),\n              ('Fare', '7.75'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '143'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Hakkarainen, Mrs. Pekka Pietari (Elin Matilda Dolck)'),\n              ('Sex', 'female'),\n              ('Age', '24'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', 'STON/O2. 3101279'),\n              ('Fare', '15.85'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '144'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Burke, Mr. Jeremiah'),\n              ('Sex', 'male'),\n              ('Age', '19'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '365222'),\n              ('Fare', '6.75'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '145'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Andrew, Mr. Edgardo Samuel'),\n              ('Sex', 'male'),\n              ('Age', '18'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '231945'),\n              ('Fare', '11.5'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '146'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Nicholls, Mr. Joseph Charles'),\n              ('Sex', 'male'),\n              ('Age', '19'),\n              ('SibSp', '1'),\n              ('Parch', '1'),\n              ('Ticket', 'C.A. 33112'),\n              ('Fare', '36.75'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '147'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Andersson, Mr. August Edvard (\"Wennerstrom\")'),\n              ('Sex', 'male'),\n              ('Age', '27'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '350043'),\n              ('Fare', '7.7958'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '148'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Ford, Miss. Robina Maggie \"Ruby\"'),\n              ('Sex', 'female'),\n              ('Age', '9'),\n              ('SibSp', '2'),\n              ('Parch', '2'),\n              ('Ticket', 'W./C. 6608'),\n              ('Fare', '34.375'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '149'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Navratil, Mr. Michel (\"Louis M Hoffman\")'),\n              ('Sex', 'male'),\n              ('Age', '36.5'),\n              ('SibSp', '0'),\n              ('Parch', '2'),\n              ('Ticket', '230080'),\n              ('Fare', '26'),\n              ('Cabin', 'F2'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '150'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Byles, Rev. Thomas Roussel Davids'),\n              ('Sex', 'male'),\n              ('Age', '42'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '244310'),\n              ('Fare', '13'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '151'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Bateman, Rev. Robert James'),\n              ('Sex', 'male'),\n              ('Age', '51'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'S.O.P. 1166'),\n              ('Fare', '12.525'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '152'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Pears, Mrs. Thomas (Edith Wearne)'),\n              ('Sex', 'female'),\n              ('Age', '22'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '113776'),\n              ('Fare', '66.6'),\n              ('Cabin', 'C2'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '153'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Meo, Mr. Alfonzo'),\n              ('Sex', 'male'),\n              ('Age', '55.5'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'A.5. 11206'),\n              ('Fare', '8.05'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '154'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'van Billiard, Mr. Austin Blyler'),\n              ('Sex', 'male'),\n              ('Age', '40.5'),\n              ('SibSp', '0'),\n              ('Parch', '2'),\n              ('Ticket', 'A/5. 851'),\n              ('Fare', '14.5'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '155'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Olsen, Mr. Ole Martin'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'Fa 265302'),\n              ('Fare', '7.3125'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '156'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Williams, Mr. Charles Duane'),\n              ('Sex', 'male'),\n              ('Age', '51'),\n              ('SibSp', '0'),\n              ('Parch', '1'),\n              ('Ticket', 'PC 17597'),\n              ('Fare', '61.3792'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '157'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Gilnagh, Miss. Katherine \"Katie\"'),\n              ('Sex', 'female'),\n              ('Age', '16'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '35851'),\n              ('Fare', '7.7333'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '158'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Corn, Mr. Harry'),\n              ('Sex', 'male'),\n              ('Age', '30'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'SOTON/OQ 392090'),\n              ('Fare', '8.05'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '159'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Smiljanic, Mr. Mile'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '315037'),\n              ('Fare', '8.6625'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '160'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Sage, Master. Thomas Henry'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '8'),\n              ('Parch', '2'),\n              ('Ticket', 'CA. 2343'),\n              ('Fare', '69.55'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '161'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Cribb, Mr. John Hatfield'),\n              ('Sex', 'male'),\n              ('Age', '44'),\n              ('SibSp', '0'),\n              ('Parch', '1'),\n              ('Ticket', '371362'),\n              ('Fare', '16.1'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '162'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Watt, Mrs. James (Elizabeth \"Bessie\" Inglis Milne)'),\n              ('Sex', 'female'),\n              ('Age', '40'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'C.A. 33595'),\n              ('Fare', '15.75'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '163'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Bengtsson, Mr. John Viktor'),\n              ('Sex', 'male'),\n              ('Age', '26'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '347068'),\n              ('Fare', '7.775'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '164'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Calic, Mr. Jovo'),\n              ('Sex', 'male'),\n              ('Age', '17'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '315093'),\n              ('Fare', '8.6625'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '165'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Panula, Master. Eino Viljami'),\n              ('Sex', 'male'),\n              ('Age', '1'),\n              ('SibSp', '4'),\n              ('Parch', '1'),\n              ('Ticket', '3101295'),\n              ('Fare', '39.6875'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '166'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Goldsmith, Master. Frank John William \"Frankie\"'),\n              ('Sex', 'male'),\n              ('Age', '9'),\n              ('SibSp', '0'),\n              ('Parch', '2'),\n              ('Ticket', '363291'),\n              ('Fare', '20.525'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '167'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Chibnall, Mrs. (Edith Martha Bowerman)'),\n              ('Sex', 'female'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '1'),\n              ('Ticket', '113505'),\n              ('Fare', '55'),\n              ('Cabin', 'E33'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '168'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Skoog, Mrs. William (Anna Bernhardina Karlsson)'),\n              ('Sex', 'female'),\n              ('Age', '45'),\n              ('SibSp', '1'),\n              ('Parch', '4'),\n              ('Ticket', '347088'),\n              ('Fare', '27.9'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '169'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Baumann, Mr. John D'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'PC 17318'),\n              ('Fare', '25.925'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '170'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Ling, Mr. Lee'),\n              ('Sex', 'male'),\n              ('Age', '28'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '1601'),\n              ('Fare', '56.4958'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '171'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Van der hoef, Mr. Wyckoff'),\n              ('Sex', 'male'),\n              ('Age', '61'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '111240'),\n              ('Fare', '33.5'),\n              ('Cabin', 'B19'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '172'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Rice, Master. Arthur'),\n              ('Sex', 'male'),\n              ('Age', '4'),\n              ('SibSp', '4'),\n              ('Parch', '1'),\n              ('Ticket', '382652'),\n              ('Fare', '29.125'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '173'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Johnson, Miss. Eleanor Ileen'),\n              ('Sex', 'female'),\n              ('Age', '1'),\n              ('SibSp', '1'),\n              ('Parch', '1'),\n              ('Ticket', '347742'),\n              ('Fare', '11.1333'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '174'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Sivola, Mr. Antti Wilhelm'),\n              ('Sex', 'male'),\n              ('Age', '21'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'STON/O 2. 3101280'),\n              ('Fare', '7.925'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '175'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Smith, Mr. James Clinch'),\n              ('Sex', 'male'),\n              ('Age', '56'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '17764'),\n              ('Fare', '30.6958'),\n              ('Cabin', 'A7'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '176'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Klasen, Mr. Klas Albin'),\n              ('Sex', 'male'),\n              ('Age', '18'),\n              ('SibSp', '1'),\n              ('Parch', '1'),\n              ('Ticket', '350404'),\n              ('Fare', '7.8542'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '177'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Lefebre, Master. Henry Forbes'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '3'),\n              ('Parch', '1'),\n              ('Ticket', '4133'),\n              ('Fare', '25.4667'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '178'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Isham, Miss. Ann Elizabeth'),\n              ('Sex', 'female'),\n              ('Age', '50'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'PC 17595'),\n              ('Fare', '28.7125'),\n              ('Cabin', 'C49'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '179'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Hale, Mr. Reginald'),\n              ('Sex', 'male'),\n              ('Age', '30'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '250653'),\n              ('Fare', '13'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '180'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Leonard, Mr. Lionel'),\n              ('Sex', 'male'),\n              ('Age', '36'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'LINE'),\n              ('Fare', '0'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '181'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Sage, Miss. Constance Gladys'),\n              ('Sex', 'female'),\n              ('Age', ''),\n              ('SibSp', '8'),\n              ('Parch', '2'),\n              ('Ticket', 'CA. 2343'),\n              ('Fare', '69.55'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '182'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Pernot, Mr. Rene'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'SC/PARIS 2131'),\n              ('Fare', '15.05'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '183'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Asplund, Master. Clarence Gustaf Hugo'),\n              ('Sex', 'male'),\n              ('Age', '9'),\n              ('SibSp', '4'),\n              ('Parch', '2'),\n              ('Ticket', '347077'),\n              ('Fare', '31.3875'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '184'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Becker, Master. Richard F'),\n              ('Sex', 'male'),\n              ('Age', '1'),\n              ('SibSp', '2'),\n              ('Parch', '1'),\n              ('Ticket', '230136'),\n              ('Fare', '39'),\n              ('Cabin', 'F4'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '185'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Kink-Heilmann, Miss. Luise Gretchen'),\n              ('Sex', 'female'),\n              ('Age', '4'),\n              ('SibSp', '0'),\n              ('Parch', '2'),\n              ('Ticket', '315153'),\n              ('Fare', '22.025'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '186'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Rood, Mr. Hugh Roscoe'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '113767'),\n              ('Fare', '50'),\n              ('Cabin', 'A32'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '187'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'O\\'Brien, Mrs. Thomas (Johanna \"Hannah\" Godfrey)'),\n              ('Sex', 'female'),\n              ('Age', ''),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '370365'),\n              ('Fare', '15.5'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '188'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Romaine, Mr. Charles Hallace (\"Mr C Rolmane\")'),\n              ('Sex', 'male'),\n              ('Age', '45'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '111428'),\n              ('Fare', '26.55'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '189'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Bourke, Mr. John'),\n              ('Sex', 'male'),\n              ('Age', '40'),\n              ('SibSp', '1'),\n              ('Parch', '1'),\n              ('Ticket', '364849'),\n              ('Fare', '15.5'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '190'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Turcin, Mr. Stjepan'),\n              ('Sex', 'male'),\n              ('Age', '36'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '349247'),\n              ('Fare', '7.8958'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '191'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Pinsky, Mrs. (Rosa)'),\n              ('Sex', 'female'),\n              ('Age', '32'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '234604'),\n              ('Fare', '13'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '192'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Carbines, Mr. William'),\n              ('Sex', 'male'),\n              ('Age', '19'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '28424'),\n              ('Fare', '13'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '193'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Andersen-Jensen, Miss. Carla Christine Nielsine'),\n              ('Sex', 'female'),\n              ('Age', '19'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '350046'),\n              ('Fare', '7.8542'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '194'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Navratil, Master. Michel M'),\n              ('Sex', 'male'),\n              ('Age', '3'),\n              ('SibSp', '1'),\n              ('Parch', '1'),\n              ('Ticket', '230080'),\n              ('Fare', '26'),\n              ('Cabin', 'F2'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '195'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Brown, Mrs. James Joseph (Margaret Tobin)'),\n              ('Sex', 'female'),\n              ('Age', '44'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'PC 17610'),\n              ('Fare', '27.7208'),\n              ('Cabin', 'B4'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '196'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Lurette, Miss. Elise'),\n              ('Sex', 'female'),\n              ('Age', '58'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'PC 17569'),\n              ('Fare', '146.5208'),\n              ('Cabin', 'B80'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '197'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Mernagh, Mr. Robert'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '368703'),\n              ('Fare', '7.75'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '198'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Olsen, Mr. Karl Siegwart Andreas'),\n              ('Sex', 'male'),\n              ('Age', '42'),\n              ('SibSp', '0'),\n              ('Parch', '1'),\n              ('Ticket', '4579'),\n              ('Fare', '8.4042'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '199'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Madigan, Miss. Margaret \"Maggie\"'),\n              ('Sex', 'female'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '370370'),\n              ('Fare', '7.75'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '200'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Yrois, Miss. Henriette (\"Mrs Harbeck\")'),\n              ('Sex', 'female'),\n              ('Age', '24'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '248747'),\n              ('Fare', '13'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '201'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Vande Walle, Mr. Nestor Cyriel'),\n              ('Sex', 'male'),\n              ('Age', '28'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '345770'),\n              ('Fare', '9.5'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '202'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Sage, Mr. Frederick'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '8'),\n              ('Parch', '2'),\n              ('Ticket', 'CA. 2343'),\n              ('Fare', '69.55'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '203'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Johanson, Mr. Jakob Alfred'),\n              ('Sex', 'male'),\n              ('Age', '34'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '3101264'),\n              ('Fare', '6.4958'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '204'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Youseff, Mr. Gerious'),\n              ('Sex', 'male'),\n              ('Age', '45.5'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '2628'),\n              ('Fare', '7.225'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '205'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Cohen, Mr. Gurshon \"Gus\"'),\n              ('Sex', 'male'),\n              ('Age', '18'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'A/5 3540'),\n              ('Fare', '8.05'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '206'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Strom, Miss. Telma Matilda'),\n              ('Sex', 'female'),\n              ('Age', '2'),\n              ('SibSp', '0'),\n              ('Parch', '1'),\n              ('Ticket', '347054'),\n              ('Fare', '10.4625'),\n              ('Cabin', 'G6'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '207'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Backstrom, Mr. Karl Alfred'),\n              ('Sex', 'male'),\n              ('Age', '32'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '3101278'),\n              ('Fare', '15.85'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '208'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Albimona, Mr. Nassef Cassem'),\n              ('Sex', 'male'),\n              ('Age', '26'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '2699'),\n              ('Fare', '18.7875'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '209'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Carr, Miss. Helen \"Ellen\"'),\n              ('Sex', 'female'),\n              ('Age', '16'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '367231'),\n              ('Fare', '7.75'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '210'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Blank, Mr. Henry'),\n              ('Sex', 'male'),\n              ('Age', '40'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '112277'),\n              ('Fare', '31'),\n              ('Cabin', 'A31'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '211'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Ali, Mr. Ahmed'),\n              ('Sex', 'male'),\n              ('Age', '24'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'SOTON/O.Q. 3101311'),\n              ('Fare', '7.05'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '212'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Cameron, Miss. Clear Annie'),\n              ('Sex', 'female'),\n              ('Age', '35'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'F.C.C. 13528'),\n              ('Fare', '21'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '213'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Perkin, Mr. John Henry'),\n              ('Sex', 'male'),\n              ('Age', '22'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'A/5 21174'),\n              ('Fare', '7.25'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '214'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Givard, Mr. Hans Kristensen'),\n              ('Sex', 'male'),\n              ('Age', '30'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '250646'),\n              ('Fare', '13'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '215'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Kiernan, Mr. Philip'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '367229'),\n              ('Fare', '7.75'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '216'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Newell, Miss. Madeleine'),\n              ('Sex', 'female'),\n              ('Age', '31'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '35273'),\n              ('Fare', '113.275'),\n              ('Cabin', 'D36'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '217'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Honkanen, Miss. Eliina'),\n              ('Sex', 'female'),\n              ('Age', '27'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'STON/O2. 3101283'),\n              ('Fare', '7.925'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '218'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Jacobsohn, Mr. Sidney Samuel'),\n              ('Sex', 'male'),\n              ('Age', '42'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '243847'),\n              ('Fare', '27'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '219'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Bazzani, Miss. Albina'),\n              ('Sex', 'female'),\n              ('Age', '32'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '11813'),\n              ('Fare', '76.2917'),\n              ('Cabin', 'D15'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '220'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Harris, Mr. Walter'),\n              ('Sex', 'male'),\n              ('Age', '30'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'W/C 14208'),\n              ('Fare', '10.5'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '221'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Sunderland, Mr. Victor Francis'),\n              ('Sex', 'male'),\n              ('Age', '16'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'SOTON/OQ 392089'),\n              ('Fare', '8.05'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '222'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Bracken, Mr. James H'),\n              ('Sex', 'male'),\n              ('Age', '27'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '220367'),\n              ('Fare', '13'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '223'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Green, Mr. George Henry'),\n              ('Sex', 'male'),\n              ('Age', '51'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '21440'),\n              ('Fare', '8.05'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '224'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Nenkoff, Mr. Christo'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '349234'),\n              ('Fare', '7.8958'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '225'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Hoyt, Mr. Frederick Maxfield'),\n              ('Sex', 'male'),\n              ('Age', '38'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '19943'),\n              ('Fare', '90'),\n              ('Cabin', 'C93'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '226'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Berglund, Mr. Karl Ivar Sven'),\n              ('Sex', 'male'),\n              ('Age', '22'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'PP 4348'),\n              ('Fare', '9.35'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '227'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Mellors, Mr. William John'),\n              ('Sex', 'male'),\n              ('Age', '19'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'SW/PP 751'),\n              ('Fare', '10.5'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '228'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Lovell, Mr. John Hall (\"Henry\")'),\n              ('Sex', 'male'),\n              ('Age', '20.5'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'A/5 21173'),\n              ('Fare', '7.25'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '229'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Fahlstrom, Mr. Arne Jonas'),\n              ('Sex', 'male'),\n              ('Age', '18'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '236171'),\n              ('Fare', '13'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '230'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Lefebre, Miss. Mathilde'),\n              ('Sex', 'female'),\n              ('Age', ''),\n              ('SibSp', '3'),\n              ('Parch', '1'),\n              ('Ticket', '4133'),\n              ('Fare', '25.4667'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '231'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Harris, Mrs. Henry Birkhardt (Irene Wallach)'),\n              ('Sex', 'female'),\n              ('Age', '35'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '36973'),\n              ('Fare', '83.475'),\n              ('Cabin', 'C83'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '232'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Larsson, Mr. Bengt Edvin'),\n              ('Sex', 'male'),\n              ('Age', '29'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '347067'),\n              ('Fare', '7.775'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '233'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Sjostedt, Mr. Ernst Adolf'),\n              ('Sex', 'male'),\n              ('Age', '59'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '237442'),\n              ('Fare', '13.5'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '234'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Asplund, Miss. Lillian Gertrud'),\n              ('Sex', 'female'),\n              ('Age', '5'),\n              ('SibSp', '4'),\n              ('Parch', '2'),\n              ('Ticket', '347077'),\n              ('Fare', '31.3875'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '235'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Leyson, Mr. Robert William Norman'),\n              ('Sex', 'male'),\n              ('Age', '24'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'C.A. 29566'),\n              ('Fare', '10.5'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '236'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Harknett, Miss. Alice Phoebe'),\n              ('Sex', 'female'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'W./C. 6609'),\n              ('Fare', '7.55'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '237'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Hold, Mr. Stephen'),\n              ('Sex', 'male'),\n              ('Age', '44'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '26707'),\n              ('Fare', '26'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '238'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Collyer, Miss. Marjorie \"Lottie\"'),\n              ('Sex', 'female'),\n              ('Age', '8'),\n              ('SibSp', '0'),\n              ('Parch', '2'),\n              ('Ticket', 'C.A. 31921'),\n              ('Fare', '26.25'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '239'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Pengelly, Mr. Frederick William'),\n              ('Sex', 'male'),\n              ('Age', '19'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '28665'),\n              ('Fare', '10.5'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '240'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Hunt, Mr. George Henry'),\n              ('Sex', 'male'),\n              ('Age', '33'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'SCO/W 1585'),\n              ('Fare', '12.275'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '241'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Zabour, Miss. Thamine'),\n              ('Sex', 'female'),\n              ('Age', ''),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '2665'),\n              ('Fare', '14.4542'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '242'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Murphy, Miss. Katherine \"Kate\"'),\n              ('Sex', 'female'),\n              ('Age', ''),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '367230'),\n              ('Fare', '15.5'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '243'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Coleridge, Mr. Reginald Charles'),\n              ('Sex', 'male'),\n              ('Age', '29'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'W./C. 14263'),\n              ('Fare', '10.5'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '244'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Maenpaa, Mr. Matti Alexanteri'),\n              ('Sex', 'male'),\n              ('Age', '22'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'STON/O 2. 3101275'),\n              ('Fare', '7.125'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '245'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Attalah, Mr. Sleiman'),\n              ('Sex', 'male'),\n              ('Age', '30'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '2694'),\n              ('Fare', '7.225'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '246'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Minahan, Dr. William Edward'),\n              ('Sex', 'male'),\n              ('Age', '44'),\n              ('SibSp', '2'),\n              ('Parch', '0'),\n              ('Ticket', '19928'),\n              ('Fare', '90'),\n              ('Cabin', 'C78'),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '247'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Lindahl, Miss. Agda Thorilda Viktoria'),\n              ('Sex', 'female'),\n              ('Age', '25'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '347071'),\n              ('Fare', '7.775'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '248'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Hamalainen, Mrs. William (Anna)'),\n              ('Sex', 'female'),\n              ('Age', '24'),\n              ('SibSp', '0'),\n              ('Parch', '2'),\n              ('Ticket', '250649'),\n              ('Fare', '14.5'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '249'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Beckwith, Mr. Richard Leonard'),\n              ('Sex', 'male'),\n              ('Age', '37'),\n              ('SibSp', '1'),\n              ('Parch', '1'),\n              ('Ticket', '11751'),\n              ('Fare', '52.5542'),\n              ('Cabin', 'D35'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '250'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Carter, Rev. Ernest Courtenay'),\n              ('Sex', 'male'),\n              ('Age', '54'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '244252'),\n              ('Fare', '26'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '251'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Reed, Mr. James George'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '362316'),\n              ('Fare', '7.25'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '252'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Strom, Mrs. Wilhelm (Elna Matilda Persson)'),\n              ('Sex', 'female'),\n              ('Age', '29'),\n              ('SibSp', '1'),\n              ('Parch', '1'),\n              ('Ticket', '347054'),\n              ('Fare', '10.4625'),\n              ('Cabin', 'G6'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '253'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Stead, Mr. William Thomas'),\n              ('Sex', 'male'),\n              ('Age', '62'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '113514'),\n              ('Fare', '26.55'),\n              ('Cabin', 'C87'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '254'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Lobb, Mr. William Arthur'),\n              ('Sex', 'male'),\n              ('Age', '30'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', 'A/5. 3336'),\n              ('Fare', '16.1'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '255'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Rosblom, Mrs. Viktor (Helena Wilhelmina)'),\n              ('Sex', 'female'),\n              ('Age', '41'),\n              ('SibSp', '0'),\n              ('Parch', '2'),\n              ('Ticket', '370129'),\n              ('Fare', '20.2125'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '256'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Touma, Mrs. Darwis (Hanne Youssef Razi)'),\n              ('Sex', 'female'),\n              ('Age', '29'),\n              ('SibSp', '0'),\n              ('Parch', '2'),\n              ('Ticket', '2650'),\n              ('Fare', '15.2458'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '257'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Thorne, Mrs. Gertrude Maybelle'),\n              ('Sex', 'female'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'PC 17585'),\n              ('Fare', '79.2'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '258'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Cherry, Miss. Gladys'),\n              ('Sex', 'female'),\n              ('Age', '30'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '110152'),\n              ('Fare', '86.5'),\n              ('Cabin', 'B77'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '259'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Ward, Miss. Anna'),\n              ('Sex', 'female'),\n              ('Age', '35'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'PC 17755'),\n              ('Fare', '512.3292'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '260'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Parrish, Mrs. (Lutie Davis)'),\n              ('Sex', 'female'),\n              ('Age', '50'),\n              ('SibSp', '0'),\n              ('Parch', '1'),\n              ('Ticket', '230433'),\n              ('Fare', '26'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '261'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Smith, Mr. Thomas'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '384461'),\n              ('Fare', '7.75'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '262'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Asplund, Master. Edvin Rojj Felix'),\n              ('Sex', 'male'),\n              ('Age', '3'),\n              ('SibSp', '4'),\n              ('Parch', '2'),\n              ('Ticket', '347077'),\n              ('Fare', '31.3875'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '263'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Taussig, Mr. Emil'),\n              ('Sex', 'male'),\n              ('Age', '52'),\n              ('SibSp', '1'),\n              ('Parch', '1'),\n              ('Ticket', '110413'),\n              ('Fare', '79.65'),\n              ('Cabin', 'E67'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '264'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Harrison, Mr. William'),\n              ('Sex', 'male'),\n              ('Age', '40'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '112059'),\n              ('Fare', '0'),\n              ('Cabin', 'B94'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '265'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Henry, Miss. Delia'),\n              ('Sex', 'female'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '382649'),\n              ('Fare', '7.75'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '266'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Reeves, Mr. David'),\n              ('Sex', 'male'),\n              ('Age', '36'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'C.A. 17248'),\n              ('Fare', '10.5'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '267'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Panula, Mr. Ernesti Arvid'),\n              ('Sex', 'male'),\n              ('Age', '16'),\n              ('SibSp', '4'),\n              ('Parch', '1'),\n              ('Ticket', '3101295'),\n              ('Fare', '39.6875'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '268'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Persson, Mr. Ernst Ulrik'),\n              ('Sex', 'male'),\n              ('Age', '25'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '347083'),\n              ('Fare', '7.775'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '269'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Graham, Mrs. William Thompson (Edith Junkins)'),\n              ('Sex', 'female'),\n              ('Age', '58'),\n              ('SibSp', '0'),\n              ('Parch', '1'),\n              ('Ticket', 'PC 17582'),\n              ('Fare', '153.4625'),\n              ('Cabin', 'C125'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '270'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Bissette, Miss. Amelia'),\n              ('Sex', 'female'),\n              ('Age', '35'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'PC 17760'),\n              ('Fare', '135.6333'),\n              ('Cabin', 'C99'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '271'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Cairns, Mr. Alexander'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '113798'),\n              ('Fare', '31'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '272'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Tornquist, Mr. William Henry'),\n              ('Sex', 'male'),\n              ('Age', '25'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'LINE'),\n              ('Fare', '0'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '273'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Mellinger, Mrs. (Elizabeth Anne Maidment)'),\n              ('Sex', 'female'),\n              ('Age', '41'),\n              ('SibSp', '0'),\n              ('Parch', '1'),\n              ('Ticket', '250644'),\n              ('Fare', '19.5'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '274'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Natsch, Mr. Charles H'),\n              ('Sex', 'male'),\n              ('Age', '37'),\n              ('SibSp', '0'),\n              ('Parch', '1'),\n              ('Ticket', 'PC 17596'),\n              ('Fare', '29.7'),\n              ('Cabin', 'C118'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '275'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Healy, Miss. Hanora \"Nora\"'),\n              ('Sex', 'female'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '370375'),\n              ('Fare', '7.75'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '276'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Andrews, Miss. Kornelia Theodosia'),\n              ('Sex', 'female'),\n              ('Age', '63'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '13502'),\n              ('Fare', '77.9583'),\n              ('Cabin', 'D7'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '277'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Lindblom, Miss. Augusta Charlotta'),\n              ('Sex', 'female'),\n              ('Age', '45'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '347073'),\n              ('Fare', '7.75'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '278'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Parkes, Mr. Francis \"Frank\"'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '239853'),\n              ('Fare', '0'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '279'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Rice, Master. Eric'),\n              ('Sex', 'male'),\n              ('Age', '7'),\n              ('SibSp', '4'),\n              ('Parch', '1'),\n              ('Ticket', '382652'),\n              ('Fare', '29.125'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '280'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Abbott, Mrs. Stanton (Rosa Hunt)'),\n              ('Sex', 'female'),\n              ('Age', '35'),\n              ('SibSp', '1'),\n              ('Parch', '1'),\n              ('Ticket', 'C.A. 2673'),\n              ('Fare', '20.25'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '281'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Duane, Mr. Frank'),\n              ('Sex', 'male'),\n              ('Age', '65'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '336439'),\n              ('Fare', '7.75'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '282'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Olsson, Mr. Nils Johan Goransson'),\n              ('Sex', 'male'),\n              ('Age', '28'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '347464'),\n              ('Fare', '7.8542'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '283'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'de Pelsmaeker, Mr. Alfons'),\n              ('Sex', 'male'),\n              ('Age', '16'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '345778'),\n              ('Fare', '9.5'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '284'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Dorking, Mr. Edward Arthur'),\n              ('Sex', 'male'),\n              ('Age', '19'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'A/5. 10482'),\n              ('Fare', '8.05'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '285'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Smith, Mr. Richard William'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '113056'),\n              ('Fare', '26'),\n              ('Cabin', 'A19'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '286'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Stankovic, Mr. Ivan'),\n              ('Sex', 'male'),\n              ('Age', '33'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '349239'),\n              ('Fare', '8.6625'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '287'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'de Mulder, Mr. Theodore'),\n              ('Sex', 'male'),\n              ('Age', '30'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '345774'),\n              ('Fare', '9.5'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '288'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Naidenoff, Mr. Penko'),\n              ('Sex', 'male'),\n              ('Age', '22'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '349206'),\n              ('Fare', '7.8958'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '289'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Hosono, Mr. Masabumi'),\n              ('Sex', 'male'),\n              ('Age', '42'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '237798'),\n              ('Fare', '13'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '290'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Connolly, Miss. Kate'),\n              ('Sex', 'female'),\n              ('Age', '22'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '370373'),\n              ('Fare', '7.75'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '291'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Barber, Miss. Ellen \"Nellie\"'),\n              ('Sex', 'female'),\n              ('Age', '26'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '19877'),\n              ('Fare', '78.85'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '292'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Bishop, Mrs. Dickinson H (Helen Walton)'),\n              ('Sex', 'female'),\n              ('Age', '19'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '11967'),\n              ('Fare', '91.0792'),\n              ('Cabin', 'B49'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '293'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Levy, Mr. Rene Jacques'),\n              ('Sex', 'male'),\n              ('Age', '36'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'SC/Paris 2163'),\n              ('Fare', '12.875'),\n              ('Cabin', 'D'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '294'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Haas, Miss. Aloisia'),\n              ('Sex', 'female'),\n              ('Age', '24'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '349236'),\n              ('Fare', '8.85'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '295'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Mineff, Mr. Ivan'),\n              ('Sex', 'male'),\n              ('Age', '24'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '349233'),\n              ('Fare', '7.8958'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '296'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Lewy, Mr. Ervin G'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'PC 17612'),\n              ('Fare', '27.7208'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '297'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Hanna, Mr. Mansour'),\n              ('Sex', 'male'),\n              ('Age', '23.5'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '2693'),\n              ('Fare', '7.2292'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '298'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Allison, Miss. Helen Loraine'),\n              ('Sex', 'female'),\n              ('Age', '2'),\n              ('SibSp', '1'),\n              ('Parch', '2'),\n              ('Ticket', '113781'),\n              ('Fare', '151.55'),\n              ('Cabin', 'C22 C26'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '299'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Saalfeld, Mr. Adolphe'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '19988'),\n              ('Fare', '30.5'),\n              ('Cabin', 'C106'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '300'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Baxter, Mrs. James (Helene DeLaudeniere Chaput)'),\n              ('Sex', 'female'),\n              ('Age', '50'),\n              ('SibSp', '0'),\n              ('Parch', '1'),\n              ('Ticket', 'PC 17558'),\n              ('Fare', '247.5208'),\n              ('Cabin', 'B58 B60'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '301'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Kelly, Miss. Anna Katherine \"Annie Kate\"'),\n              ('Sex', 'female'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '9234'),\n              ('Fare', '7.75'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '302'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'McCoy, Mr. Bernard'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '2'),\n              ('Parch', '0'),\n              ('Ticket', '367226'),\n              ('Fare', '23.25'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '303'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Johnson, Mr. William Cahoone Jr'),\n              ('Sex', 'male'),\n              ('Age', '19'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'LINE'),\n              ('Fare', '0'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '304'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Keane, Miss. Nora A'),\n              ('Sex', 'female'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '226593'),\n              ('Fare', '12.35'),\n              ('Cabin', 'E101'),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '305'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Williams, Mr. Howard Hugh \"Harry\"'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'A/5 2466'),\n              ('Fare', '8.05'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '306'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Allison, Master. Hudson Trevor'),\n              ('Sex', 'male'),\n              ('Age', '0.92'),\n              ('SibSp', '1'),\n              ('Parch', '2'),\n              ('Ticket', '113781'),\n              ('Fare', '151.55'),\n              ('Cabin', 'C22 C26'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '307'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Fleming, Miss. Margaret'),\n              ('Sex', 'female'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '17421'),\n              ('Fare', '110.8833'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '308'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name',\n               'Penasco y Castellana, Mrs. Victor de Satode (Maria Josefa Perez de Soto y Vallejo)'),\n              ('Sex', 'female'),\n              ('Age', '17'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', 'PC 17758'),\n              ('Fare', '108.9'),\n              ('Cabin', 'C65'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '309'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Abelson, Mr. Samuel'),\n              ('Sex', 'male'),\n              ('Age', '30'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', 'P/PP 3381'),\n              ('Fare', '24'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '310'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Francatelli, Miss. Laura Mabel'),\n              ('Sex', 'female'),\n              ('Age', '30'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'PC 17485'),\n              ('Fare', '56.9292'),\n              ('Cabin', 'E36'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '311'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Hays, Miss. Margaret Bechstein'),\n              ('Sex', 'female'),\n              ('Age', '24'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '11767'),\n              ('Fare', '83.1583'),\n              ('Cabin', 'C54'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '312'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Ryerson, Miss. Emily Borie'),\n              ('Sex', 'female'),\n              ('Age', '18'),\n              ('SibSp', '2'),\n              ('Parch', '2'),\n              ('Ticket', 'PC 17608'),\n              ('Fare', '262.375'),\n              ('Cabin', 'B57 B59 B63 B66'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '313'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Lahtinen, Mrs. William (Anna Sylfven)'),\n              ('Sex', 'female'),\n              ('Age', '26'),\n              ('SibSp', '1'),\n              ('Parch', '1'),\n              ('Ticket', '250651'),\n              ('Fare', '26'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '314'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Hendekovic, Mr. Ignjac'),\n              ('Sex', 'male'),\n              ('Age', '28'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '349243'),\n              ('Fare', '7.8958'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '315'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Hart, Mr. Benjamin'),\n              ('Sex', 'male'),\n              ('Age', '43'),\n              ('SibSp', '1'),\n              ('Parch', '1'),\n              ('Ticket', 'F.C.C. 13529'),\n              ('Fare', '26.25'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '316'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Nilsson, Miss. Helmina Josefina'),\n              ('Sex', 'female'),\n              ('Age', '26'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '347470'),\n              ('Fare', '7.8542'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '317'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Kantor, Mrs. Sinai (Miriam Sternin)'),\n              ('Sex', 'female'),\n              ('Age', '24'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '244367'),\n              ('Fare', '26'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '318'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Moraweck, Dr. Ernest'),\n              ('Sex', 'male'),\n              ('Age', '54'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '29011'),\n              ('Fare', '14'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '319'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Wick, Miss. Mary Natalie'),\n              ('Sex', 'female'),\n              ('Age', '31'),\n              ('SibSp', '0'),\n              ('Parch', '2'),\n              ('Ticket', '36928'),\n              ('Fare', '164.8667'),\n              ('Cabin', 'C7'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '320'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name',\n               'Spedden, Mrs. Frederic Oakley (Margaretta Corning Stone)'),\n              ('Sex', 'female'),\n              ('Age', '40'),\n              ('SibSp', '1'),\n              ('Parch', '1'),\n              ('Ticket', '16966'),\n              ('Fare', '134.5'),\n              ('Cabin', 'E34'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '321'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Dennis, Mr. Samuel'),\n              ('Sex', 'male'),\n              ('Age', '22'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'A/5 21172'),\n              ('Fare', '7.25'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '322'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Danoff, Mr. Yoto'),\n              ('Sex', 'male'),\n              ('Age', '27'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '349219'),\n              ('Fare', '7.8958'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '323'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Slayter, Miss. Hilda Mary'),\n              ('Sex', 'female'),\n              ('Age', '30'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '234818'),\n              ('Fare', '12.35'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '324'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Caldwell, Mrs. Albert Francis (Sylvia Mae Harbaugh)'),\n              ('Sex', 'female'),\n              ('Age', '22'),\n              ('SibSp', '1'),\n              ('Parch', '1'),\n              ('Ticket', '248738'),\n              ('Fare', '29'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '325'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Sage, Mr. George John Jr'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '8'),\n              ('Parch', '2'),\n              ('Ticket', 'CA. 2343'),\n              ('Fare', '69.55'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '326'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Young, Miss. Marie Grice'),\n              ('Sex', 'female'),\n              ('Age', '36'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'PC 17760'),\n              ('Fare', '135.6333'),\n              ('Cabin', 'C32'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '327'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Nysveen, Mr. Johan Hansen'),\n              ('Sex', 'male'),\n              ('Age', '61'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '345364'),\n              ('Fare', '6.2375'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '328'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Ball, Mrs. (Ada E Hall)'),\n              ('Sex', 'female'),\n              ('Age', '36'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '28551'),\n              ('Fare', '13'),\n              ('Cabin', 'D'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '329'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Goldsmith, Mrs. Frank John (Emily Alice Brown)'),\n              ('Sex', 'female'),\n              ('Age', '31'),\n              ('SibSp', '1'),\n              ('Parch', '1'),\n              ('Ticket', '363291'),\n              ('Fare', '20.525'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '330'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Hippach, Miss. Jean Gertrude'),\n              ('Sex', 'female'),\n              ('Age', '16'),\n              ('SibSp', '0'),\n              ('Parch', '1'),\n              ('Ticket', '111361'),\n              ('Fare', '57.9792'),\n              ('Cabin', 'B18'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '331'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'McCoy, Miss. Agnes'),\n              ('Sex', 'female'),\n              ('Age', ''),\n              ('SibSp', '2'),\n              ('Parch', '0'),\n              ('Ticket', '367226'),\n              ('Fare', '23.25'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '332'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Partner, Mr. Austen'),\n              ('Sex', 'male'),\n              ('Age', '45.5'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '113043'),\n              ('Fare', '28.5'),\n              ('Cabin', 'C124'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '333'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Graham, Mr. George Edward'),\n              ('Sex', 'male'),\n              ('Age', '38'),\n              ('SibSp', '0'),\n              ('Parch', '1'),\n              ('Ticket', 'PC 17582'),\n              ('Fare', '153.4625'),\n              ('Cabin', 'C91'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '334'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Vander Planke, Mr. Leo Edmondus'),\n              ('Sex', 'male'),\n              ('Age', '16'),\n              ('SibSp', '2'),\n              ('Parch', '0'),\n              ('Ticket', '345764'),\n              ('Fare', '18'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '335'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Frauenthal, Mrs. Henry William (Clara Heinsheimer)'),\n              ('Sex', 'female'),\n              ('Age', ''),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', 'PC 17611'),\n              ('Fare', '133.65'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '336'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Denkoff, Mr. Mitto'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '349225'),\n              ('Fare', '7.8958'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '337'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Pears, Mr. Thomas Clinton'),\n              ('Sex', 'male'),\n              ('Age', '29'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '113776'),\n              ('Fare', '66.6'),\n              ('Cabin', 'C2'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '338'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Burns, Miss. Elizabeth Margaret'),\n              ('Sex', 'female'),\n              ('Age', '41'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '16966'),\n              ('Fare', '134.5'),\n              ('Cabin', 'E40'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '339'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Dahl, Mr. Karl Edwart'),\n              ('Sex', 'male'),\n              ('Age', '45'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '7598'),\n              ('Fare', '8.05'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '340'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Blackwell, Mr. Stephen Weart'),\n              ('Sex', 'male'),\n              ('Age', '45'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '113784'),\n              ('Fare', '35.5'),\n              ('Cabin', 'T'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '341'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Navratil, Master. Edmond Roger'),\n              ('Sex', 'male'),\n              ('Age', '2'),\n              ('SibSp', '1'),\n              ('Parch', '1'),\n              ('Ticket', '230080'),\n              ('Fare', '26'),\n              ('Cabin', 'F2'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '342'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Fortune, Miss. Alice Elizabeth'),\n              ('Sex', 'female'),\n              ('Age', '24'),\n              ('SibSp', '3'),\n              ('Parch', '2'),\n              ('Ticket', '19950'),\n              ('Fare', '263'),\n              ('Cabin', 'C23 C25 C27'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '343'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Collander, Mr. Erik Gustaf'),\n              ('Sex', 'male'),\n              ('Age', '28'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '248740'),\n              ('Fare', '13'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '344'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Sedgwick, Mr. Charles Frederick Waddington'),\n              ('Sex', 'male'),\n              ('Age', '25'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '244361'),\n              ('Fare', '13'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '345'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Fox, Mr. Stanley Hubert'),\n              ('Sex', 'male'),\n              ('Age', '36'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '229236'),\n              ('Fare', '13'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '346'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Brown, Miss. Amelia \"Mildred\"'),\n              ('Sex', 'female'),\n              ('Age', '24'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '248733'),\n              ('Fare', '13'),\n              ('Cabin', 'F33'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '347'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Smith, Miss. Marion Elsie'),\n              ('Sex', 'female'),\n              ('Age', '40'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '31418'),\n              ('Fare', '13'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '348'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Davison, Mrs. Thomas Henry (Mary E Finck)'),\n              ('Sex', 'female'),\n              ('Age', ''),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '386525'),\n              ('Fare', '16.1'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '349'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Coutts, Master. William Loch \"William\"'),\n              ('Sex', 'male'),\n              ('Age', '3'),\n              ('SibSp', '1'),\n              ('Parch', '1'),\n              ('Ticket', 'C.A. 37671'),\n              ('Fare', '15.9'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '350'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Dimic, Mr. Jovan'),\n              ('Sex', 'male'),\n              ('Age', '42'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '315088'),\n              ('Fare', '8.6625'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '351'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Odahl, Mr. Nils Martin'),\n              ('Sex', 'male'),\n              ('Age', '23'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '7267'),\n              ('Fare', '9.225'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '352'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Williams-Lambert, Mr. Fletcher Fellows'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '113510'),\n              ('Fare', '35'),\n              ('Cabin', 'C128'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '353'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Elias, Mr. Tannous'),\n              ('Sex', 'male'),\n              ('Age', '15'),\n              ('SibSp', '1'),\n              ('Parch', '1'),\n              ('Ticket', '2695'),\n              ('Fare', '7.2292'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '354'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Arnold-Franchi, Mr. Josef'),\n              ('Sex', 'male'),\n              ('Age', '25'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '349237'),\n              ('Fare', '17.8'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '355'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Yousif, Mr. Wazli'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '2647'),\n              ('Fare', '7.225'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '356'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Vanden Steen, Mr. Leo Peter'),\n              ('Sex', 'male'),\n              ('Age', '28'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '345783'),\n              ('Fare', '9.5'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '357'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Bowerman, Miss. Elsie Edith'),\n              ('Sex', 'female'),\n              ('Age', '22'),\n              ('SibSp', '0'),\n              ('Parch', '1'),\n              ('Ticket', '113505'),\n              ('Fare', '55'),\n              ('Cabin', 'E33'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '358'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Funk, Miss. Annie Clemmer'),\n              ('Sex', 'female'),\n              ('Age', '38'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '237671'),\n              ('Fare', '13'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '359'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'McGovern, Miss. Mary'),\n              ('Sex', 'female'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '330931'),\n              ('Fare', '7.8792'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '360'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Mockler, Miss. Helen Mary \"Ellie\"'),\n              ('Sex', 'female'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '330980'),\n              ('Fare', '7.8792'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '361'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Skoog, Mr. Wilhelm'),\n              ('Sex', 'male'),\n              ('Age', '40'),\n              ('SibSp', '1'),\n              ('Parch', '4'),\n              ('Ticket', '347088'),\n              ('Fare', '27.9'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '362'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'del Carlo, Mr. Sebastiano'),\n              ('Sex', 'male'),\n              ('Age', '29'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', 'SC/PARIS 2167'),\n              ('Fare', '27.7208'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '363'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Barbara, Mrs. (Catherine David)'),\n              ('Sex', 'female'),\n              ('Age', '45'),\n              ('SibSp', '0'),\n              ('Parch', '1'),\n              ('Ticket', '2691'),\n              ('Fare', '14.4542'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '364'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Asim, Mr. Adola'),\n              ('Sex', 'male'),\n              ('Age', '35'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'SOTON/O.Q. 3101310'),\n              ('Fare', '7.05'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '365'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', \"O'Brien, Mr. Thomas\"),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '370365'),\n              ('Fare', '15.5'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '366'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Adahl, Mr. Mauritz Nils Martin'),\n              ('Sex', 'male'),\n              ('Age', '30'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'C 7076'),\n              ('Fare', '7.25'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '367'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Warren, Mrs. Frank Manley (Anna Sophia Atkinson)'),\n              ('Sex', 'female'),\n              ('Age', '60'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '110813'),\n              ('Fare', '75.25'),\n              ('Cabin', 'D37'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '368'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Moussa, Mrs. (Mantoura Boulos)'),\n              ('Sex', 'female'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '2626'),\n              ('Fare', '7.2292'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '369'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Jermyn, Miss. Annie'),\n              ('Sex', 'female'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '14313'),\n              ('Fare', '7.75'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '370'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Aubart, Mme. Leontine Pauline'),\n              ('Sex', 'female'),\n              ('Age', '24'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'PC 17477'),\n              ('Fare', '69.3'),\n              ('Cabin', 'B35'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '371'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Harder, Mr. George Achilles'),\n              ('Sex', 'male'),\n              ('Age', '25'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '11765'),\n              ('Fare', '55.4417'),\n              ('Cabin', 'E50'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '372'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Wiklund, Mr. Jakob Alfred'),\n              ('Sex', 'male'),\n              ('Age', '18'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '3101267'),\n              ('Fare', '6.4958'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '373'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Beavan, Mr. William Thomas'),\n              ('Sex', 'male'),\n              ('Age', '19'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '323951'),\n              ('Fare', '8.05'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '374'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Ringhini, Mr. Sante'),\n              ('Sex', 'male'),\n              ('Age', '22'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'PC 17760'),\n              ('Fare', '135.6333'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '375'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Palsson, Miss. Stina Viola'),\n              ('Sex', 'female'),\n              ('Age', '3'),\n              ('SibSp', '3'),\n              ('Parch', '1'),\n              ('Ticket', '349909'),\n              ('Fare', '21.075'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '376'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Meyer, Mrs. Edgar Joseph (Leila Saks)'),\n              ('Sex', 'female'),\n              ('Age', ''),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', 'PC 17604'),\n              ('Fare', '82.1708'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '377'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Landergren, Miss. Aurora Adelia'),\n              ('Sex', 'female'),\n              ('Age', '22'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'C 7077'),\n              ('Fare', '7.25'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '378'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Widener, Mr. Harry Elkins'),\n              ('Sex', 'male'),\n              ('Age', '27'),\n              ('SibSp', '0'),\n              ('Parch', '2'),\n              ('Ticket', '113503'),\n              ('Fare', '211.5'),\n              ('Cabin', 'C82'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '379'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Betros, Mr. Tannous'),\n              ('Sex', 'male'),\n              ('Age', '20'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '2648'),\n              ('Fare', '4.0125'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '380'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Gustafsson, Mr. Karl Gideon'),\n              ('Sex', 'male'),\n              ('Age', '19'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '347069'),\n              ('Fare', '7.775'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '381'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Bidois, Miss. Rosalie'),\n              ('Sex', 'female'),\n              ('Age', '42'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'PC 17757'),\n              ('Fare', '227.525'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '382'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Nakid, Miss. Maria (\"Mary\")'),\n              ('Sex', 'female'),\n              ('Age', '1'),\n              ('SibSp', '0'),\n              ('Parch', '2'),\n              ('Ticket', '2653'),\n              ('Fare', '15.7417'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '383'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Tikkanen, Mr. Juho'),\n              ('Sex', 'male'),\n              ('Age', '32'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'STON/O 2. 3101293'),\n              ('Fare', '7.925'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '384'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Holverson, Mrs. Alexander Oskar (Mary Aline Towner)'),\n              ('Sex', 'female'),\n              ('Age', '35'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '113789'),\n              ('Fare', '52'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '385'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Plotcharsky, Mr. Vasil'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '349227'),\n              ('Fare', '7.8958'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '386'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Davies, Mr. Charles Henry'),\n              ('Sex', 'male'),\n              ('Age', '18'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'S.O.C. 14879'),\n              ('Fare', '73.5'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '387'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Goodwin, Master. Sidney Leonard'),\n              ('Sex', 'male'),\n              ('Age', '1'),\n              ('SibSp', '5'),\n              ('Parch', '2'),\n              ('Ticket', 'CA 2144'),\n              ('Fare', '46.9'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '388'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Buss, Miss. Kate'),\n              ('Sex', 'female'),\n              ('Age', '36'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '27849'),\n              ('Fare', '13'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '389'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Sadlier, Mr. Matthew'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '367655'),\n              ('Fare', '7.7292'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '390'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Lehmann, Miss. Bertha'),\n              ('Sex', 'female'),\n              ('Age', '17'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'SC 1748'),\n              ('Fare', '12'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '391'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Carter, Mr. William Ernest'),\n              ('Sex', 'male'),\n              ('Age', '36'),\n              ('SibSp', '1'),\n              ('Parch', '2'),\n              ('Ticket', '113760'),\n              ('Fare', '120'),\n              ('Cabin', 'B96 B98'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '392'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Jansson, Mr. Carl Olof'),\n              ('Sex', 'male'),\n              ('Age', '21'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '350034'),\n              ('Fare', '7.7958'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '393'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Gustafsson, Mr. Johan Birger'),\n              ('Sex', 'male'),\n              ('Age', '28'),\n              ('SibSp', '2'),\n              ('Parch', '0'),\n              ('Ticket', '3101277'),\n              ('Fare', '7.925'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '394'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Newell, Miss. Marjorie'),\n              ('Sex', 'female'),\n              ('Age', '23'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '35273'),\n              ('Fare', '113.275'),\n              ('Cabin', 'D36'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '395'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Sandstrom, Mrs. Hjalmar (Agnes Charlotta Bengtsson)'),\n              ('Sex', 'female'),\n              ('Age', '24'),\n              ('SibSp', '0'),\n              ('Parch', '2'),\n              ('Ticket', 'PP 9549'),\n              ('Fare', '16.7'),\n              ('Cabin', 'G6'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '396'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Johansson, Mr. Erik'),\n              ('Sex', 'male'),\n              ('Age', '22'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '350052'),\n              ('Fare', '7.7958'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '397'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Olsson, Miss. Elina'),\n              ('Sex', 'female'),\n              ('Age', '31'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '350407'),\n              ('Fare', '7.8542'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '398'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'McKane, Mr. Peter David'),\n              ('Sex', 'male'),\n              ('Age', '46'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '28403'),\n              ('Fare', '26'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '399'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Pain, Dr. Alfred'),\n              ('Sex', 'male'),\n              ('Age', '23'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '244278'),\n              ('Fare', '10.5'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '400'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Trout, Mrs. William H (Jessie L)'),\n              ('Sex', 'female'),\n              ('Age', '28'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '240929'),\n              ('Fare', '12.65'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '401'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Niskanen, Mr. Juha'),\n              ('Sex', 'male'),\n              ('Age', '39'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'STON/O 2. 3101289'),\n              ('Fare', '7.925'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '402'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Adams, Mr. John'),\n              ('Sex', 'male'),\n              ('Age', '26'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '341826'),\n              ('Fare', '8.05'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '403'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Jussila, Miss. Mari Aina'),\n              ('Sex', 'female'),\n              ('Age', '21'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '4137'),\n              ('Fare', '9.825'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '404'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Hakkarainen, Mr. Pekka Pietari'),\n              ('Sex', 'male'),\n              ('Age', '28'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', 'STON/O2. 3101279'),\n              ('Fare', '15.85'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '405'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Oreskovic, Miss. Marija'),\n              ('Sex', 'female'),\n              ('Age', '20'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '315096'),\n              ('Fare', '8.6625'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '406'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Gale, Mr. Shadrach'),\n              ('Sex', 'male'),\n              ('Age', '34'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '28664'),\n              ('Fare', '21'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '407'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Widegren, Mr. Carl/Charles Peter'),\n              ('Sex', 'male'),\n              ('Age', '51'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '347064'),\n              ('Fare', '7.75'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '408'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Richards, Master. William Rowe'),\n              ('Sex', 'male'),\n              ('Age', '3'),\n              ('SibSp', '1'),\n              ('Parch', '1'),\n              ('Ticket', '29106'),\n              ('Fare', '18.75'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '409'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Birkeland, Mr. Hans Martin Monsen'),\n              ('Sex', 'male'),\n              ('Age', '21'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '312992'),\n              ('Fare', '7.775'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '410'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Lefebre, Miss. Ida'),\n              ('Sex', 'female'),\n              ('Age', ''),\n              ('SibSp', '3'),\n              ('Parch', '1'),\n              ('Ticket', '4133'),\n              ('Fare', '25.4667'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '411'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Sdycoff, Mr. Todor'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '349222'),\n              ('Fare', '7.8958'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '412'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Hart, Mr. Henry'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '394140'),\n              ('Fare', '6.8583'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '413'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Minahan, Miss. Daisy E'),\n              ('Sex', 'female'),\n              ('Age', '33'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '19928'),\n              ('Fare', '90'),\n              ('Cabin', 'C78'),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '414'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Cunningham, Mr. Alfred Fleming'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '239853'),\n              ('Fare', '0'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '415'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Sundman, Mr. Johan Julian'),\n              ('Sex', 'male'),\n              ('Age', '44'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'STON/O 2. 3101269'),\n              ('Fare', '7.925'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '416'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Meek, Mrs. Thomas (Annie Louise Rowley)'),\n              ('Sex', 'female'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '343095'),\n              ('Fare', '8.05'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '417'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Drew, Mrs. James Vivian (Lulu Thorne Christian)'),\n              ('Sex', 'female'),\n              ('Age', '34'),\n              ('SibSp', '1'),\n              ('Parch', '1'),\n              ('Ticket', '28220'),\n              ('Fare', '32.5'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '418'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Silven, Miss. Lyyli Karoliina'),\n              ('Sex', 'female'),\n              ('Age', '18'),\n              ('SibSp', '0'),\n              ('Parch', '2'),\n              ('Ticket', '250652'),\n              ('Fare', '13'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '419'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Matthews, Mr. William John'),\n              ('Sex', 'male'),\n              ('Age', '30'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '28228'),\n              ('Fare', '13'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '420'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Van Impe, Miss. Catharina'),\n              ('Sex', 'female'),\n              ('Age', '10'),\n              ('SibSp', '0'),\n              ('Parch', '2'),\n              ('Ticket', '345773'),\n              ('Fare', '24.15'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '421'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Gheorgheff, Mr. Stanio'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '349254'),\n              ('Fare', '7.8958'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '422'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Charters, Mr. David'),\n              ('Sex', 'male'),\n              ('Age', '21'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'A/5. 13032'),\n              ('Fare', '7.7333'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '423'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Zimmerman, Mr. Leo'),\n              ('Sex', 'male'),\n              ('Age', '29'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '315082'),\n              ('Fare', '7.875'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '424'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name',\n               'Danbom, Mrs. Ernst Gilbert (Anna Sigrid Maria Brogren)'),\n              ('Sex', 'female'),\n              ('Age', '28'),\n              ('SibSp', '1'),\n              ('Parch', '1'),\n              ('Ticket', '347080'),\n              ('Fare', '14.4'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '425'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Rosblom, Mr. Viktor Richard'),\n              ('Sex', 'male'),\n              ('Age', '18'),\n              ('SibSp', '1'),\n              ('Parch', '1'),\n              ('Ticket', '370129'),\n              ('Fare', '20.2125'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '426'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Wiseman, Mr. Phillippe'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'A/4. 34244'),\n              ('Fare', '7.25'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '427'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Clarke, Mrs. Charles V (Ada Maria Winfield)'),\n              ('Sex', 'female'),\n              ('Age', '28'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '2003'),\n              ('Fare', '26'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '428'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name',\n               'Phillips, Miss. Kate Florence (\"Mrs Kate Louise Phillips Marshall\")'),\n              ('Sex', 'female'),\n              ('Age', '19'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '250655'),\n              ('Fare', '26'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '429'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Flynn, Mr. James'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '364851'),\n              ('Fare', '7.75'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '430'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Pickard, Mr. Berk (Berk Trembisky)'),\n              ('Sex', 'male'),\n              ('Age', '32'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'SOTON/O.Q. 392078'),\n              ('Fare', '8.05'),\n              ('Cabin', 'E10'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '431'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Bjornstrom-Steffansson, Mr. Mauritz Hakan'),\n              ('Sex', 'male'),\n              ('Age', '28'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '110564'),\n              ('Fare', '26.55'),\n              ('Cabin', 'C52'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '432'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Thorneycroft, Mrs. Percival (Florence Kate White)'),\n              ('Sex', 'female'),\n              ('Age', ''),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '376564'),\n              ('Fare', '16.1'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '433'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Louch, Mrs. Charles Alexander (Alice Adelaide Slow)'),\n              ('Sex', 'female'),\n              ('Age', '42'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', 'SC/AH 3085'),\n              ('Fare', '26'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '434'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Kallio, Mr. Nikolai Erland'),\n              ('Sex', 'male'),\n              ('Age', '17'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'STON/O 2. 3101274'),\n              ('Fare', '7.125'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '435'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Silvey, Mr. William Baird'),\n              ('Sex', 'male'),\n              ('Age', '50'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '13507'),\n              ('Fare', '55.9'),\n              ('Cabin', 'E44'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '436'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Carter, Miss. Lucile Polk'),\n              ('Sex', 'female'),\n              ('Age', '14'),\n              ('SibSp', '1'),\n              ('Parch', '2'),\n              ('Ticket', '113760'),\n              ('Fare', '120'),\n              ('Cabin', 'B96 B98'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '437'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Ford, Miss. Doolina Margaret \"Daisy\"'),\n              ('Sex', 'female'),\n              ('Age', '21'),\n              ('SibSp', '2'),\n              ('Parch', '2'),\n              ('Ticket', 'W./C. 6608'),\n              ('Fare', '34.375'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '438'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Richards, Mrs. Sidney (Emily Hocking)'),\n              ('Sex', 'female'),\n              ('Age', '24'),\n              ('SibSp', '2'),\n              ('Parch', '3'),\n              ('Ticket', '29106'),\n              ('Fare', '18.75'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '439'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Fortune, Mr. Mark'),\n              ('Sex', 'male'),\n              ('Age', '64'),\n              ('SibSp', '1'),\n              ('Parch', '4'),\n              ('Ticket', '19950'),\n              ('Fare', '263'),\n              ('Cabin', 'C23 C25 C27'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '440'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Kvillner, Mr. Johan Henrik Johannesson'),\n              ('Sex', 'male'),\n              ('Age', '31'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'C.A. 18723'),\n              ('Fare', '10.5'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '441'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Hart, Mrs. Benjamin (Esther Ada Bloomfield)'),\n              ('Sex', 'female'),\n              ('Age', '45'),\n              ('SibSp', '1'),\n              ('Parch', '1'),\n              ('Ticket', 'F.C.C. 13529'),\n              ('Fare', '26.25'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '442'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Hampe, Mr. Leon'),\n              ('Sex', 'male'),\n              ('Age', '20'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '345769'),\n              ('Fare', '9.5'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '443'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Petterson, Mr. Johan Emil'),\n              ('Sex', 'male'),\n              ('Age', '25'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '347076'),\n              ('Fare', '7.775'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '444'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Reynaldo, Ms. Encarnacion'),\n              ('Sex', 'female'),\n              ('Age', '28'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '230434'),\n              ('Fare', '13'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '445'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Johannesen-Bratthammer, Mr. Bernt'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '65306'),\n              ('Fare', '8.1125'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '446'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Dodge, Master. Washington'),\n              ('Sex', 'male'),\n              ('Age', '4'),\n              ('SibSp', '0'),\n              ('Parch', '2'),\n              ('Ticket', '33638'),\n              ('Fare', '81.8583'),\n              ('Cabin', 'A34'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '447'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Mellinger, Miss. Madeleine Violet'),\n              ('Sex', 'female'),\n              ('Age', '13'),\n              ('SibSp', '0'),\n              ('Parch', '1'),\n              ('Ticket', '250644'),\n              ('Fare', '19.5'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '448'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Seward, Mr. Frederic Kimber'),\n              ('Sex', 'male'),\n              ('Age', '34'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '113794'),\n              ('Fare', '26.55'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '449'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Baclini, Miss. Marie Catherine'),\n              ('Sex', 'female'),\n              ('Age', '5'),\n              ('SibSp', '2'),\n              ('Parch', '1'),\n              ('Ticket', '2666'),\n              ('Fare', '19.2583'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '450'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Peuchen, Major. Arthur Godfrey'),\n              ('Sex', 'male'),\n              ('Age', '52'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '113786'),\n              ('Fare', '30.5'),\n              ('Cabin', 'C104'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '451'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'West, Mr. Edwy Arthur'),\n              ('Sex', 'male'),\n              ('Age', '36'),\n              ('SibSp', '1'),\n              ('Parch', '2'),\n              ('Ticket', 'C.A. 34651'),\n              ('Fare', '27.75'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '452'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Hagland, Mr. Ingvald Olai Olsen'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '65303'),\n              ('Fare', '19.9667'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '453'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Foreman, Mr. Benjamin Laventall'),\n              ('Sex', 'male'),\n              ('Age', '30'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '113051'),\n              ('Fare', '27.75'),\n              ('Cabin', 'C111'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '454'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Goldenberg, Mr. Samuel L'),\n              ('Sex', 'male'),\n              ('Age', '49'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '17453'),\n              ('Fare', '89.1042'),\n              ('Cabin', 'C92'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '455'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Peduzzi, Mr. Joseph'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'A/5 2817'),\n              ('Fare', '8.05'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '456'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Jalsevac, Mr. Ivan'),\n              ('Sex', 'male'),\n              ('Age', '29'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '349240'),\n              ('Fare', '7.8958'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '457'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Millet, Mr. Francis Davis'),\n              ('Sex', 'male'),\n              ('Age', '65'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '13509'),\n              ('Fare', '26.55'),\n              ('Cabin', 'E38'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '458'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Kenyon, Mrs. Frederick R (Marion)'),\n              ('Sex', 'female'),\n              ('Age', ''),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '17464'),\n              ('Fare', '51.8625'),\n              ('Cabin', 'D21'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '459'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Toomey, Miss. Ellen'),\n              ('Sex', 'female'),\n              ('Age', '50'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'F.C.C. 13531'),\n              ('Fare', '10.5'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '460'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', \"O'Connor, Mr. Maurice\"),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '371060'),\n              ('Fare', '7.75'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '461'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Anderson, Mr. Harry'),\n              ('Sex', 'male'),\n              ('Age', '48'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '19952'),\n              ('Fare', '26.55'),\n              ('Cabin', 'E12'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '462'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Morley, Mr. William'),\n              ('Sex', 'male'),\n              ('Age', '34'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '364506'),\n              ('Fare', '8.05'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '463'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Gee, Mr. Arthur H'),\n              ('Sex', 'male'),\n              ('Age', '47'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '111320'),\n              ('Fare', '38.5'),\n              ('Cabin', 'E63'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '464'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Milling, Mr. Jacob Christian'),\n              ('Sex', 'male'),\n              ('Age', '48'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '234360'),\n              ('Fare', '13'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '465'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Maisner, Mr. Simon'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'A/S 2816'),\n              ('Fare', '8.05'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '466'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Goncalves, Mr. Manuel Estanslas'),\n              ('Sex', 'male'),\n              ('Age', '38'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'SOTON/O.Q. 3101306'),\n              ('Fare', '7.05'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '467'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Campbell, Mr. William'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '239853'),\n              ('Fare', '0'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '468'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Smart, Mr. John Montgomery'),\n              ('Sex', 'male'),\n              ('Age', '56'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '113792'),\n              ('Fare', '26.55'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '469'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Scanlan, Mr. James'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '36209'),\n              ('Fare', '7.725'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '470'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Baclini, Miss. Helene Barbara'),\n              ('Sex', 'female'),\n              ('Age', '0.75'),\n              ('SibSp', '2'),\n              ('Parch', '1'),\n              ('Ticket', '2666'),\n              ('Fare', '19.2583'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '471'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Keefe, Mr. Arthur'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '323592'),\n              ('Fare', '7.25'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '472'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Cacic, Mr. Luka'),\n              ('Sex', 'male'),\n              ('Age', '38'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '315089'),\n              ('Fare', '8.6625'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '473'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'West, Mrs. Edwy Arthur (Ada Mary Worth)'),\n              ('Sex', 'female'),\n              ('Age', '33'),\n              ('SibSp', '1'),\n              ('Parch', '2'),\n              ('Ticket', 'C.A. 34651'),\n              ('Fare', '27.75'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '474'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Jerwan, Mrs. Amin S (Marie Marthe Thuillard)'),\n              ('Sex', 'female'),\n              ('Age', '23'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'SC/AH Basle 541'),\n              ('Fare', '13.7917'),\n              ('Cabin', 'D'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '475'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Strandberg, Miss. Ida Sofia'),\n              ('Sex', 'female'),\n              ('Age', '22'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '7553'),\n              ('Fare', '9.8375'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '476'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Clifford, Mr. George Quincy'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '110465'),\n              ('Fare', '52'),\n              ('Cabin', 'A14'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '477'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Renouf, Mr. Peter Henry'),\n              ('Sex', 'male'),\n              ('Age', '34'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '31027'),\n              ('Fare', '21'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '478'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Braund, Mr. Lewis Richard'),\n              ('Sex', 'male'),\n              ('Age', '29'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '3460'),\n              ('Fare', '7.0458'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '479'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Karlsson, Mr. Nils August'),\n              ('Sex', 'male'),\n              ('Age', '22'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '350060'),\n              ('Fare', '7.5208'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '480'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Hirvonen, Miss. Hildur E'),\n              ('Sex', 'female'),\n              ('Age', '2'),\n              ('SibSp', '0'),\n              ('Parch', '1'),\n              ('Ticket', '3101298'),\n              ('Fare', '12.2875'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '481'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Goodwin, Master. Harold Victor'),\n              ('Sex', 'male'),\n              ('Age', '9'),\n              ('SibSp', '5'),\n              ('Parch', '2'),\n              ('Ticket', 'CA 2144'),\n              ('Fare', '46.9'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '482'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Frost, Mr. Anthony Wood \"Archie\"'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '239854'),\n              ('Fare', '0'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '483'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Rouse, Mr. Richard Henry'),\n              ('Sex', 'male'),\n              ('Age', '50'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'A/5 3594'),\n              ('Fare', '8.05'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '484'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Turkula, Mrs. (Hedwig)'),\n              ('Sex', 'female'),\n              ('Age', '63'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '4134'),\n              ('Fare', '9.5875'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '485'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Bishop, Mr. Dickinson H'),\n              ('Sex', 'male'),\n              ('Age', '25'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '11967'),\n              ('Fare', '91.0792'),\n              ('Cabin', 'B49'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '486'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Lefebre, Miss. Jeannie'),\n              ('Sex', 'female'),\n              ('Age', ''),\n              ('SibSp', '3'),\n              ('Parch', '1'),\n              ('Ticket', '4133'),\n              ('Fare', '25.4667'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '487'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Hoyt, Mrs. Frederick Maxfield (Jane Anne Forby)'),\n              ('Sex', 'female'),\n              ('Age', '35'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '19943'),\n              ('Fare', '90'),\n              ('Cabin', 'C93'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '488'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Kent, Mr. Edward Austin'),\n              ('Sex', 'male'),\n              ('Age', '58'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '11771'),\n              ('Fare', '29.7'),\n              ('Cabin', 'B37'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '489'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Somerton, Mr. Francis William'),\n              ('Sex', 'male'),\n              ('Age', '30'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'A.5. 18509'),\n              ('Fare', '8.05'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '490'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Coutts, Master. Eden Leslie \"Neville\"'),\n              ('Sex', 'male'),\n              ('Age', '9'),\n              ('SibSp', '1'),\n              ('Parch', '1'),\n              ('Ticket', 'C.A. 37671'),\n              ('Fare', '15.9'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '491'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Hagland, Mr. Konrad Mathias Reiersen'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '65304'),\n              ('Fare', '19.9667'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '492'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Windelov, Mr. Einar'),\n              ('Sex', 'male'),\n              ('Age', '21'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'SOTON/OQ 3101317'),\n              ('Fare', '7.25'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '493'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Molson, Mr. Harry Markland'),\n              ('Sex', 'male'),\n              ('Age', '55'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '113787'),\n              ('Fare', '30.5'),\n              ('Cabin', 'C30'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '494'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Artagaveytia, Mr. Ramon'),\n              ('Sex', 'male'),\n              ('Age', '71'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'PC 17609'),\n              ('Fare', '49.5042'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '495'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Stanley, Mr. Edward Roland'),\n              ('Sex', 'male'),\n              ('Age', '21'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'A/4 45380'),\n              ('Fare', '8.05'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '496'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Yousseff, Mr. Gerious'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '2627'),\n              ('Fare', '14.4583'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '497'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Eustis, Miss. Elizabeth Mussey'),\n              ('Sex', 'female'),\n              ('Age', '54'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '36947'),\n              ('Fare', '78.2667'),\n              ('Cabin', 'D20'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '498'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Shellard, Mr. Frederick William'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'C.A. 6212'),\n              ('Fare', '15.1'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '499'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Allison, Mrs. Hudson J C (Bessie Waldo Daniels)'),\n              ('Sex', 'female'),\n              ('Age', '25'),\n              ('SibSp', '1'),\n              ('Parch', '2'),\n              ('Ticket', '113781'),\n              ('Fare', '151.55'),\n              ('Cabin', 'C22 C26'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '500'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Svensson, Mr. Olof'),\n              ('Sex', 'male'),\n              ('Age', '24'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '350035'),\n              ('Fare', '7.7958'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '501'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Calic, Mr. Petar'),\n              ('Sex', 'male'),\n              ('Age', '17'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '315086'),\n              ('Fare', '8.6625'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '502'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Canavan, Miss. Mary'),\n              ('Sex', 'female'),\n              ('Age', '21'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '364846'),\n              ('Fare', '7.75'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '503'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', \"O'Sullivan, Miss. Bridget Mary\"),\n              ('Sex', 'female'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '330909'),\n              ('Fare', '7.6292'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '504'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Laitinen, Miss. Kristina Sofia'),\n              ('Sex', 'female'),\n              ('Age', '37'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '4135'),\n              ('Fare', '9.5875'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '505'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Maioni, Miss. Roberta'),\n              ('Sex', 'female'),\n              ('Age', '16'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '110152'),\n              ('Fare', '86.5'),\n              ('Cabin', 'B79'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '506'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Penasco y Castellana, Mr. Victor de Satode'),\n              ('Sex', 'male'),\n              ('Age', '18'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', 'PC 17758'),\n              ('Fare', '108.9'),\n              ('Cabin', 'C65'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '507'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Quick, Mrs. Frederick Charles (Jane Richards)'),\n              ('Sex', 'female'),\n              ('Age', '33'),\n              ('SibSp', '0'),\n              ('Parch', '2'),\n              ('Ticket', '26360'),\n              ('Fare', '26'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '508'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Bradley, Mr. George (\"George Arthur Brayton\")'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '111427'),\n              ('Fare', '26.55'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '509'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Olsen, Mr. Henry Margido'),\n              ('Sex', 'male'),\n              ('Age', '28'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'C 4001'),\n              ('Fare', '22.525'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '510'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Lang, Mr. Fang'),\n              ('Sex', 'male'),\n              ('Age', '26'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '1601'),\n              ('Fare', '56.4958'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '511'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Daly, Mr. Eugene Patrick'),\n              ('Sex', 'male'),\n              ('Age', '29'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '382651'),\n              ('Fare', '7.75'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '512'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Webber, Mr. James'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'SOTON/OQ 3101316'),\n              ('Fare', '8.05'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '513'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'McGough, Mr. James Robert'),\n              ('Sex', 'male'),\n              ('Age', '36'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'PC 17473'),\n              ('Fare', '26.2875'),\n              ('Cabin', 'E25'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '514'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Rothschild, Mrs. Martin (Elizabeth L. Barrett)'),\n              ('Sex', 'female'),\n              ('Age', '54'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', 'PC 17603'),\n              ('Fare', '59.4'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '515'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Coleff, Mr. Satio'),\n              ('Sex', 'male'),\n              ('Age', '24'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '349209'),\n              ('Fare', '7.4958'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '516'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Walker, Mr. William Anderson'),\n              ('Sex', 'male'),\n              ('Age', '47'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '36967'),\n              ('Fare', '34.0208'),\n              ('Cabin', 'D46'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '517'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Lemore, Mrs. (Amelia Milley)'),\n              ('Sex', 'female'),\n              ('Age', '34'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'C.A. 34260'),\n              ('Fare', '10.5'),\n              ('Cabin', 'F33'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '518'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Ryan, Mr. Patrick'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '371110'),\n              ('Fare', '24.15'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '519'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Angle, Mrs. William A (Florence \"Mary\" Agnes Hughes)'),\n              ('Sex', 'female'),\n              ('Age', '36'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '226875'),\n              ('Fare', '26'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '520'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Pavlovic, Mr. Stefo'),\n              ('Sex', 'male'),\n              ('Age', '32'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '349242'),\n              ('Fare', '7.8958'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '521'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Perreault, Miss. Anne'),\n              ('Sex', 'female'),\n              ('Age', '30'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '12749'),\n              ('Fare', '93.5'),\n              ('Cabin', 'B73'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '522'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Vovk, Mr. Janko'),\n              ('Sex', 'male'),\n              ('Age', '22'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '349252'),\n              ('Fare', '7.8958'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '523'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Lahoud, Mr. Sarkis'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '2624'),\n              ('Fare', '7.225'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '524'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Hippach, Mrs. Louis Albert (Ida Sophia Fischer)'),\n              ('Sex', 'female'),\n              ('Age', '44'),\n              ('SibSp', '0'),\n              ('Parch', '1'),\n              ('Ticket', '111361'),\n              ('Fare', '57.9792'),\n              ('Cabin', 'B18'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '525'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Kassem, Mr. Fared'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '2700'),\n              ('Fare', '7.2292'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '526'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Farrell, Mr. James'),\n              ('Sex', 'male'),\n              ('Age', '40.5'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '367232'),\n              ('Fare', '7.75'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '527'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Ridsdale, Miss. Lucy'),\n              ('Sex', 'female'),\n              ('Age', '50'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'W./C. 14258'),\n              ('Fare', '10.5'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '528'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Farthing, Mr. John'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'PC 17483'),\n              ('Fare', '221.7792'),\n              ('Cabin', 'C95'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '529'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Salonen, Mr. Johan Werner'),\n              ('Sex', 'male'),\n              ('Age', '39'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '3101296'),\n              ('Fare', '7.925'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '530'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Hocking, Mr. Richard George'),\n              ('Sex', 'male'),\n              ('Age', '23'),\n              ('SibSp', '2'),\n              ('Parch', '1'),\n              ('Ticket', '29104'),\n              ('Fare', '11.5'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '531'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Quick, Miss. Phyllis May'),\n              ('Sex', 'female'),\n              ('Age', '2'),\n              ('SibSp', '1'),\n              ('Parch', '1'),\n              ('Ticket', '26360'),\n              ('Fare', '26'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '532'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Toufik, Mr. Nakli'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '2641'),\n              ('Fare', '7.2292'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '533'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Elias, Mr. Joseph Jr'),\n              ('Sex', 'male'),\n              ('Age', '17'),\n              ('SibSp', '1'),\n              ('Parch', '1'),\n              ('Ticket', '2690'),\n              ('Fare', '7.2292'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '534'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Peter, Mrs. Catherine (Catherine Rizk)'),\n              ('Sex', 'female'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '2'),\n              ('Ticket', '2668'),\n              ('Fare', '22.3583'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '535'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Cacic, Miss. Marija'),\n              ('Sex', 'female'),\n              ('Age', '30'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '315084'),\n              ('Fare', '8.6625'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '536'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Hart, Miss. Eva Miriam'),\n              ('Sex', 'female'),\n              ('Age', '7'),\n              ('SibSp', '0'),\n              ('Parch', '2'),\n              ('Ticket', 'F.C.C. 13529'),\n              ('Fare', '26.25'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '537'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Butt, Major. Archibald Willingham'),\n              ('Sex', 'male'),\n              ('Age', '45'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '113050'),\n              ('Fare', '26.55'),\n              ('Cabin', 'B38'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '538'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'LeRoy, Miss. Bertha'),\n              ('Sex', 'female'),\n              ('Age', '30'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'PC 17761'),\n              ('Fare', '106.425'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '539'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Risien, Mr. Samuel Beard'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '364498'),\n              ('Fare', '14.5'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '540'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Frolicher, Miss. Hedwig Margaritha'),\n              ('Sex', 'female'),\n              ('Age', '22'),\n              ('SibSp', '0'),\n              ('Parch', '2'),\n              ('Ticket', '13568'),\n              ('Fare', '49.5'),\n              ('Cabin', 'B39'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '541'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Crosby, Miss. Harriet R'),\n              ('Sex', 'female'),\n              ('Age', '36'),\n              ('SibSp', '0'),\n              ('Parch', '2'),\n              ('Ticket', 'WE/P 5735'),\n              ('Fare', '71'),\n              ('Cabin', 'B22'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '542'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Andersson, Miss. Ingeborg Constanzia'),\n              ('Sex', 'female'),\n              ('Age', '9'),\n              ('SibSp', '4'),\n              ('Parch', '2'),\n              ('Ticket', '347082'),\n              ('Fare', '31.275'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '543'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Andersson, Miss. Sigrid Elisabeth'),\n              ('Sex', 'female'),\n              ('Age', '11'),\n              ('SibSp', '4'),\n              ('Parch', '2'),\n              ('Ticket', '347082'),\n              ('Fare', '31.275'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '544'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Beane, Mr. Edward'),\n              ('Sex', 'male'),\n              ('Age', '32'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '2908'),\n              ('Fare', '26'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '545'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Douglas, Mr. Walter Donald'),\n              ('Sex', 'male'),\n              ('Age', '50'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', 'PC 17761'),\n              ('Fare', '106.425'),\n              ('Cabin', 'C86'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '546'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Nicholson, Mr. Arthur Ernest'),\n              ('Sex', 'male'),\n              ('Age', '64'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '693'),\n              ('Fare', '26'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '547'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Beane, Mrs. Edward (Ethel Clarke)'),\n              ('Sex', 'female'),\n              ('Age', '19'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '2908'),\n              ('Fare', '26'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '548'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Padro y Manent, Mr. Julian'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'SC/PARIS 2146'),\n              ('Fare', '13.8625'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '549'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Goldsmith, Mr. Frank John'),\n              ('Sex', 'male'),\n              ('Age', '33'),\n              ('SibSp', '1'),\n              ('Parch', '1'),\n              ('Ticket', '363291'),\n              ('Fare', '20.525'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '550'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Davies, Master. John Morgan Jr'),\n              ('Sex', 'male'),\n              ('Age', '8'),\n              ('SibSp', '1'),\n              ('Parch', '1'),\n              ('Ticket', 'C.A. 33112'),\n              ('Fare', '36.75'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '551'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Thayer, Mr. John Borland Jr'),\n              ('Sex', 'male'),\n              ('Age', '17'),\n              ('SibSp', '0'),\n              ('Parch', '2'),\n              ('Ticket', '17421'),\n              ('Fare', '110.8833'),\n              ('Cabin', 'C70'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '552'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Sharp, Mr. Percival James R'),\n              ('Sex', 'male'),\n              ('Age', '27'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '244358'),\n              ('Fare', '26'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '553'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', \"O'Brien, Mr. Timothy\"),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '330979'),\n              ('Fare', '7.8292'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '554'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Leeni, Mr. Fahim (\"Philip Zenni\")'),\n              ('Sex', 'male'),\n              ('Age', '22'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '2620'),\n              ('Fare', '7.225'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '555'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Ohman, Miss. Velin'),\n              ('Sex', 'female'),\n              ('Age', '22'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '347085'),\n              ('Fare', '7.775'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '556'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Wright, Mr. George'),\n              ('Sex', 'male'),\n              ('Age', '62'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '113807'),\n              ('Fare', '26.55'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '557'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name',\n               'Duff Gordon, Lady. (Lucille Christiana Sutherland) (\"Mrs Morgan\")'),\n              ('Sex', 'female'),\n              ('Age', '48'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '11755'),\n              ('Fare', '39.6'),\n              ('Cabin', 'A16'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '558'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Robbins, Mr. Victor'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'PC 17757'),\n              ('Fare', '227.525'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '559'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Taussig, Mrs. Emil (Tillie Mandelbaum)'),\n              ('Sex', 'female'),\n              ('Age', '39'),\n              ('SibSp', '1'),\n              ('Parch', '1'),\n              ('Ticket', '110413'),\n              ('Fare', '79.65'),\n              ('Cabin', 'E67'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '560'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'de Messemaeker, Mrs. Guillaume Joseph (Emma)'),\n              ('Sex', 'female'),\n              ('Age', '36'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '345572'),\n              ('Fare', '17.4'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '561'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Morrow, Mr. Thomas Rowan'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '372622'),\n              ('Fare', '7.75'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '562'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Sivic, Mr. Husein'),\n              ('Sex', 'male'),\n              ('Age', '40'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '349251'),\n              ('Fare', '7.8958'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '563'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Norman, Mr. Robert Douglas'),\n              ('Sex', 'male'),\n              ('Age', '28'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '218629'),\n              ('Fare', '13.5'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '564'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Simmons, Mr. John'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'SOTON/OQ 392082'),\n              ('Fare', '8.05'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '565'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Meanwell, Miss. (Marion Ogden)'),\n              ('Sex', 'female'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'SOTON/O.Q. 392087'),\n              ('Fare', '8.05'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '566'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Davies, Mr. Alfred J'),\n              ('Sex', 'male'),\n              ('Age', '24'),\n              ('SibSp', '2'),\n              ('Parch', '0'),\n              ('Ticket', 'A/4 48871'),\n              ('Fare', '24.15'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '567'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Stoytcheff, Mr. Ilia'),\n              ('Sex', 'male'),\n              ('Age', '19'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '349205'),\n              ('Fare', '7.8958'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '568'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Palsson, Mrs. Nils (Alma Cornelia Berglund)'),\n              ('Sex', 'female'),\n              ('Age', '29'),\n              ('SibSp', '0'),\n              ('Parch', '4'),\n              ('Ticket', '349909'),\n              ('Fare', '21.075'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '569'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Doharr, Mr. Tannous'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '2686'),\n              ('Fare', '7.2292'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '570'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Jonsson, Mr. Carl'),\n              ('Sex', 'male'),\n              ('Age', '32'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '350417'),\n              ('Fare', '7.8542'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '571'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Harris, Mr. George'),\n              ('Sex', 'male'),\n              ('Age', '62'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'S.W./PP 752'),\n              ('Fare', '10.5'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '572'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Appleton, Mrs. Edward Dale (Charlotte Lamson)'),\n              ('Sex', 'female'),\n              ('Age', '53'),\n              ('SibSp', '2'),\n              ('Parch', '0'),\n              ('Ticket', '11769'),\n              ('Fare', '51.4792'),\n              ('Cabin', 'C101'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '573'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Flynn, Mr. John Irwin (\"Irving\")'),\n              ('Sex', 'male'),\n              ('Age', '36'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'PC 17474'),\n              ('Fare', '26.3875'),\n              ('Cabin', 'E25'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '574'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Kelly, Miss. Mary'),\n              ('Sex', 'female'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '14312'),\n              ('Fare', '7.75'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '575'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Rush, Mr. Alfred George John'),\n              ('Sex', 'male'),\n              ('Age', '16'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'A/4. 20589'),\n              ('Fare', '8.05'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '576'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Patchett, Mr. George'),\n              ('Sex', 'male'),\n              ('Age', '19'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '358585'),\n              ('Fare', '14.5'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '577'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Garside, Miss. Ethel'),\n              ('Sex', 'female'),\n              ('Age', '34'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '243880'),\n              ('Fare', '13'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '578'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Silvey, Mrs. William Baird (Alice Munger)'),\n              ('Sex', 'female'),\n              ('Age', '39'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '13507'),\n              ('Fare', '55.9'),\n              ('Cabin', 'E44'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '579'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Caram, Mrs. Joseph (Maria Elias)'),\n              ('Sex', 'female'),\n              ('Age', ''),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '2689'),\n              ('Fare', '14.4583'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '580'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Jussila, Mr. Eiriik'),\n              ('Sex', 'male'),\n              ('Age', '32'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'STON/O 2. 3101286'),\n              ('Fare', '7.925'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '581'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Christy, Miss. Julie Rachel'),\n              ('Sex', 'female'),\n              ('Age', '25'),\n              ('SibSp', '1'),\n              ('Parch', '1'),\n              ('Ticket', '237789'),\n              ('Fare', '30'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '582'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Thayer, Mrs. John Borland (Marian Longstreth Morris)'),\n              ('Sex', 'female'),\n              ('Age', '39'),\n              ('SibSp', '1'),\n              ('Parch', '1'),\n              ('Ticket', '17421'),\n              ('Fare', '110.8833'),\n              ('Cabin', 'C68'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '583'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Downton, Mr. William James'),\n              ('Sex', 'male'),\n              ('Age', '54'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '28403'),\n              ('Fare', '26'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '584'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Ross, Mr. John Hugo'),\n              ('Sex', 'male'),\n              ('Age', '36'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '13049'),\n              ('Fare', '40.125'),\n              ('Cabin', 'A10'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '585'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Paulner, Mr. Uscher'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '3411'),\n              ('Fare', '8.7125'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '586'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Taussig, Miss. Ruth'),\n              ('Sex', 'female'),\n              ('Age', '18'),\n              ('SibSp', '0'),\n              ('Parch', '2'),\n              ('Ticket', '110413'),\n              ('Fare', '79.65'),\n              ('Cabin', 'E68'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '587'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Jarvis, Mr. John Denzil'),\n              ('Sex', 'male'),\n              ('Age', '47'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '237565'),\n              ('Fare', '15'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '588'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Frolicher-Stehli, Mr. Maxmillian'),\n              ('Sex', 'male'),\n              ('Age', '60'),\n              ('SibSp', '1'),\n              ('Parch', '1'),\n              ('Ticket', '13567'),\n              ('Fare', '79.2'),\n              ('Cabin', 'B41'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '589'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Gilinski, Mr. Eliezer'),\n              ('Sex', 'male'),\n              ('Age', '22'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '14973'),\n              ('Fare', '8.05'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '590'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Murdlin, Mr. Joseph'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'A./5. 3235'),\n              ('Fare', '8.05'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '591'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Rintamaki, Mr. Matti'),\n              ('Sex', 'male'),\n              ('Age', '35'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'STON/O 2. 3101273'),\n              ('Fare', '7.125'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '592'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Stephenson, Mrs. Walter Bertram (Martha Eustis)'),\n              ('Sex', 'female'),\n              ('Age', '52'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '36947'),\n              ('Fare', '78.2667'),\n              ('Cabin', 'D20'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '593'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Elsbury, Mr. William James'),\n              ('Sex', 'male'),\n              ('Age', '47'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'A/5 3902'),\n              ('Fare', '7.25'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '594'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Bourke, Miss. Mary'),\n              ('Sex', 'female'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '2'),\n              ('Ticket', '364848'),\n              ('Fare', '7.75'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '595'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Chapman, Mr. John Henry'),\n              ('Sex', 'male'),\n              ('Age', '37'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', 'SC/AH 29037'),\n              ('Fare', '26'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '596'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Van Impe, Mr. Jean Baptiste'),\n              ('Sex', 'male'),\n              ('Age', '36'),\n              ('SibSp', '1'),\n              ('Parch', '1'),\n              ('Ticket', '345773'),\n              ('Fare', '24.15'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '597'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Leitch, Miss. Jessie Wills'),\n              ('Sex', 'female'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '248727'),\n              ('Fare', '33'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '598'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Johnson, Mr. Alfred'),\n              ('Sex', 'male'),\n              ('Age', '49'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'LINE'),\n              ('Fare', '0'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '599'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Boulos, Mr. Hanna'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '2664'),\n              ('Fare', '7.225'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '600'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Duff Gordon, Sir. Cosmo Edmund (\"Mr Morgan\")'),\n              ('Sex', 'male'),\n              ('Age', '49'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', 'PC 17485'),\n              ('Fare', '56.9292'),\n              ('Cabin', 'A20'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '601'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Jacobsohn, Mrs. Sidney Samuel (Amy Frances Christy)'),\n              ('Sex', 'female'),\n              ('Age', '24'),\n              ('SibSp', '2'),\n              ('Parch', '1'),\n              ('Ticket', '243847'),\n              ('Fare', '27'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '602'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Slabenoff, Mr. Petco'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '349214'),\n              ('Fare', '7.8958'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '603'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Harrington, Mr. Charles H'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '113796'),\n              ('Fare', '42.4'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '604'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Torber, Mr. Ernst William'),\n              ('Sex', 'male'),\n              ('Age', '44'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '364511'),\n              ('Fare', '8.05'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '605'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Homer, Mr. Harry (\"Mr E Haven\")'),\n              ('Sex', 'male'),\n              ('Age', '35'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '111426'),\n              ('Fare', '26.55'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '606'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Lindell, Mr. Edvard Bengtsson'),\n              ('Sex', 'male'),\n              ('Age', '36'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '349910'),\n              ('Fare', '15.55'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '607'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Karaic, Mr. Milan'),\n              ('Sex', 'male'),\n              ('Age', '30'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '349246'),\n              ('Fare', '7.8958'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '608'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Daniel, Mr. Robert Williams'),\n              ('Sex', 'male'),\n              ('Age', '27'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '113804'),\n              ('Fare', '30.5'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '609'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name',\n               'Laroche, Mrs. Joseph (Juliette Marie Louise Lafargue)'),\n              ('Sex', 'female'),\n              ('Age', '22'),\n              ('SibSp', '1'),\n              ('Parch', '2'),\n              ('Ticket', 'SC/Paris 2123'),\n              ('Fare', '41.5792'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '610'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Shutes, Miss. Elizabeth W'),\n              ('Sex', 'female'),\n              ('Age', '40'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'PC 17582'),\n              ('Fare', '153.4625'),\n              ('Cabin', 'C125'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '611'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name',\n               'Andersson, Mrs. Anders Johan (Alfrida Konstantia Brogren)'),\n              ('Sex', 'female'),\n              ('Age', '39'),\n              ('SibSp', '1'),\n              ('Parch', '5'),\n              ('Ticket', '347082'),\n              ('Fare', '31.275'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '612'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Jardin, Mr. Jose Neto'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'SOTON/O.Q. 3101305'),\n              ('Fare', '7.05'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '613'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Murphy, Miss. Margaret Jane'),\n              ('Sex', 'female'),\n              ('Age', ''),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '367230'),\n              ('Fare', '15.5'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '614'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Horgan, Mr. John'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '370377'),\n              ('Fare', '7.75'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '615'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Brocklebank, Mr. William Alfred'),\n              ('Sex', 'male'),\n              ('Age', '35'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '364512'),\n              ('Fare', '8.05'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '616'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Herman, Miss. Alice'),\n              ('Sex', 'female'),\n              ('Age', '24'),\n              ('SibSp', '1'),\n              ('Parch', '2'),\n              ('Ticket', '220845'),\n              ('Fare', '65'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '617'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Danbom, Mr. Ernst Gilbert'),\n              ('Sex', 'male'),\n              ('Age', '34'),\n              ('SibSp', '1'),\n              ('Parch', '1'),\n              ('Ticket', '347080'),\n              ('Fare', '14.4'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '618'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Lobb, Mrs. William Arthur (Cordelia K Stanlick)'),\n              ('Sex', 'female'),\n              ('Age', '26'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', 'A/5. 3336'),\n              ('Fare', '16.1'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '619'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Becker, Miss. Marion Louise'),\n              ('Sex', 'female'),\n              ('Age', '4'),\n              ('SibSp', '2'),\n              ('Parch', '1'),\n              ('Ticket', '230136'),\n              ('Fare', '39'),\n              ('Cabin', 'F4'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '620'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Gavey, Mr. Lawrence'),\n              ('Sex', 'male'),\n              ('Age', '26'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '31028'),\n              ('Fare', '10.5'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '621'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Yasbeck, Mr. Antoni'),\n              ('Sex', 'male'),\n              ('Age', '27'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '2659'),\n              ('Fare', '14.4542'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '622'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Kimball, Mr. Edwin Nelson Jr'),\n              ('Sex', 'male'),\n              ('Age', '42'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '11753'),\n              ('Fare', '52.5542'),\n              ('Cabin', 'D19'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '623'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Nakid, Mr. Sahid'),\n              ('Sex', 'male'),\n              ('Age', '20'),\n              ('SibSp', '1'),\n              ('Parch', '1'),\n              ('Ticket', '2653'),\n              ('Fare', '15.7417'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '624'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Hansen, Mr. Henry Damsgaard'),\n              ('Sex', 'male'),\n              ('Age', '21'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '350029'),\n              ('Fare', '7.8542'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '625'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Bowen, Mr. David John \"Dai\"'),\n              ('Sex', 'male'),\n              ('Age', '21'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '54636'),\n              ('Fare', '16.1'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '626'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Sutton, Mr. Frederick'),\n              ('Sex', 'male'),\n              ('Age', '61'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '36963'),\n              ('Fare', '32.3208'),\n              ('Cabin', 'D50'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '627'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Kirkland, Rev. Charles Leonard'),\n              ('Sex', 'male'),\n              ('Age', '57'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '219533'),\n              ('Fare', '12.35'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '628'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Longley, Miss. Gretchen Fiske'),\n              ('Sex', 'female'),\n              ('Age', '21'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '13502'),\n              ('Fare', '77.9583'),\n              ('Cabin', 'D9'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '629'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Bostandyeff, Mr. Guentcho'),\n              ('Sex', 'male'),\n              ('Age', '26'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '349224'),\n              ('Fare', '7.8958'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '630'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', \"O'Connell, Mr. Patrick D\"),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '334912'),\n              ('Fare', '7.7333'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '631'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Barkworth, Mr. Algernon Henry Wilson'),\n              ('Sex', 'male'),\n              ('Age', '80'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '27042'),\n              ('Fare', '30'),\n              ('Cabin', 'A23'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '632'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Lundahl, Mr. Johan Svensson'),\n              ('Sex', 'male'),\n              ('Age', '51'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '347743'),\n              ('Fare', '7.0542'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '633'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Stahelin-Maeglin, Dr. Max'),\n              ('Sex', 'male'),\n              ('Age', '32'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '13214'),\n              ('Fare', '30.5'),\n              ('Cabin', 'B50'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '634'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Parr, Mr. William Henry Marsh'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '112052'),\n              ('Fare', '0'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '635'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Skoog, Miss. Mabel'),\n              ('Sex', 'female'),\n              ('Age', '9'),\n              ('SibSp', '3'),\n              ('Parch', '2'),\n              ('Ticket', '347088'),\n              ('Fare', '27.9'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '636'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Davis, Miss. Mary'),\n              ('Sex', 'female'),\n              ('Age', '28'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '237668'),\n              ('Fare', '13'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '637'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Leinonen, Mr. Antti Gustaf'),\n              ('Sex', 'male'),\n              ('Age', '32'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'STON/O 2. 3101292'),\n              ('Fare', '7.925'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '638'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Collyer, Mr. Harvey'),\n              ('Sex', 'male'),\n              ('Age', '31'),\n              ('SibSp', '1'),\n              ('Parch', '1'),\n              ('Ticket', 'C.A. 31921'),\n              ('Fare', '26.25'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '639'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Panula, Mrs. Juha (Maria Emilia Ojala)'),\n              ('Sex', 'female'),\n              ('Age', '41'),\n              ('SibSp', '0'),\n              ('Parch', '5'),\n              ('Ticket', '3101295'),\n              ('Fare', '39.6875'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '640'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Thorneycroft, Mr. Percival'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '376564'),\n              ('Fare', '16.1'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '641'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Jensen, Mr. Hans Peder'),\n              ('Sex', 'male'),\n              ('Age', '20'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '350050'),\n              ('Fare', '7.8542'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '642'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Sagesser, Mlle. Emma'),\n              ('Sex', 'female'),\n              ('Age', '24'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'PC 17477'),\n              ('Fare', '69.3'),\n              ('Cabin', 'B35'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '643'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Skoog, Miss. Margit Elizabeth'),\n              ('Sex', 'female'),\n              ('Age', '2'),\n              ('SibSp', '3'),\n              ('Parch', '2'),\n              ('Ticket', '347088'),\n              ('Fare', '27.9'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '644'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Foo, Mr. Choong'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '1601'),\n              ('Fare', '56.4958'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '645'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Baclini, Miss. Eugenie'),\n              ('Sex', 'female'),\n              ('Age', '0.75'),\n              ('SibSp', '2'),\n              ('Parch', '1'),\n              ('Ticket', '2666'),\n              ('Fare', '19.2583'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '646'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Harper, Mr. Henry Sleeper'),\n              ('Sex', 'male'),\n              ('Age', '48'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', 'PC 17572'),\n              ('Fare', '76.7292'),\n              ('Cabin', 'D33'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '647'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Cor, Mr. Liudevit'),\n              ('Sex', 'male'),\n              ('Age', '19'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '349231'),\n              ('Fare', '7.8958'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '648'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Simonius-Blumer, Col. Oberst Alfons'),\n              ('Sex', 'male'),\n              ('Age', '56'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '13213'),\n              ('Fare', '35.5'),\n              ('Cabin', 'A26'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '649'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Willey, Mr. Edward'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'S.O./P.P. 751'),\n              ('Fare', '7.55'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '650'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Stanley, Miss. Amy Zillah Elsie'),\n              ('Sex', 'female'),\n              ('Age', '23'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'CA. 2314'),\n              ('Fare', '7.55'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '651'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Mitkoff, Mr. Mito'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '349221'),\n              ('Fare', '7.8958'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '652'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Doling, Miss. Elsie'),\n              ('Sex', 'female'),\n              ('Age', '18'),\n              ('SibSp', '0'),\n              ('Parch', '1'),\n              ('Ticket', '231919'),\n              ('Fare', '23'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '653'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Kalvik, Mr. Johannes Halvorsen'),\n              ('Sex', 'male'),\n              ('Age', '21'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '8475'),\n              ('Fare', '8.4333'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '654'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'O\\'Leary, Miss. Hanora \"Norah\"'),\n              ('Sex', 'female'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '330919'),\n              ('Fare', '7.8292'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '655'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Hegarty, Miss. Hanora \"Nora\"'),\n              ('Sex', 'female'),\n              ('Age', '18'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '365226'),\n              ('Fare', '6.75'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '656'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Hickman, Mr. Leonard Mark'),\n              ('Sex', 'male'),\n              ('Age', '24'),\n              ('SibSp', '2'),\n              ('Parch', '0'),\n              ('Ticket', 'S.O.C. 14879'),\n              ('Fare', '73.5'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '657'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Radeff, Mr. Alexander'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '349223'),\n              ('Fare', '7.8958'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '658'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Bourke, Mrs. John (Catherine)'),\n              ('Sex', 'female'),\n              ('Age', '32'),\n              ('SibSp', '1'),\n              ('Parch', '1'),\n              ('Ticket', '364849'),\n              ('Fare', '15.5'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '659'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Eitemiller, Mr. George Floyd'),\n              ('Sex', 'male'),\n              ('Age', '23'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '29751'),\n              ('Fare', '13'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '660'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Newell, Mr. Arthur Webster'),\n              ('Sex', 'male'),\n              ('Age', '58'),\n              ('SibSp', '0'),\n              ('Parch', '2'),\n              ('Ticket', '35273'),\n              ('Fare', '113.275'),\n              ('Cabin', 'D48'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '661'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Frauenthal, Dr. Henry William'),\n              ('Sex', 'male'),\n              ('Age', '50'),\n              ('SibSp', '2'),\n              ('Parch', '0'),\n              ('Ticket', 'PC 17611'),\n              ('Fare', '133.65'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '662'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Badt, Mr. Mohamed'),\n              ('Sex', 'male'),\n              ('Age', '40'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '2623'),\n              ('Fare', '7.225'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '663'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Colley, Mr. Edward Pomeroy'),\n              ('Sex', 'male'),\n              ('Age', '47'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '5727'),\n              ('Fare', '25.5875'),\n              ('Cabin', 'E58'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '664'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Coleff, Mr. Peju'),\n              ('Sex', 'male'),\n              ('Age', '36'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '349210'),\n              ('Fare', '7.4958'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '665'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Lindqvist, Mr. Eino William'),\n              ('Sex', 'male'),\n              ('Age', '20'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', 'STON/O 2. 3101285'),\n              ('Fare', '7.925'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '666'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Hickman, Mr. Lewis'),\n              ('Sex', 'male'),\n              ('Age', '32'),\n              ('SibSp', '2'),\n              ('Parch', '0'),\n              ('Ticket', 'S.O.C. 14879'),\n              ('Fare', '73.5'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '667'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Butler, Mr. Reginald Fenton'),\n              ('Sex', 'male'),\n              ('Age', '25'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '234686'),\n              ('Fare', '13'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '668'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Rommetvedt, Mr. Knud Paust'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '312993'),\n              ('Fare', '7.775'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '669'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Cook, Mr. Jacob'),\n              ('Sex', 'male'),\n              ('Age', '43'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'A/5 3536'),\n              ('Fare', '8.05'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '670'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Taylor, Mrs. Elmer Zebley (Juliet Cummins Wright)'),\n              ('Sex', 'female'),\n              ('Age', ''),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '19996'),\n              ('Fare', '52'),\n              ('Cabin', 'C126'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '671'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name',\n               'Brown, Mrs. Thomas William Solomon (Elizabeth Catherine Ford)'),\n              ('Sex', 'female'),\n              ('Age', '40'),\n              ('SibSp', '1'),\n              ('Parch', '1'),\n              ('Ticket', '29750'),\n              ('Fare', '39'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '672'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Davidson, Mr. Thornton'),\n              ('Sex', 'male'),\n              ('Age', '31'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', 'F.C. 12750'),\n              ('Fare', '52'),\n              ('Cabin', 'B71'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '673'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Mitchell, Mr. Henry Michael'),\n              ('Sex', 'male'),\n              ('Age', '70'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'C.A. 24580'),\n              ('Fare', '10.5'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '674'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Wilhelms, Mr. Charles'),\n              ('Sex', 'male'),\n              ('Age', '31'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '244270'),\n              ('Fare', '13'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '675'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Watson, Mr. Ennis Hastings'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '239856'),\n              ('Fare', '0'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '676'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Edvardsson, Mr. Gustaf Hjalmar'),\n              ('Sex', 'male'),\n              ('Age', '18'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '349912'),\n              ('Fare', '7.775'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '677'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Sawyer, Mr. Frederick Charles'),\n              ('Sex', 'male'),\n              ('Age', '24.5'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '342826'),\n              ('Fare', '8.05'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '678'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Turja, Miss. Anna Sofia'),\n              ('Sex', 'female'),\n              ('Age', '18'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '4138'),\n              ('Fare', '9.8417'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '679'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Goodwin, Mrs. Frederick (Augusta Tyler)'),\n              ('Sex', 'female'),\n              ('Age', '43'),\n              ('SibSp', '1'),\n              ('Parch', '6'),\n              ('Ticket', 'CA 2144'),\n              ('Fare', '46.9'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '680'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Cardeza, Mr. Thomas Drake Martinez'),\n              ('Sex', 'male'),\n              ('Age', '36'),\n              ('SibSp', '0'),\n              ('Parch', '1'),\n              ('Ticket', 'PC 17755'),\n              ('Fare', '512.3292'),\n              ('Cabin', 'B51 B53 B55'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '681'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Peters, Miss. Katie'),\n              ('Sex', 'female'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '330935'),\n              ('Fare', '8.1375'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '682'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Hassab, Mr. Hammad'),\n              ('Sex', 'male'),\n              ('Age', '27'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'PC 17572'),\n              ('Fare', '76.7292'),\n              ('Cabin', 'D49'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '683'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Olsvigen, Mr. Thor Anderson'),\n              ('Sex', 'male'),\n              ('Age', '20'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '6563'),\n              ('Fare', '9.225'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '684'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Goodwin, Mr. Charles Edward'),\n              ('Sex', 'male'),\n              ('Age', '14'),\n              ('SibSp', '5'),\n              ('Parch', '2'),\n              ('Ticket', 'CA 2144'),\n              ('Fare', '46.9'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '685'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Brown, Mr. Thomas William Solomon'),\n              ('Sex', 'male'),\n              ('Age', '60'),\n              ('SibSp', '1'),\n              ('Parch', '1'),\n              ('Ticket', '29750'),\n              ('Fare', '39'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '686'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Laroche, Mr. Joseph Philippe Lemercier'),\n              ('Sex', 'male'),\n              ('Age', '25'),\n              ('SibSp', '1'),\n              ('Parch', '2'),\n              ('Ticket', 'SC/Paris 2123'),\n              ('Fare', '41.5792'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '687'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Panula, Mr. Jaako Arnold'),\n              ('Sex', 'male'),\n              ('Age', '14'),\n              ('SibSp', '4'),\n              ('Parch', '1'),\n              ('Ticket', '3101295'),\n              ('Fare', '39.6875'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '688'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Dakic, Mr. Branko'),\n              ('Sex', 'male'),\n              ('Age', '19'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '349228'),\n              ('Fare', '10.1708'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '689'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Fischer, Mr. Eberhard Thelander'),\n              ('Sex', 'male'),\n              ('Age', '18'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '350036'),\n              ('Fare', '7.7958'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '690'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Madill, Miss. Georgette Alexandra'),\n              ('Sex', 'female'),\n              ('Age', '15'),\n              ('SibSp', '0'),\n              ('Parch', '1'),\n              ('Ticket', '24160'),\n              ('Fare', '211.3375'),\n              ('Cabin', 'B5'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '691'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Dick, Mr. Albert Adrian'),\n              ('Sex', 'male'),\n              ('Age', '31'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '17474'),\n              ('Fare', '57'),\n              ('Cabin', 'B20'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '692'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Karun, Miss. Manca'),\n              ('Sex', 'female'),\n              ('Age', '4'),\n              ('SibSp', '0'),\n              ('Parch', '1'),\n              ('Ticket', '349256'),\n              ('Fare', '13.4167'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '693'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Lam, Mr. Ali'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '1601'),\n              ('Fare', '56.4958'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '694'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Saad, Mr. Khalil'),\n              ('Sex', 'male'),\n              ('Age', '25'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '2672'),\n              ('Fare', '7.225'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '695'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Weir, Col. John'),\n              ('Sex', 'male'),\n              ('Age', '60'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '113800'),\n              ('Fare', '26.55'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '696'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Chapman, Mr. Charles Henry'),\n              ('Sex', 'male'),\n              ('Age', '52'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '248731'),\n              ('Fare', '13.5'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '697'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Kelly, Mr. James'),\n              ('Sex', 'male'),\n              ('Age', '44'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '363592'),\n              ('Fare', '8.05'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '698'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Mullens, Miss. Katherine \"Katie\"'),\n              ('Sex', 'female'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '35852'),\n              ('Fare', '7.7333'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '699'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Thayer, Mr. John Borland'),\n              ('Sex', 'male'),\n              ('Age', '49'),\n              ('SibSp', '1'),\n              ('Parch', '1'),\n              ('Ticket', '17421'),\n              ('Fare', '110.8833'),\n              ('Cabin', 'C68'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '700'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Humblen, Mr. Adolf Mathias Nicolai Olsen'),\n              ('Sex', 'male'),\n              ('Age', '42'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '348121'),\n              ('Fare', '7.65'),\n              ('Cabin', 'F G63'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '701'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Astor, Mrs. John Jacob (Madeleine Talmadge Force)'),\n              ('Sex', 'female'),\n              ('Age', '18'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', 'PC 17757'),\n              ('Fare', '227.525'),\n              ('Cabin', 'C62 C64'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '702'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Silverthorne, Mr. Spencer Victor'),\n              ('Sex', 'male'),\n              ('Age', '35'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'PC 17475'),\n              ('Fare', '26.2875'),\n              ('Cabin', 'E24'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '703'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Barbara, Miss. Saiide'),\n              ('Sex', 'female'),\n              ('Age', '18'),\n              ('SibSp', '0'),\n              ('Parch', '1'),\n              ('Ticket', '2691'),\n              ('Fare', '14.4542'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '704'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Gallagher, Mr. Martin'),\n              ('Sex', 'male'),\n              ('Age', '25'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '36864'),\n              ('Fare', '7.7417'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '705'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Hansen, Mr. Henrik Juul'),\n              ('Sex', 'male'),\n              ('Age', '26'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '350025'),\n              ('Fare', '7.8542'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '706'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Morley, Mr. Henry Samuel (\"Mr Henry Marshall\")'),\n              ('Sex', 'male'),\n              ('Age', '39'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '250655'),\n              ('Fare', '26'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '707'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Kelly, Mrs. Florence \"Fannie\"'),\n              ('Sex', 'female'),\n              ('Age', '45'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '223596'),\n              ('Fare', '13.5'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '708'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Calderhead, Mr. Edward Pennington'),\n              ('Sex', 'male'),\n              ('Age', '42'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'PC 17476'),\n              ('Fare', '26.2875'),\n              ('Cabin', 'E24'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '709'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Cleaver, Miss. Alice'),\n              ('Sex', 'female'),\n              ('Age', '22'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '113781'),\n              ('Fare', '151.55'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '710'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Moubarek, Master. Halim Gonios (\"William George\")'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '1'),\n              ('Parch', '1'),\n              ('Ticket', '2661'),\n              ('Fare', '15.2458'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '711'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Mayne, Mlle. Berthe Antonine (\"Mrs de Villiers\")'),\n              ('Sex', 'female'),\n              ('Age', '24'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'PC 17482'),\n              ('Fare', '49.5042'),\n              ('Cabin', 'C90'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '712'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Klaber, Mr. Herman'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '113028'),\n              ('Fare', '26.55'),\n              ('Cabin', 'C124'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '713'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Taylor, Mr. Elmer Zebley'),\n              ('Sex', 'male'),\n              ('Age', '48'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '19996'),\n              ('Fare', '52'),\n              ('Cabin', 'C126'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '714'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Larsson, Mr. August Viktor'),\n              ('Sex', 'male'),\n              ('Age', '29'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '7545'),\n              ('Fare', '9.4833'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '715'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Greenberg, Mr. Samuel'),\n              ('Sex', 'male'),\n              ('Age', '52'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '250647'),\n              ('Fare', '13'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '716'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Soholt, Mr. Peter Andreas Lauritz Andersen'),\n              ('Sex', 'male'),\n              ('Age', '19'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '348124'),\n              ('Fare', '7.65'),\n              ('Cabin', 'F G73'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '717'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Endres, Miss. Caroline Louise'),\n              ('Sex', 'female'),\n              ('Age', '38'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'PC 17757'),\n              ('Fare', '227.525'),\n              ('Cabin', 'C45'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '718'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Troutt, Miss. Edwina Celia \"Winnie\"'),\n              ('Sex', 'female'),\n              ('Age', '27'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '34218'),\n              ('Fare', '10.5'),\n              ('Cabin', 'E101'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '719'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'McEvoy, Mr. Michael'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '36568'),\n              ('Fare', '15.5'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '720'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Johnson, Mr. Malkolm Joackim'),\n              ('Sex', 'male'),\n              ('Age', '33'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '347062'),\n              ('Fare', '7.775'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '721'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Harper, Miss. Annie Jessie \"Nina\"'),\n              ('Sex', 'female'),\n              ('Age', '6'),\n              ('SibSp', '0'),\n              ('Parch', '1'),\n              ('Ticket', '248727'),\n              ('Fare', '33'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '722'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Jensen, Mr. Svend Lauritz'),\n              ('Sex', 'male'),\n              ('Age', '17'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '350048'),\n              ('Fare', '7.0542'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '723'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Gillespie, Mr. William Henry'),\n              ('Sex', 'male'),\n              ('Age', '34'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '12233'),\n              ('Fare', '13'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '724'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Hodges, Mr. Henry Price'),\n              ('Sex', 'male'),\n              ('Age', '50'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '250643'),\n              ('Fare', '13'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '725'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Chambers, Mr. Norman Campbell'),\n              ('Sex', 'male'),\n              ('Age', '27'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '113806'),\n              ('Fare', '53.1'),\n              ('Cabin', 'E8'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '726'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Oreskovic, Mr. Luka'),\n              ('Sex', 'male'),\n              ('Age', '20'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '315094'),\n              ('Fare', '8.6625'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '727'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Renouf, Mrs. Peter Henry (Lillian Jefferys)'),\n              ('Sex', 'female'),\n              ('Age', '30'),\n              ('SibSp', '3'),\n              ('Parch', '0'),\n              ('Ticket', '31027'),\n              ('Fare', '21'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '728'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Mannion, Miss. Margareth'),\n              ('Sex', 'female'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '36866'),\n              ('Fare', '7.7375'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '729'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Bryhl, Mr. Kurt Arnold Gottfrid'),\n              ('Sex', 'male'),\n              ('Age', '25'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '236853'),\n              ('Fare', '26'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '730'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Ilmakangas, Miss. Pieta Sofia'),\n              ('Sex', 'female'),\n              ('Age', '25'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', 'STON/O2. 3101271'),\n              ('Fare', '7.925'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '731'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Allen, Miss. Elisabeth Walton'),\n              ('Sex', 'female'),\n              ('Age', '29'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '24160'),\n              ('Fare', '211.3375'),\n              ('Cabin', 'B5'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '732'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Hassan, Mr. Houssein G N'),\n              ('Sex', 'male'),\n              ('Age', '11'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '2699'),\n              ('Fare', '18.7875'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '733'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Knight, Mr. Robert J'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '239855'),\n              ('Fare', '0'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '734'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Berriman, Mr. William John'),\n              ('Sex', 'male'),\n              ('Age', '23'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '28425'),\n              ('Fare', '13'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '735'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Troupiansky, Mr. Moses Aaron'),\n              ('Sex', 'male'),\n              ('Age', '23'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '233639'),\n              ('Fare', '13'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '736'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Williams, Mr. Leslie'),\n              ('Sex', 'male'),\n              ('Age', '28.5'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '54636'),\n              ('Fare', '16.1'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '737'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Ford, Mrs. Edward (Margaret Ann Watson)'),\n              ('Sex', 'female'),\n              ('Age', '48'),\n              ('SibSp', '1'),\n              ('Parch', '3'),\n              ('Ticket', 'W./C. 6608'),\n              ('Fare', '34.375'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '738'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Lesurer, Mr. Gustave J'),\n              ('Sex', 'male'),\n              ('Age', '35'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'PC 17755'),\n              ('Fare', '512.3292'),\n              ('Cabin', 'B101'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '739'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Ivanoff, Mr. Kanio'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '349201'),\n              ('Fare', '7.8958'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '740'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Nankoff, Mr. Minko'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '349218'),\n              ('Fare', '7.8958'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '741'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Hawksford, Mr. Walter James'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '16988'),\n              ('Fare', '30'),\n              ('Cabin', 'D45'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '742'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Cavendish, Mr. Tyrell William'),\n              ('Sex', 'male'),\n              ('Age', '36'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '19877'),\n              ('Fare', '78.85'),\n              ('Cabin', 'C46'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '743'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Ryerson, Miss. Susan Parker \"Suzette\"'),\n              ('Sex', 'female'),\n              ('Age', '21'),\n              ('SibSp', '2'),\n              ('Parch', '2'),\n              ('Ticket', 'PC 17608'),\n              ('Fare', '262.375'),\n              ('Cabin', 'B57 B59 B63 B66'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '744'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'McNamee, Mr. Neal'),\n              ('Sex', 'male'),\n              ('Age', '24'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '376566'),\n              ('Fare', '16.1'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '745'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Stranden, Mr. Juho'),\n              ('Sex', 'male'),\n              ('Age', '31'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'STON/O 2. 3101288'),\n              ('Fare', '7.925'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '746'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Crosby, Capt. Edward Gifford'),\n              ('Sex', 'male'),\n              ('Age', '70'),\n              ('SibSp', '1'),\n              ('Parch', '1'),\n              ('Ticket', 'WE/P 5735'),\n              ('Fare', '71'),\n              ('Cabin', 'B22'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '747'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Abbott, Mr. Rossmore Edward'),\n              ('Sex', 'male'),\n              ('Age', '16'),\n              ('SibSp', '1'),\n              ('Parch', '1'),\n              ('Ticket', 'C.A. 2673'),\n              ('Fare', '20.25'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '748'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Sinkkonen, Miss. Anna'),\n              ('Sex', 'female'),\n              ('Age', '30'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '250648'),\n              ('Fare', '13'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '749'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Marvin, Mr. Daniel Warner'),\n              ('Sex', 'male'),\n              ('Age', '19'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '113773'),\n              ('Fare', '53.1'),\n              ('Cabin', 'D30'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '750'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Connaghton, Mr. Michael'),\n              ('Sex', 'male'),\n              ('Age', '31'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '335097'),\n              ('Fare', '7.75'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '751'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Wells, Miss. Joan'),\n              ('Sex', 'female'),\n              ('Age', '4'),\n              ('SibSp', '1'),\n              ('Parch', '1'),\n              ('Ticket', '29103'),\n              ('Fare', '23'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '752'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Moor, Master. Meier'),\n              ('Sex', 'male'),\n              ('Age', '6'),\n              ('SibSp', '0'),\n              ('Parch', '1'),\n              ('Ticket', '392096'),\n              ('Fare', '12.475'),\n              ('Cabin', 'E121'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '753'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Vande Velde, Mr. Johannes Joseph'),\n              ('Sex', 'male'),\n              ('Age', '33'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '345780'),\n              ('Fare', '9.5'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '754'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Jonkoff, Mr. Lalio'),\n              ('Sex', 'male'),\n              ('Age', '23'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '349204'),\n              ('Fare', '7.8958'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '755'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Herman, Mrs. Samuel (Jane Laver)'),\n              ('Sex', 'female'),\n              ('Age', '48'),\n              ('SibSp', '1'),\n              ('Parch', '2'),\n              ('Ticket', '220845'),\n              ('Fare', '65'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '756'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Hamalainen, Master. Viljo'),\n              ('Sex', 'male'),\n              ('Age', '0.67'),\n              ('SibSp', '1'),\n              ('Parch', '1'),\n              ('Ticket', '250649'),\n              ('Fare', '14.5'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '757'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Carlsson, Mr. August Sigfrid'),\n              ('Sex', 'male'),\n              ('Age', '28'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '350042'),\n              ('Fare', '7.7958'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '758'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Bailey, Mr. Percy Andrew'),\n              ('Sex', 'male'),\n              ('Age', '18'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '29108'),\n              ('Fare', '11.5'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '759'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Theobald, Mr. Thomas Leonard'),\n              ('Sex', 'male'),\n              ('Age', '34'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '363294'),\n              ('Fare', '8.05'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '760'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name',\n               'Rothes, the Countess. of (Lucy Noel Martha Dyer-Edwards)'),\n              ('Sex', 'female'),\n              ('Age', '33'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '110152'),\n              ('Fare', '86.5'),\n              ('Cabin', 'B77'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '761'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Garfirth, Mr. John'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '358585'),\n              ('Fare', '14.5'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '762'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Nirva, Mr. Iisakki Antino Aijo'),\n              ('Sex', 'male'),\n              ('Age', '41'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'SOTON/O2 3101272'),\n              ('Fare', '7.125'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '763'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Barah, Mr. Hanna Assi'),\n              ('Sex', 'male'),\n              ('Age', '20'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '2663'),\n              ('Fare', '7.2292'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '764'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Carter, Mrs. William Ernest (Lucile Polk)'),\n              ('Sex', 'female'),\n              ('Age', '36'),\n              ('SibSp', '1'),\n              ('Parch', '2'),\n              ('Ticket', '113760'),\n              ('Fare', '120'),\n              ('Cabin', 'B96 B98'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '765'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Eklund, Mr. Hans Linus'),\n              ('Sex', 'male'),\n              ('Age', '16'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '347074'),\n              ('Fare', '7.775'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '766'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Hogeboom, Mrs. John C (Anna Andrews)'),\n              ('Sex', 'female'),\n              ('Age', '51'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '13502'),\n              ('Fare', '77.9583'),\n              ('Cabin', 'D11'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '767'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Brewe, Dr. Arthur Jackson'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '112379'),\n              ('Fare', '39.6'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '768'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Mangan, Miss. Mary'),\n              ('Sex', 'female'),\n              ('Age', '30.5'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '364850'),\n              ('Fare', '7.75'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '769'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Moran, Mr. Daniel J'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '371110'),\n              ('Fare', '24.15'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '770'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Gronnestad, Mr. Daniel Danielsen'),\n              ('Sex', 'male'),\n              ('Age', '32'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '8471'),\n              ('Fare', '8.3625'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '771'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Lievens, Mr. Rene Aime'),\n              ('Sex', 'male'),\n              ('Age', '24'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '345781'),\n              ('Fare', '9.5'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '772'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Jensen, Mr. Niels Peder'),\n              ('Sex', 'male'),\n              ('Age', '48'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '350047'),\n              ('Fare', '7.8542'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '773'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Mack, Mrs. (Mary)'),\n              ('Sex', 'female'),\n              ('Age', '57'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'S.O./P.P. 3'),\n              ('Fare', '10.5'),\n              ('Cabin', 'E77'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '774'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Elias, Mr. Dibo'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '2674'),\n              ('Fare', '7.225'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '775'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Hocking, Mrs. Elizabeth (Eliza Needs)'),\n              ('Sex', 'female'),\n              ('Age', '54'),\n              ('SibSp', '1'),\n              ('Parch', '3'),\n              ('Ticket', '29105'),\n              ('Fare', '23'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '776'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Myhrman, Mr. Pehr Fabian Oliver Malkolm'),\n              ('Sex', 'male'),\n              ('Age', '18'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '347078'),\n              ('Fare', '7.75'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '777'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Tobin, Mr. Roger'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '383121'),\n              ('Fare', '7.75'),\n              ('Cabin', 'F38'),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '778'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Emanuel, Miss. Virginia Ethel'),\n              ('Sex', 'female'),\n              ('Age', '5'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '364516'),\n              ('Fare', '12.475'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '779'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Kilgannon, Mr. Thomas J'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '36865'),\n              ('Fare', '7.7375'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '780'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name',\n               'Robert, Mrs. Edward Scott (Elisabeth Walton McMillan)'),\n              ('Sex', 'female'),\n              ('Age', '43'),\n              ('SibSp', '0'),\n              ('Parch', '1'),\n              ('Ticket', '24160'),\n              ('Fare', '211.3375'),\n              ('Cabin', 'B3'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '781'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Ayoub, Miss. Banoura'),\n              ('Sex', 'female'),\n              ('Age', '13'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '2687'),\n              ('Fare', '7.2292'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '782'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Dick, Mrs. Albert Adrian (Vera Gillespie)'),\n              ('Sex', 'female'),\n              ('Age', '17'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '17474'),\n              ('Fare', '57'),\n              ('Cabin', 'B20'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '783'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Long, Mr. Milton Clyde'),\n              ('Sex', 'male'),\n              ('Age', '29'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '113501'),\n              ('Fare', '30'),\n              ('Cabin', 'D6'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '784'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Johnston, Mr. Andrew G'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '1'),\n              ('Parch', '2'),\n              ('Ticket', 'W./C. 6607'),\n              ('Fare', '23.45'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '785'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Ali, Mr. William'),\n              ('Sex', 'male'),\n              ('Age', '25'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'SOTON/O.Q. 3101312'),\n              ('Fare', '7.05'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '786'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Harmer, Mr. Abraham (David Lishin)'),\n              ('Sex', 'male'),\n              ('Age', '25'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '374887'),\n              ('Fare', '7.25'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '787'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Sjoblom, Miss. Anna Sofia'),\n              ('Sex', 'female'),\n              ('Age', '18'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '3101265'),\n              ('Fare', '7.4958'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '788'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Rice, Master. George Hugh'),\n              ('Sex', 'male'),\n              ('Age', '8'),\n              ('SibSp', '4'),\n              ('Parch', '1'),\n              ('Ticket', '382652'),\n              ('Fare', '29.125'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '789'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Dean, Master. Bertram Vere'),\n              ('Sex', 'male'),\n              ('Age', '1'),\n              ('SibSp', '1'),\n              ('Parch', '2'),\n              ('Ticket', 'C.A. 2315'),\n              ('Fare', '20.575'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '790'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Guggenheim, Mr. Benjamin'),\n              ('Sex', 'male'),\n              ('Age', '46'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'PC 17593'),\n              ('Fare', '79.2'),\n              ('Cabin', 'B82 B84'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '791'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Keane, Mr. Andrew \"Andy\"'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '12460'),\n              ('Fare', '7.75'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '792'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Gaskell, Mr. Alfred'),\n              ('Sex', 'male'),\n              ('Age', '16'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '239865'),\n              ('Fare', '26'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '793'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Sage, Miss. Stella Anna'),\n              ('Sex', 'female'),\n              ('Age', ''),\n              ('SibSp', '8'),\n              ('Parch', '2'),\n              ('Ticket', 'CA. 2343'),\n              ('Fare', '69.55'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '794'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Hoyt, Mr. William Fisher'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'PC 17600'),\n              ('Fare', '30.6958'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '795'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Dantcheff, Mr. Ristiu'),\n              ('Sex', 'male'),\n              ('Age', '25'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '349203'),\n              ('Fare', '7.8958'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '796'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Otter, Mr. Richard'),\n              ('Sex', 'male'),\n              ('Age', '39'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '28213'),\n              ('Fare', '13'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '797'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Leader, Dr. Alice (Farnham)'),\n              ('Sex', 'female'),\n              ('Age', '49'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '17465'),\n              ('Fare', '25.9292'),\n              ('Cabin', 'D17'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '798'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Osman, Mrs. Mara'),\n              ('Sex', 'female'),\n              ('Age', '31'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '349244'),\n              ('Fare', '8.6833'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '799'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Ibrahim Shawah, Mr. Yousseff'),\n              ('Sex', 'male'),\n              ('Age', '30'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '2685'),\n              ('Fare', '7.2292'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '800'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Van Impe, Mrs. Jean Baptiste (Rosalie Paula Govaert)'),\n              ('Sex', 'female'),\n              ('Age', '30'),\n              ('SibSp', '1'),\n              ('Parch', '1'),\n              ('Ticket', '345773'),\n              ('Fare', '24.15'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '801'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Ponesell, Mr. Martin'),\n              ('Sex', 'male'),\n              ('Age', '34'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '250647'),\n              ('Fare', '13'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '802'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Collyer, Mrs. Harvey (Charlotte Annie Tate)'),\n              ('Sex', 'female'),\n              ('Age', '31'),\n              ('SibSp', '1'),\n              ('Parch', '1'),\n              ('Ticket', 'C.A. 31921'),\n              ('Fare', '26.25'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '803'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Carter, Master. William Thornton II'),\n              ('Sex', 'male'),\n              ('Age', '11'),\n              ('SibSp', '1'),\n              ('Parch', '2'),\n              ('Ticket', '113760'),\n              ('Fare', '120'),\n              ('Cabin', 'B96 B98'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '804'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Thomas, Master. Assad Alexander'),\n              ('Sex', 'male'),\n              ('Age', '0.42'),\n              ('SibSp', '0'),\n              ('Parch', '1'),\n              ('Ticket', '2625'),\n              ('Fare', '8.5167'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '805'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Hedman, Mr. Oskar Arvid'),\n              ('Sex', 'male'),\n              ('Age', '27'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '347089'),\n              ('Fare', '6.975'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '806'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Johansson, Mr. Karl Johan'),\n              ('Sex', 'male'),\n              ('Age', '31'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '347063'),\n              ('Fare', '7.775'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '807'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Andrews, Mr. Thomas Jr'),\n              ('Sex', 'male'),\n              ('Age', '39'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '112050'),\n              ('Fare', '0'),\n              ('Cabin', 'A36'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '808'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Pettersson, Miss. Ellen Natalia'),\n              ('Sex', 'female'),\n              ('Age', '18'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '347087'),\n              ('Fare', '7.775'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '809'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Meyer, Mr. August'),\n              ('Sex', 'male'),\n              ('Age', '39'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '248723'),\n              ('Fare', '13'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '810'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Chambers, Mrs. Norman Campbell (Bertha Griggs)'),\n              ('Sex', 'female'),\n              ('Age', '33'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '113806'),\n              ('Fare', '53.1'),\n              ('Cabin', 'E8'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '811'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Alexander, Mr. William'),\n              ('Sex', 'male'),\n              ('Age', '26'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '3474'),\n              ('Fare', '7.8875'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '812'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Lester, Mr. James'),\n              ('Sex', 'male'),\n              ('Age', '39'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'A/4 48871'),\n              ('Fare', '24.15'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '813'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Slemen, Mr. Richard James'),\n              ('Sex', 'male'),\n              ('Age', '35'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '28206'),\n              ('Fare', '10.5'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '814'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Andersson, Miss. Ebba Iris Alfrida'),\n              ('Sex', 'female'),\n              ('Age', '6'),\n              ('SibSp', '4'),\n              ('Parch', '2'),\n              ('Ticket', '347082'),\n              ('Fare', '31.275'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '815'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Tomlin, Mr. Ernest Portage'),\n              ('Sex', 'male'),\n              ('Age', '30.5'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '364499'),\n              ('Fare', '8.05'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '816'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Fry, Mr. Richard'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '112058'),\n              ('Fare', '0'),\n              ('Cabin', 'B102'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '817'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Heininen, Miss. Wendla Maria'),\n              ('Sex', 'female'),\n              ('Age', '23'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'STON/O2. 3101290'),\n              ('Fare', '7.925'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '818'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Mallet, Mr. Albert'),\n              ('Sex', 'male'),\n              ('Age', '31'),\n              ('SibSp', '1'),\n              ('Parch', '1'),\n              ('Ticket', 'S.C./PARIS 2079'),\n              ('Fare', '37.0042'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '819'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Holm, Mr. John Fredrik Alexander'),\n              ('Sex', 'male'),\n              ('Age', '43'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'C 7075'),\n              ('Fare', '6.45'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '820'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Skoog, Master. Karl Thorsten'),\n              ('Sex', 'male'),\n              ('Age', '10'),\n              ('SibSp', '3'),\n              ('Parch', '2'),\n              ('Ticket', '347088'),\n              ('Fare', '27.9'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '821'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Hays, Mrs. Charles Melville (Clara Jennings Gregg)'),\n              ('Sex', 'female'),\n              ('Age', '52'),\n              ('SibSp', '1'),\n              ('Parch', '1'),\n              ('Ticket', '12749'),\n              ('Fare', '93.5'),\n              ('Cabin', 'B69'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '822'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Lulic, Mr. Nikola'),\n              ('Sex', 'male'),\n              ('Age', '27'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '315098'),\n              ('Fare', '8.6625'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '823'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Reuchlin, Jonkheer. John George'),\n              ('Sex', 'male'),\n              ('Age', '38'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '19972'),\n              ('Fare', '0'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '824'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Moor, Mrs. (Beila)'),\n              ('Sex', 'female'),\n              ('Age', '27'),\n              ('SibSp', '0'),\n              ('Parch', '1'),\n              ('Ticket', '392096'),\n              ('Fare', '12.475'),\n              ('Cabin', 'E121'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '825'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Panula, Master. Urho Abraham'),\n              ('Sex', 'male'),\n              ('Age', '2'),\n              ('SibSp', '4'),\n              ('Parch', '1'),\n              ('Ticket', '3101295'),\n              ('Fare', '39.6875'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '826'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Flynn, Mr. John'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '368323'),\n              ('Fare', '6.95'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '827'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Lam, Mr. Len'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '1601'),\n              ('Fare', '56.4958'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '828'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Mallet, Master. Andre'),\n              ('Sex', 'male'),\n              ('Age', '1'),\n              ('SibSp', '0'),\n              ('Parch', '2'),\n              ('Ticket', 'S.C./PARIS 2079'),\n              ('Fare', '37.0042'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '829'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'McCormack, Mr. Thomas Joseph'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '367228'),\n              ('Fare', '7.75'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '830'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Stone, Mrs. George Nelson (Martha Evelyn)'),\n              ('Sex', 'female'),\n              ('Age', '62'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '113572'),\n              ('Fare', '80'),\n              ('Cabin', 'B28'),\n              ('Embarked', '')]),\n OrderedDict([('PassengerId', '831'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Yasbeck, Mrs. Antoni (Selini Alexander)'),\n              ('Sex', 'female'),\n              ('Age', '15'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '2659'),\n              ('Fare', '14.4542'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '832'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Richards, Master. George Sibley'),\n              ('Sex', 'male'),\n              ('Age', '0.83'),\n              ('SibSp', '1'),\n              ('Parch', '1'),\n              ('Ticket', '29106'),\n              ('Fare', '18.75'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '833'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Saad, Mr. Amin'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '2671'),\n              ('Fare', '7.2292'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '834'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Augustsson, Mr. Albert'),\n              ('Sex', 'male'),\n              ('Age', '23'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '347468'),\n              ('Fare', '7.8542'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '835'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Allum, Mr. Owen George'),\n              ('Sex', 'male'),\n              ('Age', '18'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '2223'),\n              ('Fare', '8.3'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '836'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Compton, Miss. Sara Rebecca'),\n              ('Sex', 'female'),\n              ('Age', '39'),\n              ('SibSp', '1'),\n              ('Parch', '1'),\n              ('Ticket', 'PC 17756'),\n              ('Fare', '83.1583'),\n              ('Cabin', 'E49'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '837'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Pasic, Mr. Jakob'),\n              ('Sex', 'male'),\n              ('Age', '21'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '315097'),\n              ('Fare', '8.6625'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '838'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Sirota, Mr. Maurice'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '392092'),\n              ('Fare', '8.05'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '839'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Chip, Mr. Chang'),\n              ('Sex', 'male'),\n              ('Age', '32'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '1601'),\n              ('Fare', '56.4958'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '840'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Marechal, Mr. Pierre'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '11774'),\n              ('Fare', '29.7'),\n              ('Cabin', 'C47'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '841'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Alhomaki, Mr. Ilmari Rudolf'),\n              ('Sex', 'male'),\n              ('Age', '20'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'SOTON/O2 3101287'),\n              ('Fare', '7.925'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '842'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Mudd, Mr. Thomas Charles'),\n              ('Sex', 'male'),\n              ('Age', '16'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'S.O./P.P. 3'),\n              ('Fare', '10.5'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '843'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Serepeca, Miss. Augusta'),\n              ('Sex', 'female'),\n              ('Age', '30'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '113798'),\n              ('Fare', '31'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '844'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Lemberopolous, Mr. Peter L'),\n              ('Sex', 'male'),\n              ('Age', '34.5'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '2683'),\n              ('Fare', '6.4375'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '845'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Culumovic, Mr. Jeso'),\n              ('Sex', 'male'),\n              ('Age', '17'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '315090'),\n              ('Fare', '8.6625'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '846'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Abbing, Mr. Anthony'),\n              ('Sex', 'male'),\n              ('Age', '42'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'C.A. 5547'),\n              ('Fare', '7.55'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '847'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Sage, Mr. Douglas Bullen'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '8'),\n              ('Parch', '2'),\n              ('Ticket', 'CA. 2343'),\n              ('Fare', '69.55'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '848'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Markoff, Mr. Marin'),\n              ('Sex', 'male'),\n              ('Age', '35'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '349213'),\n              ('Fare', '7.8958'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '849'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Harper, Rev. John'),\n              ('Sex', 'male'),\n              ('Age', '28'),\n              ('SibSp', '0'),\n              ('Parch', '1'),\n              ('Ticket', '248727'),\n              ('Fare', '33'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '850'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Goldenberg, Mrs. Samuel L (Edwiga Grabowska)'),\n              ('Sex', 'female'),\n              ('Age', ''),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '17453'),\n              ('Fare', '89.1042'),\n              ('Cabin', 'C92'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '851'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Andersson, Master. Sigvard Harald Elias'),\n              ('Sex', 'male'),\n              ('Age', '4'),\n              ('SibSp', '4'),\n              ('Parch', '2'),\n              ('Ticket', '347082'),\n              ('Fare', '31.275'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '852'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Svensson, Mr. Johan'),\n              ('Sex', 'male'),\n              ('Age', '74'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '347060'),\n              ('Fare', '7.775'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '853'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Boulos, Miss. Nourelain'),\n              ('Sex', 'female'),\n              ('Age', '9'),\n              ('SibSp', '1'),\n              ('Parch', '1'),\n              ('Ticket', '2678'),\n              ('Fare', '15.2458'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '854'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Lines, Miss. Mary Conover'),\n              ('Sex', 'female'),\n              ('Age', '16'),\n              ('SibSp', '0'),\n              ('Parch', '1'),\n              ('Ticket', 'PC 17592'),\n              ('Fare', '39.4'),\n              ('Cabin', 'D28'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '855'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Carter, Mrs. Ernest Courtenay (Lilian Hughes)'),\n              ('Sex', 'female'),\n              ('Age', '44'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '244252'),\n              ('Fare', '26'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '856'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Aks, Mrs. Sam (Leah Rosen)'),\n              ('Sex', 'female'),\n              ('Age', '18'),\n              ('SibSp', '0'),\n              ('Parch', '1'),\n              ('Ticket', '392091'),\n              ('Fare', '9.35'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '857'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Wick, Mrs. George Dennick (Mary Hitchcock)'),\n              ('Sex', 'female'),\n              ('Age', '45'),\n              ('SibSp', '1'),\n              ('Parch', '1'),\n              ('Ticket', '36928'),\n              ('Fare', '164.8667'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '858'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Daly, Mr. Peter Denis '),\n              ('Sex', 'male'),\n              ('Age', '51'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '113055'),\n              ('Fare', '26.55'),\n              ('Cabin', 'E17'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '859'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Baclini, Mrs. Solomon (Latifa Qurban)'),\n              ('Sex', 'female'),\n              ('Age', '24'),\n              ('SibSp', '0'),\n              ('Parch', '3'),\n              ('Ticket', '2666'),\n              ('Fare', '19.2583'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '860'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Razi, Mr. Raihed'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '2629'),\n              ('Fare', '7.2292'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '861'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Hansen, Mr. Claus Peter'),\n              ('Sex', 'male'),\n              ('Age', '41'),\n              ('SibSp', '2'),\n              ('Parch', '0'),\n              ('Ticket', '350026'),\n              ('Fare', '14.1083'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '862'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Giles, Mr. Frederick Edward'),\n              ('Sex', 'male'),\n              ('Age', '21'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', '28134'),\n              ('Fare', '11.5'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '863'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Swift, Mrs. Frederick Joel (Margaret Welles Barron)'),\n              ('Sex', 'female'),\n              ('Age', '48'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '17466'),\n              ('Fare', '25.9292'),\n              ('Cabin', 'D17'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '864'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Sage, Miss. Dorothy Edith \"Dolly\"'),\n              ('Sex', 'female'),\n              ('Age', ''),\n              ('SibSp', '8'),\n              ('Parch', '2'),\n              ('Ticket', 'CA. 2343'),\n              ('Fare', '69.55'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '865'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Gill, Mr. John William'),\n              ('Sex', 'male'),\n              ('Age', '24'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '233866'),\n              ('Fare', '13'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '866'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Bystrom, Mrs. (Karolina)'),\n              ('Sex', 'female'),\n              ('Age', '42'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '236852'),\n              ('Fare', '13'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '867'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Duran y More, Miss. Asuncion'),\n              ('Sex', 'female'),\n              ('Age', '27'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', 'SC/PARIS 2149'),\n              ('Fare', '13.8583'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '868'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Roebling, Mr. Washington Augustus II'),\n              ('Sex', 'male'),\n              ('Age', '31'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'PC 17590'),\n              ('Fare', '50.4958'),\n              ('Cabin', 'A24'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '869'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'van Melkebeke, Mr. Philemon'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '345777'),\n              ('Fare', '9.5'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '870'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Johnson, Master. Harold Theodor'),\n              ('Sex', 'male'),\n              ('Age', '4'),\n              ('SibSp', '1'),\n              ('Parch', '1'),\n              ('Ticket', '347742'),\n              ('Fare', '11.1333'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '871'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Balkic, Mr. Cerin'),\n              ('Sex', 'male'),\n              ('Age', '26'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '349248'),\n              ('Fare', '7.8958'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '872'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Beckwith, Mrs. Richard Leonard (Sallie Monypeny)'),\n              ('Sex', 'female'),\n              ('Age', '47'),\n              ('SibSp', '1'),\n              ('Parch', '1'),\n              ('Ticket', '11751'),\n              ('Fare', '52.5542'),\n              ('Cabin', 'D35'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '873'),\n              ('Survived', '0'),\n              ('Pclass', '1'),\n              ('Name', 'Carlsson, Mr. Frans Olof'),\n              ('Sex', 'male'),\n              ('Age', '33'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '695'),\n              ('Fare', '5'),\n              ('Cabin', 'B51 B53 B55'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '874'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Vander Cruyssen, Mr. Victor'),\n              ('Sex', 'male'),\n              ('Age', '47'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '345765'),\n              ('Fare', '9'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '875'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Abelson, Mrs. Samuel (Hannah Wizosky)'),\n              ('Sex', 'female'),\n              ('Age', '28'),\n              ('SibSp', '1'),\n              ('Parch', '0'),\n              ('Ticket', 'P/PP 3381'),\n              ('Fare', '24'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '876'),\n              ('Survived', '1'),\n              ('Pclass', '3'),\n              ('Name', 'Najib, Miss. Adele Kiamie \"Jane\"'),\n              ('Sex', 'female'),\n              ('Age', '15'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '2667'),\n              ('Fare', '7.225'),\n              ('Cabin', ''),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '877'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Gustafsson, Mr. Alfred Ossian'),\n              ('Sex', 'male'),\n              ('Age', '20'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '7534'),\n              ('Fare', '9.8458'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '878'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Petroff, Mr. Nedelio'),\n              ('Sex', 'male'),\n              ('Age', '19'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '349212'),\n              ('Fare', '7.8958'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '879'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Laleff, Mr. Kristo'),\n              ('Sex', 'male'),\n              ('Age', ''),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '349217'),\n              ('Fare', '7.8958'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '880'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Potter, Mrs. Thomas Jr (Lily Alexenia Wilson)'),\n              ('Sex', 'female'),\n              ('Age', '56'),\n              ('SibSp', '0'),\n              ('Parch', '1'),\n              ('Ticket', '11767'),\n              ('Fare', '83.1583'),\n              ('Cabin', 'C50'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '881'),\n              ('Survived', '1'),\n              ('Pclass', '2'),\n              ('Name', 'Shelley, Mrs. William (Imanita Parrish Hall)'),\n              ('Sex', 'female'),\n              ('Age', '25'),\n              ('SibSp', '0'),\n              ('Parch', '1'),\n              ('Ticket', '230433'),\n              ('Fare', '26'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '882'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Markun, Mr. Johann'),\n              ('Sex', 'male'),\n              ('Age', '33'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '349257'),\n              ('Fare', '7.8958'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '883'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Dahlberg, Miss. Gerda Ulrika'),\n              ('Sex', 'female'),\n              ('Age', '22'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '7552'),\n              ('Fare', '10.5167'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '884'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Banfield, Mr. Frederick James'),\n              ('Sex', 'male'),\n              ('Age', '28'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'C.A./SOTON 34068'),\n              ('Fare', '10.5'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '885'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Sutehall, Mr. Henry Jr'),\n              ('Sex', 'male'),\n              ('Age', '25'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', 'SOTON/OQ 392076'),\n              ('Fare', '7.05'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '886'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Rice, Mrs. William (Margaret Norton)'),\n              ('Sex', 'female'),\n              ('Age', '39'),\n              ('SibSp', '0'),\n              ('Parch', '5'),\n              ('Ticket', '382652'),\n              ('Fare', '29.125'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')]),\n OrderedDict([('PassengerId', '887'),\n              ('Survived', '0'),\n              ('Pclass', '2'),\n              ('Name', 'Montvila, Rev. Juozas'),\n              ('Sex', 'male'),\n              ('Age', '27'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '211536'),\n              ('Fare', '13'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '888'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Graham, Miss. Margaret Edith'),\n              ('Sex', 'female'),\n              ('Age', '19'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '112053'),\n              ('Fare', '30'),\n              ('Cabin', 'B42'),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '889'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Johnston, Miss. Catherine Helen \"Carrie\"'),\n              ('Sex', 'female'),\n              ('Age', ''),\n              ('SibSp', '1'),\n              ('Parch', '2'),\n              ('Ticket', 'W./C. 6607'),\n              ('Fare', '23.45'),\n              ('Cabin', ''),\n              ('Embarked', 'S')]),\n OrderedDict([('PassengerId', '890'),\n              ('Survived', '1'),\n              ('Pclass', '1'),\n              ('Name', 'Behr, Mr. Karl Howell'),\n              ('Sex', 'male'),\n              ('Age', '26'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '111369'),\n              ('Fare', '30'),\n              ('Cabin', 'C148'),\n              ('Embarked', 'C')]),\n OrderedDict([('PassengerId', '891'),\n              ('Survived', '0'),\n              ('Pclass', '3'),\n              ('Name', 'Dooley, Mr. Patrick'),\n              ('Sex', 'male'),\n              ('Age', '32'),\n              ('SibSp', '0'),\n              ('Parch', '0'),\n              ('Ticket', '370376'),\n              ('Fare', '7.75'),\n              ('Cabin', ''),\n              ('Embarked', 'Q')])]"
          },
          "execution_count": 4,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": "def letter_for_cabin(cabin):\n    return cabin[0] if len(cabin) else ''\n\ncabin_letters = list(set([letter_for_cabin(p['Cabin']) for p in people]))\nprint(cabin_letters)",
      "execution_count": 5,
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": "['', 'B', 'A', 'D', 'T', 'C', 'E', 'G', 'F']\n"
        }
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": "def onehot(idx, maximum):\n    v = [0] * maximum\n    v[idx] = 1\n    return v\n\ndef avg_for_field(field):\n    vals = [float(p[field]) for p in people if p[field]]\n    return sum(vals) / len(vals)\n\navg_age = avg_for_field('Age')\navg_fare = avg_for_field('Fare')\n\ndef vectorize(person):\n    pclass = int(person['Pclass'])\n    salutations = [1 if sal in person['Name'] else 0 for sal in ['Mr.', 'Miss.', 'Mrs.', 'Master.']]\n    embarked = 'CQS'.index(person['Embarked'])\n    age = float(person['Age']) if person['Age'] else avg_age\n    \n    sibs = 0\n    parents = 0\n    spouses = 0\n    children = 0\n    if age > 18:\n        children = int(person['Parch'])\n        spouses = int(person['SibSp'])\n    else:\n        parents = int(person['Parch'])\n        sibs = int(person['SibSp'])\n    \n    sex = -1 if person['Sex'] == 'male' else 1\n    fare = float(person['Fare']) if person['Fare'] else avg_fare\n    \n    cabin = cabin_letters.index(letter_for_cabin(person['Cabin']))\n    \n    return np.array([pclass, sex, fare, age] + salutations + onehot(embarked, 3) + [sibs, parents, spouses, children] + onehot(cabin, len(cabin_letters)))\n\ndef make_vecs_and_labels(people):\n    xs = np.stack([vectorize(p) for p in people])\n    ys = np.stack([int(p['Survived']) for p in people])\n    return xs, ys\n\ntest_split = 0.8\nrandom.shuffle(people)\n\n# train = people[:int(len(people) * test_split)]\n# test = people[int(len(people) * test_split):]\ninput_dim = len(vectorize(people[0]))",
      "execution_count": 6,
      "outputs": [],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": "x, y = make_vecs_and_labels(people)\n\ndef create_model(n_layers=3, layer_size=256, activation='relu', dropout=0):\n    model = models.Sequential()\n    prev_dim = input_dim\n    for i in range(n_layers):\n        model.add(layers.Dense(layer_size, input_dim=prev_dim))\n        prev_dim = layer_size\n        model.add(layers.Activation(activation))\n        if dropout > 0:\n            model.add(layers.Dropout(dropout))\n    model.add(layers.Dense(2))\n    model.add(layers.Activation('softmax'))\n    model.compile(loss='sparse_categorical_crossentropy', optimizer='adam', metrics=['accuracy'])\n    return model",
      "execution_count": 7,
      "outputs": [],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": "options = {\n    'n_layers': [1, 2, 3],\n    'layer_size': [128, 256, 512],\n    'activation': ['relu', 'sigmoid'],\n    'dropout': [0, 0.1]\n}\ndef all_configs(options):\n    if len(options) == 0:\n        return [[]]\n    else:\n        child_configs = all_configs(options[1:])\n        configs = []\n        key = options[0][0]\n        for value in options[0][1]:\n            for child in child_configs:\n                configs.append([(key, value)] + child)\n        return configs\nconfigs = all_configs(list(options.items()))\n\nrandom.shuffle(configs)\nresults = []\n\nfor config in configs[:20]:\n    model = create_model(**dict(config))\n    hist = model.fit(x, np.expand_dims(y, -1), validation_split=0.15, verbose=0, nb_epoch=20)\n    print(dict(config))\n    max_acc = max(hist.history['val_acc'])\n    print('Validation set accuracy:', max_acc)\n    print('Reached at epoch:', hist.history['val_acc'].index(max_acc))\n    print()\n    results.append((dict(config), max_acc, hist.history['val_acc'].index(max_acc)))\n\nprint('done')",
      "execution_count": 8,
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": "{'n_layers': 2, 'layer_size': 128, 'activation': 'relu', 'dropout': 0}\nValidation set accuracy: 0.791044777009\nReached at epoch: 16\n\n{'n_layers': 3, 'layer_size': 128, 'activation': 'relu', 'dropout': 0.1}\nValidation set accuracy: 0.805970149254\nReached at epoch: 5\n\n{'n_layers': 2, 'layer_size': 512, 'activation': 'sigmoid', 'dropout': 0.1}\nValidation set accuracy: 0.828358208066\nReached at epoch: 13\n\n{'n_layers': 1, 'layer_size': 128, 'activation': 'relu', 'dropout': 0}\nValidation set accuracy: 0.798507463576\nReached at epoch: 15\n\n{'n_layers': 3, 'layer_size': 256, 'activation': 'relu', 'dropout': 0}\nValidation set accuracy: 0.805970149254\nReached at epoch: 0\n\n{'n_layers': 3, 'layer_size': 256, 'activation': 'sigmoid', 'dropout': 0}\nValidation set accuracy: 0.813432834931\nReached at epoch: 5\n\n{'n_layers': 1, 'layer_size': 128, 'activation': 'sigmoid', 'dropout': 0.1}\nValidation set accuracy: 0.805970149254\nReached at epoch: 1\n\n{'n_layers': 3, 'layer_size': 512, 'activation': 'sigmoid', 'dropout': 0.1}\nValidation set accuracy: 0.820895521498\nReached at epoch: 14\n\n{'n_layers': 3, 'layer_size': 256, 'activation': 'sigmoid', 'dropout': 0.1}\nValidation set accuracy: 0.798507462687\nReached at epoch: 5\n\n{'n_layers': 1, 'layer_size': 512, 'activation': 'relu', 'dropout': 0}\nValidation set accuracy: 0.798507461797\nReached at epoch: 1\n\n{'n_layers': 2, 'layer_size': 256, 'activation': 'relu', 'dropout': 0.1}\nValidation set accuracy: 0.798507461797\nReached at epoch: 12\n\n{'n_layers': 1, 'layer_size': 256, 'activation': 'relu', 'dropout': 0}\nValidation set accuracy: 0.813432834931\nReached at epoch: 18\n\n{'n_layers': 3, 'layer_size': 512, 'activation': 'relu', 'dropout': 0}\nValidation set accuracy: 0.798507463576\nReached at epoch: 11\n\n{'n_layers': 2, 'layer_size': 128, 'activation': 'relu', 'dropout': 0.1}\nValidation set accuracy: 0.813432834931\nReached at epoch: 9\n\n{'n_layers': 3, 'layer_size': 512, 'activation': 'sigmoid', 'dropout': 0}\nValidation set accuracy: 0.835820894633\nReached at epoch: 19\n\n{'n_layers': 1, 'layer_size': 512, 'activation': 'sigmoid', 'dropout': 0}\nValidation set accuracy: 0.813432835821\nReached at epoch: 1\n\n{'n_layers': 1, 'layer_size': 512, 'activation': 'relu', 'dropout': 0.1}\nValidation set accuracy: 0.805970149254\nReached at epoch: 0\n\n{'n_layers': 2, 'layer_size': 256, 'activation': 'relu', 'dropout': 0}\nValidation set accuracy: 0.805970149254\nReached at epoch: 4\n\n{'n_layers': 3, 'layer_size': 512, 'activation': 'relu', 'dropout': 0.1}\nValidation set accuracy: 0.813432836711\nReached at epoch: 19\n\n{'n_layers': 3, 'layer_size': 128, 'activation': 'relu', 'dropout': 0}\nValidation set accuracy: 0.805970149254\nReached at epoch: 1\n\ndone\n"
        }
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": "# best = max(results, key=lambda x: x[1])\nbest = ({'activation': 'sigmoid', 'dropout': 0, 'layer_size': 512, 'n_layers': 3},\n 0.83582089463276654,\n 19)\nbest",
      "execution_count": 10,
      "outputs": [
        {
          "data": {
            "text/plain": "({'activation': 'sigmoid', 'dropout': 0, 'layer_size': 512, 'n_layers': 3},\n 0.8358208946327665,\n 19)"
          },
          "execution_count": 10,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": "final_model = create_model(**best[0])\nfinal_model.fit(x, y, nb_epoch=best[2], verbose=0)\ntest_people = list(DictReader(open('../input/test.csv')))\nx_ = np.stack([vectorize(p) for p in test_people])\npredictions = final_model.predict_classes(x_)",
      "execution_count": 11,
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": "\r 32/418 [=>............................] - ETA: 2s"
        }
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": "ids = [p['PassengerId'] for p in test_people]\nf = open('output.csv', 'w')\nwriter = csv.writer(f)\nwriter.writerow(['PassengerId', 'Survived'])\nfor id, surv in zip(ids, predictions):\n    writer.writerow([id, surv])\nf.close()",
      "execution_count": 15,
      "outputs": [],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": "print(open('output.csv').read())",
      "execution_count": 16,
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": "PassengerId,Survived\n892,0\n893,0\n894,0\n895,0\n896,1\n897,0\n898,1\n899,0\n900,1\n901,0\n902,0\n903,0\n904,1\n905,0\n906,1\n907,1\n908,0\n909,0\n910,0\n911,1\n912,0\n913,1\n914,1\n915,0\n916,1\n917,0\n918,1\n919,0\n920,0\n921,0\n922,0\n923,0\n924,0\n925,0\n926,0\n927,0\n928,0\n929,1\n930,0\n931,0\n932,0\n933,0\n934,0\n935,1\n936,1\n937,0\n938,0\n939,0\n940,1\n941,0\n942,0\n943,0\n944,0\n945,1\n946,0\n947,0\n948,0\n949,0\n950,0\n951,1\n952,0\n953,0\n954,0\n955,1\n956,1\n957,1\n958,1\n959,0\n960,0\n961,0\n962,1\n963,0\n964,0\n965,1\n966,1\n967,0\n968,0\n969,1\n970,0\n971,1\n972,1\n973,0\n974,0\n975,0\n976,0\n977,0\n978,1\n979,1\n980,1\n981,1\n982,1\n983,0\n984,1\n985,0\n986,0\n987,0\n988,1\n989,0\n990,1\n991,0\n992,1\n993,0\n994,0\n995,0\n996,1\n997,0\n998,0\n999,0\n1000,0\n1001,0\n1002,0\n1003,1\n1004,1\n1005,1\n1006,1\n1007,0\n1008,0\n1009,1\n1010,0\n1011,1\n1012,1\n1013,0\n1014,1\n1015,0\n1016,0\n1017,1\n1018,0\n1019,1\n1020,0\n1021,0\n1022,0\n1023,0\n1024,0\n1025,0\n1026,0\n1027,0\n1028,0\n1029,0\n1030,1\n1031,0\n1032,0\n1033,1\n1034,0\n1035,0\n1036,0\n1037,0\n1038,1\n1039,0\n1040,0\n1041,0\n1042,1\n1043,0\n1044,0\n1045,0\n1046,0\n1047,0\n1048,1\n1049,1\n1050,0\n1051,1\n1052,1\n1053,1\n1054,1\n1055,0\n1056,0\n1057,1\n1058,0\n1059,0\n1060,1\n1061,1\n1062,0\n1063,0\n1064,0\n1065,0\n1066,0\n1067,1\n1068,1\n1069,0\n1070,1\n1071,1\n1072,0\n1073,0\n1074,1\n1075,0\n1076,1\n1077,0\n1078,1\n1079,0\n1080,0\n1081,0\n1082,0\n1083,0\n1084,0\n1085,0\n1086,1\n1087,0\n1088,1\n1089,1\n1090,0\n1091,1\n1092,1\n1093,1\n1094,0\n1095,1\n1096,0\n1097,0\n1098,1\n1099,0\n1100,1\n1101,0\n1102,0\n1103,0\n1104,0\n1105,1\n1106,0\n1107,0\n1108,1\n1109,0\n1110,1\n1111,0\n1112,1\n1113,0\n1114,1\n1115,0\n1116,1\n1117,1\n1118,0\n1119,1\n1120,0\n1121,0\n1122,0\n1123,1\n1124,0\n1125,0\n1126,0\n1127,0\n1128,0\n1129,0\n1130,0\n1131,1\n1132,1\n1133,1\n1134,0\n1135,0\n1136,0\n1137,0\n1138,1\n1139,0\n1140,1\n1141,1\n1142,1\n1143,0\n1144,0\n1145,0\n1146,0\n1147,0\n1148,0\n1149,0\n1150,1\n1151,0\n1152,0\n1153,0\n1154,1\n1155,1\n1156,0\n1157,0\n1158,0\n1159,0\n1160,0\n1161,0\n1162,0\n1163,0\n1164,1\n1165,1\n1166,0\n1167,1\n1168,0\n1169,0\n1170,0\n1171,0\n1172,1\n1173,1\n1174,1\n1175,1\n1176,1\n1177,0\n1178,0\n1179,0\n1180,0\n1181,0\n1182,0\n1183,1\n1184,0\n1185,0\n1186,0\n1187,0\n1188,1\n1189,0\n1190,0\n1191,0\n1192,0\n1193,0\n1194,0\n1195,0\n1196,1\n1197,1\n1198,0\n1199,1\n1200,0\n1201,0\n1202,0\n1203,0\n1204,0\n1205,0\n1206,1\n1207,1\n1208,0\n1209,0\n1210,0\n1211,0\n1212,0\n1213,0\n1214,0\n1215,0\n1216,1\n1217,0\n1218,1\n1219,0\n1220,0\n1221,0\n1222,1\n1223,0\n1224,0\n1225,1\n1226,0\n1227,0\n1228,0\n1229,0\n1230,0\n1231,0\n1232,0\n1233,0\n1234,0\n1235,1\n1236,0\n1237,1\n1238,0\n1239,1\n1240,0\n1241,1\n1242,1\n1243,0\n1244,0\n1245,0\n1246,1\n1247,0\n1248,1\n1249,0\n1250,0\n1251,1\n1252,0\n1253,1\n1254,1\n1255,0\n1256,1\n1257,0\n1258,0\n1259,1\n1260,1\n1261,0\n1262,0\n1263,1\n1264,0\n1265,0\n1266,1\n1267,1\n1268,0\n1269,0\n1270,0\n1271,0\n1272,0\n1273,0\n1274,1\n1275,1\n1276,0\n1277,1\n1278,0\n1279,0\n1280,0\n1281,0\n1282,0\n1283,1\n1284,1\n1285,0\n1286,0\n1287,1\n1288,0\n1289,1\n1290,0\n1291,0\n1292,1\n1293,0\n1294,1\n1295,0\n1296,0\n1297,0\n1298,0\n1299,0\n1300,1\n1301,1\n1302,1\n1303,1\n1304,0\n1305,0\n1306,1\n1307,0\n1308,0\n1309,0\n\n"
        }
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": null,
      "execution_count": null,
      "outputs": [],
      "metadata": {}
    }
  ]
}