From 26e13b0787a165f5f267baa6af88cf3b4a0c18fc Mon Sep 17 00:00:00 2001 From: Bill Wong Date: Mon, 25 Jan 2016 22:29:29 -0500 Subject: [PATCH 1/5] first commit --- data_exploration.ipynb | 1314 ++++++++++++++++++++++++++++++++++++++++ test.csv | 419 +++++++++++++ train.csv | 892 +++++++++++++++++++++++++++ 3 files changed, 2625 insertions(+) create mode 100644 data_exploration.ipynb create mode 100644 test.csv create mode 100644 train.csv diff --git a/data_exploration.ipynb b/data_exploration.ipynb new file mode 100644 index 0000000..ac42885 --- /dev/null +++ b/data_exploration.ipynb @@ -0,0 +1,1314 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "df = pd.read_csv('train.csv', header=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
PassengerIdSurvivedPclassNameSexAgeSibSpParchTicketFareCabinEmbarked
0103Braund, Mr. Owen Harrismale2210A/5 211717.2500NaNS
1211Cumings, Mrs. John Bradley (Florence Briggs Th...female3810PC 1759971.2833C85C
2313Heikkinen, Miss. Lainafemale2600STON/O2. 31012827.9250NaNS
3411Futrelle, Mrs. Jacques Heath (Lily May Peel)female351011380353.1000C123S
4503Allen, Mr. William Henrymale35003734508.0500NaNS
5603Moran, Mr. JamesmaleNaN003308778.4583NaNQ
6701McCarthy, Mr. Timothy Jmale54001746351.8625E46S
7803Palsson, Master. Gosta Leonardmale23134990921.0750NaNS
8913Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)female270234774211.1333NaNS
91012Nasser, Mrs. Nicholas (Adele Achem)female141023773630.0708NaNC
101113Sandstrom, Miss. Marguerite Rutfemale411PP 954916.7000G6S
111211Bonnell, Miss. Elizabethfemale580011378326.5500C103S
121303Saundercock, Mr. William Henrymale2000A/5. 21518.0500NaNS
131403Andersson, Mr. Anders Johanmale391534708231.2750NaNS
141503Vestrom, Miss. Hulda Amanda Adolfinafemale14003504067.8542NaNS
151612Hewlett, Mrs. (Mary D Kingcome)female550024870616.0000NaNS
161703Rice, Master. Eugenemale24138265229.1250NaNQ
171812Williams, Mr. Charles EugenemaleNaN0024437313.0000NaNS
181903Vander Planke, Mrs. Julius (Emelia Maria Vande...female311034576318.0000NaNS
192013Masselmani, Mrs. FatimafemaleNaN0026497.2250NaNC
202102Fynney, Mr. Joseph Jmale350023986526.0000NaNS
212212Beesley, Mr. Lawrencemale340024869813.0000D56S
222313McGowan, Miss. Anna \"Annie\"female15003309238.0292NaNQ
232411Sloper, Mr. William Thompsonmale280011378835.5000A6S
242503Palsson, Miss. Torborg Danirafemale83134990921.0750NaNS
252613Asplund, Mrs. Carl Oscar (Selma Augusta Emilia...female381534707731.3875NaNS
262703Emir, Mr. Farred ChehabmaleNaN0026317.2250NaNC
272801Fortune, Mr. Charles Alexandermale193219950263.0000C23 C25 C27S
282913O'Dwyer, Miss. Ellen \"Nellie\"femaleNaN003309597.8792NaNQ
293003Todoroff, Mr. LaliomaleNaN003492167.8958NaNS
.......................................
86186202Giles, Mr. Frederick Edwardmale21102813411.5000NaNS
86286311Swift, Mrs. Frederick Joel (Margaret Welles Ba...female48001746625.9292D17S
86386403Sage, Miss. Dorothy Edith \"Dolly\"femaleNaN82CA. 234369.5500NaNS
86486502Gill, Mr. John Williammale240023386613.0000NaNS
86586612Bystrom, Mrs. (Karolina)female420023685213.0000NaNS
86686712Duran y More, Miss. Asuncionfemale2710SC/PARIS 214913.8583NaNC
86786801Roebling, Mr. Washington Augustus IImale3100PC 1759050.4958A24S
86886903van Melkebeke, Mr. PhilemonmaleNaN003457779.5000NaNS
86987013Johnson, Master. Harold Theodormale41134774211.1333NaNS
87087103Balkic, Mr. Cerinmale26003492487.8958NaNS
87187211Beckwith, Mrs. Richard Leonard (Sallie Monypeny)female47111175152.5542D35S
87287301Carlsson, Mr. Frans Olofmale33006955.0000B51 B53 B55S
87387403Vander Cruyssen, Mr. Victormale47003457659.0000NaNS
87487512Abelson, Mrs. Samuel (Hannah Wizosky)female2810P/PP 338124.0000NaNC
87587613Najib, Miss. Adele Kiamie \"Jane\"female150026677.2250NaNC
87687703Gustafsson, Mr. Alfred Ossianmale200075349.8458NaNS
87787803Petroff, Mr. Nedeliomale19003492127.8958NaNS
87887903Laleff, Mr. KristomaleNaN003492177.8958NaNS
87988011Potter, Mrs. Thomas Jr (Lily Alexenia Wilson)female56011176783.1583C50C
88088112Shelley, Mrs. William (Imanita Parrish Hall)female250123043326.0000NaNS
88188203Markun, Mr. Johannmale33003492577.8958NaNS
88288303Dahlberg, Miss. Gerda Ulrikafemale2200755210.5167NaNS
88388402Banfield, Mr. Frederick Jamesmale2800C.A./SOTON 3406810.5000NaNS
88488503Sutehall, Mr. Henry Jrmale2500SOTON/OQ 3920767.0500NaNS
88588603Rice, Mrs. William (Margaret Norton)female390538265229.1250NaNQ
88688702Montvila, Rev. Juozasmale270021153613.0000NaNS
88788811Graham, Miss. Margaret Edithfemale190011205330.0000B42S
88888903Johnston, Miss. Catherine Helen \"Carrie\"femaleNaN12W./C. 660723.4500NaNS
88989011Behr, Mr. Karl Howellmale260011136930.0000C148C
89089103Dooley, Mr. Patrickmale32003703767.7500NaNQ
\n", + "

891 rows × 12 columns

\n", + "
" + ], + "text/plain": [ + " PassengerId Survived Pclass \\\n", + "0 1 0 3 \n", + "1 2 1 1 \n", + "2 3 1 3 \n", + "3 4 1 1 \n", + "4 5 0 3 \n", + "5 6 0 3 \n", + "6 7 0 1 \n", + "7 8 0 3 \n", + "8 9 1 3 \n", + "9 10 1 2 \n", + "10 11 1 3 \n", + "11 12 1 1 \n", + "12 13 0 3 \n", + "13 14 0 3 \n", + "14 15 0 3 \n", + "15 16 1 2 \n", + "16 17 0 3 \n", + "17 18 1 2 \n", + "18 19 0 3 \n", + "19 20 1 3 \n", + "20 21 0 2 \n", + "21 22 1 2 \n", + "22 23 1 3 \n", + "23 24 1 1 \n", + "24 25 0 3 \n", + "25 26 1 3 \n", + "26 27 0 3 \n", + "27 28 0 1 \n", + "28 29 1 3 \n", + "29 30 0 3 \n", + ".. ... ... ... \n", + "861 862 0 2 \n", + "862 863 1 1 \n", + "863 864 0 3 \n", + "864 865 0 2 \n", + "865 866 1 2 \n", + "866 867 1 2 \n", + "867 868 0 1 \n", + "868 869 0 3 \n", + "869 870 1 3 \n", + "870 871 0 3 \n", + "871 872 1 1 \n", + "872 873 0 1 \n", + "873 874 0 3 \n", + "874 875 1 2 \n", + "875 876 1 3 \n", + "876 877 0 3 \n", + "877 878 0 3 \n", + "878 879 0 3 \n", + "879 880 1 1 \n", + "880 881 1 2 \n", + "881 882 0 3 \n", + "882 883 0 3 \n", + "883 884 0 2 \n", + "884 885 0 3 \n", + "885 886 0 3 \n", + "886 887 0 2 \n", + "887 888 1 1 \n", + "888 889 0 3 \n", + "889 890 1 1 \n", + "890 891 0 3 \n", + "\n", + " Name Sex Age SibSp \\\n", + "0 Braund, Mr. Owen Harris male 22 1 \n", + "1 Cumings, Mrs. John Bradley (Florence Briggs Th... female 38 1 \n", + "2 Heikkinen, Miss. Laina female 26 0 \n", + "3 Futrelle, Mrs. Jacques Heath (Lily May Peel) female 35 1 \n", + "4 Allen, Mr. William Henry male 35 0 \n", + "5 Moran, Mr. James male NaN 0 \n", + "6 McCarthy, Mr. Timothy J male 54 0 \n", + "7 Palsson, Master. Gosta Leonard male 2 3 \n", + "8 Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg) female 27 0 \n", + "9 Nasser, Mrs. Nicholas (Adele Achem) female 14 1 \n", + "10 Sandstrom, Miss. Marguerite Rut female 4 1 \n", + "11 Bonnell, Miss. Elizabeth female 58 0 \n", + "12 Saundercock, Mr. William Henry male 20 0 \n", + "13 Andersson, Mr. Anders Johan male 39 1 \n", + "14 Vestrom, Miss. Hulda Amanda Adolfina female 14 0 \n", + "15 Hewlett, Mrs. (Mary D Kingcome) female 55 0 \n", + "16 Rice, Master. Eugene male 2 4 \n", + "17 Williams, Mr. Charles Eugene male NaN 0 \n", + "18 Vander Planke, Mrs. Julius (Emelia Maria Vande... female 31 1 \n", + "19 Masselmani, Mrs. Fatima female NaN 0 \n", + "20 Fynney, Mr. Joseph J male 35 0 \n", + "21 Beesley, Mr. Lawrence male 34 0 \n", + "22 McGowan, Miss. Anna \"Annie\" female 15 0 \n", + "23 Sloper, Mr. William Thompson male 28 0 \n", + "24 Palsson, Miss. Torborg Danira female 8 3 \n", + "25 Asplund, Mrs. Carl Oscar (Selma Augusta Emilia... female 38 1 \n", + "26 Emir, Mr. Farred Chehab male NaN 0 \n", + "27 Fortune, Mr. Charles Alexander male 19 3 \n", + "28 O'Dwyer, Miss. Ellen \"Nellie\" female NaN 0 \n", + "29 Todoroff, Mr. Lalio male NaN 0 \n", + ".. ... ... ... ... \n", + "861 Giles, Mr. Frederick Edward male 21 1 \n", + "862 Swift, Mrs. Frederick Joel (Margaret Welles Ba... female 48 0 \n", + "863 Sage, Miss. Dorothy Edith \"Dolly\" female NaN 8 \n", + "864 Gill, Mr. John William male 24 0 \n", + "865 Bystrom, Mrs. (Karolina) female 42 0 \n", + "866 Duran y More, Miss. Asuncion female 27 1 \n", + "867 Roebling, Mr. Washington Augustus II male 31 0 \n", + "868 van Melkebeke, Mr. Philemon male NaN 0 \n", + "869 Johnson, Master. Harold Theodor male 4 1 \n", + "870 Balkic, Mr. Cerin male 26 0 \n", + "871 Beckwith, Mrs. Richard Leonard (Sallie Monypeny) female 47 1 \n", + "872 Carlsson, Mr. Frans Olof male 33 0 \n", + "873 Vander Cruyssen, Mr. Victor male 47 0 \n", + "874 Abelson, Mrs. Samuel (Hannah Wizosky) female 28 1 \n", + "875 Najib, Miss. Adele Kiamie \"Jane\" female 15 0 \n", + "876 Gustafsson, Mr. Alfred Ossian male 20 0 \n", + "877 Petroff, Mr. Nedelio male 19 0 \n", + "878 Laleff, Mr. Kristo male NaN 0 \n", + "879 Potter, Mrs. Thomas Jr (Lily Alexenia Wilson) female 56 0 \n", + "880 Shelley, Mrs. William (Imanita Parrish Hall) female 25 0 \n", + "881 Markun, Mr. Johann male 33 0 \n", + "882 Dahlberg, Miss. Gerda Ulrika female 22 0 \n", + "883 Banfield, Mr. Frederick James male 28 0 \n", + "884 Sutehall, Mr. Henry Jr male 25 0 \n", + "885 Rice, Mrs. William (Margaret Norton) female 39 0 \n", + "886 Montvila, Rev. Juozas male 27 0 \n", + "887 Graham, Miss. Margaret Edith female 19 0 \n", + "888 Johnston, Miss. Catherine Helen \"Carrie\" female NaN 1 \n", + "889 Behr, Mr. Karl Howell male 26 0 \n", + "890 Dooley, Mr. Patrick male 32 0 \n", + "\n", + " Parch Ticket Fare Cabin Embarked \n", + "0 0 A/5 21171 7.2500 NaN S \n", + "1 0 PC 17599 71.2833 C85 C \n", + "2 0 STON/O2. 3101282 7.9250 NaN S \n", + "3 0 113803 53.1000 C123 S \n", + "4 0 373450 8.0500 NaN S \n", + "5 0 330877 8.4583 NaN Q \n", + "6 0 17463 51.8625 E46 S \n", + "7 1 349909 21.0750 NaN S \n", + "8 2 347742 11.1333 NaN S \n", + "9 0 237736 30.0708 NaN C \n", + "10 1 PP 9549 16.7000 G6 S \n", + "11 0 113783 26.5500 C103 S \n", + "12 0 A/5. 2151 8.0500 NaN S \n", + "13 5 347082 31.2750 NaN S \n", + "14 0 350406 7.8542 NaN S \n", + "15 0 248706 16.0000 NaN S \n", + "16 1 382652 29.1250 NaN Q \n", + "17 0 244373 13.0000 NaN S \n", + "18 0 345763 18.0000 NaN S \n", + "19 0 2649 7.2250 NaN C \n", + "20 0 239865 26.0000 NaN S \n", + "21 0 248698 13.0000 D56 S \n", + "22 0 330923 8.0292 NaN Q \n", + "23 0 113788 35.5000 A6 S \n", + "24 1 349909 21.0750 NaN S \n", + "25 5 347077 31.3875 NaN S \n", + "26 0 2631 7.2250 NaN C \n", + "27 2 19950 263.0000 C23 C25 C27 S \n", + "28 0 330959 7.8792 NaN Q \n", + "29 0 349216 7.8958 NaN S \n", + ".. ... ... ... ... ... \n", + "861 0 28134 11.5000 NaN S \n", + "862 0 17466 25.9292 D17 S \n", + "863 2 CA. 2343 69.5500 NaN S \n", + "864 0 233866 13.0000 NaN S \n", + "865 0 236852 13.0000 NaN S \n", + "866 0 SC/PARIS 2149 13.8583 NaN C \n", + "867 0 PC 17590 50.4958 A24 S \n", + "868 0 345777 9.5000 NaN S \n", + "869 1 347742 11.1333 NaN S \n", + "870 0 349248 7.8958 NaN S \n", + "871 1 11751 52.5542 D35 S \n", + "872 0 695 5.0000 B51 B53 B55 S \n", + "873 0 345765 9.0000 NaN S \n", + "874 0 P/PP 3381 24.0000 NaN C \n", + "875 0 2667 7.2250 NaN C \n", + "876 0 7534 9.8458 NaN S \n", + "877 0 349212 7.8958 NaN S \n", + "878 0 349217 7.8958 NaN S \n", + "879 1 11767 83.1583 C50 C \n", + "880 1 230433 26.0000 NaN S \n", + "881 0 349257 7.8958 NaN S \n", + "882 0 7552 10.5167 NaN S \n", + "883 0 C.A./SOTON 34068 10.5000 NaN S \n", + "884 0 SOTON/OQ 392076 7.0500 NaN S \n", + "885 5 382652 29.1250 NaN Q \n", + "886 0 211536 13.0000 NaN S \n", + "887 0 112053 30.0000 B42 S \n", + "888 2 W./C. 6607 23.4500 NaN S \n", + "889 0 111369 30.0000 C148 C \n", + "890 0 370376 7.7500 NaN Q \n", + "\n", + "[891 rows x 12 columns]" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
PassengerIdSurvivedPclassNameSexAgeSibSpParchTicketFareCabinEmbarked
0103Braund, Mr. Owen Harrismale2210A/5 211717.2500NaNS
1211Cumings, Mrs. John Bradley (Florence Briggs Th...female3810PC 1759971.2833C85C
2313Heikkinen, Miss. Lainafemale2600STON/O2. 31012827.9250NaNS
\n", + "
" + ], + "text/plain": [ + " PassengerId Survived Pclass \\\n", + "0 1 0 3 \n", + "1 2 1 1 \n", + "2 3 1 3 \n", + "\n", + " Name Sex Age SibSp \\\n", + "0 Braund, Mr. Owen Harris male 22 1 \n", + "1 Cumings, Mrs. John Bradley (Florence Briggs Th... female 38 1 \n", + "2 Heikkinen, Miss. Laina female 26 0 \n", + "\n", + " Parch Ticket Fare Cabin Embarked \n", + "0 0 A/5 21171 7.2500 NaN S \n", + "1 0 PC 17599 71.2833 C85 C \n", + "2 0 STON/O2. 3101282 7.9250 NaN S " + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head(3)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/test.csv b/test.csv new file mode 100644 index 0000000..f705412 --- /dev/null +++ b/test.csv @@ -0,0 +1,419 @@ +PassengerId,Pclass,Name,Sex,Age,SibSp,Parch,Ticket,Fare,Cabin,Embarked +892,3,"Kelly, Mr. James",male,34.5,0,0,330911,7.8292,,Q +893,3,"Wilkes, Mrs. James (Ellen Needs)",female,47,1,0,363272,7,,S +894,2,"Myles, Mr. Thomas Francis",male,62,0,0,240276,9.6875,,Q +895,3,"Wirz, Mr. Albert",male,27,0,0,315154,8.6625,,S +896,3,"Hirvonen, Mrs. Alexander (Helga E Lindqvist)",female,22,1,1,3101298,12.2875,,S +897,3,"Svensson, Mr. Johan Cervin",male,14,0,0,7538,9.225,,S +898,3,"Connolly, Miss. Kate",female,30,0,0,330972,7.6292,,Q +899,2,"Caldwell, Mr. Albert Francis",male,26,1,1,248738,29,,S +900,3,"Abrahim, Mrs. Joseph (Sophie Halaut Easu)",female,18,0,0,2657,7.2292,,C +901,3,"Davies, Mr. John Samuel",male,21,2,0,A/4 48871,24.15,,S +902,3,"Ilieff, Mr. Ylio",male,,0,0,349220,7.8958,,S +903,1,"Jones, Mr. Charles Cresson",male,46,0,0,694,26,,S +904,1,"Snyder, Mrs. John Pillsbury (Nelle Stevenson)",female,23,1,0,21228,82.2667,B45,S +905,2,"Howard, Mr. Benjamin",male,63,1,0,24065,26,,S +906,1,"Chaffee, Mrs. Herbert Fuller (Carrie Constance Toogood)",female,47,1,0,W.E.P. 5734,61.175,E31,S +907,2,"del Carlo, Mrs. Sebastiano (Argenia Genovesi)",female,24,1,0,SC/PARIS 2167,27.7208,,C +908,2,"Keane, Mr. Daniel",male,35,0,0,233734,12.35,,Q +909,3,"Assaf, Mr. Gerios",male,21,0,0,2692,7.225,,C +910,3,"Ilmakangas, Miss. Ida Livija",female,27,1,0,STON/O2. 3101270,7.925,,S +911,3,"Assaf Khalil, Mrs. Mariana (Miriam"")""",female,45,0,0,2696,7.225,,C +912,1,"Rothschild, Mr. Martin",male,55,1,0,PC 17603,59.4,,C +913,3,"Olsen, Master. Artur Karl",male,9,0,1,C 17368,3.1708,,S +914,1,"Flegenheim, Mrs. Alfred (Antoinette)",female,,0,0,PC 17598,31.6833,,S +915,1,"Williams, Mr. Richard Norris II",male,21,0,1,PC 17597,61.3792,,C +916,1,"Ryerson, Mrs. Arthur Larned (Emily Maria Borie)",female,48,1,3,PC 17608,262.375,B57 B59 B63 B66,C +917,3,"Robins, Mr. Alexander A",male,50,1,0,A/5. 3337,14.5,,S +918,1,"Ostby, Miss. Helene Ragnhild",female,22,0,1,113509,61.9792,B36,C +919,3,"Daher, Mr. Shedid",male,22.5,0,0,2698,7.225,,C +920,1,"Brady, Mr. John Bertram",male,41,0,0,113054,30.5,A21,S +921,3,"Samaan, Mr. Elias",male,,2,0,2662,21.6792,,C +922,2,"Louch, Mr. Charles Alexander",male,50,1,0,SC/AH 3085,26,,S +923,2,"Jefferys, Mr. Clifford Thomas",male,24,2,0,C.A. 31029,31.5,,S +924,3,"Dean, Mrs. Bertram (Eva Georgetta Light)",female,33,1,2,C.A. 2315,20.575,,S +925,3,"Johnston, Mrs. Andrew G (Elizabeth Lily"" Watson)""",female,,1,2,W./C. 6607,23.45,,S +926,1,"Mock, Mr. Philipp Edmund",male,30,1,0,13236,57.75,C78,C +927,3,"Katavelas, Mr. Vassilios (Catavelas Vassilios"")""",male,18.5,0,0,2682,7.2292,,C +928,3,"Roth, Miss. Sarah A",female,,0,0,342712,8.05,,S +929,3,"Cacic, Miss. Manda",female,21,0,0,315087,8.6625,,S +930,3,"Sap, Mr. Julius",male,25,0,0,345768,9.5,,S +931,3,"Hee, Mr. Ling",male,,0,0,1601,56.4958,,S +932,3,"Karun, Mr. Franz",male,39,0,1,349256,13.4167,,C +933,1,"Franklin, Mr. Thomas Parham",male,,0,0,113778,26.55,D34,S +934,3,"Goldsmith, Mr. Nathan",male,41,0,0,SOTON/O.Q. 3101263,7.85,,S +935,2,"Corbett, Mrs. Walter H (Irene Colvin)",female,30,0,0,237249,13,,S +936,1,"Kimball, Mrs. Edwin Nelson Jr (Gertrude Parsons)",female,45,1,0,11753,52.5542,D19,S +937,3,"Peltomaki, Mr. Nikolai Johannes",male,25,0,0,STON/O 2. 3101291,7.925,,S +938,1,"Chevre, Mr. Paul Romaine",male,45,0,0,PC 17594,29.7,A9,C +939,3,"Shaughnessy, Mr. Patrick",male,,0,0,370374,7.75,,Q +940,1,"Bucknell, Mrs. William Robert (Emma Eliza Ward)",female,60,0,0,11813,76.2917,D15,C +941,3,"Coutts, Mrs. William (Winnie Minnie"" Treanor)""",female,36,0,2,C.A. 37671,15.9,,S +942,1,"Smith, Mr. Lucien Philip",male,24,1,0,13695,60,C31,S +943,2,"Pulbaum, Mr. Franz",male,27,0,0,SC/PARIS 2168,15.0333,,C +944,2,"Hocking, Miss. Ellen Nellie""""",female,20,2,1,29105,23,,S +945,1,"Fortune, Miss. Ethel Flora",female,28,3,2,19950,263,C23 C25 C27,S +946,2,"Mangiavacchi, Mr. Serafino Emilio",male,,0,0,SC/A.3 2861,15.5792,,C +947,3,"Rice, Master. Albert",male,10,4,1,382652,29.125,,Q +948,3,"Cor, Mr. Bartol",male,35,0,0,349230,7.8958,,S +949,3,"Abelseth, Mr. Olaus Jorgensen",male,25,0,0,348122,7.65,F G63,S +950,3,"Davison, Mr. Thomas Henry",male,,1,0,386525,16.1,,S +951,1,"Chaudanson, Miss. Victorine",female,36,0,0,PC 17608,262.375,B61,C +952,3,"Dika, Mr. Mirko",male,17,0,0,349232,7.8958,,S +953,2,"McCrae, Mr. Arthur Gordon",male,32,0,0,237216,13.5,,S +954,3,"Bjorklund, Mr. Ernst Herbert",male,18,0,0,347090,7.75,,S +955,3,"Bradley, Miss. Bridget Delia",female,22,0,0,334914,7.725,,Q +956,1,"Ryerson, Master. John Borie",male,13,2,2,PC 17608,262.375,B57 B59 B63 B66,C +957,2,"Corey, Mrs. Percy C (Mary Phyllis Elizabeth Miller)",female,,0,0,F.C.C. 13534,21,,S +958,3,"Burns, Miss. Mary Delia",female,18,0,0,330963,7.8792,,Q +959,1,"Moore, Mr. Clarence Bloomfield",male,47,0,0,113796,42.4,,S +960,1,"Tucker, Mr. Gilbert Milligan Jr",male,31,0,0,2543,28.5375,C53,C +961,1,"Fortune, Mrs. Mark (Mary McDougald)",female,60,1,4,19950,263,C23 C25 C27,S +962,3,"Mulvihill, Miss. Bertha E",female,24,0,0,382653,7.75,,Q +963,3,"Minkoff, Mr. Lazar",male,21,0,0,349211,7.8958,,S +964,3,"Nieminen, Miss. Manta Josefina",female,29,0,0,3101297,7.925,,S +965,1,"Ovies y Rodriguez, Mr. Servando",male,28.5,0,0,PC 17562,27.7208,D43,C +966,1,"Geiger, Miss. Amalie",female,35,0,0,113503,211.5,C130,C +967,1,"Keeping, Mr. Edwin",male,32.5,0,0,113503,211.5,C132,C +968,3,"Miles, Mr. Frank",male,,0,0,359306,8.05,,S +969,1,"Cornell, Mrs. Robert Clifford (Malvina Helen Lamson)",female,55,2,0,11770,25.7,C101,S +970,2,"Aldworth, Mr. Charles Augustus",male,30,0,0,248744,13,,S +971,3,"Doyle, Miss. Elizabeth",female,24,0,0,368702,7.75,,Q +972,3,"Boulos, Master. Akar",male,6,1,1,2678,15.2458,,C +973,1,"Straus, Mr. Isidor",male,67,1,0,PC 17483,221.7792,C55 C57,S +974,1,"Case, Mr. Howard Brown",male,49,0,0,19924,26,,S +975,3,"Demetri, Mr. Marinko",male,,0,0,349238,7.8958,,S +976,2,"Lamb, Mr. John Joseph",male,,0,0,240261,10.7083,,Q +977,3,"Khalil, Mr. Betros",male,,1,0,2660,14.4542,,C +978,3,"Barry, Miss. Julia",female,27,0,0,330844,7.8792,,Q +979,3,"Badman, Miss. Emily Louisa",female,18,0,0,A/4 31416,8.05,,S +980,3,"O'Donoghue, Ms. Bridget",female,,0,0,364856,7.75,,Q +981,2,"Wells, Master. Ralph Lester",male,2,1,1,29103,23,,S +982,3,"Dyker, Mrs. Adolf Fredrik (Anna Elisabeth Judith Andersson)",female,22,1,0,347072,13.9,,S +983,3,"Pedersen, Mr. Olaf",male,,0,0,345498,7.775,,S +984,1,"Davidson, Mrs. Thornton (Orian Hays)",female,27,1,2,F.C. 12750,52,B71,S +985,3,"Guest, Mr. Robert",male,,0,0,376563,8.05,,S +986,1,"Birnbaum, Mr. Jakob",male,25,0,0,13905,26,,C +987,3,"Tenglin, Mr. Gunnar Isidor",male,25,0,0,350033,7.7958,,S +988,1,"Cavendish, Mrs. Tyrell William (Julia Florence Siegel)",female,76,1,0,19877,78.85,C46,S +989,3,"Makinen, Mr. Kalle Edvard",male,29,0,0,STON/O 2. 3101268,7.925,,S +990,3,"Braf, Miss. Elin Ester Maria",female,20,0,0,347471,7.8542,,S +991,3,"Nancarrow, Mr. William Henry",male,33,0,0,A./5. 3338,8.05,,S +992,1,"Stengel, Mrs. Charles Emil Henry (Annie May Morris)",female,43,1,0,11778,55.4417,C116,C +993,2,"Weisz, Mr. Leopold",male,27,1,0,228414,26,,S +994,3,"Foley, Mr. William",male,,0,0,365235,7.75,,Q +995,3,"Johansson Palmquist, Mr. Oskar Leander",male,26,0,0,347070,7.775,,S +996,3,"Thomas, Mrs. Alexander (Thamine Thelma"")""",female,16,1,1,2625,8.5167,,C +997,3,"Holthen, Mr. Johan Martin",male,28,0,0,C 4001,22.525,,S +998,3,"Buckley, Mr. Daniel",male,21,0,0,330920,7.8208,,Q +999,3,"Ryan, Mr. Edward",male,,0,0,383162,7.75,,Q +1000,3,"Willer, Mr. Aaron (Abi Weller"")""",male,,0,0,3410,8.7125,,S +1001,2,"Swane, Mr. George",male,18.5,0,0,248734,13,F,S +1002,2,"Stanton, Mr. Samuel Ward",male,41,0,0,237734,15.0458,,C +1003,3,"Shine, Miss. Ellen Natalia",female,,0,0,330968,7.7792,,Q +1004,1,"Evans, Miss. Edith Corse",female,36,0,0,PC 17531,31.6792,A29,C +1005,3,"Buckley, Miss. Katherine",female,18.5,0,0,329944,7.2833,,Q +1006,1,"Straus, Mrs. Isidor (Rosalie Ida Blun)",female,63,1,0,PC 17483,221.7792,C55 C57,S +1007,3,"Chronopoulos, Mr. Demetrios",male,18,1,0,2680,14.4542,,C +1008,3,"Thomas, Mr. John",male,,0,0,2681,6.4375,,C +1009,3,"Sandstrom, Miss. Beatrice Irene",female,1,1,1,PP 9549,16.7,G6,S +1010,1,"Beattie, Mr. Thomson",male,36,0,0,13050,75.2417,C6,C +1011,2,"Chapman, Mrs. John Henry (Sara Elizabeth Lawry)",female,29,1,0,SC/AH 29037,26,,S +1012,2,"Watt, Miss. Bertha J",female,12,0,0,C.A. 33595,15.75,,S +1013,3,"Kiernan, Mr. John",male,,1,0,367227,7.75,,Q +1014,1,"Schabert, Mrs. Paul (Emma Mock)",female,35,1,0,13236,57.75,C28,C +1015,3,"Carver, Mr. Alfred John",male,28,0,0,392095,7.25,,S +1016,3,"Kennedy, Mr. John",male,,0,0,368783,7.75,,Q +1017,3,"Cribb, Miss. Laura Alice",female,17,0,1,371362,16.1,,S +1018,3,"Brobeck, Mr. Karl Rudolf",male,22,0,0,350045,7.7958,,S +1019,3,"McCoy, Miss. Alicia",female,,2,0,367226,23.25,,Q +1020,2,"Bowenur, Mr. Solomon",male,42,0,0,211535,13,,S +1021,3,"Petersen, Mr. Marius",male,24,0,0,342441,8.05,,S +1022,3,"Spinner, Mr. Henry John",male,32,0,0,STON/OQ. 369943,8.05,,S +1023,1,"Gracie, Col. Archibald IV",male,53,0,0,113780,28.5,C51,C +1024,3,"Lefebre, Mrs. Frank (Frances)",female,,0,4,4133,25.4667,,S +1025,3,"Thomas, Mr. Charles P",male,,1,0,2621,6.4375,,C +1026,3,"Dintcheff, Mr. Valtcho",male,43,0,0,349226,7.8958,,S +1027,3,"Carlsson, Mr. Carl Robert",male,24,0,0,350409,7.8542,,S +1028,3,"Zakarian, Mr. Mapriededer",male,26.5,0,0,2656,7.225,,C +1029,2,"Schmidt, Mr. August",male,26,0,0,248659,13,,S +1030,3,"Drapkin, Miss. Jennie",female,23,0,0,SOTON/OQ 392083,8.05,,S +1031,3,"Goodwin, Mr. Charles Frederick",male,40,1,6,CA 2144,46.9,,S +1032,3,"Goodwin, Miss. Jessie Allis",female,10,5,2,CA 2144,46.9,,S +1033,1,"Daniels, Miss. Sarah",female,33,0,0,113781,151.55,,S +1034,1,"Ryerson, Mr. Arthur Larned",male,61,1,3,PC 17608,262.375,B57 B59 B63 B66,C +1035,2,"Beauchamp, Mr. Henry James",male,28,0,0,244358,26,,S +1036,1,"Lindeberg-Lind, Mr. Erik Gustaf (Mr Edward Lingrey"")""",male,42,0,0,17475,26.55,,S +1037,3,"Vander Planke, Mr. Julius",male,31,3,0,345763,18,,S +1038,1,"Hilliard, Mr. Herbert Henry",male,,0,0,17463,51.8625,E46,S +1039,3,"Davies, Mr. Evan",male,22,0,0,SC/A4 23568,8.05,,S +1040,1,"Crafton, Mr. John Bertram",male,,0,0,113791,26.55,,S +1041,2,"Lahtinen, Rev. William",male,30,1,1,250651,26,,S +1042,1,"Earnshaw, Mrs. Boulton (Olive Potter)",female,23,0,1,11767,83.1583,C54,C +1043,3,"Matinoff, Mr. Nicola",male,,0,0,349255,7.8958,,C +1044,3,"Storey, Mr. Thomas",male,60.5,0,0,3701,,,S +1045,3,"Klasen, Mrs. (Hulda Kristina Eugenia Lofqvist)",female,36,0,2,350405,12.1833,,S +1046,3,"Asplund, Master. Filip Oscar",male,13,4,2,347077,31.3875,,S +1047,3,"Duquemin, Mr. Joseph",male,24,0,0,S.O./P.P. 752,7.55,,S +1048,1,"Bird, Miss. Ellen",female,29,0,0,PC 17483,221.7792,C97,S +1049,3,"Lundin, Miss. Olga Elida",female,23,0,0,347469,7.8542,,S +1050,1,"Borebank, Mr. John James",male,42,0,0,110489,26.55,D22,S +1051,3,"Peacock, Mrs. Benjamin (Edith Nile)",female,26,0,2,SOTON/O.Q. 3101315,13.775,,S +1052,3,"Smyth, Miss. Julia",female,,0,0,335432,7.7333,,Q +1053,3,"Touma, Master. Georges Youssef",male,7,1,1,2650,15.2458,,C +1054,2,"Wright, Miss. Marion",female,26,0,0,220844,13.5,,S +1055,3,"Pearce, Mr. Ernest",male,,0,0,343271,7,,S +1056,2,"Peruschitz, Rev. Joseph Maria",male,41,0,0,237393,13,,S +1057,3,"Kink-Heilmann, Mrs. Anton (Luise Heilmann)",female,26,1,1,315153,22.025,,S +1058,1,"Brandeis, Mr. Emil",male,48,0,0,PC 17591,50.4958,B10,C +1059,3,"Ford, Mr. Edward Watson",male,18,2,2,W./C. 6608,34.375,,S +1060,1,"Cassebeer, Mrs. Henry Arthur Jr (Eleanor Genevieve Fosdick)",female,,0,0,17770,27.7208,,C +1061,3,"Hellstrom, Miss. Hilda Maria",female,22,0,0,7548,8.9625,,S +1062,3,"Lithman, Mr. Simon",male,,0,0,S.O./P.P. 251,7.55,,S +1063,3,"Zakarian, Mr. Ortin",male,27,0,0,2670,7.225,,C +1064,3,"Dyker, Mr. Adolf Fredrik",male,23,1,0,347072,13.9,,S +1065,3,"Torfa, Mr. Assad",male,,0,0,2673,7.2292,,C +1066,3,"Asplund, Mr. Carl Oscar Vilhelm Gustafsson",male,40,1,5,347077,31.3875,,S +1067,2,"Brown, Miss. Edith Eileen",female,15,0,2,29750,39,,S +1068,2,"Sincock, Miss. Maude",female,20,0,0,C.A. 33112,36.75,,S +1069,1,"Stengel, Mr. Charles Emil Henry",male,54,1,0,11778,55.4417,C116,C +1070,2,"Becker, Mrs. Allen Oliver (Nellie E Baumgardner)",female,36,0,3,230136,39,F4,S +1071,1,"Compton, Mrs. Alexander Taylor (Mary Eliza Ingersoll)",female,64,0,2,PC 17756,83.1583,E45,C +1072,2,"McCrie, Mr. James Matthew",male,30,0,0,233478,13,,S +1073,1,"Compton, Mr. Alexander Taylor Jr",male,37,1,1,PC 17756,83.1583,E52,C +1074,1,"Marvin, Mrs. Daniel Warner (Mary Graham Carmichael Farquarson)",female,18,1,0,113773,53.1,D30,S +1075,3,"Lane, Mr. Patrick",male,,0,0,7935,7.75,,Q +1076,1,"Douglas, Mrs. Frederick Charles (Mary Helene Baxter)",female,27,1,1,PC 17558,247.5208,B58 B60,C +1077,2,"Maybery, Mr. Frank Hubert",male,40,0,0,239059,16,,S +1078,2,"Phillips, Miss. Alice Frances Louisa",female,21,0,1,S.O./P.P. 2,21,,S +1079,3,"Davies, Mr. Joseph",male,17,2,0,A/4 48873,8.05,,S +1080,3,"Sage, Miss. Ada",female,,8,2,CA. 2343,69.55,,S +1081,2,"Veal, Mr. James",male,40,0,0,28221,13,,S +1082,2,"Angle, Mr. William A",male,34,1,0,226875,26,,S +1083,1,"Salomon, Mr. Abraham L",male,,0,0,111163,26,,S +1084,3,"van Billiard, Master. Walter John",male,11.5,1,1,A/5. 851,14.5,,S +1085,2,"Lingane, Mr. John",male,61,0,0,235509,12.35,,Q +1086,2,"Drew, Master. Marshall Brines",male,8,0,2,28220,32.5,,S +1087,3,"Karlsson, Mr. Julius Konrad Eugen",male,33,0,0,347465,7.8542,,S +1088,1,"Spedden, Master. Robert Douglas",male,6,0,2,16966,134.5,E34,C +1089,3,"Nilsson, Miss. Berta Olivia",female,18,0,0,347066,7.775,,S +1090,2,"Baimbrigge, Mr. Charles Robert",male,23,0,0,C.A. 31030,10.5,,S +1091,3,"Rasmussen, Mrs. (Lena Jacobsen Solvang)",female,,0,0,65305,8.1125,,S +1092,3,"Murphy, Miss. Nora",female,,0,0,36568,15.5,,Q +1093,3,"Danbom, Master. Gilbert Sigvard Emanuel",male,0.33,0,2,347080,14.4,,S +1094,1,"Astor, Col. John Jacob",male,47,1,0,PC 17757,227.525,C62 C64,C +1095,2,"Quick, Miss. Winifred Vera",female,8,1,1,26360,26,,S +1096,2,"Andrew, Mr. Frank Thomas",male,25,0,0,C.A. 34050,10.5,,S +1097,1,"Omont, Mr. Alfred Fernand",male,,0,0,F.C. 12998,25.7417,,C +1098,3,"McGowan, Miss. Katherine",female,35,0,0,9232,7.75,,Q +1099,2,"Collett, Mr. Sidney C Stuart",male,24,0,0,28034,10.5,,S +1100,1,"Rosenbaum, Miss. Edith Louise",female,33,0,0,PC 17613,27.7208,A11,C +1101,3,"Delalic, Mr. Redjo",male,25,0,0,349250,7.8958,,S +1102,3,"Andersen, Mr. Albert Karvin",male,32,0,0,C 4001,22.525,,S +1103,3,"Finoli, Mr. Luigi",male,,0,0,SOTON/O.Q. 3101308,7.05,,S +1104,2,"Deacon, Mr. Percy William",male,17,0,0,S.O.C. 14879,73.5,,S +1105,2,"Howard, Mrs. Benjamin (Ellen Truelove Arman)",female,60,1,0,24065,26,,S +1106,3,"Andersson, Miss. Ida Augusta Margareta",female,38,4,2,347091,7.775,,S +1107,1,"Head, Mr. Christopher",male,42,0,0,113038,42.5,B11,S +1108,3,"Mahon, Miss. Bridget Delia",female,,0,0,330924,7.8792,,Q +1109,1,"Wick, Mr. George Dennick",male,57,1,1,36928,164.8667,,S +1110,1,"Widener, Mrs. George Dunton (Eleanor Elkins)",female,50,1,1,113503,211.5,C80,C +1111,3,"Thomson, Mr. Alexander Morrison",male,,0,0,32302,8.05,,S +1112,2,"Duran y More, Miss. Florentina",female,30,1,0,SC/PARIS 2148,13.8583,,C +1113,3,"Reynolds, Mr. Harold J",male,21,0,0,342684,8.05,,S +1114,2,"Cook, Mrs. (Selena Rogers)",female,22,0,0,W./C. 14266,10.5,F33,S +1115,3,"Karlsson, Mr. Einar Gervasius",male,21,0,0,350053,7.7958,,S +1116,1,"Candee, Mrs. Edward (Helen Churchill Hungerford)",female,53,0,0,PC 17606,27.4458,,C +1117,3,"Moubarek, Mrs. George (Omine Amenia"" Alexander)""",female,,0,2,2661,15.2458,,C +1118,3,"Asplund, Mr. Johan Charles",male,23,0,0,350054,7.7958,,S +1119,3,"McNeill, Miss. Bridget",female,,0,0,370368,7.75,,Q +1120,3,"Everett, Mr. Thomas James",male,40.5,0,0,C.A. 6212,15.1,,S +1121,2,"Hocking, Mr. Samuel James Metcalfe",male,36,0,0,242963,13,,S +1122,2,"Sweet, Mr. George Frederick",male,14,0,0,220845,65,,S +1123,1,"Willard, Miss. Constance",female,21,0,0,113795,26.55,,S +1124,3,"Wiklund, Mr. Karl Johan",male,21,1,0,3101266,6.4958,,S +1125,3,"Linehan, Mr. Michael",male,,0,0,330971,7.8792,,Q +1126,1,"Cumings, Mr. John Bradley",male,39,1,0,PC 17599,71.2833,C85,C +1127,3,"Vendel, Mr. Olof Edvin",male,20,0,0,350416,7.8542,,S +1128,1,"Warren, Mr. Frank Manley",male,64,1,0,110813,75.25,D37,C +1129,3,"Baccos, Mr. Raffull",male,20,0,0,2679,7.225,,C +1130,2,"Hiltunen, Miss. Marta",female,18,1,1,250650,13,,S +1131,1,"Douglas, Mrs. Walter Donald (Mahala Dutton)",female,48,1,0,PC 17761,106.425,C86,C +1132,1,"Lindstrom, Mrs. Carl Johan (Sigrid Posse)",female,55,0,0,112377,27.7208,,C +1133,2,"Christy, Mrs. (Alice Frances)",female,45,0,2,237789,30,,S +1134,1,"Spedden, Mr. Frederic Oakley",male,45,1,1,16966,134.5,E34,C +1135,3,"Hyman, Mr. Abraham",male,,0,0,3470,7.8875,,S +1136,3,"Johnston, Master. William Arthur Willie""""",male,,1,2,W./C. 6607,23.45,,S +1137,1,"Kenyon, Mr. Frederick R",male,41,1,0,17464,51.8625,D21,S +1138,2,"Karnes, Mrs. J Frank (Claire Bennett)",female,22,0,0,F.C.C. 13534,21,,S +1139,2,"Drew, Mr. James Vivian",male,42,1,1,28220,32.5,,S +1140,2,"Hold, Mrs. Stephen (Annie Margaret Hill)",female,29,1,0,26707,26,,S +1141,3,"Khalil, Mrs. Betros (Zahie Maria"" Elias)""",female,,1,0,2660,14.4542,,C +1142,2,"West, Miss. Barbara J",female,0.92,1,2,C.A. 34651,27.75,,S +1143,3,"Abrahamsson, Mr. Abraham August Johannes",male,20,0,0,SOTON/O2 3101284,7.925,,S +1144,1,"Clark, Mr. Walter Miller",male,27,1,0,13508,136.7792,C89,C +1145,3,"Salander, Mr. Karl Johan",male,24,0,0,7266,9.325,,S +1146,3,"Wenzel, Mr. Linhart",male,32.5,0,0,345775,9.5,,S +1147,3,"MacKay, Mr. George William",male,,0,0,C.A. 42795,7.55,,S +1148,3,"Mahon, Mr. John",male,,0,0,AQ/4 3130,7.75,,Q +1149,3,"Niklasson, Mr. Samuel",male,28,0,0,363611,8.05,,S +1150,2,"Bentham, Miss. Lilian W",female,19,0,0,28404,13,,S +1151,3,"Midtsjo, Mr. Karl Albert",male,21,0,0,345501,7.775,,S +1152,3,"de Messemaeker, Mr. Guillaume Joseph",male,36.5,1,0,345572,17.4,,S +1153,3,"Nilsson, Mr. August Ferdinand",male,21,0,0,350410,7.8542,,S +1154,2,"Wells, Mrs. Arthur Henry (Addie"" Dart Trevaskis)""",female,29,0,2,29103,23,,S +1155,3,"Klasen, Miss. Gertrud Emilia",female,1,1,1,350405,12.1833,,S +1156,2,"Portaluppi, Mr. Emilio Ilario Giuseppe",male,30,0,0,C.A. 34644,12.7375,,C +1157,3,"Lyntakoff, Mr. Stanko",male,,0,0,349235,7.8958,,S +1158,1,"Chisholm, Mr. Roderick Robert Crispin",male,,0,0,112051,0,,S +1159,3,"Warren, Mr. Charles William",male,,0,0,C.A. 49867,7.55,,S +1160,3,"Howard, Miss. May Elizabeth",female,,0,0,A. 2. 39186,8.05,,S +1161,3,"Pokrnic, Mr. Mate",male,17,0,0,315095,8.6625,,S +1162,1,"McCaffry, Mr. Thomas Francis",male,46,0,0,13050,75.2417,C6,C +1163,3,"Fox, Mr. Patrick",male,,0,0,368573,7.75,,Q +1164,1,"Clark, Mrs. Walter Miller (Virginia McDowell)",female,26,1,0,13508,136.7792,C89,C +1165,3,"Lennon, Miss. Mary",female,,1,0,370371,15.5,,Q +1166,3,"Saade, Mr. Jean Nassr",male,,0,0,2676,7.225,,C +1167,2,"Bryhl, Miss. Dagmar Jenny Ingeborg ",female,20,1,0,236853,26,,S +1168,2,"Parker, Mr. Clifford Richard",male,28,0,0,SC 14888,10.5,,S +1169,2,"Faunthorpe, Mr. Harry",male,40,1,0,2926,26,,S +1170,2,"Ware, Mr. John James",male,30,1,0,CA 31352,21,,S +1171,2,"Oxenham, Mr. Percy Thomas",male,22,0,0,W./C. 14260,10.5,,S +1172,3,"Oreskovic, Miss. Jelka",female,23,0,0,315085,8.6625,,S +1173,3,"Peacock, Master. Alfred Edward",male,0.75,1,1,SOTON/O.Q. 3101315,13.775,,S +1174,3,"Fleming, Miss. Honora",female,,0,0,364859,7.75,,Q +1175,3,"Touma, Miss. Maria Youssef",female,9,1,1,2650,15.2458,,C +1176,3,"Rosblom, Miss. Salli Helena",female,2,1,1,370129,20.2125,,S +1177,3,"Dennis, Mr. William",male,36,0,0,A/5 21175,7.25,,S +1178,3,"Franklin, Mr. Charles (Charles Fardon)",male,,0,0,SOTON/O.Q. 3101314,7.25,,S +1179,1,"Snyder, Mr. John Pillsbury",male,24,1,0,21228,82.2667,B45,S +1180,3,"Mardirosian, Mr. Sarkis",male,,0,0,2655,7.2292,F E46,C +1181,3,"Ford, Mr. Arthur",male,,0,0,A/5 1478,8.05,,S +1182,1,"Rheims, Mr. George Alexander Lucien",male,,0,0,PC 17607,39.6,,S +1183,3,"Daly, Miss. Margaret Marcella Maggie""""",female,30,0,0,382650,6.95,,Q +1184,3,"Nasr, Mr. Mustafa",male,,0,0,2652,7.2292,,C +1185,1,"Dodge, Dr. Washington",male,53,1,1,33638,81.8583,A34,S +1186,3,"Wittevrongel, Mr. Camille",male,36,0,0,345771,9.5,,S +1187,3,"Angheloff, Mr. Minko",male,26,0,0,349202,7.8958,,S +1188,2,"Laroche, Miss. Louise",female,1,1,2,SC/Paris 2123,41.5792,,C +1189,3,"Samaan, Mr. Hanna",male,,2,0,2662,21.6792,,C +1190,1,"Loring, Mr. Joseph Holland",male,30,0,0,113801,45.5,,S +1191,3,"Johansson, Mr. Nils",male,29,0,0,347467,7.8542,,S +1192,3,"Olsson, Mr. Oscar Wilhelm",male,32,0,0,347079,7.775,,S +1193,2,"Malachard, Mr. Noel",male,,0,0,237735,15.0458,D,C +1194,2,"Phillips, Mr. Escott Robert",male,43,0,1,S.O./P.P. 2,21,,S +1195,3,"Pokrnic, Mr. Tome",male,24,0,0,315092,8.6625,,S +1196,3,"McCarthy, Miss. Catherine Katie""""",female,,0,0,383123,7.75,,Q +1197,1,"Crosby, Mrs. Edward Gifford (Catherine Elizabeth Halstead)",female,64,1,1,112901,26.55,B26,S +1198,1,"Allison, Mr. Hudson Joshua Creighton",male,30,1,2,113781,151.55,C22 C26,S +1199,3,"Aks, Master. Philip Frank",male,0.83,0,1,392091,9.35,,S +1200,1,"Hays, Mr. Charles Melville",male,55,1,1,12749,93.5,B69,S +1201,3,"Hansen, Mrs. Claus Peter (Jennie L Howard)",female,45,1,0,350026,14.1083,,S +1202,3,"Cacic, Mr. Jego Grga",male,18,0,0,315091,8.6625,,S +1203,3,"Vartanian, Mr. David",male,22,0,0,2658,7.225,,C +1204,3,"Sadowitz, Mr. Harry",male,,0,0,LP 1588,7.575,,S +1205,3,"Carr, Miss. Jeannie",female,37,0,0,368364,7.75,,Q +1206,1,"White, Mrs. John Stuart (Ella Holmes)",female,55,0,0,PC 17760,135.6333,C32,C +1207,3,"Hagardon, Miss. Kate",female,17,0,0,AQ/3. 30631,7.7333,,Q +1208,1,"Spencer, Mr. William Augustus",male,57,1,0,PC 17569,146.5208,B78,C +1209,2,"Rogers, Mr. Reginald Harry",male,19,0,0,28004,10.5,,S +1210,3,"Jonsson, Mr. Nils Hilding",male,27,0,0,350408,7.8542,,S +1211,2,"Jefferys, Mr. Ernest Wilfred",male,22,2,0,C.A. 31029,31.5,,S +1212,3,"Andersson, Mr. Johan Samuel",male,26,0,0,347075,7.775,,S +1213,3,"Krekorian, Mr. Neshan",male,25,0,0,2654,7.2292,F E57,C +1214,2,"Nesson, Mr. Israel",male,26,0,0,244368,13,F2,S +1215,1,"Rowe, Mr. Alfred G",male,33,0,0,113790,26.55,,S +1216,1,"Kreuchen, Miss. Emilie",female,39,0,0,24160,211.3375,,S +1217,3,"Assam, Mr. Ali",male,23,0,0,SOTON/O.Q. 3101309,7.05,,S +1218,2,"Becker, Miss. Ruth Elizabeth",female,12,2,1,230136,39,F4,S +1219,1,"Rosenshine, Mr. George (Mr George Thorne"")""",male,46,0,0,PC 17585,79.2,,C +1220,2,"Clarke, Mr. Charles Valentine",male,29,1,0,2003,26,,S +1221,2,"Enander, Mr. Ingvar",male,21,0,0,236854,13,,S +1222,2,"Davies, Mrs. John Morgan (Elizabeth Agnes Mary White) ",female,48,0,2,C.A. 33112,36.75,,S +1223,1,"Dulles, Mr. William Crothers",male,39,0,0,PC 17580,29.7,A18,C +1224,3,"Thomas, Mr. Tannous",male,,0,0,2684,7.225,,C +1225,3,"Nakid, Mrs. Said (Waika Mary"" Mowad)""",female,19,1,1,2653,15.7417,,C +1226,3,"Cor, Mr. Ivan",male,27,0,0,349229,7.8958,,S +1227,1,"Maguire, Mr. John Edward",male,30,0,0,110469,26,C106,S +1228,2,"de Brito, Mr. Jose Joaquim",male,32,0,0,244360,13,,S +1229,3,"Elias, Mr. Joseph",male,39,0,2,2675,7.2292,,C +1230,2,"Denbury, Mr. Herbert",male,25,0,0,C.A. 31029,31.5,,S +1231,3,"Betros, Master. Seman",male,,0,0,2622,7.2292,,C +1232,2,"Fillbrook, Mr. Joseph Charles",male,18,0,0,C.A. 15185,10.5,,S +1233,3,"Lundstrom, Mr. Thure Edvin",male,32,0,0,350403,7.5792,,S +1234,3,"Sage, Mr. John George",male,,1,9,CA. 2343,69.55,,S +1235,1,"Cardeza, Mrs. James Warburton Martinez (Charlotte Wardle Drake)",female,58,0,1,PC 17755,512.3292,B51 B53 B55,C +1236,3,"van Billiard, Master. James William",male,,1,1,A/5. 851,14.5,,S +1237,3,"Abelseth, Miss. Karen Marie",female,16,0,0,348125,7.65,,S +1238,2,"Botsford, Mr. William Hull",male,26,0,0,237670,13,,S +1239,3,"Whabee, Mrs. George Joseph (Shawneene Abi-Saab)",female,38,0,0,2688,7.2292,,C +1240,2,"Giles, Mr. Ralph",male,24,0,0,248726,13.5,,S +1241,2,"Walcroft, Miss. Nellie",female,31,0,0,F.C.C. 13528,21,,S +1242,1,"Greenfield, Mrs. Leo David (Blanche Strouse)",female,45,0,1,PC 17759,63.3583,D10 D12,C +1243,2,"Stokes, Mr. Philip Joseph",male,25,0,0,F.C.C. 13540,10.5,,S +1244,2,"Dibden, Mr. William",male,18,0,0,S.O.C. 14879,73.5,,S +1245,2,"Herman, Mr. Samuel",male,49,1,2,220845,65,,S +1246,3,"Dean, Miss. Elizabeth Gladys Millvina""""",female,0.17,1,2,C.A. 2315,20.575,,S +1247,1,"Julian, Mr. Henry Forbes",male,50,0,0,113044,26,E60,S +1248,1,"Brown, Mrs. John Murray (Caroline Lane Lamson)",female,59,2,0,11769,51.4792,C101,S +1249,3,"Lockyer, Mr. Edward",male,,0,0,1222,7.8792,,S +1250,3,"O'Keefe, Mr. Patrick",male,,0,0,368402,7.75,,Q +1251,3,"Lindell, Mrs. Edvard Bengtsson (Elin Gerda Persson)",female,30,1,0,349910,15.55,,S +1252,3,"Sage, Master. William Henry",male,14.5,8,2,CA. 2343,69.55,,S +1253,2,"Mallet, Mrs. Albert (Antoinette Magnin)",female,24,1,1,S.C./PARIS 2079,37.0042,,C +1254,2,"Ware, Mrs. John James (Florence Louise Long)",female,31,0,0,CA 31352,21,,S +1255,3,"Strilic, Mr. Ivan",male,27,0,0,315083,8.6625,,S +1256,1,"Harder, Mrs. George Achilles (Dorothy Annan)",female,25,1,0,11765,55.4417,E50,C +1257,3,"Sage, Mrs. John (Annie Bullen)",female,,1,9,CA. 2343,69.55,,S +1258,3,"Caram, Mr. Joseph",male,,1,0,2689,14.4583,,C +1259,3,"Riihivouri, Miss. Susanna Juhantytar Sanni""""",female,22,0,0,3101295,39.6875,,S +1260,1,"Gibson, Mrs. Leonard (Pauline C Boeson)",female,45,0,1,112378,59.4,,C +1261,2,"Pallas y Castello, Mr. Emilio",male,29,0,0,SC/PARIS 2147,13.8583,,C +1262,2,"Giles, Mr. Edgar",male,21,1,0,28133,11.5,,S +1263,1,"Wilson, Miss. Helen Alice",female,31,0,0,16966,134.5,E39 E41,C +1264,1,"Ismay, Mr. Joseph Bruce",male,49,0,0,112058,0,B52 B54 B56,S +1265,2,"Harbeck, Mr. William H",male,44,0,0,248746,13,,S +1266,1,"Dodge, Mrs. Washington (Ruth Vidaver)",female,54,1,1,33638,81.8583,A34,S +1267,1,"Bowen, Miss. Grace Scott",female,45,0,0,PC 17608,262.375,,C +1268,3,"Kink, Miss. Maria",female,22,2,0,315152,8.6625,,S +1269,2,"Cotterill, Mr. Henry Harry""""",male,21,0,0,29107,11.5,,S +1270,1,"Hipkins, Mr. William Edward",male,55,0,0,680,50,C39,S +1271,3,"Asplund, Master. Carl Edgar",male,5,4,2,347077,31.3875,,S +1272,3,"O'Connor, Mr. Patrick",male,,0,0,366713,7.75,,Q +1273,3,"Foley, Mr. Joseph",male,26,0,0,330910,7.8792,,Q +1274,3,"Risien, Mrs. Samuel (Emma)",female,,0,0,364498,14.5,,S +1275,3,"McNamee, Mrs. Neal (Eileen O'Leary)",female,19,1,0,376566,16.1,,S +1276,2,"Wheeler, Mr. Edwin Frederick""""",male,,0,0,SC/PARIS 2159,12.875,,S +1277,2,"Herman, Miss. Kate",female,24,1,2,220845,65,,S +1278,3,"Aronsson, Mr. Ernst Axel Algot",male,24,0,0,349911,7.775,,S +1279,2,"Ashby, Mr. John",male,57,0,0,244346,13,,S +1280,3,"Canavan, Mr. Patrick",male,21,0,0,364858,7.75,,Q +1281,3,"Palsson, Master. Paul Folke",male,6,3,1,349909,21.075,,S +1282,1,"Payne, Mr. Vivian Ponsonby",male,23,0,0,12749,93.5,B24,S +1283,1,"Lines, Mrs. Ernest H (Elizabeth Lindsey James)",female,51,0,1,PC 17592,39.4,D28,S +1284,3,"Abbott, Master. Eugene Joseph",male,13,0,2,C.A. 2673,20.25,,S +1285,2,"Gilbert, Mr. William",male,47,0,0,C.A. 30769,10.5,,S +1286,3,"Kink-Heilmann, Mr. Anton",male,29,3,1,315153,22.025,,S +1287,1,"Smith, Mrs. Lucien Philip (Mary Eloise Hughes)",female,18,1,0,13695,60,C31,S +1288,3,"Colbert, Mr. Patrick",male,24,0,0,371109,7.25,,Q +1289,1,"Frolicher-Stehli, Mrs. Maxmillian (Margaretha Emerentia Stehli)",female,48,1,1,13567,79.2,B41,C +1290,3,"Larsson-Rondberg, Mr. Edvard A",male,22,0,0,347065,7.775,,S +1291,3,"Conlon, Mr. Thomas Henry",male,31,0,0,21332,7.7333,,Q +1292,1,"Bonnell, Miss. Caroline",female,30,0,0,36928,164.8667,C7,S +1293,2,"Gale, Mr. Harry",male,38,1,0,28664,21,,S +1294,1,"Gibson, Miss. Dorothy Winifred",female,22,0,1,112378,59.4,,C +1295,1,"Carrau, Mr. Jose Pedro",male,17,0,0,113059,47.1,,S +1296,1,"Frauenthal, Mr. Isaac Gerald",male,43,1,0,17765,27.7208,D40,C +1297,2,"Nourney, Mr. Alfred (Baron von Drachstedt"")""",male,20,0,0,SC/PARIS 2166,13.8625,D38,C +1298,2,"Ware, Mr. William Jeffery",male,23,1,0,28666,10.5,,S +1299,1,"Widener, Mr. George Dunton",male,50,1,1,113503,211.5,C80,C +1300,3,"Riordan, Miss. Johanna Hannah""""",female,,0,0,334915,7.7208,,Q +1301,3,"Peacock, Miss. Treasteall",female,3,1,1,SOTON/O.Q. 3101315,13.775,,S +1302,3,"Naughton, Miss. Hannah",female,,0,0,365237,7.75,,Q +1303,1,"Minahan, Mrs. William Edward (Lillian E Thorpe)",female,37,1,0,19928,90,C78,Q +1304,3,"Henriksson, Miss. Jenny Lovisa",female,28,0,0,347086,7.775,,S +1305,3,"Spector, Mr. Woolf",male,,0,0,A.5. 3236,8.05,,S +1306,1,"Oliva y Ocana, Dona. Fermina",female,39,0,0,PC 17758,108.9,C105,C +1307,3,"Saether, Mr. Simon Sivertsen",male,38.5,0,0,SOTON/O.Q. 3101262,7.25,,S +1308,3,"Ware, Mr. Frederick",male,,0,0,359309,8.05,,S +1309,3,"Peter, Master. Michael J",male,,1,1,2668,22.3583,,C diff --git a/train.csv b/train.csv new file mode 100644 index 0000000..63b68ab --- /dev/null +++ b/train.csv @@ -0,0 +1,892 @@ +PassengerId,Survived,Pclass,Name,Sex,Age,SibSp,Parch,Ticket,Fare,Cabin,Embarked +1,0,3,"Braund, Mr. Owen Harris",male,22,1,0,A/5 21171,7.25,,S +2,1,1,"Cumings, Mrs. John Bradley (Florence Briggs Thayer)",female,38,1,0,PC 17599,71.2833,C85,C +3,1,3,"Heikkinen, Miss. Laina",female,26,0,0,STON/O2. 3101282,7.925,,S +4,1,1,"Futrelle, Mrs. Jacques Heath (Lily May Peel)",female,35,1,0,113803,53.1,C123,S +5,0,3,"Allen, Mr. William Henry",male,35,0,0,373450,8.05,,S +6,0,3,"Moran, Mr. James",male,,0,0,330877,8.4583,,Q +7,0,1,"McCarthy, Mr. Timothy J",male,54,0,0,17463,51.8625,E46,S +8,0,3,"Palsson, Master. Gosta Leonard",male,2,3,1,349909,21.075,,S +9,1,3,"Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)",female,27,0,2,347742,11.1333,,S +10,1,2,"Nasser, Mrs. Nicholas (Adele Achem)",female,14,1,0,237736,30.0708,,C +11,1,3,"Sandstrom, Miss. Marguerite Rut",female,4,1,1,PP 9549,16.7,G6,S +12,1,1,"Bonnell, Miss. Elizabeth",female,58,0,0,113783,26.55,C103,S +13,0,3,"Saundercock, Mr. William Henry",male,20,0,0,A/5. 2151,8.05,,S +14,0,3,"Andersson, Mr. Anders Johan",male,39,1,5,347082,31.275,,S +15,0,3,"Vestrom, Miss. Hulda Amanda Adolfina",female,14,0,0,350406,7.8542,,S +16,1,2,"Hewlett, Mrs. (Mary D Kingcome) ",female,55,0,0,248706,16,,S +17,0,3,"Rice, Master. Eugene",male,2,4,1,382652,29.125,,Q +18,1,2,"Williams, Mr. Charles Eugene",male,,0,0,244373,13,,S +19,0,3,"Vander Planke, Mrs. Julius (Emelia Maria Vandemoortele)",female,31,1,0,345763,18,,S +20,1,3,"Masselmani, Mrs. Fatima",female,,0,0,2649,7.225,,C +21,0,2,"Fynney, Mr. Joseph J",male,35,0,0,239865,26,,S +22,1,2,"Beesley, Mr. Lawrence",male,34,0,0,248698,13,D56,S +23,1,3,"McGowan, Miss. Anna ""Annie""",female,15,0,0,330923,8.0292,,Q +24,1,1,"Sloper, Mr. William Thompson",male,28,0,0,113788,35.5,A6,S +25,0,3,"Palsson, Miss. Torborg Danira",female,8,3,1,349909,21.075,,S +26,1,3,"Asplund, Mrs. Carl Oscar (Selma Augusta Emilia Johansson)",female,38,1,5,347077,31.3875,,S +27,0,3,"Emir, Mr. Farred Chehab",male,,0,0,2631,7.225,,C +28,0,1,"Fortune, Mr. Charles Alexander",male,19,3,2,19950,263,C23 C25 C27,S +29,1,3,"O'Dwyer, Miss. Ellen ""Nellie""",female,,0,0,330959,7.8792,,Q +30,0,3,"Todoroff, Mr. Lalio",male,,0,0,349216,7.8958,,S +31,0,1,"Uruchurtu, Don. Manuel E",male,40,0,0,PC 17601,27.7208,,C +32,1,1,"Spencer, Mrs. William Augustus (Marie Eugenie)",female,,1,0,PC 17569,146.5208,B78,C +33,1,3,"Glynn, Miss. Mary Agatha",female,,0,0,335677,7.75,,Q +34,0,2,"Wheadon, Mr. Edward H",male,66,0,0,C.A. 24579,10.5,,S +35,0,1,"Meyer, Mr. Edgar Joseph",male,28,1,0,PC 17604,82.1708,,C +36,0,1,"Holverson, Mr. Alexander Oskar",male,42,1,0,113789,52,,S +37,1,3,"Mamee, Mr. Hanna",male,,0,0,2677,7.2292,,C +38,0,3,"Cann, Mr. Ernest Charles",male,21,0,0,A./5. 2152,8.05,,S +39,0,3,"Vander Planke, Miss. Augusta Maria",female,18,2,0,345764,18,,S +40,1,3,"Nicola-Yarred, Miss. Jamila",female,14,1,0,2651,11.2417,,C +41,0,3,"Ahlin, Mrs. Johan (Johanna Persdotter Larsson)",female,40,1,0,7546,9.475,,S +42,0,2,"Turpin, Mrs. William John Robert (Dorothy Ann Wonnacott)",female,27,1,0,11668,21,,S +43,0,3,"Kraeff, Mr. Theodor",male,,0,0,349253,7.8958,,C +44,1,2,"Laroche, Miss. Simonne Marie Anne Andree",female,3,1,2,SC/Paris 2123,41.5792,,C +45,1,3,"Devaney, Miss. Margaret Delia",female,19,0,0,330958,7.8792,,Q +46,0,3,"Rogers, Mr. William John",male,,0,0,S.C./A.4. 23567,8.05,,S +47,0,3,"Lennon, Mr. Denis",male,,1,0,370371,15.5,,Q +48,1,3,"O'Driscoll, Miss. Bridget",female,,0,0,14311,7.75,,Q +49,0,3,"Samaan, Mr. Youssef",male,,2,0,2662,21.6792,,C +50,0,3,"Arnold-Franchi, Mrs. Josef (Josefine Franchi)",female,18,1,0,349237,17.8,,S +51,0,3,"Panula, Master. Juha Niilo",male,7,4,1,3101295,39.6875,,S +52,0,3,"Nosworthy, Mr. Richard Cater",male,21,0,0,A/4. 39886,7.8,,S +53,1,1,"Harper, Mrs. Henry Sleeper (Myna Haxtun)",female,49,1,0,PC 17572,76.7292,D33,C +54,1,2,"Faunthorpe, Mrs. Lizzie (Elizabeth Anne Wilkinson)",female,29,1,0,2926,26,,S +55,0,1,"Ostby, Mr. Engelhart Cornelius",male,65,0,1,113509,61.9792,B30,C +56,1,1,"Woolner, Mr. Hugh",male,,0,0,19947,35.5,C52,S +57,1,2,"Rugg, Miss. Emily",female,21,0,0,C.A. 31026,10.5,,S +58,0,3,"Novel, Mr. Mansouer",male,28.5,0,0,2697,7.2292,,C +59,1,2,"West, Miss. Constance Mirium",female,5,1,2,C.A. 34651,27.75,,S +60,0,3,"Goodwin, Master. William Frederick",male,11,5,2,CA 2144,46.9,,S +61,0,3,"Sirayanian, Mr. Orsen",male,22,0,0,2669,7.2292,,C +62,1,1,"Icard, Miss. Amelie",female,38,0,0,113572,80,B28, +63,0,1,"Harris, Mr. Henry Birkhardt",male,45,1,0,36973,83.475,C83,S +64,0,3,"Skoog, Master. Harald",male,4,3,2,347088,27.9,,S +65,0,1,"Stewart, Mr. Albert A",male,,0,0,PC 17605,27.7208,,C +66,1,3,"Moubarek, Master. Gerios",male,,1,1,2661,15.2458,,C +67,1,2,"Nye, Mrs. (Elizabeth Ramell)",female,29,0,0,C.A. 29395,10.5,F33,S +68,0,3,"Crease, Mr. Ernest James",male,19,0,0,S.P. 3464,8.1583,,S +69,1,3,"Andersson, Miss. Erna Alexandra",female,17,4,2,3101281,7.925,,S +70,0,3,"Kink, Mr. Vincenz",male,26,2,0,315151,8.6625,,S +71,0,2,"Jenkin, Mr. Stephen Curnow",male,32,0,0,C.A. 33111,10.5,,S +72,0,3,"Goodwin, Miss. Lillian Amy",female,16,5,2,CA 2144,46.9,,S +73,0,2,"Hood, Mr. Ambrose Jr",male,21,0,0,S.O.C. 14879,73.5,,S +74,0,3,"Chronopoulos, Mr. Apostolos",male,26,1,0,2680,14.4542,,C +75,1,3,"Bing, Mr. Lee",male,32,0,0,1601,56.4958,,S +76,0,3,"Moen, Mr. Sigurd Hansen",male,25,0,0,348123,7.65,F G73,S +77,0,3,"Staneff, Mr. Ivan",male,,0,0,349208,7.8958,,S +78,0,3,"Moutal, Mr. Rahamin Haim",male,,0,0,374746,8.05,,S +79,1,2,"Caldwell, Master. Alden Gates",male,0.83,0,2,248738,29,,S +80,1,3,"Dowdell, Miss. Elizabeth",female,30,0,0,364516,12.475,,S +81,0,3,"Waelens, Mr. Achille",male,22,0,0,345767,9,,S +82,1,3,"Sheerlinck, Mr. Jan Baptist",male,29,0,0,345779,9.5,,S +83,1,3,"McDermott, Miss. Brigdet Delia",female,,0,0,330932,7.7875,,Q +84,0,1,"Carrau, Mr. Francisco M",male,28,0,0,113059,47.1,,S +85,1,2,"Ilett, Miss. Bertha",female,17,0,0,SO/C 14885,10.5,,S +86,1,3,"Backstrom, Mrs. Karl Alfred (Maria Mathilda Gustafsson)",female,33,3,0,3101278,15.85,,S +87,0,3,"Ford, Mr. William Neal",male,16,1,3,W./C. 6608,34.375,,S +88,0,3,"Slocovski, Mr. Selman Francis",male,,0,0,SOTON/OQ 392086,8.05,,S +89,1,1,"Fortune, Miss. Mabel Helen",female,23,3,2,19950,263,C23 C25 C27,S +90,0,3,"Celotti, Mr. Francesco",male,24,0,0,343275,8.05,,S +91,0,3,"Christmann, Mr. Emil",male,29,0,0,343276,8.05,,S +92,0,3,"Andreasson, Mr. Paul Edvin",male,20,0,0,347466,7.8542,,S +93,0,1,"Chaffee, Mr. Herbert Fuller",male,46,1,0,W.E.P. 5734,61.175,E31,S +94,0,3,"Dean, Mr. Bertram Frank",male,26,1,2,C.A. 2315,20.575,,S +95,0,3,"Coxon, Mr. Daniel",male,59,0,0,364500,7.25,,S +96,0,3,"Shorney, Mr. Charles Joseph",male,,0,0,374910,8.05,,S +97,0,1,"Goldschmidt, Mr. George B",male,71,0,0,PC 17754,34.6542,A5,C +98,1,1,"Greenfield, Mr. William Bertram",male,23,0,1,PC 17759,63.3583,D10 D12,C +99,1,2,"Doling, Mrs. John T (Ada Julia Bone)",female,34,0,1,231919,23,,S +100,0,2,"Kantor, Mr. Sinai",male,34,1,0,244367,26,,S +101,0,3,"Petranec, Miss. Matilda",female,28,0,0,349245,7.8958,,S +102,0,3,"Petroff, Mr. Pastcho (""Pentcho"")",male,,0,0,349215,7.8958,,S +103,0,1,"White, Mr. Richard Frasar",male,21,0,1,35281,77.2875,D26,S +104,0,3,"Johansson, Mr. Gustaf Joel",male,33,0,0,7540,8.6542,,S +105,0,3,"Gustafsson, Mr. Anders Vilhelm",male,37,2,0,3101276,7.925,,S +106,0,3,"Mionoff, Mr. Stoytcho",male,28,0,0,349207,7.8958,,S +107,1,3,"Salkjelsvik, Miss. Anna Kristine",female,21,0,0,343120,7.65,,S +108,1,3,"Moss, Mr. Albert Johan",male,,0,0,312991,7.775,,S +109,0,3,"Rekic, Mr. Tido",male,38,0,0,349249,7.8958,,S +110,1,3,"Moran, Miss. Bertha",female,,1,0,371110,24.15,,Q +111,0,1,"Porter, Mr. Walter Chamberlain",male,47,0,0,110465,52,C110,S +112,0,3,"Zabour, Miss. Hileni",female,14.5,1,0,2665,14.4542,,C +113,0,3,"Barton, Mr. David John",male,22,0,0,324669,8.05,,S +114,0,3,"Jussila, Miss. Katriina",female,20,1,0,4136,9.825,,S +115,0,3,"Attalah, Miss. Malake",female,17,0,0,2627,14.4583,,C +116,0,3,"Pekoniemi, Mr. Edvard",male,21,0,0,STON/O 2. 3101294,7.925,,S +117,0,3,"Connors, Mr. Patrick",male,70.5,0,0,370369,7.75,,Q +118,0,2,"Turpin, Mr. William John Robert",male,29,1,0,11668,21,,S +119,0,1,"Baxter, Mr. Quigg Edmond",male,24,0,1,PC 17558,247.5208,B58 B60,C +120,0,3,"Andersson, Miss. Ellis Anna Maria",female,2,4,2,347082,31.275,,S +121,0,2,"Hickman, Mr. Stanley George",male,21,2,0,S.O.C. 14879,73.5,,S +122,0,3,"Moore, Mr. Leonard Charles",male,,0,0,A4. 54510,8.05,,S +123,0,2,"Nasser, Mr. Nicholas",male,32.5,1,0,237736,30.0708,,C +124,1,2,"Webber, Miss. Susan",female,32.5,0,0,27267,13,E101,S +125,0,1,"White, Mr. Percival Wayland",male,54,0,1,35281,77.2875,D26,S +126,1,3,"Nicola-Yarred, Master. Elias",male,12,1,0,2651,11.2417,,C +127,0,3,"McMahon, Mr. Martin",male,,0,0,370372,7.75,,Q +128,1,3,"Madsen, Mr. Fridtjof Arne",male,24,0,0,C 17369,7.1417,,S +129,1,3,"Peter, Miss. Anna",female,,1,1,2668,22.3583,F E69,C +130,0,3,"Ekstrom, Mr. Johan",male,45,0,0,347061,6.975,,S +131,0,3,"Drazenoic, Mr. Jozef",male,33,0,0,349241,7.8958,,C +132,0,3,"Coelho, Mr. Domingos Fernandeo",male,20,0,0,SOTON/O.Q. 3101307,7.05,,S +133,0,3,"Robins, Mrs. Alexander A (Grace Charity Laury)",female,47,1,0,A/5. 3337,14.5,,S +134,1,2,"Weisz, Mrs. Leopold (Mathilde Francoise Pede)",female,29,1,0,228414,26,,S +135,0,2,"Sobey, Mr. Samuel James Hayden",male,25,0,0,C.A. 29178,13,,S +136,0,2,"Richard, Mr. Emile",male,23,0,0,SC/PARIS 2133,15.0458,,C +137,1,1,"Newsom, Miss. Helen Monypeny",female,19,0,2,11752,26.2833,D47,S +138,0,1,"Futrelle, Mr. Jacques Heath",male,37,1,0,113803,53.1,C123,S +139,0,3,"Osen, Mr. Olaf Elon",male,16,0,0,7534,9.2167,,S +140,0,1,"Giglio, Mr. Victor",male,24,0,0,PC 17593,79.2,B86,C +141,0,3,"Boulos, Mrs. Joseph (Sultana)",female,,0,2,2678,15.2458,,C +142,1,3,"Nysten, Miss. Anna Sofia",female,22,0,0,347081,7.75,,S +143,1,3,"Hakkarainen, Mrs. Pekka Pietari (Elin Matilda Dolck)",female,24,1,0,STON/O2. 3101279,15.85,,S +144,0,3,"Burke, Mr. Jeremiah",male,19,0,0,365222,6.75,,Q +145,0,2,"Andrew, Mr. Edgardo Samuel",male,18,0,0,231945,11.5,,S +146,0,2,"Nicholls, Mr. Joseph Charles",male,19,1,1,C.A. 33112,36.75,,S +147,1,3,"Andersson, Mr. August Edvard (""Wennerstrom"")",male,27,0,0,350043,7.7958,,S +148,0,3,"Ford, Miss. Robina Maggie ""Ruby""",female,9,2,2,W./C. 6608,34.375,,S +149,0,2,"Navratil, Mr. Michel (""Louis M Hoffman"")",male,36.5,0,2,230080,26,F2,S +150,0,2,"Byles, Rev. Thomas Roussel Davids",male,42,0,0,244310,13,,S +151,0,2,"Bateman, Rev. Robert James",male,51,0,0,S.O.P. 1166,12.525,,S +152,1,1,"Pears, Mrs. Thomas (Edith Wearne)",female,22,1,0,113776,66.6,C2,S +153,0,3,"Meo, Mr. Alfonzo",male,55.5,0,0,A.5. 11206,8.05,,S +154,0,3,"van Billiard, Mr. Austin Blyler",male,40.5,0,2,A/5. 851,14.5,,S +155,0,3,"Olsen, Mr. Ole Martin",male,,0,0,Fa 265302,7.3125,,S +156,0,1,"Williams, Mr. Charles Duane",male,51,0,1,PC 17597,61.3792,,C +157,1,3,"Gilnagh, Miss. Katherine ""Katie""",female,16,0,0,35851,7.7333,,Q +158,0,3,"Corn, Mr. Harry",male,30,0,0,SOTON/OQ 392090,8.05,,S +159,0,3,"Smiljanic, Mr. Mile",male,,0,0,315037,8.6625,,S +160,0,3,"Sage, Master. Thomas Henry",male,,8,2,CA. 2343,69.55,,S +161,0,3,"Cribb, Mr. John Hatfield",male,44,0,1,371362,16.1,,S +162,1,2,"Watt, Mrs. James (Elizabeth ""Bessie"" Inglis Milne)",female,40,0,0,C.A. 33595,15.75,,S +163,0,3,"Bengtsson, Mr. John Viktor",male,26,0,0,347068,7.775,,S +164,0,3,"Calic, Mr. Jovo",male,17,0,0,315093,8.6625,,S +165,0,3,"Panula, Master. Eino Viljami",male,1,4,1,3101295,39.6875,,S +166,1,3,"Goldsmith, Master. Frank John William ""Frankie""",male,9,0,2,363291,20.525,,S +167,1,1,"Chibnall, Mrs. (Edith Martha Bowerman)",female,,0,1,113505,55,E33,S +168,0,3,"Skoog, Mrs. William (Anna Bernhardina Karlsson)",female,45,1,4,347088,27.9,,S +169,0,1,"Baumann, Mr. John D",male,,0,0,PC 17318,25.925,,S +170,0,3,"Ling, Mr. Lee",male,28,0,0,1601,56.4958,,S +171,0,1,"Van der hoef, Mr. Wyckoff",male,61,0,0,111240,33.5,B19,S +172,0,3,"Rice, Master. Arthur",male,4,4,1,382652,29.125,,Q +173,1,3,"Johnson, Miss. Eleanor Ileen",female,1,1,1,347742,11.1333,,S +174,0,3,"Sivola, Mr. Antti Wilhelm",male,21,0,0,STON/O 2. 3101280,7.925,,S +175,0,1,"Smith, Mr. James Clinch",male,56,0,0,17764,30.6958,A7,C +176,0,3,"Klasen, Mr. Klas Albin",male,18,1,1,350404,7.8542,,S +177,0,3,"Lefebre, Master. Henry Forbes",male,,3,1,4133,25.4667,,S +178,0,1,"Isham, Miss. Ann Elizabeth",female,50,0,0,PC 17595,28.7125,C49,C +179,0,2,"Hale, Mr. Reginald",male,30,0,0,250653,13,,S +180,0,3,"Leonard, Mr. Lionel",male,36,0,0,LINE,0,,S +181,0,3,"Sage, Miss. Constance Gladys",female,,8,2,CA. 2343,69.55,,S +182,0,2,"Pernot, Mr. Rene",male,,0,0,SC/PARIS 2131,15.05,,C +183,0,3,"Asplund, Master. Clarence Gustaf Hugo",male,9,4,2,347077,31.3875,,S +184,1,2,"Becker, Master. Richard F",male,1,2,1,230136,39,F4,S +185,1,3,"Kink-Heilmann, Miss. Luise Gretchen",female,4,0,2,315153,22.025,,S +186,0,1,"Rood, Mr. Hugh Roscoe",male,,0,0,113767,50,A32,S +187,1,3,"O'Brien, Mrs. Thomas (Johanna ""Hannah"" Godfrey)",female,,1,0,370365,15.5,,Q +188,1,1,"Romaine, Mr. Charles Hallace (""Mr C Rolmane"")",male,45,0,0,111428,26.55,,S +189,0,3,"Bourke, Mr. John",male,40,1,1,364849,15.5,,Q +190,0,3,"Turcin, Mr. Stjepan",male,36,0,0,349247,7.8958,,S +191,1,2,"Pinsky, Mrs. (Rosa)",female,32,0,0,234604,13,,S +192,0,2,"Carbines, Mr. William",male,19,0,0,28424,13,,S +193,1,3,"Andersen-Jensen, Miss. Carla Christine Nielsine",female,19,1,0,350046,7.8542,,S +194,1,2,"Navratil, Master. Michel M",male,3,1,1,230080,26,F2,S +195,1,1,"Brown, Mrs. James Joseph (Margaret Tobin)",female,44,0,0,PC 17610,27.7208,B4,C +196,1,1,"Lurette, Miss. Elise",female,58,0,0,PC 17569,146.5208,B80,C +197,0,3,"Mernagh, Mr. Robert",male,,0,0,368703,7.75,,Q +198,0,3,"Olsen, Mr. Karl Siegwart Andreas",male,42,0,1,4579,8.4042,,S +199,1,3,"Madigan, Miss. Margaret ""Maggie""",female,,0,0,370370,7.75,,Q +200,0,2,"Yrois, Miss. Henriette (""Mrs Harbeck"")",female,24,0,0,248747,13,,S +201,0,3,"Vande Walle, Mr. Nestor Cyriel",male,28,0,0,345770,9.5,,S +202,0,3,"Sage, Mr. Frederick",male,,8,2,CA. 2343,69.55,,S +203,0,3,"Johanson, Mr. Jakob Alfred",male,34,0,0,3101264,6.4958,,S +204,0,3,"Youseff, Mr. Gerious",male,45.5,0,0,2628,7.225,,C +205,1,3,"Cohen, Mr. Gurshon ""Gus""",male,18,0,0,A/5 3540,8.05,,S +206,0,3,"Strom, Miss. Telma Matilda",female,2,0,1,347054,10.4625,G6,S +207,0,3,"Backstrom, Mr. Karl Alfred",male,32,1,0,3101278,15.85,,S +208,1,3,"Albimona, Mr. Nassef Cassem",male,26,0,0,2699,18.7875,,C +209,1,3,"Carr, Miss. Helen ""Ellen""",female,16,0,0,367231,7.75,,Q +210,1,1,"Blank, Mr. Henry",male,40,0,0,112277,31,A31,C +211,0,3,"Ali, Mr. Ahmed",male,24,0,0,SOTON/O.Q. 3101311,7.05,,S +212,1,2,"Cameron, Miss. Clear Annie",female,35,0,0,F.C.C. 13528,21,,S +213,0,3,"Perkin, Mr. John Henry",male,22,0,0,A/5 21174,7.25,,S +214,0,2,"Givard, Mr. Hans Kristensen",male,30,0,0,250646,13,,S +215,0,3,"Kiernan, Mr. Philip",male,,1,0,367229,7.75,,Q +216,1,1,"Newell, Miss. Madeleine",female,31,1,0,35273,113.275,D36,C +217,1,3,"Honkanen, Miss. Eliina",female,27,0,0,STON/O2. 3101283,7.925,,S +218,0,2,"Jacobsohn, Mr. Sidney Samuel",male,42,1,0,243847,27,,S +219,1,1,"Bazzani, Miss. Albina",female,32,0,0,11813,76.2917,D15,C +220,0,2,"Harris, Mr. Walter",male,30,0,0,W/C 14208,10.5,,S +221,1,3,"Sunderland, Mr. Victor Francis",male,16,0,0,SOTON/OQ 392089,8.05,,S +222,0,2,"Bracken, Mr. James H",male,27,0,0,220367,13,,S +223,0,3,"Green, Mr. George Henry",male,51,0,0,21440,8.05,,S +224,0,3,"Nenkoff, Mr. Christo",male,,0,0,349234,7.8958,,S +225,1,1,"Hoyt, Mr. Frederick Maxfield",male,38,1,0,19943,90,C93,S +226,0,3,"Berglund, Mr. Karl Ivar Sven",male,22,0,0,PP 4348,9.35,,S +227,1,2,"Mellors, Mr. William John",male,19,0,0,SW/PP 751,10.5,,S +228,0,3,"Lovell, Mr. John Hall (""Henry"")",male,20.5,0,0,A/5 21173,7.25,,S +229,0,2,"Fahlstrom, Mr. Arne Jonas",male,18,0,0,236171,13,,S +230,0,3,"Lefebre, Miss. Mathilde",female,,3,1,4133,25.4667,,S +231,1,1,"Harris, Mrs. Henry Birkhardt (Irene Wallach)",female,35,1,0,36973,83.475,C83,S +232,0,3,"Larsson, Mr. Bengt Edvin",male,29,0,0,347067,7.775,,S +233,0,2,"Sjostedt, Mr. Ernst Adolf",male,59,0,0,237442,13.5,,S +234,1,3,"Asplund, Miss. Lillian Gertrud",female,5,4,2,347077,31.3875,,S +235,0,2,"Leyson, Mr. Robert William Norman",male,24,0,0,C.A. 29566,10.5,,S +236,0,3,"Harknett, Miss. Alice Phoebe",female,,0,0,W./C. 6609,7.55,,S +237,0,2,"Hold, Mr. Stephen",male,44,1,0,26707,26,,S +238,1,2,"Collyer, Miss. Marjorie ""Lottie""",female,8,0,2,C.A. 31921,26.25,,S +239,0,2,"Pengelly, Mr. Frederick William",male,19,0,0,28665,10.5,,S +240,0,2,"Hunt, Mr. George Henry",male,33,0,0,SCO/W 1585,12.275,,S +241,0,3,"Zabour, Miss. Thamine",female,,1,0,2665,14.4542,,C +242,1,3,"Murphy, Miss. Katherine ""Kate""",female,,1,0,367230,15.5,,Q +243,0,2,"Coleridge, Mr. Reginald Charles",male,29,0,0,W./C. 14263,10.5,,S +244,0,3,"Maenpaa, Mr. Matti Alexanteri",male,22,0,0,STON/O 2. 3101275,7.125,,S +245,0,3,"Attalah, Mr. Sleiman",male,30,0,0,2694,7.225,,C +246,0,1,"Minahan, Dr. William Edward",male,44,2,0,19928,90,C78,Q +247,0,3,"Lindahl, Miss. Agda Thorilda Viktoria",female,25,0,0,347071,7.775,,S +248,1,2,"Hamalainen, Mrs. William (Anna)",female,24,0,2,250649,14.5,,S +249,1,1,"Beckwith, Mr. Richard Leonard",male,37,1,1,11751,52.5542,D35,S +250,0,2,"Carter, Rev. Ernest Courtenay",male,54,1,0,244252,26,,S +251,0,3,"Reed, Mr. James George",male,,0,0,362316,7.25,,S +252,0,3,"Strom, Mrs. Wilhelm (Elna Matilda Persson)",female,29,1,1,347054,10.4625,G6,S +253,0,1,"Stead, Mr. William Thomas",male,62,0,0,113514,26.55,C87,S +254,0,3,"Lobb, Mr. William Arthur",male,30,1,0,A/5. 3336,16.1,,S +255,0,3,"Rosblom, Mrs. Viktor (Helena Wilhelmina)",female,41,0,2,370129,20.2125,,S +256,1,3,"Touma, Mrs. Darwis (Hanne Youssef Razi)",female,29,0,2,2650,15.2458,,C +257,1,1,"Thorne, Mrs. Gertrude Maybelle",female,,0,0,PC 17585,79.2,,C +258,1,1,"Cherry, Miss. Gladys",female,30,0,0,110152,86.5,B77,S +259,1,1,"Ward, Miss. Anna",female,35,0,0,PC 17755,512.3292,,C +260,1,2,"Parrish, Mrs. (Lutie Davis)",female,50,0,1,230433,26,,S +261,0,3,"Smith, Mr. Thomas",male,,0,0,384461,7.75,,Q +262,1,3,"Asplund, Master. Edvin Rojj Felix",male,3,4,2,347077,31.3875,,S +263,0,1,"Taussig, Mr. Emil",male,52,1,1,110413,79.65,E67,S +264,0,1,"Harrison, Mr. William",male,40,0,0,112059,0,B94,S +265,0,3,"Henry, Miss. Delia",female,,0,0,382649,7.75,,Q +266,0,2,"Reeves, Mr. David",male,36,0,0,C.A. 17248,10.5,,S +267,0,3,"Panula, Mr. Ernesti Arvid",male,16,4,1,3101295,39.6875,,S +268,1,3,"Persson, Mr. Ernst Ulrik",male,25,1,0,347083,7.775,,S +269,1,1,"Graham, Mrs. William Thompson (Edith Junkins)",female,58,0,1,PC 17582,153.4625,C125,S +270,1,1,"Bissette, Miss. Amelia",female,35,0,0,PC 17760,135.6333,C99,S +271,0,1,"Cairns, Mr. Alexander",male,,0,0,113798,31,,S +272,1,3,"Tornquist, Mr. William Henry",male,25,0,0,LINE,0,,S +273,1,2,"Mellinger, Mrs. (Elizabeth Anne Maidment)",female,41,0,1,250644,19.5,,S +274,0,1,"Natsch, Mr. Charles H",male,37,0,1,PC 17596,29.7,C118,C +275,1,3,"Healy, Miss. Hanora ""Nora""",female,,0,0,370375,7.75,,Q +276,1,1,"Andrews, Miss. Kornelia Theodosia",female,63,1,0,13502,77.9583,D7,S +277,0,3,"Lindblom, Miss. Augusta Charlotta",female,45,0,0,347073,7.75,,S +278,0,2,"Parkes, Mr. Francis ""Frank""",male,,0,0,239853,0,,S +279,0,3,"Rice, Master. Eric",male,7,4,1,382652,29.125,,Q +280,1,3,"Abbott, Mrs. Stanton (Rosa Hunt)",female,35,1,1,C.A. 2673,20.25,,S +281,0,3,"Duane, Mr. Frank",male,65,0,0,336439,7.75,,Q +282,0,3,"Olsson, Mr. Nils Johan Goransson",male,28,0,0,347464,7.8542,,S +283,0,3,"de Pelsmaeker, Mr. Alfons",male,16,0,0,345778,9.5,,S +284,1,3,"Dorking, Mr. Edward Arthur",male,19,0,0,A/5. 10482,8.05,,S +285,0,1,"Smith, Mr. Richard William",male,,0,0,113056,26,A19,S +286,0,3,"Stankovic, Mr. Ivan",male,33,0,0,349239,8.6625,,C +287,1,3,"de Mulder, Mr. Theodore",male,30,0,0,345774,9.5,,S +288,0,3,"Naidenoff, Mr. Penko",male,22,0,0,349206,7.8958,,S +289,1,2,"Hosono, Mr. Masabumi",male,42,0,0,237798,13,,S +290,1,3,"Connolly, Miss. Kate",female,22,0,0,370373,7.75,,Q +291,1,1,"Barber, Miss. Ellen ""Nellie""",female,26,0,0,19877,78.85,,S +292,1,1,"Bishop, Mrs. Dickinson H (Helen Walton)",female,19,1,0,11967,91.0792,B49,C +293,0,2,"Levy, Mr. Rene Jacques",male,36,0,0,SC/Paris 2163,12.875,D,C +294,0,3,"Haas, Miss. Aloisia",female,24,0,0,349236,8.85,,S +295,0,3,"Mineff, Mr. Ivan",male,24,0,0,349233,7.8958,,S +296,0,1,"Lewy, Mr. Ervin G",male,,0,0,PC 17612,27.7208,,C +297,0,3,"Hanna, Mr. Mansour",male,23.5,0,0,2693,7.2292,,C +298,0,1,"Allison, Miss. Helen Loraine",female,2,1,2,113781,151.55,C22 C26,S +299,1,1,"Saalfeld, Mr. Adolphe",male,,0,0,19988,30.5,C106,S +300,1,1,"Baxter, Mrs. James (Helene DeLaudeniere Chaput)",female,50,0,1,PC 17558,247.5208,B58 B60,C +301,1,3,"Kelly, Miss. Anna Katherine ""Annie Kate""",female,,0,0,9234,7.75,,Q +302,1,3,"McCoy, Mr. Bernard",male,,2,0,367226,23.25,,Q +303,0,3,"Johnson, Mr. William Cahoone Jr",male,19,0,0,LINE,0,,S +304,1,2,"Keane, Miss. Nora A",female,,0,0,226593,12.35,E101,Q +305,0,3,"Williams, Mr. Howard Hugh ""Harry""",male,,0,0,A/5 2466,8.05,,S +306,1,1,"Allison, Master. Hudson Trevor",male,0.92,1,2,113781,151.55,C22 C26,S +307,1,1,"Fleming, Miss. Margaret",female,,0,0,17421,110.8833,,C +308,1,1,"Penasco y Castellana, Mrs. Victor de Satode (Maria Josefa Perez de Soto y Vallejo)",female,17,1,0,PC 17758,108.9,C65,C +309,0,2,"Abelson, Mr. Samuel",male,30,1,0,P/PP 3381,24,,C +310,1,1,"Francatelli, Miss. Laura Mabel",female,30,0,0,PC 17485,56.9292,E36,C +311,1,1,"Hays, Miss. Margaret Bechstein",female,24,0,0,11767,83.1583,C54,C +312,1,1,"Ryerson, Miss. Emily Borie",female,18,2,2,PC 17608,262.375,B57 B59 B63 B66,C +313,0,2,"Lahtinen, Mrs. William (Anna Sylfven)",female,26,1,1,250651,26,,S +314,0,3,"Hendekovic, Mr. Ignjac",male,28,0,0,349243,7.8958,,S +315,0,2,"Hart, Mr. Benjamin",male,43,1,1,F.C.C. 13529,26.25,,S +316,1,3,"Nilsson, Miss. Helmina Josefina",female,26,0,0,347470,7.8542,,S +317,1,2,"Kantor, Mrs. Sinai (Miriam Sternin)",female,24,1,0,244367,26,,S +318,0,2,"Moraweck, Dr. Ernest",male,54,0,0,29011,14,,S +319,1,1,"Wick, Miss. Mary Natalie",female,31,0,2,36928,164.8667,C7,S +320,1,1,"Spedden, Mrs. Frederic Oakley (Margaretta Corning Stone)",female,40,1,1,16966,134.5,E34,C +321,0,3,"Dennis, Mr. Samuel",male,22,0,0,A/5 21172,7.25,,S +322,0,3,"Danoff, Mr. Yoto",male,27,0,0,349219,7.8958,,S +323,1,2,"Slayter, Miss. Hilda Mary",female,30,0,0,234818,12.35,,Q +324,1,2,"Caldwell, Mrs. Albert Francis (Sylvia Mae Harbaugh)",female,22,1,1,248738,29,,S +325,0,3,"Sage, Mr. George John Jr",male,,8,2,CA. 2343,69.55,,S +326,1,1,"Young, Miss. Marie Grice",female,36,0,0,PC 17760,135.6333,C32,C +327,0,3,"Nysveen, Mr. Johan Hansen",male,61,0,0,345364,6.2375,,S +328,1,2,"Ball, Mrs. (Ada E Hall)",female,36,0,0,28551,13,D,S +329,1,3,"Goldsmith, Mrs. Frank John (Emily Alice Brown)",female,31,1,1,363291,20.525,,S +330,1,1,"Hippach, Miss. Jean Gertrude",female,16,0,1,111361,57.9792,B18,C +331,1,3,"McCoy, Miss. Agnes",female,,2,0,367226,23.25,,Q +332,0,1,"Partner, Mr. Austen",male,45.5,0,0,113043,28.5,C124,S +333,0,1,"Graham, Mr. George Edward",male,38,0,1,PC 17582,153.4625,C91,S +334,0,3,"Vander Planke, Mr. Leo Edmondus",male,16,2,0,345764,18,,S +335,1,1,"Frauenthal, Mrs. Henry William (Clara Heinsheimer)",female,,1,0,PC 17611,133.65,,S +336,0,3,"Denkoff, Mr. Mitto",male,,0,0,349225,7.8958,,S +337,0,1,"Pears, Mr. Thomas Clinton",male,29,1,0,113776,66.6,C2,S +338,1,1,"Burns, Miss. Elizabeth Margaret",female,41,0,0,16966,134.5,E40,C +339,1,3,"Dahl, Mr. Karl Edwart",male,45,0,0,7598,8.05,,S +340,0,1,"Blackwell, Mr. Stephen Weart",male,45,0,0,113784,35.5,T,S +341,1,2,"Navratil, Master. Edmond Roger",male,2,1,1,230080,26,F2,S +342,1,1,"Fortune, Miss. Alice Elizabeth",female,24,3,2,19950,263,C23 C25 C27,S +343,0,2,"Collander, Mr. Erik Gustaf",male,28,0,0,248740,13,,S +344,0,2,"Sedgwick, Mr. Charles Frederick Waddington",male,25,0,0,244361,13,,S +345,0,2,"Fox, Mr. Stanley Hubert",male,36,0,0,229236,13,,S +346,1,2,"Brown, Miss. Amelia ""Mildred""",female,24,0,0,248733,13,F33,S +347,1,2,"Smith, Miss. Marion Elsie",female,40,0,0,31418,13,,S +348,1,3,"Davison, Mrs. Thomas Henry (Mary E Finck)",female,,1,0,386525,16.1,,S +349,1,3,"Coutts, Master. William Loch ""William""",male,3,1,1,C.A. 37671,15.9,,S +350,0,3,"Dimic, Mr. Jovan",male,42,0,0,315088,8.6625,,S +351,0,3,"Odahl, Mr. Nils Martin",male,23,0,0,7267,9.225,,S +352,0,1,"Williams-Lambert, Mr. Fletcher Fellows",male,,0,0,113510,35,C128,S +353,0,3,"Elias, Mr. Tannous",male,15,1,1,2695,7.2292,,C +354,0,3,"Arnold-Franchi, Mr. Josef",male,25,1,0,349237,17.8,,S +355,0,3,"Yousif, Mr. Wazli",male,,0,0,2647,7.225,,C +356,0,3,"Vanden Steen, Mr. Leo Peter",male,28,0,0,345783,9.5,,S +357,1,1,"Bowerman, Miss. Elsie Edith",female,22,0,1,113505,55,E33,S +358,0,2,"Funk, Miss. Annie Clemmer",female,38,0,0,237671,13,,S +359,1,3,"McGovern, Miss. Mary",female,,0,0,330931,7.8792,,Q +360,1,3,"Mockler, Miss. Helen Mary ""Ellie""",female,,0,0,330980,7.8792,,Q +361,0,3,"Skoog, Mr. Wilhelm",male,40,1,4,347088,27.9,,S +362,0,2,"del Carlo, Mr. Sebastiano",male,29,1,0,SC/PARIS 2167,27.7208,,C +363,0,3,"Barbara, Mrs. (Catherine David)",female,45,0,1,2691,14.4542,,C +364,0,3,"Asim, Mr. Adola",male,35,0,0,SOTON/O.Q. 3101310,7.05,,S +365,0,3,"O'Brien, Mr. Thomas",male,,1,0,370365,15.5,,Q +366,0,3,"Adahl, Mr. Mauritz Nils Martin",male,30,0,0,C 7076,7.25,,S +367,1,1,"Warren, Mrs. Frank Manley (Anna Sophia Atkinson)",female,60,1,0,110813,75.25,D37,C +368,1,3,"Moussa, Mrs. (Mantoura Boulos)",female,,0,0,2626,7.2292,,C +369,1,3,"Jermyn, Miss. Annie",female,,0,0,14313,7.75,,Q +370,1,1,"Aubart, Mme. Leontine Pauline",female,24,0,0,PC 17477,69.3,B35,C +371,1,1,"Harder, Mr. George Achilles",male,25,1,0,11765,55.4417,E50,C +372,0,3,"Wiklund, Mr. Jakob Alfred",male,18,1,0,3101267,6.4958,,S +373,0,3,"Beavan, Mr. William Thomas",male,19,0,0,323951,8.05,,S +374,0,1,"Ringhini, Mr. Sante",male,22,0,0,PC 17760,135.6333,,C +375,0,3,"Palsson, Miss. Stina Viola",female,3,3,1,349909,21.075,,S +376,1,1,"Meyer, Mrs. Edgar Joseph (Leila Saks)",female,,1,0,PC 17604,82.1708,,C +377,1,3,"Landergren, Miss. Aurora Adelia",female,22,0,0,C 7077,7.25,,S +378,0,1,"Widener, Mr. Harry Elkins",male,27,0,2,113503,211.5,C82,C +379,0,3,"Betros, Mr. Tannous",male,20,0,0,2648,4.0125,,C +380,0,3,"Gustafsson, Mr. Karl Gideon",male,19,0,0,347069,7.775,,S +381,1,1,"Bidois, Miss. Rosalie",female,42,0,0,PC 17757,227.525,,C +382,1,3,"Nakid, Miss. Maria (""Mary"")",female,1,0,2,2653,15.7417,,C +383,0,3,"Tikkanen, Mr. Juho",male,32,0,0,STON/O 2. 3101293,7.925,,S +384,1,1,"Holverson, Mrs. Alexander Oskar (Mary Aline Towner)",female,35,1,0,113789,52,,S +385,0,3,"Plotcharsky, Mr. Vasil",male,,0,0,349227,7.8958,,S +386,0,2,"Davies, Mr. Charles Henry",male,18,0,0,S.O.C. 14879,73.5,,S +387,0,3,"Goodwin, Master. Sidney Leonard",male,1,5,2,CA 2144,46.9,,S +388,1,2,"Buss, Miss. Kate",female,36,0,0,27849,13,,S +389,0,3,"Sadlier, Mr. Matthew",male,,0,0,367655,7.7292,,Q +390,1,2,"Lehmann, Miss. Bertha",female,17,0,0,SC 1748,12,,C +391,1,1,"Carter, Mr. William Ernest",male,36,1,2,113760,120,B96 B98,S +392,1,3,"Jansson, Mr. Carl Olof",male,21,0,0,350034,7.7958,,S +393,0,3,"Gustafsson, Mr. Johan Birger",male,28,2,0,3101277,7.925,,S +394,1,1,"Newell, Miss. Marjorie",female,23,1,0,35273,113.275,D36,C +395,1,3,"Sandstrom, Mrs. Hjalmar (Agnes Charlotta Bengtsson)",female,24,0,2,PP 9549,16.7,G6,S +396,0,3,"Johansson, Mr. Erik",male,22,0,0,350052,7.7958,,S +397,0,3,"Olsson, Miss. Elina",female,31,0,0,350407,7.8542,,S +398,0,2,"McKane, Mr. Peter David",male,46,0,0,28403,26,,S +399,0,2,"Pain, Dr. Alfred",male,23,0,0,244278,10.5,,S +400,1,2,"Trout, Mrs. William H (Jessie L)",female,28,0,0,240929,12.65,,S +401,1,3,"Niskanen, Mr. Juha",male,39,0,0,STON/O 2. 3101289,7.925,,S +402,0,3,"Adams, Mr. John",male,26,0,0,341826,8.05,,S +403,0,3,"Jussila, Miss. Mari Aina",female,21,1,0,4137,9.825,,S +404,0,3,"Hakkarainen, Mr. Pekka Pietari",male,28,1,0,STON/O2. 3101279,15.85,,S +405,0,3,"Oreskovic, Miss. Marija",female,20,0,0,315096,8.6625,,S +406,0,2,"Gale, Mr. Shadrach",male,34,1,0,28664,21,,S +407,0,3,"Widegren, Mr. Carl/Charles Peter",male,51,0,0,347064,7.75,,S +408,1,2,"Richards, Master. William Rowe",male,3,1,1,29106,18.75,,S +409,0,3,"Birkeland, Mr. Hans Martin Monsen",male,21,0,0,312992,7.775,,S +410,0,3,"Lefebre, Miss. Ida",female,,3,1,4133,25.4667,,S +411,0,3,"Sdycoff, Mr. Todor",male,,0,0,349222,7.8958,,S +412,0,3,"Hart, Mr. Henry",male,,0,0,394140,6.8583,,Q +413,1,1,"Minahan, Miss. Daisy E",female,33,1,0,19928,90,C78,Q +414,0,2,"Cunningham, Mr. Alfred Fleming",male,,0,0,239853,0,,S +415,1,3,"Sundman, Mr. Johan Julian",male,44,0,0,STON/O 2. 3101269,7.925,,S +416,0,3,"Meek, Mrs. Thomas (Annie Louise Rowley)",female,,0,0,343095,8.05,,S +417,1,2,"Drew, Mrs. James Vivian (Lulu Thorne Christian)",female,34,1,1,28220,32.5,,S +418,1,2,"Silven, Miss. Lyyli Karoliina",female,18,0,2,250652,13,,S +419,0,2,"Matthews, Mr. William John",male,30,0,0,28228,13,,S +420,0,3,"Van Impe, Miss. Catharina",female,10,0,2,345773,24.15,,S +421,0,3,"Gheorgheff, Mr. Stanio",male,,0,0,349254,7.8958,,C +422,0,3,"Charters, Mr. David",male,21,0,0,A/5. 13032,7.7333,,Q +423,0,3,"Zimmerman, Mr. Leo",male,29,0,0,315082,7.875,,S +424,0,3,"Danbom, Mrs. Ernst Gilbert (Anna Sigrid Maria Brogren)",female,28,1,1,347080,14.4,,S +425,0,3,"Rosblom, Mr. Viktor Richard",male,18,1,1,370129,20.2125,,S +426,0,3,"Wiseman, Mr. Phillippe",male,,0,0,A/4. 34244,7.25,,S +427,1,2,"Clarke, Mrs. Charles V (Ada Maria Winfield)",female,28,1,0,2003,26,,S +428,1,2,"Phillips, Miss. Kate Florence (""Mrs Kate Louise Phillips Marshall"")",female,19,0,0,250655,26,,S +429,0,3,"Flynn, Mr. James",male,,0,0,364851,7.75,,Q +430,1,3,"Pickard, Mr. Berk (Berk Trembisky)",male,32,0,0,SOTON/O.Q. 392078,8.05,E10,S +431,1,1,"Bjornstrom-Steffansson, Mr. Mauritz Hakan",male,28,0,0,110564,26.55,C52,S +432,1,3,"Thorneycroft, Mrs. Percival (Florence Kate White)",female,,1,0,376564,16.1,,S +433,1,2,"Louch, Mrs. Charles Alexander (Alice Adelaide Slow)",female,42,1,0,SC/AH 3085,26,,S +434,0,3,"Kallio, Mr. Nikolai Erland",male,17,0,0,STON/O 2. 3101274,7.125,,S +435,0,1,"Silvey, Mr. William Baird",male,50,1,0,13507,55.9,E44,S +436,1,1,"Carter, Miss. Lucile Polk",female,14,1,2,113760,120,B96 B98,S +437,0,3,"Ford, Miss. Doolina Margaret ""Daisy""",female,21,2,2,W./C. 6608,34.375,,S +438,1,2,"Richards, Mrs. Sidney (Emily Hocking)",female,24,2,3,29106,18.75,,S +439,0,1,"Fortune, Mr. Mark",male,64,1,4,19950,263,C23 C25 C27,S +440,0,2,"Kvillner, Mr. Johan Henrik Johannesson",male,31,0,0,C.A. 18723,10.5,,S +441,1,2,"Hart, Mrs. Benjamin (Esther Ada Bloomfield)",female,45,1,1,F.C.C. 13529,26.25,,S +442,0,3,"Hampe, Mr. Leon",male,20,0,0,345769,9.5,,S +443,0,3,"Petterson, Mr. Johan Emil",male,25,1,0,347076,7.775,,S +444,1,2,"Reynaldo, Ms. Encarnacion",female,28,0,0,230434,13,,S +445,1,3,"Johannesen-Bratthammer, Mr. Bernt",male,,0,0,65306,8.1125,,S +446,1,1,"Dodge, Master. Washington",male,4,0,2,33638,81.8583,A34,S +447,1,2,"Mellinger, Miss. Madeleine Violet",female,13,0,1,250644,19.5,,S +448,1,1,"Seward, Mr. Frederic Kimber",male,34,0,0,113794,26.55,,S +449,1,3,"Baclini, Miss. Marie Catherine",female,5,2,1,2666,19.2583,,C +450,1,1,"Peuchen, Major. Arthur Godfrey",male,52,0,0,113786,30.5,C104,S +451,0,2,"West, Mr. Edwy Arthur",male,36,1,2,C.A. 34651,27.75,,S +452,0,3,"Hagland, Mr. Ingvald Olai Olsen",male,,1,0,65303,19.9667,,S +453,0,1,"Foreman, Mr. Benjamin Laventall",male,30,0,0,113051,27.75,C111,C +454,1,1,"Goldenberg, Mr. Samuel L",male,49,1,0,17453,89.1042,C92,C +455,0,3,"Peduzzi, Mr. Joseph",male,,0,0,A/5 2817,8.05,,S +456,1,3,"Jalsevac, Mr. Ivan",male,29,0,0,349240,7.8958,,C +457,0,1,"Millet, Mr. Francis Davis",male,65,0,0,13509,26.55,E38,S +458,1,1,"Kenyon, Mrs. Frederick R (Marion)",female,,1,0,17464,51.8625,D21,S +459,1,2,"Toomey, Miss. Ellen",female,50,0,0,F.C.C. 13531,10.5,,S +460,0,3,"O'Connor, Mr. Maurice",male,,0,0,371060,7.75,,Q +461,1,1,"Anderson, Mr. Harry",male,48,0,0,19952,26.55,E12,S +462,0,3,"Morley, Mr. William",male,34,0,0,364506,8.05,,S +463,0,1,"Gee, Mr. Arthur H",male,47,0,0,111320,38.5,E63,S +464,0,2,"Milling, Mr. Jacob Christian",male,48,0,0,234360,13,,S +465,0,3,"Maisner, Mr. Simon",male,,0,0,A/S 2816,8.05,,S +466,0,3,"Goncalves, Mr. Manuel Estanslas",male,38,0,0,SOTON/O.Q. 3101306,7.05,,S +467,0,2,"Campbell, Mr. William",male,,0,0,239853,0,,S +468,0,1,"Smart, Mr. John Montgomery",male,56,0,0,113792,26.55,,S +469,0,3,"Scanlan, Mr. James",male,,0,0,36209,7.725,,Q +470,1,3,"Baclini, Miss. Helene Barbara",female,0.75,2,1,2666,19.2583,,C +471,0,3,"Keefe, Mr. Arthur",male,,0,0,323592,7.25,,S +472,0,3,"Cacic, Mr. Luka",male,38,0,0,315089,8.6625,,S +473,1,2,"West, Mrs. Edwy Arthur (Ada Mary Worth)",female,33,1,2,C.A. 34651,27.75,,S +474,1,2,"Jerwan, Mrs. Amin S (Marie Marthe Thuillard)",female,23,0,0,SC/AH Basle 541,13.7917,D,C +475,0,3,"Strandberg, Miss. Ida Sofia",female,22,0,0,7553,9.8375,,S +476,0,1,"Clifford, Mr. George Quincy",male,,0,0,110465,52,A14,S +477,0,2,"Renouf, Mr. Peter Henry",male,34,1,0,31027,21,,S +478,0,3,"Braund, Mr. Lewis Richard",male,29,1,0,3460,7.0458,,S +479,0,3,"Karlsson, Mr. Nils August",male,22,0,0,350060,7.5208,,S +480,1,3,"Hirvonen, Miss. Hildur E",female,2,0,1,3101298,12.2875,,S +481,0,3,"Goodwin, Master. Harold Victor",male,9,5,2,CA 2144,46.9,,S +482,0,2,"Frost, Mr. Anthony Wood ""Archie""",male,,0,0,239854,0,,S +483,0,3,"Rouse, Mr. Richard Henry",male,50,0,0,A/5 3594,8.05,,S +484,1,3,"Turkula, Mrs. (Hedwig)",female,63,0,0,4134,9.5875,,S +485,1,1,"Bishop, Mr. Dickinson H",male,25,1,0,11967,91.0792,B49,C +486,0,3,"Lefebre, Miss. Jeannie",female,,3,1,4133,25.4667,,S +487,1,1,"Hoyt, Mrs. Frederick Maxfield (Jane Anne Forby)",female,35,1,0,19943,90,C93,S +488,0,1,"Kent, Mr. Edward Austin",male,58,0,0,11771,29.7,B37,C +489,0,3,"Somerton, Mr. Francis William",male,30,0,0,A.5. 18509,8.05,,S +490,1,3,"Coutts, Master. Eden Leslie ""Neville""",male,9,1,1,C.A. 37671,15.9,,S +491,0,3,"Hagland, Mr. Konrad Mathias Reiersen",male,,1,0,65304,19.9667,,S +492,0,3,"Windelov, Mr. Einar",male,21,0,0,SOTON/OQ 3101317,7.25,,S +493,0,1,"Molson, Mr. Harry Markland",male,55,0,0,113787,30.5,C30,S +494,0,1,"Artagaveytia, Mr. Ramon",male,71,0,0,PC 17609,49.5042,,C +495,0,3,"Stanley, Mr. Edward Roland",male,21,0,0,A/4 45380,8.05,,S +496,0,3,"Yousseff, Mr. Gerious",male,,0,0,2627,14.4583,,C +497,1,1,"Eustis, Miss. Elizabeth Mussey",female,54,1,0,36947,78.2667,D20,C +498,0,3,"Shellard, Mr. Frederick William",male,,0,0,C.A. 6212,15.1,,S +499,0,1,"Allison, Mrs. Hudson J C (Bessie Waldo Daniels)",female,25,1,2,113781,151.55,C22 C26,S +500,0,3,"Svensson, Mr. Olof",male,24,0,0,350035,7.7958,,S +501,0,3,"Calic, Mr. Petar",male,17,0,0,315086,8.6625,,S +502,0,3,"Canavan, Miss. Mary",female,21,0,0,364846,7.75,,Q +503,0,3,"O'Sullivan, Miss. Bridget Mary",female,,0,0,330909,7.6292,,Q +504,0,3,"Laitinen, Miss. Kristina Sofia",female,37,0,0,4135,9.5875,,S +505,1,1,"Maioni, Miss. Roberta",female,16,0,0,110152,86.5,B79,S +506,0,1,"Penasco y Castellana, Mr. Victor de Satode",male,18,1,0,PC 17758,108.9,C65,C +507,1,2,"Quick, Mrs. Frederick Charles (Jane Richards)",female,33,0,2,26360,26,,S +508,1,1,"Bradley, Mr. George (""George Arthur Brayton"")",male,,0,0,111427,26.55,,S +509,0,3,"Olsen, Mr. Henry Margido",male,28,0,0,C 4001,22.525,,S +510,1,3,"Lang, Mr. Fang",male,26,0,0,1601,56.4958,,S +511,1,3,"Daly, Mr. Eugene Patrick",male,29,0,0,382651,7.75,,Q +512,0,3,"Webber, Mr. James",male,,0,0,SOTON/OQ 3101316,8.05,,S +513,1,1,"McGough, Mr. James Robert",male,36,0,0,PC 17473,26.2875,E25,S +514,1,1,"Rothschild, Mrs. Martin (Elizabeth L. Barrett)",female,54,1,0,PC 17603,59.4,,C +515,0,3,"Coleff, Mr. Satio",male,24,0,0,349209,7.4958,,S +516,0,1,"Walker, Mr. William Anderson",male,47,0,0,36967,34.0208,D46,S +517,1,2,"Lemore, Mrs. (Amelia Milley)",female,34,0,0,C.A. 34260,10.5,F33,S +518,0,3,"Ryan, Mr. Patrick",male,,0,0,371110,24.15,,Q +519,1,2,"Angle, Mrs. William A (Florence ""Mary"" Agnes Hughes)",female,36,1,0,226875,26,,S +520,0,3,"Pavlovic, Mr. Stefo",male,32,0,0,349242,7.8958,,S +521,1,1,"Perreault, Miss. Anne",female,30,0,0,12749,93.5,B73,S +522,0,3,"Vovk, Mr. Janko",male,22,0,0,349252,7.8958,,S +523,0,3,"Lahoud, Mr. Sarkis",male,,0,0,2624,7.225,,C +524,1,1,"Hippach, Mrs. Louis Albert (Ida Sophia Fischer)",female,44,0,1,111361,57.9792,B18,C +525,0,3,"Kassem, Mr. Fared",male,,0,0,2700,7.2292,,C +526,0,3,"Farrell, Mr. James",male,40.5,0,0,367232,7.75,,Q +527,1,2,"Ridsdale, Miss. Lucy",female,50,0,0,W./C. 14258,10.5,,S +528,0,1,"Farthing, Mr. John",male,,0,0,PC 17483,221.7792,C95,S +529,0,3,"Salonen, Mr. Johan Werner",male,39,0,0,3101296,7.925,,S +530,0,2,"Hocking, Mr. Richard George",male,23,2,1,29104,11.5,,S +531,1,2,"Quick, Miss. Phyllis May",female,2,1,1,26360,26,,S +532,0,3,"Toufik, Mr. Nakli",male,,0,0,2641,7.2292,,C +533,0,3,"Elias, Mr. Joseph Jr",male,17,1,1,2690,7.2292,,C +534,1,3,"Peter, Mrs. Catherine (Catherine Rizk)",female,,0,2,2668,22.3583,,C +535,0,3,"Cacic, Miss. Marija",female,30,0,0,315084,8.6625,,S +536,1,2,"Hart, Miss. Eva Miriam",female,7,0,2,F.C.C. 13529,26.25,,S +537,0,1,"Butt, Major. Archibald Willingham",male,45,0,0,113050,26.55,B38,S +538,1,1,"LeRoy, Miss. Bertha",female,30,0,0,PC 17761,106.425,,C +539,0,3,"Risien, Mr. Samuel Beard",male,,0,0,364498,14.5,,S +540,1,1,"Frolicher, Miss. Hedwig Margaritha",female,22,0,2,13568,49.5,B39,C +541,1,1,"Crosby, Miss. Harriet R",female,36,0,2,WE/P 5735,71,B22,S +542,0,3,"Andersson, Miss. Ingeborg Constanzia",female,9,4,2,347082,31.275,,S +543,0,3,"Andersson, Miss. Sigrid Elisabeth",female,11,4,2,347082,31.275,,S +544,1,2,"Beane, Mr. Edward",male,32,1,0,2908,26,,S +545,0,1,"Douglas, Mr. Walter Donald",male,50,1,0,PC 17761,106.425,C86,C +546,0,1,"Nicholson, Mr. Arthur Ernest",male,64,0,0,693,26,,S +547,1,2,"Beane, Mrs. Edward (Ethel Clarke)",female,19,1,0,2908,26,,S +548,1,2,"Padro y Manent, Mr. Julian",male,,0,0,SC/PARIS 2146,13.8625,,C +549,0,3,"Goldsmith, Mr. Frank John",male,33,1,1,363291,20.525,,S +550,1,2,"Davies, Master. John Morgan Jr",male,8,1,1,C.A. 33112,36.75,,S +551,1,1,"Thayer, Mr. John Borland Jr",male,17,0,2,17421,110.8833,C70,C +552,0,2,"Sharp, Mr. Percival James R",male,27,0,0,244358,26,,S +553,0,3,"O'Brien, Mr. Timothy",male,,0,0,330979,7.8292,,Q +554,1,3,"Leeni, Mr. Fahim (""Philip Zenni"")",male,22,0,0,2620,7.225,,C +555,1,3,"Ohman, Miss. Velin",female,22,0,0,347085,7.775,,S +556,0,1,"Wright, Mr. George",male,62,0,0,113807,26.55,,S +557,1,1,"Duff Gordon, Lady. (Lucille Christiana Sutherland) (""Mrs Morgan"")",female,48,1,0,11755,39.6,A16,C +558,0,1,"Robbins, Mr. Victor",male,,0,0,PC 17757,227.525,,C +559,1,1,"Taussig, Mrs. Emil (Tillie Mandelbaum)",female,39,1,1,110413,79.65,E67,S +560,1,3,"de Messemaeker, Mrs. Guillaume Joseph (Emma)",female,36,1,0,345572,17.4,,S +561,0,3,"Morrow, Mr. Thomas Rowan",male,,0,0,372622,7.75,,Q +562,0,3,"Sivic, Mr. Husein",male,40,0,0,349251,7.8958,,S +563,0,2,"Norman, Mr. Robert Douglas",male,28,0,0,218629,13.5,,S +564,0,3,"Simmons, Mr. John",male,,0,0,SOTON/OQ 392082,8.05,,S +565,0,3,"Meanwell, Miss. (Marion Ogden)",female,,0,0,SOTON/O.Q. 392087,8.05,,S +566,0,3,"Davies, Mr. Alfred J",male,24,2,0,A/4 48871,24.15,,S +567,0,3,"Stoytcheff, Mr. Ilia",male,19,0,0,349205,7.8958,,S +568,0,3,"Palsson, Mrs. Nils (Alma Cornelia Berglund)",female,29,0,4,349909,21.075,,S +569,0,3,"Doharr, Mr. Tannous",male,,0,0,2686,7.2292,,C +570,1,3,"Jonsson, Mr. Carl",male,32,0,0,350417,7.8542,,S +571,1,2,"Harris, Mr. George",male,62,0,0,S.W./PP 752,10.5,,S +572,1,1,"Appleton, Mrs. Edward Dale (Charlotte Lamson)",female,53,2,0,11769,51.4792,C101,S +573,1,1,"Flynn, Mr. John Irwin (""Irving"")",male,36,0,0,PC 17474,26.3875,E25,S +574,1,3,"Kelly, Miss. Mary",female,,0,0,14312,7.75,,Q +575,0,3,"Rush, Mr. Alfred George John",male,16,0,0,A/4. 20589,8.05,,S +576,0,3,"Patchett, Mr. George",male,19,0,0,358585,14.5,,S +577,1,2,"Garside, Miss. Ethel",female,34,0,0,243880,13,,S +578,1,1,"Silvey, Mrs. William Baird (Alice Munger)",female,39,1,0,13507,55.9,E44,S +579,0,3,"Caram, Mrs. Joseph (Maria Elias)",female,,1,0,2689,14.4583,,C +580,1,3,"Jussila, Mr. Eiriik",male,32,0,0,STON/O 2. 3101286,7.925,,S +581,1,2,"Christy, Miss. Julie Rachel",female,25,1,1,237789,30,,S +582,1,1,"Thayer, Mrs. John Borland (Marian Longstreth Morris)",female,39,1,1,17421,110.8833,C68,C +583,0,2,"Downton, Mr. William James",male,54,0,0,28403,26,,S +584,0,1,"Ross, Mr. John Hugo",male,36,0,0,13049,40.125,A10,C +585,0,3,"Paulner, Mr. Uscher",male,,0,0,3411,8.7125,,C +586,1,1,"Taussig, Miss. Ruth",female,18,0,2,110413,79.65,E68,S +587,0,2,"Jarvis, Mr. John Denzil",male,47,0,0,237565,15,,S +588,1,1,"Frolicher-Stehli, Mr. Maxmillian",male,60,1,1,13567,79.2,B41,C +589,0,3,"Gilinski, Mr. Eliezer",male,22,0,0,14973,8.05,,S +590,0,3,"Murdlin, Mr. Joseph",male,,0,0,A./5. 3235,8.05,,S +591,0,3,"Rintamaki, Mr. Matti",male,35,0,0,STON/O 2. 3101273,7.125,,S +592,1,1,"Stephenson, Mrs. Walter Bertram (Martha Eustis)",female,52,1,0,36947,78.2667,D20,C +593,0,3,"Elsbury, Mr. William James",male,47,0,0,A/5 3902,7.25,,S +594,0,3,"Bourke, Miss. Mary",female,,0,2,364848,7.75,,Q +595,0,2,"Chapman, Mr. John Henry",male,37,1,0,SC/AH 29037,26,,S +596,0,3,"Van Impe, Mr. Jean Baptiste",male,36,1,1,345773,24.15,,S +597,1,2,"Leitch, Miss. Jessie Wills",female,,0,0,248727,33,,S +598,0,3,"Johnson, Mr. Alfred",male,49,0,0,LINE,0,,S +599,0,3,"Boulos, Mr. Hanna",male,,0,0,2664,7.225,,C +600,1,1,"Duff Gordon, Sir. Cosmo Edmund (""Mr Morgan"")",male,49,1,0,PC 17485,56.9292,A20,C +601,1,2,"Jacobsohn, Mrs. Sidney Samuel (Amy Frances Christy)",female,24,2,1,243847,27,,S +602,0,3,"Slabenoff, Mr. Petco",male,,0,0,349214,7.8958,,S +603,0,1,"Harrington, Mr. Charles H",male,,0,0,113796,42.4,,S +604,0,3,"Torber, Mr. Ernst William",male,44,0,0,364511,8.05,,S +605,1,1,"Homer, Mr. Harry (""Mr E Haven"")",male,35,0,0,111426,26.55,,C +606,0,3,"Lindell, Mr. Edvard Bengtsson",male,36,1,0,349910,15.55,,S +607,0,3,"Karaic, Mr. Milan",male,30,0,0,349246,7.8958,,S +608,1,1,"Daniel, Mr. Robert Williams",male,27,0,0,113804,30.5,,S +609,1,2,"Laroche, Mrs. Joseph (Juliette Marie Louise Lafargue)",female,22,1,2,SC/Paris 2123,41.5792,,C +610,1,1,"Shutes, Miss. Elizabeth W",female,40,0,0,PC 17582,153.4625,C125,S +611,0,3,"Andersson, Mrs. Anders Johan (Alfrida Konstantia Brogren)",female,39,1,5,347082,31.275,,S +612,0,3,"Jardin, Mr. Jose Neto",male,,0,0,SOTON/O.Q. 3101305,7.05,,S +613,1,3,"Murphy, Miss. Margaret Jane",female,,1,0,367230,15.5,,Q +614,0,3,"Horgan, Mr. John",male,,0,0,370377,7.75,,Q +615,0,3,"Brocklebank, Mr. William Alfred",male,35,0,0,364512,8.05,,S +616,1,2,"Herman, Miss. Alice",female,24,1,2,220845,65,,S +617,0,3,"Danbom, Mr. Ernst Gilbert",male,34,1,1,347080,14.4,,S +618,0,3,"Lobb, Mrs. William Arthur (Cordelia K Stanlick)",female,26,1,0,A/5. 3336,16.1,,S +619,1,2,"Becker, Miss. Marion Louise",female,4,2,1,230136,39,F4,S +620,0,2,"Gavey, Mr. Lawrence",male,26,0,0,31028,10.5,,S +621,0,3,"Yasbeck, Mr. Antoni",male,27,1,0,2659,14.4542,,C +622,1,1,"Kimball, Mr. Edwin Nelson Jr",male,42,1,0,11753,52.5542,D19,S +623,1,3,"Nakid, Mr. Sahid",male,20,1,1,2653,15.7417,,C +624,0,3,"Hansen, Mr. Henry Damsgaard",male,21,0,0,350029,7.8542,,S +625,0,3,"Bowen, Mr. David John ""Dai""",male,21,0,0,54636,16.1,,S +626,0,1,"Sutton, Mr. Frederick",male,61,0,0,36963,32.3208,D50,S +627,0,2,"Kirkland, Rev. Charles Leonard",male,57,0,0,219533,12.35,,Q +628,1,1,"Longley, Miss. Gretchen Fiske",female,21,0,0,13502,77.9583,D9,S +629,0,3,"Bostandyeff, Mr. Guentcho",male,26,0,0,349224,7.8958,,S +630,0,3,"O'Connell, Mr. Patrick D",male,,0,0,334912,7.7333,,Q +631,1,1,"Barkworth, Mr. Algernon Henry Wilson",male,80,0,0,27042,30,A23,S +632,0,3,"Lundahl, Mr. Johan Svensson",male,51,0,0,347743,7.0542,,S +633,1,1,"Stahelin-Maeglin, Dr. Max",male,32,0,0,13214,30.5,B50,C +634,0,1,"Parr, Mr. William Henry Marsh",male,,0,0,112052,0,,S +635,0,3,"Skoog, Miss. Mabel",female,9,3,2,347088,27.9,,S +636,1,2,"Davis, Miss. Mary",female,28,0,0,237668,13,,S +637,0,3,"Leinonen, Mr. Antti Gustaf",male,32,0,0,STON/O 2. 3101292,7.925,,S +638,0,2,"Collyer, Mr. Harvey",male,31,1,1,C.A. 31921,26.25,,S +639,0,3,"Panula, Mrs. Juha (Maria Emilia Ojala)",female,41,0,5,3101295,39.6875,,S +640,0,3,"Thorneycroft, Mr. Percival",male,,1,0,376564,16.1,,S +641,0,3,"Jensen, Mr. Hans Peder",male,20,0,0,350050,7.8542,,S +642,1,1,"Sagesser, Mlle. Emma",female,24,0,0,PC 17477,69.3,B35,C +643,0,3,"Skoog, Miss. Margit Elizabeth",female,2,3,2,347088,27.9,,S +644,1,3,"Foo, Mr. Choong",male,,0,0,1601,56.4958,,S +645,1,3,"Baclini, Miss. Eugenie",female,0.75,2,1,2666,19.2583,,C +646,1,1,"Harper, Mr. Henry Sleeper",male,48,1,0,PC 17572,76.7292,D33,C +647,0,3,"Cor, Mr. Liudevit",male,19,0,0,349231,7.8958,,S +648,1,1,"Simonius-Blumer, Col. Oberst Alfons",male,56,0,0,13213,35.5,A26,C +649,0,3,"Willey, Mr. Edward",male,,0,0,S.O./P.P. 751,7.55,,S +650,1,3,"Stanley, Miss. Amy Zillah Elsie",female,23,0,0,CA. 2314,7.55,,S +651,0,3,"Mitkoff, Mr. Mito",male,,0,0,349221,7.8958,,S +652,1,2,"Doling, Miss. Elsie",female,18,0,1,231919,23,,S +653,0,3,"Kalvik, Mr. Johannes Halvorsen",male,21,0,0,8475,8.4333,,S +654,1,3,"O'Leary, Miss. Hanora ""Norah""",female,,0,0,330919,7.8292,,Q +655,0,3,"Hegarty, Miss. Hanora ""Nora""",female,18,0,0,365226,6.75,,Q +656,0,2,"Hickman, Mr. Leonard Mark",male,24,2,0,S.O.C. 14879,73.5,,S +657,0,3,"Radeff, Mr. Alexander",male,,0,0,349223,7.8958,,S +658,0,3,"Bourke, Mrs. John (Catherine)",female,32,1,1,364849,15.5,,Q +659,0,2,"Eitemiller, Mr. George Floyd",male,23,0,0,29751,13,,S +660,0,1,"Newell, Mr. Arthur Webster",male,58,0,2,35273,113.275,D48,C +661,1,1,"Frauenthal, Dr. Henry William",male,50,2,0,PC 17611,133.65,,S +662,0,3,"Badt, Mr. Mohamed",male,40,0,0,2623,7.225,,C +663,0,1,"Colley, Mr. Edward Pomeroy",male,47,0,0,5727,25.5875,E58,S +664,0,3,"Coleff, Mr. Peju",male,36,0,0,349210,7.4958,,S +665,1,3,"Lindqvist, Mr. Eino William",male,20,1,0,STON/O 2. 3101285,7.925,,S +666,0,2,"Hickman, Mr. Lewis",male,32,2,0,S.O.C. 14879,73.5,,S +667,0,2,"Butler, Mr. Reginald Fenton",male,25,0,0,234686,13,,S +668,0,3,"Rommetvedt, Mr. Knud Paust",male,,0,0,312993,7.775,,S +669,0,3,"Cook, Mr. Jacob",male,43,0,0,A/5 3536,8.05,,S +670,1,1,"Taylor, Mrs. Elmer Zebley (Juliet Cummins Wright)",female,,1,0,19996,52,C126,S +671,1,2,"Brown, Mrs. Thomas William Solomon (Elizabeth Catherine Ford)",female,40,1,1,29750,39,,S +672,0,1,"Davidson, Mr. Thornton",male,31,1,0,F.C. 12750,52,B71,S +673,0,2,"Mitchell, Mr. Henry Michael",male,70,0,0,C.A. 24580,10.5,,S +674,1,2,"Wilhelms, Mr. Charles",male,31,0,0,244270,13,,S +675,0,2,"Watson, Mr. Ennis Hastings",male,,0,0,239856,0,,S +676,0,3,"Edvardsson, Mr. Gustaf Hjalmar",male,18,0,0,349912,7.775,,S +677,0,3,"Sawyer, Mr. Frederick Charles",male,24.5,0,0,342826,8.05,,S +678,1,3,"Turja, Miss. Anna Sofia",female,18,0,0,4138,9.8417,,S +679,0,3,"Goodwin, Mrs. Frederick (Augusta Tyler)",female,43,1,6,CA 2144,46.9,,S +680,1,1,"Cardeza, Mr. Thomas Drake Martinez",male,36,0,1,PC 17755,512.3292,B51 B53 B55,C +681,0,3,"Peters, Miss. Katie",female,,0,0,330935,8.1375,,Q +682,1,1,"Hassab, Mr. Hammad",male,27,0,0,PC 17572,76.7292,D49,C +683,0,3,"Olsvigen, Mr. Thor Anderson",male,20,0,0,6563,9.225,,S +684,0,3,"Goodwin, Mr. Charles Edward",male,14,5,2,CA 2144,46.9,,S +685,0,2,"Brown, Mr. Thomas William Solomon",male,60,1,1,29750,39,,S +686,0,2,"Laroche, Mr. Joseph Philippe Lemercier",male,25,1,2,SC/Paris 2123,41.5792,,C +687,0,3,"Panula, Mr. Jaako Arnold",male,14,4,1,3101295,39.6875,,S +688,0,3,"Dakic, Mr. Branko",male,19,0,0,349228,10.1708,,S +689,0,3,"Fischer, Mr. Eberhard Thelander",male,18,0,0,350036,7.7958,,S +690,1,1,"Madill, Miss. Georgette Alexandra",female,15,0,1,24160,211.3375,B5,S +691,1,1,"Dick, Mr. Albert Adrian",male,31,1,0,17474,57,B20,S +692,1,3,"Karun, Miss. Manca",female,4,0,1,349256,13.4167,,C +693,1,3,"Lam, Mr. Ali",male,,0,0,1601,56.4958,,S +694,0,3,"Saad, Mr. Khalil",male,25,0,0,2672,7.225,,C +695,0,1,"Weir, Col. John",male,60,0,0,113800,26.55,,S +696,0,2,"Chapman, Mr. Charles Henry",male,52,0,0,248731,13.5,,S +697,0,3,"Kelly, Mr. James",male,44,0,0,363592,8.05,,S +698,1,3,"Mullens, Miss. Katherine ""Katie""",female,,0,0,35852,7.7333,,Q +699,0,1,"Thayer, Mr. John Borland",male,49,1,1,17421,110.8833,C68,C +700,0,3,"Humblen, Mr. Adolf Mathias Nicolai Olsen",male,42,0,0,348121,7.65,F G63,S +701,1,1,"Astor, Mrs. John Jacob (Madeleine Talmadge Force)",female,18,1,0,PC 17757,227.525,C62 C64,C +702,1,1,"Silverthorne, Mr. Spencer Victor",male,35,0,0,PC 17475,26.2875,E24,S +703,0,3,"Barbara, Miss. Saiide",female,18,0,1,2691,14.4542,,C +704,0,3,"Gallagher, Mr. Martin",male,25,0,0,36864,7.7417,,Q +705,0,3,"Hansen, Mr. Henrik Juul",male,26,1,0,350025,7.8542,,S +706,0,2,"Morley, Mr. Henry Samuel (""Mr Henry Marshall"")",male,39,0,0,250655,26,,S +707,1,2,"Kelly, Mrs. Florence ""Fannie""",female,45,0,0,223596,13.5,,S +708,1,1,"Calderhead, Mr. Edward Pennington",male,42,0,0,PC 17476,26.2875,E24,S +709,1,1,"Cleaver, Miss. Alice",female,22,0,0,113781,151.55,,S +710,1,3,"Moubarek, Master. Halim Gonios (""William George"")",male,,1,1,2661,15.2458,,C +711,1,1,"Mayne, Mlle. Berthe Antonine (""Mrs de Villiers"")",female,24,0,0,PC 17482,49.5042,C90,C +712,0,1,"Klaber, Mr. Herman",male,,0,0,113028,26.55,C124,S +713,1,1,"Taylor, Mr. Elmer Zebley",male,48,1,0,19996,52,C126,S +714,0,3,"Larsson, Mr. August Viktor",male,29,0,0,7545,9.4833,,S +715,0,2,"Greenberg, Mr. Samuel",male,52,0,0,250647,13,,S +716,0,3,"Soholt, Mr. Peter Andreas Lauritz Andersen",male,19,0,0,348124,7.65,F G73,S +717,1,1,"Endres, Miss. Caroline Louise",female,38,0,0,PC 17757,227.525,C45,C +718,1,2,"Troutt, Miss. Edwina Celia ""Winnie""",female,27,0,0,34218,10.5,E101,S +719,0,3,"McEvoy, Mr. Michael",male,,0,0,36568,15.5,,Q +720,0,3,"Johnson, Mr. Malkolm Joackim",male,33,0,0,347062,7.775,,S +721,1,2,"Harper, Miss. Annie Jessie ""Nina""",female,6,0,1,248727,33,,S +722,0,3,"Jensen, Mr. Svend Lauritz",male,17,1,0,350048,7.0542,,S +723,0,2,"Gillespie, Mr. William Henry",male,34,0,0,12233,13,,S +724,0,2,"Hodges, Mr. Henry Price",male,50,0,0,250643,13,,S +725,1,1,"Chambers, Mr. Norman Campbell",male,27,1,0,113806,53.1,E8,S +726,0,3,"Oreskovic, Mr. Luka",male,20,0,0,315094,8.6625,,S +727,1,2,"Renouf, Mrs. Peter Henry (Lillian Jefferys)",female,30,3,0,31027,21,,S +728,1,3,"Mannion, Miss. Margareth",female,,0,0,36866,7.7375,,Q +729,0,2,"Bryhl, Mr. Kurt Arnold Gottfrid",male,25,1,0,236853,26,,S +730,0,3,"Ilmakangas, Miss. Pieta Sofia",female,25,1,0,STON/O2. 3101271,7.925,,S +731,1,1,"Allen, Miss. Elisabeth Walton",female,29,0,0,24160,211.3375,B5,S +732,0,3,"Hassan, Mr. Houssein G N",male,11,0,0,2699,18.7875,,C +733,0,2,"Knight, Mr. Robert J",male,,0,0,239855,0,,S +734,0,2,"Berriman, Mr. William John",male,23,0,0,28425,13,,S +735,0,2,"Troupiansky, Mr. Moses Aaron",male,23,0,0,233639,13,,S +736,0,3,"Williams, Mr. Leslie",male,28.5,0,0,54636,16.1,,S +737,0,3,"Ford, Mrs. Edward (Margaret Ann Watson)",female,48,1,3,W./C. 6608,34.375,,S +738,1,1,"Lesurer, Mr. Gustave J",male,35,0,0,PC 17755,512.3292,B101,C +739,0,3,"Ivanoff, Mr. Kanio",male,,0,0,349201,7.8958,,S +740,0,3,"Nankoff, Mr. Minko",male,,0,0,349218,7.8958,,S +741,1,1,"Hawksford, Mr. Walter James",male,,0,0,16988,30,D45,S +742,0,1,"Cavendish, Mr. Tyrell William",male,36,1,0,19877,78.85,C46,S +743,1,1,"Ryerson, Miss. Susan Parker ""Suzette""",female,21,2,2,PC 17608,262.375,B57 B59 B63 B66,C +744,0,3,"McNamee, Mr. Neal",male,24,1,0,376566,16.1,,S +745,1,3,"Stranden, Mr. Juho",male,31,0,0,STON/O 2. 3101288,7.925,,S +746,0,1,"Crosby, Capt. Edward Gifford",male,70,1,1,WE/P 5735,71,B22,S +747,0,3,"Abbott, Mr. Rossmore Edward",male,16,1,1,C.A. 2673,20.25,,S +748,1,2,"Sinkkonen, Miss. Anna",female,30,0,0,250648,13,,S +749,0,1,"Marvin, Mr. Daniel Warner",male,19,1,0,113773,53.1,D30,S +750,0,3,"Connaghton, Mr. Michael",male,31,0,0,335097,7.75,,Q +751,1,2,"Wells, Miss. Joan",female,4,1,1,29103,23,,S +752,1,3,"Moor, Master. Meier",male,6,0,1,392096,12.475,E121,S +753,0,3,"Vande Velde, Mr. Johannes Joseph",male,33,0,0,345780,9.5,,S +754,0,3,"Jonkoff, Mr. Lalio",male,23,0,0,349204,7.8958,,S +755,1,2,"Herman, Mrs. Samuel (Jane Laver)",female,48,1,2,220845,65,,S +756,1,2,"Hamalainen, Master. Viljo",male,0.67,1,1,250649,14.5,,S +757,0,3,"Carlsson, Mr. August Sigfrid",male,28,0,0,350042,7.7958,,S +758,0,2,"Bailey, Mr. Percy Andrew",male,18,0,0,29108,11.5,,S +759,0,3,"Theobald, Mr. Thomas Leonard",male,34,0,0,363294,8.05,,S +760,1,1,"Rothes, the Countess. of (Lucy Noel Martha Dyer-Edwards)",female,33,0,0,110152,86.5,B77,S +761,0,3,"Garfirth, Mr. John",male,,0,0,358585,14.5,,S +762,0,3,"Nirva, Mr. Iisakki Antino Aijo",male,41,0,0,SOTON/O2 3101272,7.125,,S +763,1,3,"Barah, Mr. Hanna Assi",male,20,0,0,2663,7.2292,,C +764,1,1,"Carter, Mrs. William Ernest (Lucile Polk)",female,36,1,2,113760,120,B96 B98,S +765,0,3,"Eklund, Mr. Hans Linus",male,16,0,0,347074,7.775,,S +766,1,1,"Hogeboom, Mrs. John C (Anna Andrews)",female,51,1,0,13502,77.9583,D11,S +767,0,1,"Brewe, Dr. Arthur Jackson",male,,0,0,112379,39.6,,C +768,0,3,"Mangan, Miss. Mary",female,30.5,0,0,364850,7.75,,Q +769,0,3,"Moran, Mr. Daniel J",male,,1,0,371110,24.15,,Q +770,0,3,"Gronnestad, Mr. Daniel Danielsen",male,32,0,0,8471,8.3625,,S +771,0,3,"Lievens, Mr. Rene Aime",male,24,0,0,345781,9.5,,S +772,0,3,"Jensen, Mr. Niels Peder",male,48,0,0,350047,7.8542,,S +773,0,2,"Mack, Mrs. (Mary)",female,57,0,0,S.O./P.P. 3,10.5,E77,S +774,0,3,"Elias, Mr. Dibo",male,,0,0,2674,7.225,,C +775,1,2,"Hocking, Mrs. Elizabeth (Eliza Needs)",female,54,1,3,29105,23,,S +776,0,3,"Myhrman, Mr. Pehr Fabian Oliver Malkolm",male,18,0,0,347078,7.75,,S +777,0,3,"Tobin, Mr. Roger",male,,0,0,383121,7.75,F38,Q +778,1,3,"Emanuel, Miss. Virginia Ethel",female,5,0,0,364516,12.475,,S +779,0,3,"Kilgannon, Mr. Thomas J",male,,0,0,36865,7.7375,,Q +780,1,1,"Robert, Mrs. Edward Scott (Elisabeth Walton McMillan)",female,43,0,1,24160,211.3375,B3,S +781,1,3,"Ayoub, Miss. Banoura",female,13,0,0,2687,7.2292,,C +782,1,1,"Dick, Mrs. Albert Adrian (Vera Gillespie)",female,17,1,0,17474,57,B20,S +783,0,1,"Long, Mr. Milton Clyde",male,29,0,0,113501,30,D6,S +784,0,3,"Johnston, Mr. Andrew G",male,,1,2,W./C. 6607,23.45,,S +785,0,3,"Ali, Mr. William",male,25,0,0,SOTON/O.Q. 3101312,7.05,,S +786,0,3,"Harmer, Mr. Abraham (David Lishin)",male,25,0,0,374887,7.25,,S +787,1,3,"Sjoblom, Miss. Anna Sofia",female,18,0,0,3101265,7.4958,,S +788,0,3,"Rice, Master. George Hugh",male,8,4,1,382652,29.125,,Q +789,1,3,"Dean, Master. Bertram Vere",male,1,1,2,C.A. 2315,20.575,,S +790,0,1,"Guggenheim, Mr. Benjamin",male,46,0,0,PC 17593,79.2,B82 B84,C +791,0,3,"Keane, Mr. Andrew ""Andy""",male,,0,0,12460,7.75,,Q +792,0,2,"Gaskell, Mr. Alfred",male,16,0,0,239865,26,,S +793,0,3,"Sage, Miss. Stella Anna",female,,8,2,CA. 2343,69.55,,S +794,0,1,"Hoyt, Mr. William Fisher",male,,0,0,PC 17600,30.6958,,C +795,0,3,"Dantcheff, Mr. Ristiu",male,25,0,0,349203,7.8958,,S +796,0,2,"Otter, Mr. Richard",male,39,0,0,28213,13,,S +797,1,1,"Leader, Dr. Alice (Farnham)",female,49,0,0,17465,25.9292,D17,S +798,1,3,"Osman, Mrs. Mara",female,31,0,0,349244,8.6833,,S +799,0,3,"Ibrahim Shawah, Mr. Yousseff",male,30,0,0,2685,7.2292,,C +800,0,3,"Van Impe, Mrs. Jean Baptiste (Rosalie Paula Govaert)",female,30,1,1,345773,24.15,,S +801,0,2,"Ponesell, Mr. Martin",male,34,0,0,250647,13,,S +802,1,2,"Collyer, Mrs. Harvey (Charlotte Annie Tate)",female,31,1,1,C.A. 31921,26.25,,S +803,1,1,"Carter, Master. William Thornton II",male,11,1,2,113760,120,B96 B98,S +804,1,3,"Thomas, Master. Assad Alexander",male,0.42,0,1,2625,8.5167,,C +805,1,3,"Hedman, Mr. Oskar Arvid",male,27,0,0,347089,6.975,,S +806,0,3,"Johansson, Mr. Karl Johan",male,31,0,0,347063,7.775,,S +807,0,1,"Andrews, Mr. Thomas Jr",male,39,0,0,112050,0,A36,S +808,0,3,"Pettersson, Miss. Ellen Natalia",female,18,0,0,347087,7.775,,S +809,0,2,"Meyer, Mr. August",male,39,0,0,248723,13,,S +810,1,1,"Chambers, Mrs. Norman Campbell (Bertha Griggs)",female,33,1,0,113806,53.1,E8,S +811,0,3,"Alexander, Mr. William",male,26,0,0,3474,7.8875,,S +812,0,3,"Lester, Mr. James",male,39,0,0,A/4 48871,24.15,,S +813,0,2,"Slemen, Mr. Richard James",male,35,0,0,28206,10.5,,S +814,0,3,"Andersson, Miss. Ebba Iris Alfrida",female,6,4,2,347082,31.275,,S +815,0,3,"Tomlin, Mr. Ernest Portage",male,30.5,0,0,364499,8.05,,S +816,0,1,"Fry, Mr. Richard",male,,0,0,112058,0,B102,S +817,0,3,"Heininen, Miss. Wendla Maria",female,23,0,0,STON/O2. 3101290,7.925,,S +818,0,2,"Mallet, Mr. Albert",male,31,1,1,S.C./PARIS 2079,37.0042,,C +819,0,3,"Holm, Mr. John Fredrik Alexander",male,43,0,0,C 7075,6.45,,S +820,0,3,"Skoog, Master. Karl Thorsten",male,10,3,2,347088,27.9,,S +821,1,1,"Hays, Mrs. Charles Melville (Clara Jennings Gregg)",female,52,1,1,12749,93.5,B69,S +822,1,3,"Lulic, Mr. Nikola",male,27,0,0,315098,8.6625,,S +823,0,1,"Reuchlin, Jonkheer. John George",male,38,0,0,19972,0,,S +824,1,3,"Moor, Mrs. (Beila)",female,27,0,1,392096,12.475,E121,S +825,0,3,"Panula, Master. Urho Abraham",male,2,4,1,3101295,39.6875,,S +826,0,3,"Flynn, Mr. John",male,,0,0,368323,6.95,,Q +827,0,3,"Lam, Mr. Len",male,,0,0,1601,56.4958,,S +828,1,2,"Mallet, Master. Andre",male,1,0,2,S.C./PARIS 2079,37.0042,,C +829,1,3,"McCormack, Mr. Thomas Joseph",male,,0,0,367228,7.75,,Q +830,1,1,"Stone, Mrs. George Nelson (Martha Evelyn)",female,62,0,0,113572,80,B28, +831,1,3,"Yasbeck, Mrs. Antoni (Selini Alexander)",female,15,1,0,2659,14.4542,,C +832,1,2,"Richards, Master. George Sibley",male,0.83,1,1,29106,18.75,,S +833,0,3,"Saad, Mr. Amin",male,,0,0,2671,7.2292,,C +834,0,3,"Augustsson, Mr. Albert",male,23,0,0,347468,7.8542,,S +835,0,3,"Allum, Mr. Owen George",male,18,0,0,2223,8.3,,S +836,1,1,"Compton, Miss. Sara Rebecca",female,39,1,1,PC 17756,83.1583,E49,C +837,0,3,"Pasic, Mr. Jakob",male,21,0,0,315097,8.6625,,S +838,0,3,"Sirota, Mr. Maurice",male,,0,0,392092,8.05,,S +839,1,3,"Chip, Mr. Chang",male,32,0,0,1601,56.4958,,S +840,1,1,"Marechal, Mr. Pierre",male,,0,0,11774,29.7,C47,C +841,0,3,"Alhomaki, Mr. Ilmari Rudolf",male,20,0,0,SOTON/O2 3101287,7.925,,S +842,0,2,"Mudd, Mr. Thomas Charles",male,16,0,0,S.O./P.P. 3,10.5,,S +843,1,1,"Serepeca, Miss. Augusta",female,30,0,0,113798,31,,C +844,0,3,"Lemberopolous, Mr. Peter L",male,34.5,0,0,2683,6.4375,,C +845,0,3,"Culumovic, Mr. Jeso",male,17,0,0,315090,8.6625,,S +846,0,3,"Abbing, Mr. Anthony",male,42,0,0,C.A. 5547,7.55,,S +847,0,3,"Sage, Mr. Douglas Bullen",male,,8,2,CA. 2343,69.55,,S +848,0,3,"Markoff, Mr. Marin",male,35,0,0,349213,7.8958,,C +849,0,2,"Harper, Rev. John",male,28,0,1,248727,33,,S +850,1,1,"Goldenberg, Mrs. Samuel L (Edwiga Grabowska)",female,,1,0,17453,89.1042,C92,C +851,0,3,"Andersson, Master. Sigvard Harald Elias",male,4,4,2,347082,31.275,,S +852,0,3,"Svensson, Mr. Johan",male,74,0,0,347060,7.775,,S +853,0,3,"Boulos, Miss. Nourelain",female,9,1,1,2678,15.2458,,C +854,1,1,"Lines, Miss. Mary Conover",female,16,0,1,PC 17592,39.4,D28,S +855,0,2,"Carter, Mrs. Ernest Courtenay (Lilian Hughes)",female,44,1,0,244252,26,,S +856,1,3,"Aks, Mrs. Sam (Leah Rosen)",female,18,0,1,392091,9.35,,S +857,1,1,"Wick, Mrs. George Dennick (Mary Hitchcock)",female,45,1,1,36928,164.8667,,S +858,1,1,"Daly, Mr. Peter Denis ",male,51,0,0,113055,26.55,E17,S +859,1,3,"Baclini, Mrs. Solomon (Latifa Qurban)",female,24,0,3,2666,19.2583,,C +860,0,3,"Razi, Mr. Raihed",male,,0,0,2629,7.2292,,C +861,0,3,"Hansen, Mr. Claus Peter",male,41,2,0,350026,14.1083,,S +862,0,2,"Giles, Mr. Frederick Edward",male,21,1,0,28134,11.5,,S +863,1,1,"Swift, Mrs. Frederick Joel (Margaret Welles Barron)",female,48,0,0,17466,25.9292,D17,S +864,0,3,"Sage, Miss. Dorothy Edith ""Dolly""",female,,8,2,CA. 2343,69.55,,S +865,0,2,"Gill, Mr. John William",male,24,0,0,233866,13,,S +866,1,2,"Bystrom, Mrs. (Karolina)",female,42,0,0,236852,13,,S +867,1,2,"Duran y More, Miss. Asuncion",female,27,1,0,SC/PARIS 2149,13.8583,,C +868,0,1,"Roebling, Mr. Washington Augustus II",male,31,0,0,PC 17590,50.4958,A24,S +869,0,3,"van Melkebeke, Mr. Philemon",male,,0,0,345777,9.5,,S +870,1,3,"Johnson, Master. Harold Theodor",male,4,1,1,347742,11.1333,,S +871,0,3,"Balkic, Mr. Cerin",male,26,0,0,349248,7.8958,,S +872,1,1,"Beckwith, Mrs. Richard Leonard (Sallie Monypeny)",female,47,1,1,11751,52.5542,D35,S +873,0,1,"Carlsson, Mr. Frans Olof",male,33,0,0,695,5,B51 B53 B55,S +874,0,3,"Vander Cruyssen, Mr. Victor",male,47,0,0,345765,9,,S +875,1,2,"Abelson, Mrs. Samuel (Hannah Wizosky)",female,28,1,0,P/PP 3381,24,,C +876,1,3,"Najib, Miss. Adele Kiamie ""Jane""",female,15,0,0,2667,7.225,,C +877,0,3,"Gustafsson, Mr. Alfred Ossian",male,20,0,0,7534,9.8458,,S +878,0,3,"Petroff, Mr. Nedelio",male,19,0,0,349212,7.8958,,S +879,0,3,"Laleff, Mr. Kristo",male,,0,0,349217,7.8958,,S +880,1,1,"Potter, Mrs. Thomas Jr (Lily Alexenia Wilson)",female,56,0,1,11767,83.1583,C50,C +881,1,2,"Shelley, Mrs. William (Imanita Parrish Hall)",female,25,0,1,230433,26,,S +882,0,3,"Markun, Mr. Johann",male,33,0,0,349257,7.8958,,S +883,0,3,"Dahlberg, Miss. Gerda Ulrika",female,22,0,0,7552,10.5167,,S +884,0,2,"Banfield, Mr. Frederick James",male,28,0,0,C.A./SOTON 34068,10.5,,S +885,0,3,"Sutehall, Mr. Henry Jr",male,25,0,0,SOTON/OQ 392076,7.05,,S +886,0,3,"Rice, Mrs. William (Margaret Norton)",female,39,0,5,382652,29.125,,Q +887,0,2,"Montvila, Rev. Juozas",male,27,0,0,211536,13,,S +888,1,1,"Graham, Miss. Margaret Edith",female,19,0,0,112053,30,B42,S +889,0,3,"Johnston, Miss. Catherine Helen ""Carrie""",female,,1,2,W./C. 6607,23.45,,S +890,1,1,"Behr, Mr. Karl Howell",male,26,0,0,111369,30,C148,C +891,0,3,"Dooley, Mr. Patrick",male,32,0,0,370376,7.75,,Q From 3149456c240da7505408f6277838d92db8a5a7b1 Mon Sep 17 00:00:00 2001 From: Bill Wong Date: Tue, 26 Jan 2016 13:19:16 -0500 Subject: [PATCH 2/5] finished data exploration --- data_exploration.ipynb | 1379 ++++++++-------------------------------- 1 file changed, 256 insertions(+), 1123 deletions(-) diff --git a/data_exploration.ipynb b/data_exploration.ipynb index ac42885..45709b8 100644 --- a/data_exploration.ipynb +++ b/data_exploration.ipynb @@ -2,19 +2,26 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 27, "metadata": { - "collapsed": true + "collapsed": false }, "outputs": [], "source": [ "import pandas as pd\n", - "import numpy as np" + "import numpy as np\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "import thinkstats2 as ts\n", + "import thinkplot as tp\n", + "import pylab as P\n", + "\n", + "%matplotlib inline" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 28, "metadata": { "collapsed": true }, @@ -25,7 +32,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 29, "metadata": { "collapsed": false }, @@ -128,1156 +135,282 @@ " NaN\n", " S\n", " \n", - " \n", - " 5\n", - " 6\n", - " 0\n", - " 3\n", - " Moran, Mr. James\n", - " male\n", - " NaN\n", - " 0\n", - " 0\n", - " 330877\n", - " 8.4583\n", - " NaN\n", - " Q\n", - " \n", - " \n", - " 6\n", - " 7\n", - " 0\n", - " 1\n", - " McCarthy, Mr. Timothy J\n", - " male\n", - " 54\n", - " 0\n", - " 0\n", - " 17463\n", - " 51.8625\n", - " E46\n", - " S\n", - " \n", - " \n", - " 7\n", - " 8\n", - " 0\n", - " 3\n", - " Palsson, Master. Gosta Leonard\n", - " male\n", - " 2\n", - " 3\n", - " 1\n", - " 349909\n", - " 21.0750\n", - " NaN\n", - " S\n", - " \n", - " \n", - " 8\n", - " 9\n", - " 1\n", - " 3\n", - " Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)\n", - " female\n", - " 27\n", - " 0\n", - " 2\n", - " 347742\n", - " 11.1333\n", - " NaN\n", - " S\n", - " \n", - " \n", - " 9\n", - " 10\n", - " 1\n", - " 2\n", - " Nasser, Mrs. Nicholas (Adele Achem)\n", - " female\n", - " 14\n", - " 1\n", - " 0\n", - " 237736\n", - " 30.0708\n", - " NaN\n", - " C\n", - " \n", - " \n", - " 10\n", - " 11\n", - " 1\n", - " 3\n", - " Sandstrom, Miss. Marguerite Rut\n", - " female\n", - " 4\n", - " 1\n", - " 1\n", - " PP 9549\n", - " 16.7000\n", - " G6\n", - " S\n", - " \n", - " \n", - " 11\n", - " 12\n", - " 1\n", - " 1\n", - " Bonnell, Miss. Elizabeth\n", - " female\n", - " 58\n", - " 0\n", - " 0\n", - " 113783\n", - " 26.5500\n", - " C103\n", - " S\n", - " \n", - " \n", - " 12\n", - " 13\n", - " 0\n", - " 3\n", - " Saundercock, Mr. William Henry\n", - " male\n", - " 20\n", - " 0\n", - " 0\n", - " A/5. 2151\n", - " 8.0500\n", - " NaN\n", - " S\n", - " \n", - " \n", - " 13\n", - " 14\n", - " 0\n", - " 3\n", - " Andersson, Mr. Anders Johan\n", - " male\n", - " 39\n", - " 1\n", - " 5\n", - " 347082\n", - " 31.2750\n", - " NaN\n", - " S\n", - " \n", - " \n", - " 14\n", - " 15\n", - " 0\n", - " 3\n", - " Vestrom, Miss. Hulda Amanda Adolfina\n", - " female\n", - " 14\n", - " 0\n", - " 0\n", - " 350406\n", - " 7.8542\n", - " NaN\n", - " S\n", - " \n", - " \n", - " 15\n", - " 16\n", - " 1\n", - " 2\n", - " Hewlett, Mrs. (Mary D Kingcome)\n", - " female\n", - " 55\n", - " 0\n", - " 0\n", - " 248706\n", - " 16.0000\n", - " NaN\n", - " S\n", - " \n", - " \n", - " 16\n", - " 17\n", - " 0\n", - " 3\n", - " Rice, Master. Eugene\n", - " male\n", - " 2\n", - " 4\n", - " 1\n", - " 382652\n", - " 29.1250\n", - " NaN\n", - " Q\n", - " \n", - " \n", - " 17\n", - " 18\n", - " 1\n", - " 2\n", - " Williams, Mr. Charles Eugene\n", - " male\n", - " NaN\n", - " 0\n", - " 0\n", - " 244373\n", - " 13.0000\n", - " NaN\n", - " S\n", - " \n", - " \n", - " 18\n", - " 19\n", - " 0\n", - " 3\n", - " Vander Planke, Mrs. Julius (Emelia Maria Vande...\n", - " female\n", - " 31\n", - " 1\n", - " 0\n", - " 345763\n", - " 18.0000\n", - " NaN\n", - " S\n", - " \n", - " \n", - " 19\n", - " 20\n", - " 1\n", - " 3\n", - " Masselmani, Mrs. Fatima\n", - " female\n", - " NaN\n", - " 0\n", - " 0\n", - " 2649\n", - " 7.2250\n", - " NaN\n", - " C\n", - " \n", - " \n", - " 20\n", - " 21\n", - " 0\n", - " 2\n", - " Fynney, Mr. Joseph J\n", - " male\n", - " 35\n", - " 0\n", - " 0\n", - " 239865\n", - " 26.0000\n", - " NaN\n", - " S\n", - " \n", - " \n", - " 21\n", - " 22\n", - " 1\n", - " 2\n", - " Beesley, Mr. Lawrence\n", - " male\n", - " 34\n", - " 0\n", - " 0\n", - " 248698\n", - " 13.0000\n", - " D56\n", - " S\n", - " \n", - " \n", - " 22\n", - " 23\n", - " 1\n", - " 3\n", - " McGowan, Miss. Anna \"Annie\"\n", - " female\n", - " 15\n", - " 0\n", - " 0\n", - " 330923\n", - " 8.0292\n", - " NaN\n", - " Q\n", - " \n", - " \n", - " 23\n", - " 24\n", - " 1\n", - " 1\n", - " Sloper, Mr. William Thompson\n", - " male\n", - " 28\n", - " 0\n", - " 0\n", - " 113788\n", - " 35.5000\n", - " A6\n", - " S\n", - " \n", - " \n", - " 24\n", - " 25\n", - " 0\n", - " 3\n", - " Palsson, Miss. Torborg Danira\n", - " female\n", - " 8\n", - " 3\n", - " 1\n", - " 349909\n", - " 21.0750\n", - " NaN\n", - " S\n", - " \n", - " \n", - " 25\n", - " 26\n", - " 1\n", - " 3\n", - " Asplund, Mrs. Carl Oscar (Selma Augusta Emilia...\n", - " female\n", - " 38\n", - " 1\n", - " 5\n", - " 347077\n", - " 31.3875\n", - " NaN\n", - " S\n", - " \n", - " \n", - " 26\n", - " 27\n", - " 0\n", - " 3\n", - " Emir, Mr. Farred Chehab\n", - " male\n", - " NaN\n", - " 0\n", - " 0\n", - " 2631\n", - " 7.2250\n", - " NaN\n", - " C\n", - " \n", - " \n", - " 27\n", - " 28\n", - " 0\n", - " 1\n", - " Fortune, Mr. Charles Alexander\n", - " male\n", - " 19\n", - " 3\n", - " 2\n", - " 19950\n", - " 263.0000\n", - " C23 C25 C27\n", - " S\n", - " \n", - " \n", - " 28\n", - " 29\n", - " 1\n", - " 3\n", - " O'Dwyer, Miss. Ellen \"Nellie\"\n", - " female\n", - " NaN\n", - " 0\n", - " 0\n", - " 330959\n", - " 7.8792\n", - " NaN\n", - " Q\n", - " \n", - " \n", - " 29\n", - " 30\n", - " 0\n", - " 3\n", - " Todoroff, Mr. Lalio\n", - " male\n", - " NaN\n", - " 0\n", - " 0\n", - " 349216\n", - " 7.8958\n", - " NaN\n", - " S\n", - " \n", - " \n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " \n", - " \n", - " 861\n", - " 862\n", - " 0\n", - " 2\n", - " Giles, Mr. Frederick Edward\n", - " male\n", - " 21\n", - " 1\n", - " 0\n", - " 28134\n", - " 11.5000\n", - " NaN\n", - " S\n", - " \n", - " \n", - " 862\n", - " 863\n", - " 1\n", - " 1\n", - " Swift, Mrs. Frederick Joel (Margaret Welles Ba...\n", - " female\n", - " 48\n", - " 0\n", - " 0\n", - " 17466\n", - " 25.9292\n", - " D17\n", - " S\n", - " \n", - " \n", - " 863\n", - " 864\n", - " 0\n", - " 3\n", - " Sage, Miss. Dorothy Edith \"Dolly\"\n", - " female\n", - " NaN\n", - " 8\n", - " 2\n", - " CA. 2343\n", - " 69.5500\n", - " NaN\n", - " S\n", - " \n", - " \n", - " 864\n", - " 865\n", - " 0\n", - " 2\n", - " Gill, Mr. John William\n", - " male\n", - " 24\n", - " 0\n", - " 0\n", - " 233866\n", - " 13.0000\n", - " NaN\n", - " S\n", - " \n", - " \n", - " 865\n", - " 866\n", - " 1\n", - " 2\n", - " Bystrom, Mrs. (Karolina)\n", - " female\n", - " 42\n", - " 0\n", - " 0\n", - " 236852\n", - " 13.0000\n", - " NaN\n", - " S\n", - " \n", - " \n", - " 866\n", - " 867\n", - " 1\n", - " 2\n", - " Duran y More, Miss. Asuncion\n", - " female\n", - " 27\n", - " 1\n", - " 0\n", - " SC/PARIS 2149\n", - " 13.8583\n", - " NaN\n", - " C\n", - " \n", - " \n", - " 867\n", - " 868\n", - " 0\n", - " 1\n", - " Roebling, Mr. Washington Augustus II\n", - " male\n", - " 31\n", - " 0\n", - " 0\n", - " PC 17590\n", - " 50.4958\n", - " A24\n", - " S\n", - " \n", - " \n", - " 868\n", - " 869\n", - " 0\n", - " 3\n", - " van Melkebeke, Mr. Philemon\n", - " male\n", - " NaN\n", - " 0\n", - " 0\n", - " 345777\n", - " 9.5000\n", - " NaN\n", - " S\n", - " \n", - " \n", - " 869\n", - " 870\n", - " 1\n", - " 3\n", - " Johnson, Master. Harold Theodor\n", - " male\n", - " 4\n", - " 1\n", - " 1\n", - " 347742\n", - " 11.1333\n", - " NaN\n", - " S\n", - " \n", - " \n", - " 870\n", - " 871\n", - " 0\n", - " 3\n", - " Balkic, Mr. Cerin\n", - " male\n", - " 26\n", - " 0\n", - " 0\n", - " 349248\n", - " 7.8958\n", - " NaN\n", - " S\n", - " \n", - " \n", - " 871\n", - " 872\n", - " 1\n", - " 1\n", - " Beckwith, Mrs. Richard Leonard (Sallie Monypeny)\n", - " female\n", - " 47\n", - " 1\n", - " 1\n", - " 11751\n", - " 52.5542\n", - " D35\n", - " S\n", - " \n", - " \n", - " 872\n", - " 873\n", - " 0\n", - " 1\n", - " Carlsson, Mr. Frans Olof\n", - " male\n", - " 33\n", - " 0\n", - " 0\n", - " 695\n", - " 5.0000\n", - " B51 B53 B55\n", - " S\n", - " \n", - " \n", - " 873\n", - " 874\n", - " 0\n", - " 3\n", - " Vander Cruyssen, Mr. Victor\n", - " male\n", - " 47\n", - " 0\n", - " 0\n", - " 345765\n", - " 9.0000\n", - " NaN\n", - " S\n", - " \n", - " \n", - " 874\n", - " 875\n", - " 1\n", - " 2\n", - " Abelson, Mrs. Samuel (Hannah Wizosky)\n", - " female\n", - " 28\n", - " 1\n", - " 0\n", - " P/PP 3381\n", - " 24.0000\n", - " NaN\n", - " C\n", - " \n", - " \n", - " 875\n", - " 876\n", - " 1\n", - " 3\n", - " Najib, Miss. Adele Kiamie \"Jane\"\n", - " female\n", - " 15\n", - " 0\n", - " 0\n", - " 2667\n", - " 7.2250\n", - " NaN\n", - " C\n", - " \n", - " \n", - " 876\n", - " 877\n", - " 0\n", - " 3\n", - " Gustafsson, Mr. Alfred Ossian\n", - " male\n", - " 20\n", - " 0\n", - " 0\n", - " 7534\n", - " 9.8458\n", - " NaN\n", - " S\n", - " \n", - " \n", - " 877\n", - " 878\n", - " 0\n", - " 3\n", - " Petroff, Mr. Nedelio\n", - " male\n", - " 19\n", - " 0\n", - " 0\n", - " 349212\n", - " 7.8958\n", - " NaN\n", - " S\n", - " \n", - " \n", - " 878\n", - " 879\n", - " 0\n", - " 3\n", - " Laleff, Mr. Kristo\n", - " male\n", - " NaN\n", - " 0\n", - " 0\n", - " 349217\n", - " 7.8958\n", - " NaN\n", - " S\n", - " \n", - " \n", - " 879\n", - " 880\n", - " 1\n", - " 1\n", - " Potter, Mrs. Thomas Jr (Lily Alexenia Wilson)\n", - " female\n", - " 56\n", - " 0\n", - " 1\n", - " 11767\n", - " 83.1583\n", - " C50\n", - " C\n", - " \n", - " \n", - " 880\n", - " 881\n", - " 1\n", - " 2\n", - " Shelley, Mrs. William (Imanita Parrish Hall)\n", - " female\n", - " 25\n", - " 0\n", - " 1\n", - " 230433\n", - " 26.0000\n", - " NaN\n", - " S\n", - " \n", - " \n", - " 881\n", - " 882\n", - " 0\n", - " 3\n", - " Markun, Mr. Johann\n", - " male\n", - " 33\n", - " 0\n", - " 0\n", - " 349257\n", - " 7.8958\n", - " NaN\n", - " S\n", - " \n", - " \n", - " 882\n", - " 883\n", - " 0\n", - " 3\n", - " Dahlberg, Miss. Gerda Ulrika\n", - " female\n", - " 22\n", - " 0\n", - " 0\n", - " 7552\n", - " 10.5167\n", - " NaN\n", - " S\n", - " \n", - " \n", - " 883\n", - " 884\n", - " 0\n", - " 2\n", - " Banfield, Mr. Frederick James\n", - " male\n", - " 28\n", - " 0\n", - " 0\n", - " C.A./SOTON 34068\n", - " 10.5000\n", - " NaN\n", - " S\n", - " \n", - " \n", - " 884\n", - " 885\n", - " 0\n", - " 3\n", - " Sutehall, Mr. Henry Jr\n", - " male\n", - " 25\n", - " 0\n", - " 0\n", - " SOTON/OQ 392076\n", - " 7.0500\n", - " NaN\n", - " S\n", - " \n", - " \n", - " 885\n", - " 886\n", - " 0\n", - " 3\n", - " Rice, Mrs. William (Margaret Norton)\n", - " female\n", - " 39\n", - " 0\n", - " 5\n", - " 382652\n", - " 29.1250\n", - " NaN\n", - " Q\n", - " \n", - " \n", - " 886\n", - " 887\n", - " 0\n", - " 2\n", - " Montvila, Rev. Juozas\n", - " male\n", - " 27\n", - " 0\n", - " 0\n", - " 211536\n", - " 13.0000\n", - " NaN\n", - " S\n", - " \n", - " \n", - " 887\n", - " 888\n", - " 1\n", - " 1\n", - " Graham, Miss. Margaret Edith\n", - " female\n", - " 19\n", - " 0\n", - " 0\n", - " 112053\n", - " 30.0000\n", - " B42\n", - " S\n", - " \n", - " \n", - " 888\n", - " 889\n", - " 0\n", - " 3\n", - " Johnston, Miss. Catherine Helen \"Carrie\"\n", - " female\n", - " NaN\n", - " 1\n", - " 2\n", - " W./C. 6607\n", - " 23.4500\n", - " NaN\n", - " S\n", - " \n", - " \n", - " 889\n", - " 890\n", - " 1\n", - " 1\n", - " Behr, Mr. Karl Howell\n", - " male\n", - " 26\n", - " 0\n", - " 0\n", - " 111369\n", - " 30.0000\n", - " C148\n", - " C\n", - " \n", - " \n", - " 890\n", - " 891\n", - " 0\n", - " 3\n", - " Dooley, Mr. Patrick\n", - " male\n", - " 32\n", - " 0\n", - " 0\n", - " 370376\n", - " 7.7500\n", - " NaN\n", - " Q\n", - " \n", " \n", "\n", - "

891 rows × 12 columns

\n", "" ], "text/plain": [ - " PassengerId Survived Pclass \\\n", - "0 1 0 3 \n", - "1 2 1 1 \n", - "2 3 1 3 \n", - "3 4 1 1 \n", - "4 5 0 3 \n", - "5 6 0 3 \n", - "6 7 0 1 \n", - "7 8 0 3 \n", - "8 9 1 3 \n", - "9 10 1 2 \n", - "10 11 1 3 \n", - "11 12 1 1 \n", - "12 13 0 3 \n", - "13 14 0 3 \n", - "14 15 0 3 \n", - "15 16 1 2 \n", - "16 17 0 3 \n", - "17 18 1 2 \n", - "18 19 0 3 \n", - "19 20 1 3 \n", - "20 21 0 2 \n", - "21 22 1 2 \n", - "22 23 1 3 \n", - "23 24 1 1 \n", - "24 25 0 3 \n", - "25 26 1 3 \n", - "26 27 0 3 \n", - "27 28 0 1 \n", - "28 29 1 3 \n", - "29 30 0 3 \n", - ".. ... ... ... \n", - "861 862 0 2 \n", - "862 863 1 1 \n", - "863 864 0 3 \n", - "864 865 0 2 \n", - "865 866 1 2 \n", - "866 867 1 2 \n", - "867 868 0 1 \n", - "868 869 0 3 \n", - "869 870 1 3 \n", - "870 871 0 3 \n", - "871 872 1 1 \n", - "872 873 0 1 \n", - "873 874 0 3 \n", - "874 875 1 2 \n", - "875 876 1 3 \n", - "876 877 0 3 \n", - "877 878 0 3 \n", - "878 879 0 3 \n", - "879 880 1 1 \n", - "880 881 1 2 \n", - "881 882 0 3 \n", - "882 883 0 3 \n", - "883 884 0 2 \n", - "884 885 0 3 \n", - "885 886 0 3 \n", - "886 887 0 2 \n", - "887 888 1 1 \n", - "888 889 0 3 \n", - "889 890 1 1 \n", - "890 891 0 3 \n", - "\n", - " Name Sex Age SibSp \\\n", - "0 Braund, Mr. Owen Harris male 22 1 \n", - "1 Cumings, Mrs. John Bradley (Florence Briggs Th... female 38 1 \n", - "2 Heikkinen, Miss. Laina female 26 0 \n", - "3 Futrelle, Mrs. Jacques Heath (Lily May Peel) female 35 1 \n", - "4 Allen, Mr. William Henry male 35 0 \n", - "5 Moran, Mr. James male NaN 0 \n", - "6 McCarthy, Mr. Timothy J male 54 0 \n", - "7 Palsson, Master. Gosta Leonard male 2 3 \n", - "8 Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg) female 27 0 \n", - "9 Nasser, Mrs. Nicholas (Adele Achem) female 14 1 \n", - "10 Sandstrom, Miss. Marguerite Rut female 4 1 \n", - "11 Bonnell, Miss. Elizabeth female 58 0 \n", - "12 Saundercock, Mr. William Henry male 20 0 \n", - "13 Andersson, Mr. Anders Johan male 39 1 \n", - "14 Vestrom, Miss. Hulda Amanda Adolfina female 14 0 \n", - "15 Hewlett, Mrs. (Mary D Kingcome) female 55 0 \n", - "16 Rice, Master. Eugene male 2 4 \n", - "17 Williams, Mr. Charles Eugene male NaN 0 \n", - "18 Vander Planke, Mrs. Julius (Emelia Maria Vande... female 31 1 \n", - "19 Masselmani, Mrs. Fatima female NaN 0 \n", - "20 Fynney, Mr. Joseph J male 35 0 \n", - "21 Beesley, Mr. Lawrence male 34 0 \n", - "22 McGowan, Miss. Anna \"Annie\" female 15 0 \n", - "23 Sloper, Mr. William Thompson male 28 0 \n", - "24 Palsson, Miss. Torborg Danira female 8 3 \n", - "25 Asplund, Mrs. Carl Oscar (Selma Augusta Emilia... female 38 1 \n", - "26 Emir, Mr. Farred Chehab male NaN 0 \n", - "27 Fortune, Mr. Charles Alexander male 19 3 \n", - "28 O'Dwyer, Miss. Ellen \"Nellie\" female NaN 0 \n", - "29 Todoroff, Mr. Lalio male NaN 0 \n", - ".. ... ... ... ... \n", - "861 Giles, Mr. Frederick Edward male 21 1 \n", - "862 Swift, Mrs. Frederick Joel (Margaret Welles Ba... female 48 0 \n", - "863 Sage, Miss. Dorothy Edith \"Dolly\" female NaN 8 \n", - "864 Gill, Mr. John William male 24 0 \n", - "865 Bystrom, Mrs. (Karolina) female 42 0 \n", - "866 Duran y More, Miss. Asuncion female 27 1 \n", - "867 Roebling, Mr. Washington Augustus II male 31 0 \n", - "868 van Melkebeke, Mr. Philemon male NaN 0 \n", - "869 Johnson, Master. Harold Theodor male 4 1 \n", - "870 Balkic, Mr. Cerin male 26 0 \n", - "871 Beckwith, Mrs. Richard Leonard (Sallie Monypeny) female 47 1 \n", - "872 Carlsson, Mr. Frans Olof male 33 0 \n", - "873 Vander Cruyssen, Mr. Victor male 47 0 \n", - "874 Abelson, Mrs. Samuel (Hannah Wizosky) female 28 1 \n", - "875 Najib, Miss. Adele Kiamie \"Jane\" female 15 0 \n", - "876 Gustafsson, Mr. Alfred Ossian male 20 0 \n", - "877 Petroff, Mr. Nedelio male 19 0 \n", - "878 Laleff, Mr. Kristo male NaN 0 \n", - "879 Potter, Mrs. Thomas Jr (Lily Alexenia Wilson) female 56 0 \n", - "880 Shelley, Mrs. William (Imanita Parrish Hall) female 25 0 \n", - "881 Markun, Mr. Johann male 33 0 \n", - "882 Dahlberg, Miss. Gerda Ulrika female 22 0 \n", - "883 Banfield, Mr. Frederick James male 28 0 \n", - "884 Sutehall, Mr. Henry Jr male 25 0 \n", - "885 Rice, Mrs. William (Margaret Norton) female 39 0 \n", - "886 Montvila, Rev. Juozas male 27 0 \n", - "887 Graham, Miss. Margaret Edith female 19 0 \n", - "888 Johnston, Miss. Catherine Helen \"Carrie\" female NaN 1 \n", - "889 Behr, Mr. Karl Howell male 26 0 \n", - "890 Dooley, Mr. Patrick male 32 0 \n", + " PassengerId Survived Pclass \\\n", + "0 1 0 3 \n", + "1 2 1 1 \n", + "2 3 1 3 \n", + "3 4 1 1 \n", + "4 5 0 3 \n", "\n", - " Parch Ticket Fare Cabin Embarked \n", - "0 0 A/5 21171 7.2500 NaN S \n", - "1 0 PC 17599 71.2833 C85 C \n", - "2 0 STON/O2. 3101282 7.9250 NaN S \n", - "3 0 113803 53.1000 C123 S \n", - "4 0 373450 8.0500 NaN S \n", - "5 0 330877 8.4583 NaN Q \n", - "6 0 17463 51.8625 E46 S \n", - "7 1 349909 21.0750 NaN S \n", - "8 2 347742 11.1333 NaN S \n", - "9 0 237736 30.0708 NaN C \n", - "10 1 PP 9549 16.7000 G6 S \n", - "11 0 113783 26.5500 C103 S \n", - "12 0 A/5. 2151 8.0500 NaN S \n", - "13 5 347082 31.2750 NaN S \n", - "14 0 350406 7.8542 NaN S \n", - "15 0 248706 16.0000 NaN S \n", - "16 1 382652 29.1250 NaN Q \n", - "17 0 244373 13.0000 NaN S \n", - "18 0 345763 18.0000 NaN S \n", - "19 0 2649 7.2250 NaN C \n", - "20 0 239865 26.0000 NaN S \n", - "21 0 248698 13.0000 D56 S \n", - "22 0 330923 8.0292 NaN Q \n", - "23 0 113788 35.5000 A6 S \n", - "24 1 349909 21.0750 NaN S \n", - "25 5 347077 31.3875 NaN S \n", - "26 0 2631 7.2250 NaN C \n", - "27 2 19950 263.0000 C23 C25 C27 S \n", - "28 0 330959 7.8792 NaN Q \n", - "29 0 349216 7.8958 NaN S \n", - ".. ... ... ... ... ... \n", - "861 0 28134 11.5000 NaN S \n", - "862 0 17466 25.9292 D17 S \n", - "863 2 CA. 2343 69.5500 NaN S \n", - "864 0 233866 13.0000 NaN S \n", - "865 0 236852 13.0000 NaN S \n", - "866 0 SC/PARIS 2149 13.8583 NaN C \n", - "867 0 PC 17590 50.4958 A24 S \n", - "868 0 345777 9.5000 NaN S \n", - "869 1 347742 11.1333 NaN S \n", - "870 0 349248 7.8958 NaN S \n", - "871 1 11751 52.5542 D35 S \n", - "872 0 695 5.0000 B51 B53 B55 S \n", - "873 0 345765 9.0000 NaN S \n", - "874 0 P/PP 3381 24.0000 NaN C \n", - "875 0 2667 7.2250 NaN C \n", - "876 0 7534 9.8458 NaN S \n", - "877 0 349212 7.8958 NaN S \n", - "878 0 349217 7.8958 NaN S \n", - "879 1 11767 83.1583 C50 C \n", - "880 1 230433 26.0000 NaN S \n", - "881 0 349257 7.8958 NaN S \n", - "882 0 7552 10.5167 NaN S \n", - "883 0 C.A./SOTON 34068 10.5000 NaN S \n", - "884 0 SOTON/OQ 392076 7.0500 NaN S \n", - "885 5 382652 29.1250 NaN Q \n", - "886 0 211536 13.0000 NaN S \n", - "887 0 112053 30.0000 B42 S \n", - "888 2 W./C. 6607 23.4500 NaN S \n", - "889 0 111369 30.0000 C148 C \n", - "890 0 370376 7.7500 NaN Q \n", + " Name Sex Age SibSp \\\n", + "0 Braund, Mr. Owen Harris male 22 1 \n", + "1 Cumings, Mrs. John Bradley (Florence Briggs Th... female 38 1 \n", + "2 Heikkinen, Miss. Laina female 26 0 \n", + "3 Futrelle, Mrs. Jacques Heath (Lily May Peel) female 35 1 \n", + "4 Allen, Mr. William Henry male 35 0 \n", "\n", - "[891 rows x 12 columns]" + " Parch Ticket Fare Cabin Embarked \n", + "0 0 A/5 21171 7.2500 NaN S \n", + "1 0 PC 17599 71.2833 C85 C \n", + "2 0 STON/O2. 3101282 7.9250 NaN S \n", + "3 0 113803 53.1000 C123 S \n", + "4 0 373450 8.0500 NaN S " ] }, - "execution_count": 3, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "df" + "df.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Look at the age histogram:" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 30, "metadata": { "collapsed": false }, "outputs": [ { "data": { - "text/html": [ - "
\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
PassengerIdSurvivedPclassNameSexAgeSibSpParchTicketFareCabinEmbarked
0103Braund, Mr. Owen Harrismale2210A/5 211717.2500NaNS
1211Cumings, Mrs. John Bradley (Florence Briggs Th...female3810PC 1759971.2833C85C
2313Heikkinen, Miss. Lainafemale2600STON/O2. 31012827.9250NaNS
\n", - "
" - ], "text/plain": [ - " PassengerId Survived Pclass \\\n", - "0 1 0 3 \n", - "1 2 1 1 \n", - "2 3 1 3 \n", - "\n", - " Name Sex Age SibSp \\\n", - "0 Braund, Mr. Owen Harris male 22 1 \n", - "1 Cumings, Mrs. John Bradley (Florence Briggs Th... female 38 1 \n", - "2 Heikkinen, Miss. Laina female 26 0 \n", - "\n", - " Parch Ticket Fare Cabin Embarked \n", - "0 0 A/5 21171 7.2500 NaN S \n", - "1 0 PC 17599 71.2833 C85 C \n", - "2 0 STON/O2. 3101282 7.9250 NaN S " + "" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXMAAAERCAYAAACJhkfDAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nKdXwiyRJkiRJkiRJkiRJkiRJkrTR/R+5LUzE3K5nbAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.hist(df['Age'].dropna(),40)\n", + "plt.xlabel('Age')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Look at Fare histogram:" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAAERCAYAAAB4jRxOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.hist(df['Fare'].dropna(),40)\n", + "plt.xlabel('Fare')" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Pclass\n", + "1 0.629630\n", + "2 0.472826\n", + "3 0.242363\n", + "Name: Survived, dtype: float64" ] }, - "execution_count": 4, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "df.head(3)" + "df.groupby('Pclass').mean()['Survived']" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "You were more likely to survive if you were higher class." + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Sex\n", + "female 0.742038\n", + "male 0.188908\n", + "Name: Survived, dtype: float64" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.groupby('Sex').mean()['Survived']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Females were far more likely to survive than males." + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "children survival rate: 0.53982300885\n", + " adult survival rate: 0.381031613977\n" + ] + } + ], + "source": [ + "print 'children survival rate:',df.Survived[df.Age < 18].mean()\n", + "print ' adult survival rate:',df.Survived[df.Age >= 18].mean()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Children were more likely to survive than adults." + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Pearsons: -0.0772210945722\n", + "Spearmans: -0.0525653000447\n" + ] + } + ], + "source": [ + "# Pearson's and Spearman's correlation between age and survival rate\n", + "ndf = df.dropna(subset = ['Survived', 'Age'])\n", + "print 'Pearsons:',ts.Corr(ndf.Age, ndf.Survived)\n", + "print 'Spearmans:',ts.SpearmanCorr(ndf.Age, ndf.Survived)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Age and Survival don't seem to be that correlated according to Pearsons and Spearmans." + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " <$10: 0.199404761905\n", + " $10 - 30: 0.425396825397\n", + " $30 - 80: 0.5\n", + "$80 - 200: 0.803571428571\n", + " $200+: 0.7\n" + ] + } + ], + "source": [ + "# Survival rate based on Fare:\n", + "print ' <$10:', df.Survived[df.Fare < 10].mean()\n", + "print ' $10 - 30:', df.Survived[(df.Fare >=10) & (df.Fare < 30)].mean()\n", + "print ' $30 - 80:', df.Survived[(df.Fare >=30) & (df.Fare < 80)].mean()\n", + "print '$80 - 200:', df.Survived[(df.Fare >=80) & (df.Fare < 200)].mean()\n", + "print ' $200+:', df.Survived[(df.Fare >=200) & (df.Fare < 600)].mean()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "People who paid above $80 on their ticket had the best survival rate." ] }, { From 8354cb7ccbb0126880fd6e1e4eedf28a6694cc0e Mon Sep 17 00:00:00 2001 From: Bill Wong Date: Fri, 29 Jan 2016 13:35:38 -0500 Subject: [PATCH 3/5] model iteration 1 --- model_iteration_1.ipynb | 233 ++++++++++++++++++++++++++++++++++++++++ 1 file changed, 233 insertions(+) create mode 100644 model_iteration_1.ipynb diff --git a/model_iteration_1.ipynb b/model_iteration_1.ipynb new file mode 100644 index 0000000..3021a89 --- /dev/null +++ b/model_iteration_1.ipynb @@ -0,0 +1,233 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "import thinkstats2 as ts\n", + "import thinkplot as tp\n", + "import pylab as P\n", + "\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "df = pd.read_csv('train.csv', header=0)\n", + "test = pd.read_csv('test.csv', header=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "test[\"Age\"] = test[\"Age\"].fillna(df[\"Age\"].median())\n", + "test[\"Fare\"] = test[\"Fare\"].fillna(test[\"Fare\"].median())\n", + "test.loc[test[\"Sex\"] == \"male\", \"Sex\"] = 0 \n", + "test.loc[test[\"Sex\"] == \"female\", \"Sex\"] = 1\n", + "test[\"Embarked\"] = test[\"Embarked\"].fillna(\"S\")\n", + "\n", + "test.loc[test[\"Embarked\"] == \"S\", \"Embarked\"] = 0\n", + "test.loc[test[\"Embarked\"] == \"C\", \"Embarked\"] = 1\n", + "test.loc[test[\"Embarked\"] == \"Q\", \"Embarked\"] = 2" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "df[\"Age\"] = df[\"Age\"].fillna(df[\"Age\"].median())\n", + "df[\"Fare\"] = df[\"Fare\"].fillna(df[\"Fare\"].median())\n", + "df.loc[df[\"Sex\"] == \"male\", \"Sex\"] = 0 \n", + "df.loc[df[\"Sex\"] == \"female\", \"Sex\"] = 1\n", + "df[\"Embarked\"] = df[\"Embarked\"].fillna(\"S\")\n", + "\n", + "df.loc[df[\"Embarked\"] == \"S\", \"Embarked\"] = 0\n", + "df.loc[df[\"Embarked\"] == \"C\", \"Embarked\"] = 1\n", + "df.loc[df[\"Embarked\"] == \"Q\", \"Embarked\"] = 2" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.783389450056\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/lib/python2.7/dist-packages/ipykernel/__main__.py:34: FutureWarning: in the future, boolean array-likes will be handled as a boolean array index\n" + ] + } + ], + "source": [ + "# Import the linear regression class\n", + "from sklearn.linear_model import LinearRegression\n", + "# Sklearn also has a helper that makes it easy to do cross validation\n", + "from sklearn.cross_validation import KFold\n", + "\n", + "# The columns we'll use to predict the target\n", + "predictors = [\"Pclass\", \"Sex\", \"Age\", \"SibSp\", \"Parch\", \"Fare\", \"Embarked\"]\n", + "\n", + "# Initialize our algorithm class\n", + "alg = LinearRegression()\n", + "# Generate cross validation folds for the titanic dataset. It return the row indices corresponding to train and test.\n", + "# We set random_state to ensure we get the same splits every time we run this.\n", + "kf = KFold(df.shape[0], n_folds=3, random_state=1)\n", + "\n", + "predictions = []\n", + "for train, test in kf:\n", + " # The predictors we're using the train the algorithm. Note how we only take the rows in the train folds.\n", + " train_predictors = (df[predictors].iloc[train,:])\n", + " # The target we're using to train the algorithm.\n", + " train_target = df[\"Survived\"].iloc[train]\n", + " # Training the algorithm using the predictors and target.\n", + " alg.fit(train_predictors, train_target)\n", + " # We can now make predictions on the test fold\n", + " test_predictions = alg.predict(df[predictors].iloc[test,:])\n", + " predictions.append(test_predictions)\n", + " \n", + "# The predictions are in three separate numpy arrays. Concatenate them into one. \n", + "# We concatenate them on axis 0, as they only have one axis.\n", + "predictions = np.concatenate(predictions, axis=0)\n", + "\n", + "# Map predictions to outcomes (only possible outcomes are 1 and 0)\n", + "predictions[predictions > .5] = 1\n", + "predictions[predictions <=.5] = 0\n", + "accuracy = sum(predictions[predictions == df[\"Survived\"]]) / len(predictions)\n", + "print accuracy" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.787878787879\n" + ] + } + ], + "source": [ + "from sklearn import cross_validation\n", + "from sklearn.linear_model import LogisticRegression\n", + "\n", + "# Initialize our algorithm\n", + "alg = LogisticRegression(random_state=1)\n", + "# Compute the accuracy score for all the cross validation folds. (much simpler than what we did before!)\n", + "scores = cross_validation.cross_val_score(alg, df[predictors], df[\"Survived\"], cv=3)\n", + "# Take the mean of the scores (because we have one for each fold)\n", + "print(scores.mean())" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/lib/python2.7/dist-packages/ipykernel/__main__.py:8: DeprecationWarning: using a non-integer number instead of an integer will result in an error in the future\n" + ] + }, + { + "ename": "IndexError", + "evalue": "only integers, slices (`:`), ellipsis (`...`), numpy.newaxis (`None`) and integer or boolean arrays are valid indices", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mIndexError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 6\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 7\u001b[0m \u001b[1;31m# Make predictions using the test set.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 8\u001b[1;33m \u001b[0mpredictions\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0malg\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpredict\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtest\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mpredictors\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 9\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 10\u001b[0m \u001b[1;31m# Create a new dataframe with only the columns Kaggle wants from the dataset.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mIndexError\u001b[0m: only integers, slices (`:`), ellipsis (`...`), numpy.newaxis (`None`) and integer or boolean arrays are valid indices" + ] + } + ], + "source": [ + "# Initialize the algorithm class\n", + "alg = LogisticRegression(random_state=1)\n", + "\n", + "# Train the algorithm using all the training data\n", + "alg.fit(df[predictors], df[\"Survived\"])\n", + "\n", + "# Make predictions using the test set.\n", + "predictions = alg.predict(test[predictors])\n", + "\n", + "# Create a new dataframe with only the columns Kaggle wants from the dataset.\n", + "submission = pandas.DataFrame({\n", + " \"PassengerId\": test[\"PassengerId\"],\n", + " \"Survived\": predictions\n", + " })" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} From b2a82dd418cfe320f05b44b6eda76ac1399fa7c8 Mon Sep 17 00:00:00 2001 From: Bill Wong Date: Tue, 2 Feb 2016 03:50:18 -0500 Subject: [PATCH 4/5] model iteration 2 --- model_iteration_2.ipynb | 376 ++++++++++++++++++++++++++++++++++++++++ 1 file changed, 376 insertions(+) create mode 100644 model_iteration_2.ipynb diff --git a/model_iteration_2.ipynb b/model_iteration_2.ipynb new file mode 100644 index 0000000..eb99d45 --- /dev/null +++ b/model_iteration_2.ipynb @@ -0,0 +1,376 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "My model uses inspiration from the DataQuest modules, except that I got rid of family id as a predictor because I didn't think it was useful." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Import useful libraries:" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "import thinkstats2 as ts\n", + "import thinkplot as tp\n", + "import pylab as P\n", + "import math\n", + "import re\n", + "import operator\n", + "\n", + "from sklearn.linear_model import LinearRegression\n", + "from sklearn.cross_validation import KFold\n", + "from sklearn.ensemble import RandomForestClassifier\n", + "from sklearn.ensemble import GradientBoostingClassifier\n", + "\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Setup the preprocessing of the raw dataframe:" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "def getParchAdj(n):\n", + " '''Groups people with >=2 parch together'''\n", + " if pd.isnull(n):\n", + " return n\n", + " if n == 0:\n", + " return 0\n", + " elif n == 1:\n", + " return 1\n", + " elif n > 1:\n", + " return 2\n", + " \n", + "def getLog(x):\n", + " return math.log(x)\n", + "\n", + "def get_title(name):\n", + " # Use a regular expression to search for a title. Titles always consist of capital and lowercase letters, and end with a period.\n", + " title_search = re.search(' ([A-Za-z]+)\\.', name)\n", + " # If the title exists, extract and return it.\n", + " if title_search:\n", + " return title_search.group(1)\n", + " return \"\"\n", + "\n", + "# # A function to get the id given a row\n", + "# def get_family_id(row):\n", + "# # Find the last name by splitting on a comma\n", + "# last_name = row[\"Name\"].split(\",\")[0]\n", + "# # Create the family id\n", + "# family_id = \"{0}{1}\".format(last_name, row[\"FamilySize\"])\n", + "# # Look up the id in the mapping\n", + "# if family_id not in family_id_mapping:\n", + "# if len(family_id_mapping) == 0:\n", + "# current_id = 1\n", + "# else:\n", + "# # Get the maximum id from the mapping and add one to it if we don't have an id\n", + "# current_id = (max(family_id_mapping.items(), key=operator.itemgetter(1))[1] + 1)\n", + "# family_id_mapping[family_id] = current_id\n", + "# return family_id_mapping[family_id]\n", + " \n", + "df = pd.read_csv('train.csv', header=0)\n", + "\n", + "def preprocess(dframe):\n", + " \n", + " frame = dframe.copy()\n", + " \n", + " # Fill NaN's with the medians\n", + " frame[\"Age\"] = frame[\"Age\"].fillna(df[\"Age\"].median())\n", + " frame[\"Fare\"] = frame[\"Fare\"].fillna(df[\"Fare\"].median())\n", + " frame[\"Embarked\"] = frame[\"Embarked\"].fillna(\"S\")\n", + " \n", + " # Numberize sex\n", + " frame.loc[frame[\"Sex\"] == \"male\", \"Sex\"] = 0 \n", + " frame.loc[frame[\"Sex\"] == \"female\", \"Sex\"] = 1\n", + " \n", + " # Numberize Embarked\n", + " frame.loc[frame[\"Embarked\"] == \"S\", \"Embarked\"] = 0\n", + " frame.loc[frame[\"Embarked\"] == \"C\", \"Embarked\"] = 1\n", + " frame.loc[frame[\"Embarked\"] == \"Q\", \"Embarked\"] = 2\n", + " \n", + " # Adjust the parch value\n", + " frame['Parchadj'] = frame.Parch.apply(getParchAdj)\n", + " \n", + " # get the log of Age\n", + " frame['AgeLog'] = frame.Age.apply(math.log)\n", + " \n", + " # Make a familysize column\n", + " frame['FamilySize'] = frame['SibSp'] + frame['Parch']\n", + " \n", + " frame[\"NameLength\"] = frame[\"Name\"].apply(lambda x: len(x))\n", + " \n", + " # Get all the titles\n", + " titles = frame[\"Name\"].apply(get_title)\n", + "\n", + " # Map each title to an integer. Some titles are very rare, and are compressed into the same codes as other titles.\n", + " title_mapping = {\"Mr\": 1, \"Miss\": 2, \"Mrs\": 3, \"Master\": 4, \"Dr\": 5, \"Rev\": 6, \"Major\": 7, \"Col\": 7,\n", + " \"Mlle\": 8, \"Mme\": 8, \"Don\": 9, \"Lady\": 10, \"Countess\": 10, \"Jonkheer\": 10, \"Sir\": 9, \"Capt\": 7, \"Ms\": 2, \"Dona\":10}\n", + " for k,v in title_mapping.items():\n", + " titles[titles == k] = v\n", + "\n", + " # Add in the title column.\n", + " frame[\"Title\"] = titles\n", + " \n", + " return frame\n", + " \n", + "\n", + "df = preprocess(df)\n", + "\n", + "# The columns we'll use to predict the target\n", + "# predictors = [\"Pclass\", \"Sex\"]\n", + "predictors = [\"Pclass\", \"Sex\", \"Age\", \"Fare\", \"Embarked\", \"FamilySize\", \"Title\"]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "I originally used \"Parchadj\" to categorize the Parch column. It seemed like any number of parents and children above 2 had the same probability to survive as 2, so I grouped them all into a category of \"at least 2\". I abandoned this column in favor of DataQuest's \"FamilySize\" column, which performed better and takes into account siblings as well.\n", + "\n", + "Originally, taking the natural logarithm of age and using that instead of actual age improved my scores. I abandoned that approach because it did not improve my scores using the forest algorithms." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Test the accuracy of our model using Linear Regression and Random Forest Classifier:" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.79797979798\n", + "accuracy improvement: 0.0011223344558\n", + "0.838383838384\n", + "cv score improvement: 0.0415263748598\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/lib/python2.7/dist-packages/ipykernel/__main__.py:27: FutureWarning: in the future, boolean array-likes will be handled as a boolean array index\n" + ] + } + ], + "source": [ + "# Initialize our algorithm class\n", + "alg = LinearRegression()\n", + "# alg = RandomForestClassifier()\n", + "# Generate cross validation folds for the titanic dataset. It return the row indices corresponding to train and test.\n", + "# We set random_state to ensure we get the same splits every time we run this.\n", + "kf = KFold(df.shape[0], n_folds=3, random_state=1)\n", + "\n", + "predictions = []\n", + "for train, test1 in kf:\n", + " # The predictors we're using the train the algorithm. Note how we only take the rows in the train folds.\n", + " train_predictors = (df[predictors].iloc[train,:])\n", + " # The target we're using to train the algorithm.\n", + " train_target = df[\"Survived\"].iloc[train]\n", + " # Training the algorithm using the predictors and target.\n", + " alg.fit(train_predictors, train_target)\n", + " # We can now make predictions on the test fold\n", + " test_predictions = alg.predict(df[predictors].iloc[test1,:])\n", + " predictions.append(test_predictions)\n", + " \n", + "# The predictions are in three separate numpy arrays. Concatenate them into one. \n", + "# We concatenate them on axis 0, as they only have one axis.\n", + "predictions = np.concatenate(predictions, axis=0)\n", + "\n", + "# Map predictions to outcomes (only possible outcomes are 1 and 0)\n", + "predictions[predictions > .5] = 1\n", + "predictions[predictions <=.5] = 0\n", + "accuracy = sum(predictions[predictions == df[\"Survived\"]]) / len(predictions)\n", + "print accuracy\n", + "print 'accuracy improvement:', (accuracy - 0.796857463524)\n", + "from sklearn import cross_validation\n", + "from sklearn.linear_model import LogisticRegression\n", + "\n", + "# Initialize our algorithm\n", + "# alg = LogisticRegression(random_state=1)\n", + "alg = RandomForestClassifier(random_state=1, n_estimators=150, min_samples_split=8, min_samples_leaf=4)\n", + "\n", + "# Compute the accuracy score for all the cross validation folds. (much simpler than what we did before!)\n", + "scores = cross_validation.cross_val_score(alg, df[predictors], df[\"Survived\"], cv=3)\n", + "# Take the mean of the scores (because we have one for each fold)\n", + "print scores.mean()\n", + "print 'cv score improvement:', (scores.mean() - 0.796857463524)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "I used comparison with a previous score to benchmark how well a new model would do compared to a previous model." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Test the accuracy of our model using Gradient Boosting Classifier and Logistic Regression:" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.821548821549\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/lib/python2.7/dist-packages/ipykernel/__main__.py:36: FutureWarning: in the future, boolean array-likes will be handled as a boolean array index\n" + ] + } + ], + "source": [ + "# The algorithms we want to ensemble.\n", + "# We're using the more linear predictors for the logistic regression, and everything with the gradient boosting classifier.\n", + "# predictors = [\"Pclass\", \"Sex\", \"Age\", \"Fare\", \"Embarked\", \"FamilySize\", \"Title\"]\n", + "\n", + "algorithms = [\n", + " [GradientBoostingClassifier(random_state=1, n_estimators=25, max_depth=3), predictors],\n", + " [LogisticRegression(random_state=1), [\"Pclass\", \"Sex\", \"Fare\", \"FamilySize\", \"Title\", \"Age\", \"Embarked\"]]\n", + "]\n", + "\n", + "# Initialize the cross validation folds\n", + "kf = KFold(df.shape[0], n_folds=3, random_state=1)\n", + "\n", + "predictions = []\n", + "for train, test in kf:\n", + " train_target = df[\"Survived\"].iloc[train]\n", + " full_test_predictions = []\n", + " # Make predictions for each algorithm on each fold\n", + " for alg, predictors in algorithms:\n", + " # Fit the algorithm on the training data.\n", + " alg.fit(df[predictors].iloc[train,:], train_target)\n", + " # Select and predict on the test fold. \n", + " # The .astype(float) is necessary to convert the dataframe to all floats and avoid an sklearn error.\n", + " test_predictions = alg.predict_proba(df[predictors].iloc[test,:].astype(float))[:,1]\n", + " full_test_predictions.append(test_predictions)\n", + " # Use a simple ensembling scheme -- just average the predictions to get the final classification.\n", + " test_predictions = (full_test_predictions[0] + full_test_predictions[1]) / 2\n", + " # Any value over .5 is assumed to be a 1 prediction, and below .5 is a 0 prediction.\n", + " test_predictions[test_predictions <= .5] = 0\n", + " test_predictions[test_predictions > .5] = 1\n", + " predictions.append(test_predictions)\n", + "\n", + "# Put all the predictions together into one array.\n", + "predictions = np.concatenate(predictions, axis=0)\n", + "\n", + "# Compute accuracy by comparing to the training data.\n", + "accuracy = sum(predictions[predictions == df[\"Survived\"]]) / len(predictions)\n", + "print accuracy" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Make the kaggle submission csv:" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "testf = pd.read_csv('test.csv', header=0)\n", + "testf = preprocess(testf)\n", + "\n", + "full_predictions = []\n", + "for alg, predictors in algorithms:\n", + " # Fit the algorithm using the full training data.\n", + " alg.fit(df[predictors], df[\"Survived\"])\n", + " # Predict using the test dataset. We have to convert all the columns to floats to avoid an error.\n", + " predictions = alg.predict_proba(testf[predictors].astype(float))[:,1]\n", + " full_predictions.append(predictions)\n", + "\n", + "# The gradient boosting classifier generates better predictions, so we weight it higher.\n", + "predictions = (full_predictions[0] * 3 + full_predictions[1]) / 4\n", + "\n", + "predictions[predictions <= .5] = 0\n", + "predictions[predictions > .5] = 1\n", + "predictions = predictions.astype(int)\n", + "\n", + "submission = pd.DataFrame({\n", + " \"PassengerId\": testf[\"PassengerId\"],\n", + " \"Survived\": predictions\n", + "})\n", + "\n", + "submission.to_csv(\"kaggle.csv\", index=False)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} From e163ac2843ba610b8c1aeb1f6dee8c7961a63408 Mon Sep 17 00:00:00 2001 From: Bill Wong Date: Tue, 2 Feb 2016 03:55:30 -0500 Subject: [PATCH 5/5] added comments --- model_iteration_2.ipynb | 16 ++++++++++++++++ 1 file changed, 16 insertions(+) diff --git a/model_iteration_2.ipynb b/model_iteration_2.ipynb index eb99d45..fa7a199 100644 --- a/model_iteration_2.ipynb +++ b/model_iteration_2.ipynb @@ -350,6 +350,22 @@ "\n", "submission.to_csv(\"kaggle.csv\", index=False)" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This model got a kaggle score of 0.79426. This was slightly less than I was hoping, as I predicted an accuracy of 0.8215, but still a decent number. In the future, I could look into categorizing different columns, such as fare (maybe all fares above $100 have the same survival rate?)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] } ], "metadata": {