From 8ae5c3902efe1fc155185c44dc899f939abb5076 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Michal=20Bel=C3=A1k?= Date: Tue, 10 Oct 2023 11:01:57 +0200 Subject: [PATCH] fix: fix default number of histogram bins being extremely high (#167) The high number of bins caused extreme loss of performance for some specific data. For example, for the column `mass (g)` of the `edvart.example_datasets.dataset_meteorite_landings()`, the number of inferred bins is over 5M, even though the dataset contains under 50k rows. --- edvart/report_sections/group_analysis.py | 29 +- edvart/report_sections/univariate_analysis.py | 15 +- examples/report-example.ipynb | 43313 +++++++--------- examples/time-series-report-example.ipynb | 234 +- 4 files changed, 18929 insertions(+), 24662 deletions(-) diff --git a/edvart/report_sections/group_analysis.py b/edvart/report_sections/group_analysis.py index 133fe68..ed12aa6 100644 --- a/edvart/report_sections/group_analysis.py +++ b/edvart/report_sections/group_analysis.py @@ -605,24 +605,31 @@ def overlaid_histograms( Name of column to analyze. bins : int, optional Number of bins in the histogram. If None, number of bin will be inferred using - Modified Freedman-Diaconis bin number inference. + Freedman-Diaconis bin number inference. density : bool (default = True) If True, histograms will be normalized to display density. alpha : float Opacity of individual histograms. """ - # Modified Freedman-Diaconis bin number inference if bins is None + data_min = df[column].min() + data_max = df[column].max() + data_range = data_max - data_min if bins is None: - iqr = df[column].quantile(0.75) - df[column].quantile(0.25) - bin_width = 1 / np.cbrt(len(df)) * iqr + # Freedman-Diaconis bin number inference if bins is None + iqr = utils.iqr(df[column]) + bin_width = 2 * iqr / (len(df[column]) ** (1 / 3)) + bins = int(np.ceil(data_range / bin_width)) + if bins > 1000: + # Use Sturges' rule if number of bins is too large + bins = int(np.ceil(np.log2(bins) + 1)) + bin_width = data_range / bins else: - bin_width = (df[column].max() - df[column].min()) / bins - bin_config = { - "start": df[column].min(), - "end": df[column].max(), - "size": bin_width, - } - + bin_width = data_range / bins + bin_config = go.histogram.XBins( + start=data_min, + end=data_max, + size=bin_width, + ) # Choose color palette colors = cl.scales["9"]["qual"]["Set1"] color_idx = 0 diff --git a/edvart/report_sections/univariate_analysis.py b/edvart/report_sections/univariate_analysis.py index 5bc7ab2..66417c6 100644 --- a/edvart/report_sections/univariate_analysis.py +++ b/edvart/report_sections/univariate_analysis.py @@ -2,6 +2,7 @@ import matplotlib.pyplot as plt import nbformat.v4 as nbfv4 +import numpy as np import pandas as pd import seaborn as sns from IPython.display import HTML, Markdown, display @@ -273,6 +274,16 @@ def histogram( boxplot_kwargs = {} series = series.dropna() + if bins is None: + bin_edges = np.histogram_bin_edges(series, bins="auto") + # Prevent too many bins, which slows down the visualization + # "auto" uses the maximum of the Sturges and Freedman-Diaconis estimators + # The Freedman-Diaconis rule can infer a huge number of bins for long-tailed distributions + # There should never be a good reason to use more than 1000 bins + if len(bin_edges) > 1000: + bins = "sturges" + else: + bins = bin_edges if box_plot: _fig, (ax_box, ax_hist) = plt.subplots( @@ -284,7 +295,7 @@ def histogram( sns.boxplot(x=series, ax=ax_box, **boxplot_kwargs) sns.histplot( data=series, - bins=bins or "auto", + bins=bins, stat="density" if density else "count", ax=ax_hist, kde=False, @@ -295,7 +306,7 @@ def histogram( plt.figure(figsize=figsize) sns.histplot( data=series, - bins=bins or "auto", + bins=bins, stat="density" if density else "count", kde=False, **distplot_kwargs, diff --git a/examples/report-example.ipynb b/examples/report-example.ipynb index 138e583..638c587 100644 --- a/examples/report-example.ipynb +++ b/examples/report-example.ipynb @@ -41,7 +41,7 @@ "from edvart import Verbosity\n", "\n", "import plotly.offline as py\n", - "py.init_notebook_mode()" + "py.init_notebook_mode()\n" ] }, { @@ -59,7 +59,7 @@ "metadata": {}, "outputs": [], "source": [ - "dataset = edvart.example_datasets.dataset_titanic()" + "dataset = edvart.example_datasets.dataset_titanic()\n" ] }, { @@ -212,7 +212,7 @@ } ], "source": [ - "dataset.head()" + "dataset.head()\n" ] }, { @@ -228,7 +228,7 @@ " columns_overview=['Name', 'Survived'],\n", " columns_univariate_analysis=['Name', 'Age', 'Pclass'],\n", " groupby='Survived',\n", - ")" + ")\n" ] }, { @@ -238,7 +238,7 @@ "metadata": {}, "outputs": [], "source": [ - "report.export_notebook('test-export.ipynb')" + "report.export_notebook('test-export.ipynb')\n" ] }, { @@ -260,7 +260,7 @@ " html_filepath='test-export.html',\n", " dataset_name='Titanic',\n", " dataset_description='Dataset that contains data for 891 of the real Titanic passengers.'\n", - ")" + ")\n" ] }, { @@ -272,7 +272,7 @@ { "data": { "text/markdown": [ - "# Table of Contents\n", + "# Table of Contents\n", "---" ], "text/plain": [ @@ -285,41 +285,43 @@ { "data": { "text/markdown": [ - " * [Overview](#a138acab-8313-48b8-a7dc-0e6508edcd09)\n", + " * [Overview](#553a7685-b0c7-4a37-8d60-70bebc89a0e0)\n", "\n", - "\t * [Quick Info](#37d9187b-2488-453c-aa53-29c4caefe055)\n", + "\t * [Quick Info](#b1626e82-fbd0-4839-8e76-b3a7690fe49b)\n", "\n", - "\t * [Data Types](#bfd51738-634b-448f-8e62-b7b31339be40)\n", + "\t * [Data Types](#811d98f7-f348-4f46-9863-a3e09c51056e)\n", "\n", - "\t * [Data Preview](#7746ae10-4716-4462-95c9-813933149138)\n", + "\t * [Data Preview](#a63af723-e04e-49a9-b6c9-5555350adbfc)\n", "\n", - "\t * [Missing Values](#a0d08240-33a2-496f-a47b-3f098b274ca7)\n", + "\t * [Missing Values](#79a86613-201f-4f7c-890f-3d3a41f80c71)\n", "\n", - "\t * [Rows With Missing Value](#6fd1a4fb-61d8-4e31-b73c-549b400ed46f)\n", + "\t * [Rows With Missing Value](#158a8c4e-284f-4b4d-a27f-05fa5bec8943)\n", "\n", - "\t * [Constant Occurrence](#80977505-42f5-43e9-93fc-93fb8db35d78)\n", + "\t * [Constant Occurrence](#7822cb88-c6cd-442d-b5b1-25382f20ef3a)\n", "\n", - "\t * [Duplicate Rows](#9d56d0be-918c-4e56-a082-6e7465d27f68)\n", + "\t * [Duplicate Rows](#92f45c3b-c051-47ab-99b4-e4c3015c9144)\n", "\n", - " * [Univariate Analysis](#b50e3da1-7636-45c9-bc89-0c17efae4eb4)\n", + " * [Univariate Analysis](#2cae2b29-821f-43af-b500-14d2f1c904d1)\n", "\n", - " * [Bivariate analysis](#e9869b43-8e32-49a9-bd42-3e0dc1cf7860)\n", + " * [Bivariate analysis](#12ea723c-0c5a-4ba3-b40a-34c2f1430f63)\n", "\n", - "\t * [Correlation Plot](#f5ea7a57-15d5-4a96-b9fe-2c7085688fed)\n", + "\t * [Correlation Plot](#cb352021-0b68-4d30-aaa0-13efe5abd264)\n", "\n", - "\t * [Pairplot](#419650ee-7d84-4d8c-b3c4-e515ab29a701)\n", + "\t * [Pairplot](#48543cb3-296c-482b-9595-8e07f8f71934)\n", "\n", - "\t * [Contingency table](#907e6163-dad9-417b-8418-3b4acfc4f1f6)\n", + "\t * [Contingency table](#236b5e62-3e8d-45ef-a41c-4edc39a5743f)\n", "\n", - " * [Multivariate analysis](#bab1cd9c-295f-4de9-a34d-104b36ad9b76)\n", + " * [Multivariate analysis](#b19ef1ef-3bca-49fc-88af-741f6fd81b62)\n", "\n", - "\t * [Principal Component Analysis](#e6ef1760-6400-4611-8b82-424cb6b79b8c)\n", + "\t * [Principal Component Analysis](#4f977dfd-4f37-44c0-a352-95a1752fde57)\n", "\n", - "\t * [Parallel coordinates](#24d90abc-6218-4a0c-8742-0beaa42a4696)\n", + "\t * [UMAP](#4570d92d-4f14-4975-97d6-25ea94b66f4c)\n", "\n", - "\t * [Parallel categories](#f8db3889-7ff4-4184-ba33-f3f814a735df)\n", + "\t * [Parallel coordinates](#a02cc25b-5091-434a-a65d-7d1790e9570e)\n", "\n", - " * [Group Analysis](#a44772d8-0d9d-48bf-8361-7e82f322abef)\n" + "\t * [Parallel categories](#34354b7b-d1df-40ef-a960-b69a7837384f)\n", + "\n", + " * [Group Analysis](#2a1dd59f-5c9d-4bae-ae32-d53e5ddf9921)\n" ], "text/plain": [ "" @@ -331,7 +333,7 @@ { "data": { "text/markdown": [ - "# Overview\n", + "# Overview\n", "---" ], "text/plain": [ @@ -344,7 +346,7 @@ { "data": { "text/markdown": [ - "## Quick Info" + "## Quick Info" ], "text/plain": [ "" @@ -417,7 +419,7 @@ { "data": { "text/markdown": [ - "## Data Types" + "## Data Types" ], "text/plain": [ "" @@ -431,27 +433,27 @@ "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", "
Column Nameedvart Data TypeColumn Nameedvart Data Type
NameuniqueNameunique
SurvivedbooleanSurvivedboolean
\n" ], "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -460,7 +462,7 @@ { "data": { "text/markdown": [ - "## Data Preview" + "## Data Preview" ], "text/plain": [ "" @@ -666,28 +668,28 @@ " \n", " \n", " \n", - " 223\n", - " Nenkoff, Mr. Christo\n", + " 12\n", + " Saundercock, Mr. William Henry\n", " 0\n", " \n", " \n", - " 664\n", - " Lindqvist, Mr. Eino William\n", + " 802\n", + " Carter, Master. William Thornton II\n", " 1\n", " \n", " \n", - " 347\n", - " Davison, Mrs. Thomas Henry (Mary E Finck)\n", + " 604\n", + " Homer, Mr. Harry (\"Mr E Haven\")\n", " 1\n", " \n", " \n", - " 404\n", - " Oreskovic, Miss. Marija\n", + " 485\n", + " Lefebre, Miss. Jeannie\n", " 0\n", " \n", " \n", - " 457\n", - " Kenyon, Mrs. Frederick R (Marion)\n", + " 526\n", + " Ridsdale, Miss. Lucy\n", " 1\n", " \n", " \n", @@ -695,12 +697,12 @@ "" ], "text/plain": [ - " Name Survived\n", - "223 Nenkoff, Mr. Christo 0\n", - "664 Lindqvist, Mr. Eino William 1\n", - "347 Davison, Mrs. Thomas Henry (Mary E Finck) 1\n", - "404 Oreskovic, Miss. Marija 0\n", - "457 Kenyon, Mrs. Frederick R (Marion) 1" + " Name Survived\n", + "12 Saundercock, Mr. William Henry 0\n", + "802 Carter, Master. William Thornton II 1\n", + "604 Homer, Mr. Harry (\"Mr E Haven\") 1\n", + "485 Lefebre, Miss. Jeannie 0\n", + "526 Ridsdale, Miss. Lucy 1" ] }, "metadata": {}, @@ -709,7 +711,7 @@ { "data": { "text/markdown": [ - "## Missing Values" + "## Missing Values" ], "text/plain": [ "" @@ -728,7 +730,7 @@ { "data": { "text/markdown": [ - "## Rows With Missing Value" + "## Rows With Missing Value" ], "text/plain": [ "" @@ -747,7 +749,7 @@ { "data": { "text/markdown": [ - "## Constant Occurrence" + "## Constant Occurrence" ], "text/plain": [ "" @@ -760,38 +762,38 @@ "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", "
Column Name0 Count0 %Column Name0 Count0 %
Survived54961.616Survived54961.616
Name00.000Name00.000
\n" ], "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -800,7 +802,7 @@ { "data": { "text/markdown": [ - "## Duplicate Rows" + "## Duplicate Rows" ], "text/plain": [ "" @@ -819,7 +821,7 @@ { "data": { "text/markdown": [ - "# Univariate Analysis\n", + "# Univariate Analysis\n", "---" ], "text/plain": [ @@ -1087,7 +1089,7 @@ { "data": { "text/markdown": [ - "# Bivariate analysis\n", + "# Bivariate analysis\n", "---" ], "text/plain": [ @@ -1100,7 +1102,7 @@ { "data": { "text/markdown": [ - "## Correlation Plot" + "## Correlation Plot" ], "text/plain": [ "" @@ -1178,7 +1180,7 @@ { "data": { "text/markdown": [ - "## Pairplot" + "## Pairplot" ], "text/plain": [ "" @@ -1200,7 +1202,7 @@ { "data": { "text/markdown": [ - "## Contingency table" + "## Contingency table" ], "text/plain": [ "" @@ -1362,7 +1364,7 @@ { "data": { "text/markdown": [ - "# Multivariate analysis\n", + "# Multivariate analysis\n", "---" ], "text/plain": [ @@ -1375,7 +1377,7 @@ { "data": { "text/markdown": [ - "## 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Arthur Godfrey", - "West, Mr. Edwy Arthur", - "Hagland, Mr. Ingvald Olai Olsen", - "Foreman, Mr. Benjamin Laventall", - "Goldenberg, Mr. Samuel L", - "Peduzzi, Mr. Joseph", - "Jalsevac, Mr. Ivan", - "Millet, Mr. Francis Davis", - "Kenyon, Mrs. Frederick R (Marion)", - "Toomey, Miss. Ellen", - "O'Connor, Mr. Maurice", - "Anderson, Mr. Harry", - "Morley, Mr. William", - "Gee, Mr. Arthur H", - "Milling, Mr. Jacob Christian", - "Maisner, Mr. Simon", - "Goncalves, Mr. Manuel Estanslas", - "Campbell, Mr. William", - "Smart, Mr. John Montgomery", - "Scanlan, Mr. James", - "Baclini, Miss. Helene Barbara", - "Keefe, Mr. Arthur", - "Cacic, Mr. Luka", - "West, Mrs. Edwy Arthur (Ada Mary Worth)", - "Jerwan, Mrs. Amin S (Marie Marthe Thuillard)", - "Strandberg, Miss. Ida Sofia", - "Clifford, Mr. George Quincy", - "Renouf, Mr. Peter Henry", - "Braund, Mr. Lewis Richard", - "Karlsson, Mr. Nils August", - "Hirvonen, Miss. Hildur E", - "Goodwin, Master. Harold Victor", - "Frost, Mr. Anthony Wood \"Archie\"", - "Rouse, Mr. Richard Henry", - "Turkula, Mrs. (Hedwig)", - "Bishop, Mr. Dickinson H", - "Lefebre, Miss. Jeannie", - "Hoyt, Mrs. Frederick Maxfield (Jane Anne Forby)", - "Kent, Mr. Edward Austin", - "Somerton, Mr. Francis William", - "Coutts, Master. Eden Leslie \"Neville\"", - "Hagland, Mr. Konrad Mathias Reiersen", - "Windelov, Mr. Einar", - "Molson, Mr. Harry Markland", - "Artagaveytia, Mr. Ramon", - "Stanley, Mr. Edward Roland", - "Yousseff, Mr. Gerious", - "Eustis, Miss. Elizabeth Mussey", - "Shellard, Mr. Frederick William", - "Allison, Mrs. Hudson J C (Bessie Waldo Daniels)", - "Svensson, Mr. Olof", - "Calic, Mr. Petar", - "Canavan, Miss. Mary", - "O'Sullivan, Miss. Bridget Mary", - "Laitinen, Miss. Kristina Sofia", - "Maioni, Miss. Roberta", - "Penasco y Castellana, Mr. Victor de Satode", - "Quick, Mrs. Frederick Charles (Jane Richards)", - "Bradley, Mr. George (\"George Arthur Brayton\")", - "Olsen, Mr. Henry Margido", - "Lang, Mr. Fang", - "Daly, Mr. Eugene Patrick", - "Webber, Mr. James", - "McGough, Mr. James Robert", - "Rothschild, Mrs. Martin (Elizabeth L. Barrett)", - "Coleff, Mr. Satio", - "Walker, Mr. William Anderson", - "Lemore, Mrs. (Amelia Milley)", - "Ryan, Mr. Patrick", - "Angle, Mrs. William A (Florence \"Mary\" Agnes Hughes)", - "Pavlovic, Mr. Stefo", - "Perreault, Miss. Anne", - "Vovk, Mr. Janko", - "Lahoud, Mr. Sarkis", - "Hippach, Mrs. Louis Albert (Ida Sophia Fischer)", - "Kassem, Mr. Fared", - "Farrell, Mr. James", - "Ridsdale, Miss. Lucy", - "Farthing, Mr. John", - "Salonen, Mr. Johan Werner", - "Hocking, Mr. Richard George", - "Quick, Miss. Phyllis May", - "Toufik, Mr. Nakli", - "Elias, Mr. Joseph Jr", - "Peter, Mrs. Catherine (Catherine Rizk)", - "Cacic, Miss. Marija", - "Hart, Miss. Eva Miriam", - "Butt, Major. Archibald Willingham", - "LeRoy, Miss. Bertha", - "Risien, Mr. Samuel Beard", - "Frolicher, Miss. Hedwig Margaritha", - "Crosby, Miss. Harriet R", - "Andersson, Miss. Ingeborg Constanzia", - "Andersson, Miss. Sigrid Elisabeth", - "Beane, Mr. Edward", - "Douglas, Mr. Walter Donald", - "Nicholson, Mr. Arthur Ernest", - "Beane, Mrs. Edward (Ethel Clarke)", - "Padro y Manent, Mr. Julian", - "Goldsmith, Mr. Frank John", - "Davies, Master. John Morgan Jr", - "Thayer, Mr. John Borland Jr", - "Sharp, Mr. Percival James R", - "O'Brien, Mr. Timothy", - "Leeni, Mr. Fahim (\"Philip Zenni\")", - "Ohman, Miss. Velin", - "Wright, Mr. George", - "Duff Gordon, Lady. (Lucille Christiana Sutherland) (\"Mrs Morgan\")", - "Robbins, Mr. Victor", - "Taussig, Mrs. Emil (Tillie Mandelbaum)", - "de Messemaeker, Mrs. Guillaume Joseph (Emma)", - "Morrow, Mr. Thomas Rowan", - "Sivic, Mr. Husein", - "Norman, Mr. Robert Douglas", - "Simmons, Mr. John", - "Meanwell, Miss. (Marion Ogden)", - "Davies, Mr. Alfred J", - "Stoytcheff, Mr. Ilia", - "Palsson, Mrs. Nils (Alma Cornelia Berglund)", - "Doharr, Mr. Tannous", - "Jonsson, Mr. Carl", - "Harris, Mr. George", - "Appleton, Mrs. Edward Dale (Charlotte Lamson)", - "Flynn, Mr. John Irwin (\"Irving\")", - "Kelly, Miss. Mary", - "Rush, Mr. Alfred George John", - "Patchett, Mr. George", - "Garside, Miss. Ethel", - "Silvey, Mrs. William Baird (Alice Munger)", - "Caram, Mrs. Joseph (Maria Elias)", - "Jussila, Mr. Eiriik", - "Christy, Miss. Julie Rachel", - "Thayer, Mrs. John Borland (Marian Longstreth Morris)", - "Downton, Mr. William James", - "Ross, Mr. John Hugo", - "Paulner, Mr. Uscher", - "Taussig, Miss. Ruth", - "Jarvis, Mr. John Denzil", - "Frolicher-Stehli, Mr. Maxmillian", - "Gilinski, Mr. Eliezer", - "Murdlin, Mr. Joseph", - "Rintamaki, Mr. Matti", - "Stephenson, Mrs. Walter Bertram (Martha Eustis)", - "Elsbury, Mr. William James", - "Bourke, Miss. Mary", - "Chapman, Mr. John Henry", - "Van Impe, Mr. Jean Baptiste", - "Leitch, Miss. Jessie Wills", - "Johnson, Mr. Alfred", - "Boulos, Mr. Hanna", - "Duff Gordon, Sir. Cosmo Edmund (\"Mr Morgan\")", - "Jacobsohn, Mrs. Sidney Samuel (Amy Frances Christy)", - "Slabenoff, Mr. Petco", - "Harrington, Mr. Charles H", - "Torber, Mr. Ernst William", - "Homer, Mr. Harry (\"Mr E Haven\")", - "Lindell, Mr. Edvard Bengtsson", - "Karaic, Mr. Milan", - "Daniel, Mr. Robert Williams", - "Laroche, Mrs. Joseph (Juliette Marie Louise Lafargue)", - "Shutes, Miss. Elizabeth W", - "Andersson, Mrs. Anders Johan (Alfrida Konstantia Brogren)", - "Jardin, Mr. Jose Neto", - "Murphy, Miss. Margaret Jane", - "Horgan, Mr. John", - "Brocklebank, Mr. William Alfred", - "Herman, Miss. Alice", - "Danbom, Mr. Ernst Gilbert", - "Lobb, Mrs. William Arthur (Cordelia K Stanlick)", - "Becker, Miss. 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Age: 21.0
SibSp: 0
Parch: 0
Ticket: A./5. 2152
Fare: 8.05
Cabin: nan
Embarked: S", + "PassengerId: 39
Survived: 0
Pclass: 3
Name: Vander Planke, Miss. Augusta Maria
Sex: female
Age: 18.0
SibSp: 2
Parch: 0
Ticket: 345764
Fare: 18.0
Cabin: nan
Embarked: S", + "PassengerId: 41
Survived: 0
Pclass: 3
Name: Ahlin, Mrs. Johan (Johanna Persdotter Larsson)
Sex: female
Age: 40.0
SibSp: 1
Parch: 0
Ticket: 7546
Fare: 9.475
Cabin: nan
Embarked: S", + "PassengerId: 42
Survived: 0
Pclass: 2
Name: Turpin, Mrs. William John Robert (Dorothy Ann Wonnacott)
Sex: female
Age: 27.0
SibSp: 1
Parch: 0
Ticket: 11668
Fare: 21.0
Cabin: nan
Embarked: S", + "PassengerId: 50
Survived: 0
Pclass: 3
Name: Arnold-Franchi, Mrs. Josef (Josefine Franchi)
Sex: female
Age: 18.0
SibSp: 1
Parch: 0
Ticket: 349237
Fare: 17.8
Cabin: nan
Embarked: S", + "PassengerId: 51
Survived: 0
Pclass: 3
Name: Panula, Master. Juha Niilo
Sex: male
Age: 7.0
SibSp: 4
Parch: 1
Ticket: 3101295
Fare: 39.6875
Cabin: nan
Embarked: S", + "PassengerId: 52
Survived: 0
Pclass: 3
Name: Nosworthy, Mr. Richard Cater
Sex: male
Age: 21.0
SibSp: 0
Parch: 0
Ticket: A/4. 39886
Fare: 7.8
Cabin: nan
Embarked: S", + "PassengerId: 55
Survived: 0
Pclass: 1
Name: Ostby, Mr. Engelhart Cornelius
Sex: male
Age: 65.0
SibSp: 0
Parch: 1
Ticket: 113509
Fare: 61.9792
Cabin: B30
Embarked: C", + "PassengerId: 58
Survived: 0
Pclass: 3
Name: Novel, Mr. Mansouer
Sex: male
Age: 28.5
SibSp: 0
Parch: 0
Ticket: 2697
Fare: 7.2292
Cabin: nan
Embarked: C", + "PassengerId: 60
Survived: 0
Pclass: 3
Name: Goodwin, Master. William Frederick
Sex: male
Age: 11.0
SibSp: 5
Parch: 2
Ticket: CA 2144
Fare: 46.9
Cabin: nan
Embarked: S", + "PassengerId: 61
Survived: 0
Pclass: 3
Name: Sirayanian, Mr. Orsen
Sex: male
Age: 22.0
SibSp: 0
Parch: 0
Ticket: 2669
Fare: 7.2292
Cabin: nan
Embarked: C", + "PassengerId: 63
Survived: 0
Pclass: 1
Name: Harris, Mr. Henry Birkhardt
Sex: male
Age: 45.0
SibSp: 1
Parch: 0
Ticket: 36973
Fare: 83.475
Cabin: C83
Embarked: S", + "PassengerId: 64
Survived: 0
Pclass: 3
Name: Skoog, Master. Harald
Sex: male
Age: 4.0
SibSp: 3
Parch: 2
Ticket: 347088
Fare: 27.9
Cabin: nan
Embarked: S", + "PassengerId: 68
Survived: 0
Pclass: 3
Name: Crease, Mr. Ernest James
Sex: male
Age: 19.0
SibSp: 0
Parch: 0
Ticket: S.P. 3464
Fare: 8.1583
Cabin: nan
Embarked: S", + "PassengerId: 70
Survived: 0
Pclass: 3
Name: Kink, Mr. Vincenz
Sex: male
Age: 26.0
SibSp: 2
Parch: 0
Ticket: 315151
Fare: 8.6625
Cabin: nan
Embarked: S", + "PassengerId: 71
Survived: 0
Pclass: 2
Name: Jenkin, Mr. Stephen Curnow
Sex: male
Age: 32.0
SibSp: 0
Parch: 0
Ticket: C.A. 33111
Fare: 10.5
Cabin: nan
Embarked: S", + "PassengerId: 72
Survived: 0
Pclass: 3
Name: Goodwin, Miss. Lillian Amy
Sex: female
Age: 16.0
SibSp: 5
Parch: 2
Ticket: CA 2144
Fare: 46.9
Cabin: nan
Embarked: S", + "PassengerId: 73
Survived: 0
Pclass: 2
Name: Hood, Mr. Ambrose Jr
Sex: male
Age: 21.0
SibSp: 0
Parch: 0
Ticket: S.O.C. 14879
Fare: 73.5
Cabin: nan
Embarked: S", + "PassengerId: 74
Survived: 0
Pclass: 3
Name: Chronopoulos, Mr. Apostolos
Sex: male
Age: 26.0
SibSp: 1
Parch: 0
Ticket: 2680
Fare: 14.4542
Cabin: nan
Embarked: C", + "PassengerId: 76
Survived: 0
Pclass: 3
Name: Moen, Mr. Sigurd Hansen
Sex: male
Age: 25.0
SibSp: 0
Parch: 0
Ticket: 348123
Fare: 7.65
Cabin: F G73
Embarked: S", + "PassengerId: 81
Survived: 0
Pclass: 3
Name: Waelens, Mr. Achille
Sex: male
Age: 22.0
SibSp: 0
Parch: 0
Ticket: 345767
Fare: 9.0
Cabin: nan
Embarked: S", + "PassengerId: 84
Survived: 0
Pclass: 1
Name: Carrau, Mr. Francisco M
Sex: male
Age: 28.0
SibSp: 0
Parch: 0
Ticket: 113059
Fare: 47.1
Cabin: nan
Embarked: S", + "PassengerId: 87
Survived: 0
Pclass: 3
Name: Ford, Mr. William Neal
Sex: male
Age: 16.0
SibSp: 1
Parch: 3
Ticket: W./C. 6608
Fare: 34.375
Cabin: nan
Embarked: S", + "PassengerId: 90
Survived: 0
Pclass: 3
Name: Celotti, Mr. Francesco
Sex: male
Age: 24.0
SibSp: 0
Parch: 0
Ticket: 343275
Fare: 8.05
Cabin: nan
Embarked: S", + "PassengerId: 91
Survived: 0
Pclass: 3
Name: Christmann, Mr. Emil
Sex: male
Age: 29.0
SibSp: 0
Parch: 0
Ticket: 343276
Fare: 8.05
Cabin: nan
Embarked: S", + "PassengerId: 92
Survived: 0
Pclass: 3
Name: Andreasson, Mr. Paul Edvin
Sex: male
Age: 20.0
SibSp: 0
Parch: 0
Ticket: 347466
Fare: 7.8542
Cabin: nan
Embarked: S", + "PassengerId: 93
Survived: 0
Pclass: 1
Name: Chaffee, Mr. Herbert Fuller
Sex: male
Age: 46.0
SibSp: 1
Parch: 0
Ticket: W.E.P. 5734
Fare: 61.175
Cabin: E31
Embarked: S", + "PassengerId: 94
Survived: 0
Pclass: 3
Name: Dean, Mr. Bertram Frank
Sex: male
Age: 26.0
SibSp: 1
Parch: 2
Ticket: C.A. 2315
Fare: 20.575
Cabin: nan
Embarked: S", + "PassengerId: 95
Survived: 0
Pclass: 3
Name: Coxon, Mr. Daniel
Sex: male
Age: 59.0
SibSp: 0
Parch: 0
Ticket: 364500
Fare: 7.25
Cabin: nan
Embarked: S", + "PassengerId: 97
Survived: 0
Pclass: 1
Name: Goldschmidt, Mr. George B
Sex: male
Age: 71.0
SibSp: 0
Parch: 0
Ticket: PC 17754
Fare: 34.6542
Cabin: A5
Embarked: C", + "PassengerId: 100
Survived: 0
Pclass: 2
Name: Kantor, Mr. Sinai
Sex: male
Age: 34.0
SibSp: 1
Parch: 0
Ticket: 244367
Fare: 26.0
Cabin: nan
Embarked: S", + "PassengerId: 101
Survived: 0
Pclass: 3
Name: Petranec, Miss. Matilda
Sex: female
Age: 28.0
SibSp: 0
Parch: 0
Ticket: 349245
Fare: 7.8958
Cabin: nan
Embarked: S", + "PassengerId: 103
Survived: 0
Pclass: 1
Name: White, Mr. Richard Frasar
Sex: male
Age: 21.0
SibSp: 0
Parch: 1
Ticket: 35281
Fare: 77.2875
Cabin: D26
Embarked: S", + "PassengerId: 104
Survived: 0
Pclass: 3
Name: Johansson, Mr. Gustaf Joel
Sex: male
Age: 33.0
SibSp: 0
Parch: 0
Ticket: 7540
Fare: 8.6542
Cabin: nan
Embarked: S", + "PassengerId: 105
Survived: 0
Pclass: 3
Name: Gustafsson, Mr. Anders Vilhelm
Sex: male
Age: 37.0
SibSp: 2
Parch: 0
Ticket: 3101276
Fare: 7.925
Cabin: nan
Embarked: S", + "PassengerId: 106
Survived: 0
Pclass: 3
Name: Mionoff, Mr. Stoytcho
Sex: male
Age: 28.0
SibSp: 0
Parch: 0
Ticket: 349207
Fare: 7.8958
Cabin: nan
Embarked: S", + "PassengerId: 109
Survived: 0
Pclass: 3
Name: Rekic, Mr. Tido
Sex: male
Age: 38.0
SibSp: 0
Parch: 0
Ticket: 349249
Fare: 7.8958
Cabin: nan
Embarked: S", + "PassengerId: 111
Survived: 0
Pclass: 1
Name: Porter, Mr. Walter Chamberlain
Sex: male
Age: 47.0
SibSp: 0
Parch: 0
Ticket: 110465
Fare: 52.0
Cabin: C110
Embarked: S", + "PassengerId: 112
Survived: 0
Pclass: 3
Name: Zabour, Miss. Hileni
Sex: female
Age: 14.5
SibSp: 1
Parch: 0
Ticket: 2665
Fare: 14.4542
Cabin: nan
Embarked: C", + "PassengerId: 113
Survived: 0
Pclass: 3
Name: Barton, Mr. David John
Sex: male
Age: 22.0
SibSp: 0
Parch: 0
Ticket: 324669
Fare: 8.05
Cabin: nan
Embarked: S", + "PassengerId: 114
Survived: 0
Pclass: 3
Name: Jussila, Miss. Katriina
Sex: female
Age: 20.0
SibSp: 1
Parch: 0
Ticket: 4136
Fare: 9.825
Cabin: nan
Embarked: S", + "PassengerId: 115
Survived: 0
Pclass: 3
Name: Attalah, Miss. Malake
Sex: female
Age: 17.0
SibSp: 0
Parch: 0
Ticket: 2627
Fare: 14.4583
Cabin: nan
Embarked: C", + "PassengerId: 116
Survived: 0
Pclass: 3
Name: Pekoniemi, Mr. Edvard
Sex: male
Age: 21.0
SibSp: 0
Parch: 0
Ticket: STON/O 2. 3101294
Fare: 7.925
Cabin: nan
Embarked: S", + "PassengerId: 117
Survived: 0
Pclass: 3
Name: Connors, Mr. Patrick
Sex: male
Age: 70.5
SibSp: 0
Parch: 0
Ticket: 370369
Fare: 7.75
Cabin: nan
Embarked: Q", + "PassengerId: 118
Survived: 0
Pclass: 2
Name: Turpin, Mr. William John Robert
Sex: male
Age: 29.0
SibSp: 1
Parch: 0
Ticket: 11668
Fare: 21.0
Cabin: nan
Embarked: S", + "PassengerId: 119
Survived: 0
Pclass: 1
Name: Baxter, Mr. Quigg Edmond
Sex: male
Age: 24.0
SibSp: 0
Parch: 1
Ticket: PC 17558
Fare: 247.5208
Cabin: B58 B60
Embarked: C", + "PassengerId: 120
Survived: 0
Pclass: 3
Name: Andersson, Miss. Ellis Anna Maria
Sex: female
Age: 2.0
SibSp: 4
Parch: 2
Ticket: 347082
Fare: 31.275
Cabin: nan
Embarked: S", + "PassengerId: 121
Survived: 0
Pclass: 2
Name: Hickman, Mr. Stanley George
Sex: male
Age: 21.0
SibSp: 2
Parch: 0
Ticket: S.O.C. 14879
Fare: 73.5
Cabin: nan
Embarked: S", + "PassengerId: 123
Survived: 0
Pclass: 2
Name: Nasser, Mr. Nicholas
Sex: male
Age: 32.5
SibSp: 1
Parch: 0
Ticket: 237736
Fare: 30.0708
Cabin: nan
Embarked: C", + "PassengerId: 125
Survived: 0
Pclass: 1
Name: White, Mr. Percival Wayland
Sex: male
Age: 54.0
SibSp: 0
Parch: 1
Ticket: 35281
Fare: 77.2875
Cabin: D26
Embarked: S", + "PassengerId: 130
Survived: 0
Pclass: 3
Name: Ekstrom, Mr. Johan
Sex: male
Age: 45.0
SibSp: 0
Parch: 0
Ticket: 347061
Fare: 6.975
Cabin: nan
Embarked: S", + "PassengerId: 131
Survived: 0
Pclass: 3
Name: Drazenoic, Mr. Jozef
Sex: male
Age: 33.0
SibSp: 0
Parch: 0
Ticket: 349241
Fare: 7.8958
Cabin: nan
Embarked: C", + "PassengerId: 132
Survived: 0
Pclass: 3
Name: Coelho, Mr. Domingos Fernandeo
Sex: male
Age: 20.0
SibSp: 0
Parch: 0
Ticket: SOTON/O.Q. 3101307
Fare: 7.05
Cabin: nan
Embarked: S", + "PassengerId: 133
Survived: 0
Pclass: 3
Name: Robins, Mrs. Alexander A (Grace Charity Laury)
Sex: female
Age: 47.0
SibSp: 1
Parch: 0
Ticket: A/5. 3337
Fare: 14.5
Cabin: nan
Embarked: S", + "PassengerId: 135
Survived: 0
Pclass: 2
Name: Sobey, Mr. Samuel James Hayden
Sex: male
Age: 25.0
SibSp: 0
Parch: 0
Ticket: C.A. 29178
Fare: 13.0
Cabin: nan
Embarked: S", + "PassengerId: 136
Survived: 0
Pclass: 2
Name: Richard, Mr. Emile
Sex: male
Age: 23.0
SibSp: 0
Parch: 0
Ticket: SC/PARIS 2133
Fare: 15.0458
Cabin: nan
Embarked: C", + "PassengerId: 138
Survived: 0
Pclass: 1
Name: Futrelle, Mr. Jacques Heath
Sex: male
Age: 37.0
SibSp: 1
Parch: 0
Ticket: 113803
Fare: 53.1
Cabin: C123
Embarked: S", + "PassengerId: 139
Survived: 0
Pclass: 3
Name: Osen, Mr. Olaf Elon
Sex: male
Age: 16.0
SibSp: 0
Parch: 0
Ticket: 7534
Fare: 9.2167
Cabin: nan
Embarked: S", + "PassengerId: 140
Survived: 0
Pclass: 1
Name: Giglio, Mr. Victor
Sex: male
Age: 24.0
SibSp: 0
Parch: 0
Ticket: PC 17593
Fare: 79.2
Cabin: B86
Embarked: C", + "PassengerId: 144
Survived: 0
Pclass: 3
Name: Burke, Mr. Jeremiah
Sex: male
Age: 19.0
SibSp: 0
Parch: 0
Ticket: 365222
Fare: 6.75
Cabin: nan
Embarked: Q", + "PassengerId: 145
Survived: 0
Pclass: 2
Name: Andrew, Mr. Edgardo Samuel
Sex: male
Age: 18.0
SibSp: 0
Parch: 0
Ticket: 231945
Fare: 11.5
Cabin: nan
Embarked: S", + "PassengerId: 146
Survived: 0
Pclass: 2
Name: Nicholls, Mr. Joseph Charles
Sex: male
Age: 19.0
SibSp: 1
Parch: 1
Ticket: C.A. 33112
Fare: 36.75
Cabin: nan
Embarked: S", + "PassengerId: 148
Survived: 0
Pclass: 3
Name: Ford, Miss. Robina Maggie \"Ruby\"
Sex: female
Age: 9.0
SibSp: 2
Parch: 2
Ticket: W./C. 6608
Fare: 34.375
Cabin: nan
Embarked: S", + "PassengerId: 149
Survived: 0
Pclass: 2
Name: Navratil, Mr. Michel (\"Louis M Hoffman\")
Sex: male
Age: 36.5
SibSp: 0
Parch: 2
Ticket: 230080
Fare: 26.0
Cabin: F2
Embarked: S", + "PassengerId: 150
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Pclass: 2
Name: Byles, Rev. Thomas Roussel Davids
Sex: male
Age: 42.0
SibSp: 0
Parch: 0
Ticket: 244310
Fare: 13.0
Cabin: nan
Embarked: S", + "PassengerId: 151
Survived: 0
Pclass: 2
Name: Bateman, Rev. Robert James
Sex: male
Age: 51.0
SibSp: 0
Parch: 0
Ticket: S.O.P. 1166
Fare: 12.525
Cabin: nan
Embarked: S", + "PassengerId: 153
Survived: 0
Pclass: 3
Name: Meo, Mr. Alfonzo
Sex: male
Age: 55.5
SibSp: 0
Parch: 0
Ticket: A.5. 11206
Fare: 8.05
Cabin: nan
Embarked: S", + "PassengerId: 154
Survived: 0
Pclass: 3
Name: van Billiard, Mr. Austin Blyler
Sex: male
Age: 40.5
SibSp: 0
Parch: 2
Ticket: A/5. 851
Fare: 14.5
Cabin: nan
Embarked: S", + "PassengerId: 156
Survived: 0
Pclass: 1
Name: Williams, Mr. Charles Duane
Sex: male
Age: 51.0
SibSp: 0
Parch: 1
Ticket: PC 17597
Fare: 61.3792
Cabin: nan
Embarked: C", + "PassengerId: 158
Survived: 0
Pclass: 3
Name: Corn, Mr. Harry
Sex: male
Age: 30.0
SibSp: 0
Parch: 0
Ticket: SOTON/OQ 392090
Fare: 8.05
Cabin: nan
Embarked: S", + "PassengerId: 161
Survived: 0
Pclass: 3
Name: Cribb, Mr. John Hatfield
Sex: male
Age: 44.0
SibSp: 0
Parch: 1
Ticket: 371362
Fare: 16.1
Cabin: nan
Embarked: S", + "PassengerId: 163
Survived: 0
Pclass: 3
Name: Bengtsson, Mr. John Viktor
Sex: male
Age: 26.0
SibSp: 0
Parch: 0
Ticket: 347068
Fare: 7.775
Cabin: nan
Embarked: S", + "PassengerId: 164
Survived: 0
Pclass: 3
Name: Calic, Mr. Jovo
Sex: male
Age: 17.0
SibSp: 0
Parch: 0
Ticket: 315093
Fare: 8.6625
Cabin: nan
Embarked: S", + "PassengerId: 165
Survived: 0
Pclass: 3
Name: Panula, Master. Eino Viljami
Sex: male
Age: 1.0
SibSp: 4
Parch: 1
Ticket: 3101295
Fare: 39.6875
Cabin: nan
Embarked: S", + "PassengerId: 168
Survived: 0
Pclass: 3
Name: Skoog, Mrs. William (Anna Bernhardina Karlsson)
Sex: female
Age: 45.0
SibSp: 1
Parch: 4
Ticket: 347088
Fare: 27.9
Cabin: nan
Embarked: S", + "PassengerId: 170
Survived: 0
Pclass: 3
Name: Ling, Mr. Lee
Sex: male
Age: 28.0
SibSp: 0
Parch: 0
Ticket: 1601
Fare: 56.4958
Cabin: nan
Embarked: S", + "PassengerId: 171
Survived: 0
Pclass: 1
Name: Van der hoef, Mr. Wyckoff
Sex: male
Age: 61.0
SibSp: 0
Parch: 0
Ticket: 111240
Fare: 33.5
Cabin: B19
Embarked: S", + "PassengerId: 172
Survived: 0
Pclass: 3
Name: Rice, Master. Arthur
Sex: male
Age: 4.0
SibSp: 4
Parch: 1
Ticket: 382652
Fare: 29.125
Cabin: nan
Embarked: Q", + "PassengerId: 174
Survived: 0
Pclass: 3
Name: Sivola, Mr. Antti Wilhelm
Sex: male
Age: 21.0
SibSp: 0
Parch: 0
Ticket: STON/O 2. 3101280
Fare: 7.925
Cabin: nan
Embarked: S", + "PassengerId: 175
Survived: 0
Pclass: 1
Name: Smith, Mr. James Clinch
Sex: male
Age: 56.0
SibSp: 0
Parch: 0
Ticket: 17764
Fare: 30.6958
Cabin: A7
Embarked: C", + "PassengerId: 176
Survived: 0
Pclass: 3
Name: Klasen, Mr. Klas Albin
Sex: male
Age: 18.0
SibSp: 1
Parch: 1
Ticket: 350404
Fare: 7.8542
Cabin: nan
Embarked: S", + "PassengerId: 178
Survived: 0
Pclass: 1
Name: Isham, Miss. Ann Elizabeth
Sex: female
Age: 50.0
SibSp: 0
Parch: 0
Ticket: PC 17595
Fare: 28.7125
Cabin: C49
Embarked: C", + "PassengerId: 179
Survived: 0
Pclass: 2
Name: Hale, Mr. Reginald
Sex: male
Age: 30.0
SibSp: 0
Parch: 0
Ticket: 250653
Fare: 13.0
Cabin: nan
Embarked: S", + "PassengerId: 180
Survived: 0
Pclass: 3
Name: Leonard, Mr. Lionel
Sex: male
Age: 36.0
SibSp: 0
Parch: 0
Ticket: LINE
Fare: 0.0
Cabin: nan
Embarked: S", + "PassengerId: 183
Survived: 0
Pclass: 3
Name: Asplund, Master. Clarence Gustaf Hugo
Sex: male
Age: 9.0
SibSp: 4
Parch: 2
Ticket: 347077
Fare: 31.3875
Cabin: nan
Embarked: S", + "PassengerId: 189
Survived: 0
Pclass: 3
Name: Bourke, Mr. John
Sex: male
Age: 40.0
SibSp: 1
Parch: 1
Ticket: 364849
Fare: 15.5
Cabin: nan
Embarked: Q", + "PassengerId: 190
Survived: 0
Pclass: 3
Name: Turcin, Mr. Stjepan
Sex: male
Age: 36.0
SibSp: 0
Parch: 0
Ticket: 349247
Fare: 7.8958
Cabin: nan
Embarked: S", + "PassengerId: 192
Survived: 0
Pclass: 2
Name: Carbines, Mr. William
Sex: male
Age: 19.0
SibSp: 0
Parch: 0
Ticket: 28424
Fare: 13.0
Cabin: nan
Embarked: S", + "PassengerId: 198
Survived: 0
Pclass: 3
Name: Olsen, Mr. Karl Siegwart Andreas
Sex: male
Age: 42.0
SibSp: 0
Parch: 1
Ticket: 4579
Fare: 8.4042
Cabin: nan
Embarked: S", + "PassengerId: 200
Survived: 0
Pclass: 2
Name: Yrois, Miss. Henriette (\"Mrs Harbeck\")
Sex: female
Age: 24.0
SibSp: 0
Parch: 0
Ticket: 248747
Fare: 13.0
Cabin: nan
Embarked: S", + "PassengerId: 201
Survived: 0
Pclass: 3
Name: Vande Walle, Mr. Nestor Cyriel
Sex: male
Age: 28.0
SibSp: 0
Parch: 0
Ticket: 345770
Fare: 9.5
Cabin: nan
Embarked: S", + "PassengerId: 203
Survived: 0
Pclass: 3
Name: Johanson, Mr. Jakob Alfred
Sex: male
Age: 34.0
SibSp: 0
Parch: 0
Ticket: 3101264
Fare: 6.4958
Cabin: nan
Embarked: S", + "PassengerId: 204
Survived: 0
Pclass: 3
Name: Youseff, Mr. Gerious
Sex: male
Age: 45.5
SibSp: 0
Parch: 0
Ticket: 2628
Fare: 7.225
Cabin: nan
Embarked: C", + "PassengerId: 206
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Pclass: 3
Name: Strom, Miss. Telma Matilda
Sex: female
Age: 2.0
SibSp: 0
Parch: 1
Ticket: 347054
Fare: 10.4625
Cabin: G6
Embarked: S", + "PassengerId: 207
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Pclass: 3
Name: Backstrom, Mr. Karl Alfred
Sex: male
Age: 32.0
SibSp: 1
Parch: 0
Ticket: 3101278
Fare: 15.85
Cabin: nan
Embarked: S", + "PassengerId: 211
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Pclass: 3
Name: Ali, Mr. Ahmed
Sex: male
Age: 24.0
SibSp: 0
Parch: 0
Ticket: SOTON/O.Q. 3101311
Fare: 7.05
Cabin: nan
Embarked: S", + "PassengerId: 213
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Pclass: 3
Name: Perkin, Mr. John Henry
Sex: male
Age: 22.0
SibSp: 0
Parch: 0
Ticket: A/5 21174
Fare: 7.25
Cabin: nan
Embarked: S", + "PassengerId: 214
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Pclass: 2
Name: Givard, Mr. Hans Kristensen
Sex: male
Age: 30.0
SibSp: 0
Parch: 0
Ticket: 250646
Fare: 13.0
Cabin: nan
Embarked: S", + "PassengerId: 218
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Pclass: 2
Name: Jacobsohn, Mr. Sidney Samuel
Sex: male
Age: 42.0
SibSp: 1
Parch: 0
Ticket: 243847
Fare: 27.0
Cabin: nan
Embarked: S", + "PassengerId: 220
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Pclass: 2
Name: Harris, Mr. Walter
Sex: male
Age: 30.0
SibSp: 0
Parch: 0
Ticket: W/C 14208
Fare: 10.5
Cabin: nan
Embarked: S", + "PassengerId: 222
Survived: 0
Pclass: 2
Name: Bracken, Mr. James H
Sex: male
Age: 27.0
SibSp: 0
Parch: 0
Ticket: 220367
Fare: 13.0
Cabin: nan
Embarked: S", + "PassengerId: 223
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Pclass: 3
Name: Green, Mr. George Henry
Sex: male
Age: 51.0
SibSp: 0
Parch: 0
Ticket: 21440
Fare: 8.05
Cabin: nan
Embarked: S", + "PassengerId: 226
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Pclass: 3
Name: Berglund, Mr. Karl Ivar Sven
Sex: male
Age: 22.0
SibSp: 0
Parch: 0
Ticket: PP 4348
Fare: 9.35
Cabin: nan
Embarked: S", + "PassengerId: 228
Survived: 0
Pclass: 3
Name: Lovell, Mr. John Hall (\"Henry\")
Sex: male
Age: 20.5
SibSp: 0
Parch: 0
Ticket: A/5 21173
Fare: 7.25
Cabin: nan
Embarked: S", + "PassengerId: 229
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Pclass: 2
Name: Fahlstrom, Mr. Arne Jonas
Sex: male
Age: 18.0
SibSp: 0
Parch: 0
Ticket: 236171
Fare: 13.0
Cabin: nan
Embarked: S", + "PassengerId: 232
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Pclass: 3
Name: Larsson, Mr. Bengt Edvin
Sex: male
Age: 29.0
SibSp: 0
Parch: 0
Ticket: 347067
Fare: 7.775
Cabin: nan
Embarked: S", + "PassengerId: 233
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Pclass: 2
Name: Sjostedt, Mr. Ernst Adolf
Sex: male
Age: 59.0
SibSp: 0
Parch: 0
Ticket: 237442
Fare: 13.5
Cabin: nan
Embarked: S", + "PassengerId: 235
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Pclass: 2
Name: Leyson, Mr. Robert William Norman
Sex: male
Age: 24.0
SibSp: 0
Parch: 0
Ticket: C.A. 29566
Fare: 10.5
Cabin: nan
Embarked: S", + "PassengerId: 237
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Pclass: 2
Name: Hold, Mr. Stephen
Sex: male
Age: 44.0
SibSp: 1
Parch: 0
Ticket: 26707
Fare: 26.0
Cabin: nan
Embarked: S", + "PassengerId: 239
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Pclass: 2
Name: Pengelly, Mr. Frederick William
Sex: male
Age: 19.0
SibSp: 0
Parch: 0
Ticket: 28665
Fare: 10.5
Cabin: nan
Embarked: S", + "PassengerId: 240
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Pclass: 2
Name: Hunt, Mr. George Henry
Sex: male
Age: 33.0
SibSp: 0
Parch: 0
Ticket: SCO/W 1585
Fare: 12.275
Cabin: nan
Embarked: S", + "PassengerId: 243
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Pclass: 2
Name: Coleridge, Mr. Reginald Charles
Sex: male
Age: 29.0
SibSp: 0
Parch: 0
Ticket: W./C. 14263
Fare: 10.5
Cabin: nan
Embarked: S", + "PassengerId: 244
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Pclass: 3
Name: Maenpaa, Mr. Matti Alexanteri
Sex: male
Age: 22.0
SibSp: 0
Parch: 0
Ticket: STON/O 2. 3101275
Fare: 7.125
Cabin: nan
Embarked: S", + "PassengerId: 245
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Pclass: 3
Name: Attalah, Mr. Sleiman
Sex: male
Age: 30.0
SibSp: 0
Parch: 0
Ticket: 2694
Fare: 7.225
Cabin: nan
Embarked: C", + "PassengerId: 246
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Pclass: 1
Name: Minahan, Dr. William Edward
Sex: male
Age: 44.0
SibSp: 2
Parch: 0
Ticket: 19928
Fare: 90.0
Cabin: C78
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Pclass: 3
Name: Lindahl, Miss. Agda Thorilda Viktoria
Sex: female
Age: 25.0
SibSp: 0
Parch: 0
Ticket: 347071
Fare: 7.775
Cabin: nan
Embarked: S", + "PassengerId: 250
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Pclass: 2
Name: Carter, Rev. Ernest Courtenay
Sex: male
Age: 54.0
SibSp: 1
Parch: 0
Ticket: 244252
Fare: 26.0
Cabin: nan
Embarked: S", + "PassengerId: 252
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Pclass: 3
Name: Strom, Mrs. Wilhelm (Elna Matilda Persson)
Sex: female
Age: 29.0
SibSp: 1
Parch: 1
Ticket: 347054
Fare: 10.4625
Cabin: G6
Embarked: S", + "PassengerId: 253
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Pclass: 1
Name: Stead, Mr. William Thomas
Sex: male
Age: 62.0
SibSp: 0
Parch: 0
Ticket: 113514
Fare: 26.55
Cabin: C87
Embarked: S", + "PassengerId: 254
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Pclass: 3
Name: Lobb, Mr. William Arthur
Sex: male
Age: 30.0
SibSp: 1
Parch: 0
Ticket: A/5. 3336
Fare: 16.1
Cabin: nan
Embarked: S", + "PassengerId: 255
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Pclass: 3
Name: Rosblom, Mrs. Viktor (Helena Wilhelmina)
Sex: female
Age: 41.0
SibSp: 0
Parch: 2
Ticket: 370129
Fare: 20.2125
Cabin: nan
Embarked: S", + "PassengerId: 263
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Pclass: 1
Name: Taussig, Mr. Emil
Sex: male
Age: 52.0
SibSp: 1
Parch: 1
Ticket: 110413
Fare: 79.65
Cabin: E67
Embarked: S", + "PassengerId: 264
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Pclass: 1
Name: Harrison, Mr. William
Sex: male
Age: 40.0
SibSp: 0
Parch: 0
Ticket: 112059
Fare: 0.0
Cabin: B94
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Pclass: 2
Name: Reeves, Mr. David
Sex: male
Age: 36.0
SibSp: 0
Parch: 0
Ticket: C.A. 17248
Fare: 10.5
Cabin: nan
Embarked: S", + "PassengerId: 267
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Pclass: 3
Name: Panula, Mr. Ernesti Arvid
Sex: male
Age: 16.0
SibSp: 4
Parch: 1
Ticket: 3101295
Fare: 39.6875
Cabin: nan
Embarked: S", + "PassengerId: 274
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Pclass: 1
Name: Natsch, Mr. Charles H
Sex: male
Age: 37.0
SibSp: 0
Parch: 1
Ticket: PC 17596
Fare: 29.7
Cabin: C118
Embarked: C", + "PassengerId: 277
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Pclass: 3
Name: Lindblom, Miss. Augusta Charlotta
Sex: female
Age: 45.0
SibSp: 0
Parch: 0
Ticket: 347073
Fare: 7.75
Cabin: nan
Embarked: S", + "PassengerId: 279
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Pclass: 3
Name: Rice, Master. Eric
Sex: male
Age: 7.0
SibSp: 4
Parch: 1
Ticket: 382652
Fare: 29.125
Cabin: nan
Embarked: Q", + "PassengerId: 281
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Pclass: 3
Name: Duane, Mr. Frank
Sex: male
Age: 65.0
SibSp: 0
Parch: 0
Ticket: 336439
Fare: 7.75
Cabin: nan
Embarked: Q", + "PassengerId: 282
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Pclass: 3
Name: Olsson, Mr. Nils Johan Goransson
Sex: male
Age: 28.0
SibSp: 0
Parch: 0
Ticket: 347464
Fare: 7.8542
Cabin: nan
Embarked: S", + "PassengerId: 283
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Pclass: 3
Name: de Pelsmaeker, Mr. Alfons
Sex: male
Age: 16.0
SibSp: 0
Parch: 0
Ticket: 345778
Fare: 9.5
Cabin: nan
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Pclass: 3
Name: Stankovic, Mr. Ivan
Sex: male
Age: 33.0
SibSp: 0
Parch: 0
Ticket: 349239
Fare: 8.6625
Cabin: nan
Embarked: C", + "PassengerId: 288
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Pclass: 3
Name: Naidenoff, Mr. Penko
Sex: male
Age: 22.0
SibSp: 0
Parch: 0
Ticket: 349206
Fare: 7.8958
Cabin: nan
Embarked: S", + "PassengerId: 293
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Pclass: 2
Name: Levy, Mr. Rene Jacques
Sex: male
Age: 36.0
SibSp: 0
Parch: 0
Ticket: SC/Paris 2163
Fare: 12.875
Cabin: D
Embarked: C", + "PassengerId: 294
Survived: 0
Pclass: 3
Name: Haas, Miss. Aloisia
Sex: female
Age: 24.0
SibSp: 0
Parch: 0
Ticket: 349236
Fare: 8.85
Cabin: nan
Embarked: S", + "PassengerId: 295
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Pclass: 3
Name: Mineff, Mr. Ivan
Sex: male
Age: 24.0
SibSp: 0
Parch: 0
Ticket: 349233
Fare: 7.8958
Cabin: nan
Embarked: S", + "PassengerId: 297
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Pclass: 3
Name: Hanna, Mr. Mansour
Sex: male
Age: 23.5
SibSp: 0
Parch: 0
Ticket: 2693
Fare: 7.2292
Cabin: nan
Embarked: C", + "PassengerId: 298
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Pclass: 1
Name: Allison, Miss. Helen Loraine
Sex: female
Age: 2.0
SibSp: 1
Parch: 2
Ticket: 113781
Fare: 151.55
Cabin: C22 C26
Embarked: S", + "PassengerId: 303
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Pclass: 3
Name: Johnson, Mr. William Cahoone Jr
Sex: male
Age: 19.0
SibSp: 0
Parch: 0
Ticket: LINE
Fare: 0.0
Cabin: nan
Embarked: S", + "PassengerId: 309
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Pclass: 2
Name: Abelson, Mr. Samuel
Sex: male
Age: 30.0
SibSp: 1
Parch: 0
Ticket: P/PP 3381
Fare: 24.0
Cabin: nan
Embarked: C", + "PassengerId: 313
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Pclass: 2
Name: Lahtinen, Mrs. William (Anna Sylfven)
Sex: female
Age: 26.0
SibSp: 1
Parch: 1
Ticket: 250651
Fare: 26.0
Cabin: nan
Embarked: S", + "PassengerId: 314
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Pclass: 3
Name: Hendekovic, Mr. Ignjac
Sex: male
Age: 28.0
SibSp: 0
Parch: 0
Ticket: 349243
Fare: 7.8958
Cabin: nan
Embarked: S", + "PassengerId: 315
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Pclass: 2
Name: Hart, Mr. Benjamin
Sex: male
Age: 43.0
SibSp: 1
Parch: 1
Ticket: F.C.C. 13529
Fare: 26.25
Cabin: nan
Embarked: S", + "PassengerId: 318
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Pclass: 2
Name: Moraweck, Dr. Ernest
Sex: male
Age: 54.0
SibSp: 0
Parch: 0
Ticket: 29011
Fare: 14.0
Cabin: nan
Embarked: S", + "PassengerId: 321
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Pclass: 3
Name: Dennis, Mr. Samuel
Sex: male
Age: 22.0
SibSp: 0
Parch: 0
Ticket: A/5 21172
Fare: 7.25
Cabin: nan
Embarked: S", + "PassengerId: 322
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Pclass: 3
Name: Danoff, Mr. Yoto
Sex: male
Age: 27.0
SibSp: 0
Parch: 0
Ticket: 349219
Fare: 7.8958
Cabin: nan
Embarked: S", + "PassengerId: 327
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Pclass: 3
Name: Nysveen, Mr. Johan Hansen
Sex: male
Age: 61.0
SibSp: 0
Parch: 0
Ticket: 345364
Fare: 6.2375
Cabin: nan
Embarked: S", + "PassengerId: 332
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Pclass: 1
Name: Partner, Mr. Austen
Sex: male
Age: 45.5
SibSp: 0
Parch: 0
Ticket: 113043
Fare: 28.5
Cabin: C124
Embarked: S", + "PassengerId: 333
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Pclass: 1
Name: Graham, Mr. George Edward
Sex: male
Age: 38.0
SibSp: 0
Parch: 1
Ticket: PC 17582
Fare: 153.4625
Cabin: C91
Embarked: S", + "PassengerId: 334
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Pclass: 3
Name: Vander Planke, Mr. Leo Edmondus
Sex: male
Age: 16.0
SibSp: 2
Parch: 0
Ticket: 345764
Fare: 18.0
Cabin: nan
Embarked: S", + "PassengerId: 337
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Pclass: 1
Name: Pears, Mr. Thomas Clinton
Sex: male
Age: 29.0
SibSp: 1
Parch: 0
Ticket: 113776
Fare: 66.6
Cabin: C2
Embarked: S", + "PassengerId: 340
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Pclass: 1
Name: Blackwell, Mr. Stephen Weart
Sex: male
Age: 45.0
SibSp: 0
Parch: 0
Ticket: 113784
Fare: 35.5
Cabin: T
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Pclass: 2
Name: Collander, Mr. Erik Gustaf
Sex: male
Age: 28.0
SibSp: 0
Parch: 0
Ticket: 248740
Fare: 13.0
Cabin: nan
Embarked: S", + "PassengerId: 344
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Pclass: 2
Name: Sedgwick, Mr. Charles Frederick Waddington
Sex: male
Age: 25.0
SibSp: 0
Parch: 0
Ticket: 244361
Fare: 13.0
Cabin: nan
Embarked: S", + "PassengerId: 345
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Pclass: 2
Name: Fox, Mr. Stanley Hubert
Sex: male
Age: 36.0
SibSp: 0
Parch: 0
Ticket: 229236
Fare: 13.0
Cabin: nan
Embarked: S", + "PassengerId: 350
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Pclass: 3
Name: Dimic, Mr. Jovan
Sex: male
Age: 42.0
SibSp: 0
Parch: 0
Ticket: 315088
Fare: 8.6625
Cabin: nan
Embarked: S", + "PassengerId: 351
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Pclass: 3
Name: Odahl, Mr. Nils Martin
Sex: male
Age: 23.0
SibSp: 0
Parch: 0
Ticket: 7267
Fare: 9.225
Cabin: nan
Embarked: S", + "PassengerId: 353
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Pclass: 3
Name: Elias, Mr. Tannous
Sex: male
Age: 15.0
SibSp: 1
Parch: 1
Ticket: 2695
Fare: 7.2292
Cabin: nan
Embarked: C", + "PassengerId: 354
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Pclass: 3
Name: Arnold-Franchi, Mr. Josef
Sex: male
Age: 25.0
SibSp: 1
Parch: 0
Ticket: 349237
Fare: 17.8
Cabin: nan
Embarked: S", + "PassengerId: 356
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Pclass: 3
Name: Vanden Steen, Mr. Leo Peter
Sex: male
Age: 28.0
SibSp: 0
Parch: 0
Ticket: 345783
Fare: 9.5
Cabin: nan
Embarked: S", + "PassengerId: 358
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Pclass: 2
Name: Funk, Miss. Annie Clemmer
Sex: female
Age: 38.0
SibSp: 0
Parch: 0
Ticket: 237671
Fare: 13.0
Cabin: nan
Embarked: S", + "PassengerId: 361
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Pclass: 3
Name: Skoog, Mr. Wilhelm
Sex: male
Age: 40.0
SibSp: 1
Parch: 4
Ticket: 347088
Fare: 27.9
Cabin: nan
Embarked: S", + "PassengerId: 362
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Pclass: 2
Name: del Carlo, Mr. Sebastiano
Sex: male
Age: 29.0
SibSp: 1
Parch: 0
Ticket: SC/PARIS 2167
Fare: 27.7208
Cabin: nan
Embarked: C", + "PassengerId: 363
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Pclass: 3
Name: Barbara, Mrs. (Catherine David)
Sex: female
Age: 45.0
SibSp: 0
Parch: 1
Ticket: 2691
Fare: 14.4542
Cabin: nan
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Pclass: 3
Name: Asim, Mr. Adola
Sex: male
Age: 35.0
SibSp: 0
Parch: 0
Ticket: SOTON/O.Q. 3101310
Fare: 7.05
Cabin: nan
Embarked: S", + "PassengerId: 366
Survived: 0
Pclass: 3
Name: Adahl, Mr. Mauritz Nils Martin
Sex: male
Age: 30.0
SibSp: 0
Parch: 0
Ticket: C 7076
Fare: 7.25
Cabin: nan
Embarked: S", + "PassengerId: 372
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Pclass: 3
Name: Wiklund, Mr. Jakob Alfred
Sex: male
Age: 18.0
SibSp: 1
Parch: 0
Ticket: 3101267
Fare: 6.4958
Cabin: nan
Embarked: S", + "PassengerId: 373
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Pclass: 3
Name: Beavan, Mr. William Thomas
Sex: male
Age: 19.0
SibSp: 0
Parch: 0
Ticket: 323951
Fare: 8.05
Cabin: nan
Embarked: S", + "PassengerId: 374
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Pclass: 1
Name: Ringhini, Mr. Sante
Sex: male
Age: 22.0
SibSp: 0
Parch: 0
Ticket: PC 17760
Fare: 135.6333
Cabin: nan
Embarked: C", + "PassengerId: 375
Survived: 0
Pclass: 3
Name: Palsson, Miss. Stina Viola
Sex: female
Age: 3.0
SibSp: 3
Parch: 1
Ticket: 349909
Fare: 21.075
Cabin: nan
Embarked: S", + "PassengerId: 378
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Pclass: 1
Name: Widener, Mr. Harry Elkins
Sex: male
Age: 27.0
SibSp: 0
Parch: 2
Ticket: 113503
Fare: 211.5
Cabin: C82
Embarked: C", + "PassengerId: 379
Survived: 0
Pclass: 3
Name: Betros, Mr. Tannous
Sex: male
Age: 20.0
SibSp: 0
Parch: 0
Ticket: 2648
Fare: 4.0125
Cabin: nan
Embarked: C", + "PassengerId: 380
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Pclass: 3
Name: Gustafsson, Mr. Karl Gideon
Sex: male
Age: 19.0
SibSp: 0
Parch: 0
Ticket: 347069
Fare: 7.775
Cabin: nan
Embarked: S", + "PassengerId: 383
Survived: 0
Pclass: 3
Name: Tikkanen, Mr. Juho
Sex: male
Age: 32.0
SibSp: 0
Parch: 0
Ticket: STON/O 2. 3101293
Fare: 7.925
Cabin: nan
Embarked: S", + "PassengerId: 386
Survived: 0
Pclass: 2
Name: Davies, Mr. Charles Henry
Sex: male
Age: 18.0
SibSp: 0
Parch: 0
Ticket: S.O.C. 14879
Fare: 73.5
Cabin: nan
Embarked: S", + "PassengerId: 387
Survived: 0
Pclass: 3
Name: Goodwin, Master. Sidney Leonard
Sex: male
Age: 1.0
SibSp: 5
Parch: 2
Ticket: CA 2144
Fare: 46.9
Cabin: nan
Embarked: S", + "PassengerId: 393
Survived: 0
Pclass: 3
Name: Gustafsson, Mr. Johan Birger
Sex: male
Age: 28.0
SibSp: 2
Parch: 0
Ticket: 3101277
Fare: 7.925
Cabin: nan
Embarked: S", + "PassengerId: 396
Survived: 0
Pclass: 3
Name: Johansson, Mr. Erik
Sex: male
Age: 22.0
SibSp: 0
Parch: 0
Ticket: 350052
Fare: 7.7958
Cabin: nan
Embarked: S", + "PassengerId: 397
Survived: 0
Pclass: 3
Name: Olsson, Miss. Elina
Sex: female
Age: 31.0
SibSp: 0
Parch: 0
Ticket: 350407
Fare: 7.8542
Cabin: nan
Embarked: S", + "PassengerId: 398
Survived: 0
Pclass: 2
Name: McKane, Mr. Peter David
Sex: male
Age: 46.0
SibSp: 0
Parch: 0
Ticket: 28403
Fare: 26.0
Cabin: nan
Embarked: S", + "PassengerId: 399
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Pclass: 2
Name: Pain, Dr. Alfred
Sex: male
Age: 23.0
SibSp: 0
Parch: 0
Ticket: 244278
Fare: 10.5
Cabin: nan
Embarked: S", + "PassengerId: 402
Survived: 0
Pclass: 3
Name: Adams, Mr. John
Sex: male
Age: 26.0
SibSp: 0
Parch: 0
Ticket: 341826
Fare: 8.05
Cabin: nan
Embarked: S", + "PassengerId: 403
Survived: 0
Pclass: 3
Name: Jussila, Miss. Mari Aina
Sex: female
Age: 21.0
SibSp: 1
Parch: 0
Ticket: 4137
Fare: 9.825
Cabin: nan
Embarked: S", + "PassengerId: 404
Survived: 0
Pclass: 3
Name: Hakkarainen, Mr. Pekka Pietari
Sex: male
Age: 28.0
SibSp: 1
Parch: 0
Ticket: STON/O2. 3101279
Fare: 15.85
Cabin: nan
Embarked: S", + "PassengerId: 405
Survived: 0
Pclass: 3
Name: Oreskovic, Miss. Marija
Sex: female
Age: 20.0
SibSp: 0
Parch: 0
Ticket: 315096
Fare: 8.6625
Cabin: nan
Embarked: S", + "PassengerId: 406
Survived: 0
Pclass: 2
Name: Gale, Mr. Shadrach
Sex: male
Age: 34.0
SibSp: 1
Parch: 0
Ticket: 28664
Fare: 21.0
Cabin: nan
Embarked: S", + "PassengerId: 407
Survived: 0
Pclass: 3
Name: Widegren, Mr. Carl/Charles Peter
Sex: male
Age: 51.0
SibSp: 0
Parch: 0
Ticket: 347064
Fare: 7.75
Cabin: nan
Embarked: S", + "PassengerId: 409
Survived: 0
Pclass: 3
Name: Birkeland, Mr. Hans Martin Monsen
Sex: male
Age: 21.0
SibSp: 0
Parch: 0
Ticket: 312992
Fare: 7.775
Cabin: nan
Embarked: S", + "PassengerId: 419
Survived: 0
Pclass: 2
Name: Matthews, Mr. William John
Sex: male
Age: 30.0
SibSp: 0
Parch: 0
Ticket: 28228
Fare: 13.0
Cabin: nan
Embarked: S", + "PassengerId: 420
Survived: 0
Pclass: 3
Name: Van Impe, Miss. Catharina
Sex: female
Age: 10.0
SibSp: 0
Parch: 2
Ticket: 345773
Fare: 24.15
Cabin: nan
Embarked: S", + "PassengerId: 422
Survived: 0
Pclass: 3
Name: Charters, Mr. David
Sex: male
Age: 21.0
SibSp: 0
Parch: 0
Ticket: A/5. 13032
Fare: 7.7333
Cabin: nan
Embarked: Q", + "PassengerId: 423
Survived: 0
Pclass: 3
Name: Zimmerman, Mr. Leo
Sex: male
Age: 29.0
SibSp: 0
Parch: 0
Ticket: 315082
Fare: 7.875
Cabin: nan
Embarked: S", + "PassengerId: 424
Survived: 0
Pclass: 3
Name: Danbom, Mrs. Ernst Gilbert (Anna Sigrid Maria Brogren)
Sex: female
Age: 28.0
SibSp: 1
Parch: 1
Ticket: 347080
Fare: 14.4
Cabin: nan
Embarked: S", + "PassengerId: 425
Survived: 0
Pclass: 3
Name: Rosblom, Mr. Viktor Richard
Sex: male
Age: 18.0
SibSp: 1
Parch: 1
Ticket: 370129
Fare: 20.2125
Cabin: nan
Embarked: S", + "PassengerId: 434
Survived: 0
Pclass: 3
Name: Kallio, Mr. Nikolai Erland
Sex: male
Age: 17.0
SibSp: 0
Parch: 0
Ticket: STON/O 2. 3101274
Fare: 7.125
Cabin: nan
Embarked: S", + "PassengerId: 435
Survived: 0
Pclass: 1
Name: Silvey, Mr. William Baird
Sex: male
Age: 50.0
SibSp: 1
Parch: 0
Ticket: 13507
Fare: 55.9
Cabin: E44
Embarked: S", + "PassengerId: 437
Survived: 0
Pclass: 3
Name: Ford, Miss. Doolina Margaret \"Daisy\"
Sex: female
Age: 21.0
SibSp: 2
Parch: 2
Ticket: W./C. 6608
Fare: 34.375
Cabin: nan
Embarked: S", + "PassengerId: 439
Survived: 0
Pclass: 1
Name: Fortune, Mr. Mark
Sex: male
Age: 64.0
SibSp: 1
Parch: 4
Ticket: 19950
Fare: 263.0
Cabin: C23 C25 C27
Embarked: S", + "PassengerId: 440
Survived: 0
Pclass: 2
Name: Kvillner, Mr. Johan Henrik Johannesson
Sex: male
Age: 31.0
SibSp: 0
Parch: 0
Ticket: C.A. 18723
Fare: 10.5
Cabin: nan
Embarked: S", + "PassengerId: 442
Survived: 0
Pclass: 3
Name: Hampe, Mr. Leon
Sex: male
Age: 20.0
SibSp: 0
Parch: 0
Ticket: 345769
Fare: 9.5
Cabin: nan
Embarked: S", + "PassengerId: 443
Survived: 0
Pclass: 3
Name: Petterson, Mr. Johan Emil
Sex: male
Age: 25.0
SibSp: 1
Parch: 0
Ticket: 347076
Fare: 7.775
Cabin: nan
Embarked: S", + "PassengerId: 451
Survived: 0
Pclass: 2
Name: West, Mr. Edwy Arthur
Sex: male
Age: 36.0
SibSp: 1
Parch: 2
Ticket: C.A. 34651
Fare: 27.75
Cabin: nan
Embarked: S", + "PassengerId: 453
Survived: 0
Pclass: 1
Name: Foreman, Mr. Benjamin Laventall
Sex: male
Age: 30.0
SibSp: 0
Parch: 0
Ticket: 113051
Fare: 27.75
Cabin: C111
Embarked: C", + "PassengerId: 457
Survived: 0
Pclass: 1
Name: Millet, Mr. Francis Davis
Sex: male
Age: 65.0
SibSp: 0
Parch: 0
Ticket: 13509
Fare: 26.55
Cabin: E38
Embarked: S", + "PassengerId: 462
Survived: 0
Pclass: 3
Name: Morley, Mr. William
Sex: male
Age: 34.0
SibSp: 0
Parch: 0
Ticket: 364506
Fare: 8.05
Cabin: nan
Embarked: S", + "PassengerId: 463
Survived: 0
Pclass: 1
Name: Gee, Mr. Arthur H
Sex: male
Age: 47.0
SibSp: 0
Parch: 0
Ticket: 111320
Fare: 38.5
Cabin: E63
Embarked: S", + "PassengerId: 464
Survived: 0
Pclass: 2
Name: Milling, Mr. Jacob Christian
Sex: male
Age: 48.0
SibSp: 0
Parch: 0
Ticket: 234360
Fare: 13.0
Cabin: nan
Embarked: S", + "PassengerId: 466
Survived: 0
Pclass: 3
Name: Goncalves, Mr. Manuel Estanslas
Sex: male
Age: 38.0
SibSp: 0
Parch: 0
Ticket: SOTON/O.Q. 3101306
Fare: 7.05
Cabin: nan
Embarked: S", + "PassengerId: 468
Survived: 0
Pclass: 1
Name: Smart, Mr. John Montgomery
Sex: male
Age: 56.0
SibSp: 0
Parch: 0
Ticket: 113792
Fare: 26.55
Cabin: nan
Embarked: S", + "PassengerId: 472
Survived: 0
Pclass: 3
Name: Cacic, Mr. Luka
Sex: male
Age: 38.0
SibSp: 0
Parch: 0
Ticket: 315089
Fare: 8.6625
Cabin: nan
Embarked: S", + "PassengerId: 475
Survived: 0
Pclass: 3
Name: Strandberg, Miss. Ida Sofia
Sex: female
Age: 22.0
SibSp: 0
Parch: 0
Ticket: 7553
Fare: 9.8375
Cabin: nan
Embarked: S", + "PassengerId: 477
Survived: 0
Pclass: 2
Name: Renouf, Mr. Peter Henry
Sex: male
Age: 34.0
SibSp: 1
Parch: 0
Ticket: 31027
Fare: 21.0
Cabin: nan
Embarked: S", + "PassengerId: 478
Survived: 0
Pclass: 3
Name: Braund, Mr. Lewis Richard
Sex: male
Age: 29.0
SibSp: 1
Parch: 0
Ticket: 3460
Fare: 7.0458
Cabin: nan
Embarked: S", + "PassengerId: 479
Survived: 0
Pclass: 3
Name: Karlsson, Mr. Nils August
Sex: male
Age: 22.0
SibSp: 0
Parch: 0
Ticket: 350060
Fare: 7.5208
Cabin: nan
Embarked: S", + "PassengerId: 481
Survived: 0
Pclass: 3
Name: Goodwin, Master. Harold Victor
Sex: male
Age: 9.0
SibSp: 5
Parch: 2
Ticket: CA 2144
Fare: 46.9
Cabin: nan
Embarked: S", + "PassengerId: 483
Survived: 0
Pclass: 3
Name: Rouse, Mr. Richard Henry
Sex: male
Age: 50.0
SibSp: 0
Parch: 0
Ticket: A/5 3594
Fare: 8.05
Cabin: nan
Embarked: S", + "PassengerId: 488
Survived: 0
Pclass: 1
Name: Kent, Mr. Edward Austin
Sex: male
Age: 58.0
SibSp: 0
Parch: 0
Ticket: 11771
Fare: 29.7
Cabin: B37
Embarked: C", + "PassengerId: 489
Survived: 0
Pclass: 3
Name: Somerton, Mr. Francis William
Sex: male
Age: 30.0
SibSp: 0
Parch: 0
Ticket: A.5. 18509
Fare: 8.05
Cabin: nan
Embarked: S", + "PassengerId: 492
Survived: 0
Pclass: 3
Name: Windelov, Mr. Einar
Sex: male
Age: 21.0
SibSp: 0
Parch: 0
Ticket: SOTON/OQ 3101317
Fare: 7.25
Cabin: nan
Embarked: S", + "PassengerId: 493
Survived: 0
Pclass: 1
Name: Molson, Mr. Harry Markland
Sex: male
Age: 55.0
SibSp: 0
Parch: 0
Ticket: 113787
Fare: 30.5
Cabin: C30
Embarked: S", + "PassengerId: 494
Survived: 0
Pclass: 1
Name: Artagaveytia, Mr. Ramon
Sex: male
Age: 71.0
SibSp: 0
Parch: 0
Ticket: PC 17609
Fare: 49.5042
Cabin: nan
Embarked: C", + "PassengerId: 495
Survived: 0
Pclass: 3
Name: Stanley, Mr. Edward Roland
Sex: male
Age: 21.0
SibSp: 0
Parch: 0
Ticket: A/4 45380
Fare: 8.05
Cabin: nan
Embarked: S", + "PassengerId: 499
Survived: 0
Pclass: 1
Name: Allison, Mrs. Hudson J C (Bessie Waldo Daniels)
Sex: female
Age: 25.0
SibSp: 1
Parch: 2
Ticket: 113781
Fare: 151.55
Cabin: C22 C26
Embarked: S", + "PassengerId: 500
Survived: 0
Pclass: 3
Name: Svensson, Mr. Olof
Sex: male
Age: 24.0
SibSp: 0
Parch: 0
Ticket: 350035
Fare: 7.7958
Cabin: nan
Embarked: S", + "PassengerId: 501
Survived: 0
Pclass: 3
Name: Calic, Mr. Petar
Sex: male
Age: 17.0
SibSp: 0
Parch: 0
Ticket: 315086
Fare: 8.6625
Cabin: nan
Embarked: S", + "PassengerId: 502
Survived: 0
Pclass: 3
Name: Canavan, Miss. Mary
Sex: female
Age: 21.0
SibSp: 0
Parch: 0
Ticket: 364846
Fare: 7.75
Cabin: nan
Embarked: Q", + "PassengerId: 504
Survived: 0
Pclass: 3
Name: Laitinen, Miss. Kristina Sofia
Sex: female
Age: 37.0
SibSp: 0
Parch: 0
Ticket: 4135
Fare: 9.5875
Cabin: nan
Embarked: S", + "PassengerId: 506
Survived: 0
Pclass: 1
Name: Penasco y Castellana, Mr. Victor de Satode
Sex: male
Age: 18.0
SibSp: 1
Parch: 0
Ticket: PC 17758
Fare: 108.9
Cabin: C65
Embarked: C", + "PassengerId: 509
Survived: 0
Pclass: 3
Name: Olsen, Mr. Henry Margido
Sex: male
Age: 28.0
SibSp: 0
Parch: 0
Ticket: C 4001
Fare: 22.525
Cabin: nan
Embarked: S", + "PassengerId: 515
Survived: 0
Pclass: 3
Name: Coleff, Mr. Satio
Sex: male
Age: 24.0
SibSp: 0
Parch: 0
Ticket: 349209
Fare: 7.4958
Cabin: nan
Embarked: S", + "PassengerId: 516
Survived: 0
Pclass: 1
Name: Walker, Mr. William Anderson
Sex: male
Age: 47.0
SibSp: 0
Parch: 0
Ticket: 36967
Fare: 34.0208
Cabin: D46
Embarked: S", + "PassengerId: 520
Survived: 0
Pclass: 3
Name: Pavlovic, Mr. Stefo
Sex: male
Age: 32.0
SibSp: 0
Parch: 0
Ticket: 349242
Fare: 7.8958
Cabin: nan
Embarked: S", + "PassengerId: 522
Survived: 0
Pclass: 3
Name: Vovk, Mr. Janko
Sex: male
Age: 22.0
SibSp: 0
Parch: 0
Ticket: 349252
Fare: 7.8958
Cabin: nan
Embarked: S", + "PassengerId: 526
Survived: 0
Pclass: 3
Name: Farrell, Mr. James
Sex: male
Age: 40.5
SibSp: 0
Parch: 0
Ticket: 367232
Fare: 7.75
Cabin: nan
Embarked: Q", + "PassengerId: 529
Survived: 0
Pclass: 3
Name: Salonen, Mr. Johan Werner
Sex: male
Age: 39.0
SibSp: 0
Parch: 0
Ticket: 3101296
Fare: 7.925
Cabin: nan
Embarked: S", + "PassengerId: 530
Survived: 0
Pclass: 2
Name: Hocking, Mr. Richard George
Sex: male
Age: 23.0
SibSp: 2
Parch: 1
Ticket: 29104
Fare: 11.5
Cabin: nan
Embarked: S", + "PassengerId: 533
Survived: 0
Pclass: 3
Name: Elias, Mr. Joseph Jr
Sex: male
Age: 17.0
SibSp: 1
Parch: 1
Ticket: 2690
Fare: 7.2292
Cabin: nan
Embarked: C", + "PassengerId: 535
Survived: 0
Pclass: 3
Name: Cacic, Miss. Marija
Sex: female
Age: 30.0
SibSp: 0
Parch: 0
Ticket: 315084
Fare: 8.6625
Cabin: nan
Embarked: S", + "PassengerId: 537
Survived: 0
Pclass: 1
Name: Butt, Major. Archibald Willingham
Sex: male
Age: 45.0
SibSp: 0
Parch: 0
Ticket: 113050
Fare: 26.55
Cabin: B38
Embarked: S", + "PassengerId: 542
Survived: 0
Pclass: 3
Name: Andersson, Miss. Ingeborg Constanzia
Sex: female
Age: 9.0
SibSp: 4
Parch: 2
Ticket: 347082
Fare: 31.275
Cabin: nan
Embarked: S", + "PassengerId: 543
Survived: 0
Pclass: 3
Name: Andersson, Miss. Sigrid Elisabeth
Sex: female
Age: 11.0
SibSp: 4
Parch: 2
Ticket: 347082
Fare: 31.275
Cabin: nan
Embarked: S", + "PassengerId: 545
Survived: 0
Pclass: 1
Name: Douglas, Mr. Walter Donald
Sex: male
Age: 50.0
SibSp: 1
Parch: 0
Ticket: PC 17761
Fare: 106.425
Cabin: C86
Embarked: C", + "PassengerId: 546
Survived: 0
Pclass: 1
Name: Nicholson, Mr. Arthur Ernest
Sex: male
Age: 64.0
SibSp: 0
Parch: 0
Ticket: 693
Fare: 26.0
Cabin: nan
Embarked: S", + "PassengerId: 549
Survived: 0
Pclass: 3
Name: Goldsmith, Mr. Frank John
Sex: male
Age: 33.0
SibSp: 1
Parch: 1
Ticket: 363291
Fare: 20.525
Cabin: nan
Embarked: S", + "PassengerId: 552
Survived: 0
Pclass: 2
Name: Sharp, Mr. Percival James R
Sex: male
Age: 27.0
SibSp: 0
Parch: 0
Ticket: 244358
Fare: 26.0
Cabin: nan
Embarked: S", + "PassengerId: 556
Survived: 0
Pclass: 1
Name: Wright, Mr. George
Sex: male
Age: 62.0
SibSp: 0
Parch: 0
Ticket: 113807
Fare: 26.55
Cabin: nan
Embarked: S", + "PassengerId: 562
Survived: 0
Pclass: 3
Name: Sivic, Mr. Husein
Sex: male
Age: 40.0
SibSp: 0
Parch: 0
Ticket: 349251
Fare: 7.8958
Cabin: nan
Embarked: S", + "PassengerId: 563
Survived: 0
Pclass: 2
Name: Norman, Mr. Robert Douglas
Sex: male
Age: 28.0
SibSp: 0
Parch: 0
Ticket: 218629
Fare: 13.5
Cabin: nan
Embarked: S", + "PassengerId: 566
Survived: 0
Pclass: 3
Name: Davies, Mr. Alfred J
Sex: male
Age: 24.0
SibSp: 2
Parch: 0
Ticket: A/4 48871
Fare: 24.15
Cabin: nan
Embarked: S", + "PassengerId: 567
Survived: 0
Pclass: 3
Name: Stoytcheff, Mr. Ilia
Sex: male
Age: 19.0
SibSp: 0
Parch: 0
Ticket: 349205
Fare: 7.8958
Cabin: nan
Embarked: S", + "PassengerId: 568
Survived: 0
Pclass: 3
Name: Palsson, Mrs. Nils (Alma Cornelia Berglund)
Sex: female
Age: 29.0
SibSp: 0
Parch: 4
Ticket: 349909
Fare: 21.075
Cabin: nan
Embarked: S", + "PassengerId: 575
Survived: 0
Pclass: 3
Name: Rush, Mr. Alfred George John
Sex: male
Age: 16.0
SibSp: 0
Parch: 0
Ticket: A/4. 20589
Fare: 8.05
Cabin: nan
Embarked: S", + "PassengerId: 576
Survived: 0
Pclass: 3
Name: Patchett, Mr. George
Sex: male
Age: 19.0
SibSp: 0
Parch: 0
Ticket: 358585
Fare: 14.5
Cabin: nan
Embarked: S", + "PassengerId: 583
Survived: 0
Pclass: 2
Name: Downton, Mr. William James
Sex: male
Age: 54.0
SibSp: 0
Parch: 0
Ticket: 28403
Fare: 26.0
Cabin: nan
Embarked: S", + "PassengerId: 584
Survived: 0
Pclass: 1
Name: Ross, Mr. John Hugo
Sex: male
Age: 36.0
SibSp: 0
Parch: 0
Ticket: 13049
Fare: 40.125
Cabin: A10
Embarked: C", + "PassengerId: 587
Survived: 0
Pclass: 2
Name: Jarvis, Mr. John Denzil
Sex: male
Age: 47.0
SibSp: 0
Parch: 0
Ticket: 237565
Fare: 15.0
Cabin: nan
Embarked: S", + "PassengerId: 589
Survived: 0
Pclass: 3
Name: Gilinski, Mr. Eliezer
Sex: male
Age: 22.0
SibSp: 0
Parch: 0
Ticket: 14973
Fare: 8.05
Cabin: nan
Embarked: S", + "PassengerId: 591
Survived: 0
Pclass: 3
Name: Rintamaki, Mr. Matti
Sex: male
Age: 35.0
SibSp: 0
Parch: 0
Ticket: STON/O 2. 3101273
Fare: 7.125
Cabin: nan
Embarked: S", + "PassengerId: 593
Survived: 0
Pclass: 3
Name: Elsbury, Mr. William James
Sex: male
Age: 47.0
SibSp: 0
Parch: 0
Ticket: A/5 3902
Fare: 7.25
Cabin: nan
Embarked: S", + "PassengerId: 595
Survived: 0
Pclass: 2
Name: Chapman, Mr. John Henry
Sex: male
Age: 37.0
SibSp: 1
Parch: 0
Ticket: SC/AH 29037
Fare: 26.0
Cabin: nan
Embarked: S", + "PassengerId: 596
Survived: 0
Pclass: 3
Name: Van Impe, Mr. Jean Baptiste
Sex: male
Age: 36.0
SibSp: 1
Parch: 1
Ticket: 345773
Fare: 24.15
Cabin: nan
Embarked: S", + "PassengerId: 598
Survived: 0
Pclass: 3
Name: Johnson, Mr. Alfred
Sex: male
Age: 49.0
SibSp: 0
Parch: 0
Ticket: LINE
Fare: 0.0
Cabin: nan
Embarked: S", + "PassengerId: 604
Survived: 0
Pclass: 3
Name: Torber, Mr. Ernst William
Sex: male
Age: 44.0
SibSp: 0
Parch: 0
Ticket: 364511
Fare: 8.05
Cabin: nan
Embarked: S", + "PassengerId: 606
Survived: 0
Pclass: 3
Name: Lindell, Mr. Edvard Bengtsson
Sex: male
Age: 36.0
SibSp: 1
Parch: 0
Ticket: 349910
Fare: 15.55
Cabin: nan
Embarked: S", + "PassengerId: 607
Survived: 0
Pclass: 3
Name: Karaic, Mr. Milan
Sex: male
Age: 30.0
SibSp: 0
Parch: 0
Ticket: 349246
Fare: 7.8958
Cabin: nan
Embarked: S", + "PassengerId: 611
Survived: 0
Pclass: 3
Name: Andersson, Mrs. Anders Johan (Alfrida Konstantia Brogren)
Sex: female
Age: 39.0
SibSp: 1
Parch: 5
Ticket: 347082
Fare: 31.275
Cabin: nan
Embarked: S", + "PassengerId: 615
Survived: 0
Pclass: 3
Name: Brocklebank, Mr. William Alfred
Sex: male
Age: 35.0
SibSp: 0
Parch: 0
Ticket: 364512
Fare: 8.05
Cabin: nan
Embarked: S", + "PassengerId: 617
Survived: 0
Pclass: 3
Name: Danbom, Mr. Ernst Gilbert
Sex: male
Age: 34.0
SibSp: 1
Parch: 1
Ticket: 347080
Fare: 14.4
Cabin: nan
Embarked: S", + "PassengerId: 618
Survived: 0
Pclass: 3
Name: Lobb, Mrs. William Arthur (Cordelia K Stanlick)
Sex: female
Age: 26.0
SibSp: 1
Parch: 0
Ticket: A/5. 3336
Fare: 16.1
Cabin: nan
Embarked: S", + "PassengerId: 620
Survived: 0
Pclass: 2
Name: Gavey, Mr. Lawrence
Sex: male
Age: 26.0
SibSp: 0
Parch: 0
Ticket: 31028
Fare: 10.5
Cabin: nan
Embarked: S", + "PassengerId: 621
Survived: 0
Pclass: 3
Name: Yasbeck, Mr. Antoni
Sex: male
Age: 27.0
SibSp: 1
Parch: 0
Ticket: 2659
Fare: 14.4542
Cabin: nan
Embarked: C", + "PassengerId: 624
Survived: 0
Pclass: 3
Name: Hansen, Mr. Henry Damsgaard
Sex: male
Age: 21.0
SibSp: 0
Parch: 0
Ticket: 350029
Fare: 7.8542
Cabin: nan
Embarked: S", + "PassengerId: 625
Survived: 0
Pclass: 3
Name: Bowen, Mr. David John \"Dai\"
Sex: male
Age: 21.0
SibSp: 0
Parch: 0
Ticket: 54636
Fare: 16.1
Cabin: nan
Embarked: S", + "PassengerId: 626
Survived: 0
Pclass: 1
Name: Sutton, Mr. Frederick
Sex: male
Age: 61.0
SibSp: 0
Parch: 0
Ticket: 36963
Fare: 32.3208
Cabin: D50
Embarked: S", + "PassengerId: 627
Survived: 0
Pclass: 2
Name: Kirkland, Rev. Charles Leonard
Sex: male
Age: 57.0
SibSp: 0
Parch: 0
Ticket: 219533
Fare: 12.35
Cabin: nan
Embarked: Q", + "PassengerId: 629
Survived: 0
Pclass: 3
Name: Bostandyeff, Mr. Guentcho
Sex: male
Age: 26.0
SibSp: 0
Parch: 0
Ticket: 349224
Fare: 7.8958
Cabin: nan
Embarked: S", + "PassengerId: 632
Survived: 0
Pclass: 3
Name: Lundahl, Mr. Johan Svensson
Sex: male
Age: 51.0
SibSp: 0
Parch: 0
Ticket: 347743
Fare: 7.0542
Cabin: nan
Embarked: S", + "PassengerId: 635
Survived: 0
Pclass: 3
Name: Skoog, Miss. Mabel
Sex: female
Age: 9.0
SibSp: 3
Parch: 2
Ticket: 347088
Fare: 27.9
Cabin: nan
Embarked: S", + "PassengerId: 637
Survived: 0
Pclass: 3
Name: Leinonen, Mr. Antti Gustaf
Sex: male
Age: 32.0
SibSp: 0
Parch: 0
Ticket: STON/O 2. 3101292
Fare: 7.925
Cabin: nan
Embarked: S", + "PassengerId: 638
Survived: 0
Pclass: 2
Name: Collyer, Mr. Harvey
Sex: male
Age: 31.0
SibSp: 1
Parch: 1
Ticket: C.A. 31921
Fare: 26.25
Cabin: nan
Embarked: S", + "PassengerId: 639
Survived: 0
Pclass: 3
Name: Panula, Mrs. Juha (Maria Emilia Ojala)
Sex: female
Age: 41.0
SibSp: 0
Parch: 5
Ticket: 3101295
Fare: 39.6875
Cabin: nan
Embarked: S", + "PassengerId: 641
Survived: 0
Pclass: 3
Name: Jensen, Mr. Hans Peder
Sex: male
Age: 20.0
SibSp: 0
Parch: 0
Ticket: 350050
Fare: 7.8542
Cabin: nan
Embarked: S", + "PassengerId: 643
Survived: 0
Pclass: 3
Name: Skoog, Miss. Margit Elizabeth
Sex: female
Age: 2.0
SibSp: 3
Parch: 2
Ticket: 347088
Fare: 27.9
Cabin: nan
Embarked: S", + "PassengerId: 647
Survived: 0
Pclass: 3
Name: Cor, Mr. Liudevit
Sex: male
Age: 19.0
SibSp: 0
Parch: 0
Ticket: 349231
Fare: 7.8958
Cabin: nan
Embarked: S", + "PassengerId: 653
Survived: 0
Pclass: 3
Name: Kalvik, Mr. Johannes Halvorsen
Sex: male
Age: 21.0
SibSp: 0
Parch: 0
Ticket: 8475
Fare: 8.4333
Cabin: nan
Embarked: S", + "PassengerId: 655
Survived: 0
Pclass: 3
Name: Hegarty, Miss. Hanora \"Nora\"
Sex: female
Age: 18.0
SibSp: 0
Parch: 0
Ticket: 365226
Fare: 6.75
Cabin: nan
Embarked: Q", + "PassengerId: 656
Survived: 0
Pclass: 2
Name: Hickman, Mr. Leonard Mark
Sex: male
Age: 24.0
SibSp: 2
Parch: 0
Ticket: S.O.C. 14879
Fare: 73.5
Cabin: nan
Embarked: S", + "PassengerId: 658
Survived: 0
Pclass: 3
Name: Bourke, Mrs. John (Catherine)
Sex: female
Age: 32.0
SibSp: 1
Parch: 1
Ticket: 364849
Fare: 15.5
Cabin: nan
Embarked: Q", + "PassengerId: 659
Survived: 0
Pclass: 2
Name: Eitemiller, Mr. George Floyd
Sex: male
Age: 23.0
SibSp: 0
Parch: 0
Ticket: 29751
Fare: 13.0
Cabin: nan
Embarked: S", + "PassengerId: 660
Survived: 0
Pclass: 1
Name: Newell, Mr. Arthur Webster
Sex: male
Age: 58.0
SibSp: 0
Parch: 2
Ticket: 35273
Fare: 113.275
Cabin: D48
Embarked: C", + "PassengerId: 662
Survived: 0
Pclass: 3
Name: Badt, Mr. Mohamed
Sex: male
Age: 40.0
SibSp: 0
Parch: 0
Ticket: 2623
Fare: 7.225
Cabin: nan
Embarked: C", + "PassengerId: 663
Survived: 0
Pclass: 1
Name: Colley, Mr. Edward Pomeroy
Sex: male
Age: 47.0
SibSp: 0
Parch: 0
Ticket: 5727
Fare: 25.5875
Cabin: E58
Embarked: S", + "PassengerId: 664
Survived: 0
Pclass: 3
Name: Coleff, Mr. Peju
Sex: male
Age: 36.0
SibSp: 0
Parch: 0
Ticket: 349210
Fare: 7.4958
Cabin: nan
Embarked: S", + "PassengerId: 666
Survived: 0
Pclass: 2
Name: Hickman, Mr. Lewis
Sex: male
Age: 32.0
SibSp: 2
Parch: 0
Ticket: S.O.C. 14879
Fare: 73.5
Cabin: nan
Embarked: S", + "PassengerId: 667
Survived: 0
Pclass: 2
Name: Butler, Mr. Reginald Fenton
Sex: male
Age: 25.0
SibSp: 0
Parch: 0
Ticket: 234686
Fare: 13.0
Cabin: nan
Embarked: S", + "PassengerId: 669
Survived: 0
Pclass: 3
Name: Cook, Mr. Jacob
Sex: male
Age: 43.0
SibSp: 0
Parch: 0
Ticket: A/5 3536
Fare: 8.05
Cabin: nan
Embarked: S", + "PassengerId: 672
Survived: 0
Pclass: 1
Name: Davidson, Mr. Thornton
Sex: male
Age: 31.0
SibSp: 1
Parch: 0
Ticket: F.C. 12750
Fare: 52.0
Cabin: B71
Embarked: S", + "PassengerId: 673
Survived: 0
Pclass: 2
Name: Mitchell, Mr. Henry Michael
Sex: male
Age: 70.0
SibSp: 0
Parch: 0
Ticket: C.A. 24580
Fare: 10.5
Cabin: nan
Embarked: S", + "PassengerId: 676
Survived: 0
Pclass: 3
Name: Edvardsson, Mr. Gustaf Hjalmar
Sex: male
Age: 18.0
SibSp: 0
Parch: 0
Ticket: 349912
Fare: 7.775
Cabin: nan
Embarked: S", + "PassengerId: 677
Survived: 0
Pclass: 3
Name: Sawyer, Mr. Frederick Charles
Sex: male
Age: 24.5
SibSp: 0
Parch: 0
Ticket: 342826
Fare: 8.05
Cabin: nan
Embarked: S", + "PassengerId: 679
Survived: 0
Pclass: 3
Name: Goodwin, Mrs. Frederick (Augusta Tyler)
Sex: female
Age: 43.0
SibSp: 1
Parch: 6
Ticket: CA 2144
Fare: 46.9
Cabin: nan
Embarked: S", + "PassengerId: 683
Survived: 0
Pclass: 3
Name: Olsvigen, Mr. Thor Anderson
Sex: male
Age: 20.0
SibSp: 0
Parch: 0
Ticket: 6563
Fare: 9.225
Cabin: nan
Embarked: S", + "PassengerId: 684
Survived: 0
Pclass: 3
Name: Goodwin, Mr. Charles Edward
Sex: male
Age: 14.0
SibSp: 5
Parch: 2
Ticket: CA 2144
Fare: 46.9
Cabin: nan
Embarked: S", + "PassengerId: 685
Survived: 0
Pclass: 2
Name: Brown, Mr. Thomas William Solomon
Sex: male
Age: 60.0
SibSp: 1
Parch: 1
Ticket: 29750
Fare: 39.0
Cabin: nan
Embarked: S", + "PassengerId: 686
Survived: 0
Pclass: 2
Name: Laroche, Mr. Joseph Philippe Lemercier
Sex: male
Age: 25.0
SibSp: 1
Parch: 2
Ticket: SC/Paris 2123
Fare: 41.5792
Cabin: nan
Embarked: C", + "PassengerId: 687
Survived: 0
Pclass: 3
Name: Panula, Mr. Jaako Arnold
Sex: male
Age: 14.0
SibSp: 4
Parch: 1
Ticket: 3101295
Fare: 39.6875
Cabin: nan
Embarked: S", + "PassengerId: 688
Survived: 0
Pclass: 3
Name: Dakic, Mr. Branko
Sex: male
Age: 19.0
SibSp: 0
Parch: 0
Ticket: 349228
Fare: 10.1708
Cabin: nan
Embarked: S", + "PassengerId: 689
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Pclass: 3
Name: Fischer, Mr. Eberhard Thelander
Sex: male
Age: 18.0
SibSp: 0
Parch: 0
Ticket: 350036
Fare: 7.7958
Cabin: nan
Embarked: S", + "PassengerId: 694
Survived: 0
Pclass: 3
Name: Saad, Mr. Khalil
Sex: male
Age: 25.0
SibSp: 0
Parch: 0
Ticket: 2672
Fare: 7.225
Cabin: nan
Embarked: C", + "PassengerId: 695
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Pclass: 1
Name: Weir, Col. John
Sex: male
Age: 60.0
SibSp: 0
Parch: 0
Ticket: 113800
Fare: 26.55
Cabin: nan
Embarked: S", + "PassengerId: 696
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Pclass: 2
Name: Chapman, Mr. Charles Henry
Sex: male
Age: 52.0
SibSp: 0
Parch: 0
Ticket: 248731
Fare: 13.5
Cabin: nan
Embarked: S", + "PassengerId: 697
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Pclass: 3
Name: Kelly, Mr. James
Sex: male
Age: 44.0
SibSp: 0
Parch: 0
Ticket: 363592
Fare: 8.05
Cabin: nan
Embarked: S", + "PassengerId: 699
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Pclass: 1
Name: Thayer, Mr. John Borland
Sex: male
Age: 49.0
SibSp: 1
Parch: 1
Ticket: 17421
Fare: 110.8833
Cabin: C68
Embarked: C", + "PassengerId: 700
Survived: 0
Pclass: 3
Name: Humblen, Mr. Adolf Mathias Nicolai Olsen
Sex: male
Age: 42.0
SibSp: 0
Parch: 0
Ticket: 348121
Fare: 7.65
Cabin: F G63
Embarked: S", + "PassengerId: 703
Survived: 0
Pclass: 3
Name: Barbara, Miss. Saiide
Sex: female
Age: 18.0
SibSp: 0
Parch: 1
Ticket: 2691
Fare: 14.4542
Cabin: nan
Embarked: C", + "PassengerId: 704
Survived: 0
Pclass: 3
Name: Gallagher, Mr. Martin
Sex: male
Age: 25.0
SibSp: 0
Parch: 0
Ticket: 36864
Fare: 7.7417
Cabin: nan
Embarked: Q", + "PassengerId: 705
Survived: 0
Pclass: 3
Name: Hansen, Mr. Henrik Juul
Sex: male
Age: 26.0
SibSp: 1
Parch: 0
Ticket: 350025
Fare: 7.8542
Cabin: nan
Embarked: S", + "PassengerId: 706
Survived: 0
Pclass: 2
Name: Morley, Mr. Henry Samuel (\"Mr Henry Marshall\")
Sex: male
Age: 39.0
SibSp: 0
Parch: 0
Ticket: 250655
Fare: 26.0
Cabin: nan
Embarked: S", + "PassengerId: 714
Survived: 0
Pclass: 3
Name: Larsson, Mr. August Viktor
Sex: male
Age: 29.0
SibSp: 0
Parch: 0
Ticket: 7545
Fare: 9.4833
Cabin: nan
Embarked: S", + "PassengerId: 715
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Pclass: 2
Name: Greenberg, Mr. Samuel
Sex: male
Age: 52.0
SibSp: 0
Parch: 0
Ticket: 250647
Fare: 13.0
Cabin: nan
Embarked: S", + "PassengerId: 716
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Pclass: 3
Name: Soholt, Mr. Peter Andreas Lauritz Andersen
Sex: male
Age: 19.0
SibSp: 0
Parch: 0
Ticket: 348124
Fare: 7.65
Cabin: F G73
Embarked: S", + "PassengerId: 720
Survived: 0
Pclass: 3
Name: Johnson, Mr. Malkolm Joackim
Sex: male
Age: 33.0
SibSp: 0
Parch: 0
Ticket: 347062
Fare: 7.775
Cabin: nan
Embarked: S", + "PassengerId: 722
Survived: 0
Pclass: 3
Name: Jensen, Mr. Svend Lauritz
Sex: male
Age: 17.0
SibSp: 1
Parch: 0
Ticket: 350048
Fare: 7.0542
Cabin: nan
Embarked: S", + "PassengerId: 723
Survived: 0
Pclass: 2
Name: Gillespie, Mr. William Henry
Sex: male
Age: 34.0
SibSp: 0
Parch: 0
Ticket: 12233
Fare: 13.0
Cabin: nan
Embarked: S", + "PassengerId: 724
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Pclass: 2
Name: Hodges, Mr. Henry Price
Sex: male
Age: 50.0
SibSp: 0
Parch: 0
Ticket: 250643
Fare: 13.0
Cabin: nan
Embarked: S", + "PassengerId: 726
Survived: 0
Pclass: 3
Name: Oreskovic, Mr. Luka
Sex: male
Age: 20.0
SibSp: 0
Parch: 0
Ticket: 315094
Fare: 8.6625
Cabin: nan
Embarked: S", + "PassengerId: 729
Survived: 0
Pclass: 2
Name: Bryhl, Mr. Kurt Arnold Gottfrid
Sex: male
Age: 25.0
SibSp: 1
Parch: 0
Ticket: 236853
Fare: 26.0
Cabin: nan
Embarked: S", + "PassengerId: 730
Survived: 0
Pclass: 3
Name: Ilmakangas, Miss. Pieta Sofia
Sex: female
Age: 25.0
SibSp: 1
Parch: 0
Ticket: STON/O2. 3101271
Fare: 7.925
Cabin: nan
Embarked: S", + "PassengerId: 732
Survived: 0
Pclass: 3
Name: Hassan, Mr. Houssein G N
Sex: male
Age: 11.0
SibSp: 0
Parch: 0
Ticket: 2699
Fare: 18.7875
Cabin: nan
Embarked: C", + "PassengerId: 734
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Pclass: 2
Name: Berriman, Mr. William John
Sex: male
Age: 23.0
SibSp: 0
Parch: 0
Ticket: 28425
Fare: 13.0
Cabin: nan
Embarked: S", + "PassengerId: 735
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Pclass: 2
Name: Troupiansky, Mr. Moses Aaron
Sex: male
Age: 23.0
SibSp: 0
Parch: 0
Ticket: 233639
Fare: 13.0
Cabin: nan
Embarked: S", + "PassengerId: 736
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Pclass: 3
Name: Williams, Mr. Leslie
Sex: male
Age: 28.5
SibSp: 0
Parch: 0
Ticket: 54636
Fare: 16.1
Cabin: nan
Embarked: S", + "PassengerId: 737
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Pclass: 3
Name: Ford, Mrs. Edward (Margaret Ann Watson)
Sex: female
Age: 48.0
SibSp: 1
Parch: 3
Ticket: W./C. 6608
Fare: 34.375
Cabin: nan
Embarked: S", + "PassengerId: 742
Survived: 0
Pclass: 1
Name: Cavendish, Mr. Tyrell William
Sex: male
Age: 36.0
SibSp: 1
Parch: 0
Ticket: 19877
Fare: 78.85
Cabin: C46
Embarked: S", + "PassengerId: 744
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Pclass: 3
Name: McNamee, Mr. Neal
Sex: male
Age: 24.0
SibSp: 1
Parch: 0
Ticket: 376566
Fare: 16.1
Cabin: nan
Embarked: S", + "PassengerId: 746
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Pclass: 1
Name: Crosby, Capt. Edward Gifford
Sex: male
Age: 70.0
SibSp: 1
Parch: 1
Ticket: WE/P 5735
Fare: 71.0
Cabin: B22
Embarked: S", + "PassengerId: 747
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Pclass: 3
Name: Abbott, Mr. Rossmore Edward
Sex: male
Age: 16.0
SibSp: 1
Parch: 1
Ticket: C.A. 2673
Fare: 20.25
Cabin: nan
Embarked: S", + "PassengerId: 749
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Pclass: 1
Name: Marvin, Mr. Daniel Warner
Sex: male
Age: 19.0
SibSp: 1
Parch: 0
Ticket: 113773
Fare: 53.1
Cabin: D30
Embarked: S", + "PassengerId: 750
Survived: 0
Pclass: 3
Name: Connaghton, Mr. Michael
Sex: male
Age: 31.0
SibSp: 0
Parch: 0
Ticket: 335097
Fare: 7.75
Cabin: nan
Embarked: Q", + "PassengerId: 753
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Pclass: 3
Name: Vande Velde, Mr. Johannes Joseph
Sex: male
Age: 33.0
SibSp: 0
Parch: 0
Ticket: 345780
Fare: 9.5
Cabin: nan
Embarked: S", + "PassengerId: 754
Survived: 0
Pclass: 3
Name: Jonkoff, Mr. Lalio
Sex: male
Age: 23.0
SibSp: 0
Parch: 0
Ticket: 349204
Fare: 7.8958
Cabin: nan
Embarked: S", + "PassengerId: 757
Survived: 0
Pclass: 3
Name: Carlsson, Mr. August Sigfrid
Sex: male
Age: 28.0
SibSp: 0
Parch: 0
Ticket: 350042
Fare: 7.7958
Cabin: nan
Embarked: S", + "PassengerId: 758
Survived: 0
Pclass: 2
Name: Bailey, Mr. Percy Andrew
Sex: male
Age: 18.0
SibSp: 0
Parch: 0
Ticket: 29108
Fare: 11.5
Cabin: nan
Embarked: S", + "PassengerId: 759
Survived: 0
Pclass: 3
Name: Theobald, Mr. Thomas Leonard
Sex: male
Age: 34.0
SibSp: 0
Parch: 0
Ticket: 363294
Fare: 8.05
Cabin: nan
Embarked: S", + "PassengerId: 762
Survived: 0
Pclass: 3
Name: Nirva, Mr. Iisakki Antino Aijo
Sex: male
Age: 41.0
SibSp: 0
Parch: 0
Ticket: SOTON/O2 3101272
Fare: 7.125
Cabin: nan
Embarked: S", + "PassengerId: 765
Survived: 0
Pclass: 3
Name: Eklund, Mr. Hans Linus
Sex: male
Age: 16.0
SibSp: 0
Parch: 0
Ticket: 347074
Fare: 7.775
Cabin: nan
Embarked: S", + "PassengerId: 768
Survived: 0
Pclass: 3
Name: Mangan, Miss. Mary
Sex: female
Age: 30.5
SibSp: 0
Parch: 0
Ticket: 364850
Fare: 7.75
Cabin: nan
Embarked: Q", + "PassengerId: 770
Survived: 0
Pclass: 3
Name: Gronnestad, Mr. Daniel Danielsen
Sex: male
Age: 32.0
SibSp: 0
Parch: 0
Ticket: 8471
Fare: 8.3625
Cabin: nan
Embarked: S", + "PassengerId: 771
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Pclass: 3
Name: Lievens, Mr. Rene Aime
Sex: male
Age: 24.0
SibSp: 0
Parch: 0
Ticket: 345781
Fare: 9.5
Cabin: nan
Embarked: S", + "PassengerId: 772
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Pclass: 3
Name: Jensen, Mr. Niels Peder
Sex: male
Age: 48.0
SibSp: 0
Parch: 0
Ticket: 350047
Fare: 7.8542
Cabin: nan
Embarked: S", + "PassengerId: 773
Survived: 0
Pclass: 2
Name: Mack, Mrs. (Mary)
Sex: female
Age: 57.0
SibSp: 0
Parch: 0
Ticket: S.O./P.P. 3
Fare: 10.5
Cabin: E77
Embarked: S", + "PassengerId: 776
Survived: 0
Pclass: 3
Name: Myhrman, Mr. Pehr Fabian Oliver Malkolm
Sex: male
Age: 18.0
SibSp: 0
Parch: 0
Ticket: 347078
Fare: 7.75
Cabin: nan
Embarked: S", + "PassengerId: 783
Survived: 0
Pclass: 1
Name: Long, Mr. Milton Clyde
Sex: male
Age: 29.0
SibSp: 0
Parch: 0
Ticket: 113501
Fare: 30.0
Cabin: D6
Embarked: S", + "PassengerId: 785
Survived: 0
Pclass: 3
Name: Ali, Mr. William
Sex: male
Age: 25.0
SibSp: 0
Parch: 0
Ticket: SOTON/O.Q. 3101312
Fare: 7.05
Cabin: nan
Embarked: S", + "PassengerId: 786
Survived: 0
Pclass: 3
Name: Harmer, Mr. Abraham (David Lishin)
Sex: male
Age: 25.0
SibSp: 0
Parch: 0
Ticket: 374887
Fare: 7.25
Cabin: nan
Embarked: S", + "PassengerId: 788
Survived: 0
Pclass: 3
Name: Rice, Master. George Hugh
Sex: male
Age: 8.0
SibSp: 4
Parch: 1
Ticket: 382652
Fare: 29.125
Cabin: nan
Embarked: Q", + "PassengerId: 790
Survived: 0
Pclass: 1
Name: Guggenheim, Mr. Benjamin
Sex: male
Age: 46.0
SibSp: 0
Parch: 0
Ticket: PC 17593
Fare: 79.2
Cabin: B82 B84
Embarked: C", + "PassengerId: 792
Survived: 0
Pclass: 2
Name: Gaskell, Mr. Alfred
Sex: male
Age: 16.0
SibSp: 0
Parch: 0
Ticket: 239865
Fare: 26.0
Cabin: nan
Embarked: S", + "PassengerId: 795
Survived: 0
Pclass: 3
Name: Dantcheff, Mr. Ristiu
Sex: male
Age: 25.0
SibSp: 0
Parch: 0
Ticket: 349203
Fare: 7.8958
Cabin: nan
Embarked: S", + "PassengerId: 796
Survived: 0
Pclass: 2
Name: Otter, Mr. Richard
Sex: male
Age: 39.0
SibSp: 0
Parch: 0
Ticket: 28213
Fare: 13.0
Cabin: nan
Embarked: S", + "PassengerId: 799
Survived: 0
Pclass: 3
Name: Ibrahim Shawah, Mr. Yousseff
Sex: male
Age: 30.0
SibSp: 0
Parch: 0
Ticket: 2685
Fare: 7.2292
Cabin: nan
Embarked: C", + "PassengerId: 800
Survived: 0
Pclass: 3
Name: Van Impe, Mrs. Jean Baptiste (Rosalie Paula Govaert)
Sex: female
Age: 30.0
SibSp: 1
Parch: 1
Ticket: 345773
Fare: 24.15
Cabin: nan
Embarked: S", + "PassengerId: 801
Survived: 0
Pclass: 2
Name: Ponesell, Mr. Martin
Sex: male
Age: 34.0
SibSp: 0
Parch: 0
Ticket: 250647
Fare: 13.0
Cabin: nan
Embarked: S", + "PassengerId: 806
Survived: 0
Pclass: 3
Name: Johansson, Mr. Karl Johan
Sex: male
Age: 31.0
SibSp: 0
Parch: 0
Ticket: 347063
Fare: 7.775
Cabin: nan
Embarked: S", + "PassengerId: 807
Survived: 0
Pclass: 1
Name: Andrews, Mr. Thomas Jr
Sex: male
Age: 39.0
SibSp: 0
Parch: 0
Ticket: 112050
Fare: 0.0
Cabin: A36
Embarked: S", + "PassengerId: 808
Survived: 0
Pclass: 3
Name: Pettersson, Miss. Ellen Natalia
Sex: female
Age: 18.0
SibSp: 0
Parch: 0
Ticket: 347087
Fare: 7.775
Cabin: nan
Embarked: S", + "PassengerId: 809
Survived: 0
Pclass: 2
Name: Meyer, Mr. August
Sex: male
Age: 39.0
SibSp: 0
Parch: 0
Ticket: 248723
Fare: 13.0
Cabin: nan
Embarked: S", + "PassengerId: 811
Survived: 0
Pclass: 3
Name: Alexander, Mr. William
Sex: male
Age: 26.0
SibSp: 0
Parch: 0
Ticket: 3474
Fare: 7.8875
Cabin: nan
Embarked: S", + "PassengerId: 812
Survived: 0
Pclass: 3
Name: Lester, Mr. James
Sex: male
Age: 39.0
SibSp: 0
Parch: 0
Ticket: A/4 48871
Fare: 24.15
Cabin: nan
Embarked: S", + "PassengerId: 813
Survived: 0
Pclass: 2
Name: Slemen, Mr. Richard James
Sex: male
Age: 35.0
SibSp: 0
Parch: 0
Ticket: 28206
Fare: 10.5
Cabin: nan
Embarked: S", + "PassengerId: 814
Survived: 0
Pclass: 3
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Cabin: nan
Embarked: S", + "PassengerId: 86
Survived: 1
Pclass: 3
Name: Backstrom, Mrs. Karl Alfred (Maria Mathilda Gustafsson)
Sex: female
Age: 33.0
SibSp: 3
Parch: 0
Ticket: 3101278
Fare: 15.85
Cabin: nan
Embarked: S", + "PassengerId: 89
Survived: 1
Pclass: 1
Name: Fortune, Miss. Mabel Helen
Sex: female
Age: 23.0
SibSp: 3
Parch: 2
Ticket: 19950
Fare: 263.0
Cabin: C23 C25 C27
Embarked: S", + "PassengerId: 98
Survived: 1
Pclass: 1
Name: Greenfield, Mr. William Bertram
Sex: male
Age: 23.0
SibSp: 0
Parch: 1
Ticket: PC 17759
Fare: 63.3583
Cabin: D10 D12
Embarked: C", + "PassengerId: 99
Survived: 1
Pclass: 2
Name: Doling, Mrs. John T (Ada Julia Bone)
Sex: female
Age: 34.0
SibSp: 0
Parch: 1
Ticket: 231919
Fare: 23.0
Cabin: nan
Embarked: S", + "PassengerId: 107
Survived: 1
Pclass: 3
Name: Salkjelsvik, Miss. Anna Kristine
Sex: female
Age: 21.0
SibSp: 0
Parch: 0
Ticket: 343120
Fare: 7.65
Cabin: nan
Embarked: S", + "PassengerId: 124
Survived: 1
Pclass: 2
Name: Webber, Miss. Susan
Sex: female
Age: 32.5
SibSp: 0
Parch: 0
Ticket: 27267
Fare: 13.0
Cabin: E101
Embarked: S", + "PassengerId: 126
Survived: 1
Pclass: 3
Name: Nicola-Yarred, Master. Elias
Sex: male
Age: 12.0
SibSp: 1
Parch: 0
Ticket: 2651
Fare: 11.2417
Cabin: nan
Embarked: C", + "PassengerId: 128
Survived: 1
Pclass: 3
Name: Madsen, Mr. Fridtjof Arne
Sex: male
Age: 24.0
SibSp: 0
Parch: 0
Ticket: C 17369
Fare: 7.1417
Cabin: nan
Embarked: S", + "PassengerId: 134
Survived: 1
Pclass: 2
Name: Weisz, Mrs. Leopold (Mathilde Francoise Pede)
Sex: female
Age: 29.0
SibSp: 1
Parch: 0
Ticket: 228414
Fare: 26.0
Cabin: nan
Embarked: S", + "PassengerId: 137
Survived: 1
Pclass: 1
Name: Newsom, Miss. Helen Monypeny
Sex: female
Age: 19.0
SibSp: 0
Parch: 2
Ticket: 11752
Fare: 26.2833
Cabin: D47
Embarked: S", + "PassengerId: 142
Survived: 1
Pclass: 3
Name: Nysten, Miss. Anna Sofia
Sex: female
Age: 22.0
SibSp: 0
Parch: 0
Ticket: 347081
Fare: 7.75
Cabin: nan
Embarked: S", + "PassengerId: 143
Survived: 1
Pclass: 3
Name: Hakkarainen, Mrs. Pekka Pietari (Elin Matilda Dolck)
Sex: female
Age: 24.0
SibSp: 1
Parch: 0
Ticket: STON/O2. 3101279
Fare: 15.85
Cabin: nan
Embarked: S", + "PassengerId: 147
Survived: 1
Pclass: 3
Name: Andersson, Mr. August Edvard (\"Wennerstrom\")
Sex: male
Age: 27.0
SibSp: 0
Parch: 0
Ticket: 350043
Fare: 7.7958
Cabin: nan
Embarked: S", + "PassengerId: 152
Survived: 1
Pclass: 1
Name: Pears, Mrs. Thomas (Edith Wearne)
Sex: female
Age: 22.0
SibSp: 1
Parch: 0
Ticket: 113776
Fare: 66.6
Cabin: C2
Embarked: S", + "PassengerId: 157
Survived: 1
Pclass: 3
Name: Gilnagh, Miss. Katherine \"Katie\"
Sex: female
Age: 16.0
SibSp: 0
Parch: 0
Ticket: 35851
Fare: 7.7333
Cabin: nan
Embarked: Q", + "PassengerId: 162
Survived: 1
Pclass: 2
Name: Watt, Mrs. James (Elizabeth \"Bessie\" Inglis Milne)
Sex: female
Age: 40.0
SibSp: 0
Parch: 0
Ticket: C.A. 33595
Fare: 15.75
Cabin: nan
Embarked: S", + "PassengerId: 166
Survived: 1
Pclass: 3
Name: Goldsmith, Master. Frank John William \"Frankie\"
Sex: male
Age: 9.0
SibSp: 0
Parch: 2
Ticket: 363291
Fare: 20.525
Cabin: nan
Embarked: S", + "PassengerId: 173
Survived: 1
Pclass: 3
Name: Johnson, Miss. Eleanor Ileen
Sex: female
Age: 1.0
SibSp: 1
Parch: 1
Ticket: 347742
Fare: 11.1333
Cabin: nan
Embarked: S", + "PassengerId: 184
Survived: 1
Pclass: 2
Name: Becker, Master. Richard F
Sex: male
Age: 1.0
SibSp: 2
Parch: 1
Ticket: 230136
Fare: 39.0
Cabin: F4
Embarked: S", + "PassengerId: 185
Survived: 1
Pclass: 3
Name: Kink-Heilmann, Miss. Luise Gretchen
Sex: female
Age: 4.0
SibSp: 0
Parch: 2
Ticket: 315153
Fare: 22.025
Cabin: nan
Embarked: S", + "PassengerId: 188
Survived: 1
Pclass: 1
Name: Romaine, Mr. Charles Hallace (\"Mr C Rolmane\")
Sex: male
Age: 45.0
SibSp: 0
Parch: 0
Ticket: 111428
Fare: 26.55
Cabin: nan
Embarked: S", + "PassengerId: 191
Survived: 1
Pclass: 2
Name: Pinsky, Mrs. (Rosa)
Sex: female
Age: 32.0
SibSp: 0
Parch: 0
Ticket: 234604
Fare: 13.0
Cabin: nan
Embarked: S", + "PassengerId: 193
Survived: 1
Pclass: 3
Name: Andersen-Jensen, Miss. Carla Christine Nielsine
Sex: female
Age: 19.0
SibSp: 1
Parch: 0
Ticket: 350046
Fare: 7.8542
Cabin: nan
Embarked: S", + "PassengerId: 194
Survived: 1
Pclass: 2
Name: Navratil, Master. Michel M
Sex: male
Age: 3.0
SibSp: 1
Parch: 1
Ticket: 230080
Fare: 26.0
Cabin: F2
Embarked: S", + "PassengerId: 195
Survived: 1
Pclass: 1
Name: Brown, Mrs. James Joseph (Margaret Tobin)
Sex: female
Age: 44.0
SibSp: 0
Parch: 0
Ticket: PC 17610
Fare: 27.7208
Cabin: B4
Embarked: C", + "PassengerId: 196
Survived: 1
Pclass: 1
Name: Lurette, Miss. Elise
Sex: female
Age: 58.0
SibSp: 0
Parch: 0
Ticket: PC 17569
Fare: 146.5208
Cabin: B80
Embarked: C", + "PassengerId: 205
Survived: 1
Pclass: 3
Name: Cohen, Mr. Gurshon \"Gus\"
Sex: male
Age: 18.0
SibSp: 0
Parch: 0
Ticket: A/5 3540
Fare: 8.05
Cabin: nan
Embarked: S", + "PassengerId: 208
Survived: 1
Pclass: 3
Name: Albimona, Mr. Nassef Cassem
Sex: male
Age: 26.0
SibSp: 0
Parch: 0
Ticket: 2699
Fare: 18.7875
Cabin: nan
Embarked: C", + "PassengerId: 209
Survived: 1
Pclass: 3
Name: Carr, Miss. Helen \"Ellen\"
Sex: female
Age: 16.0
SibSp: 0
Parch: 0
Ticket: 367231
Fare: 7.75
Cabin: nan
Embarked: Q", + "PassengerId: 210
Survived: 1
Pclass: 1
Name: Blank, Mr. Henry
Sex: male
Age: 40.0
SibSp: 0
Parch: 0
Ticket: 112277
Fare: 31.0
Cabin: A31
Embarked: C", + "PassengerId: 212
Survived: 1
Pclass: 2
Name: Cameron, Miss. Clear Annie
Sex: female
Age: 35.0
SibSp: 0
Parch: 0
Ticket: F.C.C. 13528
Fare: 21.0
Cabin: nan
Embarked: S", + "PassengerId: 216
Survived: 1
Pclass: 1
Name: Newell, Miss. Madeleine
Sex: female
Age: 31.0
SibSp: 1
Parch: 0
Ticket: 35273
Fare: 113.275
Cabin: D36
Embarked: C", + "PassengerId: 217
Survived: 1
Pclass: 3
Name: Honkanen, Miss. Eliina
Sex: female
Age: 27.0
SibSp: 0
Parch: 0
Ticket: STON/O2. 3101283
Fare: 7.925
Cabin: nan
Embarked: S", + "PassengerId: 219
Survived: 1
Pclass: 1
Name: Bazzani, Miss. Albina
Sex: female
Age: 32.0
SibSp: 0
Parch: 0
Ticket: 11813
Fare: 76.2917
Cabin: D15
Embarked: C", + "PassengerId: 221
Survived: 1
Pclass: 3
Name: Sunderland, Mr. Victor Francis
Sex: male
Age: 16.0
SibSp: 0
Parch: 0
Ticket: SOTON/OQ 392089
Fare: 8.05
Cabin: nan
Embarked: S", + "PassengerId: 225
Survived: 1
Pclass: 1
Name: Hoyt, Mr. Frederick Maxfield
Sex: male
Age: 38.0
SibSp: 1
Parch: 0
Ticket: 19943
Fare: 90.0
Cabin: C93
Embarked: S", + "PassengerId: 227
Survived: 1
Pclass: 2
Name: Mellors, Mr. William John
Sex: male
Age: 19.0
SibSp: 0
Parch: 0
Ticket: SW/PP 751
Fare: 10.5
Cabin: nan
Embarked: S", + "PassengerId: 231
Survived: 1
Pclass: 1
Name: Harris, Mrs. Henry Birkhardt (Irene Wallach)
Sex: female
Age: 35.0
SibSp: 1
Parch: 0
Ticket: 36973
Fare: 83.475
Cabin: C83
Embarked: S", + "PassengerId: 234
Survived: 1
Pclass: 3
Name: Asplund, Miss. Lillian Gertrud
Sex: female
Age: 5.0
SibSp: 4
Parch: 2
Ticket: 347077
Fare: 31.3875
Cabin: nan
Embarked: S", + "PassengerId: 238
Survived: 1
Pclass: 2
Name: Collyer, Miss. Marjorie \"Lottie\"
Sex: female
Age: 8.0
SibSp: 0
Parch: 2
Ticket: C.A. 31921
Fare: 26.25
Cabin: nan
Embarked: S", + "PassengerId: 248
Survived: 1
Pclass: 2
Name: Hamalainen, Mrs. William (Anna)
Sex: female
Age: 24.0
SibSp: 0
Parch: 2
Ticket: 250649
Fare: 14.5
Cabin: nan
Embarked: S", + "PassengerId: 249
Survived: 1
Pclass: 1
Name: Beckwith, Mr. Richard Leonard
Sex: male
Age: 37.0
SibSp: 1
Parch: 1
Ticket: 11751
Fare: 52.5542
Cabin: D35
Embarked: S", + "PassengerId: 256
Survived: 1
Pclass: 3
Name: Touma, Mrs. Darwis (Hanne Youssef Razi)
Sex: female
Age: 29.0
SibSp: 0
Parch: 2
Ticket: 2650
Fare: 15.2458
Cabin: nan
Embarked: C", + "PassengerId: 258
Survived: 1
Pclass: 1
Name: Cherry, Miss. Gladys
Sex: female
Age: 30.0
SibSp: 0
Parch: 0
Ticket: 110152
Fare: 86.5
Cabin: B77
Embarked: S", + "PassengerId: 259
Survived: 1
Pclass: 1
Name: Ward, Miss. Anna
Sex: female
Age: 35.0
SibSp: 0
Parch: 0
Ticket: PC 17755
Fare: 512.3292
Cabin: nan
Embarked: C", + "PassengerId: 260
Survived: 1
Pclass: 2
Name: Parrish, Mrs. (Lutie Davis)
Sex: female
Age: 50.0
SibSp: 0
Parch: 1
Ticket: 230433
Fare: 26.0
Cabin: nan
Embarked: S", + "PassengerId: 262
Survived: 1
Pclass: 3
Name: Asplund, Master. Edvin Rojj Felix
Sex: male
Age: 3.0
SibSp: 4
Parch: 2
Ticket: 347077
Fare: 31.3875
Cabin: nan
Embarked: S", + "PassengerId: 268
Survived: 1
Pclass: 3
Name: Persson, Mr. Ernst Ulrik
Sex: male
Age: 25.0
SibSp: 1
Parch: 0
Ticket: 347083
Fare: 7.775
Cabin: nan
Embarked: S", + "PassengerId: 269
Survived: 1
Pclass: 1
Name: Graham, Mrs. William Thompson (Edith Junkins)
Sex: female
Age: 58.0
SibSp: 0
Parch: 1
Ticket: PC 17582
Fare: 153.4625
Cabin: C125
Embarked: S", + "PassengerId: 270
Survived: 1
Pclass: 1
Name: Bissette, Miss. Amelia
Sex: female
Age: 35.0
SibSp: 0
Parch: 0
Ticket: PC 17760
Fare: 135.6333
Cabin: C99
Embarked: S", + "PassengerId: 272
Survived: 1
Pclass: 3
Name: Tornquist, Mr. William Henry
Sex: male
Age: 25.0
SibSp: 0
Parch: 0
Ticket: LINE
Fare: 0.0
Cabin: nan
Embarked: S", + "PassengerId: 273
Survived: 1
Pclass: 2
Name: Mellinger, Mrs. (Elizabeth Anne Maidment)
Sex: female
Age: 41.0
SibSp: 0
Parch: 1
Ticket: 250644
Fare: 19.5
Cabin: nan
Embarked: S", + "PassengerId: 276
Survived: 1
Pclass: 1
Name: Andrews, Miss. Kornelia Theodosia
Sex: female
Age: 63.0
SibSp: 1
Parch: 0
Ticket: 13502
Fare: 77.9583
Cabin: D7
Embarked: S", + "PassengerId: 280
Survived: 1
Pclass: 3
Name: Abbott, Mrs. Stanton (Rosa Hunt)
Sex: female
Age: 35.0
SibSp: 1
Parch: 1
Ticket: C.A. 2673
Fare: 20.25
Cabin: nan
Embarked: S", + "PassengerId: 284
Survived: 1
Pclass: 3
Name: Dorking, Mr. Edward Arthur
Sex: male
Age: 19.0
SibSp: 0
Parch: 0
Ticket: A/5. 10482
Fare: 8.05
Cabin: nan
Embarked: S", + "PassengerId: 287
Survived: 1
Pclass: 3
Name: de Mulder, Mr. Theodore
Sex: male
Age: 30.0
SibSp: 0
Parch: 0
Ticket: 345774
Fare: 9.5
Cabin: nan
Embarked: S", + "PassengerId: 289
Survived: 1
Pclass: 2
Name: Hosono, Mr. Masabumi
Sex: male
Age: 42.0
SibSp: 0
Parch: 0
Ticket: 237798
Fare: 13.0
Cabin: nan
Embarked: S", + "PassengerId: 290
Survived: 1
Pclass: 3
Name: Connolly, Miss. Kate
Sex: female
Age: 22.0
SibSp: 0
Parch: 0
Ticket: 370373
Fare: 7.75
Cabin: nan
Embarked: Q", + "PassengerId: 291
Survived: 1
Pclass: 1
Name: Barber, Miss. Ellen \"Nellie\"
Sex: female
Age: 26.0
SibSp: 0
Parch: 0
Ticket: 19877
Fare: 78.85
Cabin: nan
Embarked: S", + "PassengerId: 292
Survived: 1
Pclass: 1
Name: Bishop, Mrs. Dickinson H (Helen Walton)
Sex: female
Age: 19.0
SibSp: 1
Parch: 0
Ticket: 11967
Fare: 91.0792
Cabin: B49
Embarked: C", + "PassengerId: 300
Survived: 1
Pclass: 1
Name: Baxter, Mrs. James (Helene DeLaudeniere Chaput)
Sex: female
Age: 50.0
SibSp: 0
Parch: 1
Ticket: PC 17558
Fare: 247.5208
Cabin: B58 B60
Embarked: C", + "PassengerId: 306
Survived: 1
Pclass: 1
Name: Allison, Master. Hudson Trevor
Sex: male
Age: 0.92
SibSp: 1
Parch: 2
Ticket: 113781
Fare: 151.55
Cabin: C22 C26
Embarked: S", + "PassengerId: 308
Survived: 1
Pclass: 1
Name: Penasco y Castellana, Mrs. Victor de Satode (Maria Josefa Perez de Soto y Vallejo)
Sex: female
Age: 17.0
SibSp: 1
Parch: 0
Ticket: PC 17758
Fare: 108.9
Cabin: C65
Embarked: C", + "PassengerId: 310
Survived: 1
Pclass: 1
Name: Francatelli, Miss. Laura Mabel
Sex: female
Age: 30.0
SibSp: 0
Parch: 0
Ticket: PC 17485
Fare: 56.9292
Cabin: E36
Embarked: C", + "PassengerId: 311
Survived: 1
Pclass: 1
Name: Hays, Miss. Margaret Bechstein
Sex: female
Age: 24.0
SibSp: 0
Parch: 0
Ticket: 11767
Fare: 83.1583
Cabin: C54
Embarked: C", + "PassengerId: 312
Survived: 1
Pclass: 1
Name: Ryerson, Miss. Emily Borie
Sex: female
Age: 18.0
SibSp: 2
Parch: 2
Ticket: PC 17608
Fare: 262.375
Cabin: B57 B59 B63 B66
Embarked: C", + "PassengerId: 316
Survived: 1
Pclass: 3
Name: Nilsson, Miss. Helmina Josefina
Sex: female
Age: 26.0
SibSp: 0
Parch: 0
Ticket: 347470
Fare: 7.8542
Cabin: nan
Embarked: S", + "PassengerId: 317
Survived: 1
Pclass: 2
Name: Kantor, Mrs. Sinai (Miriam Sternin)
Sex: female
Age: 24.0
SibSp: 1
Parch: 0
Ticket: 244367
Fare: 26.0
Cabin: nan
Embarked: S", + "PassengerId: 319
Survived: 1
Pclass: 1
Name: Wick, Miss. Mary Natalie
Sex: female
Age: 31.0
SibSp: 0
Parch: 2
Ticket: 36928
Fare: 164.8667
Cabin: C7
Embarked: S", + "PassengerId: 320
Survived: 1
Pclass: 1
Name: Spedden, Mrs. Frederic Oakley (Margaretta Corning Stone)
Sex: female
Age: 40.0
SibSp: 1
Parch: 1
Ticket: 16966
Fare: 134.5
Cabin: E34
Embarked: C", + "PassengerId: 323
Survived: 1
Pclass: 2
Name: Slayter, Miss. Hilda Mary
Sex: female
Age: 30.0
SibSp: 0
Parch: 0
Ticket: 234818
Fare: 12.35
Cabin: nan
Embarked: Q", + "PassengerId: 324
Survived: 1
Pclass: 2
Name: Caldwell, Mrs. Albert Francis (Sylvia Mae Harbaugh)
Sex: female
Age: 22.0
SibSp: 1
Parch: 1
Ticket: 248738
Fare: 29.0
Cabin: nan
Embarked: S", + "PassengerId: 326
Survived: 1
Pclass: 1
Name: Young, Miss. Marie Grice
Sex: female
Age: 36.0
SibSp: 0
Parch: 0
Ticket: PC 17760
Fare: 135.6333
Cabin: C32
Embarked: C", + "PassengerId: 328
Survived: 1
Pclass: 2
Name: Ball, Mrs. (Ada E Hall)
Sex: female
Age: 36.0
SibSp: 0
Parch: 0
Ticket: 28551
Fare: 13.0
Cabin: D
Embarked: S", + "PassengerId: 329
Survived: 1
Pclass: 3
Name: Goldsmith, Mrs. Frank John (Emily Alice Brown)
Sex: female
Age: 31.0
SibSp: 1
Parch: 1
Ticket: 363291
Fare: 20.525
Cabin: nan
Embarked: S", + "PassengerId: 330
Survived: 1
Pclass: 1
Name: Hippach, Miss. Jean Gertrude
Sex: female
Age: 16.0
SibSp: 0
Parch: 1
Ticket: 111361
Fare: 57.9792
Cabin: B18
Embarked: C", + "PassengerId: 338
Survived: 1
Pclass: 1
Name: Burns, Miss. Elizabeth Margaret
Sex: female
Age: 41.0
SibSp: 0
Parch: 0
Ticket: 16966
Fare: 134.5
Cabin: E40
Embarked: C", + "PassengerId: 339
Survived: 1
Pclass: 3
Name: Dahl, Mr. Karl Edwart
Sex: male
Age: 45.0
SibSp: 0
Parch: 0
Ticket: 7598
Fare: 8.05
Cabin: nan
Embarked: S", + "PassengerId: 341
Survived: 1
Pclass: 2
Name: Navratil, Master. Edmond Roger
Sex: male
Age: 2.0
SibSp: 1
Parch: 1
Ticket: 230080
Fare: 26.0
Cabin: F2
Embarked: S", + "PassengerId: 342
Survived: 1
Pclass: 1
Name: Fortune, Miss. Alice Elizabeth
Sex: female
Age: 24.0
SibSp: 3
Parch: 2
Ticket: 19950
Fare: 263.0
Cabin: C23 C25 C27
Embarked: S", + "PassengerId: 346
Survived: 1
Pclass: 2
Name: Brown, Miss. Amelia \"Mildred\"
Sex: female
Age: 24.0
SibSp: 0
Parch: 0
Ticket: 248733
Fare: 13.0
Cabin: F33
Embarked: S", + "PassengerId: 347
Survived: 1
Pclass: 2
Name: Smith, Miss. Marion Elsie
Sex: female
Age: 40.0
SibSp: 0
Parch: 0
Ticket: 31418
Fare: 13.0
Cabin: nan
Embarked: S", + "PassengerId: 349
Survived: 1
Pclass: 3
Name: Coutts, Master. William Loch \"William\"
Sex: male
Age: 3.0
SibSp: 1
Parch: 1
Ticket: C.A. 37671
Fare: 15.9
Cabin: nan
Embarked: S", + "PassengerId: 357
Survived: 1
Pclass: 1
Name: Bowerman, Miss. Elsie Edith
Sex: female
Age: 22.0
SibSp: 0
Parch: 1
Ticket: 113505
Fare: 55.0
Cabin: E33
Embarked: S", + "PassengerId: 367
Survived: 1
Pclass: 1
Name: Warren, Mrs. Frank Manley (Anna Sophia Atkinson)
Sex: female
Age: 60.0
SibSp: 1
Parch: 0
Ticket: 110813
Fare: 75.25
Cabin: D37
Embarked: C", + "PassengerId: 370
Survived: 1
Pclass: 1
Name: Aubart, Mme. Leontine Pauline
Sex: female
Age: 24.0
SibSp: 0
Parch: 0
Ticket: PC 17477
Fare: 69.3
Cabin: B35
Embarked: C", + "PassengerId: 371
Survived: 1
Pclass: 1
Name: Harder, Mr. George Achilles
Sex: male
Age: 25.0
SibSp: 1
Parch: 0
Ticket: 11765
Fare: 55.4417
Cabin: E50
Embarked: C", + "PassengerId: 377
Survived: 1
Pclass: 3
Name: Landergren, Miss. Aurora Adelia
Sex: female
Age: 22.0
SibSp: 0
Parch: 0
Ticket: C 7077
Fare: 7.25
Cabin: nan
Embarked: S", + "PassengerId: 381
Survived: 1
Pclass: 1
Name: Bidois, Miss. Rosalie
Sex: female
Age: 42.0
SibSp: 0
Parch: 0
Ticket: PC 17757
Fare: 227.525
Cabin: nan
Embarked: C", + "PassengerId: 382
Survived: 1
Pclass: 3
Name: Nakid, Miss. Maria (\"Mary\")
Sex: female
Age: 1.0
SibSp: 0
Parch: 2
Ticket: 2653
Fare: 15.7417
Cabin: nan
Embarked: C", + "PassengerId: 384
Survived: 1
Pclass: 1
Name: Holverson, Mrs. Alexander Oskar (Mary Aline Towner)
Sex: female
Age: 35.0
SibSp: 1
Parch: 0
Ticket: 113789
Fare: 52.0
Cabin: nan
Embarked: S", + "PassengerId: 388
Survived: 1
Pclass: 2
Name: Buss, Miss. Kate
Sex: female
Age: 36.0
SibSp: 0
Parch: 0
Ticket: 27849
Fare: 13.0
Cabin: nan
Embarked: S", + "PassengerId: 390
Survived: 1
Pclass: 2
Name: Lehmann, Miss. Bertha
Sex: female
Age: 17.0
SibSp: 0
Parch: 0
Ticket: SC 1748
Fare: 12.0
Cabin: nan
Embarked: C", + "PassengerId: 391
Survived: 1
Pclass: 1
Name: Carter, Mr. William Ernest
Sex: male
Age: 36.0
SibSp: 1
Parch: 2
Ticket: 113760
Fare: 120.0
Cabin: B96 B98
Embarked: S", + "PassengerId: 392
Survived: 1
Pclass: 3
Name: Jansson, Mr. Carl Olof
Sex: male
Age: 21.0
SibSp: 0
Parch: 0
Ticket: 350034
Fare: 7.7958
Cabin: nan
Embarked: S", + "PassengerId: 394
Survived: 1
Pclass: 1
Name: Newell, Miss. Marjorie
Sex: female
Age: 23.0
SibSp: 1
Parch: 0
Ticket: 35273
Fare: 113.275
Cabin: D36
Embarked: C", + "PassengerId: 395
Survived: 1
Pclass: 3
Name: Sandstrom, Mrs. Hjalmar (Agnes Charlotta Bengtsson)
Sex: female
Age: 24.0
SibSp: 0
Parch: 2
Ticket: PP 9549
Fare: 16.7
Cabin: G6
Embarked: S", + "PassengerId: 400
Survived: 1
Pclass: 2
Name: Trout, Mrs. William H (Jessie L)
Sex: female
Age: 28.0
SibSp: 0
Parch: 0
Ticket: 240929
Fare: 12.65
Cabin: nan
Embarked: S", + "PassengerId: 401
Survived: 1
Pclass: 3
Name: Niskanen, Mr. Juha
Sex: male
Age: 39.0
SibSp: 0
Parch: 0
Ticket: STON/O 2. 3101289
Fare: 7.925
Cabin: nan
Embarked: S", + "PassengerId: 408
Survived: 1
Pclass: 2
Name: Richards, Master. William Rowe
Sex: male
Age: 3.0
SibSp: 1
Parch: 1
Ticket: 29106
Fare: 18.75
Cabin: nan
Embarked: S", + "PassengerId: 413
Survived: 1
Pclass: 1
Name: Minahan, Miss. Daisy E
Sex: female
Age: 33.0
SibSp: 1
Parch: 0
Ticket: 19928
Fare: 90.0
Cabin: C78
Embarked: Q", + "PassengerId: 415
Survived: 1
Pclass: 3
Name: Sundman, Mr. Johan Julian
Sex: male
Age: 44.0
SibSp: 0
Parch: 0
Ticket: STON/O 2. 3101269
Fare: 7.925
Cabin: nan
Embarked: S", + "PassengerId: 417
Survived: 1
Pclass: 2
Name: Drew, Mrs. James Vivian (Lulu Thorne Christian)
Sex: female
Age: 34.0
SibSp: 1
Parch: 1
Ticket: 28220
Fare: 32.5
Cabin: nan
Embarked: S", + "PassengerId: 418
Survived: 1
Pclass: 2
Name: Silven, Miss. Lyyli Karoliina
Sex: female
Age: 18.0
SibSp: 0
Parch: 2
Ticket: 250652
Fare: 13.0
Cabin: nan
Embarked: S", + "PassengerId: 427
Survived: 1
Pclass: 2
Name: Clarke, Mrs. Charles V (Ada Maria Winfield)
Sex: female
Age: 28.0
SibSp: 1
Parch: 0
Ticket: 2003
Fare: 26.0
Cabin: nan
Embarked: S", + "PassengerId: 428
Survived: 1
Pclass: 2
Name: Phillips, Miss. Kate Florence (\"Mrs Kate Louise Phillips Marshall\")
Sex: female
Age: 19.0
SibSp: 0
Parch: 0
Ticket: 250655
Fare: 26.0
Cabin: nan
Embarked: S", + "PassengerId: 430
Survived: 1
Pclass: 3
Name: Pickard, Mr. Berk (Berk Trembisky)
Sex: male
Age: 32.0
SibSp: 0
Parch: 0
Ticket: SOTON/O.Q. 392078
Fare: 8.05
Cabin: E10
Embarked: S", + "PassengerId: 431
Survived: 1
Pclass: 1
Name: Bjornstrom-Steffansson, Mr. Mauritz Hakan
Sex: male
Age: 28.0
SibSp: 0
Parch: 0
Ticket: 110564
Fare: 26.55
Cabin: C52
Embarked: S", + "PassengerId: 433
Survived: 1
Pclass: 2
Name: Louch, Mrs. Charles Alexander (Alice Adelaide Slow)
Sex: female
Age: 42.0
SibSp: 1
Parch: 0
Ticket: SC/AH 3085
Fare: 26.0
Cabin: nan
Embarked: S", + "PassengerId: 436
Survived: 1
Pclass: 1
Name: Carter, Miss. Lucile Polk
Sex: female
Age: 14.0
SibSp: 1
Parch: 2
Ticket: 113760
Fare: 120.0
Cabin: B96 B98
Embarked: S", + "PassengerId: 438
Survived: 1
Pclass: 2
Name: Richards, Mrs. Sidney (Emily Hocking)
Sex: female
Age: 24.0
SibSp: 2
Parch: 3
Ticket: 29106
Fare: 18.75
Cabin: nan
Embarked: S", + "PassengerId: 441
Survived: 1
Pclass: 2
Name: Hart, Mrs. Benjamin (Esther Ada Bloomfield)
Sex: female
Age: 45.0
SibSp: 1
Parch: 1
Ticket: F.C.C. 13529
Fare: 26.25
Cabin: nan
Embarked: S", + "PassengerId: 444
Survived: 1
Pclass: 2
Name: Reynaldo, Ms. Encarnacion
Sex: female
Age: 28.0
SibSp: 0
Parch: 0
Ticket: 230434
Fare: 13.0
Cabin: nan
Embarked: S", + "PassengerId: 446
Survived: 1
Pclass: 1
Name: Dodge, Master. Washington
Sex: male
Age: 4.0
SibSp: 0
Parch: 2
Ticket: 33638
Fare: 81.8583
Cabin: A34
Embarked: S", + "PassengerId: 447
Survived: 1
Pclass: 2
Name: Mellinger, Miss. Madeleine Violet
Sex: female
Age: 13.0
SibSp: 0
Parch: 1
Ticket: 250644
Fare: 19.5
Cabin: nan
Embarked: S", + "PassengerId: 448
Survived: 1
Pclass: 1
Name: Seward, Mr. Frederic Kimber
Sex: male
Age: 34.0
SibSp: 0
Parch: 0
Ticket: 113794
Fare: 26.55
Cabin: nan
Embarked: S", + "PassengerId: 449
Survived: 1
Pclass: 3
Name: Baclini, Miss. Marie Catherine
Sex: female
Age: 5.0
SibSp: 2
Parch: 1
Ticket: 2666
Fare: 19.2583
Cabin: nan
Embarked: C", + "PassengerId: 450
Survived: 1
Pclass: 1
Name: Peuchen, Major. Arthur Godfrey
Sex: male
Age: 52.0
SibSp: 0
Parch: 0
Ticket: 113786
Fare: 30.5
Cabin: C104
Embarked: S", + "PassengerId: 454
Survived: 1
Pclass: 1
Name: Goldenberg, Mr. Samuel L
Sex: male
Age: 49.0
SibSp: 1
Parch: 0
Ticket: 17453
Fare: 89.1042
Cabin: C92
Embarked: C", + "PassengerId: 456
Survived: 1
Pclass: 3
Name: Jalsevac, Mr. Ivan
Sex: male
Age: 29.0
SibSp: 0
Parch: 0
Ticket: 349240
Fare: 7.8958
Cabin: nan
Embarked: C", + "PassengerId: 459
Survived: 1
Pclass: 2
Name: Toomey, Miss. Ellen
Sex: female
Age: 50.0
SibSp: 0
Parch: 0
Ticket: F.C.C. 13531
Fare: 10.5
Cabin: nan
Embarked: S", + "PassengerId: 461
Survived: 1
Pclass: 1
Name: Anderson, Mr. Harry
Sex: male
Age: 48.0
SibSp: 0
Parch: 0
Ticket: 19952
Fare: 26.55
Cabin: E12
Embarked: S", + "PassengerId: 470
Survived: 1
Pclass: 3
Name: Baclini, Miss. Helene Barbara
Sex: female
Age: 0.75
SibSp: 2
Parch: 1
Ticket: 2666
Fare: 19.2583
Cabin: nan
Embarked: C", + "PassengerId: 473
Survived: 1
Pclass: 2
Name: West, Mrs. Edwy Arthur (Ada Mary Worth)
Sex: female
Age: 33.0
SibSp: 1
Parch: 2
Ticket: C.A. 34651
Fare: 27.75
Cabin: nan
Embarked: S", + "PassengerId: 474
Survived: 1
Pclass: 2
Name: Jerwan, Mrs. Amin S (Marie Marthe Thuillard)
Sex: female
Age: 23.0
SibSp: 0
Parch: 0
Ticket: SC/AH Basle 541
Fare: 13.7917
Cabin: D
Embarked: C", + "PassengerId: 480
Survived: 1
Pclass: 3
Name: Hirvonen, Miss. Hildur E
Sex: female
Age: 2.0
SibSp: 0
Parch: 1
Ticket: 3101298
Fare: 12.2875
Cabin: nan
Embarked: S", + "PassengerId: 484
Survived: 1
Pclass: 3
Name: Turkula, Mrs. (Hedwig)
Sex: female
Age: 63.0
SibSp: 0
Parch: 0
Ticket: 4134
Fare: 9.5875
Cabin: nan
Embarked: S", + "PassengerId: 485
Survived: 1
Pclass: 1
Name: Bishop, Mr. Dickinson H
Sex: male
Age: 25.0
SibSp: 1
Parch: 0
Ticket: 11967
Fare: 91.0792
Cabin: B49
Embarked: C", + "PassengerId: 487
Survived: 1
Pclass: 1
Name: Hoyt, Mrs. Frederick Maxfield (Jane Anne Forby)
Sex: female
Age: 35.0
SibSp: 1
Parch: 0
Ticket: 19943
Fare: 90.0
Cabin: C93
Embarked: S", + "PassengerId: 490
Survived: 1
Pclass: 3
Name: Coutts, Master. Eden Leslie \"Neville\"
Sex: male
Age: 9.0
SibSp: 1
Parch: 1
Ticket: C.A. 37671
Fare: 15.9
Cabin: nan
Embarked: S", + "PassengerId: 497
Survived: 1
Pclass: 1
Name: Eustis, Miss. Elizabeth Mussey
Sex: female
Age: 54.0
SibSp: 1
Parch: 0
Ticket: 36947
Fare: 78.2667
Cabin: D20
Embarked: C", + "PassengerId: 505
Survived: 1
Pclass: 1
Name: Maioni, Miss. Roberta
Sex: female
Age: 16.0
SibSp: 0
Parch: 0
Ticket: 110152
Fare: 86.5
Cabin: B79
Embarked: S", + "PassengerId: 507
Survived: 1
Pclass: 2
Name: Quick, Mrs. Frederick Charles (Jane Richards)
Sex: female
Age: 33.0
SibSp: 0
Parch: 2
Ticket: 26360
Fare: 26.0
Cabin: nan
Embarked: S", + "PassengerId: 510
Survived: 1
Pclass: 3
Name: Lang, Mr. Fang
Sex: male
Age: 26.0
SibSp: 0
Parch: 0
Ticket: 1601
Fare: 56.4958
Cabin: nan
Embarked: S", + "PassengerId: 511
Survived: 1
Pclass: 3
Name: Daly, Mr. Eugene Patrick
Sex: male
Age: 29.0
SibSp: 0
Parch: 0
Ticket: 382651
Fare: 7.75
Cabin: nan
Embarked: Q", + "PassengerId: 513
Survived: 1
Pclass: 1
Name: McGough, Mr. James Robert
Sex: male
Age: 36.0
SibSp: 0
Parch: 0
Ticket: PC 17473
Fare: 26.2875
Cabin: E25
Embarked: S", + "PassengerId: 514
Survived: 1
Pclass: 1
Name: Rothschild, Mrs. Martin (Elizabeth L. Barrett)
Sex: female
Age: 54.0
SibSp: 1
Parch: 0
Ticket: PC 17603
Fare: 59.4
Cabin: nan
Embarked: C", + "PassengerId: 517
Survived: 1
Pclass: 2
Name: Lemore, Mrs. (Amelia Milley)
Sex: female
Age: 34.0
SibSp: 0
Parch: 0
Ticket: C.A. 34260
Fare: 10.5
Cabin: F33
Embarked: S", + "PassengerId: 519
Survived: 1
Pclass: 2
Name: Angle, Mrs. William A (Florence \"Mary\" Agnes Hughes)
Sex: female
Age: 36.0
SibSp: 1
Parch: 0
Ticket: 226875
Fare: 26.0
Cabin: nan
Embarked: S", + "PassengerId: 521
Survived: 1
Pclass: 1
Name: Perreault, Miss. Anne
Sex: female
Age: 30.0
SibSp: 0
Parch: 0
Ticket: 12749
Fare: 93.5
Cabin: B73
Embarked: S", + "PassengerId: 524
Survived: 1
Pclass: 1
Name: Hippach, Mrs. Louis Albert (Ida Sophia Fischer)
Sex: female
Age: 44.0
SibSp: 0
Parch: 1
Ticket: 111361
Fare: 57.9792
Cabin: B18
Embarked: C", + "PassengerId: 527
Survived: 1
Pclass: 2
Name: Ridsdale, Miss. Lucy
Sex: female
Age: 50.0
SibSp: 0
Parch: 0
Ticket: W./C. 14258
Fare: 10.5
Cabin: nan
Embarked: S", + "PassengerId: 531
Survived: 1
Pclass: 2
Name: Quick, Miss. Phyllis May
Sex: female
Age: 2.0
SibSp: 1
Parch: 1
Ticket: 26360
Fare: 26.0
Cabin: nan
Embarked: S", + "PassengerId: 536
Survived: 1
Pclass: 2
Name: Hart, Miss. Eva Miriam
Sex: female
Age: 7.0
SibSp: 0
Parch: 2
Ticket: F.C.C. 13529
Fare: 26.25
Cabin: nan
Embarked: S", + "PassengerId: 538
Survived: 1
Pclass: 1
Name: LeRoy, Miss. Bertha
Sex: female
Age: 30.0
SibSp: 0
Parch: 0
Ticket: PC 17761
Fare: 106.425
Cabin: nan
Embarked: C", + "PassengerId: 540
Survived: 1
Pclass: 1
Name: Frolicher, Miss. Hedwig Margaritha
Sex: female
Age: 22.0
SibSp: 0
Parch: 2
Ticket: 13568
Fare: 49.5
Cabin: B39
Embarked: C", + "PassengerId: 541
Survived: 1
Pclass: 1
Name: Crosby, Miss. Harriet R
Sex: female
Age: 36.0
SibSp: 0
Parch: 2
Ticket: WE/P 5735
Fare: 71.0
Cabin: B22
Embarked: S", + "PassengerId: 544
Survived: 1
Pclass: 2
Name: Beane, Mr. Edward
Sex: male
Age: 32.0
SibSp: 1
Parch: 0
Ticket: 2908
Fare: 26.0
Cabin: nan
Embarked: S", + "PassengerId: 547
Survived: 1
Pclass: 2
Name: Beane, Mrs. Edward (Ethel Clarke)
Sex: female
Age: 19.0
SibSp: 1
Parch: 0
Ticket: 2908
Fare: 26.0
Cabin: nan
Embarked: S", + "PassengerId: 550
Survived: 1
Pclass: 2
Name: Davies, Master. John Morgan Jr
Sex: male
Age: 8.0
SibSp: 1
Parch: 1
Ticket: C.A. 33112
Fare: 36.75
Cabin: nan
Embarked: S", + "PassengerId: 551
Survived: 1
Pclass: 1
Name: Thayer, Mr. John Borland Jr
Sex: male
Age: 17.0
SibSp: 0
Parch: 2
Ticket: 17421
Fare: 110.8833
Cabin: C70
Embarked: C", + "PassengerId: 554
Survived: 1
Pclass: 3
Name: Leeni, Mr. Fahim (\"Philip Zenni\")
Sex: male
Age: 22.0
SibSp: 0
Parch: 0
Ticket: 2620
Fare: 7.225
Cabin: nan
Embarked: C", + "PassengerId: 555
Survived: 1
Pclass: 3
Name: Ohman, Miss. Velin
Sex: female
Age: 22.0
SibSp: 0
Parch: 0
Ticket: 347085
Fare: 7.775
Cabin: nan
Embarked: S", + "PassengerId: 557
Survived: 1
Pclass: 1
Name: Duff Gordon, Lady. (Lucille Christiana Sutherland) (\"Mrs Morgan\")
Sex: female
Age: 48.0
SibSp: 1
Parch: 0
Ticket: 11755
Fare: 39.6
Cabin: A16
Embarked: C", + "PassengerId: 559
Survived: 1
Pclass: 1
Name: Taussig, Mrs. Emil (Tillie Mandelbaum)
Sex: female
Age: 39.0
SibSp: 1
Parch: 1
Ticket: 110413
Fare: 79.65
Cabin: E67
Embarked: S", + "PassengerId: 560
Survived: 1
Pclass: 3
Name: de Messemaeker, Mrs. Guillaume Joseph (Emma)
Sex: female
Age: 36.0
SibSp: 1
Parch: 0
Ticket: 345572
Fare: 17.4
Cabin: nan
Embarked: S", + "PassengerId: 570
Survived: 1
Pclass: 3
Name: Jonsson, Mr. Carl
Sex: male
Age: 32.0
SibSp: 0
Parch: 0
Ticket: 350417
Fare: 7.8542
Cabin: nan
Embarked: S", + "PassengerId: 571
Survived: 1
Pclass: 2
Name: Harris, Mr. George
Sex: male
Age: 62.0
SibSp: 0
Parch: 0
Ticket: S.W./PP 752
Fare: 10.5
Cabin: nan
Embarked: S", + "PassengerId: 572
Survived: 1
Pclass: 1
Name: Appleton, Mrs. Edward Dale (Charlotte Lamson)
Sex: female
Age: 53.0
SibSp: 2
Parch: 0
Ticket: 11769
Fare: 51.4792
Cabin: C101
Embarked: S", + "PassengerId: 573
Survived: 1
Pclass: 1
Name: Flynn, Mr. John Irwin (\"Irving\")
Sex: male
Age: 36.0
SibSp: 0
Parch: 0
Ticket: PC 17474
Fare: 26.3875
Cabin: E25
Embarked: S", + "PassengerId: 577
Survived: 1
Pclass: 2
Name: Garside, Miss. Ethel
Sex: female
Age: 34.0
SibSp: 0
Parch: 0
Ticket: 243880
Fare: 13.0
Cabin: nan
Embarked: S", + "PassengerId: 578
Survived: 1
Pclass: 1
Name: Silvey, Mrs. William Baird (Alice Munger)
Sex: female
Age: 39.0
SibSp: 1
Parch: 0
Ticket: 13507
Fare: 55.9
Cabin: E44
Embarked: S", + "PassengerId: 580
Survived: 1
Pclass: 3
Name: Jussila, Mr. Eiriik
Sex: male
Age: 32.0
SibSp: 0
Parch: 0
Ticket: STON/O 2. 3101286
Fare: 7.925
Cabin: nan
Embarked: S", + "PassengerId: 581
Survived: 1
Pclass: 2
Name: Christy, Miss. Julie Rachel
Sex: female
Age: 25.0
SibSp: 1
Parch: 1
Ticket: 237789
Fare: 30.0
Cabin: nan
Embarked: S", + "PassengerId: 582
Survived: 1
Pclass: 1
Name: Thayer, Mrs. John Borland (Marian Longstreth Morris)
Sex: female
Age: 39.0
SibSp: 1
Parch: 1
Ticket: 17421
Fare: 110.8833
Cabin: C68
Embarked: C", + "PassengerId: 586
Survived: 1
Pclass: 1
Name: Taussig, Miss. Ruth
Sex: female
Age: 18.0
SibSp: 0
Parch: 2
Ticket: 110413
Fare: 79.65
Cabin: E68
Embarked: S", + "PassengerId: 588
Survived: 1
Pclass: 1
Name: Frolicher-Stehli, Mr. Maxmillian
Sex: male
Age: 60.0
SibSp: 1
Parch: 1
Ticket: 13567
Fare: 79.2
Cabin: B41
Embarked: C", + "PassengerId: 592
Survived: 1
Pclass: 1
Name: Stephenson, Mrs. Walter Bertram (Martha Eustis)
Sex: female
Age: 52.0
SibSp: 1
Parch: 0
Ticket: 36947
Fare: 78.2667
Cabin: D20
Embarked: C", + "PassengerId: 600
Survived: 1
Pclass: 1
Name: Duff Gordon, Sir. Cosmo Edmund (\"Mr Morgan\")
Sex: male
Age: 49.0
SibSp: 1
Parch: 0
Ticket: PC 17485
Fare: 56.9292
Cabin: A20
Embarked: C", + "PassengerId: 601
Survived: 1
Pclass: 2
Name: Jacobsohn, Mrs. Sidney Samuel (Amy Frances Christy)
Sex: female
Age: 24.0
SibSp: 2
Parch: 1
Ticket: 243847
Fare: 27.0
Cabin: nan
Embarked: S", + "PassengerId: 605
Survived: 1
Pclass: 1
Name: Homer, Mr. Harry (\"Mr E Haven\")
Sex: male
Age: 35.0
SibSp: 0
Parch: 0
Ticket: 111426
Fare: 26.55
Cabin: nan
Embarked: C", + "PassengerId: 608
Survived: 1
Pclass: 1
Name: Daniel, Mr. Robert Williams
Sex: male
Age: 27.0
SibSp: 0
Parch: 0
Ticket: 113804
Fare: 30.5
Cabin: nan
Embarked: S", + "PassengerId: 609
Survived: 1
Pclass: 2
Name: Laroche, Mrs. Joseph (Juliette Marie Louise Lafargue)
Sex: female
Age: 22.0
SibSp: 1
Parch: 2
Ticket: SC/Paris 2123
Fare: 41.5792
Cabin: nan
Embarked: C", + "PassengerId: 610
Survived: 1
Pclass: 1
Name: Shutes, Miss. Elizabeth W
Sex: female
Age: 40.0
SibSp: 0
Parch: 0
Ticket: PC 17582
Fare: 153.4625
Cabin: C125
Embarked: S", + "PassengerId: 616
Survived: 1
Pclass: 2
Name: Herman, Miss. Alice
Sex: female
Age: 24.0
SibSp: 1
Parch: 2
Ticket: 220845
Fare: 65.0
Cabin: nan
Embarked: S", + "PassengerId: 619
Survived: 1
Pclass: 2
Name: Becker, Miss. Marion Louise
Sex: female
Age: 4.0
SibSp: 2
Parch: 1
Ticket: 230136
Fare: 39.0
Cabin: F4
Embarked: S", + "PassengerId: 622
Survived: 1
Pclass: 1
Name: Kimball, Mr. Edwin Nelson Jr
Sex: male
Age: 42.0
SibSp: 1
Parch: 0
Ticket: 11753
Fare: 52.5542
Cabin: D19
Embarked: S", + "PassengerId: 623
Survived: 1
Pclass: 3
Name: Nakid, Mr. Sahid
Sex: male
Age: 20.0
SibSp: 1
Parch: 1
Ticket: 2653
Fare: 15.7417
Cabin: nan
Embarked: C", + "PassengerId: 628
Survived: 1
Pclass: 1
Name: Longley, Miss. Gretchen Fiske
Sex: female
Age: 21.0
SibSp: 0
Parch: 0
Ticket: 13502
Fare: 77.9583
Cabin: D9
Embarked: S", + "PassengerId: 631
Survived: 1
Pclass: 1
Name: Barkworth, Mr. Algernon Henry Wilson
Sex: male
Age: 80.0
SibSp: 0
Parch: 0
Ticket: 27042
Fare: 30.0
Cabin: A23
Embarked: S", + "PassengerId: 633
Survived: 1
Pclass: 1
Name: Stahelin-Maeglin, Dr. Max
Sex: male
Age: 32.0
SibSp: 0
Parch: 0
Ticket: 13214
Fare: 30.5
Cabin: B50
Embarked: C", + "PassengerId: 636
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Pclass: 2
Name: Davis, Miss. Mary
Sex: female
Age: 28.0
SibSp: 0
Parch: 0
Ticket: 237668
Fare: 13.0
Cabin: nan
Embarked: S", + "PassengerId: 642
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Pclass: 1
Name: Sagesser, Mlle. Emma
Sex: female
Age: 24.0
SibSp: 0
Parch: 0
Ticket: PC 17477
Fare: 69.3
Cabin: B35
Embarked: C", + "PassengerId: 645
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Pclass: 3
Name: Baclini, Miss. Eugenie
Sex: female
Age: 0.75
SibSp: 2
Parch: 1
Ticket: 2666
Fare: 19.2583
Cabin: nan
Embarked: C", + "PassengerId: 646
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Pclass: 1
Name: Harper, Mr. Henry Sleeper
Sex: male
Age: 48.0
SibSp: 1
Parch: 0
Ticket: PC 17572
Fare: 76.7292
Cabin: D33
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Pclass: 1
Name: Simonius-Blumer, Col. Oberst Alfons
Sex: male
Age: 56.0
SibSp: 0
Parch: 0
Ticket: 13213
Fare: 35.5
Cabin: A26
Embarked: C", + "PassengerId: 650
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Pclass: 3
Name: Stanley, Miss. Amy Zillah Elsie
Sex: female
Age: 23.0
SibSp: 0
Parch: 0
Ticket: CA. 2314
Fare: 7.55
Cabin: nan
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Pclass: 2
Name: Doling, Miss. Elsie
Sex: female
Age: 18.0
SibSp: 0
Parch: 1
Ticket: 231919
Fare: 23.0
Cabin: nan
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Pclass: 1
Name: Frauenthal, Dr. Henry William
Sex: male
Age: 50.0
SibSp: 2
Parch: 0
Ticket: PC 17611
Fare: 133.65
Cabin: nan
Embarked: S", + "PassengerId: 665
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Pclass: 3
Name: Lindqvist, Mr. Eino William
Sex: male
Age: 20.0
SibSp: 1
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Ticket: STON/O 2. 3101285
Fare: 7.925
Cabin: nan
Embarked: S", + "PassengerId: 671
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Pclass: 2
Name: Brown, Mrs. Thomas William Solomon (Elizabeth Catherine Ford)
Sex: female
Age: 40.0
SibSp: 1
Parch: 1
Ticket: 29750
Fare: 39.0
Cabin: nan
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Pclass: 2
Name: Wilhelms, Mr. Charles
Sex: male
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SibSp: 0
Parch: 0
Ticket: 244270
Fare: 13.0
Cabin: nan
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Pclass: 3
Name: Turja, Miss. Anna Sofia
Sex: female
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SibSp: 0
Parch: 0
Ticket: 4138
Fare: 9.8417
Cabin: nan
Embarked: S", + "PassengerId: 680
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Pclass: 1
Name: Cardeza, Mr. Thomas Drake Martinez
Sex: male
Age: 36.0
SibSp: 0
Parch: 1
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Fare: 512.3292
Cabin: B51 B53 B55
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Survived: 1
Pclass: 1
Name: Hassab, Mr. Hammad
Sex: male
Age: 27.0
SibSp: 0
Parch: 0
Ticket: PC 17572
Fare: 76.7292
Cabin: D49
Embarked: C", + "PassengerId: 690
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Pclass: 1
Name: Madill, Miss. Georgette Alexandra
Sex: female
Age: 15.0
SibSp: 0
Parch: 1
Ticket: 24160
Fare: 211.3375
Cabin: B5
Embarked: S", + "PassengerId: 691
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Pclass: 1
Name: Dick, Mr. Albert Adrian
Sex: male
Age: 31.0
SibSp: 1
Parch: 0
Ticket: 17474
Fare: 57.0
Cabin: B20
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Pclass: 3
Name: Karun, Miss. Manca
Sex: female
Age: 4.0
SibSp: 0
Parch: 1
Ticket: 349256
Fare: 13.4167
Cabin: nan
Embarked: C", + "PassengerId: 701
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Pclass: 1
Name: Astor, Mrs. John Jacob (Madeleine Talmadge Force)
Sex: female
Age: 18.0
SibSp: 1
Parch: 0
Ticket: PC 17757
Fare: 227.525
Cabin: C62 C64
Embarked: C", + "PassengerId: 702
Survived: 1
Pclass: 1
Name: Silverthorne, Mr. Spencer Victor
Sex: male
Age: 35.0
SibSp: 0
Parch: 0
Ticket: PC 17475
Fare: 26.2875
Cabin: E24
Embarked: S", + "PassengerId: 707
Survived: 1
Pclass: 2
Name: Kelly, Mrs. Florence \"Fannie\"
Sex: female
Age: 45.0
SibSp: 0
Parch: 0
Ticket: 223596
Fare: 13.5
Cabin: nan
Embarked: S", + "PassengerId: 708
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Pclass: 1
Name: Calderhead, Mr. Edward Pennington
Sex: male
Age: 42.0
SibSp: 0
Parch: 0
Ticket: PC 17476
Fare: 26.2875
Cabin: E24
Embarked: S", + "PassengerId: 709
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Pclass: 1
Name: Cleaver, Miss. Alice
Sex: female
Age: 22.0
SibSp: 0
Parch: 0
Ticket: 113781
Fare: 151.55
Cabin: nan
Embarked: S", + "PassengerId: 711
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Pclass: 1
Name: Mayne, Mlle. Berthe Antonine (\"Mrs de Villiers\")
Sex: female
Age: 24.0
SibSp: 0
Parch: 0
Ticket: PC 17482
Fare: 49.5042
Cabin: C90
Embarked: C", + "PassengerId: 713
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Pclass: 1
Name: Taylor, Mr. Elmer Zebley
Sex: male
Age: 48.0
SibSp: 1
Parch: 0
Ticket: 19996
Fare: 52.0
Cabin: C126
Embarked: S", + "PassengerId: 717
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Pclass: 1
Name: Endres, Miss. Caroline Louise
Sex: female
Age: 38.0
SibSp: 0
Parch: 0
Ticket: PC 17757
Fare: 227.525
Cabin: C45
Embarked: C", + "PassengerId: 718
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Pclass: 2
Name: Troutt, Miss. Edwina Celia \"Winnie\"
Sex: female
Age: 27.0
SibSp: 0
Parch: 0
Ticket: 34218
Fare: 10.5
Cabin: E101
Embarked: S", + "PassengerId: 721
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Pclass: 2
Name: Harper, Miss. Annie Jessie \"Nina\"
Sex: female
Age: 6.0
SibSp: 0
Parch: 1
Ticket: 248727
Fare: 33.0
Cabin: nan
Embarked: S", + "PassengerId: 725
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Pclass: 1
Name: Chambers, Mr. Norman Campbell
Sex: male
Age: 27.0
SibSp: 1
Parch: 0
Ticket: 113806
Fare: 53.1
Cabin: E8
Embarked: S", + "PassengerId: 727
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Pclass: 2
Name: Renouf, Mrs. Peter Henry (Lillian Jefferys)
Sex: female
Age: 30.0
SibSp: 3
Parch: 0
Ticket: 31027
Fare: 21.0
Cabin: nan
Embarked: S", + "PassengerId: 731
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Pclass: 1
Name: Allen, Miss. Elisabeth Walton
Sex: female
Age: 29.0
SibSp: 0
Parch: 0
Ticket: 24160
Fare: 211.3375
Cabin: B5
Embarked: S", + "PassengerId: 738
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Pclass: 1
Name: Lesurer, Mr. Gustave J
Sex: male
Age: 35.0
SibSp: 0
Parch: 0
Ticket: PC 17755
Fare: 512.3292
Cabin: B101
Embarked: C", + "PassengerId: 743
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Pclass: 1
Name: Ryerson, Miss. Susan Parker \"Suzette\"
Sex: female
Age: 21.0
SibSp: 2
Parch: 2
Ticket: PC 17608
Fare: 262.375
Cabin: B57 B59 B63 B66
Embarked: C", + "PassengerId: 745
Survived: 1
Pclass: 3
Name: Stranden, Mr. Juho
Sex: male
Age: 31.0
SibSp: 0
Parch: 0
Ticket: STON/O 2. 3101288
Fare: 7.925
Cabin: nan
Embarked: S", + "PassengerId: 748
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Pclass: 2
Name: Sinkkonen, Miss. Anna
Sex: female
Age: 30.0
SibSp: 0
Parch: 0
Ticket: 250648
Fare: 13.0
Cabin: nan
Embarked: S", + "PassengerId: 751
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Pclass: 2
Name: Wells, Miss. Joan
Sex: female
Age: 4.0
SibSp: 1
Parch: 1
Ticket: 29103
Fare: 23.0
Cabin: nan
Embarked: S", + "PassengerId: 752
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Pclass: 3
Name: Moor, Master. Meier
Sex: male
Age: 6.0
SibSp: 0
Parch: 1
Ticket: 392096
Fare: 12.475
Cabin: E121
Embarked: S", + "PassengerId: 755
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Pclass: 2
Name: Herman, Mrs. Samuel (Jane Laver)
Sex: female
Age: 48.0
SibSp: 1
Parch: 2
Ticket: 220845
Fare: 65.0
Cabin: nan
Embarked: S", + "PassengerId: 756
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Pclass: 2
Name: Hamalainen, Master. Viljo
Sex: male
Age: 0.67
SibSp: 1
Parch: 1
Ticket: 250649
Fare: 14.5
Cabin: nan
Embarked: S", + "PassengerId: 760
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Pclass: 1
Name: Rothes, the Countess. of (Lucy Noel Martha Dyer-Edwards)
Sex: female
Age: 33.0
SibSp: 0
Parch: 0
Ticket: 110152
Fare: 86.5
Cabin: B77
Embarked: S", + "PassengerId: 763
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Pclass: 3
Name: Barah, Mr. Hanna Assi
Sex: male
Age: 20.0
SibSp: 0
Parch: 0
Ticket: 2663
Fare: 7.2292
Cabin: nan
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Pclass: 1
Name: Carter, Mrs. William Ernest (Lucile Polk)
Sex: female
Age: 36.0
SibSp: 1
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Ticket: 113760
Fare: 120.0
Cabin: B96 B98
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Pclass: 1
Name: Hogeboom, Mrs. John C (Anna Andrews)
Sex: female
Age: 51.0
SibSp: 1
Parch: 0
Ticket: 13502
Fare: 77.9583
Cabin: D11
Embarked: S", + "PassengerId: 775
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Pclass: 2
Name: Hocking, Mrs. Elizabeth (Eliza Needs)
Sex: female
Age: 54.0
SibSp: 1
Parch: 3
Ticket: 29105
Fare: 23.0
Cabin: nan
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Pclass: 3
Name: Emanuel, Miss. Virginia Ethel
Sex: female
Age: 5.0
SibSp: 0
Parch: 0
Ticket: 364516
Fare: 12.475
Cabin: nan
Embarked: S", + "PassengerId: 780
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Pclass: 1
Name: Robert, Mrs. Edward Scott (Elisabeth Walton McMillan)
Sex: female
Age: 43.0
SibSp: 0
Parch: 1
Ticket: 24160
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Cabin: B3
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Name: Ayoub, Miss. Banoura
Sex: female
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SibSp: 0
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Ticket: 2687
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Cabin: nan
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Name: Dick, Mrs. Albert Adrian (Vera Gillespie)
Sex: female
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SibSp: 1
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Ticket: 17474
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Cabin: B20
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Pclass: 3
Name: Sjoblom, Miss. Anna Sofia
Sex: female
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SibSp: 0
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Ticket: 3101265
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Cabin: nan
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Name: Dean, Master. Bertram Vere
Sex: male
Age: 1.0
SibSp: 1
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Ticket: C.A. 2315
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Cabin: nan
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Name: Leader, Dr. Alice (Farnham)
Sex: female
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SibSp: 0
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Ticket: 17465
Fare: 25.9292
Cabin: D17
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Pclass: 3
Name: Osman, Mrs. Mara
Sex: female
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SibSp: 0
Parch: 0
Ticket: 349244
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Cabin: nan
Embarked: S", + "PassengerId: 802
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Name: Collyer, Mrs. Harvey (Charlotte Annie Tate)
Sex: female
Age: 31.0
SibSp: 1
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Ticket: C.A. 31921
Fare: 26.25
Cabin: nan
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Pclass: 1
Name: Carter, Master. William Thornton II
Sex: male
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SibSp: 1
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Ticket: 113760
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Cabin: B96 B98
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Pclass: 3
Name: Thomas, Master. Assad Alexander
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Ticket: 2625
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Cabin: nan
Embarked: C", + "PassengerId: 805
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Name: Hedman, Mr. Oskar Arvid
Sex: male
Age: 27.0
SibSp: 0
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Ticket: 347089
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Cabin: nan
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Name: Chambers, Mrs. Norman Campbell (Bertha Griggs)
Sex: female
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SibSp: 1
Parch: 0
Ticket: 113806
Fare: 53.1
Cabin: E8
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Name: Hays, Mrs. Charles Melville (Clara Jennings Gregg)
Sex: female
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SibSp: 1
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Ticket: 12749
Fare: 93.5
Cabin: B69
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Name: Lulic, Mr. Nikola
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Ticket: 315098
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Cabin: nan
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Name: Moor, Mrs. (Beila)
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SibSp: 0
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Cabin: E121
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SibSp: 0
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Cabin: nan
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Name: Stone, Mrs. George Nelson (Martha Evelyn)
Sex: female
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SibSp: 0
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Cabin: B28
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Name: Yasbeck, Mrs. Antoni (Selini Alexander)
Sex: female
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SibSp: 1
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Ticket: 2659
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Cabin: nan
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Name: Richards, Master. George Sibley
Sex: male
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SibSp: 1
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Fare: 18.75
Cabin: nan
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Name: Compton, Miss. Sara Rebecca
Sex: female
Age: 39.0
SibSp: 1
Parch: 1
Ticket: PC 17756
Fare: 83.1583
Cabin: E49
Embarked: C", + "PassengerId: 839
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Pclass: 3
Name: Chip, Mr. Chang
Sex: male
Age: 32.0
SibSp: 0
Parch: 0
Ticket: 1601
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Cabin: nan
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Name: Serepeca, Miss. Augusta
Sex: female
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SibSp: 0
Parch: 0
Ticket: 113798
Fare: 31.0
Cabin: nan
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Pclass: 1
Name: Lines, Miss. Mary Conover
Sex: female
Age: 16.0
SibSp: 0
Parch: 1
Ticket: PC 17592
Fare: 39.4
Cabin: D28
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Pclass: 3
Name: Aks, Mrs. Sam (Leah Rosen)
Sex: female
Age: 18.0
SibSp: 0
Parch: 1
Ticket: 392091
Fare: 9.35
Cabin: nan
Embarked: S", + "PassengerId: 857
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Pclass: 1
Name: Wick, Mrs. George Dennick (Mary Hitchcock)
Sex: female
Age: 45.0
SibSp: 1
Parch: 1
Ticket: 36928
Fare: 164.8667
Cabin: nan
Embarked: S", + "PassengerId: 858
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Pclass: 1
Name: Daly, Mr. Peter Denis
Sex: male
Age: 51.0
SibSp: 0
Parch: 0
Ticket: 113055
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Cabin: E17
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Pclass: 3
Name: Baclini, Mrs. Solomon (Latifa Qurban)
Sex: female
Age: 24.0
SibSp: 0
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Ticket: 2666
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Cabin: nan
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Name: Swift, Mrs. Frederick Joel (Margaret Welles Barron)
Sex: female
Age: 48.0
SibSp: 0
Parch: 0
Ticket: 17466
Fare: 25.9292
Cabin: D17
Embarked: S", + "PassengerId: 866
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Name: Bystrom, Mrs. (Karolina)
Sex: female
Age: 42.0
SibSp: 0
Parch: 0
Ticket: 236852
Fare: 13.0
Cabin: nan
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Pclass: 2
Name: Duran y More, Miss. Asuncion
Sex: female
Age: 27.0
SibSp: 1
Parch: 0
Ticket: SC/PARIS 2149
Fare: 13.8583
Cabin: nan
Embarked: C", + "PassengerId: 870
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Pclass: 3
Name: Johnson, Master. Harold Theodor
Sex: male
Age: 4.0
SibSp: 1
Parch: 1
Ticket: 347742
Fare: 11.1333
Cabin: nan
Embarked: S", + "PassengerId: 872
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Name: Beckwith, Mrs. Richard Leonard (Sallie Monypeny)
Sex: female
Age: 47.0
SibSp: 1
Parch: 1
Ticket: 11751
Fare: 52.5542
Cabin: D35
Embarked: S", + "PassengerId: 875
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Pclass: 2
Name: Abelson, Mrs. Samuel (Hannah Wizosky)
Sex: female
Age: 28.0
SibSp: 1
Parch: 0
Ticket: P/PP 3381
Fare: 24.0
Cabin: nan
Embarked: C", + "PassengerId: 876
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Pclass: 3
Name: Najib, Miss. Adele Kiamie \"Jane\"
Sex: female
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SibSp: 0
Parch: 0
Ticket: 2667
Fare: 7.225
Cabin: nan
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Pclass: 1
Name: Potter, Mrs. Thomas Jr (Lily Alexenia Wilson)
Sex: female
Age: 56.0
SibSp: 0
Parch: 1
Ticket: 11767
Fare: 83.1583
Cabin: C50
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Name: Shelley, Mrs. William (Imanita Parrish Hall)
Sex: female
Age: 25.0
SibSp: 0
Parch: 1
Ticket: 230433
Fare: 26.0
Cabin: nan
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Name: Graham, Miss. Margaret Edith
Sex: female
Age: 19.0
SibSp: 0
Parch: 0
Ticket: 112053
Fare: 30.0
Cabin: B42
Embarked: S", + "PassengerId: 890
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Pclass: 1
Name: Behr, Mr. Karl Howell
Sex: male
Age: 26.0
SibSp: 0
Parch: 0
Ticket: 111369
Fare: 30.0
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