Merge pull request 'verina_daria_lab_3' (#188) from verina_daria_lab_3 into main
Reviewed-on: http://student.git.athene.tech/Alexey/IIS_2023_1/pulls/188
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verina_daria_lab_3/README.md
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# Лабораторная работа 3. Деревья решений
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### Задание на лабораторную:
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Часть 1. По данным о пассажирах Титаника решите задачу классификации (с помощью дерева решений), в которой по различным характеристикам пассажиров требуется найти у выживших пассажиров два наиболее важных признака из трех рассматриваемых (по варианту).
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**Вариант 7.**
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Ticket,Fare,Cabin
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Часть 2. Решите с помощью библиотечной реализации дерева решений задачу из лабораторной работы «Веб-сервис «Дерево решений» по предмету «Методы искусственного интеллекта» на 99% ваших данных. Проверьте работу модели на оставшемся проценте, сделайте вывод.
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***
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### Как запустить лабораторную работу:
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Для запуска первой части лабораторной работы необходимо открыть файл `laba3_titanic.py`, нажать на ПКМ и в выпадающем списке выбрать опцию "Run". Для запуска второй части - то же самое, но файл "laba3_economica"
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***
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### Технологии:
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**NumPy (Numerical Python)** - это библиотека для научных вычислений в Python, которая обеспечивает эффективные вычисления и манипуляции с данными.
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**Pandas** - это библиотека на языке Python, которая предоставляет удобные и эффективные инструменты для обработки и анализа данных. Она предоставляет высокоуровневые структуры данных, такие как DataFrame, которые позволяют легко и гибко работать с табличными данными.
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**Scikit-learn (Sklearn)** - это библиотека для языка программирования Python, которая предоставляет инструменты для разработки и применения различных алгоритмов машинного обучения, включая классификацию, регрессию, кластеризацию, снижение размерности и многое другое. Scikit-learn также предлагает функции для предобработки данных, оценки моделей и выбора наилучших параметров.
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***
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### Что делает лабораторная работа:
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Часть 1:
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- Загружается выборка из файла titanic_data.csv с помощью пакета
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Pandas
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- Отбирается в выборку 3 признака: Ticket,Fare,Cabin
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- Определяется целевая переменная (Survived)
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- Обучается решающее дерево
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- Выводятся важности признаков
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Часть 2:
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Код использует дерево решений для прогнозирования цены на нефть на основе страны и года. Данные разделены на тренировочный (99%) и тестовый (1%) наборы. Модель обучается на тренировочных данных и оценивается на тестовых данных. Затем модель применяется к оставшимся 1% данных для дополнительной оценки. Результаты выражены в процентах ошибки относительно среднего значения цены на нефть.
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***
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### Пример выходных данных:
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***Часть 1:***
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***Часть 2:***
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***
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**Вывод**: результаты первой части лабораторной работы показали, что у выживших пассажиров наиболее важными признаками являются *Fare* и Ticket.
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Во второй части лаб. работы ошибка составила 3.1554436208840472e-30 (очень близка к нулю), это означает, что модель идеально соответствует тестовым данным. Она абсолютно точно предсказывает цены на нефть на тестовом наборе.
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verina_daria_lab_3/economica.csv
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verina_daria_lab_3/economica.csv
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stock_index,country,year,index_price,log_indexprice,inflationrate,oil_prices,exchange_rate,gdppercent,percapitaincome,unemploymentrate,manufacturingoutput,tradebalance,USTreasury
|
||||
NASDAQ,United States of America,1980.00,168.61,2.23,0.14,21.59,1.00,0.09,12575.00,0.07,,-13.06,0.11
|
||||
NASDAQ,United States of America,1981.00,203.15,2.31,0.10,31.77,1.00,0.12,13976.00,0.08,,-12.52,0.14
|
||||
NASDAQ,United States of America,1982.00,188.98,2.28,0.06,28.52,1.00,0.04,14434.00,0.10,,-19.97,0.13
|
||||
NASDAQ,United States of America,1983.00,285.43,2.46,0.03,26.19,1.00,0.09,15544.00,0.10,,-51.64,0.11
|
||||
NASDAQ,United States of America,1984.00,248.89,2.40,0.04,25.88,1.00,0.11,17121.00,0.08,,-102.73,0.12
|
||||
NASDAQ,United States of America,1985.00,290.25,2.46,0.04,24.09,1.00,0.07,18237.00,0.07,,-114.02,0.11
|
||||
NASDAQ,United States of America,1986.00,366.97,2.56,0.02,12.51,1.00,0.06,19071.00,0.07,,-131.87,0.08
|
||||
NASDAQ,United States of America,1987.00,402.57,2.60,0.04,15.40,1.00,0.06,20039.00,0.06,,-144.77,0.08
|
||||
NASDAQ,United States of America,1988.00,374.43,2.57,0.04,12.58,1.00,0.08,21417.00,0.05,,-109.39,0.09
|
||||
NASDAQ,United States of America,1989.00,437.80,2.64,0.05,15.86,1.00,0.08,22857.00,0.05,,-86.74,0.08
|
||||
NASDAQ,United States of America,1990.00,409.18,2.61,0.05,27.28,1.00,0.02,23889.00,0.06,182.19,-77.85,0.09
|
||||
NASDAQ,United States of America,1991.00,491.69,2.69,0.04,19.50,1.00,,24342.00,0.07,185.83,-28.61,0.08
|
||||
NASDAQ,United States of America,1992.00,599.26,2.78,0.03,19.41,1.00,0.04,25419.00,0.07,189.27,-34.74,0.07
|
||||
NASDAQ,United States of America,1993.00,715.16,2.85,0.03,14.52,1.00,0.03,26387.00,0.07,166.43,-65.17,0.06
|
||||
NASDAQ,United States of America,1994.00,751.65,2.88,0.03,17.16,1.00,0.04,27695.00,0.06,187.05,-92.49,0.07
|
||||
NASDAQ,United States of America,1995.00,925.19,2.97,0.03,19.03,1.00,0.03,28691.00,0.06,208.44,-89.76,0.07
|
||||
NASDAQ,United States of America,1996.00,1164.95,3.07,0.03,25.23,1.00,0.04,29968.00,0.05,216.82,-96.38,0.06
|
||||
NASDAQ,United States of America,1997.00,1469.49,3.17,0.02,18.33,1.00,0.04,31459.00,0.05,235.67,-101.97,0.06
|
||||
NASDAQ,United States of America,1998.00,1794.91,3.25,0.02,11.35,1.00,0.05,32854.00,0.05,240.04,-162.71,0.05
|
||||
NASDAQ,United States of America,1999.00,2728.15,3.44,0.02,26.10,1.00,0.05,34514.00,0.04,234.62,-255.83,0.06
|
||||
NASDAQ,United States of America,2000.00,3783.67,3.58,0.03,28.44,1.00,0.04,36335.00,0.04,223.42,-375.05,0.06
|
||||
NASDAQ,United States of America,2001.00,2035.00,3.31,0.03,19.39,1.00,0.01,37133.00,0.05,205.70,-367.93,0.05
|
||||
NASDAQ,United States of America,2002.00,1539.73,3.19,0.02,29.46,1.00,0.02,38023.00,0.06,217.95,-425.40,0.05
|
||||
NASDAQ,United States of America,2003.00,1647.17,3.22,0.02,32.13,1.00,0.03,39496.00,0.06,240.22,-503.13,0.04
|
||||
NASDAQ,United States of America,2004.00,1986.53,3.30,0.03,43.15,1.00,0.04,41713.00,0.06,267.20,-619.08,0.04
|
||||
NASDAQ,United States of America,2005.00,2099.32,3.32,0.03,59.41,1.00,0.04,44115.00,0.05,268.36,-721.19,0.04
|
||||
NASDAQ,United States of America,2006.00,2263.41,3.35,0.03,61.96,1.00,0.03,46299.00,0.05,277.32,-770.93,0.05
|
||||
NASDAQ,United States of America,2007.00,2578.47,3.41,0.03,91.69,1.00,0.02,47976.00,0.05,299.29,-718.43,0.05
|
||||
NASDAQ,United States of America,2008.00,2161.65,3.33,0.04,41.12,1.00,,48383.00,0.06,278.83,-723.09,0.04
|
||||
NASDAQ,United States of America,2009.00,1845.38,3.27,,74.47,1.00,-0.03,47100.00,0.09,221.24,-396.45,0.03
|
||||
NASDAQ,United States of America,2010.00,2349.89,3.37,0.02,89.15,1.00,0.03,48467.00,0.10,236.41,-513.90,0.03
|
||||
NASDAQ,United States of America,2011.00,2677.44,3.43,0.03,98.56,1.00,0.02,49883.00,0.09,249.95,-579.46,0.03
|
||||
NASDAQ,United States of America,2012.00,2965.56,3.47,0.02,87.86,1.00,0.02,51603.00,0.08,252.36,-568.57,0.02
|
||||
NASDAQ,United States of America,2013.00,3541.29,3.55,0.01,97.63,1.00,0.02,53107.00,0.07,265.61,-490.78,0.02
|
||||
NASDAQ,United States of America,2014.00,4375.10,3.64,0.02,59.29,1.00,0.02,55050.00,0.06,287.86,-507.66,0.03
|
||||
NASDAQ,United States of America,2015.00,4945.55,3.69,,37.19,1.00,0.03,56863.00,0.05,274.30,-526.57,0.02
|
||||
NASDAQ,United States of America,2016.00,4987.79,3.70,0.01,51.97,1.00,0.02,58021.00,0.05,245.73,-512.51,0.02
|
||||
NASDAQ,United States of America,2017.00,6235.30,3.79,0.02,57.88,1.00,0.02,60110.00,0.04,242.59,-555.53,0.02
|
||||
NASDAQ,United States of America,2018.00,7425.96,3.87,0.02,49.52,1.00,0.03,63064.00,0.04,256.36,-609.46,0.03
|
||||
NASDAQ,United States of America,2019.00,7940.36,3.90,0.02,59.88,1.00,0.02,65280.00,0.04,245.75,-610.47,0.02
|
||||
NASDAQ,United States of America,2020.00,10201.51,4.01,0.01,47.02,1.00,-0.03,63544.00,0.08,227.14,,0.01
|
||||
FTSE 100,United Kingdom,1980.00,,3.33,0.18,21.59,2.32,-0.02,10032.00,0.05,,12.30,0.11
|
||||
FTSE 100,United Kingdom,1981.00,,3.33,0.12,31.77,2.02,-0.01,9599.00,0.04,,15.24,0.14
|
||||
FTSE 100,United Kingdom,1982.00,,3.33,0.09,28.52,1.75,0.02,9145.00,0.04,,9.77,0.13
|
||||
FTSE 100,United Kingdom,1983.00,,3.33,0.05,26.19,1.52,0.04,8691.00,0.04,,4.69,0.11
|
||||
FTSE 100,United Kingdom,1984.00,,3.33,0.05,25.88,1.34,0.02,8179.00,0.04,,-0.30,0.12
|
||||
FTSE 100,United Kingdom,1985.00,,3.33,0.06,24.09,1.30,0.04,8652.00,0.05,,5.39,0.11
|
||||
FTSE 100,United Kingdom,1986.00,,3.33,0.03,12.51,1.47,0.03,10611.00,0.04,,-3.63,0.08
|
||||
FTSE 100,United Kingdom,1987.00,,3.33,0.04,15.40,1.64,0.05,13118.00,0.05,,-7.00,0.08
|
||||
FTSE 100,United Kingdom,1988.00,,3.33,0.04,12.58,1.78,0.06,15988.00,0.05,,-29.79,0.09
|
||||
FTSE 100,United Kingdom,1989.00,,3.33,0.06,15.86,1.64,0.03,16240.00,0.05,,-33.87,0.08
|
||||
FTSE 100,United Kingdom,1990.00,2143.50,3.33,0.08,27.28,1.78,0.01,19096.00,0.07,182.19,-20.30,0.09
|
||||
FTSE 100,United Kingdom,1991.00,2493.10,3.40,0.07,19.50,1.77,-0.01,19900.00,0.09,185.83,-4.36,0.08
|
||||
FTSE 100,United Kingdom,1992.00,2846.50,3.45,0.05,19.41,1.77,,20488.00,0.10,189.27,-8.49,0.07
|
||||
FTSE 100,United Kingdom,1993.00,3418.40,3.53,0.03,14.52,1.50,0.02,18390.00,0.10,166.43,-3.90,0.06
|
||||
FTSE 100,United Kingdom,1994.00,3065.50,3.49,0.02,17.16,1.53,0.04,19708.00,0.10,187.05,-0.31,0.07
|
||||
FTSE 100,United Kingdom,1995.00,3689.30,3.57,0.03,19.03,1.58,0.03,23125.00,0.09,208.44,3.66,0.07
|
||||
FTSE 100,United Kingdom,1996.00,4118.50,3.61,0.03,25.23,1.56,0.02,24335.00,0.08,216.82,2.38,0.06
|
||||
FTSE 100,United Kingdom,1997.00,5135.50,3.71,0.02,18.33,1.64,0.05,26718.00,0.07,235.67,6.97,0.06
|
||||
FTSE 100,United Kingdom,1998.00,5882.58,3.77,0.02,11.35,1.66,0.04,28238.00,0.06,240.04,-11.17,0.05
|
||||
FTSE 100,United Kingdom,1999.00,6930.20,3.84,0.02,26.10,1.62,0.03,28668.00,0.06,234.62,-24.12,0.06
|
||||
FTSE 100,United Kingdom,2000.00,6222.46,3.79,0.01,28.44,1.52,0.04,28155.00,0.06,223.42,-29.59,0.06
|
||||
FTSE 100,United Kingdom,2001.00,5217.35,3.72,0.02,19.39,1.44,0.03,27719.00,0.05,205.70,-37.30,0.05
|
||||
FTSE 100,United Kingdom,2002.00,3940.36,3.60,0.02,29.46,1.50,0.02,29982.00,0.05,217.95,-47.84,0.05
|
||||
FTSE 100,United Kingdom,2003.00,4476.87,3.65,0.01,32.13,1.63,0.03,34385.00,0.05,240.22,-45.90,0.04
|
||||
FTSE 100,United Kingdom,2004.00,4814.30,3.68,0.01,43.15,1.83,0.02,40210.00,0.05,267.20,-61.87,0.04
|
||||
FTSE 100,United Kingdom,2005.00,5618.76,3.75,0.02,59.41,1.82,0.03,41933.00,0.05,268.36,-61.73,0.04
|
||||
FTSE 100,United Kingdom,2006.00,6220.81,3.79,0.02,61.96,1.84,0.03,44474.00,0.05,277.32,-57.48,0.05
|
||||
FTSE 100,United Kingdom,2007.00,6456.91,3.81,0.02,91.69,2.00,0.02,50448.00,0.05,299.29,-63.22,0.05
|
||||
FTSE 100,United Kingdom,2008.00,4434.17,3.65,0.04,41.12,1.85,,47270.00,0.06,278.83,-63.77,0.04
|
||||
FTSE 100,United Kingdom,2009.00,5412.88,3.73,0.02,74.47,1.57,-0.04,38736.00,0.08,221.24,-38.74,0.03
|
||||
FTSE 100,United Kingdom,2010.00,5899.94,3.77,0.02,89.15,1.55,0.02,39537.00,0.08,236.41,-48.09,0.03
|
||||
FTSE 100,United Kingdom,2011.00,5572.28,3.75,0.04,98.56,1.60,0.01,42048.00,0.08,249.95,-25.37,0.03
|
||||
FTSE 100,United Kingdom,2012.00,5897.81,3.77,0.03,87.86,1.59,0.01,42449.00,0.08,252.36,-33.47,0.02
|
||||
FTSE 100,United Kingdom,2013.00,6749.09,3.83,0.02,97.63,1.56,0.02,43401.00,0.08,265.61,-39.09,0.02
|
||||
FTSE 100,United Kingdom,2014.00,6566.09,3.82,0.01,59.29,1.65,0.03,47452.00,0.06,287.86,-47.61,0.03
|
||||
FTSE 100,United Kingdom,2015.00,6242.32,3.80,,37.19,1.53,0.02,45039.00,0.05,274.30,-43.19,0.02
|
||||
FTSE 100,United Kingdom,2016.00,7142.83,3.85,0.01,51.97,1.36,0.02,41048.00,0.05,245.73,-48.76,0.02
|
||||
FTSE 100,United Kingdom,2017.00,7687.77,3.89,0.03,57.88,1.29,0.02,40306.00,0.04,242.59,-38.47,0.02
|
||||
FTSE 100,United Kingdom,2018.00,6728.13,3.83,0.02,49.52,1.34,0.01,42996.00,0.04,256.36,-34.00,0.03
|
||||
FTSE 100,United Kingdom,2019.00,7542.44,3.88,0.02,59.88,1.28,0.01,42354.00,0.04,245.75,-35.06,0.02
|
||||
FTSE 100,United Kingdom,2020.00,6460.52,3.81,0.01,47.02,1.28,-0.10,40285.00,0.04,227.14,-9.69,0.01
|
||||
Nifty 50,India,1980.00,,3.02,0.11,21.59,7.89,0.07,267.00,0.03,31.21,-5.79,0.11
|
||||
Nifty 50,India,1981.00,,3.02,0.13,31.77,8.68,0.06,270.00,0.03,32.45,-5.10,0.14
|
||||
Nifty 50,India,1982.00,,3.02,0.08,28.52,9.48,0.03,274.00,0.03,32.86,-4.33,0.13
|
||||
Nifty 50,India,1983.00,,3.02,0.12,26.19,10.10,0.07,291.00,0.03,36.37,-4.40,0.11
|
||||
Nifty 50,India,1984.00,,3.02,0.08,25.88,11.35,0.04,277.00,0.03,35.45,-3.06,0.12
|
||||
Nifty 50,India,1985.00,,3.02,0.06,24.09,12.33,0.05,296.00,0.03,38.17,-5.56,0.11
|
||||
Nifty 50,India,1986.00,,3.02,0.09,12.51,12.60,0.05,310.00,0.03,40.39,-4.55,0.08
|
||||
Nifty 50,India,1987.00,,3.02,0.09,15.40,12.95,0.04,340.00,0.03,45.23,-3.84,0.08
|
||||
Nifty 50,India,1988.00,,3.02,0.09,12.58,13.90,0.10,354.00,0.03,47.76,-4.21,0.09
|
||||
Nifty 50,India,1989.00,,3.02,0.07,15.86,16.21,0.06,346.00,0.03,50.04,-3.36,0.08
|
||||
Nifty 50,India,1990.00,1048.29,3.02,0.09,27.28,17.49,0.06,368.00,0.06,53.27,-4.49,0.09
|
||||
Nifty 50,India,1991.00,1908.85,3.28,0.14,19.50,22.71,0.01,303.00,0.06,42.34,,0.08
|
||||
Nifty 50,India,1992.00,2615.37,3.42,0.12,19.41,28.16,0.05,317.00,0.06,45.54,-2.15,0.07
|
||||
Nifty 50,India,1993.00,3346.06,3.52,0.06,14.52,31.29,0.05,301.00,0.06,44.45,0.05,0.06
|
||||
Nifty 50,India,1994.00,3926.90,3.59,0.10,17.16,31.39,0.07,346.00,0.06,54.86,-0.99,0.07
|
||||
Nifty 50,India,1995.00,3110.49,3.49,0.10,19.03,32.42,0.08,374.00,0.06,64.37,-4.25,0.07
|
||||
Nifty 50,India,1996.00,3085.20,3.49,0.09,25.23,35.51,0.08,400.00,0.06,69.14,-4.55,0.06
|
||||
Nifty 50,India,1997.00,3658.98,3.56,0.07,18.33,36.36,0.04,415.00,0.06,68.70,-5.15,0.06
|
||||
Nifty 50,India,1998.00,3055.41,3.49,0.13,11.35,41.36,0.06,413.00,0.06,66.23,-7.01,0.05
|
||||
Nifty 50,India,1999.00,5005.82,3.70,0.05,26.10,43.13,0.09,442.00,0.06,69.65,-8.77,0.06
|
||||
Nifty 50,India,2000.00,3972.12,3.60,0.04,28.44,45.00,0.04,443.00,0.06,74.60,-4.25,0.06
|
||||
Nifty 50,India,2001.00,3262.33,3.51,0.04,19.39,47.22,0.05,452.00,0.06,74.31,-4.25,0.05
|
||||
Nifty 50,India,2002.00,3377.28,3.53,0.04,29.46,48.63,0.04,471.00,0.06,80.12,-5.05,0.05
|
||||
Nifty 50,India,2003.00,5838.96,3.77,0.04,32.13,46.59,0.08,547.00,0.06,94.72,-4.23,0.04
|
||||
Nifty 50,India,2004.00,6602.69,3.82,0.04,43.15,45.26,0.08,628.00,0.06,112.24,-12.66,0.04
|
||||
Nifty 50,India,2005.00,9397.93,3.97,0.04,59.41,44.00,0.08,715.00,0.06,131.04,-22.90,0.04
|
||||
Nifty 50,India,2006.00,13786.91,4.14,0.06,61.96,45.19,0.08,807.00,0.05,162.70,-29.98,0.05
|
||||
Nifty 50,India,2007.00,20286.99,4.31,0.06,91.69,41.18,0.08,1028.00,0.05,205.20,-49.73,0.05
|
||||
Nifty 50,India,2008.00,9647.31,3.98,0.08,41.12,43.39,0.03,999.00,0.06,205.00,-62.02,0.04
|
||||
Nifty 50,India,2009.00,17464.81,4.24,0.11,74.47,48.33,0.08,1102.00,0.06,230.05,-73.43,0.03
|
||||
Nifty 50,India,2010.00,20509.09,4.31,0.12,89.15,45.65,0.08,1358.00,0.06,285.36,-74.62,0.03
|
||||
Nifty 50,India,2011.00,15454.92,4.19,0.09,98.56,46.58,0.05,1458.00,0.06,294.23,-119.28,0.03
|
||||
Nifty 50,India,2012.00,19426.71,4.29,0.09,87.86,53.37,0.05,1444.00,0.06,289.08,-122.91,0.02
|
||||
Nifty 50,India,2013.00,21170.68,4.33,0.11,97.63,58.51,0.06,1450.00,0.06,283.21,-55.38,0.02
|
||||
Nifty 50,India,2014.00,27499.42,4.44,0.07,59.29,61.00,0.07,1574.00,0.06,307.21,-60.89,0.03
|
||||
Nifty 50,India,2015.00,26117.54,4.42,0.05,37.19,64.11,0.08,1606.00,0.06,327.82,-48.31,0.02
|
||||
Nifty 50,India,2016.00,26626.46,4.43,0.05,51.97,67.16,0.08,1733.00,0.05,347.94,-40.53,0.02
|
||||
Nifty 50,India,2017.00,34056.83,4.53,0.03,57.88,65.07,0.07,1981.00,0.05,398.20,-83.76,0.02
|
||||
Nifty 50,India,2018.00,36068.33,4.56,0.04,49.52,68.37,0.07,1997.00,0.05,401.20,-100.38,0.03
|
||||
Nifty 50,India,2019.00,41253.74,4.62,0.04,59.88,70.38,0.04,2101.00,0.07,382.56,-72.57,0.02
|
||||
Nifty 50,India,2020.00,47751.33,4.68,0.07,47.02,74.14,-0.08,1901.00,0.06,339.98,-8.31,0.01
|
||||
Nikkei 225,Japan,1980.00,6867.86,3.84,0.08,21.59,226.58,0.03,9463.00,0.02,71.01,-10.76,0.11
|
||||
Nikkei 225,Japan,1981.00,7518.55,3.88,0.05,31.77,220.45,0.04,10360.00,0.02,71.70,7.48,0.14
|
||||
Nikkei 225,Japan,1982.00,7397.27,3.87,0.03,28.52,249.05,0.03,9576.00,0.02,71.96,6.22,0.13
|
||||
Nikkei 225,Japan,1983.00,8816.24,3.95,0.02,26.19,237.45,0.04,10421.00,0.03,74.24,19.08,0.11
|
||||
Nikkei 225,Japan,1984.00,10567.53,4.02,0.02,25.88,237.59,0.05,10979.00,0.03,81.16,32.25,0.12
|
||||
Nikkei 225,Japan,1985.00,12557.45,4.10,0.02,24.09,238.47,0.05,11577.00,0.03,84.14,44.63,0.11
|
||||
Nikkei 225,Japan,1986.00,16392.74,4.21,0.01,12.51,168.50,0.03,17113.00,0.03,83.98,76.37,0.08
|
||||
Nikkei 225,Japan,1987.00,23232.14,4.37,,15.40,144.62,0.05,20749.00,0.03,86.87,70.12,0.08
|
||||
Nikkei 225,Japan,1988.00,27048.26,4.43,0.01,12.58,128.14,0.07,25059.00,0.03,94.91,60.32,0.09
|
||||
Nikkei 225,Japan,1989.00,34050.78,4.53,0.02,15.86,137.99,0.05,24823.00,0.02,100.40,41.28,0.08
|
||||
Nikkei 225,Japan,1990.00,29437.18,4.47,0.03,27.28,144.82,0.05,25371.00,0.02,104.65,24.33,0.09
|
||||
Nikkei 225,Japan,1991.00,24295.57,4.39,0.03,19.50,134.51,0.03,28915.00,0.02,106.64,53.70,0.08
|
||||
Nikkei 225,Japan,1992.00,18109.08,4.26,0.02,19.41,126.75,0.01,31415.00,0.02,100.55,80.30,0.07
|
||||
Nikkei 225,Japan,1993.00,19100.00,4.28,0.01,14.52,111.23,-0.01,35682.00,0.03,97.13,95.40,0.06
|
||||
Nikkei 225,Japan,1994.00,19935.83,4.30,0.01,17.16,102.20,0.01,39200.00,0.03,98.35,93.37,0.07
|
||||
Nikkei 225,Japan,1995.00,17329.70,4.24,,19.03,94.11,0.03,43429.00,0.03,101.34,68.88,0.07
|
||||
Nikkei 225,Japan,1996.00,21094.61,4.32,,25.23,108.80,0.03,38437.00,0.03,103.53,20.96,0.06
|
||||
Nikkei 225,Japan,1997.00,18397.52,4.26,0.02,18.33,121.09,0.01,35022.00,0.04,107.66,46.66,0.06
|
||||
Nikkei 225,Japan,1998.00,15355.99,4.19,0.01,11.35,130.82,-0.01,31903.00,0.04,100.48,73.27,0.05
|
||||
Nikkei 225,Japan,1999.00,16823.41,4.23,,26.10,113.71,,36027.00,0.05,101.07,70.92,0.06
|
||||
Nikkei 225,Japan,2000.00,17145.01,4.23,-0.01,28.44,107.82,0.03,38532.00,0.05,106.05,69.86,0.06
|
||||
Nikkei 225,Japan,2001.00,12093.56,4.08,-0.01,19.39,121.52,,33846.00,0.05,99.62,28.41,0.05
|
||||
Nikkei 225,Japan,2002.00,10123.14,4.01,-0.01,29.46,125.27,,32289.00,0.06,98.45,55.59,0.05
|
||||
Nikkei 225,Japan,2003.00,9311.42,3.97,,32.13,115.92,0.02,34808.00,0.05,102.29,75.37,0.04
|
||||
Nikkei 225,Japan,2004.00,11179.25,4.05,,43.15,108.16,0.02,37689.00,0.05,107.12,97.35,0.04
|
||||
Nikkei 225,Japan,2005.00,12422.58,4.09,,59.41,110.14,0.02,37218.00,0.05,108.86,71.78,0.04
|
||||
Nikkei 225,Japan,2006.00,16110.38,4.21,,61.96,116.35,0.01,35434.00,0.04,113.30,64.06,0.05
|
||||
Nikkei 225,Japan,2007.00,17002.24,4.23,,91.69,117.77,0.02,35275.00,0.04,116.60,85.46,0.05
|
||||
Nikkei 225,Japan,2008.00,12165.35,4.09,0.01,41.12,103.38,-0.01,39339.00,0.04,112.83,22.62,0.04
|
||||
Nikkei 225,Japan,2009.00,9346.11,3.97,-0.01,74.47,93.60,-0.05,40855.00,0.05,89.39,28.82,0.03
|
||||
Nikkei 225,Japan,2010.00,10006.49,4.00,-0.01,89.15,87.75,0.04,44508.00,0.05,102.78,83.25,0.03
|
||||
Nikkei 225,Japan,2011.00,9425.42,3.97,,98.56,79.71,,48168.00,0.05,99.93,-33.44,0.03
|
||||
Nikkei 225,Japan,2012.00,9102.56,3.96,,87.86,79.81,0.01,48603.00,0.05,100.06,-95.94,0.02
|
||||
Nikkei 225,Japan,2013.00,13577.87,4.13,,97.63,97.56,0.02,40454.00,0.04,99.46,-119.44,0.02
|
||||
Nikkei 225,Japan,2014.00,15460.43,4.19,0.03,59.29,105.86,,38109.00,0.04,101.24,-119.57,0.03
|
||||
Nikkei 225,Japan,2015.00,19203.77,4.28,0.01,37.19,121.02,0.01,34524.00,0.04,100.00,-18.39,0.02
|
||||
Nikkei 225,Japan,2016.00,16920.48,4.23,,51.97,108.76,0.01,38762.00,0.03,100.22,48.78,0.02
|
||||
Nikkei 225,Japan,2017.00,20209.03,4.31,,57.88,112.14,0.02,38387.00,0.03,102.84,45.27,0.02
|
||||
Nikkei 225,Japan,2018.00,22310.73,4.35,0.01,49.52,110.43,,39159.00,0.03,103.91,11.56,0.03
|
||||
Nikkei 225,Japan,2019.00,21697.23,4.34,,59.88,109.03,,40113.00,0.02,101.19,8.66,0.02
|
||||
Nikkei 225,Japan,2020.00,22705.02,4.36,,47.02,106.76,-0.05,,0.03,90.94,,0.01
|
||||
HSI,Hong Kong,1980.00,,3.46,,21.59,,0.10,5700.00,,,-0.15,0.11
|
||||
HSI,Hong Kong,1981.00,,3.46,,31.77,5.59,0.09,5991.00,,,-0.47,0.14
|
||||
HSI,Hong Kong,1982.00,,3.46,0.11,28.52,6.07,0.03,6134.00,,,0.18,0.13
|
||||
HSI,Hong Kong,1983.00,,3.46,0.10,26.19,7.26,0.06,5595.00,,,0.54,0.11
|
||||
HSI,Hong Kong,1984.00,,3.46,0.09,25.88,7.82,0.10,6208.00,,,2.68,0.12
|
||||
HSI,Hong Kong,1985.00,,3.46,0.04,24.09,7.79,0.01,6543.00,,,3.58,0.11
|
||||
HSI,Hong Kong,1986.00,,3.46,0.03,12.51,7.80,0.11,7435.00,,,3.74,0.08
|
||||
HSI,Hong Kong,1987.00,,3.46,0.06,15.40,7.80,0.13,9071.00,,,5.27,0.08
|
||||
HSI,Hong Kong,1988.00,2884.51,3.46,0.08,12.58,7.81,0.09,10610.00,,,5.33,0.09
|
||||
HSI,Hong Kong,1989.00,2556.72,3.41,0.10,15.86,7.80,0.02,12098.00,,,7.89,0.08
|
||||
HSI,Hong Kong,1990.00,2781.05,3.44,0.10,27.28,7.79,0.04,13486.00,,,6.57,0.09
|
||||
HSI,Hong Kong,1991.00,3027.13,3.48,0.11,19.50,7.77,0.06,15466.00,0.02,,6.05,0.08
|
||||
HSI,Hong Kong,1992.00,3829.37,3.58,0.10,19.41,7.74,0.06,17976.00,0.02,,5.42,0.07
|
||||
HSI,Hong Kong,1993.00,5545.98,3.74,0.09,14.52,7.74,0.06,20396.00,0.02,,8.12,0.06
|
||||
HSI,Hong Kong,1994.00,7695.99,3.89,0.09,17.16,7.73,0.06,22503.00,0.02,,1.57,0.07
|
||||
HSI,Hong Kong,1995.00,9453.52,3.98,0.09,19.03,7.74,0.02,23497.00,0.03,,-6.48,0.07
|
||||
HSI,Hong Kong,1996.00,9098.46,3.96,0.06,25.23,7.73,0.04,24818.00,0.03,,-2.37,0.06
|
||||
HSI,Hong Kong,1997.00,11646.54,4.07,0.06,18.33,7.74,0.05,27330.00,0.02,,-5.95,0.06
|
||||
HSI,Hong Kong,1998.00,13294.70,4.12,0.03,11.35,7.75,-0.06,25809.00,0.05,,0.91,0.05
|
||||
HSI,Hong Kong,1999.00,9484.47,3.98,-0.04,26.10,7.76,0.03,25092.00,0.06,,8.56,0.06
|
||||
HSI,Hong Kong,2000.00,12859.93,4.11,-0.04,28.44,7.79,0.08,25757.00,0.05,7.88,7.57,0.06
|
||||
HSI,Hong Kong,2001.00,15838.33,4.20,-0.02,19.39,7.80,0.01,25230.00,0.05,6.87,7.95,0.05
|
||||
HSI,Hong Kong,2002.00,12446.85,4.10,-0.03,29.46,7.80,0.02,24666.00,0.07,5.87,13.57,0.05
|
||||
HSI,Hong Kong,2003.00,10321.22,4.01,-0.03,32.13,7.79,0.03,23977.00,0.08,5.01,14.68,0.04
|
||||
HSI,Hong Kong,2004.00,10346.25,4.01,,43.15,7.79,0.09,24928.00,0.07,5.07,14.73,0.04
|
||||
HSI,Hong Kong,2005.00,12988.18,4.11,0.01,59.41,7.78,0.07,26650.00,0.06,5.10,22.18,0.04
|
||||
HSI,Hong Kong,2006.00,14402.00,4.16,0.02,61.96,7.77,0.07,28224.00,0.05,5.11,21.60,0.05
|
||||
HSI,Hong Kong,2007.00,17118.31,4.23,0.02,91.69,7.80,0.06,30594.00,0.04,4.15,22.59,0.05
|
||||
HSI,Hong Kong,2008.00,23700.45,4.37,0.04,41.12,7.79,0.02,31516.00,0.04,4.05,22.31,0.04
|
||||
HSI,Hong Kong,2009.00,20606.72,4.31,0.01,74.47,7.75,-0.02,30697.00,0.05,3.70,16.85,0.03
|
||||
HSI,Hong Kong,2010.00,18203.01,4.26,0.02,89.15,7.77,0.07,32550.00,0.04,3.91,13.43,0.03
|
||||
HSI,Hong Kong,2011.00,21336.42,4.33,0.05,98.56,7.78,0.05,35142.00,0.03,3.93,9.57,0.03
|
||||
HSI,Hong Kong,2012.00,21414.34,4.33,0.04,87.86,7.76,0.02,36731.00,0.03,3.95,2.97,0.02
|
||||
HSI,Hong Kong,2013.00,20686.69,4.32,0.04,97.63,7.76,0.03,38404.00,0.03,3.89,1.65,0.02
|
||||
HSI,Hong Kong,2014.00,22654.24,4.36,0.04,59.29,7.75,0.03,40315.00,0.03,3.60,0.60,0.03
|
||||
HSI,Hong Kong,2015.00,23287.69,4.37,0.03,37.19,7.75,0.02,42432.00,0.03,3.45,7.39,0.02
|
||||
HSI,Hong Kong,2016.00,24145.21,4.38,0.02,51.97,7.76,0.02,43731.00,0.03,3.46,7.33,0.02
|
||||
HSI,Hong Kong,2017.00,21511.54,4.33,0.01,57.88,7.79,0.04,46166.00,0.03,3.50,3.44,0.02
|
||||
HSI,Hong Kong,2018.00,26453.67,4.42,0.02,49.52,7.84,0.03,48543.00,0.03,3.52,-0.77,0.03
|
||||
HSI,Hong Kong,2019.00,28804.14,4.46,0.03,59.88,7.84,-0.02,48354.00,0.03,3.75,5.64,0.02
|
||||
HSI,Hong Kong,2020.00,27650.63,4.44,,47.02,7.76,-0.06,46324.00,0.06,,6.32,0.01
|
||||
SZCOMP,China,1980.00,,3.07,,21.59,,0.08,195.00,0.05,,-1.15,0.11
|
||||
SZCOMP,China,1981.00,,3.07,,31.77,1.71,0.05,197.00,0.05,,,0.14
|
||||
SZCOMP,China,1982.00,,3.07,,28.52,1.90,0.09,203.00,0.05,,4.81,0.13
|
||||
SZCOMP,China,1983.00,,3.07,,26.19,1.98,0.11,225.00,0.04,,2.57,0.11
|
||||
SZCOMP,China,1984.00,,3.07,,25.88,2.33,0.15,251.00,0.03,,0.05,0.12
|
||||
SZCOMP,China,1985.00,,3.07,,24.09,2.94,0.13,294.00,0.02,,-12.50,0.11
|
||||
SZCOMP,China,1986.00,,3.07,,12.51,3.46,0.09,282.00,0.02,,-7.39,0.08
|
||||
SZCOMP,China,1987.00,,3.07,0.07,15.40,3.73,0.12,252.00,0.02,,0.29,0.08
|
||||
SZCOMP,China,1988.00,,3.07,0.19,12.58,3.73,0.11,284.00,0.02,,-4.06,0.09
|
||||
SZCOMP,China,1989.00,,3.07,0.18,15.86,3.77,0.04,311.00,0.02,,-4.93,0.08
|
||||
SZCOMP,China,1990.00,,3.07,0.03,27.28,4.79,0.04,318.00,0.02,,10.67,0.09
|
||||
SZCOMP,China,1991.00,,3.07,0.04,19.50,5.33,0.09,333.00,0.03,,11.60,0.08
|
||||
SZCOMP,China,1992.00,,3.07,0.06,19.41,5.52,0.14,366.00,0.03,,5.00,0.07
|
||||
SZCOMP,China,1993.00,,3.07,0.15,14.52,5.78,0.14,377.00,0.02,,-11.79,0.06
|
||||
SZCOMP,China,1994.00,,3.07,0.24,17.16,8.64,0.13,473.00,0.02,,7.36,0.07
|
||||
SZCOMP,China,1995.00,,3.07,0.17,19.03,8.37,0.11,610.00,0.03,,11.96,0.07
|
||||
SZCOMP,China,1996.00,,3.07,0.08,25.23,8.34,0.10,709.00,0.03,,17.55,0.06
|
||||
SZCOMP,China,1997.00,1166.51,3.07,0.03,18.33,8.32,0.09,782.00,0.03,,42.82,0.06
|
||||
SZCOMP,China,1998.00,1257.32,3.10,-0.01,11.35,8.30,0.08,829.00,0.03,,43.84,0.05
|
||||
SZCOMP,China,1999.00,1381.49,3.14,-0.01,26.10,8.28,0.08,873.00,0.03,,30.64,0.06
|
||||
SZCOMP,China,2000.00,1897.42,3.28,,28.44,8.28,0.08,959.00,0.03,,28.79,0.06
|
||||
SZCOMP,China,2001.00,1940.96,3.29,0.01,19.39,8.28,0.08,1053.00,0.03,,28.09,0.05
|
||||
SZCOMP,China,2002.00,1561.31,3.19,-0.01,29.46,8.28,0.09,1149.00,0.03,,37.38,0.05
|
||||
SZCOMP,China,2003.00,1467.88,3.17,0.01,32.13,8.28,0.10,1289.00,0.04,,35.82,0.04
|
||||
SZCOMP,China,2004.00,1467.57,3.17,0.04,43.15,8.28,0.10,1509.00,0.04,625.22,51.17,0.04
|
||||
SZCOMP,China,2005.00,1144.54,3.06,0.02,59.41,8.19,0.11,1753.00,0.04,733.66,124.63,0.04
|
||||
SZCOMP,China,2006.00,1687.14,3.23,0.02,61.96,7.97,0.13,2099.00,0.04,893.13,208.92,0.05
|
||||
SZCOMP,China,2007.00,4329.44,3.64,0.05,91.69,7.61,0.14,2694.00,0.04,1149.72,308.04,0.05
|
||||
SZCOMP,China,2008.00,2912.90,3.46,0.06,41.12,6.95,0.10,3468.00,0.04,1475.66,348.83,0.04
|
||||
SZCOMP,China,2009.00,2737.01,3.44,-0.01,74.47,6.83,0.09,3832.00,0.04,1611.95,220.13,0.03
|
||||
SZCOMP,China,2010.00,2795.88,3.45,0.03,89.15,6.77,0.11,4550.00,0.04,1924.32,222.40,0.03
|
||||
SZCOMP,China,2011.00,2639.19,3.42,0.06,98.56,6.46,0.10,5618.00,0.04,2421.37,180.89,0.03
|
||||
SZCOMP,China,2012.00,2211.11,3.34,0.03,87.86,6.31,0.08,6317.00,0.04,2690.09,231.87,0.02
|
||||
SZCOMP,China,2013.00,2182.52,3.34,0.03,97.63,6.15,0.08,7051.00,0.05,2935.34,234.87,0.02
|
||||
SZCOMP,China,2014.00,2279.75,3.36,0.02,59.29,6.16,0.07,7679.00,0.05,3184.24,221.55,0.03
|
||||
SZCOMP,China,2015.00,3657.40,3.56,0.01,37.19,6.28,0.07,8067.00,0.05,3202.50,358.84,0.02
|
||||
SZCOMP,China,2016.00,2978.14,3.47,0.02,51.97,6.64,0.07,8148.00,0.05,3153.12,255.48,0.02
|
||||
SZCOMP,China,2017.00,3257.35,3.51,0.02,57.88,6.76,0.07,8879.00,0.04,3460.33,215.70,0.02
|
||||
SZCOMP,China,2018.00,2920.18,3.47,0.02,49.52,6.61,0.07,9977.00,0.04,3868.46,106.71,0.03
|
||||
SZCOMP,China,2019.00,2928.94,3.47,0.03,59.88,6.91,0.06,10217.00,0.05,3823.41,164.99,0.02
|
||||
SZCOMP,China,2020.00,3109.78,3.49,0.02,47.02,6.90,0.02,10500.00,0.05,3853.81,366.14,0.01
|
||||
DAX 30,Germany,1980.00,480.90,2.68,0.05,21.59,1.82,0.01,6206.00,0.03,,-22.41,0.11
|
||||
DAX 30,Germany,1981.00,490.40,2.69,0.06,31.77,2.26,0.01,5220.00,0.05,,-16.02,0.14
|
||||
DAX 30,Germany,1982.00,552.80,2.74,0.05,28.52,2.43,,5069.00,0.07,,-10.51,0.13
|
||||
DAX 30,Germany,1983.00,774.00,2.89,0.03,26.19,2.55,0.02,5044.00,0.08,,-11.79,0.11
|
||||
DAX 30,Germany,1984.00,820.90,2.91,0.02,25.88,2.85,0.03,4762.00,0.08,,-10.35,0.12
|
||||
DAX 30,Germany,1985.00,1366.20,3.14,0.02,24.09,2.94,0.02,4821.00,0.08,,-7.63,0.11
|
||||
DAX 30,Germany,1986.00,1432.30,3.16,,12.51,2.17,0.02,6883.00,0.08,,-1.98,0.08
|
||||
DAX 30,Germany,1987.00,1000.00,3.00,,15.40,1.80,0.01,8527.00,0.08,,-2.15,0.08
|
||||
DAX 30,Germany,1988.00,1327.87,3.12,0.01,12.58,1.76,0.04,9168.00,0.08,,-2.48,0.09
|
||||
DAX 30,Germany,1989.00,1790.37,3.25,0.03,15.86,1.88,0.04,9083.00,0.07,,-4.41,0.08
|
||||
DAX 30,Germany,1990.00,1398.20,3.15,0.03,27.28,1.62,0.05,11404.00,0.06,,-1.74,0.09
|
||||
DAX 30,Germany,1991.00,1578.00,3.20,0.04,19.50,1.66,0.05,11942.00,0.06,237.43,-4.66,0.08
|
||||
DAX 30,Germany,1992.00,1545.10,3.19,0.05,19.41,1.56,0.02,13518.00,0.08,254.79,-5.47,0.07
|
||||
DAX 30,Germany,1993.00,2266.70,3.36,0.04,14.52,1.65,-0.01,13049.00,0.09,225.80,0.53,0.06
|
||||
DAX 30,Germany,1994.00,2106.60,3.32,0.03,17.16,1.62,0.02,13844.00,0.10,234.55,1.84,0.07
|
||||
DAX 30,Germany,1995.00,2253.90,3.35,0.02,19.03,1.43,0.02,16186.00,0.09,271.52,5.38,0.07
|
||||
DAX 30,Germany,1996.00,2888.70,3.46,0.01,25.23,1.50,0.01,15588.00,0.10,256.13,9.12,0.06
|
||||
DAX 30,Germany,1997.00,4224.30,3.63,0.02,18.33,1.73,0.02,13786.00,0.11,228.78,12.19,0.06
|
||||
DAX 30,Germany,1998.00,5002.39,3.70,0.01,11.35,1.76,0.02,13953.00,0.11,233.65,14.07,0.05
|
||||
DAX 30,Germany,1999.00,6958.14,3.84,0.01,26.10,1.07,0.02,26735.00,0.11,438.87,12.13,0.06
|
||||
DAX 30,Germany,2000.00,6433.61,3.81,0.01,28.44,0.92,0.03,23695.00,0.10,400.23,3.30,0.06
|
||||
DAX 30,Germany,2001.00,5160.10,3.71,0.02,19.39,0.90,0.02,23628.00,0.09,395.80,31.65,0.05
|
||||
DAX 30,Germany,2002.00,2892.63,3.46,0.01,29.46,0.95,,25197.00,0.10,411.33,88.34,0.05
|
||||
DAX 30,Germany,2003.00,3965.16,3.60,0.01,32.13,1.13,-0.01,30310.00,0.11,496.31,94.41,0.04
|
||||
DAX 30,Germany,2004.00,4256.08,3.63,0.02,43.15,1.24,0.01,34107.00,0.11,563.82,146.36,0.04
|
||||
DAX 30,Germany,2005.00,5408.25,3.73,0.02,59.41,1.24,0.01,34520.00,0.12,571.36,148.05,0.04
|
||||
DAX 30,Germany,2006.00,6596.91,3.82,0.02,61.96,1.26,0.04,36354.00,0.11,618.70,162.20,0.05
|
||||
DAX 30,Germany,2007.00,8067.31,3.91,0.02,91.69,1.37,0.03,41640.00,0.09,714.38,231.95,0.05
|
||||
DAX 30,Germany,2008.00,4810.20,3.68,0.03,41.12,1.47,0.01,45613.00,0.08,750.91,227.47,0.04
|
||||
DAX 30,Germany,2009.00,5957.43,3.78,,74.47,1.39,-0.06,41650.00,0.08,603.23,170.94,0.03
|
||||
DAX 30,Germany,2010.00,6914.19,3.84,0.01,89.15,1.33,0.04,41572.00,0.08,669.57,178.90,0.03
|
||||
DAX 30,Germany,2011.00,5898.35,3.77,0.02,98.56,1.39,0.04,46706.00,0.07,758.60,184.02,0.03
|
||||
DAX 30,Germany,2012.00,7612.39,3.88,0.02,87.86,1.29,,43856.00,0.07,710.95,215.16,0.02
|
||||
DAX 30,Germany,2013.00,9552.16,3.98,0.02,97.63,1.33,,46299.00,0.07,743.97,215.01,0.02
|
||||
DAX 30,Germany,2014.00,9805.55,3.99,0.01,59.29,1.33,0.02,48024.00,0.07,786.55,257.40,0.03
|
||||
DAX 30,Germany,2015.00,10743.01,4.03,0.01,37.19,1.11,0.01,41103.00,0.06,683.20,255.02,0.02
|
||||
DAX 30,Germany,2016.00,11481.06,4.06,,51.97,1.11,0.02,42136.00,0.06,716.94,255.97,0.02
|
||||
DAX 30,Germany,2017.00,12917.64,4.11,0.02,57.88,1.13,0.03,44553.00,0.06,752.02,257.66,0.02
|
||||
DAX 30,Germany,2018.00,10558.96,4.02,0.02,49.52,1.18,0.01,47811.00,0.05,795.96,243.72,0.03
|
||||
DAX 30,Germany,2019.00,13249.01,4.12,0.01,59.88,1.12,0.01,46468.00,0.05,737.94,223.82,0.02
|
||||
DAX 30,Germany,2020.00,13718.78,4.14,0.01,47.02,1.14,-0.05,45724.00,0.06,678.29,221.53,0.01
|
||||
CAC 40,France,1980.00,394.44,2.60,0.14,21.59,4.23,0.02,1938.00,,19.77,-1.64,0.11
|
||||
CAC 40,France,1981.00,325.88,2.51,0.13,31.77,5.43,0.01,1693.00,,16.94,-1.38,0.14
|
||||
CAC 40,France,1982.00,353.24,2.55,0.12,28.52,6.58,0.03,1600.00,,15.58,-2.19,0.13
|
||||
CAC 40,France,1983.00,552.60,2.74,0.09,26.19,7.62,0.01,1524.00,0.09,14.93,-0.23,0.11
|
||||
CAC 40,France,1984.00,643.20,2.81,0.08,25.88,8.74,0.02,1436.00,0.10,13.97,0.10,0.12
|
||||
CAC 40,France,1985.00,930.21,2.97,0.06,24.09,8.99,0.02,1488.00,0.10,14.60,-0.31,0.11
|
||||
CAC 40,France,1986.00,1403.64,3.15,0.03,12.51,6.93,0.02,2064.00,0.11,19.92,-0.14,0.08
|
||||
CAC 40,France,1987.00,1000.00,3.00,0.03,15.40,6.01,0.03,2485.00,0.11,23.51,-1.56,0.08
|
||||
CAC 40,France,1988.00,1573.94,3.20,0.03,12.58,5.96,0.05,2695.00,0.10,25.43,-1.02,0.09
|
||||
CAC 40,France,1989.00,2001.08,3.30,0.03,15.86,6.38,0.04,2697.00,0.10,25.28,-1.07,0.08
|
||||
CAC 40,France,1990.00,1509.00,3.18,0.03,27.28,5.44,0.03,3322.00,0.09,31.36,-1.52,0.09
|
||||
CAC 40,France,1991.00,1765.70,3.25,0.03,19.50,5.64,0.01,3304.00,0.10,30.80,-0.61,0.08
|
||||
CAC 40,France,1992.00,1857.80,3.27,0.02,19.41,5.30,0.02,3630.00,0.11,33.31,1.43,0.07
|
||||
CAC 40,France,1993.00,2268.20,3.36,0.02,14.52,5.66,-0.01,3412.00,0.12,30.38,3.39,0.06
|
||||
CAC 40,France,1994.00,1881.20,3.27,0.02,17.16,5.55,0.02,3582.00,0.12,31.23,3.18,0.07
|
||||
CAC 40,France,1995.00,1872.00,3.27,0.02,19.03,4.99,0.02,4099.00,0.12,36.32,3.90,0.07
|
||||
CAC 40,France,1996.00,2315.70,3.36,0.02,25.23,5.12,0.01,4097.00,0.12,35.44,4.36,0.06
|
||||
CAC 40,France,1997.00,2998.90,3.48,0.01,18.33,5.84,0.02,3694.00,0.12,32.50,6.67,0.06
|
||||
CAC 40,France,1998.00,3942.66,3.60,0.01,11.35,5.90,0.04,3807.00,0.12,33.61,6.29,0.05
|
||||
CAC 40,France,1999.00,5958.32,3.78,0.01,26.10,1.07,0.03,24682.00,0.11,215.66,35.72,0.06
|
||||
CAC 40,France,2000.00,5926.42,3.77,0.02,28.44,0.92,0.04,22420.00,0.10,197.71,18.15,0.06
|
||||
CAC 40,France,2001.00,4624.58,3.67,0.02,19.39,0.90,0.02,22453.00,0.09,193.29,21.66,0.05
|
||||
CAC 40,France,2002.00,3063.91,3.49,0.02,29.46,0.95,0.01,24293.00,0.09,203.97,29.88,0.05
|
||||
CAC 40,France,2003.00,3557.90,3.55,0.02,32.13,1.13,0.01,29634.00,0.09,241.52,26.31,0.04
|
||||
CAC 40,France,2004.00,3821.16,3.58,0.02,43.15,1.24,0.03,33803.00,0.09,268.87,21.46,0.04
|
||||
CAC 40,France,2005.00,4715.23,3.67,0.02,59.41,1.24,0.02,34773.00,0.09,269.11,1.88,0.04
|
||||
CAC 40,France,2006.00,5541.75,3.74,0.02,61.96,1.26,0.02,36474.00,0.09,272.13,-5.41,0.05
|
||||
CAC 40,France,2007.00,5614.08,3.75,0.01,91.69,1.37,0.02,41561.00,0.08,309.42,-19.00,0.05
|
||||
CAC 40,France,2008.00,3217.97,3.51,0.03,41.12,1.47,,45519.00,0.07,325.40,-33.94,0.04
|
||||
CAC 40,France,2009.00,3936.33,3.60,,74.47,1.39,-0.03,41740.00,0.09,286.02,-21.37,0.03
|
||||
CAC 40,France,2010.00,3804.78,3.58,0.02,89.15,1.33,0.02,40678.00,0.09,273.17,-34.15,0.03
|
||||
CAC 40,France,2011.00,3159.81,3.50,0.02,98.56,1.39,0.02,43848.00,0.09,297.86,-55.81,0.03
|
||||
CAC 40,France,2012.00,3641.07,3.56,0.02,87.86,1.29,,40872.00,0.10,278.07,-34.78,0.02
|
||||
CAC 40,France,2013.00,4295.95,3.63,0.01,97.63,1.33,0.01,42605.00,0.10,291.15,-29.09,0.02
|
||||
CAC 40,France,2014.00,4272.75,3.63,0.01,59.29,1.33,0.01,43069.00,0.10,293.61,-32.71,0.03
|
||||
CAC 40,France,2015.00,4637.06,3.67,,37.19,1.11,0.01,36653.00,0.10,254.50,-13.82,0.02
|
||||
CAC 40,France,2016.00,4862.31,3.69,,51.97,1.11,0.01,37063.00,0.10,254.30,-14.96,0.02
|
||||
CAC 40,France,2017.00,5312.56,3.73,0.01,57.88,1.13,0.02,38781.00,0.09,263.05,-27.63,0.02
|
||||
CAC 40,France,2018.00,4730.69,3.67,0.02,49.52,1.18,0.02,41547.00,0.09,275.76,-29.02,0.03
|
||||
CAC 40,France,2019.00,5978.06,3.78,0.01,59.88,1.12,0.02,40380.00,0.08,266.63,-26.59,0.02
|
||||
CAC 40,France,2020.00,5551.41,3.74,,47.02,1.14,-0.08,38625.00,0.08,241.71,-57.65,0.01
|
||||
IEX 35,Spain,1980.00,,3.38,0.16,21.59,71.78,0.02,37.00,,,-0.04,0.11
|
||||
IEX 35,Spain,1981.00,,3.38,0.15,31.77,92.33,,32.00,,,-0.03,0.14
|
||||
IEX 35,Spain,1982.00,,3.38,0.14,28.52,109.92,0.01,31.00,,,-0.03,0.13
|
||||
IEX 35,Spain,1983.00,,3.38,0.12,26.19,143.54,0.02,27.00,,,-0.02,0.11
|
||||
IEX 35,Spain,1984.00,,3.38,0.11,25.88,160.91,0.02,27.00,,,0.01,0.12
|
||||
IEX 35,Spain,1985.00,,3.38,0.09,24.09,170.20,0.02,28.00,,,0.01,0.11
|
||||
IEX 35,Spain,1986.00,,3.38,0.09,12.51,140.14,0.03,39.00,,,0.02,0.08
|
||||
IEX 35,Spain,1987.00,2407.10,3.38,0.05,15.40,123.51,0.06,50.00,0.20,,-0.02,0.08
|
||||
IEX 35,Spain,1988.00,2727.50,3.44,0.05,12.58,116.49,0.05,58.00,0.19,,-0.05,0.09
|
||||
IEX 35,Spain,1989.00,3000.00,3.48,0.07,15.86,118.34,0.05,64.00,0.17,,-0.10,0.08
|
||||
IEX 35,Spain,1990.00,2248.80,3.35,0.07,27.28,101.95,0.04,83.00,0.15,,-0.13,0.09
|
||||
IEX 35,Spain,1991.00,2603.30,3.42,0.06,19.50,103.87,0.03,89.00,0.16,,-0.14,0.08
|
||||
IEX 35,Spain,1992.00,2344.57,3.37,0.06,19.41,102.47,0.01,97.00,0.17,,-0.14,0.07
|
||||
IEX 35,Spain,1993.00,3615.22,3.56,0.05,14.52,127.31,-0.01,80.00,0.21,,-0.05,0.06
|
||||
IEX 35,Spain,1994.00,3087.68,3.49,0.05,17.16,133.89,0.02,81.00,0.22,,-0.03,0.07
|
||||
IEX 35,Spain,1995.00,3630.76,3.56,0.05,19.03,124.68,0.03,93.00,0.21,0.60,-0.04,0.07
|
||||
IEX 35,Spain,1996.00,5154.77,3.71,0.04,25.23,126.68,0.03,97.00,0.20,0.63,-0.01,0.06
|
||||
IEX 35,Spain,1997.00,7255.40,3.86,0.02,18.33,146.45,0.04,89.00,0.18,0.59,0.01,0.06
|
||||
IEX 35,Spain,1998.00,9836.60,3.99,0.02,11.35,149.37,0.04,93.00,0.16,0.62,-0.02,0.05
|
||||
IEX 35,Spain,1999.00,11641.40,4.07,0.02,26.10,1.07,0.04,15721.00,0.14,103.49,-12.28,0.06
|
||||
IEX 35,Spain,2000.00,9109.80,3.96,0.03,28.44,0.92,0.05,14750.00,0.12,97.13,-17.69,0.06
|
||||
IEX 35,Spain,2001.00,8397.60,3.92,0.04,19.39,0.90,0.04,15369.00,0.11,99.40,-14.28,0.05
|
||||
IEX 35,Spain,2002.00,6036.90,3.78,0.03,29.46,0.95,0.03,17107.00,0.11,108.02,-14.11,0.05
|
||||
IEX 35,Spain,2003.00,7737.20,3.89,0.03,32.13,1.13,0.03,21511.00,0.11,133.45,-20.02,0.04
|
||||
IEX 35,Spain,2004.00,9080.80,3.96,0.03,43.15,1.24,0.03,24907.00,0.11,151.49,-39.56,0.04
|
||||
IEX 35,Spain,2005.00,10733.90,4.03,0.03,59.41,1.24,0.04,26429.00,0.09,158.16,-55.42,0.04
|
||||
IEX 35,Spain,2006.00,14146.50,4.15,0.04,61.96,1.26,0.04,28389.00,0.08,168.08,-71.77,0.05
|
||||
IEX 35,Spain,2007.00,15182.29,4.18,0.03,91.69,1.37,0.04,32591.00,0.08,190.13,-85.17,0.05
|
||||
IEX 35,Spain,2008.00,9195.80,3.96,0.04,41.12,1.47,0.01,35511.00,0.11,207.17,-77.28,0.04
|
||||
IEX 35,Spain,2009.00,11940.00,4.08,,74.47,1.39,-0.04,32170.00,0.18,172.86,-13.00,0.03
|
||||
IEX 35,Spain,2010.00,9859.10,3.99,0.02,89.15,1.33,,30532.00,0.20,162.09,-14.57,0.03
|
||||
IEX 35,Spain,2011.00,8566.30,3.93,0.03,98.56,1.39,-0.01,31678.00,0.21,170.26,4.10,0.03
|
||||
IEX 35,Spain,2012.00,8167.50,3.91,0.02,87.86,1.29,-0.03,28323.00,0.25,147.38,27.36,0.02
|
||||
IEX 35,Spain,2013.00,9916.70,4.00,0.01,97.63,1.33,-0.01,29068.00,0.26,151.68,53.24,0.02
|
||||
IEX 35,Spain,2014.00,10279.50,4.01,,59.29,1.33,0.01,29501.00,0.24,155.09,42.50,0.03
|
||||
IEX 35,Spain,2015.00,9544.20,3.98,-0.01,37.19,1.11,0.04,25742.00,0.22,135.11,36.35,0.02
|
||||
IEX 35,Spain,2016.00,9352.10,3.97,,51.97,1.11,0.03,26523.00,0.20,139.01,49.16,0.02
|
||||
IEX 35,Spain,2017.00,10043.90,4.00,0.02,57.88,1.13,0.03,28170.00,0.17,148.80,47.33,0.02
|
||||
IEX 35,Spain,2018.00,8539.90,3.93,0.02,49.52,1.18,0.02,30389.00,0.15,158.33,38.70,0.03
|
||||
IEX 35,Spain,2019.00,9549.20,3.98,0.01,59.88,1.12,0.02,29565.00,0.14,155.49,41.94,0.02
|
||||
IEX 35,Spain,2020.00,8073.70,3.91,,47.02,1.14,-0.11,27057.00,0.16,143.05,19.10,0.01
|
||||
|
40
verina_daria_lab_3/laba3_economica.py
Normal file
40
verina_daria_lab_3/laba3_economica.py
Normal file
@ -0,0 +1,40 @@
|
||||
import pandas as pd
|
||||
from sklearn.model_selection import train_test_split
|
||||
from sklearn.tree import DecisionTreeRegressor
|
||||
from sklearn.metrics import mean_squared_error
|
||||
from sklearn.preprocessing import LabelEncoder
|
||||
|
||||
# Загрузка данных
|
||||
data = pd.read_csv('economica.csv')
|
||||
|
||||
# Преобразование строковых значений в числовые
|
||||
le = LabelEncoder()
|
||||
data['country'] = le.fit_transform(data['country'])
|
||||
|
||||
# Определение признаков и целевой переменной
|
||||
X = data[['country', 'year']]
|
||||
y = data['oil_prices']
|
||||
|
||||
# Разделение данных на тренировочный и тестовый наборы
|
||||
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.01, random_state=42)
|
||||
|
||||
# Создание и обучение дерева решений
|
||||
clf = DecisionTreeRegressor(random_state=42)
|
||||
clf.fit(X_train, y_train)
|
||||
|
||||
# Прогнозирование на тестовом наборе
|
||||
y_pred = clf.predict(X_test)
|
||||
|
||||
# Оценка качества модели на тестовом наборе
|
||||
mse = mean_squared_error(y_test, y_pred)
|
||||
|
||||
# Прогнозирование на оставшемся проценте данных
|
||||
X_remaining = data.drop(X_train.index)
|
||||
y_remaining_true = X_remaining['oil_prices']
|
||||
X_remaining = X_remaining[['country', 'year']]
|
||||
y_remaining_pred = clf.predict(X_remaining)
|
||||
|
||||
# Оценка качества модели на оставшемся проценте данных
|
||||
mse_remaining = mean_squared_error(y_remaining_true, y_remaining_pred)
|
||||
mse_remaining_percent = (mse_remaining / y.mean()) * 100
|
||||
print(f'Среднеквадратичная ошибка на 1%: {mse_remaining}({mse_remaining_percent:.2f}%)')
|
||||
31
verina_daria_lab_3/laba3_titanic.py
Normal file
31
verina_daria_lab_3/laba3_titanic.py
Normal file
@ -0,0 +1,31 @@
|
||||
import pandas as pd
|
||||
from sklearn.tree import DecisionTreeClassifier
|
||||
|
||||
# Загрузка данных
|
||||
data = pd.read_csv('titanic_data.csv', index_col='PassengerId')
|
||||
|
||||
# Фильтрация данных
|
||||
data = data.dropna(subset=['Ticket', 'Fare', 'Cabin', 'Survived'])
|
||||
|
||||
# Преобразование категориальных признаков в числовые
|
||||
data['Ticket'], _ = pd.factorize(data['Ticket'])
|
||||
data['Cabin'], _ = pd.factorize(data['Cabin'])
|
||||
|
||||
# Выделение признаков и целевой переменной
|
||||
X = data[['Ticket', 'Fare', 'Cabin']]
|
||||
y = data['Survived']
|
||||
|
||||
# Создание и обучение дерева решений
|
||||
clf = DecisionTreeClassifier(random_state=241)
|
||||
clf.fit(X, y)
|
||||
|
||||
# Получение и распечатка важностей признаков
|
||||
importances = clf.feature_importances_
|
||||
|
||||
# Связываем важности с именами признаков
|
||||
feature_importance = dict(zip(X.columns, importances))
|
||||
|
||||
# Выводим важности признаков
|
||||
print("Важности признаков:")
|
||||
for feature, importance in feature_importance.items():
|
||||
print(f"{feature}: {importance}")
|
||||
BIN
verina_daria_lab_3/result1.png
Normal file
BIN
verina_daria_lab_3/result1.png
Normal file
Binary file not shown.
|
After Width: | Height: | Size: 31 KiB |
BIN
verina_daria_lab_3/result2.png
Normal file
BIN
verina_daria_lab_3/result2.png
Normal file
Binary file not shown.
|
After Width: | Height: | Size: 25 KiB |
892
verina_daria_lab_3/titanic_data.csv
Normal file
892
verina_daria_lab_3/titanic_data.csv
Normal file
@ -0,0 +1,892 @@
|
||||
PassengerId,Survived,Pclass,Name,Sex,Age,SibSp,Parch,Ticket,Fare,Cabin,Embarked
|
||||
1,0,3,"Braund, Mr. Owen Harris",male,22,1,0,A/5 21171,7.25,,S
|
||||
2,1,1,"Cumings, Mrs. John Bradley (Florence Briggs Thayer)",female,38,1,0,PC 17599,71.2833,C85,C
|
||||
3,1,3,"Heikkinen, Miss. Laina",female,26,0,0,STON/O2. 3101282,7.925,,S
|
||||
4,1,1,"Futrelle, Mrs. Jacques Heath (Lily May Peel)",female,35,1,0,113803,53.1,C123,S
|
||||
5,0,3,"Allen, Mr. William Henry",male,35,0,0,373450,8.05,,S
|
||||
6,0,3,"Moran, Mr. James",male,,0,0,330877,8.4583,,Q
|
||||
7,0,1,"McCarthy, Mr. Timothy J",male,54,0,0,17463,51.8625,E46,S
|
||||
8,0,3,"Palsson, Master. Gosta Leonard",male,2,3,1,349909,21.075,,S
|
||||
9,1,3,"Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)",female,27,0,2,347742,11.1333,,S
|
||||
10,1,2,"Nasser, Mrs. Nicholas (Adele Achem)",female,14,1,0,237736,30.0708,,C
|
||||
11,1,3,"Sandstrom, Miss. Marguerite Rut",female,4,1,1,PP 9549,16.7,G6,S
|
||||
12,1,1,"Bonnell, Miss. Elizabeth",female,58,0,0,113783,26.55,C103,S
|
||||
13,0,3,"Saundercock, Mr. William Henry",male,20,0,0,A/5. 2151,8.05,,S
|
||||
14,0,3,"Andersson, Mr. Anders Johan",male,39,1,5,347082,31.275,,S
|
||||
15,0,3,"Vestrom, Miss. Hulda Amanda Adolfina",female,14,0,0,350406,7.8542,,S
|
||||
16,1,2,"Hewlett, Mrs. (Mary D Kingcome) ",female,55,0,0,248706,16,,S
|
||||
17,0,3,"Rice, Master. Eugene",male,2,4,1,382652,29.125,,Q
|
||||
18,1,2,"Williams, Mr. Charles Eugene",male,,0,0,244373,13,,S
|
||||
19,0,3,"Vander Planke, Mrs. Julius (Emelia Maria Vandemoortele)",female,31,1,0,345763,18,,S
|
||||
20,1,3,"Masselmani, Mrs. Fatima",female,,0,0,2649,7.225,,C
|
||||
21,0,2,"Fynney, Mr. Joseph J",male,35,0,0,239865,26,,S
|
||||
22,1,2,"Beesley, Mr. Lawrence",male,34,0,0,248698,13,D56,S
|
||||
23,1,3,"McGowan, Miss. Anna ""Annie""",female,15,0,0,330923,8.0292,,Q
|
||||
24,1,1,"Sloper, Mr. William Thompson",male,28,0,0,113788,35.5,A6,S
|
||||
25,0,3,"Palsson, Miss. Torborg Danira",female,8,3,1,349909,21.075,,S
|
||||
26,1,3,"Asplund, Mrs. Carl Oscar (Selma Augusta Emilia Johansson)",female,38,1,5,347077,31.3875,,S
|
||||
27,0,3,"Emir, Mr. Farred Chehab",male,,0,0,2631,7.225,,C
|
||||
28,0,1,"Fortune, Mr. Charles Alexander",male,19,3,2,19950,263,C23 C25 C27,S
|
||||
29,1,3,"O'Dwyer, Miss. Ellen ""Nellie""",female,,0,0,330959,7.8792,,Q
|
||||
30,0,3,"Todoroff, Mr. Lalio",male,,0,0,349216,7.8958,,S
|
||||
31,0,1,"Uruchurtu, Don. Manuel E",male,40,0,0,PC 17601,27.7208,,C
|
||||
32,1,1,"Spencer, Mrs. William Augustus (Marie Eugenie)",female,,1,0,PC 17569,146.5208,B78,C
|
||||
33,1,3,"Glynn, Miss. Mary Agatha",female,,0,0,335677,7.75,,Q
|
||||
34,0,2,"Wheadon, Mr. Edward H",male,66,0,0,C.A. 24579,10.5,,S
|
||||
35,0,1,"Meyer, Mr. Edgar Joseph",male,28,1,0,PC 17604,82.1708,,C
|
||||
36,0,1,"Holverson, Mr. Alexander Oskar",male,42,1,0,113789,52,,S
|
||||
37,1,3,"Mamee, Mr. Hanna",male,,0,0,2677,7.2292,,C
|
||||
38,0,3,"Cann, Mr. Ernest Charles",male,21,0,0,A./5. 2152,8.05,,S
|
||||
39,0,3,"Vander Planke, Miss. Augusta Maria",female,18,2,0,345764,18,,S
|
||||
40,1,3,"Nicola-Yarred, Miss. Jamila",female,14,1,0,2651,11.2417,,C
|
||||
41,0,3,"Ahlin, Mrs. Johan (Johanna Persdotter Larsson)",female,40,1,0,7546,9.475,,S
|
||||
42,0,2,"Turpin, Mrs. William John Robert (Dorothy Ann Wonnacott)",female,27,1,0,11668,21,,S
|
||||
43,0,3,"Kraeff, Mr. Theodor",male,,0,0,349253,7.8958,,C
|
||||
44,1,2,"Laroche, Miss. Simonne Marie Anne Andree",female,3,1,2,SC/Paris 2123,41.5792,,C
|
||||
45,1,3,"Devaney, Miss. Margaret Delia",female,19,0,0,330958,7.8792,,Q
|
||||
46,0,3,"Rogers, Mr. William John",male,,0,0,S.C./A.4. 23567,8.05,,S
|
||||
47,0,3,"Lennon, Mr. Denis",male,,1,0,370371,15.5,,Q
|
||||
48,1,3,"O'Driscoll, Miss. Bridget",female,,0,0,14311,7.75,,Q
|
||||
49,0,3,"Samaan, Mr. Youssef",male,,2,0,2662,21.6792,,C
|
||||
50,0,3,"Arnold-Franchi, Mrs. Josef (Josefine Franchi)",female,18,1,0,349237,17.8,,S
|
||||
51,0,3,"Panula, Master. Juha Niilo",male,7,4,1,3101295,39.6875,,S
|
||||
52,0,3,"Nosworthy, Mr. Richard Cater",male,21,0,0,A/4. 39886,7.8,,S
|
||||
53,1,1,"Harper, Mrs. Henry Sleeper (Myna Haxtun)",female,49,1,0,PC 17572,76.7292,D33,C
|
||||
54,1,2,"Faunthorpe, Mrs. Lizzie (Elizabeth Anne Wilkinson)",female,29,1,0,2926,26,,S
|
||||
55,0,1,"Ostby, Mr. Engelhart Cornelius",male,65,0,1,113509,61.9792,B30,C
|
||||
56,1,1,"Woolner, Mr. Hugh",male,,0,0,19947,35.5,C52,S
|
||||
57,1,2,"Rugg, Miss. Emily",female,21,0,0,C.A. 31026,10.5,,S
|
||||
58,0,3,"Novel, Mr. Mansouer",male,28.5,0,0,2697,7.2292,,C
|
||||
59,1,2,"West, Miss. Constance Mirium",female,5,1,2,C.A. 34651,27.75,,S
|
||||
60,0,3,"Goodwin, Master. William Frederick",male,11,5,2,CA 2144,46.9,,S
|
||||
61,0,3,"Sirayanian, Mr. Orsen",male,22,0,0,2669,7.2292,,C
|
||||
62,1,1,"Icard, Miss. Amelie",female,38,0,0,113572,80,B28,
|
||||
63,0,1,"Harris, Mr. Henry Birkhardt",male,45,1,0,36973,83.475,C83,S
|
||||
64,0,3,"Skoog, Master. Harald",male,4,3,2,347088,27.9,,S
|
||||
65,0,1,"Stewart, Mr. Albert A",male,,0,0,PC 17605,27.7208,,C
|
||||
66,1,3,"Moubarek, Master. Gerios",male,,1,1,2661,15.2458,,C
|
||||
67,1,2,"Nye, Mrs. (Elizabeth Ramell)",female,29,0,0,C.A. 29395,10.5,F33,S
|
||||
68,0,3,"Crease, Mr. Ernest James",male,19,0,0,S.P. 3464,8.1583,,S
|
||||
69,1,3,"Andersson, Miss. Erna Alexandra",female,17,4,2,3101281,7.925,,S
|
||||
70,0,3,"Kink, Mr. Vincenz",male,26,2,0,315151,8.6625,,S
|
||||
71,0,2,"Jenkin, Mr. Stephen Curnow",male,32,0,0,C.A. 33111,10.5,,S
|
||||
72,0,3,"Goodwin, Miss. Lillian Amy",female,16,5,2,CA 2144,46.9,,S
|
||||
73,0,2,"Hood, Mr. Ambrose Jr",male,21,0,0,S.O.C. 14879,73.5,,S
|
||||
74,0,3,"Chronopoulos, Mr. Apostolos",male,26,1,0,2680,14.4542,,C
|
||||
75,1,3,"Bing, Mr. Lee",male,32,0,0,1601,56.4958,,S
|
||||
76,0,3,"Moen, Mr. Sigurd Hansen",male,25,0,0,348123,7.65,F G73,S
|
||||
77,0,3,"Staneff, Mr. Ivan",male,,0,0,349208,7.8958,,S
|
||||
78,0,3,"Moutal, Mr. Rahamin Haim",male,,0,0,374746,8.05,,S
|
||||
79,1,2,"Caldwell, Master. Alden Gates",male,0.83,0,2,248738,29,,S
|
||||
80,1,3,"Dowdell, Miss. Elizabeth",female,30,0,0,364516,12.475,,S
|
||||
81,0,3,"Waelens, Mr. Achille",male,22,0,0,345767,9,,S
|
||||
82,1,3,"Sheerlinck, Mr. Jan Baptist",male,29,0,0,345779,9.5,,S
|
||||
83,1,3,"McDermott, Miss. Brigdet Delia",female,,0,0,330932,7.7875,,Q
|
||||
84,0,1,"Carrau, Mr. Francisco M",male,28,0,0,113059,47.1,,S
|
||||
85,1,2,"Ilett, Miss. Bertha",female,17,0,0,SO/C 14885,10.5,,S
|
||||
86,1,3,"Backstrom, Mrs. Karl Alfred (Maria Mathilda Gustafsson)",female,33,3,0,3101278,15.85,,S
|
||||
87,0,3,"Ford, Mr. William Neal",male,16,1,3,W./C. 6608,34.375,,S
|
||||
88,0,3,"Slocovski, Mr. Selman Francis",male,,0,0,SOTON/OQ 392086,8.05,,S
|
||||
89,1,1,"Fortune, Miss. Mabel Helen",female,23,3,2,19950,263,C23 C25 C27,S
|
||||
90,0,3,"Celotti, Mr. Francesco",male,24,0,0,343275,8.05,,S
|
||||
91,0,3,"Christmann, Mr. Emil",male,29,0,0,343276,8.05,,S
|
||||
92,0,3,"Andreasson, Mr. Paul Edvin",male,20,0,0,347466,7.8542,,S
|
||||
93,0,1,"Chaffee, Mr. Herbert Fuller",male,46,1,0,W.E.P. 5734,61.175,E31,S
|
||||
94,0,3,"Dean, Mr. Bertram Frank",male,26,1,2,C.A. 2315,20.575,,S
|
||||
95,0,3,"Coxon, Mr. Daniel",male,59,0,0,364500,7.25,,S
|
||||
96,0,3,"Shorney, Mr. Charles Joseph",male,,0,0,374910,8.05,,S
|
||||
97,0,1,"Goldschmidt, Mr. George B",male,71,0,0,PC 17754,34.6542,A5,C
|
||||
98,1,1,"Greenfield, Mr. William Bertram",male,23,0,1,PC 17759,63.3583,D10 D12,C
|
||||
99,1,2,"Doling, Mrs. John T (Ada Julia Bone)",female,34,0,1,231919,23,,S
|
||||
100,0,2,"Kantor, Mr. Sinai",male,34,1,0,244367,26,,S
|
||||
101,0,3,"Petranec, Miss. Matilda",female,28,0,0,349245,7.8958,,S
|
||||
102,0,3,"Petroff, Mr. Pastcho (""Pentcho"")",male,,0,0,349215,7.8958,,S
|
||||
103,0,1,"White, Mr. Richard Frasar",male,21,0,1,35281,77.2875,D26,S
|
||||
104,0,3,"Johansson, Mr. Gustaf Joel",male,33,0,0,7540,8.6542,,S
|
||||
105,0,3,"Gustafsson, Mr. Anders Vilhelm",male,37,2,0,3101276,7.925,,S
|
||||
106,0,3,"Mionoff, Mr. Stoytcho",male,28,0,0,349207,7.8958,,S
|
||||
107,1,3,"Salkjelsvik, Miss. Anna Kristine",female,21,0,0,343120,7.65,,S
|
||||
108,1,3,"Moss, Mr. Albert Johan",male,,0,0,312991,7.775,,S
|
||||
109,0,3,"Rekic, Mr. Tido",male,38,0,0,349249,7.8958,,S
|
||||
110,1,3,"Moran, Miss. Bertha",female,,1,0,371110,24.15,,Q
|
||||
111,0,1,"Porter, Mr. Walter Chamberlain",male,47,0,0,110465,52,C110,S
|
||||
112,0,3,"Zabour, Miss. Hileni",female,14.5,1,0,2665,14.4542,,C
|
||||
113,0,3,"Barton, Mr. David John",male,22,0,0,324669,8.05,,S
|
||||
114,0,3,"Jussila, Miss. Katriina",female,20,1,0,4136,9.825,,S
|
||||
115,0,3,"Attalah, Miss. Malake",female,17,0,0,2627,14.4583,,C
|
||||
116,0,3,"Pekoniemi, Mr. Edvard",male,21,0,0,STON/O 2. 3101294,7.925,,S
|
||||
117,0,3,"Connors, Mr. Patrick",male,70.5,0,0,370369,7.75,,Q
|
||||
118,0,2,"Turpin, Mr. William John Robert",male,29,1,0,11668,21,,S
|
||||
119,0,1,"Baxter, Mr. Quigg Edmond",male,24,0,1,PC 17558,247.5208,B58 B60,C
|
||||
120,0,3,"Andersson, Miss. Ellis Anna Maria",female,2,4,2,347082,31.275,,S
|
||||
121,0,2,"Hickman, Mr. Stanley George",male,21,2,0,S.O.C. 14879,73.5,,S
|
||||
122,0,3,"Moore, Mr. Leonard Charles",male,,0,0,A4. 54510,8.05,,S
|
||||
123,0,2,"Nasser, Mr. Nicholas",male,32.5,1,0,237736,30.0708,,C
|
||||
124,1,2,"Webber, Miss. Susan",female,32.5,0,0,27267,13,E101,S
|
||||
125,0,1,"White, Mr. Percival Wayland",male,54,0,1,35281,77.2875,D26,S
|
||||
126,1,3,"Nicola-Yarred, Master. Elias",male,12,1,0,2651,11.2417,,C
|
||||
127,0,3,"McMahon, Mr. Martin",male,,0,0,370372,7.75,,Q
|
||||
128,1,3,"Madsen, Mr. Fridtjof Arne",male,24,0,0,C 17369,7.1417,,S
|
||||
129,1,3,"Peter, Miss. Anna",female,,1,1,2668,22.3583,F E69,C
|
||||
130,0,3,"Ekstrom, Mr. Johan",male,45,0,0,347061,6.975,,S
|
||||
131,0,3,"Drazenoic, Mr. Jozef",male,33,0,0,349241,7.8958,,C
|
||||
132,0,3,"Coelho, Mr. Domingos Fernandeo",male,20,0,0,SOTON/O.Q. 3101307,7.05,,S
|
||||
133,0,3,"Robins, Mrs. Alexander A (Grace Charity Laury)",female,47,1,0,A/5. 3337,14.5,,S
|
||||
134,1,2,"Weisz, Mrs. Leopold (Mathilde Francoise Pede)",female,29,1,0,228414,26,,S
|
||||
135,0,2,"Sobey, Mr. Samuel James Hayden",male,25,0,0,C.A. 29178,13,,S
|
||||
136,0,2,"Richard, Mr. Emile",male,23,0,0,SC/PARIS 2133,15.0458,,C
|
||||
137,1,1,"Newsom, Miss. Helen Monypeny",female,19,0,2,11752,26.2833,D47,S
|
||||
138,0,1,"Futrelle, Mr. Jacques Heath",male,37,1,0,113803,53.1,C123,S
|
||||
139,0,3,"Osen, Mr. Olaf Elon",male,16,0,0,7534,9.2167,,S
|
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140,0,1,"Giglio, Mr. Victor",male,24,0,0,PC 17593,79.2,B86,C
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141,0,3,"Boulos, Mrs. Joseph (Sultana)",female,,0,2,2678,15.2458,,C
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142,1,3,"Nysten, Miss. Anna Sofia",female,22,0,0,347081,7.75,,S
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143,1,3,"Hakkarainen, Mrs. Pekka Pietari (Elin Matilda Dolck)",female,24,1,0,STON/O2. 3101279,15.85,,S
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144,0,3,"Burke, Mr. Jeremiah",male,19,0,0,365222,6.75,,Q
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145,0,2,"Andrew, Mr. Edgardo Samuel",male,18,0,0,231945,11.5,,S
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146,0,2,"Nicholls, Mr. Joseph Charles",male,19,1,1,C.A. 33112,36.75,,S
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147,1,3,"Andersson, Mr. August Edvard (""Wennerstrom"")",male,27,0,0,350043,7.7958,,S
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148,0,3,"Ford, Miss. Robina Maggie ""Ruby""",female,9,2,2,W./C. 6608,34.375,,S
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149,0,2,"Navratil, Mr. Michel (""Louis M Hoffman"")",male,36.5,0,2,230080,26,F2,S
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150,0,2,"Byles, Rev. Thomas Roussel Davids",male,42,0,0,244310,13,,S
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151,0,2,"Bateman, Rev. Robert James",male,51,0,0,S.O.P. 1166,12.525,,S
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152,1,1,"Pears, Mrs. Thomas (Edith Wearne)",female,22,1,0,113776,66.6,C2,S
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153,0,3,"Meo, Mr. Alfonzo",male,55.5,0,0,A.5. 11206,8.05,,S
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154,0,3,"van Billiard, Mr. Austin Blyler",male,40.5,0,2,A/5. 851,14.5,,S
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155,0,3,"Olsen, Mr. Ole Martin",male,,0,0,Fa 265302,7.3125,,S
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156,0,1,"Williams, Mr. Charles Duane",male,51,0,1,PC 17597,61.3792,,C
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157,1,3,"Gilnagh, Miss. Katherine ""Katie""",female,16,0,0,35851,7.7333,,Q
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158,0,3,"Corn, Mr. Harry",male,30,0,0,SOTON/OQ 392090,8.05,,S
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159,0,3,"Smiljanic, Mr. Mile",male,,0,0,315037,8.6625,,S
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160,0,3,"Sage, Master. Thomas Henry",male,,8,2,CA. 2343,69.55,,S
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161,0,3,"Cribb, Mr. John Hatfield",male,44,0,1,371362,16.1,,S
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162,1,2,"Watt, Mrs. James (Elizabeth ""Bessie"" Inglis Milne)",female,40,0,0,C.A. 33595,15.75,,S
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163,0,3,"Bengtsson, Mr. John Viktor",male,26,0,0,347068,7.775,,S
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164,0,3,"Calic, Mr. Jovo",male,17,0,0,315093,8.6625,,S
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165,0,3,"Panula, Master. Eino Viljami",male,1,4,1,3101295,39.6875,,S
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166,1,3,"Goldsmith, Master. Frank John William ""Frankie""",male,9,0,2,363291,20.525,,S
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167,1,1,"Chibnall, Mrs. (Edith Martha Bowerman)",female,,0,1,113505,55,E33,S
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168,0,3,"Skoog, Mrs. William (Anna Bernhardina Karlsson)",female,45,1,4,347088,27.9,,S
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169,0,1,"Baumann, Mr. John D",male,,0,0,PC 17318,25.925,,S
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170,0,3,"Ling, Mr. Lee",male,28,0,0,1601,56.4958,,S
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171,0,1,"Van der hoef, Mr. Wyckoff",male,61,0,0,111240,33.5,B19,S
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172,0,3,"Rice, Master. Arthur",male,4,4,1,382652,29.125,,Q
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173,1,3,"Johnson, Miss. Eleanor Ileen",female,1,1,1,347742,11.1333,,S
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174,0,3,"Sivola, Mr. Antti Wilhelm",male,21,0,0,STON/O 2. 3101280,7.925,,S
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175,0,1,"Smith, Mr. James Clinch",male,56,0,0,17764,30.6958,A7,C
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176,0,3,"Klasen, Mr. Klas Albin",male,18,1,1,350404,7.8542,,S
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177,0,3,"Lefebre, Master. Henry Forbes",male,,3,1,4133,25.4667,,S
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178,0,1,"Isham, Miss. Ann Elizabeth",female,50,0,0,PC 17595,28.7125,C49,C
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179,0,2,"Hale, Mr. Reginald",male,30,0,0,250653,13,,S
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180,0,3,"Leonard, Mr. Lionel",male,36,0,0,LINE,0,,S
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181,0,3,"Sage, Miss. Constance Gladys",female,,8,2,CA. 2343,69.55,,S
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182,0,2,"Pernot, Mr. Rene",male,,0,0,SC/PARIS 2131,15.05,,C
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183,0,3,"Asplund, Master. Clarence Gustaf Hugo",male,9,4,2,347077,31.3875,,S
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184,1,2,"Becker, Master. Richard F",male,1,2,1,230136,39,F4,S
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185,1,3,"Kink-Heilmann, Miss. Luise Gretchen",female,4,0,2,315153,22.025,,S
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186,0,1,"Rood, Mr. Hugh Roscoe",male,,0,0,113767,50,A32,S
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187,1,3,"O'Brien, Mrs. Thomas (Johanna ""Hannah"" Godfrey)",female,,1,0,370365,15.5,,Q
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188,1,1,"Romaine, Mr. Charles Hallace (""Mr C Rolmane"")",male,45,0,0,111428,26.55,,S
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189,0,3,"Bourke, Mr. John",male,40,1,1,364849,15.5,,Q
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190,0,3,"Turcin, Mr. Stjepan",male,36,0,0,349247,7.8958,,S
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191,1,2,"Pinsky, Mrs. (Rosa)",female,32,0,0,234604,13,,S
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192,0,2,"Carbines, Mr. William",male,19,0,0,28424,13,,S
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193,1,3,"Andersen-Jensen, Miss. Carla Christine Nielsine",female,19,1,0,350046,7.8542,,S
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194,1,2,"Navratil, Master. Michel M",male,3,1,1,230080,26,F2,S
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195,1,1,"Brown, Mrs. James Joseph (Margaret Tobin)",female,44,0,0,PC 17610,27.7208,B4,C
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196,1,1,"Lurette, Miss. Elise",female,58,0,0,PC 17569,146.5208,B80,C
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197,0,3,"Mernagh, Mr. Robert",male,,0,0,368703,7.75,,Q
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198,0,3,"Olsen, Mr. Karl Siegwart Andreas",male,42,0,1,4579,8.4042,,S
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199,1,3,"Madigan, Miss. Margaret ""Maggie""",female,,0,0,370370,7.75,,Q
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200,0,2,"Yrois, Miss. Henriette (""Mrs Harbeck"")",female,24,0,0,248747,13,,S
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201,0,3,"Vande Walle, Mr. Nestor Cyriel",male,28,0,0,345770,9.5,,S
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202,0,3,"Sage, Mr. Frederick",male,,8,2,CA. 2343,69.55,,S
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203,0,3,"Johanson, Mr. Jakob Alfred",male,34,0,0,3101264,6.4958,,S
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204,0,3,"Youseff, Mr. Gerious",male,45.5,0,0,2628,7.225,,C
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205,1,3,"Cohen, Mr. Gurshon ""Gus""",male,18,0,0,A/5 3540,8.05,,S
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206,0,3,"Strom, Miss. Telma Matilda",female,2,0,1,347054,10.4625,G6,S
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207,0,3,"Backstrom, Mr. Karl Alfred",male,32,1,0,3101278,15.85,,S
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208,1,3,"Albimona, Mr. Nassef Cassem",male,26,0,0,2699,18.7875,,C
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209,1,3,"Carr, Miss. Helen ""Ellen""",female,16,0,0,367231,7.75,,Q
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210,1,1,"Blank, Mr. Henry",male,40,0,0,112277,31,A31,C
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211,0,3,"Ali, Mr. Ahmed",male,24,0,0,SOTON/O.Q. 3101311,7.05,,S
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212,1,2,"Cameron, Miss. Clear Annie",female,35,0,0,F.C.C. 13528,21,,S
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213,0,3,"Perkin, Mr. John Henry",male,22,0,0,A/5 21174,7.25,,S
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214,0,2,"Givard, Mr. Hans Kristensen",male,30,0,0,250646,13,,S
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215,0,3,"Kiernan, Mr. Philip",male,,1,0,367229,7.75,,Q
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216,1,1,"Newell, Miss. Madeleine",female,31,1,0,35273,113.275,D36,C
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217,1,3,"Honkanen, Miss. Eliina",female,27,0,0,STON/O2. 3101283,7.925,,S
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218,0,2,"Jacobsohn, Mr. Sidney Samuel",male,42,1,0,243847,27,,S
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219,1,1,"Bazzani, Miss. Albina",female,32,0,0,11813,76.2917,D15,C
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220,0,2,"Harris, Mr. Walter",male,30,0,0,W/C 14208,10.5,,S
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221,1,3,"Sunderland, Mr. Victor Francis",male,16,0,0,SOTON/OQ 392089,8.05,,S
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222,0,2,"Bracken, Mr. James H",male,27,0,0,220367,13,,S
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223,0,3,"Green, Mr. George Henry",male,51,0,0,21440,8.05,,S
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224,0,3,"Nenkoff, Mr. Christo",male,,0,0,349234,7.8958,,S
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225,1,1,"Hoyt, Mr. Frederick Maxfield",male,38,1,0,19943,90,C93,S
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226,0,3,"Berglund, Mr. Karl Ivar Sven",male,22,0,0,PP 4348,9.35,,S
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227,1,2,"Mellors, Mr. William John",male,19,0,0,SW/PP 751,10.5,,S
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228,0,3,"Lovell, Mr. John Hall (""Henry"")",male,20.5,0,0,A/5 21173,7.25,,S
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229,0,2,"Fahlstrom, Mr. Arne Jonas",male,18,0,0,236171,13,,S
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230,0,3,"Lefebre, Miss. Mathilde",female,,3,1,4133,25.4667,,S
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231,1,1,"Harris, Mrs. Henry Birkhardt (Irene Wallach)",female,35,1,0,36973,83.475,C83,S
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232,0,3,"Larsson, Mr. Bengt Edvin",male,29,0,0,347067,7.775,,S
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233,0,2,"Sjostedt, Mr. Ernst Adolf",male,59,0,0,237442,13.5,,S
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234,1,3,"Asplund, Miss. Lillian Gertrud",female,5,4,2,347077,31.3875,,S
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235,0,2,"Leyson, Mr. Robert William Norman",male,24,0,0,C.A. 29566,10.5,,S
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236,0,3,"Harknett, Miss. Alice Phoebe",female,,0,0,W./C. 6609,7.55,,S
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237,0,2,"Hold, Mr. Stephen",male,44,1,0,26707,26,,S
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238,1,2,"Collyer, Miss. Marjorie ""Lottie""",female,8,0,2,C.A. 31921,26.25,,S
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239,0,2,"Pengelly, Mr. Frederick William",male,19,0,0,28665,10.5,,S
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240,0,2,"Hunt, Mr. George Henry",male,33,0,0,SCO/W 1585,12.275,,S
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241,0,3,"Zabour, Miss. Thamine",female,,1,0,2665,14.4542,,C
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242,1,3,"Murphy, Miss. Katherine ""Kate""",female,,1,0,367230,15.5,,Q
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243,0,2,"Coleridge, Mr. Reginald Charles",male,29,0,0,W./C. 14263,10.5,,S
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244,0,3,"Maenpaa, Mr. Matti Alexanteri",male,22,0,0,STON/O 2. 3101275,7.125,,S
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245,0,3,"Attalah, Mr. Sleiman",male,30,0,0,2694,7.225,,C
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246,0,1,"Minahan, Dr. William Edward",male,44,2,0,19928,90,C78,Q
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247,0,3,"Lindahl, Miss. Agda Thorilda Viktoria",female,25,0,0,347071,7.775,,S
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248,1,2,"Hamalainen, Mrs. William (Anna)",female,24,0,2,250649,14.5,,S
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249,1,1,"Beckwith, Mr. Richard Leonard",male,37,1,1,11751,52.5542,D35,S
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250,0,2,"Carter, Rev. Ernest Courtenay",male,54,1,0,244252,26,,S
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251,0,3,"Reed, Mr. James George",male,,0,0,362316,7.25,,S
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252,0,3,"Strom, Mrs. Wilhelm (Elna Matilda Persson)",female,29,1,1,347054,10.4625,G6,S
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253,0,1,"Stead, Mr. William Thomas",male,62,0,0,113514,26.55,C87,S
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254,0,3,"Lobb, Mr. William Arthur",male,30,1,0,A/5. 3336,16.1,,S
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255,0,3,"Rosblom, Mrs. Viktor (Helena Wilhelmina)",female,41,0,2,370129,20.2125,,S
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256,1,3,"Touma, Mrs. Darwis (Hanne Youssef Razi)",female,29,0,2,2650,15.2458,,C
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257,1,1,"Thorne, Mrs. Gertrude Maybelle",female,,0,0,PC 17585,79.2,,C
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258,1,1,"Cherry, Miss. Gladys",female,30,0,0,110152,86.5,B77,S
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259,1,1,"Ward, Miss. Anna",female,35,0,0,PC 17755,512.3292,,C
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260,1,2,"Parrish, Mrs. (Lutie Davis)",female,50,0,1,230433,26,,S
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261,0,3,"Smith, Mr. Thomas",male,,0,0,384461,7.75,,Q
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262,1,3,"Asplund, Master. Edvin Rojj Felix",male,3,4,2,347077,31.3875,,S
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263,0,1,"Taussig, Mr. Emil",male,52,1,1,110413,79.65,E67,S
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264,0,1,"Harrison, Mr. William",male,40,0,0,112059,0,B94,S
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265,0,3,"Henry, Miss. Delia",female,,0,0,382649,7.75,,Q
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266,0,2,"Reeves, Mr. David",male,36,0,0,C.A. 17248,10.5,,S
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267,0,3,"Panula, Mr. Ernesti Arvid",male,16,4,1,3101295,39.6875,,S
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268,1,3,"Persson, Mr. Ernst Ulrik",male,25,1,0,347083,7.775,,S
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269,1,1,"Graham, Mrs. William Thompson (Edith Junkins)",female,58,0,1,PC 17582,153.4625,C125,S
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270,1,1,"Bissette, Miss. Amelia",female,35,0,0,PC 17760,135.6333,C99,S
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271,0,1,"Cairns, Mr. Alexander",male,,0,0,113798,31,,S
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272,1,3,"Tornquist, Mr. William Henry",male,25,0,0,LINE,0,,S
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273,1,2,"Mellinger, Mrs. (Elizabeth Anne Maidment)",female,41,0,1,250644,19.5,,S
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274,0,1,"Natsch, Mr. Charles H",male,37,0,1,PC 17596,29.7,C118,C
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275,1,3,"Healy, Miss. Hanora ""Nora""",female,,0,0,370375,7.75,,Q
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276,1,1,"Andrews, Miss. Kornelia Theodosia",female,63,1,0,13502,77.9583,D7,S
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277,0,3,"Lindblom, Miss. Augusta Charlotta",female,45,0,0,347073,7.75,,S
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278,0,2,"Parkes, Mr. Francis ""Frank""",male,,0,0,239853,0,,S
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279,0,3,"Rice, Master. Eric",male,7,4,1,382652,29.125,,Q
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280,1,3,"Abbott, Mrs. Stanton (Rosa Hunt)",female,35,1,1,C.A. 2673,20.25,,S
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281,0,3,"Duane, Mr. Frank",male,65,0,0,336439,7.75,,Q
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282,0,3,"Olsson, Mr. Nils Johan Goransson",male,28,0,0,347464,7.8542,,S
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283,0,3,"de Pelsmaeker, Mr. Alfons",male,16,0,0,345778,9.5,,S
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284,1,3,"Dorking, Mr. Edward Arthur",male,19,0,0,A/5. 10482,8.05,,S
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285,0,1,"Smith, Mr. Richard William",male,,0,0,113056,26,A19,S
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286,0,3,"Stankovic, Mr. Ivan",male,33,0,0,349239,8.6625,,C
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287,1,3,"de Mulder, Mr. Theodore",male,30,0,0,345774,9.5,,S
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288,0,3,"Naidenoff, Mr. Penko",male,22,0,0,349206,7.8958,,S
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289,1,2,"Hosono, Mr. Masabumi",male,42,0,0,237798,13,,S
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290,1,3,"Connolly, Miss. Kate",female,22,0,0,370373,7.75,,Q
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291,1,1,"Barber, Miss. Ellen ""Nellie""",female,26,0,0,19877,78.85,,S
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292,1,1,"Bishop, Mrs. Dickinson H (Helen Walton)",female,19,1,0,11967,91.0792,B49,C
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293,0,2,"Levy, Mr. Rene Jacques",male,36,0,0,SC/Paris 2163,12.875,D,C
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294,0,3,"Haas, Miss. Aloisia",female,24,0,0,349236,8.85,,S
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295,0,3,"Mineff, Mr. Ivan",male,24,0,0,349233,7.8958,,S
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296,0,1,"Lewy, Mr. Ervin G",male,,0,0,PC 17612,27.7208,,C
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297,0,3,"Hanna, Mr. Mansour",male,23.5,0,0,2693,7.2292,,C
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298,0,1,"Allison, Miss. Helen Loraine",female,2,1,2,113781,151.55,C22 C26,S
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299,1,1,"Saalfeld, Mr. Adolphe",male,,0,0,19988,30.5,C106,S
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300,1,1,"Baxter, Mrs. James (Helene DeLaudeniere Chaput)",female,50,0,1,PC 17558,247.5208,B58 B60,C
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301,1,3,"Kelly, Miss. Anna Katherine ""Annie Kate""",female,,0,0,9234,7.75,,Q
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302,1,3,"McCoy, Mr. Bernard",male,,2,0,367226,23.25,,Q
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303,0,3,"Johnson, Mr. William Cahoone Jr",male,19,0,0,LINE,0,,S
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304,1,2,"Keane, Miss. Nora A",female,,0,0,226593,12.35,E101,Q
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305,0,3,"Williams, Mr. Howard Hugh ""Harry""",male,,0,0,A/5 2466,8.05,,S
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306,1,1,"Allison, Master. Hudson Trevor",male,0.92,1,2,113781,151.55,C22 C26,S
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307,1,1,"Fleming, Miss. Margaret",female,,0,0,17421,110.8833,,C
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308,1,1,"Penasco y Castellana, Mrs. Victor de Satode (Maria Josefa Perez de Soto y Vallejo)",female,17,1,0,PC 17758,108.9,C65,C
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309,0,2,"Abelson, Mr. Samuel",male,30,1,0,P/PP 3381,24,,C
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310,1,1,"Francatelli, Miss. Laura Mabel",female,30,0,0,PC 17485,56.9292,E36,C
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311,1,1,"Hays, Miss. Margaret Bechstein",female,24,0,0,11767,83.1583,C54,C
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312,1,1,"Ryerson, Miss. Emily Borie",female,18,2,2,PC 17608,262.375,B57 B59 B63 B66,C
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313,0,2,"Lahtinen, Mrs. William (Anna Sylfven)",female,26,1,1,250651,26,,S
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314,0,3,"Hendekovic, Mr. Ignjac",male,28,0,0,349243,7.8958,,S
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315,0,2,"Hart, Mr. Benjamin",male,43,1,1,F.C.C. 13529,26.25,,S
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316,1,3,"Nilsson, Miss. Helmina Josefina",female,26,0,0,347470,7.8542,,S
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317,1,2,"Kantor, Mrs. Sinai (Miriam Sternin)",female,24,1,0,244367,26,,S
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318,0,2,"Moraweck, Dr. Ernest",male,54,0,0,29011,14,,S
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319,1,1,"Wick, Miss. Mary Natalie",female,31,0,2,36928,164.8667,C7,S
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320,1,1,"Spedden, Mrs. Frederic Oakley (Margaretta Corning Stone)",female,40,1,1,16966,134.5,E34,C
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321,0,3,"Dennis, Mr. Samuel",male,22,0,0,A/5 21172,7.25,,S
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322,0,3,"Danoff, Mr. Yoto",male,27,0,0,349219,7.8958,,S
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323,1,2,"Slayter, Miss. Hilda Mary",female,30,0,0,234818,12.35,,Q
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324,1,2,"Caldwell, Mrs. Albert Francis (Sylvia Mae Harbaugh)",female,22,1,1,248738,29,,S
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325,0,3,"Sage, Mr. George John Jr",male,,8,2,CA. 2343,69.55,,S
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326,1,1,"Young, Miss. Marie Grice",female,36,0,0,PC 17760,135.6333,C32,C
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327,0,3,"Nysveen, Mr. Johan Hansen",male,61,0,0,345364,6.2375,,S
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328,1,2,"Ball, Mrs. (Ada E Hall)",female,36,0,0,28551,13,D,S
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329,1,3,"Goldsmith, Mrs. Frank John (Emily Alice Brown)",female,31,1,1,363291,20.525,,S
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330,1,1,"Hippach, Miss. Jean Gertrude",female,16,0,1,111361,57.9792,B18,C
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331,1,3,"McCoy, Miss. Agnes",female,,2,0,367226,23.25,,Q
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332,0,1,"Partner, Mr. Austen",male,45.5,0,0,113043,28.5,C124,S
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333,0,1,"Graham, Mr. George Edward",male,38,0,1,PC 17582,153.4625,C91,S
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334,0,3,"Vander Planke, Mr. Leo Edmondus",male,16,2,0,345764,18,,S
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335,1,1,"Frauenthal, Mrs. Henry William (Clara Heinsheimer)",female,,1,0,PC 17611,133.65,,S
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336,0,3,"Denkoff, Mr. Mitto",male,,0,0,349225,7.8958,,S
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337,0,1,"Pears, Mr. Thomas Clinton",male,29,1,0,113776,66.6,C2,S
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338,1,1,"Burns, Miss. Elizabeth Margaret",female,41,0,0,16966,134.5,E40,C
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339,1,3,"Dahl, Mr. Karl Edwart",male,45,0,0,7598,8.05,,S
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340,0,1,"Blackwell, Mr. Stephen Weart",male,45,0,0,113784,35.5,T,S
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341,1,2,"Navratil, Master. Edmond Roger",male,2,1,1,230080,26,F2,S
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342,1,1,"Fortune, Miss. Alice Elizabeth",female,24,3,2,19950,263,C23 C25 C27,S
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343,0,2,"Collander, Mr. Erik Gustaf",male,28,0,0,248740,13,,S
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344,0,2,"Sedgwick, Mr. Charles Frederick Waddington",male,25,0,0,244361,13,,S
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345,0,2,"Fox, Mr. Stanley Hubert",male,36,0,0,229236,13,,S
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346,1,2,"Brown, Miss. Amelia ""Mildred""",female,24,0,0,248733,13,F33,S
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347,1,2,"Smith, Miss. Marion Elsie",female,40,0,0,31418,13,,S
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348,1,3,"Davison, Mrs. Thomas Henry (Mary E Finck)",female,,1,0,386525,16.1,,S
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349,1,3,"Coutts, Master. William Loch ""William""",male,3,1,1,C.A. 37671,15.9,,S
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350,0,3,"Dimic, Mr. Jovan",male,42,0,0,315088,8.6625,,S
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351,0,3,"Odahl, Mr. Nils Martin",male,23,0,0,7267,9.225,,S
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352,0,1,"Williams-Lambert, Mr. Fletcher Fellows",male,,0,0,113510,35,C128,S
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353,0,3,"Elias, Mr. Tannous",male,15,1,1,2695,7.2292,,C
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354,0,3,"Arnold-Franchi, Mr. Josef",male,25,1,0,349237,17.8,,S
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355,0,3,"Yousif, Mr. Wazli",male,,0,0,2647,7.225,,C
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356,0,3,"Vanden Steen, Mr. Leo Peter",male,28,0,0,345783,9.5,,S
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357,1,1,"Bowerman, Miss. Elsie Edith",female,22,0,1,113505,55,E33,S
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358,0,2,"Funk, Miss. Annie Clemmer",female,38,0,0,237671,13,,S
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359,1,3,"McGovern, Miss. Mary",female,,0,0,330931,7.8792,,Q
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360,1,3,"Mockler, Miss. Helen Mary ""Ellie""",female,,0,0,330980,7.8792,,Q
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361,0,3,"Skoog, Mr. Wilhelm",male,40,1,4,347088,27.9,,S
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362,0,2,"del Carlo, Mr. Sebastiano",male,29,1,0,SC/PARIS 2167,27.7208,,C
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363,0,3,"Barbara, Mrs. (Catherine David)",female,45,0,1,2691,14.4542,,C
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364,0,3,"Asim, Mr. Adola",male,35,0,0,SOTON/O.Q. 3101310,7.05,,S
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365,0,3,"O'Brien, Mr. Thomas",male,,1,0,370365,15.5,,Q
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366,0,3,"Adahl, Mr. Mauritz Nils Martin",male,30,0,0,C 7076,7.25,,S
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367,1,1,"Warren, Mrs. Frank Manley (Anna Sophia Atkinson)",female,60,1,0,110813,75.25,D37,C
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368,1,3,"Moussa, Mrs. (Mantoura Boulos)",female,,0,0,2626,7.2292,,C
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369,1,3,"Jermyn, Miss. Annie",female,,0,0,14313,7.75,,Q
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370,1,1,"Aubart, Mme. Leontine Pauline",female,24,0,0,PC 17477,69.3,B35,C
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371,1,1,"Harder, Mr. George Achilles",male,25,1,0,11765,55.4417,E50,C
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372,0,3,"Wiklund, Mr. Jakob Alfred",male,18,1,0,3101267,6.4958,,S
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373,0,3,"Beavan, Mr. William Thomas",male,19,0,0,323951,8.05,,S
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374,0,1,"Ringhini, Mr. Sante",male,22,0,0,PC 17760,135.6333,,C
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375,0,3,"Palsson, Miss. Stina Viola",female,3,3,1,349909,21.075,,S
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376,1,1,"Meyer, Mrs. Edgar Joseph (Leila Saks)",female,,1,0,PC 17604,82.1708,,C
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377,1,3,"Landergren, Miss. Aurora Adelia",female,22,0,0,C 7077,7.25,,S
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378,0,1,"Widener, Mr. Harry Elkins",male,27,0,2,113503,211.5,C82,C
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379,0,3,"Betros, Mr. Tannous",male,20,0,0,2648,4.0125,,C
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380,0,3,"Gustafsson, Mr. Karl Gideon",male,19,0,0,347069,7.775,,S
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381,1,1,"Bidois, Miss. Rosalie",female,42,0,0,PC 17757,227.525,,C
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382,1,3,"Nakid, Miss. Maria (""Mary"")",female,1,0,2,2653,15.7417,,C
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383,0,3,"Tikkanen, Mr. Juho",male,32,0,0,STON/O 2. 3101293,7.925,,S
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384,1,1,"Holverson, Mrs. Alexander Oskar (Mary Aline Towner)",female,35,1,0,113789,52,,S
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385,0,3,"Plotcharsky, Mr. Vasil",male,,0,0,349227,7.8958,,S
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386,0,2,"Davies, Mr. Charles Henry",male,18,0,0,S.O.C. 14879,73.5,,S
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387,0,3,"Goodwin, Master. Sidney Leonard",male,1,5,2,CA 2144,46.9,,S
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388,1,2,"Buss, Miss. Kate",female,36,0,0,27849,13,,S
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389,0,3,"Sadlier, Mr. Matthew",male,,0,0,367655,7.7292,,Q
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390,1,2,"Lehmann, Miss. Bertha",female,17,0,0,SC 1748,12,,C
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391,1,1,"Carter, Mr. William Ernest",male,36,1,2,113760,120,B96 B98,S
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392,1,3,"Jansson, Mr. Carl Olof",male,21,0,0,350034,7.7958,,S
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393,0,3,"Gustafsson, Mr. Johan Birger",male,28,2,0,3101277,7.925,,S
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394,1,1,"Newell, Miss. Marjorie",female,23,1,0,35273,113.275,D36,C
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395,1,3,"Sandstrom, Mrs. Hjalmar (Agnes Charlotta Bengtsson)",female,24,0,2,PP 9549,16.7,G6,S
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396,0,3,"Johansson, Mr. Erik",male,22,0,0,350052,7.7958,,S
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397,0,3,"Olsson, Miss. Elina",female,31,0,0,350407,7.8542,,S
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398,0,2,"McKane, Mr. Peter David",male,46,0,0,28403,26,,S
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399,0,2,"Pain, Dr. Alfred",male,23,0,0,244278,10.5,,S
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400,1,2,"Trout, Mrs. William H (Jessie L)",female,28,0,0,240929,12.65,,S
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401,1,3,"Niskanen, Mr. Juha",male,39,0,0,STON/O 2. 3101289,7.925,,S
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402,0,3,"Adams, Mr. John",male,26,0,0,341826,8.05,,S
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403,0,3,"Jussila, Miss. Mari Aina",female,21,1,0,4137,9.825,,S
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404,0,3,"Hakkarainen, Mr. Pekka Pietari",male,28,1,0,STON/O2. 3101279,15.85,,S
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405,0,3,"Oreskovic, Miss. Marija",female,20,0,0,315096,8.6625,,S
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406,0,2,"Gale, Mr. Shadrach",male,34,1,0,28664,21,,S
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407,0,3,"Widegren, Mr. Carl/Charles Peter",male,51,0,0,347064,7.75,,S
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408,1,2,"Richards, Master. William Rowe",male,3,1,1,29106,18.75,,S
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409,0,3,"Birkeland, Mr. Hans Martin Monsen",male,21,0,0,312992,7.775,,S
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410,0,3,"Lefebre, Miss. Ida",female,,3,1,4133,25.4667,,S
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411,0,3,"Sdycoff, Mr. Todor",male,,0,0,349222,7.8958,,S
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412,0,3,"Hart, Mr. Henry",male,,0,0,394140,6.8583,,Q
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413,1,1,"Minahan, Miss. Daisy E",female,33,1,0,19928,90,C78,Q
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414,0,2,"Cunningham, Mr. Alfred Fleming",male,,0,0,239853,0,,S
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415,1,3,"Sundman, Mr. Johan Julian",male,44,0,0,STON/O 2. 3101269,7.925,,S
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416,0,3,"Meek, Mrs. Thomas (Annie Louise Rowley)",female,,0,0,343095,8.05,,S
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417,1,2,"Drew, Mrs. James Vivian (Lulu Thorne Christian)",female,34,1,1,28220,32.5,,S
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418,1,2,"Silven, Miss. Lyyli Karoliina",female,18,0,2,250652,13,,S
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419,0,2,"Matthews, Mr. William John",male,30,0,0,28228,13,,S
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420,0,3,"Van Impe, Miss. Catharina",female,10,0,2,345773,24.15,,S
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421,0,3,"Gheorgheff, Mr. Stanio",male,,0,0,349254,7.8958,,C
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422,0,3,"Charters, Mr. David",male,21,0,0,A/5. 13032,7.7333,,Q
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423,0,3,"Zimmerman, Mr. Leo",male,29,0,0,315082,7.875,,S
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424,0,3,"Danbom, Mrs. Ernst Gilbert (Anna Sigrid Maria Brogren)",female,28,1,1,347080,14.4,,S
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425,0,3,"Rosblom, Mr. Viktor Richard",male,18,1,1,370129,20.2125,,S
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426,0,3,"Wiseman, Mr. Phillippe",male,,0,0,A/4. 34244,7.25,,S
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427,1,2,"Clarke, Mrs. Charles V (Ada Maria Winfield)",female,28,1,0,2003,26,,S
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428,1,2,"Phillips, Miss. Kate Florence (""Mrs Kate Louise Phillips Marshall"")",female,19,0,0,250655,26,,S
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429,0,3,"Flynn, Mr. James",male,,0,0,364851,7.75,,Q
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430,1,3,"Pickard, Mr. Berk (Berk Trembisky)",male,32,0,0,SOTON/O.Q. 392078,8.05,E10,S
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431,1,1,"Bjornstrom-Steffansson, Mr. Mauritz Hakan",male,28,0,0,110564,26.55,C52,S
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432,1,3,"Thorneycroft, Mrs. Percival (Florence Kate White)",female,,1,0,376564,16.1,,S
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433,1,2,"Louch, Mrs. Charles Alexander (Alice Adelaide Slow)",female,42,1,0,SC/AH 3085,26,,S
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434,0,3,"Kallio, Mr. Nikolai Erland",male,17,0,0,STON/O 2. 3101274,7.125,,S
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435,0,1,"Silvey, Mr. William Baird",male,50,1,0,13507,55.9,E44,S
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436,1,1,"Carter, Miss. Lucile Polk",female,14,1,2,113760,120,B96 B98,S
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437,0,3,"Ford, Miss. Doolina Margaret ""Daisy""",female,21,2,2,W./C. 6608,34.375,,S
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438,1,2,"Richards, Mrs. Sidney (Emily Hocking)",female,24,2,3,29106,18.75,,S
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439,0,1,"Fortune, Mr. Mark",male,64,1,4,19950,263,C23 C25 C27,S
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440,0,2,"Kvillner, Mr. Johan Henrik Johannesson",male,31,0,0,C.A. 18723,10.5,,S
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441,1,2,"Hart, Mrs. Benjamin (Esther Ada Bloomfield)",female,45,1,1,F.C.C. 13529,26.25,,S
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442,0,3,"Hampe, Mr. Leon",male,20,0,0,345769,9.5,,S
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443,0,3,"Petterson, Mr. Johan Emil",male,25,1,0,347076,7.775,,S
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444,1,2,"Reynaldo, Ms. Encarnacion",female,28,0,0,230434,13,,S
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445,1,3,"Johannesen-Bratthammer, Mr. Bernt",male,,0,0,65306,8.1125,,S
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446,1,1,"Dodge, Master. Washington",male,4,0,2,33638,81.8583,A34,S
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447,1,2,"Mellinger, Miss. Madeleine Violet",female,13,0,1,250644,19.5,,S
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448,1,1,"Seward, Mr. Frederic Kimber",male,34,0,0,113794,26.55,,S
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449,1,3,"Baclini, Miss. Marie Catherine",female,5,2,1,2666,19.2583,,C
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450,1,1,"Peuchen, Major. Arthur Godfrey",male,52,0,0,113786,30.5,C104,S
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451,0,2,"West, Mr. Edwy Arthur",male,36,1,2,C.A. 34651,27.75,,S
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452,0,3,"Hagland, Mr. Ingvald Olai Olsen",male,,1,0,65303,19.9667,,S
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453,0,1,"Foreman, Mr. Benjamin Laventall",male,30,0,0,113051,27.75,C111,C
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454,1,1,"Goldenberg, Mr. Samuel L",male,49,1,0,17453,89.1042,C92,C
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455,0,3,"Peduzzi, Mr. Joseph",male,,0,0,A/5 2817,8.05,,S
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456,1,3,"Jalsevac, Mr. Ivan",male,29,0,0,349240,7.8958,,C
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457,0,1,"Millet, Mr. Francis Davis",male,65,0,0,13509,26.55,E38,S
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458,1,1,"Kenyon, Mrs. Frederick R (Marion)",female,,1,0,17464,51.8625,D21,S
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459,1,2,"Toomey, Miss. Ellen",female,50,0,0,F.C.C. 13531,10.5,,S
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460,0,3,"O'Connor, Mr. Maurice",male,,0,0,371060,7.75,,Q
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461,1,1,"Anderson, Mr. Harry",male,48,0,0,19952,26.55,E12,S
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462,0,3,"Morley, Mr. William",male,34,0,0,364506,8.05,,S
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463,0,1,"Gee, Mr. Arthur H",male,47,0,0,111320,38.5,E63,S
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464,0,2,"Milling, Mr. Jacob Christian",male,48,0,0,234360,13,,S
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465,0,3,"Maisner, Mr. Simon",male,,0,0,A/S 2816,8.05,,S
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466,0,3,"Goncalves, Mr. Manuel Estanslas",male,38,0,0,SOTON/O.Q. 3101306,7.05,,S
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467,0,2,"Campbell, Mr. William",male,,0,0,239853,0,,S
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468,0,1,"Smart, Mr. John Montgomery",male,56,0,0,113792,26.55,,S
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469,0,3,"Scanlan, Mr. James",male,,0,0,36209,7.725,,Q
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470,1,3,"Baclini, Miss. Helene Barbara",female,0.75,2,1,2666,19.2583,,C
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471,0,3,"Keefe, Mr. Arthur",male,,0,0,323592,7.25,,S
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472,0,3,"Cacic, Mr. Luka",male,38,0,0,315089,8.6625,,S
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473,1,2,"West, Mrs. Edwy Arthur (Ada Mary Worth)",female,33,1,2,C.A. 34651,27.75,,S
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474,1,2,"Jerwan, Mrs. Amin S (Marie Marthe Thuillard)",female,23,0,0,SC/AH Basle 541,13.7917,D,C
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475,0,3,"Strandberg, Miss. Ida Sofia",female,22,0,0,7553,9.8375,,S
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476,0,1,"Clifford, Mr. George Quincy",male,,0,0,110465,52,A14,S
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477,0,2,"Renouf, Mr. Peter Henry",male,34,1,0,31027,21,,S
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478,0,3,"Braund, Mr. Lewis Richard",male,29,1,0,3460,7.0458,,S
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479,0,3,"Karlsson, Mr. Nils August",male,22,0,0,350060,7.5208,,S
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480,1,3,"Hirvonen, Miss. Hildur E",female,2,0,1,3101298,12.2875,,S
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481,0,3,"Goodwin, Master. Harold Victor",male,9,5,2,CA 2144,46.9,,S
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482,0,2,"Frost, Mr. Anthony Wood ""Archie""",male,,0,0,239854,0,,S
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483,0,3,"Rouse, Mr. Richard Henry",male,50,0,0,A/5 3594,8.05,,S
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484,1,3,"Turkula, Mrs. (Hedwig)",female,63,0,0,4134,9.5875,,S
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485,1,1,"Bishop, Mr. Dickinson H",male,25,1,0,11967,91.0792,B49,C
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486,0,3,"Lefebre, Miss. Jeannie",female,,3,1,4133,25.4667,,S
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487,1,1,"Hoyt, Mrs. Frederick Maxfield (Jane Anne Forby)",female,35,1,0,19943,90,C93,S
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488,0,1,"Kent, Mr. Edward Austin",male,58,0,0,11771,29.7,B37,C
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489,0,3,"Somerton, Mr. Francis William",male,30,0,0,A.5. 18509,8.05,,S
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490,1,3,"Coutts, Master. Eden Leslie ""Neville""",male,9,1,1,C.A. 37671,15.9,,S
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491,0,3,"Hagland, Mr. Konrad Mathias Reiersen",male,,1,0,65304,19.9667,,S
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492,0,3,"Windelov, Mr. Einar",male,21,0,0,SOTON/OQ 3101317,7.25,,S
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493,0,1,"Molson, Mr. Harry Markland",male,55,0,0,113787,30.5,C30,S
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494,0,1,"Artagaveytia, Mr. Ramon",male,71,0,0,PC 17609,49.5042,,C
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495,0,3,"Stanley, Mr. Edward Roland",male,21,0,0,A/4 45380,8.05,,S
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496,0,3,"Yousseff, Mr. Gerious",male,,0,0,2627,14.4583,,C
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497,1,1,"Eustis, Miss. Elizabeth Mussey",female,54,1,0,36947,78.2667,D20,C
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498,0,3,"Shellard, Mr. Frederick William",male,,0,0,C.A. 6212,15.1,,S
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499,0,1,"Allison, Mrs. Hudson J C (Bessie Waldo Daniels)",female,25,1,2,113781,151.55,C22 C26,S
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500,0,3,"Svensson, Mr. Olof",male,24,0,0,350035,7.7958,,S
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501,0,3,"Calic, Mr. Petar",male,17,0,0,315086,8.6625,,S
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502,0,3,"Canavan, Miss. Mary",female,21,0,0,364846,7.75,,Q
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503,0,3,"O'Sullivan, Miss. Bridget Mary",female,,0,0,330909,7.6292,,Q
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504,0,3,"Laitinen, Miss. Kristina Sofia",female,37,0,0,4135,9.5875,,S
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505,1,1,"Maioni, Miss. Roberta",female,16,0,0,110152,86.5,B79,S
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506,0,1,"Penasco y Castellana, Mr. Victor de Satode",male,18,1,0,PC 17758,108.9,C65,C
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507,1,2,"Quick, Mrs. Frederick Charles (Jane Richards)",female,33,0,2,26360,26,,S
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508,1,1,"Bradley, Mr. George (""George Arthur Brayton"")",male,,0,0,111427,26.55,,S
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509,0,3,"Olsen, Mr. Henry Margido",male,28,0,0,C 4001,22.525,,S
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510,1,3,"Lang, Mr. Fang",male,26,0,0,1601,56.4958,,S
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511,1,3,"Daly, Mr. Eugene Patrick",male,29,0,0,382651,7.75,,Q
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512,0,3,"Webber, Mr. James",male,,0,0,SOTON/OQ 3101316,8.05,,S
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513,1,1,"McGough, Mr. James Robert",male,36,0,0,PC 17473,26.2875,E25,S
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514,1,1,"Rothschild, Mrs. Martin (Elizabeth L. Barrett)",female,54,1,0,PC 17603,59.4,,C
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515,0,3,"Coleff, Mr. Satio",male,24,0,0,349209,7.4958,,S
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516,0,1,"Walker, Mr. William Anderson",male,47,0,0,36967,34.0208,D46,S
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517,1,2,"Lemore, Mrs. (Amelia Milley)",female,34,0,0,C.A. 34260,10.5,F33,S
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518,0,3,"Ryan, Mr. Patrick",male,,0,0,371110,24.15,,Q
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519,1,2,"Angle, Mrs. William A (Florence ""Mary"" Agnes Hughes)",female,36,1,0,226875,26,,S
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520,0,3,"Pavlovic, Mr. Stefo",male,32,0,0,349242,7.8958,,S
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521,1,1,"Perreault, Miss. Anne",female,30,0,0,12749,93.5,B73,S
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522,0,3,"Vovk, Mr. Janko",male,22,0,0,349252,7.8958,,S
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523,0,3,"Lahoud, Mr. Sarkis",male,,0,0,2624,7.225,,C
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524,1,1,"Hippach, Mrs. Louis Albert (Ida Sophia Fischer)",female,44,0,1,111361,57.9792,B18,C
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525,0,3,"Kassem, Mr. Fared",male,,0,0,2700,7.2292,,C
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526,0,3,"Farrell, Mr. James",male,40.5,0,0,367232,7.75,,Q
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527,1,2,"Ridsdale, Miss. Lucy",female,50,0,0,W./C. 14258,10.5,,S
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528,0,1,"Farthing, Mr. John",male,,0,0,PC 17483,221.7792,C95,S
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529,0,3,"Salonen, Mr. Johan Werner",male,39,0,0,3101296,7.925,,S
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530,0,2,"Hocking, Mr. Richard George",male,23,2,1,29104,11.5,,S
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531,1,2,"Quick, Miss. Phyllis May",female,2,1,1,26360,26,,S
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532,0,3,"Toufik, Mr. Nakli",male,,0,0,2641,7.2292,,C
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533,0,3,"Elias, Mr. Joseph Jr",male,17,1,1,2690,7.2292,,C
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534,1,3,"Peter, Mrs. Catherine (Catherine Rizk)",female,,0,2,2668,22.3583,,C
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535,0,3,"Cacic, Miss. Marija",female,30,0,0,315084,8.6625,,S
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536,1,2,"Hart, Miss. Eva Miriam",female,7,0,2,F.C.C. 13529,26.25,,S
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537,0,1,"Butt, Major. Archibald Willingham",male,45,0,0,113050,26.55,B38,S
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538,1,1,"LeRoy, Miss. Bertha",female,30,0,0,PC 17761,106.425,,C
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539,0,3,"Risien, Mr. Samuel Beard",male,,0,0,364498,14.5,,S
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540,1,1,"Frolicher, Miss. Hedwig Margaritha",female,22,0,2,13568,49.5,B39,C
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541,1,1,"Crosby, Miss. Harriet R",female,36,0,2,WE/P 5735,71,B22,S
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542,0,3,"Andersson, Miss. Ingeborg Constanzia",female,9,4,2,347082,31.275,,S
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543,0,3,"Andersson, Miss. Sigrid Elisabeth",female,11,4,2,347082,31.275,,S
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544,1,2,"Beane, Mr. Edward",male,32,1,0,2908,26,,S
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545,0,1,"Douglas, Mr. Walter Donald",male,50,1,0,PC 17761,106.425,C86,C
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546,0,1,"Nicholson, Mr. Arthur Ernest",male,64,0,0,693,26,,S
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547,1,2,"Beane, Mrs. Edward (Ethel Clarke)",female,19,1,0,2908,26,,S
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548,1,2,"Padro y Manent, Mr. Julian",male,,0,0,SC/PARIS 2146,13.8625,,C
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549,0,3,"Goldsmith, Mr. Frank John",male,33,1,1,363291,20.525,,S
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550,1,2,"Davies, Master. John Morgan Jr",male,8,1,1,C.A. 33112,36.75,,S
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551,1,1,"Thayer, Mr. John Borland Jr",male,17,0,2,17421,110.8833,C70,C
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552,0,2,"Sharp, Mr. Percival James R",male,27,0,0,244358,26,,S
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553,0,3,"O'Brien, Mr. Timothy",male,,0,0,330979,7.8292,,Q
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554,1,3,"Leeni, Mr. Fahim (""Philip Zenni"")",male,22,0,0,2620,7.225,,C
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555,1,3,"Ohman, Miss. Velin",female,22,0,0,347085,7.775,,S
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556,0,1,"Wright, Mr. George",male,62,0,0,113807,26.55,,S
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557,1,1,"Duff Gordon, Lady. (Lucille Christiana Sutherland) (""Mrs Morgan"")",female,48,1,0,11755,39.6,A16,C
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558,0,1,"Robbins, Mr. Victor",male,,0,0,PC 17757,227.525,,C
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559,1,1,"Taussig, Mrs. Emil (Tillie Mandelbaum)",female,39,1,1,110413,79.65,E67,S
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560,1,3,"de Messemaeker, Mrs. Guillaume Joseph (Emma)",female,36,1,0,345572,17.4,,S
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561,0,3,"Morrow, Mr. Thomas Rowan",male,,0,0,372622,7.75,,Q
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562,0,3,"Sivic, Mr. Husein",male,40,0,0,349251,7.8958,,S
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563,0,2,"Norman, Mr. Robert Douglas",male,28,0,0,218629,13.5,,S
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564,0,3,"Simmons, Mr. John",male,,0,0,SOTON/OQ 392082,8.05,,S
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565,0,3,"Meanwell, Miss. (Marion Ogden)",female,,0,0,SOTON/O.Q. 392087,8.05,,S
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566,0,3,"Davies, Mr. Alfred J",male,24,2,0,A/4 48871,24.15,,S
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567,0,3,"Stoytcheff, Mr. Ilia",male,19,0,0,349205,7.8958,,S
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568,0,3,"Palsson, Mrs. Nils (Alma Cornelia Berglund)",female,29,0,4,349909,21.075,,S
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569,0,3,"Doharr, Mr. Tannous",male,,0,0,2686,7.2292,,C
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570,1,3,"Jonsson, Mr. Carl",male,32,0,0,350417,7.8542,,S
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571,1,2,"Harris, Mr. George",male,62,0,0,S.W./PP 752,10.5,,S
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572,1,1,"Appleton, Mrs. Edward Dale (Charlotte Lamson)",female,53,2,0,11769,51.4792,C101,S
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573,1,1,"Flynn, Mr. John Irwin (""Irving"")",male,36,0,0,PC 17474,26.3875,E25,S
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574,1,3,"Kelly, Miss. Mary",female,,0,0,14312,7.75,,Q
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575,0,3,"Rush, Mr. Alfred George John",male,16,0,0,A/4. 20589,8.05,,S
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576,0,3,"Patchett, Mr. George",male,19,0,0,358585,14.5,,S
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577,1,2,"Garside, Miss. Ethel",female,34,0,0,243880,13,,S
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578,1,1,"Silvey, Mrs. William Baird (Alice Munger)",female,39,1,0,13507,55.9,E44,S
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579,0,3,"Caram, Mrs. Joseph (Maria Elias)",female,,1,0,2689,14.4583,,C
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580,1,3,"Jussila, Mr. Eiriik",male,32,0,0,STON/O 2. 3101286,7.925,,S
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581,1,2,"Christy, Miss. Julie Rachel",female,25,1,1,237789,30,,S
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582,1,1,"Thayer, Mrs. John Borland (Marian Longstreth Morris)",female,39,1,1,17421,110.8833,C68,C
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583,0,2,"Downton, Mr. William James",male,54,0,0,28403,26,,S
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584,0,1,"Ross, Mr. John Hugo",male,36,0,0,13049,40.125,A10,C
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585,0,3,"Paulner, Mr. Uscher",male,,0,0,3411,8.7125,,C
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586,1,1,"Taussig, Miss. Ruth",female,18,0,2,110413,79.65,E68,S
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587,0,2,"Jarvis, Mr. John Denzil",male,47,0,0,237565,15,,S
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588,1,1,"Frolicher-Stehli, Mr. Maxmillian",male,60,1,1,13567,79.2,B41,C
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589,0,3,"Gilinski, Mr. Eliezer",male,22,0,0,14973,8.05,,S
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590,0,3,"Murdlin, Mr. Joseph",male,,0,0,A./5. 3235,8.05,,S
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591,0,3,"Rintamaki, Mr. Matti",male,35,0,0,STON/O 2. 3101273,7.125,,S
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592,1,1,"Stephenson, Mrs. Walter Bertram (Martha Eustis)",female,52,1,0,36947,78.2667,D20,C
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593,0,3,"Elsbury, Mr. William James",male,47,0,0,A/5 3902,7.25,,S
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594,0,3,"Bourke, Miss. Mary",female,,0,2,364848,7.75,,Q
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595,0,2,"Chapman, Mr. John Henry",male,37,1,0,SC/AH 29037,26,,S
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596,0,3,"Van Impe, Mr. Jean Baptiste",male,36,1,1,345773,24.15,,S
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597,1,2,"Leitch, Miss. Jessie Wills",female,,0,0,248727,33,,S
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598,0,3,"Johnson, Mr. Alfred",male,49,0,0,LINE,0,,S
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599,0,3,"Boulos, Mr. Hanna",male,,0,0,2664,7.225,,C
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600,1,1,"Duff Gordon, Sir. Cosmo Edmund (""Mr Morgan"")",male,49,1,0,PC 17485,56.9292,A20,C
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601,1,2,"Jacobsohn, Mrs. Sidney Samuel (Amy Frances Christy)",female,24,2,1,243847,27,,S
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602,0,3,"Slabenoff, Mr. Petco",male,,0,0,349214,7.8958,,S
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603,0,1,"Harrington, Mr. Charles H",male,,0,0,113796,42.4,,S
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604,0,3,"Torber, Mr. Ernst William",male,44,0,0,364511,8.05,,S
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605,1,1,"Homer, Mr. Harry (""Mr E Haven"")",male,35,0,0,111426,26.55,,C
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606,0,3,"Lindell, Mr. Edvard Bengtsson",male,36,1,0,349910,15.55,,S
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607,0,3,"Karaic, Mr. Milan",male,30,0,0,349246,7.8958,,S
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608,1,1,"Daniel, Mr. Robert Williams",male,27,0,0,113804,30.5,,S
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609,1,2,"Laroche, Mrs. Joseph (Juliette Marie Louise Lafargue)",female,22,1,2,SC/Paris 2123,41.5792,,C
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610,1,1,"Shutes, Miss. Elizabeth W",female,40,0,0,PC 17582,153.4625,C125,S
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611,0,3,"Andersson, Mrs. Anders Johan (Alfrida Konstantia Brogren)",female,39,1,5,347082,31.275,,S
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612,0,3,"Jardin, Mr. Jose Neto",male,,0,0,SOTON/O.Q. 3101305,7.05,,S
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613,1,3,"Murphy, Miss. Margaret Jane",female,,1,0,367230,15.5,,Q
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614,0,3,"Horgan, Mr. John",male,,0,0,370377,7.75,,Q
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615,0,3,"Brocklebank, Mr. William Alfred",male,35,0,0,364512,8.05,,S
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616,1,2,"Herman, Miss. Alice",female,24,1,2,220845,65,,S
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617,0,3,"Danbom, Mr. Ernst Gilbert",male,34,1,1,347080,14.4,,S
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618,0,3,"Lobb, Mrs. William Arthur (Cordelia K Stanlick)",female,26,1,0,A/5. 3336,16.1,,S
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619,1,2,"Becker, Miss. Marion Louise",female,4,2,1,230136,39,F4,S
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620,0,2,"Gavey, Mr. Lawrence",male,26,0,0,31028,10.5,,S
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621,0,3,"Yasbeck, Mr. Antoni",male,27,1,0,2659,14.4542,,C
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622,1,1,"Kimball, Mr. Edwin Nelson Jr",male,42,1,0,11753,52.5542,D19,S
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623,1,3,"Nakid, Mr. Sahid",male,20,1,1,2653,15.7417,,C
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624,0,3,"Hansen, Mr. Henry Damsgaard",male,21,0,0,350029,7.8542,,S
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625,0,3,"Bowen, Mr. David John ""Dai""",male,21,0,0,54636,16.1,,S
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626,0,1,"Sutton, Mr. Frederick",male,61,0,0,36963,32.3208,D50,S
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627,0,2,"Kirkland, Rev. Charles Leonard",male,57,0,0,219533,12.35,,Q
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628,1,1,"Longley, Miss. Gretchen Fiske",female,21,0,0,13502,77.9583,D9,S
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629,0,3,"Bostandyeff, Mr. Guentcho",male,26,0,0,349224,7.8958,,S
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630,0,3,"O'Connell, Mr. Patrick D",male,,0,0,334912,7.7333,,Q
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631,1,1,"Barkworth, Mr. Algernon Henry Wilson",male,80,0,0,27042,30,A23,S
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632,0,3,"Lundahl, Mr. Johan Svensson",male,51,0,0,347743,7.0542,,S
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633,1,1,"Stahelin-Maeglin, Dr. Max",male,32,0,0,13214,30.5,B50,C
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634,0,1,"Parr, Mr. William Henry Marsh",male,,0,0,112052,0,,S
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635,0,3,"Skoog, Miss. Mabel",female,9,3,2,347088,27.9,,S
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636,1,2,"Davis, Miss. Mary",female,28,0,0,237668,13,,S
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637,0,3,"Leinonen, Mr. Antti Gustaf",male,32,0,0,STON/O 2. 3101292,7.925,,S
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638,0,2,"Collyer, Mr. Harvey",male,31,1,1,C.A. 31921,26.25,,S
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639,0,3,"Panula, Mrs. Juha (Maria Emilia Ojala)",female,41,0,5,3101295,39.6875,,S
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640,0,3,"Thorneycroft, Mr. Percival",male,,1,0,376564,16.1,,S
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641,0,3,"Jensen, Mr. Hans Peder",male,20,0,0,350050,7.8542,,S
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642,1,1,"Sagesser, Mlle. Emma",female,24,0,0,PC 17477,69.3,B35,C
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643,0,3,"Skoog, Miss. Margit Elizabeth",female,2,3,2,347088,27.9,,S
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644,1,3,"Foo, Mr. Choong",male,,0,0,1601,56.4958,,S
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645,1,3,"Baclini, Miss. Eugenie",female,0.75,2,1,2666,19.2583,,C
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646,1,1,"Harper, Mr. Henry Sleeper",male,48,1,0,PC 17572,76.7292,D33,C
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647,0,3,"Cor, Mr. Liudevit",male,19,0,0,349231,7.8958,,S
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648,1,1,"Simonius-Blumer, Col. Oberst Alfons",male,56,0,0,13213,35.5,A26,C
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649,0,3,"Willey, Mr. Edward",male,,0,0,S.O./P.P. 751,7.55,,S
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650,1,3,"Stanley, Miss. Amy Zillah Elsie",female,23,0,0,CA. 2314,7.55,,S
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651,0,3,"Mitkoff, Mr. Mito",male,,0,0,349221,7.8958,,S
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652,1,2,"Doling, Miss. Elsie",female,18,0,1,231919,23,,S
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653,0,3,"Kalvik, Mr. Johannes Halvorsen",male,21,0,0,8475,8.4333,,S
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654,1,3,"O'Leary, Miss. Hanora ""Norah""",female,,0,0,330919,7.8292,,Q
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655,0,3,"Hegarty, Miss. Hanora ""Nora""",female,18,0,0,365226,6.75,,Q
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656,0,2,"Hickman, Mr. Leonard Mark",male,24,2,0,S.O.C. 14879,73.5,,S
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657,0,3,"Radeff, Mr. Alexander",male,,0,0,349223,7.8958,,S
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658,0,3,"Bourke, Mrs. John (Catherine)",female,32,1,1,364849,15.5,,Q
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659,0,2,"Eitemiller, Mr. George Floyd",male,23,0,0,29751,13,,S
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660,0,1,"Newell, Mr. Arthur Webster",male,58,0,2,35273,113.275,D48,C
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661,1,1,"Frauenthal, Dr. Henry William",male,50,2,0,PC 17611,133.65,,S
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662,0,3,"Badt, Mr. Mohamed",male,40,0,0,2623,7.225,,C
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663,0,1,"Colley, Mr. Edward Pomeroy",male,47,0,0,5727,25.5875,E58,S
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664,0,3,"Coleff, Mr. Peju",male,36,0,0,349210,7.4958,,S
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665,1,3,"Lindqvist, Mr. Eino William",male,20,1,0,STON/O 2. 3101285,7.925,,S
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666,0,2,"Hickman, Mr. Lewis",male,32,2,0,S.O.C. 14879,73.5,,S
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667,0,2,"Butler, Mr. Reginald Fenton",male,25,0,0,234686,13,,S
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668,0,3,"Rommetvedt, Mr. Knud Paust",male,,0,0,312993,7.775,,S
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669,0,3,"Cook, Mr. Jacob",male,43,0,0,A/5 3536,8.05,,S
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670,1,1,"Taylor, Mrs. Elmer Zebley (Juliet Cummins Wright)",female,,1,0,19996,52,C126,S
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671,1,2,"Brown, Mrs. Thomas William Solomon (Elizabeth Catherine Ford)",female,40,1,1,29750,39,,S
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672,0,1,"Davidson, Mr. Thornton",male,31,1,0,F.C. 12750,52,B71,S
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673,0,2,"Mitchell, Mr. Henry Michael",male,70,0,0,C.A. 24580,10.5,,S
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674,1,2,"Wilhelms, Mr. Charles",male,31,0,0,244270,13,,S
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675,0,2,"Watson, Mr. Ennis Hastings",male,,0,0,239856,0,,S
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676,0,3,"Edvardsson, Mr. Gustaf Hjalmar",male,18,0,0,349912,7.775,,S
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677,0,3,"Sawyer, Mr. Frederick Charles",male,24.5,0,0,342826,8.05,,S
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678,1,3,"Turja, Miss. Anna Sofia",female,18,0,0,4138,9.8417,,S
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679,0,3,"Goodwin, Mrs. Frederick (Augusta Tyler)",female,43,1,6,CA 2144,46.9,,S
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680,1,1,"Cardeza, Mr. Thomas Drake Martinez",male,36,0,1,PC 17755,512.3292,B51 B53 B55,C
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681,0,3,"Peters, Miss. Katie",female,,0,0,330935,8.1375,,Q
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682,1,1,"Hassab, Mr. Hammad",male,27,0,0,PC 17572,76.7292,D49,C
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683,0,3,"Olsvigen, Mr. Thor Anderson",male,20,0,0,6563,9.225,,S
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684,0,3,"Goodwin, Mr. Charles Edward",male,14,5,2,CA 2144,46.9,,S
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685,0,2,"Brown, Mr. Thomas William Solomon",male,60,1,1,29750,39,,S
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686,0,2,"Laroche, Mr. Joseph Philippe Lemercier",male,25,1,2,SC/Paris 2123,41.5792,,C
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687,0,3,"Panula, Mr. Jaako Arnold",male,14,4,1,3101295,39.6875,,S
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688,0,3,"Dakic, Mr. Branko",male,19,0,0,349228,10.1708,,S
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689,0,3,"Fischer, Mr. Eberhard Thelander",male,18,0,0,350036,7.7958,,S
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690,1,1,"Madill, Miss. Georgette Alexandra",female,15,0,1,24160,211.3375,B5,S
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691,1,1,"Dick, Mr. Albert Adrian",male,31,1,0,17474,57,B20,S
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692,1,3,"Karun, Miss. Manca",female,4,0,1,349256,13.4167,,C
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693,1,3,"Lam, Mr. Ali",male,,0,0,1601,56.4958,,S
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694,0,3,"Saad, Mr. Khalil",male,25,0,0,2672,7.225,,C
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695,0,1,"Weir, Col. John",male,60,0,0,113800,26.55,,S
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696,0,2,"Chapman, Mr. Charles Henry",male,52,0,0,248731,13.5,,S
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697,0,3,"Kelly, Mr. James",male,44,0,0,363592,8.05,,S
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698,1,3,"Mullens, Miss. Katherine ""Katie""",female,,0,0,35852,7.7333,,Q
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699,0,1,"Thayer, Mr. John Borland",male,49,1,1,17421,110.8833,C68,C
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700,0,3,"Humblen, Mr. Adolf Mathias Nicolai Olsen",male,42,0,0,348121,7.65,F G63,S
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701,1,1,"Astor, Mrs. John Jacob (Madeleine Talmadge Force)",female,18,1,0,PC 17757,227.525,C62 C64,C
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702,1,1,"Silverthorne, Mr. Spencer Victor",male,35,0,0,PC 17475,26.2875,E24,S
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703,0,3,"Barbara, Miss. Saiide",female,18,0,1,2691,14.4542,,C
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704,0,3,"Gallagher, Mr. Martin",male,25,0,0,36864,7.7417,,Q
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705,0,3,"Hansen, Mr. Henrik Juul",male,26,1,0,350025,7.8542,,S
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706,0,2,"Morley, Mr. Henry Samuel (""Mr Henry Marshall"")",male,39,0,0,250655,26,,S
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707,1,2,"Kelly, Mrs. Florence ""Fannie""",female,45,0,0,223596,13.5,,S
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708,1,1,"Calderhead, Mr. Edward Pennington",male,42,0,0,PC 17476,26.2875,E24,S
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709,1,1,"Cleaver, Miss. Alice",female,22,0,0,113781,151.55,,S
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710,1,3,"Moubarek, Master. Halim Gonios (""William George"")",male,,1,1,2661,15.2458,,C
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711,1,1,"Mayne, Mlle. Berthe Antonine (""Mrs de Villiers"")",female,24,0,0,PC 17482,49.5042,C90,C
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712,0,1,"Klaber, Mr. Herman",male,,0,0,113028,26.55,C124,S
|
||||
713,1,1,"Taylor, Mr. Elmer Zebley",male,48,1,0,19996,52,C126,S
|
||||
714,0,3,"Larsson, Mr. August Viktor",male,29,0,0,7545,9.4833,,S
|
||||
715,0,2,"Greenberg, Mr. Samuel",male,52,0,0,250647,13,,S
|
||||
716,0,3,"Soholt, Mr. Peter Andreas Lauritz Andersen",male,19,0,0,348124,7.65,F G73,S
|
||||
717,1,1,"Endres, Miss. Caroline Louise",female,38,0,0,PC 17757,227.525,C45,C
|
||||
718,1,2,"Troutt, Miss. Edwina Celia ""Winnie""",female,27,0,0,34218,10.5,E101,S
|
||||
719,0,3,"McEvoy, Mr. Michael",male,,0,0,36568,15.5,,Q
|
||||
720,0,3,"Johnson, Mr. Malkolm Joackim",male,33,0,0,347062,7.775,,S
|
||||
721,1,2,"Harper, Miss. Annie Jessie ""Nina""",female,6,0,1,248727,33,,S
|
||||
722,0,3,"Jensen, Mr. Svend Lauritz",male,17,1,0,350048,7.0542,,S
|
||||
723,0,2,"Gillespie, Mr. William Henry",male,34,0,0,12233,13,,S
|
||||
724,0,2,"Hodges, Mr. Henry Price",male,50,0,0,250643,13,,S
|
||||
725,1,1,"Chambers, Mr. Norman Campbell",male,27,1,0,113806,53.1,E8,S
|
||||
726,0,3,"Oreskovic, Mr. Luka",male,20,0,0,315094,8.6625,,S
|
||||
727,1,2,"Renouf, Mrs. Peter Henry (Lillian Jefferys)",female,30,3,0,31027,21,,S
|
||||
728,1,3,"Mannion, Miss. Margareth",female,,0,0,36866,7.7375,,Q
|
||||
729,0,2,"Bryhl, Mr. Kurt Arnold Gottfrid",male,25,1,0,236853,26,,S
|
||||
730,0,3,"Ilmakangas, Miss. Pieta Sofia",female,25,1,0,STON/O2. 3101271,7.925,,S
|
||||
731,1,1,"Allen, Miss. Elisabeth Walton",female,29,0,0,24160,211.3375,B5,S
|
||||
732,0,3,"Hassan, Mr. Houssein G N",male,11,0,0,2699,18.7875,,C
|
||||
733,0,2,"Knight, Mr. Robert J",male,,0,0,239855,0,,S
|
||||
734,0,2,"Berriman, Mr. William John",male,23,0,0,28425,13,,S
|
||||
735,0,2,"Troupiansky, Mr. Moses Aaron",male,23,0,0,233639,13,,S
|
||||
736,0,3,"Williams, Mr. Leslie",male,28.5,0,0,54636,16.1,,S
|
||||
737,0,3,"Ford, Mrs. Edward (Margaret Ann Watson)",female,48,1,3,W./C. 6608,34.375,,S
|
||||
738,1,1,"Lesurer, Mr. Gustave J",male,35,0,0,PC 17755,512.3292,B101,C
|
||||
739,0,3,"Ivanoff, Mr. Kanio",male,,0,0,349201,7.8958,,S
|
||||
740,0,3,"Nankoff, Mr. Minko",male,,0,0,349218,7.8958,,S
|
||||
741,1,1,"Hawksford, Mr. Walter James",male,,0,0,16988,30,D45,S
|
||||
742,0,1,"Cavendish, Mr. Tyrell William",male,36,1,0,19877,78.85,C46,S
|
||||
743,1,1,"Ryerson, Miss. Susan Parker ""Suzette""",female,21,2,2,PC 17608,262.375,B57 B59 B63 B66,C
|
||||
744,0,3,"McNamee, Mr. Neal",male,24,1,0,376566,16.1,,S
|
||||
745,1,3,"Stranden, Mr. Juho",male,31,0,0,STON/O 2. 3101288,7.925,,S
|
||||
746,0,1,"Crosby, Capt. Edward Gifford",male,70,1,1,WE/P 5735,71,B22,S
|
||||
747,0,3,"Abbott, Mr. Rossmore Edward",male,16,1,1,C.A. 2673,20.25,,S
|
||||
748,1,2,"Sinkkonen, Miss. Anna",female,30,0,0,250648,13,,S
|
||||
749,0,1,"Marvin, Mr. Daniel Warner",male,19,1,0,113773,53.1,D30,S
|
||||
750,0,3,"Connaghton, Mr. Michael",male,31,0,0,335097,7.75,,Q
|
||||
751,1,2,"Wells, Miss. Joan",female,4,1,1,29103,23,,S
|
||||
752,1,3,"Moor, Master. Meier",male,6,0,1,392096,12.475,E121,S
|
||||
753,0,3,"Vande Velde, Mr. Johannes Joseph",male,33,0,0,345780,9.5,,S
|
||||
754,0,3,"Jonkoff, Mr. Lalio",male,23,0,0,349204,7.8958,,S
|
||||
755,1,2,"Herman, Mrs. Samuel (Jane Laver)",female,48,1,2,220845,65,,S
|
||||
756,1,2,"Hamalainen, Master. Viljo",male,0.67,1,1,250649,14.5,,S
|
||||
757,0,3,"Carlsson, Mr. August Sigfrid",male,28,0,0,350042,7.7958,,S
|
||||
758,0,2,"Bailey, Mr. Percy Andrew",male,18,0,0,29108,11.5,,S
|
||||
759,0,3,"Theobald, Mr. Thomas Leonard",male,34,0,0,363294,8.05,,S
|
||||
760,1,1,"Rothes, the Countess. of (Lucy Noel Martha Dyer-Edwards)",female,33,0,0,110152,86.5,B77,S
|
||||
761,0,3,"Garfirth, Mr. John",male,,0,0,358585,14.5,,S
|
||||
762,0,3,"Nirva, Mr. Iisakki Antino Aijo",male,41,0,0,SOTON/O2 3101272,7.125,,S
|
||||
763,1,3,"Barah, Mr. Hanna Assi",male,20,0,0,2663,7.2292,,C
|
||||
764,1,1,"Carter, Mrs. William Ernest (Lucile Polk)",female,36,1,2,113760,120,B96 B98,S
|
||||
765,0,3,"Eklund, Mr. Hans Linus",male,16,0,0,347074,7.775,,S
|
||||
766,1,1,"Hogeboom, Mrs. John C (Anna Andrews)",female,51,1,0,13502,77.9583,D11,S
|
||||
767,0,1,"Brewe, Dr. Arthur Jackson",male,,0,0,112379,39.6,,C
|
||||
768,0,3,"Mangan, Miss. Mary",female,30.5,0,0,364850,7.75,,Q
|
||||
769,0,3,"Moran, Mr. Daniel J",male,,1,0,371110,24.15,,Q
|
||||
770,0,3,"Gronnestad, Mr. Daniel Danielsen",male,32,0,0,8471,8.3625,,S
|
||||
771,0,3,"Lievens, Mr. Rene Aime",male,24,0,0,345781,9.5,,S
|
||||
772,0,3,"Jensen, Mr. Niels Peder",male,48,0,0,350047,7.8542,,S
|
||||
773,0,2,"Mack, Mrs. (Mary)",female,57,0,0,S.O./P.P. 3,10.5,E77,S
|
||||
774,0,3,"Elias, Mr. Dibo",male,,0,0,2674,7.225,,C
|
||||
775,1,2,"Hocking, Mrs. Elizabeth (Eliza Needs)",female,54,1,3,29105,23,,S
|
||||
776,0,3,"Myhrman, Mr. Pehr Fabian Oliver Malkolm",male,18,0,0,347078,7.75,,S
|
||||
777,0,3,"Tobin, Mr. Roger",male,,0,0,383121,7.75,F38,Q
|
||||
778,1,3,"Emanuel, Miss. Virginia Ethel",female,5,0,0,364516,12.475,,S
|
||||
779,0,3,"Kilgannon, Mr. Thomas J",male,,0,0,36865,7.7375,,Q
|
||||
780,1,1,"Robert, Mrs. Edward Scott (Elisabeth Walton McMillan)",female,43,0,1,24160,211.3375,B3,S
|
||||
781,1,3,"Ayoub, Miss. Banoura",female,13,0,0,2687,7.2292,,C
|
||||
782,1,1,"Dick, Mrs. Albert Adrian (Vera Gillespie)",female,17,1,0,17474,57,B20,S
|
||||
783,0,1,"Long, Mr. Milton Clyde",male,29,0,0,113501,30,D6,S
|
||||
784,0,3,"Johnston, Mr. Andrew G",male,,1,2,W./C. 6607,23.45,,S
|
||||
785,0,3,"Ali, Mr. William",male,25,0,0,SOTON/O.Q. 3101312,7.05,,S
|
||||
786,0,3,"Harmer, Mr. Abraham (David Lishin)",male,25,0,0,374887,7.25,,S
|
||||
787,1,3,"Sjoblom, Miss. Anna Sofia",female,18,0,0,3101265,7.4958,,S
|
||||
788,0,3,"Rice, Master. George Hugh",male,8,4,1,382652,29.125,,Q
|
||||
789,1,3,"Dean, Master. Bertram Vere",male,1,1,2,C.A. 2315,20.575,,S
|
||||
790,0,1,"Guggenheim, Mr. Benjamin",male,46,0,0,PC 17593,79.2,B82 B84,C
|
||||
791,0,3,"Keane, Mr. Andrew ""Andy""",male,,0,0,12460,7.75,,Q
|
||||
792,0,2,"Gaskell, Mr. Alfred",male,16,0,0,239865,26,,S
|
||||
793,0,3,"Sage, Miss. Stella Anna",female,,8,2,CA. 2343,69.55,,S
|
||||
794,0,1,"Hoyt, Mr. William Fisher",male,,0,0,PC 17600,30.6958,,C
|
||||
795,0,3,"Dantcheff, Mr. Ristiu",male,25,0,0,349203,7.8958,,S
|
||||
796,0,2,"Otter, Mr. Richard",male,39,0,0,28213,13,,S
|
||||
797,1,1,"Leader, Dr. Alice (Farnham)",female,49,0,0,17465,25.9292,D17,S
|
||||
798,1,3,"Osman, Mrs. Mara",female,31,0,0,349244,8.6833,,S
|
||||
799,0,3,"Ibrahim Shawah, Mr. Yousseff",male,30,0,0,2685,7.2292,,C
|
||||
800,0,3,"Van Impe, Mrs. Jean Baptiste (Rosalie Paula Govaert)",female,30,1,1,345773,24.15,,S
|
||||
801,0,2,"Ponesell, Mr. Martin",male,34,0,0,250647,13,,S
|
||||
802,1,2,"Collyer, Mrs. Harvey (Charlotte Annie Tate)",female,31,1,1,C.A. 31921,26.25,,S
|
||||
803,1,1,"Carter, Master. William Thornton II",male,11,1,2,113760,120,B96 B98,S
|
||||
804,1,3,"Thomas, Master. Assad Alexander",male,0.42,0,1,2625,8.5167,,C
|
||||
805,1,3,"Hedman, Mr. Oskar Arvid",male,27,0,0,347089,6.975,,S
|
||||
806,0,3,"Johansson, Mr. Karl Johan",male,31,0,0,347063,7.775,,S
|
||||
807,0,1,"Andrews, Mr. Thomas Jr",male,39,0,0,112050,0,A36,S
|
||||
808,0,3,"Pettersson, Miss. Ellen Natalia",female,18,0,0,347087,7.775,,S
|
||||
809,0,2,"Meyer, Mr. August",male,39,0,0,248723,13,,S
|
||||
810,1,1,"Chambers, Mrs. Norman Campbell (Bertha Griggs)",female,33,1,0,113806,53.1,E8,S
|
||||
811,0,3,"Alexander, Mr. William",male,26,0,0,3474,7.8875,,S
|
||||
812,0,3,"Lester, Mr. James",male,39,0,0,A/4 48871,24.15,,S
|
||||
813,0,2,"Slemen, Mr. Richard James",male,35,0,0,28206,10.5,,S
|
||||
814,0,3,"Andersson, Miss. Ebba Iris Alfrida",female,6,4,2,347082,31.275,,S
|
||||
815,0,3,"Tomlin, Mr. Ernest Portage",male,30.5,0,0,364499,8.05,,S
|
||||
816,0,1,"Fry, Mr. Richard",male,,0,0,112058,0,B102,S
|
||||
817,0,3,"Heininen, Miss. Wendla Maria",female,23,0,0,STON/O2. 3101290,7.925,,S
|
||||
818,0,2,"Mallet, Mr. Albert",male,31,1,1,S.C./PARIS 2079,37.0042,,C
|
||||
819,0,3,"Holm, Mr. John Fredrik Alexander",male,43,0,0,C 7075,6.45,,S
|
||||
820,0,3,"Skoog, Master. Karl Thorsten",male,10,3,2,347088,27.9,,S
|
||||
821,1,1,"Hays, Mrs. Charles Melville (Clara Jennings Gregg)",female,52,1,1,12749,93.5,B69,S
|
||||
822,1,3,"Lulic, Mr. Nikola",male,27,0,0,315098,8.6625,,S
|
||||
823,0,1,"Reuchlin, Jonkheer. John George",male,38,0,0,19972,0,,S
|
||||
824,1,3,"Moor, Mrs. (Beila)",female,27,0,1,392096,12.475,E121,S
|
||||
825,0,3,"Panula, Master. Urho Abraham",male,2,4,1,3101295,39.6875,,S
|
||||
826,0,3,"Flynn, Mr. John",male,,0,0,368323,6.95,,Q
|
||||
827,0,3,"Lam, Mr. Len",male,,0,0,1601,56.4958,,S
|
||||
828,1,2,"Mallet, Master. Andre",male,1,0,2,S.C./PARIS 2079,37.0042,,C
|
||||
829,1,3,"McCormack, Mr. Thomas Joseph",male,,0,0,367228,7.75,,Q
|
||||
830,1,1,"Stone, Mrs. George Nelson (Martha Evelyn)",female,62,0,0,113572,80,B28,
|
||||
831,1,3,"Yasbeck, Mrs. Antoni (Selini Alexander)",female,15,1,0,2659,14.4542,,C
|
||||
832,1,2,"Richards, Master. George Sibley",male,0.83,1,1,29106,18.75,,S
|
||||
833,0,3,"Saad, Mr. Amin",male,,0,0,2671,7.2292,,C
|
||||
834,0,3,"Augustsson, Mr. Albert",male,23,0,0,347468,7.8542,,S
|
||||
835,0,3,"Allum, Mr. Owen George",male,18,0,0,2223,8.3,,S
|
||||
836,1,1,"Compton, Miss. Sara Rebecca",female,39,1,1,PC 17756,83.1583,E49,C
|
||||
837,0,3,"Pasic, Mr. Jakob",male,21,0,0,315097,8.6625,,S
|
||||
838,0,3,"Sirota, Mr. Maurice",male,,0,0,392092,8.05,,S
|
||||
839,1,3,"Chip, Mr. Chang",male,32,0,0,1601,56.4958,,S
|
||||
840,1,1,"Marechal, Mr. Pierre",male,,0,0,11774,29.7,C47,C
|
||||
841,0,3,"Alhomaki, Mr. Ilmari Rudolf",male,20,0,0,SOTON/O2 3101287,7.925,,S
|
||||
842,0,2,"Mudd, Mr. Thomas Charles",male,16,0,0,S.O./P.P. 3,10.5,,S
|
||||
843,1,1,"Serepeca, Miss. Augusta",female,30,0,0,113798,31,,C
|
||||
844,0,3,"Lemberopolous, Mr. Peter L",male,34.5,0,0,2683,6.4375,,C
|
||||
845,0,3,"Culumovic, Mr. Jeso",male,17,0,0,315090,8.6625,,S
|
||||
846,0,3,"Abbing, Mr. Anthony",male,42,0,0,C.A. 5547,7.55,,S
|
||||
847,0,3,"Sage, Mr. Douglas Bullen",male,,8,2,CA. 2343,69.55,,S
|
||||
848,0,3,"Markoff, Mr. Marin",male,35,0,0,349213,7.8958,,C
|
||||
849,0,2,"Harper, Rev. John",male,28,0,1,248727,33,,S
|
||||
850,1,1,"Goldenberg, Mrs. Samuel L (Edwiga Grabowska)",female,,1,0,17453,89.1042,C92,C
|
||||
851,0,3,"Andersson, Master. Sigvard Harald Elias",male,4,4,2,347082,31.275,,S
|
||||
852,0,3,"Svensson, Mr. Johan",male,74,0,0,347060,7.775,,S
|
||||
853,0,3,"Boulos, Miss. Nourelain",female,9,1,1,2678,15.2458,,C
|
||||
854,1,1,"Lines, Miss. Mary Conover",female,16,0,1,PC 17592,39.4,D28,S
|
||||
855,0,2,"Carter, Mrs. Ernest Courtenay (Lilian Hughes)",female,44,1,0,244252,26,,S
|
||||
856,1,3,"Aks, Mrs. Sam (Leah Rosen)",female,18,0,1,392091,9.35,,S
|
||||
857,1,1,"Wick, Mrs. George Dennick (Mary Hitchcock)",female,45,1,1,36928,164.8667,,S
|
||||
858,1,1,"Daly, Mr. Peter Denis ",male,51,0,0,113055,26.55,E17,S
|
||||
859,1,3,"Baclini, Mrs. Solomon (Latifa Qurban)",female,24,0,3,2666,19.2583,,C
|
||||
860,0,3,"Razi, Mr. Raihed",male,,0,0,2629,7.2292,,C
|
||||
861,0,3,"Hansen, Mr. Claus Peter",male,41,2,0,350026,14.1083,,S
|
||||
862,0,2,"Giles, Mr. Frederick Edward",male,21,1,0,28134,11.5,,S
|
||||
863,1,1,"Swift, Mrs. Frederick Joel (Margaret Welles Barron)",female,48,0,0,17466,25.9292,D17,S
|
||||
864,0,3,"Sage, Miss. Dorothy Edith ""Dolly""",female,,8,2,CA. 2343,69.55,,S
|
||||
865,0,2,"Gill, Mr. John William",male,24,0,0,233866,13,,S
|
||||
866,1,2,"Bystrom, Mrs. (Karolina)",female,42,0,0,236852,13,,S
|
||||
867,1,2,"Duran y More, Miss. Asuncion",female,27,1,0,SC/PARIS 2149,13.8583,,C
|
||||
868,0,1,"Roebling, Mr. Washington Augustus II",male,31,0,0,PC 17590,50.4958,A24,S
|
||||
869,0,3,"van Melkebeke, Mr. Philemon",male,,0,0,345777,9.5,,S
|
||||
870,1,3,"Johnson, Master. Harold Theodor",male,4,1,1,347742,11.1333,,S
|
||||
871,0,3,"Balkic, Mr. Cerin",male,26,0,0,349248,7.8958,,S
|
||||
872,1,1,"Beckwith, Mrs. Richard Leonard (Sallie Monypeny)",female,47,1,1,11751,52.5542,D35,S
|
||||
873,0,1,"Carlsson, Mr. Frans Olof",male,33,0,0,695,5,B51 B53 B55,S
|
||||
874,0,3,"Vander Cruyssen, Mr. Victor",male,47,0,0,345765,9,,S
|
||||
875,1,2,"Abelson, Mrs. Samuel (Hannah Wizosky)",female,28,1,0,P/PP 3381,24,,C
|
||||
876,1,3,"Najib, Miss. Adele Kiamie ""Jane""",female,15,0,0,2667,7.225,,C
|
||||
877,0,3,"Gustafsson, Mr. Alfred Ossian",male,20,0,0,7534,9.8458,,S
|
||||
878,0,3,"Petroff, Mr. Nedelio",male,19,0,0,349212,7.8958,,S
|
||||
879,0,3,"Laleff, Mr. Kristo",male,,0,0,349217,7.8958,,S
|
||||
880,1,1,"Potter, Mrs. Thomas Jr (Lily Alexenia Wilson)",female,56,0,1,11767,83.1583,C50,C
|
||||
881,1,2,"Shelley, Mrs. William (Imanita Parrish Hall)",female,25,0,1,230433,26,,S
|
||||
882,0,3,"Markun, Mr. Johann",male,33,0,0,349257,7.8958,,S
|
||||
883,0,3,"Dahlberg, Miss. Gerda Ulrika",female,22,0,0,7552,10.5167,,S
|
||||
884,0,2,"Banfield, Mr. Frederick James",male,28,0,0,C.A./SOTON 34068,10.5,,S
|
||||
885,0,3,"Sutehall, Mr. Henry Jr",male,25,0,0,SOTON/OQ 392076,7.05,,S
|
||||
886,0,3,"Rice, Mrs. William (Margaret Norton)",female,39,0,5,382652,29.125,,Q
|
||||
887,0,2,"Montvila, Rev. Juozas",male,27,0,0,211536,13,,S
|
||||
888,1,1,"Graham, Miss. Margaret Edith",female,19,0,0,112053,30,B42,S
|
||||
889,0,3,"Johnston, Miss. Catherine Helen ""Carrie""",female,,1,2,W./C. 6607,23.45,,S
|
||||
890,1,1,"Behr, Mr. Karl Howell",male,26,0,0,111369,30,C148,C
|
||||
891,0,3,"Dooley, Mr. Patrick",male,32,0,0,370376,7.75,,Q
|
||||
|
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Reference in New Issue
Block a user