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Add labs 04

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Tomasz Dwojak 2019-02-09 08:54:43 +01:00
parent b51244f24e
commit 12a770ac59
7 changed files with 119091 additions and 0 deletions

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labs04/311.csv Normal file

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labs04/task01.py Executable file
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#!/usr/bin/env python3
# -*- coding: utf-8 -*-
"""
1. Zaimportuj bibliotkę pandas jako pd.
"""
"""
2. Wczytaj zbiór danych `311.csv` do zniennej data.
"""
"""
3. Wyświetl 5 pierwszych wierszy z data.
"""
"""
4. Wyświetl nazwy kolumn.
"""
"""
5. Wyświetl ile nasz zbiór danych ma kolumn i wierszy.
"""
"""
6. Wyświetl kolumnę 'City' z powyższego zbioru danych.
"""
"""
7. Wyświetl jakie wartoścu przyjmuje kolumna 'City'.
"""
"""
8. Wyświetl tabelę rozstawną kolumny City.
"""
"""
9. Wyświetl tylko pierwsze 4 wiersze z wcześniejszego polecenia.
"""
"""
10. Wyświetl, w ilu przypadkach kolumna City zawiera NaN.
"""
"""
11. Wyświetl data.info()
"""
"""
12. Wyświetl tylko kolumny Borough i Agency i tylko 5 ostatnich linii.
"""
"""
13. Wyświetl tylko te dane, dla których wartość z kolumny Agency jest równa
NYPD. Zlicz ile jest takich przykładów.
"""
"""
14. Wyświetl wartość minimalną i maksymalną z kolumny Longitude.
"""
"""
15. Dodaj kolumne diff, która powstanie przez sumowanie kolumn Longitude i Latitude.
"""
"""
16. Wyświetl tablę rozstawną dla kolumny 'Descriptor', dla której Agency jest
równe NYPD.
"""

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labs04/task02.py Executable file
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#!/usr/bin/env python
# -*- coding: utf-8 -*-
def wczytaj_dane():
pass
def most_common_room_number(dane):
pass
def cheapest_flats(dane, n):
pass
def find_borough(desc):
dzielnice = ['Stare Miasto',
'Wilda',
'Jeżyce',
'Rataje',
'Piątkowo',
'Winogrady',
'Miłostowo',
'Dębiec']
pass
def add_borough(dane):
pass
def write_plot(dane, filename):
pass
def mean_price(dane, room_number):
pass
def find_13(dane):
pass
def find_best_flats(dane):
pass
def main():
dane = wczytaj_dane()
print(dane[:5])
print("Najpopularniejsza liczba pokoi w mieszkaniu to: {}"
.format(most_common_room_number(dane)))
print("{} to najłądniejsza dzielnica w Poznaniu."
.format(find_borough("Grunwald i Jeżyce"))))
print("Średnia cena mieszkania 3-pokojowego, to: {}"
.format(mean_price(dane, 3)))
if __name__ == "__main__":
main()

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labs04/titanic_train.tsv Normal file
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61 0 3 "Sirayanian Mr. Orsen" "male" 22 0 0 "2669" 7.2292 "" "C"
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63 0 1 "Harris Mr. Henry Birkhardt" "male" 45 1 0 "36973" 83.475 "C83" "S"
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76 0 3 "Moen Mr. Sigurd Hansen" "male" 25 0 0 "348123" 7.65 "F G73" "S"
77 0 3 "Staneff Mr. Ivan" "male" NA 0 0 "349208" 7.8958 "" "S"
78 0 3 "Moutal Mr. Rahamin Haim" "male" NA 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"
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83 1 3 "McDermott Miss. Brigdet Delia" "female" NA 0 0 "330932" 7.7875 "" "Q"
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91 0 3 "Christmann Mr. Emil" "male" 29 0 0 "343276" 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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682 1 1 "Hassab Mr. Hammad" "male" 27 0 0 "PC 17572" 76.7292 "D49" "C"
683 0 3 "Olsvigen Mr. Thor Anderson" "male" 20 0 0 "6563" 9.225 "" "S"
684 0 3 "Goodwin Mr. Charles Edward" "male" 14 5 2 "CA 2144" 46.9 "" "S"
685 0 2 "Brown Mr. Thomas William Solomon" "male" 60 1 1 "29750" 39 "" "S"
686 0 2 "Laroche Mr. Joseph Philippe Lemercier" "male" 25 1 2 "SC/Paris 2123" 41.5792 "" "C"
687 0 3 "Panula Mr. Jaako Arnold" "male" 14 4 1 "3101295" 39.6875 "" "S"
688 0 3 "Dakic Mr. Branko" "male" 19 0 0 "349228" 10.1708 "" "S"
689 0 3 "Fischer Mr. Eberhard Thelander" "male" 18 0 0 "350036" 7.7958 "" "S"
690 1 1 "Madill Miss. Georgette Alexandra" "female" 15 0 1 "24160" 211.3375 "B5" "S"
691 1 1 "Dick Mr. Albert Adrian" "male" 31 1 0 "17474" 57 "B20" "S"
692 1 3 "Karun Miss. Manca" "female" 4 0 1 "349256" 13.4167 "" "C"
693 1 3 "Lam Mr. Ali" "male" NA 0 0 "1601" 56.4958 "" "S"
694 0 3 "Saad Mr. Khalil" "male" 25 0 0 "2672" 7.225 "" "C"
695 0 1 "Weir Col. John" "male" 60 0 0 "113800" 26.55 "" "S"
696 0 2 "Chapman Mr. Charles Henry" "male" 52 0 0 "248731" 13.5 "" "S"
697 0 3 "Kelly Mr. James" "male" 44 0 0 "363592" 8.05 "" "S"
698 1 3 "Mullens Miss. Katherine ""Katie""" "female" NA 0 0 "35852" 7.7333 "" "Q"
699 0 1 "Thayer Mr. John Borland" "male" 49 1 1 "17421" 110.8833 "C68" "C"
700 0 3 "Humblen Mr. Adolf Mathias Nicolai Olsen" "male" 42 0 0 "348121" 7.65 "F G63" "S"
701 1 1 "Astor Mrs. John Jacob (Madeleine Talmadge Force)" "female" 18 1 0 "PC 17757" 227.525 "C62 C64" "C"
702 1 1 "Silverthorne Mr. Spencer Victor" "male" 35 0 0 "PC 17475" 26.2875 "E24" "S"
703 0 3 "Barbara Miss. Saiide" "female" 18 0 1 "2691" 14.4542 "" "C"
704 0 3 "Gallagher Mr. Martin" "male" 25 0 0 "36864" 7.7417 "" "Q"
705 0 3 "Hansen Mr. Henrik Juul" "male" 26 1 0 "350025" 7.8542 "" "S"
706 0 2 "Morley Mr. Henry Samuel (""Mr Henry Marshall"")" "male" 39 0 0 "250655" 26 "" "S"
707 1 2 "Kelly Mrs. Florence ""Fannie""" "female" 45 0 0 "223596" 13.5 "" "S"
708 1 1 "Calderhead Mr. Edward Pennington" "male" 42 0 0 "PC 17476" 26.2875 "E24" "S"
709 1 1 "Cleaver Miss. Alice" "female" 22 0 0 "113781" 151.55 "" "S"
710 1 3 "Moubarek Master. Halim Gonios (""William George"")" "male" NA 1 1 "2661" 15.2458 "" "C"
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712 0 1 "Klaber Mr. Herman" "male" NA 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"
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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" NA 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"
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732 0 3 "Hassan Mr. Houssein G N" "male" 11 0 0 "2699" 18.7875 "" "C"
733 0 2 "Knight Mr. Robert J" "male" NA 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"
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740 0 3 "Nankoff Mr. Minko" "male" NA 0 0 "349218" 7.8958 "" "S"
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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"
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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"
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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" NA 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"
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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" NA 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" NA 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" NA 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" NA 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" NA 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" NA 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" NA 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" NA 8 2 "CA. 2343" 69.55 "" "S"
794 0 1 "Hoyt Mr. William Fisher" "male" NA 0 0 "PC 17600" 30.6958 "" "C"
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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" NA 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" NA 0 0 "368323" 6.95 "" "Q"
827 0 3 "Lam Mr. Len" "male" NA 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" NA 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" NA 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" NA 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" NA 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" NA 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" NA 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" NA 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" NA 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" NA 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" NA 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"
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891 0 3 "Dooley Mr. Patrick" "male" 32 0 0 "370376" 7.75 "" "Q"
1 PassengerId Survived Pclass Name Sex Age SibSp Parch Ticket Fare Cabin Embarked
2 1 0 3 Braund Mr. Owen Harris male 22 1 0 A/5 21171 7.25 S
3 2 1 1 Cumings Mrs. John Bradley (Florence Briggs Thayer) female 38 1 0 PC 17599 71.2833 C85 C
4 3 1 3 Heikkinen Miss. Laina female 26 0 0 STON/O2. 3101282 7.925 S
5 4 1 1 Futrelle Mrs. Jacques Heath (Lily May Peel) female 35 1 0 113803 53.1 C123 S
6 5 0 3 Allen Mr. William Henry male 35 0 0 373450 8.05 S
7 6 0 3 Moran Mr. James male NA 0 0 330877 8.4583 Q
8 7 0 1 McCarthy Mr. Timothy J male 54 0 0 17463 51.8625 E46 S
9 8 0 3 Palsson Master. Gosta Leonard male 2 3 1 349909 21.075 S
10 9 1 3 Johnson Mrs. Oscar W (Elisabeth Vilhelmina Berg) female 27 0 2 347742 11.1333 S
11 10 1 2 Nasser Mrs. Nicholas (Adele Achem) female 14 1 0 237736 30.0708 C
12 11 1 3 Sandstrom Miss. Marguerite Rut female 4 1 1 PP 9549 16.7 G6 S
13 12 1 1 Bonnell Miss. Elizabeth female 58 0 0 113783 26.55 C103 S
14 13 0 3 Saundercock Mr. William Henry male 20 0 0 A/5. 2151 8.05 S
15 14 0 3 Andersson Mr. Anders Johan male 39 1 5 347082 31.275 S
16 15 0 3 Vestrom Miss. Hulda Amanda Adolfina female 14 0 0 350406 7.8542 S
17 16 1 2 Hewlett Mrs. (Mary D Kingcome) female 55 0 0 248706 16 S
18 17 0 3 Rice Master. Eugene male 2 4 1 382652 29.125 Q
19 18 1 2 Williams Mr. Charles Eugene male NA 0 0 244373 13 S
20 19 0 3 Vander Planke Mrs. Julius (Emelia Maria Vandemoortele) female 31 1 0 345763 18 S
21 20 1 3 Masselmani Mrs. Fatima female NA 0 0 2649 7.225 C
22 21 0 2 Fynney Mr. Joseph J male 35 0 0 239865 26 S
23 22 1 2 Beesley Mr. Lawrence male 34 0 0 248698 13 D56 S
24 23 1 3 McGowan Miss. Anna "Annie" female 15 0 0 330923 8.0292 Q
25 24 1 1 Sloper Mr. William Thompson male 28 0 0 113788 35.5 A6 S
26 25 0 3 Palsson Miss. Torborg Danira female 8 3 1 349909 21.075 S
27 26 1 3 Asplund Mrs. Carl Oscar (Selma Augusta Emilia Johansson) female 38 1 5 347077 31.3875 S
28 27 0 3 Emir Mr. Farred Chehab male NA 0 0 2631 7.225 C
29 28 0 1 Fortune Mr. Charles Alexander male 19 3 2 19950 263 C23 C25 C27 S
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31 30 0 3 Todoroff Mr. Lalio male NA 0 0 349216 7.8958 S
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666 665 1 3 Lindqvist Mr. Eino William male 20 1 0 STON/O 2. 3101285 7.925 S
667 666 0 2 Hickman Mr. Lewis male 32 2 0 S.O.C. 14879 73.5 S
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672 671 1 2 Brown Mrs. Thomas William Solomon (Elizabeth Catherine Ford) female 40 1 1 29750 39 S
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674 673 0 2 Mitchell Mr. Henry Michael male 70 0 0 C.A. 24580 10.5 S
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680 679 0 3 Goodwin Mrs. Frederick (Augusta Tyler) female 43 1 6 CA 2144 46.9 S
681 680 1 1 Cardeza Mr. Thomas Drake Martinez male 36 0 1 PC 17755 512.3292 B51 B53 B55 C
682 681 0 3 Peters Miss. Katie female NA 0 0 330935 8.1375 Q
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684 683 0 3 Olsvigen Mr. Thor Anderson male 20 0 0 6563 9.225 S
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687 686 0 2 Laroche Mr. Joseph Philippe Lemercier male 25 1 2 SC/Paris 2123 41.5792 C
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697 696 0 2 Chapman Mr. Charles Henry male 52 0 0 248731 13.5 S
698 697 0 3 Kelly Mr. James male 44 0 0 363592 8.05 S
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703 702 1 1 Silverthorne Mr. Spencer Victor male 35 0 0 PC 17475 26.2875 E24 S
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706 705 0 3 Hansen Mr. Henrik Juul male 26 1 0 350025 7.8542 S
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710 709 1 1 Cleaver Miss. Alice female 22 0 0 113781 151.55 S
711 710 1 3 Moubarek Master. Halim Gonios ("William George") male NA 1 1 2661 15.2458 C
712 711 1 1 Mayne Mlle. Berthe Antonine ("Mrs de Villiers") female 24 0 0 PC 17482 49.5042 C90 C
713 712 0 1 Klaber Mr. Herman male NA 0 0 113028 26.55 C124 S
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716 715 0 2 Greenberg Mr. Samuel male 52 0 0 250647 13 S
717 716 0 3 Soholt Mr. Peter Andreas Lauritz Andersen male 19 0 0 348124 7.65 F G73 S
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719 718 1 2 Troutt Miss. Edwina Celia "Winnie" female 27 0 0 34218 10.5 E101 S
720 719 0 3 McEvoy Mr. Michael male NA 0 0 36568 15.5 Q
721 720 0 3 Johnson Mr. Malkolm Joackim male 33 0 0 347062 7.775 S
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724 723 0 2 Gillespie Mr. William Henry male 34 0 0 12233 13 S
725 724 0 2 Hodges Mr. Henry Price male 50 0 0 250643 13 S
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727 726 0 3 Oreskovic Mr. Luka male 20 0 0 315094 8.6625 S
728 727 1 2 Renouf Mrs. Peter Henry (Lillian Jefferys) female 30 3 0 31027 21 S
729 728 1 3 Mannion Miss. Margareth female NA 0 0 36866 7.7375 Q
730 729 0 2 Bryhl Mr. Kurt Arnold Gottfrid male 25 1 0 236853 26 S
731 730 0 3 Ilmakangas Miss. Pieta Sofia female 25 1 0 STON/O2. 3101271 7.925 S
732 731 1 1 Allen Miss. Elisabeth Walton female 29 0 0 24160 211.3375 B5 S
733 732 0 3 Hassan Mr. Houssein G N male 11 0 0 2699 18.7875 C
734 733 0 2 Knight Mr. Robert J male NA 0 0 239855 0 S
735 734 0 2 Berriman Mr. William John male 23 0 0 28425 13 S
736 735 0 2 Troupiansky Mr. Moses Aaron male 23 0 0 233639 13 S
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738 737 0 3 Ford Mrs. Edward (Margaret Ann Watson) female 48 1 3 W./C. 6608 34.375 S
739 738 1 1 Lesurer Mr. Gustave J male 35 0 0 PC 17755 512.3292 B101 C
740 739 0 3 Ivanoff Mr. Kanio male NA 0 0 349201 7.8958 S
741 740 0 3 Nankoff Mr. Minko male NA 0 0 349218 7.8958 S
742 741 1 1 Hawksford Mr. Walter James male NA 0 0 16988 30 D45 S
743 742 0 1 Cavendish Mr. Tyrell William male 36 1 0 19877 78.85 C46 S
744 743 1 1 Ryerson Miss. Susan Parker "Suzette" female 21 2 2 PC 17608 262.375 B57 B59 B63 B66 C
745 744 0 3 McNamee Mr. Neal male 24 1 0 376566 16.1 S
746 745 1 3 Stranden Mr. Juho male 31 0 0 STON/O 2. 3101288 7.925 S
747 746 0 1 Crosby Capt. Edward Gifford male 70 1 1 WE/P 5735 71 B22 S
748 747 0 3 Abbott Mr. Rossmore Edward male 16 1 1 C.A. 2673 20.25 S
749 748 1 2 Sinkkonen Miss. Anna female 30 0 0 250648 13 S
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751 750 0 3 Connaghton Mr. Michael male 31 0 0 335097 7.75 Q
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753 752 1 3 Moor Master. Meier male 6 0 1 392096 12.475 E121 S
754 753 0 3 Vande Velde Mr. Johannes Joseph male 33 0 0 345780 9.5 S
755 754 0 3 Jonkoff Mr. Lalio male 23 0 0 349204 7.8958 S
756 755 1 2 Herman Mrs. Samuel (Jane Laver) female 48 1 2 220845 65 S
757 756 1 2 Hamalainen Master. Viljo male 0.67 1 1 250649 14.5 S
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759 758 0 2 Bailey Mr. Percy Andrew male 18 0 0 29108 11.5 S
760 759 0 3 Theobald Mr. Thomas Leonard male 34 0 0 363294 8.05 S
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762 761 0 3 Garfirth Mr. John male NA 0 0 358585 14.5 S
763 762 0 3 Nirva Mr. Iisakki Antino Aijo male 41 0 0 SOTON/O2 3101272 7.125 S
764 763 1 3 Barah Mr. Hanna Assi male 20 0 0 2663 7.2292 C
765 764 1 1 Carter Mrs. William Ernest (Lucile Polk) female 36 1 2 113760 120 B96 B98 S
766 765 0 3 Eklund Mr. Hans Linus male 16 0 0 347074 7.775 S
767 766 1 1 Hogeboom Mrs. John C (Anna Andrews) female 51 1 0 13502 77.9583 D11 S
768 767 0 1 Brewe Dr. Arthur Jackson male NA 0 0 112379 39.6 C
769 768 0 3 Mangan Miss. Mary female 30.5 0 0 364850 7.75 Q
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771 770 0 3 Gronnestad Mr. Daniel Danielsen male 32 0 0 8471 8.3625 S
772 771 0 3 Lievens Mr. Rene Aime male 24 0 0 345781 9.5 S
773 772 0 3 Jensen Mr. Niels Peder male 48 0 0 350047 7.8542 S
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776 775 1 2 Hocking Mrs. Elizabeth (Eliza Needs) female 54 1 3 29105 23 S
777 776 0 3 Myhrman Mr. Pehr Fabian Oliver Malkolm male 18 0 0 347078 7.75 S
778 777 0 3 Tobin Mr. Roger male NA 0 0 383121 7.75 F38 Q
779 778 1 3 Emanuel Miss. Virginia Ethel female 5 0 0 364516 12.475 S
780 779 0 3 Kilgannon Mr. Thomas J male NA 0 0 36865 7.7375 Q
781 780 1 1 Robert Mrs. Edward Scott (Elisabeth Walton McMillan) female 43 0 1 24160 211.3375 B3 S
782 781 1 3 Ayoub Miss. Banoura female 13 0 0 2687 7.2292 C
783 782 1 1 Dick Mrs. Albert Adrian (Vera Gillespie) female 17 1 0 17474 57 B20 S
784 783 0 1 Long Mr. Milton Clyde male 29 0 0 113501 30 D6 S
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787 786 0 3 Harmer Mr. Abraham (David Lishin) male 25 0 0 374887 7.25 S
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790 789 1 3 Dean Master. Bertram Vere male 1 1 2 C.A. 2315 20.575 S
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794 793 0 3 Sage Miss. Stella Anna female NA 8 2 CA. 2343 69.55 S
795 794 0 1 Hoyt Mr. William Fisher male NA 0 0 PC 17600 30.6958 C
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797 796 0 2 Otter Mr. Richard male 39 0 0 28213 13 S
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799 798 1 3 Osman Mrs. Mara female 31 0 0 349244 8.6833 S
800 799 0 3 Ibrahim Shawah Mr. Yousseff male 30 0 0 2685 7.2292 C
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805 804 1 3 Thomas Master. Assad Alexander male 0.42 0 1 2625 8.5167 C
806 805 1 3 Hedman Mr. Oskar Arvid male 27 0 0 347089 6.975 S
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813 812 0 3 Lester Mr. James male 39 0 0 A/4 48871 24.15 S
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821 820 0 3 Skoog Master. Karl Thorsten male 10 3 2 347088 27.9 S
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828 827 0 3 Lam Mr. Len male NA 0 0 1601 56.4958 S
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830 829 1 3 McCormack Mr. Thomas Joseph male NA 0 0 367228 7.75 Q
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836 835 0 3 Allum Mr. Owen George male 18 0 0 2223 8.3 S
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840 839 1 3 Chip Mr. Chang male 32 0 0 1601 56.4958 S
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845 844 0 3 Lemberopolous Mr. Peter L male 34.5 0 0 2683 6.4375 C
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892 891 0 3 Dooley Mr. Patrick male 32 0 0 370376 7.75 Q