In [91]:
import requests
from bs4 import BeautifulSoup
# Fetching HTML content using requests
res = requests.get('https://kim-william.github.io/Personal_Python_Projects/crawling/testhtml/crawlingtest.html')
soup = BeautifulSoup(res.content, 'html.parser')
# Selecting all list items with class 'course' under 'ul' with ID 'dev_course_list'
items = soup.select('ul#dev_course_list li.course')
# Iterating through the items and printing their text content
for item in items:
print(item.get_text())(Beginner) - Introduction to the Automation Programs [2] (Beginner) - Demonstrating the Installation of Necessary Programs [5] (Beginner) - Creating Data in Excel Files [9] (Beginner) - Beautifying Excel Files! [8] (Beginner) - Running Python Programs Automatically at Regular Intervals [7] (Beginner) - Writing Messages on Slack Using Python [40] (Beginner) - Checking Website Changes Periodically and Sending Alerts via Messenger [12] (Beginner) - Using the Naver API to Post on Blogs [42] (Intermediate) - Automatically Promoting Product Information Retrieved from the Coupang Partners API on Naver Blogs/Twitter [412]
Regular Expression¶
Regular expressions allow pattern-based text processing such as deletion, replacement, or extraction.
Example: Remove "[40]" from the crawled data "(Beginner) - Writing Messages on Slack Using Python [40]".
In [92]:
import re
# Fetching HTML content again
res = requests.get('https://kim-william.github.io/Personal_Python_Projects/crawling/testhtml/crawlingtest.html')
soup = BeautifulSoup(res.content, 'html.parser')
# Selecting all list items with class 'course' under 'ul' with ID 'dev_course_list'
items = soup.select('ul#dev_course_list li.course')
# Using regex to remove square brackets and enclosed numbers
for item in items:
print(re.sub(r'\[[0-9]+\]', '', item.get_text()))(Beginner) - Introduction to the Automation Programs (Beginner) - Demonstrating the Installation of Necessary Programs (Beginner) - Creating Data in Excel Files (Beginner) - Beautifying Excel Files! (Beginner) - Running Python Programs Automatically at Regular Intervals (Beginner) - Writing Messages on Slack Using Python (Beginner) - Checking Website Changes Periodically and Sending Alerts via Messenger (Beginner) - Using the Naver API to Post on Blogs (Intermediate) - Automatically Promoting Product Information Retrieved from the Coupang Partners API on Naver Blogs/Twitter
1. Regular Expression Guide:¶
- [0-9] : Matches any digit
- \d : Shortcut for [0-9]
- [^0-9] : Matches any non-digit character
- \D : Shortcut for [^0-9]
- \s : Matches any whitespace character
- \S : Matches any non-whitespace character
- \w : Matches any alphanumeric character
- \W : Matches any non-alphanumeric character
Example provided as a table for better understanding.
Example: Extract prefixes (e.g., Mr., Miss., Mrs.) from names like "Cumings, Mrs. John Bradley (Florence Briggs Thayer)".
In [93]:
import openpyxl
import re
# Compile regex pattern to match titles with a period (e.g., "Mrs.", "Mr.")
regex = re.compile(r' [A-Za-z]+\.')
# Open an Excel file
work_book = openpyxl.load_workbook('train.xlsx')
# Access the active sheet
work_sheet = work_book.active
# Iterate through rows and extract values in column 4
for each_row in work_sheet.rows:
print(each_row[3].value)
print(regex.findall(each_row[3].value)) # Find and print matching titles
work_book.close()Name
[]
Braund, Mr. Owen Harris
[' Mr.']
Cumings, Mrs. John Bradley (Florence Briggs Thayer)
[' Mrs.']
Heikkinen, Miss. Laina
[' Miss.']
Futrelle, Mrs. Jacques Heath (Lily May Peel)
[' Mrs.']
Allen, Mr. William Henry
[' Mr.']
Moran, Mr. James
[' Mr.']
McCarthy, Mr. Timothy J
[' Mr.']
Palsson, Master. Gosta Leonard
[' Master.']
Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)
[' Mrs.']
Nasser, Mrs. Nicholas (Adele Achem)
[' Mrs.']
Sandstrom, Miss. Marguerite Rut
[' Miss.']
Bonnell, Miss. Elizabeth
[' Miss.']
Saundercock, Mr. William Henry
[' Mr.']
Andersson, Mr. Anders Johan
[' Mr.']
Vestrom, Miss. Hulda Amanda Adolfina
[' Miss.']
Hewlett, Mrs. (Mary D Kingcome)
[' Mrs.']
Rice, Master. Eugene
[' Master.']
Williams, Mr. Charles Eugene
[' Mr.']
Vander Planke, Mrs. Julius (Emelia Maria Vandemoortele)
[' Mrs.']
Masselmani, Mrs. Fatima
[' Mrs.']
Fynney, Mr. Joseph J
[' Mr.']
Beesley, Mr. Lawrence
[' Mr.']
McGowan, Miss. Anna "Annie"
[' Miss.']
Sloper, Mr. William Thompson
[' Mr.']
Palsson, Miss. Torborg Danira
[' Miss.']
Asplund, Mrs. Carl Oscar (Selma Augusta Emilia Johansson)
[' Mrs.']
Emir, Mr. Farred Chehab
[' Mr.']
Fortune, Mr. Charles Alexander
[' Mr.']
O'Dwyer, Miss. Ellen "Nellie"
[' Miss.']
Todoroff, Mr. Lalio
[' Mr.']
Uruchurtu, Don. Manuel E
[' Don.']
Spencer, Mrs. William Augustus (Marie Eugenie)
[' Mrs.']
Glynn, Miss. Mary Agatha
[' Miss.']
Wheadon, Mr. Edward H
[' Mr.']
Meyer, Mr. Edgar Joseph
[' Mr.']
Holverson, Mr. Alexander Oskar
[' Mr.']
Mamee, Mr. Hanna
[' Mr.']
Cann, Mr. Ernest Charles
[' Mr.']
Vander Planke, Miss. Augusta Maria
[' Miss.']
Nicola-Yarred, Miss. Jamila
[' Miss.']
Ahlin, Mrs. Johan (Johanna Persdotter Larsson)
[' Mrs.']
Turpin, Mrs. William John Robert (Dorothy Ann Wonnacott)
[' Mrs.']
Kraeff, Mr. Theodor
[' Mr.']
Laroche, Miss. Simonne Marie Anne Andree
[' Miss.']
Devaney, Miss. Margaret Delia
[' Miss.']
Rogers, Mr. William John
[' Mr.']
Lennon, Mr. Denis
[' Mr.']
O'Driscoll, Miss. Bridget
[' Miss.']
Samaan, Mr. Youssef
[' Mr.']
Arnold-Franchi, Mrs. Josef (Josefine Franchi)
[' Mrs.']
Panula, Master. Juha Niilo
[' Master.']
Nosworthy, Mr. Richard Cater
[' Mr.']
Harper, Mrs. Henry Sleeper (Myna Haxtun)
[' Mrs.']
Faunthorpe, Mrs. Lizzie (Elizabeth Anne Wilkinson)
[' Mrs.']
Ostby, Mr. Engelhart Cornelius
[' Mr.']
Woolner, Mr. Hugh
[' Mr.']
Rugg, Miss. Emily
[' Miss.']
Novel, Mr. Mansouer
[' Mr.']
West, Miss. Constance Mirium
[' Miss.']
Goodwin, Master. William Frederick
[' Master.']
Sirayanian, Mr. Orsen
[' Mr.']
Icard, Miss. Amelie
[' Miss.']
Harris, Mr. Henry Birkhardt
[' Mr.']
Skoog, Master. Harald
[' Master.']
Stewart, Mr. Albert A
[' Mr.']
Moubarek, Master. Gerios
[' Master.']
Nye, Mrs. (Elizabeth Ramell)
[' Mrs.']
Crease, Mr. Ernest James
[' Mr.']
Andersson, Miss. Erna Alexandra
[' Miss.']
Kink, Mr. Vincenz
[' Mr.']
Jenkin, Mr. Stephen Curnow
[' Mr.']
Goodwin, Miss. Lillian Amy
[' Miss.']
Hood, Mr. Ambrose Jr
[' Mr.']
Chronopoulos, Mr. Apostolos
[' Mr.']
Bing, Mr. Lee
[' Mr.']
Moen, Mr. Sigurd Hansen
[' Mr.']
Staneff, Mr. Ivan
[' Mr.']
Moutal, Mr. Rahamin Haim
[' Mr.']
Caldwell, Master. Alden Gates
[' Master.']
Dowdell, Miss. Elizabeth
[' Miss.']
Waelens, Mr. Achille
[' Mr.']
Sheerlinck, Mr. Jan Baptist
[' Mr.']
McDermott, Miss. Brigdet Delia
[' Miss.']
Carrau, Mr. Francisco M
[' Mr.']
Ilett, Miss. Bertha
[' Miss.']
Backstrom, Mrs. Karl Alfred (Maria Mathilda Gustafsson)
[' Mrs.']
Ford, Mr. William Neal
[' Mr.']
Slocovski, Mr. Selman Francis
[' Mr.']
Fortune, Miss. Mabel Helen
[' Miss.']
Celotti, Mr. Francesco
[' Mr.']
Christmann, Mr. Emil
[' Mr.']
Andreasson, Mr. Paul Edvin
[' Mr.']
Chaffee, Mr. Herbert Fuller
[' Mr.']
Dean, Mr. Bertram Frank
[' Mr.']
Coxon, Mr. Daniel
[' Mr.']
Shorney, Mr. Charles Joseph
[' Mr.']
Goldschmidt, Mr. George B
[' Mr.']
Greenfield, Mr. William Bertram
[' Mr.']
Doling, Mrs. John T (Ada Julia Bone)
[' Mrs.']
Kantor, Mr. Sinai
[' Mr.']
Petranec, Miss. Matilda
[' Miss.']
Petroff, Mr. Pastcho ("Pentcho")
[' Mr.']
White, Mr. Richard Frasar
[' Mr.']
Johansson, Mr. Gustaf Joel
[' Mr.']
Gustafsson, Mr. Anders Vilhelm
[' Mr.']
Mionoff, Mr. Stoytcho
[' Mr.']
Salkjelsvik, Miss. Anna Kristine
[' Miss.']
Moss, Mr. Albert Johan
[' Mr.']
Rekic, Mr. Tido
[' Mr.']
Moran, Miss. Bertha
[' Miss.']
Porter, Mr. Walter Chamberlain
[' Mr.']
Zabour, Miss. Hileni
[' Miss.']
Barton, Mr. David John
[' Mr.']
Jussila, Miss. Katriina
[' Miss.']
Attalah, Miss. Malake
[' Miss.']
Pekoniemi, Mr. Edvard
[' Mr.']
Connors, Mr. Patrick
[' Mr.']
Turpin, Mr. William John Robert
[' Mr.']
Baxter, Mr. Quigg Edmond
[' Mr.']
Andersson, Miss. Ellis Anna Maria
[' Miss.']
Hickman, Mr. Stanley George
[' Mr.']
Moore, Mr. Leonard Charles
[' Mr.']
Nasser, Mr. Nicholas
[' Mr.']
Webber, Miss. Susan
[' Miss.']
White, Mr. Percival Wayland
[' Mr.']
Nicola-Yarred, Master. Elias
[' Master.']
McMahon, Mr. Martin
[' Mr.']
Madsen, Mr. Fridtjof Arne
[' Mr.']
Peter, Miss. Anna
[' Miss.']
Ekstrom, Mr. Johan
[' Mr.']
Drazenoic, Mr. Jozef
[' Mr.']
Coelho, Mr. Domingos Fernandeo
[' Mr.']
Robins, Mrs. Alexander A (Grace Charity Laury)
[' Mrs.']
Weisz, Mrs. Leopold (Mathilde Francoise Pede)
[' Mrs.']
Sobey, Mr. Samuel James Hayden
[' Mr.']
Richard, Mr. Emile
[' Mr.']
Newsom, Miss. Helen Monypeny
[' Miss.']
Futrelle, Mr. Jacques Heath
[' Mr.']
Osen, Mr. Olaf Elon
[' Mr.']
Giglio, Mr. Victor
[' Mr.']
Boulos, Mrs. Joseph (Sultana)
[' Mrs.']
Nysten, Miss. Anna Sofia
[' Miss.']
Hakkarainen, Mrs. Pekka Pietari (Elin Matilda Dolck)
[' Mrs.']
Burke, Mr. Jeremiah
[' Mr.']
Andrew, Mr. Edgardo Samuel
[' Mr.']
Nicholls, Mr. Joseph Charles
[' Mr.']
Andersson, Mr. August Edvard ("Wennerstrom")
[' Mr.']
Ford, Miss. Robina Maggie "Ruby"
[' Miss.']
Navratil, Mr. Michel ("Louis M Hoffman")
[' Mr.']
Byles, Rev. Thomas Roussel Davids
[' Rev.']
Bateman, Rev. Robert James
[' Rev.']
Pears, Mrs. Thomas (Edith Wearne)
[' Mrs.']
Meo, Mr. Alfonzo
[' Mr.']
van Billiard, Mr. Austin Blyler
[' Mr.']
Olsen, Mr. Ole Martin
[' Mr.']
Williams, Mr. Charles Duane
[' Mr.']
Gilnagh, Miss. Katherine "Katie"
[' Miss.']
Corn, Mr. Harry
[' Mr.']
Smiljanic, Mr. Mile
[' Mr.']
Sage, Master. Thomas Henry
[' Master.']
Cribb, Mr. John Hatfield
[' Mr.']
Watt, Mrs. James (Elizabeth "Bessie" Inglis Milne)
[' Mrs.']
Bengtsson, Mr. John Viktor
[' Mr.']
Calic, Mr. Jovo
[' Mr.']
Panula, Master. Eino Viljami
[' Master.']
Goldsmith, Master. Frank John William "Frankie"
[' Master.']
Chibnall, Mrs. (Edith Martha Bowerman)
[' Mrs.']
Skoog, Mrs. William (Anna Bernhardina Karlsson)
[' Mrs.']
Baumann, Mr. John D
[' Mr.']
Ling, Mr. Lee
[' Mr.']
Van der hoef, Mr. Wyckoff
[' Mr.']
Rice, Master. Arthur
[' Master.']
Johnson, Miss. Eleanor Ileen
[' Miss.']
Sivola, Mr. Antti Wilhelm
[' Mr.']
Smith, Mr. James Clinch
[' Mr.']
Klasen, Mr. Klas Albin
[' Mr.']
Lefebre, Master. Henry Forbes
[' Master.']
Isham, Miss. Ann Elizabeth
[' Miss.']
Hale, Mr. Reginald
[' Mr.']
Leonard, Mr. Lionel
[' Mr.']
Sage, Miss. Constance Gladys
[' Miss.']
Pernot, Mr. Rene
[' Mr.']
Asplund, Master. Clarence Gustaf Hugo
[' Master.']
Becker, Master. Richard F
[' Master.']
Kink-Heilmann, Miss. Luise Gretchen
[' Miss.']
Rood, Mr. Hugh Roscoe
[' Mr.']
O'Brien, Mrs. Thomas (Johanna "Hannah" Godfrey)
[' Mrs.']
Romaine, Mr. Charles Hallace ("Mr C Rolmane")
[' Mr.']
Bourke, Mr. John
[' Mr.']
Turcin, Mr. Stjepan
[' Mr.']
Pinsky, Mrs. (Rosa)
[' Mrs.']
Carbines, Mr. William
[' Mr.']
Andersen-Jensen, Miss. Carla Christine Nielsine
[' Miss.']
Navratil, Master. Michel M
[' Master.']
Brown, Mrs. James Joseph (Margaret Tobin)
[' Mrs.']
Lurette, Miss. Elise
[' Miss.']
Mernagh, Mr. Robert
[' Mr.']
Olsen, Mr. Karl Siegwart Andreas
[' Mr.']
Madigan, Miss. Margaret "Maggie"
[' Miss.']
Yrois, Miss. Henriette ("Mrs Harbeck")
[' Miss.']
Vande Walle, Mr. Nestor Cyriel
[' Mr.']
Sage, Mr. Frederick
[' Mr.']
Johanson, Mr. Jakob Alfred
[' Mr.']
Youseff, Mr. Gerious
[' Mr.']
Cohen, Mr. Gurshon "Gus"
[' Mr.']
Strom, Miss. Telma Matilda
[' Miss.']
Backstrom, Mr. Karl Alfred
[' Mr.']
Albimona, Mr. Nassef Cassem
[' Mr.']
Carr, Miss. Helen "Ellen"
[' Miss.']
Blank, Mr. Henry
[' Mr.']
Ali, Mr. Ahmed
[' Mr.']
Cameron, Miss. Clear Annie
[' Miss.']
Perkin, Mr. John Henry
[' Mr.']
Givard, Mr. Hans Kristensen
[' Mr.']
Kiernan, Mr. Philip
[' Mr.']
Newell, Miss. Madeleine
[' Miss.']
Honkanen, Miss. Eliina
[' Miss.']
Jacobsohn, Mr. Sidney Samuel
[' Mr.']
Bazzani, Miss. Albina
[' Miss.']
Harris, Mr. Walter
[' Mr.']
Sunderland, Mr. Victor Francis
[' Mr.']
Bracken, Mr. James H
[' Mr.']
Green, Mr. George Henry
[' Mr.']
Nenkoff, Mr. Christo
[' Mr.']
Hoyt, Mr. Frederick Maxfield
[' Mr.']
Berglund, Mr. Karl Ivar Sven
[' Mr.']
Mellors, Mr. William John
[' Mr.']
Lovell, Mr. John Hall ("Henry")
[' Mr.']
Fahlstrom, Mr. Arne Jonas
[' Mr.']
Lefebre, Miss. Mathilde
[' Miss.']
Harris, Mrs. Henry Birkhardt (Irene Wallach)
[' Mrs.']
Larsson, Mr. Bengt Edvin
[' Mr.']
Sjostedt, Mr. Ernst Adolf
[' Mr.']
Asplund, Miss. Lillian Gertrud
[' Miss.']
Leyson, Mr. Robert William Norman
[' Mr.']
Harknett, Miss. Alice Phoebe
[' Miss.']
Hold, Mr. Stephen
[' Mr.']
Collyer, Miss. Marjorie "Lottie"
[' Miss.']
Pengelly, Mr. Frederick William
[' Mr.']
Hunt, Mr. George Henry
[' Mr.']
Zabour, Miss. Thamine
[' Miss.']
Murphy, Miss. Katherine "Kate"
[' Miss.']
Coleridge, Mr. Reginald Charles
[' Mr.']
Maenpaa, Mr. Matti Alexanteri
[' Mr.']
Attalah, Mr. Sleiman
[' Mr.']
Minahan, Dr. William Edward
[' Dr.']
Lindahl, Miss. Agda Thorilda Viktoria
[' Miss.']
Hamalainen, Mrs. William (Anna)
[' Mrs.']
Beckwith, Mr. Richard Leonard
[' Mr.']
Carter, Rev. Ernest Courtenay
[' Rev.']
Reed, Mr. James George
[' Mr.']
Strom, Mrs. Wilhelm (Elna Matilda Persson)
[' Mrs.']
Stead, Mr. William Thomas
[' Mr.']
Lobb, Mr. William Arthur
[' Mr.']
Rosblom, Mrs. Viktor (Helena Wilhelmina)
[' Mrs.']
Touma, Mrs. Darwis (Hanne Youssef Razi)
[' Mrs.']
Thorne, Mrs. Gertrude Maybelle
[' Mrs.']
Cherry, Miss. Gladys
[' Miss.']
Ward, Miss. Anna
[' Miss.']
Parrish, Mrs. (Lutie Davis)
[' Mrs.']
Smith, Mr. Thomas
[' Mr.']
Asplund, Master. Edvin Rojj Felix
[' Master.']
Taussig, Mr. Emil
[' Mr.']
Harrison, Mr. William
[' Mr.']
Henry, Miss. Delia
[' Miss.']
Reeves, Mr. David
[' Mr.']
Panula, Mr. Ernesti Arvid
[' Mr.']
Persson, Mr. Ernst Ulrik
[' Mr.']
Graham, Mrs. William Thompson (Edith Junkins)
[' Mrs.']
Bissette, Miss. Amelia
[' Miss.']
Cairns, Mr. Alexander
[' Mr.']
Tornquist, Mr. William Henry
[' Mr.']
Mellinger, Mrs. (Elizabeth Anne Maidment)
[' Mrs.']
Natsch, Mr. Charles H
[' Mr.']
Healy, Miss. Hanora "Nora"
[' Miss.']
Andrews, Miss. Kornelia Theodosia
[' Miss.']
Lindblom, Miss. Augusta Charlotta
[' Miss.']
Parkes, Mr. Francis "Frank"
[' Mr.']
Rice, Master. Eric
[' Master.']
Abbott, Mrs. Stanton (Rosa Hunt)
[' Mrs.']
Duane, Mr. Frank
[' Mr.']
Olsson, Mr. Nils Johan Goransson
[' Mr.']
de Pelsmaeker, Mr. Alfons
[' Mr.']
Dorking, Mr. Edward Arthur
[' Mr.']
Smith, Mr. Richard William
[' Mr.']
Stankovic, Mr. Ivan
[' Mr.']
de Mulder, Mr. Theodore
[' Mr.']
Naidenoff, Mr. Penko
[' Mr.']
Hosono, Mr. Masabumi
[' Mr.']
Connolly, Miss. Kate
[' Miss.']
Barber, Miss. Ellen "Nellie"
[' Miss.']
Bishop, Mrs. Dickinson H (Helen Walton)
[' Mrs.']
Levy, Mr. Rene Jacques
[' Mr.']
Haas, Miss. Aloisia
[' Miss.']
Mineff, Mr. Ivan
[' Mr.']
Lewy, Mr. Ervin G
[' Mr.']
Hanna, Mr. Mansour
[' Mr.']
Allison, Miss. Helen Loraine
[' Miss.']
Saalfeld, Mr. Adolphe
[' Mr.']
Baxter, Mrs. James (Helene DeLaudeniere Chaput)
[' Mrs.']
Kelly, Miss. Anna Katherine "Annie Kate"
[' Miss.']
McCoy, Mr. Bernard
[' Mr.']
Johnson, Mr. William Cahoone Jr
[' Mr.']
Keane, Miss. Nora A
[' Miss.']
Williams, Mr. Howard Hugh "Harry"
[' Mr.']
Allison, Master. Hudson Trevor
[' Master.']
Fleming, Miss. Margaret
[' Miss.']
Penasco y Castellana, Mrs. Victor de Satode (Maria Josefa Perez de Soto y Vallejo)
[' Mrs.']
Abelson, Mr. Samuel
[' Mr.']
Francatelli, Miss. Laura Mabel
[' Miss.']
Hays, Miss. Margaret Bechstein
[' Miss.']
Ryerson, Miss. Emily Borie
[' Miss.']
Lahtinen, Mrs. William (Anna Sylfven)
[' Mrs.']
Hendekovic, Mr. Ignjac
[' Mr.']
Hart, Mr. Benjamin
[' Mr.']
Nilsson, Miss. Helmina Josefina
[' Miss.']
Kantor, Mrs. Sinai (Miriam Sternin)
[' Mrs.']
Moraweck, Dr. Ernest
[' Dr.']
Wick, Miss. Mary Natalie
[' Miss.']
Spedden, Mrs. Frederic Oakley (Margaretta Corning Stone)
[' Mrs.']
Dennis, Mr. Samuel
[' Mr.']
Danoff, Mr. Yoto
[' Mr.']
Slayter, Miss. Hilda Mary
[' Miss.']
Caldwell, Mrs. Albert Francis (Sylvia Mae Harbaugh)
[' Mrs.']
Sage, Mr. George John Jr
[' Mr.']
Young, Miss. Marie Grice
[' Miss.']
Nysveen, Mr. Johan Hansen
[' Mr.']
Ball, Mrs. (Ada E Hall)
[' Mrs.']
Goldsmith, Mrs. Frank John (Emily Alice Brown)
[' Mrs.']
Hippach, Miss. Jean Gertrude
[' Miss.']
McCoy, Miss. Agnes
[' Miss.']
Partner, Mr. Austen
[' Mr.']
Graham, Mr. George Edward
[' Mr.']
Vander Planke, Mr. Leo Edmondus
[' Mr.']
Frauenthal, Mrs. Henry William (Clara Heinsheimer)
[' Mrs.']
Denkoff, Mr. Mitto
[' Mr.']
Pears, Mr. Thomas Clinton
[' Mr.']
Burns, Miss. Elizabeth Margaret
[' Miss.']
Dahl, Mr. Karl Edwart
[' Mr.']
Blackwell, Mr. Stephen Weart
[' Mr.']
Navratil, Master. Edmond Roger
[' Master.']
Fortune, Miss. Alice Elizabeth
[' Miss.']
Collander, Mr. Erik Gustaf
[' Mr.']
Sedgwick, Mr. Charles Frederick Waddington
[' Mr.']
Fox, Mr. Stanley Hubert
[' Mr.']
Brown, Miss. Amelia "Mildred"
[' Miss.']
Smith, Miss. Marion Elsie
[' Miss.']
Davison, Mrs. Thomas Henry (Mary E Finck)
[' Mrs.']
Coutts, Master. William Loch "William"
[' Master.']
Dimic, Mr. Jovan
[' Mr.']
Odahl, Mr. Nils Martin
[' Mr.']
Williams-Lambert, Mr. Fletcher Fellows
[' Mr.']
Elias, Mr. Tannous
[' Mr.']
Arnold-Franchi, Mr. Josef
[' Mr.']
Yousif, Mr. Wazli
[' Mr.']
Vanden Steen, Mr. Leo Peter
[' Mr.']
Bowerman, Miss. Elsie Edith
[' Miss.']
Funk, Miss. Annie Clemmer
[' Miss.']
McGovern, Miss. Mary
[' Miss.']
Mockler, Miss. Helen Mary "Ellie"
[' Miss.']
Skoog, Mr. Wilhelm
[' Mr.']
del Carlo, Mr. Sebastiano
[' Mr.']
Barbara, Mrs. (Catherine David)
[' Mrs.']
Asim, Mr. Adola
[' Mr.']
O'Brien, Mr. Thomas
[' Mr.']
Adahl, Mr. Mauritz Nils Martin
[' Mr.']
Warren, Mrs. Frank Manley (Anna Sophia Atkinson)
[' Mrs.']
Moussa, Mrs. (Mantoura Boulos)
[' Mrs.']
Jermyn, Miss. Annie
[' Miss.']
Aubart, Mme. Leontine Pauline
[' Mme.']
Harder, Mr. George Achilles
[' Mr.']
Wiklund, Mr. Jakob Alfred
[' Mr.']
Beavan, Mr. William Thomas
[' Mr.']
Ringhini, Mr. Sante
[' Mr.']
Palsson, Miss. Stina Viola
[' Miss.']
Meyer, Mrs. Edgar Joseph (Leila Saks)
[' Mrs.']
Landergren, Miss. Aurora Adelia
[' Miss.']
Widener, Mr. Harry Elkins
[' Mr.']
Betros, Mr. Tannous
[' Mr.']
Gustafsson, Mr. Karl Gideon
[' Mr.']
Bidois, Miss. Rosalie
[' Miss.']
Nakid, Miss. Maria ("Mary")
[' Miss.']
Tikkanen, Mr. Juho
[' Mr.']
Holverson, Mrs. Alexander Oskar (Mary Aline Towner)
[' Mrs.']
Plotcharsky, Mr. Vasil
[' Mr.']
Davies, Mr. Charles Henry
[' Mr.']
Goodwin, Master. Sidney Leonard
[' Master.']
Buss, Miss. Kate
[' Miss.']
Sadlier, Mr. Matthew
[' Mr.']
Lehmann, Miss. Bertha
[' Miss.']
Carter, Mr. William Ernest
[' Mr.']
Jansson, Mr. Carl Olof
[' Mr.']
Gustafsson, Mr. Johan Birger
[' Mr.']
Newell, Miss. Marjorie
[' Miss.']
Sandstrom, Mrs. Hjalmar (Agnes Charlotta Bengtsson)
[' Mrs.']
Johansson, Mr. Erik
[' Mr.']
Olsson, Miss. Elina
[' Miss.']
McKane, Mr. Peter David
[' Mr.']
Pain, Dr. Alfred
[' Dr.']
Trout, Mrs. William H (Jessie L)
[' Mrs.']
Niskanen, Mr. Juha
[' Mr.']
Adams, Mr. John
[' Mr.']
Jussila, Miss. Mari Aina
[' Miss.']
Hakkarainen, Mr. Pekka Pietari
[' Mr.']
Oreskovic, Miss. Marija
[' Miss.']
Gale, Mr. Shadrach
[' Mr.']
Widegren, Mr. Carl/Charles Peter
[' Mr.']
Richards, Master. William Rowe
[' Master.']
Birkeland, Mr. Hans Martin Monsen
[' Mr.']
Lefebre, Miss. Ida
[' Miss.']
Sdycoff, Mr. Todor
[' Mr.']
Hart, Mr. Henry
[' Mr.']
Minahan, Miss. Daisy E
[' Miss.']
Cunningham, Mr. Alfred Fleming
[' Mr.']
Sundman, Mr. Johan Julian
[' Mr.']
Meek, Mrs. Thomas (Annie Louise Rowley)
[' Mrs.']
Drew, Mrs. James Vivian (Lulu Thorne Christian)
[' Mrs.']
Silven, Miss. Lyyli Karoliina
[' Miss.']
Matthews, Mr. William John
[' Mr.']
Van Impe, Miss. Catharina
[' Miss.']
Gheorgheff, Mr. Stanio
[' Mr.']
Charters, Mr. David
[' Mr.']
Zimmerman, Mr. Leo
[' Mr.']
Danbom, Mrs. Ernst Gilbert (Anna Sigrid Maria Brogren)
[' Mrs.']
Rosblom, Mr. Viktor Richard
[' Mr.']
Wiseman, Mr. Phillippe
[' Mr.']
Clarke, Mrs. Charles V (Ada Maria Winfield)
[' Mrs.']
Phillips, Miss. Kate Florence ("Mrs Kate Louise Phillips Marshall")
[' Miss.']
Flynn, Mr. James
[' Mr.']
Pickard, Mr. Berk (Berk Trembisky)
[' Mr.']
Bjornstrom-Steffansson, Mr. Mauritz Hakan
[' Mr.']
Thorneycroft, Mrs. Percival (Florence Kate White)
[' Mrs.']
Louch, Mrs. Charles Alexander (Alice Adelaide Slow)
[' Mrs.']
Kallio, Mr. Nikolai Erland
[' Mr.']
Silvey, Mr. William Baird
[' Mr.']
Carter, Miss. Lucile Polk
[' Miss.']
Ford, Miss. Doolina Margaret "Daisy"
[' Miss.']
Richards, Mrs. Sidney (Emily Hocking)
[' Mrs.']
Fortune, Mr. Mark
[' Mr.']
Kvillner, Mr. Johan Henrik Johannesson
[' Mr.']
Hart, Mrs. Benjamin (Esther Ada Bloomfield)
[' Mrs.']
Hampe, Mr. Leon
[' Mr.']
Petterson, Mr. Johan Emil
[' Mr.']
Reynaldo, Ms. Encarnacion
[' Ms.']
Johannesen-Bratthammer, Mr. Bernt
[' Mr.']
Dodge, Master. Washington
[' Master.']
Mellinger, Miss. Madeleine Violet
[' Miss.']
Seward, Mr. Frederic Kimber
[' Mr.']
Baclini, Miss. Marie Catherine
[' Miss.']
Peuchen, Major. Arthur Godfrey
[' Major.']
West, Mr. Edwy Arthur
[' Mr.']
Hagland, Mr. Ingvald Olai Olsen
[' Mr.']
Foreman, Mr. Benjamin Laventall
[' Mr.']
Goldenberg, Mr. Samuel L
[' Mr.']
Peduzzi, Mr. Joseph
[' Mr.']
Jalsevac, Mr. Ivan
[' Mr.']
Millet, Mr. Francis Davis
[' Mr.']
Kenyon, Mrs. Frederick R (Marion)
[' Mrs.']
Toomey, Miss. Ellen
[' Miss.']
O'Connor, Mr. Maurice
[' Mr.']
Anderson, Mr. Harry
[' Mr.']
Morley, Mr. William
[' Mr.']
Gee, Mr. Arthur H
[' Mr.']
Milling, Mr. Jacob Christian
[' Mr.']
Maisner, Mr. Simon
[' Mr.']
Goncalves, Mr. Manuel Estanslas
[' Mr.']
Campbell, Mr. William
[' Mr.']
Smart, Mr. John Montgomery
[' Mr.']
Scanlan, Mr. James
[' Mr.']
Baclini, Miss. Helene Barbara
[' Miss.']
Keefe, Mr. Arthur
[' Mr.']
Cacic, Mr. Luka
[' Mr.']
West, Mrs. Edwy Arthur (Ada Mary Worth)
[' Mrs.']
Jerwan, Mrs. Amin S (Marie Marthe Thuillard)
[' Mrs.']
Strandberg, Miss. Ida Sofia
[' Miss.']
Clifford, Mr. George Quincy
[' Mr.']
Renouf, Mr. Peter Henry
[' Mr.']
Braund, Mr. Lewis Richard
[' Mr.']
Karlsson, Mr. Nils August
[' Mr.']
Hirvonen, Miss. Hildur E
[' Miss.']
Goodwin, Master. Harold Victor
[' Master.']
Frost, Mr. Anthony Wood "Archie"
[' Mr.']
Rouse, Mr. Richard Henry
[' Mr.']
Turkula, Mrs. (Hedwig)
[' Mrs.']
Bishop, Mr. Dickinson H
[' Mr.']
Lefebre, Miss. Jeannie
[' Miss.']
Hoyt, Mrs. Frederick Maxfield (Jane Anne Forby)
[' Mrs.']
Kent, Mr. Edward Austin
[' Mr.']
Somerton, Mr. Francis William
[' Mr.']
Coutts, Master. Eden Leslie "Neville"
[' Master.']
Hagland, Mr. Konrad Mathias Reiersen
[' Mr.']
Windelov, Mr. Einar
[' Mr.']
Molson, Mr. Harry Markland
[' Mr.']
Artagaveytia, Mr. Ramon
[' Mr.']
Stanley, Mr. Edward Roland
[' Mr.']
Yousseff, Mr. Gerious
[' Mr.']
Eustis, Miss. Elizabeth Mussey
[' Miss.']
Shellard, Mr. Frederick William
[' Mr.']
Allison, Mrs. Hudson J C (Bessie Waldo Daniels)
[' Mrs.']
Svensson, Mr. Olof
[' Mr.']
Calic, Mr. Petar
[' Mr.']
Canavan, Miss. Mary
[' Miss.']
O'Sullivan, Miss. Bridget Mary
[' Miss.']
Laitinen, Miss. Kristina Sofia
[' Miss.']
Maioni, Miss. Roberta
[' Miss.']
Penasco y Castellana, Mr. Victor de Satode
[' Mr.']
Quick, Mrs. Frederick Charles (Jane Richards)
[' Mrs.']
Bradley, Mr. George ("George Arthur Brayton")
[' Mr.']
Olsen, Mr. Henry Margido
[' Mr.']
Lang, Mr. Fang
[' Mr.']
Daly, Mr. Eugene Patrick
[' Mr.']
Webber, Mr. James
[' Mr.']
McGough, Mr. James Robert
[' Mr.']
Rothschild, Mrs. Martin (Elizabeth L. Barrett)
[' Mrs.', ' L.']
Coleff, Mr. Satio
[' Mr.']
Walker, Mr. William Anderson
[' Mr.']
Lemore, Mrs. (Amelia Milley)
[' Mrs.']
Ryan, Mr. Patrick
[' Mr.']
Angle, Mrs. William A (Florence "Mary" Agnes Hughes)
[' Mrs.']
Pavlovic, Mr. Stefo
[' Mr.']
Perreault, Miss. Anne
[' Miss.']
Vovk, Mr. Janko
[' Mr.']
Lahoud, Mr. Sarkis
[' Mr.']
Hippach, Mrs. Louis Albert (Ida Sophia Fischer)
[' Mrs.']
Kassem, Mr. Fared
[' Mr.']
Farrell, Mr. James
[' Mr.']
Ridsdale, Miss. Lucy
[' Miss.']
Farthing, Mr. John
[' Mr.']
Salonen, Mr. Johan Werner
[' Mr.']
Hocking, Mr. Richard George
[' Mr.']
Quick, Miss. Phyllis May
[' Miss.']
Toufik, Mr. Nakli
[' Mr.']
Elias, Mr. Joseph Jr
[' Mr.']
Peter, Mrs. Catherine (Catherine Rizk)
[' Mrs.']
Cacic, Miss. Marija
[' Miss.']
Hart, Miss. Eva Miriam
[' Miss.']
Butt, Major. Archibald Willingham
[' Major.']
LeRoy, Miss. Bertha
[' Miss.']
Risien, Mr. Samuel Beard
[' Mr.']
Frolicher, Miss. Hedwig Margaritha
[' Miss.']
Crosby, Miss. Harriet R
[' Miss.']
Andersson, Miss. Ingeborg Constanzia
[' Miss.']
Andersson, Miss. Sigrid Elisabeth
[' Miss.']
Beane, Mr. Edward
[' Mr.']
Douglas, Mr. Walter Donald
[' Mr.']
Nicholson, Mr. Arthur Ernest
[' Mr.']
Beane, Mrs. Edward (Ethel Clarke)
[' Mrs.']
Padro y Manent, Mr. Julian
[' Mr.']
Goldsmith, Mr. Frank John
[' Mr.']
Davies, Master. John Morgan Jr
[' Master.']
Thayer, Mr. John Borland Jr
[' Mr.']
Sharp, Mr. Percival James R
[' Mr.']
O'Brien, Mr. Timothy
[' Mr.']
Leeni, Mr. Fahim ("Philip Zenni")
[' Mr.']
Ohman, Miss. Velin
[' Miss.']
Wright, Mr. George
[' Mr.']
Duff Gordon, Lady. (Lucille Christiana Sutherland) ("Mrs Morgan")
[' Lady.']
Robbins, Mr. Victor
[' Mr.']
Taussig, Mrs. Emil (Tillie Mandelbaum)
[' Mrs.']
de Messemaeker, Mrs. Guillaume Joseph (Emma)
[' Mrs.']
Morrow, Mr. Thomas Rowan
[' Mr.']
Sivic, Mr. Husein
[' Mr.']
Norman, Mr. Robert Douglas
[' Mr.']
Simmons, Mr. John
[' Mr.']
Meanwell, Miss. (Marion Ogden)
[' Miss.']
Davies, Mr. Alfred J
[' Mr.']
Stoytcheff, Mr. Ilia
[' Mr.']
Palsson, Mrs. Nils (Alma Cornelia Berglund)
[' Mrs.']
Doharr, Mr. Tannous
[' Mr.']
Jonsson, Mr. Carl
[' Mr.']
Harris, Mr. George
[' Mr.']
Appleton, Mrs. Edward Dale (Charlotte Lamson)
[' Mrs.']
Flynn, Mr. John Irwin ("Irving")
[' Mr.']
Kelly, Miss. Mary
[' Miss.']
Rush, Mr. Alfred George John
[' Mr.']
Patchett, Mr. George
[' Mr.']
Garside, Miss. Ethel
[' Miss.']
Silvey, Mrs. William Baird (Alice Munger)
[' Mrs.']
Caram, Mrs. Joseph (Maria Elias)
[' Mrs.']
Jussila, Mr. Eiriik
[' Mr.']
Christy, Miss. Julie Rachel
[' Miss.']
Thayer, Mrs. John Borland (Marian Longstreth Morris)
[' Mrs.']
Downton, Mr. William James
[' Mr.']
Ross, Mr. John Hugo
[' Mr.']
Paulner, Mr. Uscher
[' Mr.']
Taussig, Miss. Ruth
[' Miss.']
Jarvis, Mr. John Denzil
[' Mr.']
Frolicher-Stehli, Mr. Maxmillian
[' Mr.']
Gilinski, Mr. Eliezer
[' Mr.']
Murdlin, Mr. Joseph
[' Mr.']
Rintamaki, Mr. Matti
[' Mr.']
Stephenson, Mrs. Walter Bertram (Martha Eustis)
[' Mrs.']
Elsbury, Mr. William James
[' Mr.']
Bourke, Miss. Mary
[' Miss.']
Chapman, Mr. John Henry
[' Mr.']
Van Impe, Mr. Jean Baptiste
[' Mr.']
Leitch, Miss. Jessie Wills
[' Miss.']
Johnson, Mr. Alfred
[' Mr.']
Boulos, Mr. Hanna
[' Mr.']
Duff Gordon, Sir. Cosmo Edmund ("Mr Morgan")
[' Sir.']
Jacobsohn, Mrs. Sidney Samuel (Amy Frances Christy)
[' Mrs.']
Slabenoff, Mr. Petco
[' Mr.']
Harrington, Mr. Charles H
[' Mr.']
Torber, Mr. Ernst William
[' Mr.']
Homer, Mr. Harry ("Mr E Haven")
[' Mr.']
Lindell, Mr. Edvard Bengtsson
[' Mr.']
Karaic, Mr. Milan
[' Mr.']
Daniel, Mr. Robert Williams
[' Mr.']
Laroche, Mrs. Joseph (Juliette Marie Louise Lafargue)
[' Mrs.']
Shutes, Miss. Elizabeth W
[' Miss.']
Andersson, Mrs. Anders Johan (Alfrida Konstantia Brogren)
[' Mrs.']
Jardin, Mr. Jose Neto
[' Mr.']
Murphy, Miss. Margaret Jane
[' Miss.']
Horgan, Mr. John
[' Mr.']
Brocklebank, Mr. William Alfred
[' Mr.']
Herman, Miss. Alice
[' Miss.']
Danbom, Mr. Ernst Gilbert
[' Mr.']
Lobb, Mrs. William Arthur (Cordelia K Stanlick)
[' Mrs.']
Becker, Miss. Marion Louise
[' Miss.']
Gavey, Mr. Lawrence
[' Mr.']
Yasbeck, Mr. Antoni
[' Mr.']
Kimball, Mr. Edwin Nelson Jr
[' Mr.']
Nakid, Mr. Sahid
[' Mr.']
Hansen, Mr. Henry Damsgaard
[' Mr.']
Bowen, Mr. David John "Dai"
[' Mr.']
Sutton, Mr. Frederick
[' Mr.']
Kirkland, Rev. Charles Leonard
[' Rev.']
Longley, Miss. Gretchen Fiske
[' Miss.']
Bostandyeff, Mr. Guentcho
[' Mr.']
O'Connell, Mr. Patrick D
[' Mr.']
Barkworth, Mr. Algernon Henry Wilson
[' Mr.']
Lundahl, Mr. Johan Svensson
[' Mr.']
Stahelin-Maeglin, Dr. Max
[' Dr.']
Parr, Mr. William Henry Marsh
[' Mr.']
Skoog, Miss. Mabel
[' Miss.']
Davis, Miss. Mary
[' Miss.']
Leinonen, Mr. Antti Gustaf
[' Mr.']
Collyer, Mr. Harvey
[' Mr.']
Panula, Mrs. Juha (Maria Emilia Ojala)
[' Mrs.']
Thorneycroft, Mr. Percival
[' Mr.']
Jensen, Mr. Hans Peder
[' Mr.']
Sagesser, Mlle. Emma
[' Mlle.']
Skoog, Miss. Margit Elizabeth
[' Miss.']
Foo, Mr. Choong
[' Mr.']
Baclini, Miss. Eugenie
[' Miss.']
Harper, Mr. Henry Sleeper
[' Mr.']
Cor, Mr. Liudevit
[' Mr.']
Simonius-Blumer, Col. Oberst Alfons
[' Col.']
Willey, Mr. Edward
[' Mr.']
Stanley, Miss. Amy Zillah Elsie
[' Miss.']
Mitkoff, Mr. Mito
[' Mr.']
Doling, Miss. Elsie
[' Miss.']
Kalvik, Mr. Johannes Halvorsen
[' Mr.']
O'Leary, Miss. Hanora "Norah"
[' Miss.']
Hegarty, Miss. Hanora "Nora"
[' Miss.']
Hickman, Mr. Leonard Mark
[' Mr.']
Radeff, Mr. Alexander
[' Mr.']
Bourke, Mrs. John (Catherine)
[' Mrs.']
Eitemiller, Mr. George Floyd
[' Mr.']
Newell, Mr. Arthur Webster
[' Mr.']
Frauenthal, Dr. Henry William
[' Dr.']
Badt, Mr. Mohamed
[' Mr.']
Colley, Mr. Edward Pomeroy
[' Mr.']
Coleff, Mr. Peju
[' Mr.']
Lindqvist, Mr. Eino William
[' Mr.']
Hickman, Mr. Lewis
[' Mr.']
Butler, Mr. Reginald Fenton
[' Mr.']
Rommetvedt, Mr. Knud Paust
[' Mr.']
Cook, Mr. Jacob
[' Mr.']
Taylor, Mrs. Elmer Zebley (Juliet Cummins Wright)
[' Mrs.']
Brown, Mrs. Thomas William Solomon (Elizabeth Catherine Ford)
[' Mrs.']
Davidson, Mr. Thornton
[' Mr.']
Mitchell, Mr. Henry Michael
[' Mr.']
Wilhelms, Mr. Charles
[' Mr.']
Watson, Mr. Ennis Hastings
[' Mr.']
Edvardsson, Mr. Gustaf Hjalmar
[' Mr.']
Sawyer, Mr. Frederick Charles
[' Mr.']
Turja, Miss. Anna Sofia
[' Miss.']
Goodwin, Mrs. Frederick (Augusta Tyler)
[' Mrs.']
Cardeza, Mr. Thomas Drake Martinez
[' Mr.']
Peters, Miss. Katie
[' Miss.']
Hassab, Mr. Hammad
[' Mr.']
Olsvigen, Mr. Thor Anderson
[' Mr.']
Goodwin, Mr. Charles Edward
[' Mr.']
Brown, Mr. Thomas William Solomon
[' Mr.']
Laroche, Mr. Joseph Philippe Lemercier
[' Mr.']
Panula, Mr. Jaako Arnold
[' Mr.']
Dakic, Mr. Branko
[' Mr.']
Fischer, Mr. Eberhard Thelander
[' Mr.']
Madill, Miss. Georgette Alexandra
[' Miss.']
Dick, Mr. Albert Adrian
[' Mr.']
Karun, Miss. Manca
[' Miss.']
Lam, Mr. Ali
[' Mr.']
Saad, Mr. Khalil
[' Mr.']
Weir, Col. John
[' Col.']
Chapman, Mr. Charles Henry
[' Mr.']
Kelly, Mr. James
[' Mr.']
Mullens, Miss. Katherine "Katie"
[' Miss.']
Thayer, Mr. John Borland
[' Mr.']
Humblen, Mr. Adolf Mathias Nicolai Olsen
[' Mr.']
Astor, Mrs. John Jacob (Madeleine Talmadge Force)
[' Mrs.']
Silverthorne, Mr. Spencer Victor
[' Mr.']
Barbara, Miss. Saiide
[' Miss.']
Gallagher, Mr. Martin
[' Mr.']
Hansen, Mr. Henrik Juul
[' Mr.']
Morley, Mr. Henry Samuel ("Mr Henry Marshall")
[' Mr.']
Kelly, Mrs. Florence "Fannie"
[' Mrs.']
Calderhead, Mr. Edward Pennington
[' Mr.']
Cleaver, Miss. Alice
[' Miss.']
Moubarek, Master. Halim Gonios ("William George")
[' Master.']
Mayne, Mlle. Berthe Antonine ("Mrs de Villiers")
[' Mlle.']
Klaber, Mr. Herman
[' Mr.']
Taylor, Mr. Elmer Zebley
[' Mr.']
Larsson, Mr. August Viktor
[' Mr.']
Greenberg, Mr. Samuel
[' Mr.']
Soholt, Mr. Peter Andreas Lauritz Andersen
[' Mr.']
Endres, Miss. Caroline Louise
[' Miss.']
Troutt, Miss. Edwina Celia "Winnie"
[' Miss.']
McEvoy, Mr. Michael
[' Mr.']
Johnson, Mr. Malkolm Joackim
[' Mr.']
Harper, Miss. Annie Jessie "Nina"
[' Miss.']
Jensen, Mr. Svend Lauritz
[' Mr.']
Gillespie, Mr. William Henry
[' Mr.']
Hodges, Mr. Henry Price
[' Mr.']
Chambers, Mr. Norman Campbell
[' Mr.']
Oreskovic, Mr. Luka
[' Mr.']
Renouf, Mrs. Peter Henry (Lillian Jefferys)
[' Mrs.']
Mannion, Miss. Margareth
[' Miss.']
Bryhl, Mr. Kurt Arnold Gottfrid
[' Mr.']
Ilmakangas, Miss. Pieta Sofia
[' Miss.']
Allen, Miss. Elisabeth Walton
[' Miss.']
Hassan, Mr. Houssein G N
[' Mr.']
Knight, Mr. Robert J
[' Mr.']
Berriman, Mr. William John
[' Mr.']
Troupiansky, Mr. Moses Aaron
[' Mr.']
Williams, Mr. Leslie
[' Mr.']
Ford, Mrs. Edward (Margaret Ann Watson)
[' Mrs.']
Lesurer, Mr. Gustave J
[' Mr.']
Ivanoff, Mr. Kanio
[' Mr.']
Nankoff, Mr. Minko
[' Mr.']
Hawksford, Mr. Walter James
[' Mr.']
Cavendish, Mr. Tyrell William
[' Mr.']
Ryerson, Miss. Susan Parker "Suzette"
[' Miss.']
McNamee, Mr. Neal
[' Mr.']
Stranden, Mr. Juho
[' Mr.']
Crosby, Capt. Edward Gifford
[' Capt.']
Abbott, Mr. Rossmore Edward
[' Mr.']
Sinkkonen, Miss. Anna
[' Miss.']
Marvin, Mr. Daniel Warner
[' Mr.']
Connaghton, Mr. Michael
[' Mr.']
Wells, Miss. Joan
[' Miss.']
Moor, Master. Meier
[' Master.']
Vande Velde, Mr. Johannes Joseph
[' Mr.']
Jonkoff, Mr. Lalio
[' Mr.']
Herman, Mrs. Samuel (Jane Laver)
[' Mrs.']
Hamalainen, Master. Viljo
[' Master.']
Carlsson, Mr. August Sigfrid
[' Mr.']
Bailey, Mr. Percy Andrew
[' Mr.']
Theobald, Mr. Thomas Leonard
[' Mr.']
Rothes, the Countess. of (Lucy Noel Martha Dyer-Edwards)
[' Countess.']
Garfirth, Mr. John
[' Mr.']
Nirva, Mr. Iisakki Antino Aijo
[' Mr.']
Barah, Mr. Hanna Assi
[' Mr.']
Carter, Mrs. William Ernest (Lucile Polk)
[' Mrs.']
Eklund, Mr. Hans Linus
[' Mr.']
Hogeboom, Mrs. John C (Anna Andrews)
[' Mrs.']
Brewe, Dr. Arthur Jackson
[' Dr.']
Mangan, Miss. Mary
[' Miss.']
Moran, Mr. Daniel J
[' Mr.']
Gronnestad, Mr. Daniel Danielsen
[' Mr.']
Lievens, Mr. Rene Aime
[' Mr.']
Jensen, Mr. Niels Peder
[' Mr.']
Mack, Mrs. (Mary)
[' Mrs.']
Elias, Mr. Dibo
[' Mr.']
Hocking, Mrs. Elizabeth (Eliza Needs)
[' Mrs.']
Myhrman, Mr. Pehr Fabian Oliver Malkolm
[' Mr.']
Tobin, Mr. Roger
[' Mr.']
Emanuel, Miss. Virginia Ethel
[' Miss.']
Kilgannon, Mr. Thomas J
[' Mr.']
Robert, Mrs. Edward Scott (Elisabeth Walton McMillan)
[' Mrs.']
Ayoub, Miss. Banoura
[' Miss.']
Dick, Mrs. Albert Adrian (Vera Gillespie)
[' Mrs.']
Long, Mr. Milton Clyde
[' Mr.']
Johnston, Mr. Andrew G
[' Mr.']
Ali, Mr. William
[' Mr.']
Harmer, Mr. Abraham (David Lishin)
[' Mr.']
Sjoblom, Miss. Anna Sofia
[' Miss.']
Rice, Master. George Hugh
[' Master.']
Dean, Master. Bertram Vere
[' Master.']
Guggenheim, Mr. Benjamin
[' Mr.']
Keane, Mr. Andrew "Andy"
[' Mr.']
Gaskell, Mr. Alfred
[' Mr.']
Sage, Miss. Stella Anna
[' Miss.']
Hoyt, Mr. William Fisher
[' Mr.']
Dantcheff, Mr. Ristiu
[' Mr.']
Otter, Mr. Richard
[' Mr.']
Leader, Dr. Alice (Farnham)
[' Dr.']
Osman, Mrs. Mara
[' Mrs.']
Ibrahim Shawah, Mr. Yousseff
[' Mr.']
Van Impe, Mrs. Jean Baptiste (Rosalie Paula Govaert)
[' Mrs.']
Ponesell, Mr. Martin
[' Mr.']
Collyer, Mrs. Harvey (Charlotte Annie Tate)
[' Mrs.']
Carter, Master. William Thornton II
[' Master.']
Thomas, Master. Assad Alexander
[' Master.']
Hedman, Mr. Oskar Arvid
[' Mr.']
Johansson, Mr. Karl Johan
[' Mr.']
Andrews, Mr. Thomas Jr
[' Mr.']
Pettersson, Miss. Ellen Natalia
[' Miss.']
Meyer, Mr. August
[' Mr.']
Chambers, Mrs. Norman Campbell (Bertha Griggs)
[' Mrs.']
Alexander, Mr. William
[' Mr.']
Lester, Mr. James
[' Mr.']
Slemen, Mr. Richard James
[' Mr.']
Andersson, Miss. Ebba Iris Alfrida
[' Miss.']
Tomlin, Mr. Ernest Portage
[' Mr.']
Fry, Mr. Richard
[' Mr.']
Heininen, Miss. Wendla Maria
[' Miss.']
Mallet, Mr. Albert
[' Mr.']
Holm, Mr. John Fredrik Alexander
[' Mr.']
Skoog, Master. Karl Thorsten
[' Master.']
Hays, Mrs. Charles Melville (Clara Jennings Gregg)
[' Mrs.']
Lulic, Mr. Nikola
[' Mr.']
Reuchlin, Jonkheer. John George
[' Jonkheer.']
Moor, Mrs. (Beila)
[' Mrs.']
Panula, Master. Urho Abraham
[' Master.']
Flynn, Mr. John
[' Mr.']
Lam, Mr. Len
[' Mr.']
Mallet, Master. Andre
[' Master.']
McCormack, Mr. Thomas Joseph
[' Mr.']
Stone, Mrs. George Nelson (Martha Evelyn)
[' Mrs.']
Yasbeck, Mrs. Antoni (Selini Alexander)
[' Mrs.']
Richards, Master. George Sibley
[' Master.']
Saad, Mr. Amin
[' Mr.']
Augustsson, Mr. Albert
[' Mr.']
Allum, Mr. Owen George
[' Mr.']
Compton, Miss. Sara Rebecca
[' Miss.']
Pasic, Mr. Jakob
[' Mr.']
Sirota, Mr. Maurice
[' Mr.']
Chip, Mr. Chang
[' Mr.']
Marechal, Mr. Pierre
[' Mr.']
Alhomaki, Mr. Ilmari Rudolf
[' Mr.']
Mudd, Mr. Thomas Charles
[' Mr.']
Serepeca, Miss. Augusta
[' Miss.']
Lemberopolous, Mr. Peter L
[' Mr.']
Culumovic, Mr. Jeso
[' Mr.']
Abbing, Mr. Anthony
[' Mr.']
Sage, Mr. Douglas Bullen
[' Mr.']
Markoff, Mr. Marin
[' Mr.']
Harper, Rev. John
[' Rev.']
Goldenberg, Mrs. Samuel L (Edwiga Grabowska)
[' Mrs.']
Andersson, Master. Sigvard Harald Elias
[' Master.']
Svensson, Mr. Johan
[' Mr.']
Boulos, Miss. Nourelain
[' Miss.']
Lines, Miss. Mary Conover
[' Miss.']
Carter, Mrs. Ernest Courtenay (Lilian Hughes)
[' Mrs.']
Aks, Mrs. Sam (Leah Rosen)
[' Mrs.']
Wick, Mrs. George Dennick (Mary Hitchcock)
[' Mrs.']
Daly, Mr. Peter Denis
[' Mr.']
Baclini, Mrs. Solomon (Latifa Qurban)
[' Mrs.']
Razi, Mr. Raihed
[' Mr.']
Hansen, Mr. Claus Peter
[' Mr.']
Giles, Mr. Frederick Edward
[' Mr.']
Swift, Mrs. Frederick Joel (Margaret Welles Barron)
[' Mrs.']
Sage, Miss. Dorothy Edith "Dolly"
[' Miss.']
Gill, Mr. John William
[' Mr.']
Bystrom, Mrs. (Karolina)
[' Mrs.']
Duran y More, Miss. Asuncion
[' Miss.']
Roebling, Mr. Washington Augustus II
[' Mr.']
van Melkebeke, Mr. Philemon
[' Mr.']
Johnson, Master. Harold Theodor
[' Master.']
Balkic, Mr. Cerin
[' Mr.']
Beckwith, Mrs. Richard Leonard (Sallie Monypeny)
[' Mrs.']
Carlsson, Mr. Frans Olof
[' Mr.']
Vander Cruyssen, Mr. Victor
[' Mr.']
Abelson, Mrs. Samuel (Hannah Wizosky)
[' Mrs.']
Najib, Miss. Adele Kiamie "Jane"
[' Miss.']
Gustafsson, Mr. Alfred Ossian
[' Mr.']
Petroff, Mr. Nedelio
[' Mr.']
Laleff, Mr. Kristo
[' Mr.']
Potter, Mrs. Thomas Jr (Lily Alexenia Wilson)
[' Mrs.']
Shelley, Mrs. William (Imanita Parrish Hall)
[' Mrs.']
Markun, Mr. Johann
[' Mr.']
Dahlberg, Miss. Gerda Ulrika
[' Miss.']
Banfield, Mr. Frederick James
[' Mr.']
Sutehall, Mr. Henry Jr
[' Mr.']
Rice, Mrs. William (Margaret Norton)
[' Mrs.']
Montvila, Rev. Juozas
[' Rev.']
Graham, Miss. Margaret Edith
[' Miss.']
Johnston, Miss. Catherine Helen "Carrie"
[' Miss.']
Behr, Mr. Karl Howell
[' Mr.']
Dooley, Mr. Patrick
[' Mr.']2. Example: Dot (.) in regex matches any single character except newlines.¶
Use \. or [.] to explicitly match a period.
In [96]:
# Matching patterns with `D.A`
# `D.A` matches a 'D' followed by any single character (except a newline), and then an 'A'.
pattern = re.compile(r'D.A')
print('DAA', pattern.search("DAA"))
print('D1A', pattern.search("D1A"))
print('d1A', pattern.search("d1A"))
print('D A', pattern.search("D A"))
print('d0A D1A 0111', pattern.search("d0A D1A 0111"))
# Matching patterns with two characters between 'D' and 'A'
# `D..A` matches a 'D' followed by any two characters, and then an 'A'.
pattern = re.compile(r'D..A')
print('DAA', pattern.search("DAA"))
print('D1A', pattern.search("D1A"))
print('d1A', pattern.search("d1A"))
print('D A', pattern.search("D A"))
print('d0A D1A 0111', pattern.search("d0A D1A 0111"))
# Matching a literal period with `D\.A`
# `D\.A` matches a 'D' followed by a literal period ('.') and then an 'A'.
pattern = re.compile(r'D\.A')
print('D\.A - ', pattern.search("D.A"))
print('D\.A - ', pattern.search("DDA"))
# Matching a literal period followed by another character with `D\..A`
# `D\..A` matches a 'D' followed by a literal period ('.'), any character, and then an 'A'.
pattern = re.compile(r'D\..A')
print('D\..A - ', pattern.search("D..A"))
print('D\..A - ', pattern.search("D.AA"))
print('D\..A - ', pattern.search("DDA")) DAA <re.Match object; span=(0, 3), match='DAA'> D1A <re.Match object; span=(0, 3), match='D1A'> d1A None D A None d0A D1A 0111 <re.Match object; span=(4, 7), match='D1A'> DAA None D1A None d1A None D A <re.Match object; span=(0, 4), match='D A'> d0A D1A 0111 None D\.A - <re.Match object; span=(0, 3), match='D.A'> D\.A - None D\..A - <re.Match object; span=(0, 4), match='D..A'> D\..A - <re.Match object; span=(0, 4), match='D.AA'> D\..A - None
3. Example: Replace matched patterns in a string with another string.¶
In [97]:
string = "DDA D1A DDA DA"
# Replace patterns with 'Dave'
print(re.sub(r'D.A', 'Dave', string))
print(re.sub(r'D\.A', 'Dave', string))Dave Dave Dave DA DDA D1A DDA DA
4. Example: Repetition using ?, *, +, and {m,n}.¶
In [98]:
# Pattern 'D?A': Matches 0 or 1 occurrence of 'D' followed by 'A'
pattern = re.compile(r'D?A')
print('D?A', pattern.search("A"))
print('D?A', pattern.search("DA"))
print('D?A', pattern.search("DDDDDDA"))
# Pattern 'AD{2}A': Matches 'A' followed by exactly 2 'D's and another 'A'
pattern = re.compile(r'AD{2}A')
print('AD{2}A', pattern.search("ADA"))
print('AD{2}A', pattern.search("ADDA"))
# Matching patterns with `AD{2,6}A`
# `AD{2,6}A` matches an 'A', followed by between 2 to 6 occurrences of 'D', and then another 'A'.
# Note: `{m,n}` should not have spaces; it must be written as `{m,n}` without spaces.
pattern = re.compile('AD{2,6}A')
print('AD{2,6}A - ', pattern.search("ADDA"))
print('AD{2,6}A - ', pattern.search("ADDDA"))
print('AD{2,6}A - ', pattern.search("ADDDDDDA"))
print('AD{2,6}A - ', pattern.search("ADDDDDDDDDA"))D?A <re.Match object; span=(0, 1), match='A'>
D?A <re.Match object; span=(0, 2), match='DA'>
D?A <re.Match object; span=(5, 7), match='DA'>
AD{2}A None
AD{2}A <re.Match object; span=(0, 4), match='ADDA'>5. Example: [ ] allows defining a character set. Use ranges (e.g., [a-zA-Z]) for simplicity.¶
In [99]:
# Match any lowercase letter
pattern = re.compile(r'[a-z]')
print('[a-z]', pattern.search("a1234"))
print('[a-z]', pattern.search("Z1234"))[a-z] <re.Match object; span=(0, 1), match='a'> [a-z] None
6. Regular Expression Library Function Usage¶
Functions such as match, search, findall, and split are commonly used with regular expressions in Python.
- match: Checks for a match only at the beginning of the string.
- search: Searches the entire string for a match.
In [100]:
# Compile a regex pattern to match one or more lowercase letters.
pattern = re.compile('[a-z]+')
# `match` only checks the beginning of the string.
print('match Dave:', pattern.match('Dave')) # Does not match because 'D' is uppercase.
print('match dave:', pattern.match('dave')) # Matches because 'dave' starts with lowercase letters.
# `search` scans the entire string for a match.
print('search Dave:', pattern.search("Dave")) # Matches because lowercase letters are found in the string.match Dave: None match dave: <re.Match object; span=(0, 4), match='dave'> search Dave: <re.Match object; span=(1, 4), match='ave'>
- findall: returns all matches of the regular expression in the string as a list.
In [101]:
# Compile a regex pattern to match one or more lowercase letters.
pattern = re.compile('[a-z]+')
print('Findall [a-z]+:', pattern.findall('Game of Life in Python')) # Finds all sequences of lowercase letters.
# Compile a regex pattern to match one or more alphabetic characters (both uppercase and lowercase).
pattern2 = re.compile('[A-Za-z]+')
print('Findall [A-Za-z]+:', pattern2.findall('Game of Life in Python')) # Finds all alphabetic sequences.Findall [a-z]+: ['ame', 'of', 'ife', 'in', 'ython'] Findall [A-Za-z]+: ['Game', 'of', 'Life', 'in', 'Python']
Check existence of matches using findall
Use findall to check whether any matches exist for a given pattern.
In [102]:
pattern = re.compile('[a-z]+')
# Check if the regex matches any lowercase letters in the string.
findalled = pattern.findall('GAME') # Should return an empty list since 'GAME' has no lowercase letters.
if len(findalled) > 0:
print("The string contains matches for the regex pattern.")
else:
print("No matches for the regex pattern were found in the string.")No matches for the regex pattern were found in the string.
- split: divides a string based on matches of the regex pattern and returns a list.
In [103]:
# Compile a regex pattern to split the string based on the colon (':') character.
pattern2 = re.compile(':')
print('Split ":" :', pattern2.split('python:java')) # Splits the string into ['python', 'java'].Split ":" : ['python', 'java']