commit 6a95c2f6edcccdf8965912badf8c9b7c644f473e
parent 31ce3a8fe8713d183d7c7747d79e85fe3be6daa9
Author: eamoncaddigan <eamon.caddigan@gmail.com>
Date: Wed, 29 Jul 2015 17:31:48 -0400
Getting ready to start collecting gender distributions. countries.json gives the languages supported in the genderize.io API.
Diffstat:
5 files changed, 4431 insertions(+), 13 deletions(-)
diff --git a/acquisitionsByArtistGender.R b/acquisitionsByArtistGender.R
@@ -0,0 +1,58 @@
+# A request! https://twitter.com/mkurlandsky/status/626363245675286528
+
+require(dplyr)
+require(tidyr)
+require(ggplot2)
+
+# Read the artist information out of the collection table -----------------
+
+artists <- read.csv("Artworks.csv", stringsAsFactors = FALSE) %>%
+ select(Artist, ArtistBio) %>%
+ distinct() %>%
+ # Remove entries with missing bios
+ filter(ArtistBio != "",
+ !grepl("unknown", ArtistBio, ignore.case = TRUE),
+ grepl("[[:alpha:]]+", ArtistBio),
+ !grepl("unknown", Artist, ignore.case = TRUE)) %>%
+ # Try to remove anything with multiple artists
+ filter(!grepl(" and ", Artist),
+ !grepl(",", Artist))
+
+
+# Extract birth nation and nationality from the artist bio ----------------
+
+artists <- artists %>%
+ mutate(ArtistBio = sub("U\\.S\\.A\\.", "United States", ArtistBio),
+ birth_nation = ifelse(grepl("born [[:alpha:]]+", ArtistBio),
+ sub(".*born ([[:alpha:][:space:]]*).*", "\\1", ArtistBio),
+ NA),
+ birth_nation = ifelse(birth_nation %in% c("c", "ca"), NA, birth_nation),
+ birth_nation = sub("\\W*$", "", birth_nation),
+ birth_nation = ifelse(birth_nation %in% c("US", "USA"), "United States", birth_nation),
+ nationality = sub("^[^[:alpha:]]([[:alpha:][:space:]]*).*", "\\1", ArtistBio),
+ nationality = sub("\\W*$", "", nationality),
+ nationality = sub(" and .*", "", nationality),
+ first_name = sub("([[:alpha:]]*).*", "\\1", Artist))
+
+
+# Sort out the country and language info (we only lose a few artists) -----
+
+setwd("countries")
+source("combineCountryInfo.R")
+setwd("..")
+artists <- artists %>%
+ # Use a join to convert nationalities to countries
+ left_join(nationalityToCountry, by = "nationality") %>%
+ # If the artist had a stated birth nation, use that
+ mutate(country = ifelse(!is.na(birth_nation), birth_nation, country)) %>%
+ # Add the language info
+ left_join(countryToLanguage, by = "country") %>%
+ # Get rid of anybody who slipped through the cracks
+ filter(nationality != "", !is.na(iso639), !is.na(country))
+
+# Find unique first name / (probably) language pairs for genderizing
+artist.firstNames <- artists %>%
+ select(first_name, iso639) %>%
+ distinct()
+print(nrow(artist.firstNames))
+write.csv(artist.firstNames, "names_to_genderize.csv", row.names = FALSE)
diff --git a/countries/combineCountryInfo.R b/countries/combineCountryInfo.R
@@ -38,3 +38,14 @@ countriesToAdjectivals <- left_join(countriesToAdjectivals, countriesToLanguages
# This only loses 75 countries. Not terrible
filter(!is.na(iso639))
+
+# These will be the DFs with which I interact -----------------------------
+
+nationalityToCountry <- countriesToAdjectivals %>%
+ select(natural_country_name, adjectival_1:adjectival_4) %>%
+ gather("adjectival_number", "adjectival", adjectival_1:adjectival_4) %>%
+ filter(!is.na(adjectival)) %>%
+ select(nationality = adjectival, country = natural_country_name)
+
+countryToLanguage <- countriesToAdjectivals %>%
+ select(country = natural_country_name, iso639)
diff --git a/countries/countries_to_adjectivals.csv b/countries/countries_to_adjectivals.csv
@@ -48,7 +48,7 @@ Central African Republic,Central African,Central African Republic,Central Africa
Chad,Chadian,Chad,Chadian,NA,NA,NA
Chile,Chilean,Chile,Chilean,NA,NA,NA
"China, People's Republic of",Chinese,China,Chinese,NA,NA,NA
-"China, Republic of","See Taiwan, below",Taiwan,Chinese,Taiwanese,NA,NA
+"China, Republic of","See Taiwan, below",Taiwan,,,NA,NA
Christmas Island,Christmas Island,Christmas Island,Christmas Island,NA,NA,NA
Cocos (Keeling) Islands,Cocos Island,Cocos (Keeling) Islands,Cocos Island,NA,NA,NA
Colombia,Colombian,Colombia,Colombian,NA,NA,NA
@@ -65,13 +65,12 @@ Cyprus,Cypriot,Cyprus,Cypriot,NA,NA,NA
Czech Republic,Czech,Czech Republic,Czech,NA,NA,NA
Denmark,Danish,Denmark,Danish,NA,NA,NA
Djibouti,Djiboutian,Djibouti,Djiboutian,NA,NA,NA
-Dominica,Dominican,Dominica,Dominican,NA,NA,NA
Dominican Republic,Dominican,Dominican Republic,Dominican,NA,NA,NA
East Timor,Timorese,East Timor,Timorese,NA,NA,NA
Ecuador,Ecuadorian,Ecuador,Ecuadorian,NA,NA,NA
Egypt,Egyptian,Egypt,Egyptian,NA,NA,NA
El Salvador,Salvadoran,El Salvador,Salvadoran,NA,NA,NA
-England,"English, British",England,English,British,NA,NA
+England,"English, British",England,English,,NA,NA
Equatorial Guinea,"Equatorial Guinean, Equatoguinean",Equatorial Guinea,Equatorial Guinean,Equatoguinean,NA,NA
Eritrea,Eritrean,Eritrea,Eritrean,NA,NA,NA
Estonia,Estonian,Estonia,Estonian,NA,NA,NA
@@ -91,7 +90,7 @@ Georgia,Georgian,Georgia,Georgian,NA,NA,NA
Germany,German,Germany,German,NA,NA,NA
Ghana,Ghanaian,Ghana,Ghanaian,NA,NA,NA
Gibraltar,Gibraltar,Gibraltar,Gibraltar,NA,NA,NA
-Great Britain,"British, UK",Great Britain,British,UK,NA,NA
+Great Britain,"British, UK",Great Britain,British,,NA,NA
Greece,"Greek, Hellenic",Greece,Greek,Hellenic,NA,NA
Greenland,Greenlandic,Greenland,Greenlandic,NA,NA,NA
Grenada,Grenadian,Grenada,Grenadian,NA,NA,NA
@@ -105,7 +104,7 @@ Guyana,Guyanese,Guyana,Guyanese,NA,NA,NA
Haiti,Haitian,Haiti,Haitian,NA,NA,NA
Heard Island and McDonald Islands,"Heard Island, McDonald Islands",Heard Island and McDonald Islands,Heard Island,McDonald Islands,NA,NA
Honduras,Honduran,Honduras,Honduran,NA,NA,NA
-Hong Kong,"Hong Kong, Chinese",Hong Kong,Hong Kong,Chinese,NA,NA
+Hong Kong,"Hong Kong, Chinese",Hong Kong,Hong Kong,,NA,NA
Hungary,"Hungarian, Magyar",Hungary,Hungarian,Magyar,NA,NA
Iceland,Icelandic,Iceland,Icelandic,NA,NA,NA
India,Indian,India,Indian,NA,NA,NA
@@ -126,7 +125,7 @@ Kazakhstan,"Kazakhstani, Kazakh",Kazakhstan,Kazakhstani,Kazakh,NA,NA
Kenya,Kenyan,Kenya,Kenyan,NA,NA,NA
Kiribati,I-Kiribati,Kiribati,I-Kiribati,NA,NA,NA
"Korea, Democratic People's Republic of",North Korean,Democratic People's Republic of Korea,North Korean,NA,NA,NA
-"Korea, Republic of",South Korean,Republic of Korea,South Korean,NA,NA,NA
+"Korea, Republic of",South Korean,Republic of Korea,South Korean,Korean,NA,NA
Kosovo,"Kosovar, Kosovan",Kosovo,Kosovar,Kosovan,NA,NA
Kuwait,Kuwaiti,Kuwait,Kuwaiti,NA,NA,NA
Kyrgyzstan,"Kyrgyzstani, Kyrgyz, Kirgiz, Kirghiz",Kyrgyzstan,Kyrgyzstani,Kyrgyz,Kirgiz,Kirghiz
@@ -139,7 +138,7 @@ Libya,Libyan,Libya,Libyan,NA,NA,NA
Liechtenstein,Liechtenstein,Liechtenstein,Liechtenstein,NA,NA,NA
Lithuania,Lithuanian,Lithuania,Lithuanian,NA,NA,NA
Luxembourg,"Luxembourg, Luxembourgish",Luxembourg,Luxembourg,Luxembourgish,NA,NA
-Macau,"Macanese, Chinese",Macau,Macanese,Chinese,NA,NA
+Macau,"Macanese, Chinese",Macau,Macanese,,NA,NA
"Macedonia, Republic of",Macedonian,Republic of Macedonia,Macedonian,NA,NA,NA
Madagascar,Malagasy,Madagascar,Malagasy,NA,NA,NA
Malawi,Malawian,Malawi,Malawian,NA,NA,NA
@@ -167,13 +166,13 @@ Nauru,Nauruan,Nauru,Nauruan,NA,NA,NA
Nepal,"Nepali, Nepalese",Nepal,Nepali,Nepalese,NA,NA
Netherlands,"Dutch, Netherlandic",Netherlands,Dutch,Netherlandic,NA,NA
New Caledonia,New Caledonian,New Caledonia,New Caledonian,NA,NA,NA
-New Zealand,"New Zealand, NZ",New Zealand,New Zealand,NZ,NA,NA
+New Zealand,"New Zealand, NZ",New Zealand,New Zealand,New Zealander,Kiwi,NA
Nicaragua,Nicaraguan,Nicaragua,Nicaraguan,NA,NA,NA
Niger,Nigerien,Niger,Nigerien,NA,NA,NA
Nigeria,Nigerian,Nigeria,Nigerian,NA,NA,NA
Niue,Niuean,Niue,Niuean,NA,NA,NA
Norfolk Island,Norfolk Island,Norfolk Island,Norfolk Island,NA,NA,NA
-Northern Ireland,"Northern Irish, British",Northern Ireland,Northern Irish,British,NA,NA
+Northern Ireland,"Northern Irish, British",Northern Ireland,Northern Irish,,NA,NA
Northern Mariana Islands,Northern Marianan,Northern Mariana Islands,Northern Marianan,NA,NA,NA
Norway,Norwegian,Norway,Norwegian,NA,NA,NA
Oman,Omani,Oman,Omani,NA,NA,NA
@@ -206,7 +205,7 @@ Samoa,Samoan,Samoa,Samoan,NA,NA,NA
San Marino,Sammarinese,San Marino,Sammarinese,NA,NA,NA
São Tomé and Príncipe,São Toméan,São Tomé and Príncipe,São Toméan,NA,NA,NA
Saudi Arabia,"Saudi, Saudi Arabian",Saudi Arabia,Saudi,Saudi Arabian,NA,NA
-Scotland,"Scots, Scottish, British",Scotland,Scots,Scottish,British,NA
+Scotland,"Scots, Scottish, British",Scotland,Scots,Scottish,,NA
Senegal,Senegalese,Senegal,Senegalese,NA,NA,NA
Serbia,Serbian,Serbia,Serbian,NA,NA,NA
Seychelles,Seychellois,Seychelles,Seychellois,NA,NA,NA
@@ -231,7 +230,7 @@ Swaziland,Swazi,Swaziland,Swazi,NA,NA,NA
Sweden,Swedish,Sweden,Swedish,NA,NA,NA
Switzerland,Swiss,Switzerland,Swiss,NA,NA,NA
Syria,Syrian,Syria,Syrian,NA,NA,NA
-Taiwan,"Chinese, Taiwanese",Taiwan,Chinese,Taiwanese,NA,NA
+Taiwan,"Chinese, Taiwanese",Taiwan,,Taiwanese,NA,NA
Tajikistan,Tajikistani,Tajikistan,Tajikistani,NA,NA,NA
Tanzania,Tanzanian,Tanzania,Tanzanian,NA,NA,NA
Thailand,Thai,Thailand,Thai,NA,NA,NA
@@ -248,7 +247,7 @@ Tuvalu,Tuvaluan,Tuvalu,Tuvaluan,NA,NA,NA
Uganda,Ugandan,Uganda,Ugandan,NA,NA,NA
Ukraine,Ukrainian,Ukraine,Ukrainian,NA,NA,NA
United Arab Emirates,"Emirati, Emirian, Emiri",United Arab Emirates,Emirati,Emirian,Emiri,NA
-United Kingdom,"British, UK",United Kingdom,British,UK,NA,NA
+United Kingdom,"British, UK",United Kingdom,,UK,NA,NA
United States,"United States, US, American",United States,United States,US,American,NA
Uruguay,Uruguayan,Uruguay,Uruguayan,NA,NA,NA
Uzbekistan,"Uzbekistani, Uzbek",Uzbekistan,Uzbekistani,Uzbek,NA,NA
@@ -258,7 +257,7 @@ Venezuela,Venezuelan,Venezuela,Venezuelan,NA,NA,NA
Vietnam,Vietnamese,Vietnam,Vietnamese,NA,NA,NA
"Virgin Islands, British",British Virgin Island,Virgin British Islands,British Virgin Island,NA,NA,NA
"Virgin Islands, United States",U.S. Virgin Island,Virgin United States Islands,U.S. Virgin Island,NA,NA,NA
-Wales,"Welsh, British",Wales,Welsh,British,NA,NA
+Wales,"Welsh, British",Wales,Welsh,,NA,NA
Wallis and Futuna,"Wallis and Futuna, Wallisian, Futunan",Wallis and Futuna,Wallis and Futuna,Wallisian,Futunan,NA
Western Sahara,"Sahrawi, Sahrawian, Sahraouian",Western Sahara,Sahrawi,Sahrawian,Sahraouian,NA
Yemen,Yemeni,Yemen,Yemeni,NA,NA,NA
diff --git a/genderize/countries.json b/genderize/countries.json
@@ -0,0 +1 @@
+{"count":79,"countries":["AF","AL","AM","AR","AZ","BA","BE","BG","BR","BY","CA","CL","CN","CO","CZ","DE","DK","EE","EO","ES","FI","FO","FR","GB","GE","GR","HK","HR","HU","ID","IE","IL","IN","IR","IS","IT","JP","KE","KH","KR","KS","KZ","LA","LK","LT","LV","MK","MM","MN","MT","MX","MY","NL","NO","NP","PE","PH","PI","PK","PL","PT","RO","RS","RU","SE","SI","SK","SO","TH","TR","TW","UA","UD","US","UZ","VA","VE","VN","ZA"]}
+\ No newline at end of file
diff --git a/genderize/names_to_genderize.csv b/genderize/names_to_genderize.csv
@@ -0,0 +1,4348 @@
+"first_name","iso639"
+"Otto","de"
+"Christian","fr"
+"Emil","de"
+"Bernard","de"
+"Louis","et"
+"Marcel","de"
+"Hans","de"
+"Raimund","de"
+"Roger","en"
+"Michael","en"
+"Ludwig","de"
+"Erik","sv"
+"Steven","en"
+"Erich","de"
+"Paolo","it"
+"Paul","en"
+"Peter","en"
+"Zaha","ar"
+"Fumihiko","ja"
+"Frank","en"
+"Mario","it"
+"Emilio","es"
+"Tadao","ja"
+"Arata","ja"
+"Neil","en"
+"David","en"
+"Mario","de"
+"R","en"
+"Alessandro","it"
+"Roberto","pt"
+"Herbert","de"
+"Leon","lb"
+"Daniel","pl"
+"Aldo","it"
+"Joel","en"
+"Massimo","it"
+"Kenneth","en"
+"Richard","en"
+"Rafael","es"
+"Santiago","es"
+"Norman","en"
+"Frederick","de"
+"Jason","en"
+"Konrad","de"
+"Ricardo","es"
+"Cesar","es"
+"Chuck","en"
+"Yoshito","ja"
+"Theo","nl"
+"James","en"
+"Iakov","ru"
+"Robert","en"
+"Harry","en"
+"Mehrdad","fa"
+"Le","de"
+"Oscar","de"
+"Edward","en"
+"Kisho","ja"
+"Richard","de"
+"Wiel","nl"
+"Toyo","ja"
+"Rem","nl"
+"Gaetano","it"
+"Rafael","en"
+"Walter","de"
+"John","en"
+"Andrea","it"
+"Yona","hu"
+"Ron","en"
+"Max","de"
+"Cedric","en"
+"Friedrich","de"
+"Lauretta","it"
+"Ettore","de"
+"Foster","en"
+"Charles","en"
+"Alvar","fi"
+"Ben","nl"
+"Philip","en"
+"Jean","fr"
+"Kazuyo","ja"
+"Nicholas","en"
+"James","it"
+"Kaj","fi"
+"Josef","de"
+"Gustave","de"
+"Corning","en"
+"Ronald","en"
+"Rodolfo","it"
+"Robert","de"
+"Carl","de"
+"Reinhold","de"
+"JÃ","de"
+"Roger","fr"
+"Dieter","de"
+"Bruno","it"
+"Gino","it"
+"Earl","en"
+"Gene","en"
+"Nick","de"
+"George","sv"
+"Thomas","en"
+"Bertel","fi"
+"Magnus","da"
+"Sigurd","sv"
+"Russel","en"
+"Enzo","it"
+"Jens","da"
+"Peter","de"
+"Masayuki","ja"
+"Don","en"
+"Koen","nl"
+"Michio","ja"
+"Nason","it"
+"Henning","da"
+"Jacob","da"
+"Joe","it"
+"Giorgio","it"
+"Isamu","en"
+"Marco","it"
+"Marguerite","fr"
+"Carl","en"
+"Nikolai","ru"
+"Kazuo","ja"
+"Marianne","de"
+"Leopoldo","it"
+"Makoto","ja"
+"Marcel","hu"
+"Ugo","it"
+"Ross","en"
+"Achille","it"
+"Christian","de"
+"Maurizio","it"
+"Kristian","da"
+"Hoechst","de"
+"Toots","en"
+"Arne","da"
+"Kevin","en"
+"Florence","en"
+"Carlo","it"
+"Hugo","de"
+"Poul","da"
+"Vico","it"
+"RenÃ","fr"
+"Bent","da"
+"Carl","da"
+"Harri","fi"
+"Studio","it"
+"Philippe","fr"
+"Bruno","sv"
+"Oskar","de"
+"Helena","sv"
+"Fausto","it"
+"Hagbard","sv"
+"Man","en"
+"Gustav","en"
+"Kayserzinn","de"
+"Greta","sv"
+"Shuichi","ja"
+"Asao","ja"
+"Timo","fi"
+"Wilhelm","de"
+"Hans","da"
+"Lurelle","en"
+"Akihiro","ja"
+"Yoshihiro","ja"
+"Gunta","de"
+"Osamu","ja"
+"William","en"
+"Keiji","ja"
+"Flavio","it"
+"Reiko","ja"
+"W","en"
+"Koichi","ja"
+"Harold","en"
+"Silverman","en"
+"Frances","en"
+"Louis","en"
+"Emile","fr"
+"A","en"
+"Johann","en"
+"Karl","de"
+"Jack","en"
+"Jon","en"
+"Hedda","de"
+"Luigi","de"
+"Yasuhiro","ja"
+"Junichi","ja"
+"Shiro","ja"
+"Antoni","es"
+"Marcello","it"
+"GÃ","fi"
+"Hector","fr"
+"Ed","en"
+"William","de"
+"Eiji","ja"
+"William","ar"
+"Vernon","en"
+"Stephen","en"
+"Ritva","fi"
+"Les","en"
+"Tony","en"
+"Arthur","en"
+"Ernest","en"
+"Tomoyuki","ja"
+"T","en"
+"Ernst","de"
+"Erik","da"
+"Andries","nl"
+"Reynolds","en"
+"Jonathan","en"
+"Tapio","fi"
+"Metall","de"
+"Yamazaki","ja"
+"Lenore","en"
+"Karin","da"
+"Thomas","sv"
+"Hermann","de"
+"Sori","ja"
+"Benedikt","de"
+"Rex","en"
+"Bruno","nl"
+"Gerrit","nl"
+"Collins","en"
+"Peter","da"
+"Koloman","de"
+"Rolf","de"
+"Kyoko","ja"
+"J","de"
+"Hiroaki","ja"
+"Steve","en"
+"Antti","fi"
+"Gloria","en"
+"Dean","en"
+"Henning","en"
+"Kate","en"
+"Svend","da"
+"Leslie","en"
+"Eva","hu"
+"Bauhaus","de"
+"Franco","it"
+"Eero","fi"
+"Olaf","de"
+"Vincent","nl"
+"Alejandro","es"
+"Trude","de"
+"Alice","de"
+"Bob","en"
+"Paul","es"
+"Wolf","de"
+"Rainer","de"
+"Russell","en"
+"Irving","en"
+"Ingo","de"
+"Billie","en"
+"Michel","fr"
+"Allan","en"
+"Arshile","hy"
+"Iain","en"
+"Anni","de"
+"Christopher","en"
+"Beatrice","en"
+"Mercedes","it"
+"Mariano","es"
+"Adolph","de"
+"Victor","en"
+"Romeo","it"
+"Marc","en"
+"Hutzler","en"
+"Johannes","de"
+"Harvey","en"
+"Sven","sv"
+"Alex","en"
+"Walter","en"
+"Jhoon","en"
+"Finn","da"
+"Paul","nl"
+"Lucie","de"
+"Olof","sv"
+"Sebastian","en"
+"Friedl","de"
+"Susan","en"
+"George","en"
+"Josiah","en"
+"Stig","sv"
+"Claudio","en"
+"Siegfried","de"
+"Leni","de"
+"Thelma","en"
+"Roy","en"
+"Lilly","en"
+"Roberto","de"
+"Giuseppe","it"
+"Stephan","de"
+"Emilio","it"
+"Nanny","fi"
+"Gordon","en"
+"William","nl"
+"Allen","en"
+"Figla","ja"
+"Deidre","en"
+"Joseph","en"
+"Trace","en"
+"Gunnel","fi"
+"CEI","en"
+"A","de"
+"Eric","en"
+"Vera","cs"
+"Gerda","sv"
+"Claire","de"
+"Simon","en"
+"Takeshi","ja"
+"Waltham","en"
+"Moshe","en"
+"Mitsubishi","ja"
+"FM","en"
+"ErnÃ","hu"
+"Alexander","en"
+"Jane","en"
+"Jacqueline","en"
+"Ward","en"
+"Sergio","it"
+"Jerome","en"
+"Casio","ja"
+"Antonia","it"
+"Fulvio","it"
+"Ibi","da"
+"Ludovico","it"
+"Olli","fi"
+"Carl","sv"
+"Bronislaw","en"
+"Tim","en"
+"Mark","en"
+"Vallauris","fr"
+"Alberto","it"
+"Tobia","it"
+"Jasper","en"
+"Paulus","nl"
+"Sanford","en"
+"Bashir","en"
+"Scott","en"
+"Marc","fr"
+"Emros","ja"
+"Pamela","en"
+"Wayman","en"
+"Umberto","it"
+"Saara","fi"
+"Jean","nl"
+"Sheila","en"
+"Percy","en"
+"Yki","zh"
+"Werner","de"
+"Bill","en"
+"Anton","de"
+"Kurt","en"
+"Fratelli","it"
+"Harry","it"
+"JosÃ","es"
+"Dora","fi"
+"Deane","en"
+"Benita","de"
+"Angelo","it"
+"Franklin","en"
+"Howard","en"
+"Hobie","en"
+"Torun","sv"
+"Samuel","en"
+"Guglielmo","it"
+"Torben","da"
+"Mikael","sv"
+"Ford","en"
+"Toshiyuki","ja"
+"Louis","fr"
+"Godtfred","da"
+"Jacques","fr"
+"Stefano","it"
+"Bart","nl"
+"Konstantin","de"
+"Porsche","de"
+"Aleksandr","ru"
+"Olof","fi"
+"Niels","da"
+"Ã","fr"
+"Makio","ja"
+"Paul","de"
+"Archibald","en"
+"Jerry","en"
+"Clement","en"
+"Skidmore","en"
+"Henri","fr"
+"Javier","es"
+"Nathan","en"
+"Mary","en"
+"Verner","da"
+"August","de"
+"Joseph","de"
+"YrjÃ","fi"
+"Laura","en"
+"Olivier","fr"
+"Gae","it"
+"Jay","en"
+"Roberto","it"
+"Donald","en"
+"Gunnar","sv"
+"Nils","sv"
+"Co","sv"
+"Davis","en"
+"Gerd","de"
+"Takako","ja"
+"Aage","da"
+"Morison","en"
+"Gianfranco","it"
+"Udo","de"
+"M","en"
+"Kari","fi"
+"Jan","de"
+"Wilfred","de"
+"Ursula","en"
+"Emma","it"
+"Pininfarina","it"
+"Luigi","it"
+"Dr","en"
+"Eleanore","it"
+"Giancarlo","it"
+"Virgilio","it"
+"Arian","nl"
+"Rody","nl"
+"Douglas","en"
+"Hella","nl"
+"Aino","fi"
+"Tejo","nl"
+"Eric","sv"
+"Jos","nl"
+"Marcel","nl"
+"Giandomenico","it"
+"Ari","nl"
+"Jacob","nl"
+"Ruud","nl"
+"Isaac","en"
+"Nancy","en"
+"GÃ","sv"
+"Alan","en"
+"Magdalena","pl"
+"Lucien","nl"
+"Henry","nl"
+"Naoki","ja"
+"Pierrette","fr"
+"Peer","de"
+"Darrell","en"
+"Giulio","it"
+"Gugelot","de"
+"Yoshiaki","ja"
+"Theodor","de"
+"Wendell","en"
+"Dietrich","de"
+"Tom","en"
+"Antonio","it"
+"Ezio","it"
+"Martin","en"
+"Michael","de"
+"Isamu","ja"
+"Johann","de"
+"Anthony","en"
+"Gilbert","en"
+"Marko","sl"
+"Serge","fr"
+"Ray","en"
+"Floris","nl"
+"Morris","de"
+"Gio","it"
+"Peter","sv"
+"Willy","de"
+"Moik","de"
+"Hans","sv"
+"Takahama","ja"
+"Oswald","de"
+"Owen","en"
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