moma-collection

The Museum of Modern Art (MoMA) collection data.
git clone https://git.eamoncaddigan.net/moma-collection.git
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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:
AacquisitionsByArtistGender.R | 58++++++++++++++++++++++++++++++++++++++++++++++++++++++++++
Mcountries/combineCountryInfo.R | 11+++++++++++
Mcountries/countries_to_adjectivals.csv | 25++++++++++++-------------
Agenderize/countries.json | 2++
Agenderize/names_to_genderize.csv | 4348+++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++
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 SŃo TomÚ and PrÝncipe,SŃo TomÚan,SŃo TomÚ and PrÝncipe,SŃo TomÚan,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" +"J├","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" +"Ren├","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" +"G├","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" +"Ern├","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" +"Jos├","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" +"├","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" +"Yrj├","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" +"G├","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" +"Butch","en" +"Roberto","es" +"Eugene","en" +"Alfred","de" +"Van","en" +"Rudolf","de" +"Wolfgang","de" +"Jim","en" +"Sydney","en" +"Shigeyoshi","ja" +"Andreas","de" +"Dorothy","en" +"Hap","en" +"Dolores","en" +"Henry","en" +"Hector","es" +"Phillip","en" +"Valto","fi" +"Tetsoro","ja" +"Folke","sv" +"Kitaoji","ja" +"Gits","en" +"Cliff","en" +"Monsieur","fr" +"Flemming","da" +"IBM","en" +"Sam","en" +"Gisela","de" +"Sherman","en" +"Elizabeth","en" +"Osvaldo","it" +"IMEC","en" +"Patriz","de" +"Arturo","en" +"Owo","de" +"Nelson","en" +"Hortense","en" +"E","de" +"Claus","de" +"Rudolph","en" +"Gerald","zu" +"Gunnar","da" +"Lia","en" +"Roald","da" +"Lino","it" +"Mutsumi","ja" +"Walter","lv" +"Simon","sv" +"Marli","de" +"Virginia","en" +"No├","fr" +"Ulla","sv" +"Nicos","en" +"Pio","it" +"Gunther","de" +"Neal","en" +"Johannes","da" +"Pierre","fr" +"Andrew","en" +"Floyd","en" +"Herbert","da" +"Heinreich","de" +"Peter","it" +"G├","de" +"Ron","he" +"Grete","da" +"Gerald","en" 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