%%time
import csv
from urllib.request import urlopen
# import codecs
# from tqdm import tqdm
# from tqdm._tqdm_notebook import tqdm_notebook
import numpy as np
import pandas as pd

#### PANDAS defaults for displays

pd.set_option('display.max_rows', 2000)
pd.set_option('display.max_columns', 500)

##### Setup SPARQL queries

import urllib.parse
from IPython.display import IFrame
baseurl='https://query.wikidata.org/embed.html#'

def wdq(query='',width=800,height=500):
  return IFrame(baseurl+urllib.parse.quote(query), width=width, height=height)

import requests

wikidata_api_url    = 'https://query.wikidata.org/bigdata/namespace/wdq/sparql'
met_api_url         = 'https://collectionapi.metmuseum.org/public/collection/v1/objects/'
crosswalk_sheet_url = 'https://docs.google.com/spreadsheets/d/1WmXW2CjlLidcUXzahQsB3HjUVvECns4xDyIt-Hw-jW8/export?format=csv&id'

# Use local copy of CSV file for speed
url = 'metmuseum/MetObjects-20190903.csv'

# Read the CSV file into a pandas dataframe
df = pd.read_csv(url,low_memory=False)

# Make a new shallow/efficient copy of dataframe (data in place) with just highlights
hdf = df[df['Is Highlight'] == True].copy()
CPU times: user 8.31 s, sys: 836 ms, total: 9.14 s
Wall time: 9.12 s
# Make a list of highlights from object numbers
hlist = hdf['Object ID'].tolist()

# Make a string of the object numbers, each in quotes, space separated for doing a SPARQL query via VALUES ?ids {}
hstring = ' '.join('"' + str(item) + '"' for item in hlist)
len(hstring.split())
1972
query = '''
SELECT ?item ?metid WHERE { 
  VALUES ?metid { %s } 
  ?item wdt:P3634 ?metid .
}
'''
query = query % hstring

data = requests.post(wikidata_api_url, data={'query': query, 'format': 'json'}).json()

resultarray = []
for item in data['results']['bindings']:
    resultarray.append({
        'qid':   int(item['item']['value'].replace('http://www.wikidata.org/entity/Q','')),
        'metid': int(item['metid']['value']),
    })

df_highlights_byvalues = pd.DataFrame(resultarray)
df_highlights_byvalues.sample(5)
metid qid
326 444540 29384953
1223 459241 20187893
893 459061 20183522
1099 726677 29388417
368 453336 29385234
# Find hdf elements not already in Wikidata
# This line of code produces Boolean True/False array
# hdf['Object ID'].isin(df_highlights_byvalues['metid']).head(10)

missing_hdf = hdf[~hdf['Object ID'].isin(df_highlights_byvalues['metid'])].copy(deep=False)
present_hdf = hdf[hdf['Object ID'].isin(df_highlights_byvalues['metid'])].copy(deep=False)

missing_hdf.sample(3)
Object Number Is Highlight Is Public Domain Object ID Department Object Name Title Culture Period Dynasty Reign Portfolio Artist Role Artist Prefix Artist Display Name Artist Display Bio Artist Suffix Artist Alpha Sort Artist Nationality Artist Begin Date Artist End Date Object Date Object Begin Date Object End Date Medium Dimensions Credit Line Geography Type City State County Country Region Subregion Locale Locus Excavation River Classification Rights and Reproduction Link Resource Metadata Date Repository Tags
463505 111.6 M74 True False 818891 The Libraries NaN Neue Gestaltung : neoplastizismus NaN NaN NaN NaN NaN Author|Publisher NaN Piet Mondrian|Albert Langen Verlag Dutch, Amersfoort 1872–1944 New York NaN Mondrian, Piet|Langen Verlag, Albert NaN 1872 |1893 1944 |9999 1925 1925 1925 NaN 66 pages ; Height: 9 7/16 in. (24 cm) NaN NaN Munich NaN NaN Germany NaN NaN NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 9/2/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY NaN
163199 1994.269 True False 267041 Photographs Photograph La Jibarita IV NaN NaN NaN NaN NaN Artist NaN Jan Henle American, born New York, 1948 NaN Henle, Jan American 1948 2048 1991–94 1991 1994 Silver dye bleach print 194.3 x 204.5 cm (76 1/2 x 80 1/2 in.), framed Purchase, The Howard Gilman Foundation Gift, 1994 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN Photographs © Jan Henle http://www.metmuseum.org/art/collection/search... 9/2/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Landscapes
177090 2001.293 True False 284572 Photographs Photograph; Drawing Bingham Copper Mining Pit—Utah / Reclamation P... NaN NaN NaN NaN NaN Artist NaN Robert Smithson American, Passaic, New Jersey 1938–1973 Amaril... NaN Smithson, Robert American 1938 1973 1973 1973 1973 Photostat and plastic overlay with wax pencil 47 x 34.3 cm (18 1/2 x 13 1/2 in.) Purchase, Pat and John Rosenwald Gift, 2001 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN Photographs|Drawings NaN http://www.metmuseum.org/art/collection/search... 9/2/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Landscapes
missing_hdf[['Object ID','Artist Display Name','Artist Role','Artist Begin Date','Artist End Date']]
Object ID Artist Display Name Artist Role Artist Begin Date Artist End Date
241 282 Tiffany Studios|Agnes F. Northrop Maker|Designer 1902 |1857 1932 |1953
3343 3577 Spaulding and Company|Gorham Manufacturing Com... Retailer|Maker 1831 9999 |9999
7387 7873 Frank Lloyd Wright Maker 1867 1959
10560 11494 Hermon Atkins MacNeil Artist 1866 1947
14376 15590 Alexander Phimister Proctor Artist 1860 1950
18295 22871 NaN NaN NaN NaN
18627 23205 NaN NaN NaN NaN
65706 79142 Valentina Designer 1899 1989
65822 79269 Halston Designer 1932 1990
66114 79585 Ji Eon Kang Designer 1973 2073
66299 79778 NaN NaN NaN NaN
66378 79884 Vivienne Westwood Designer 1941 2041
66654 80208 Yeohlee Teng Designer 1951 2051
66801 80378 Christian Lacroix|House of Patou Designer|Design House 1951 |1919 2051 |9999
66954 80547 Jean Paul Gaultier Designer 1952 2052
67158 80790 Yohji Yamamoto Designer 1943 2043
67198 80840 Cristobal Balenciaga|House of Balenciaga Designer|Design House 1895-01-21|1937 1972-03-23|9999
67264 80911 James Rosenquist|Hugo Boss Designer|Manufacturer 1933 |1923 2017 |9999
67424 81101 Jacques Fath|House of Jacques Fath Designer|Design House 1912 |1937 1954 |9999
67425 81102 Cristobal Balenciaga|House of Balenciaga Designer|Design House 1895-01-21|1937 1972-03-23|9999
67426 81103 Weeks Designer NaN NaN
67427 81104 Christian Dior|House of Dior Designer|Design House 1905 |1947 1957 |9999
67429 81106 Gianni Versace|Gianni Versace Designer|Design House 1946 |1978 1997 |9999
67434 81111 Mariano Fortuny|Fortuny Designer|Design House 1871 |1906 1949 |2020
67435 81112 Charles Frederick Worth|House of Worth Designer|Design House 1825 |1858 1895 |1956
67437 81114 Gabrielle Chanel|House of Chanel Designer|Design House 1883 |1913 1971 |2099
67438 81115 Claire McCardell|Townley Frocks Designer|Manufacturer 1905 |1929 1958
67439 81116 Edward Molyneux Designer 1891 1974
67441 81118 André Courrèges Designer 1923 2016-01-07
67444 81121 Hubert de Givenchy|House of Givenchy Designer|Design House 1927 |1952 2018 |9999
67445 81122 Madame Grès (Alix Barton) Designer 1903 1993
67447 81124 Yves Saint Laurent|Yves Saint Laurent, Paris Designer|Design House 1936 |1961 2008 |9999
67448 81125 Charles James Designer 1906 1978
67451 81128 NaN NaN NaN NaN
67454 81131 Gabrielle Chanel|House of Chanel Designer|Design House 1883 |1913 1971 |2099
67463 81140 Caroline Reboux Design House 1870 1956
67464 81141 Rudi Gernreich Designer 1922 1985
67465 81142 Elsa Schiaparelli Designer 1890 1973
67466 81143 Giorgio di Sant'Angelo Designer 1933 1989
67686 81387 Marc Jacobs|Louis Vuitton Co. Designer|Design House 1963 |1854 2064 |9999
67752 81453 Norma Kamali Designer 1945 2045
67759 81460 Christian Dior|House of Dior Designer|Design House 1905 |1947 1957 |9999
67766 81468 Hubert de Givenchy|House of Givenchy Designer|Design House 1927 |1952 2018 |9999
67770 81472 Cristobal Balenciaga|House of Balenciaga Designer|Design House 1895-01-21|1937 1972-03-23|9999
67774 81476 Rébè|Yves Saint Laurent|House of Dior Manufacturer|Designer|Design House 1936 |1947 2008 |9999
67778 81480 Drécoll Design House 1900 NaN
67788 81490 Gabrielle Chanel|House of Chanel Designer|Design House 1883 |1913 1971 |2099
67949 81678 Charles James Designer 1906 1978
67959 81692 Gilbert Adrian Designer 1903 1959
68176 82105 House of Worth Design House 1858 1956
68237 82170 H. Harris|F. Scholte Designer|Designer NaN NaN
68308 82419 John Galliano|House of Dior Designer|Design House 1960 |1947 2060 |9999
68327 82443 Salvatore Ferragamo|Salvatore Ferragamo Design House|Designer 1929 |1898 9999 |1960
68641 82981 Comme des Garçons|Junya Watanabe Design House|Designer 1969 |1961 9999 |2061
68707 83175 Bill Blass|PBM|Bonwit Teller & Co. Designer|Manufacturer|Department Store 1922-08-22|1907 2002-06-12|2050
68711 83179 Elsa Schiaparelli|Bonwit Teller & Co. Designer|Department Store 1890 |1907 1973 |2050
68725 83209 Louiseboulanger Designer 1878 1950
68750 83234 Christian Dior|House of Dior Designer|Design House 1905 |1947 1957 |9999
68758 83242 Yves Saint Laurent|Yves Saint Laurent, Paris Designer|Design House 1936 |1961 2008 |9999
68765 83250 Gianni Versace|Gianni Versace Designer|Design House 1946 |1978 1997 |9999
68774 83259 Madeleine Vionnet Designer 1876 1975
68909 83442 Yves Saint Laurent|Yves Saint Laurent, Paris Designer|Design House 1936 |1961 2008 |9999
68910 83443 Emanuel Ungaro Designer 1933 2033
69306 84034 Nettie Rosenstein Designer 1890 1980
71104 87016 House of Paquin|Mme. Jeanne Paquin Design House|Designer 1891 |1869 1956 |1936
71130 87370 Giorgio Armani Designer 1934-07-11 2034
71171 87613 Gucci|Tom Ford Design House|Designer 1921 |1961 2112 |2061
71387 88645 Alexander McQueen|Alexander McQueen Design House|Designer 1992 |1969 1992 |2010
80962 112900 Miguel Adrover Designer 1965 9999
87259 130481 Yves Saint Laurent|Yves Saint Laurent, Paris Designer|Design House 1936 |1961 2008 |9999
91890 159388 Charles James Designer 1906 1978
99094 187784 Josiah Wedgwood and Sons Factory 1759 9999
107127 196439 Edgar Degas|A. A. Hébrard Artist|Founder 1834 1917
137886 232038 Georges Hoentschel|Èmile Grittel Designer|Maker 1855 |1870 1915 |1953
158922 262720 Brassaï Artist 1899 1984
160870 264688 Bill Brandt Artist 1904 1983
161224 265047 André Kertész Artist 1894 1985
161309 265132 Charles Sheeler Artist 1883 1965
161310 265133 Paul Strand Artist 1890 1976
161342 265166 Alvin Langdon Coburn Artist 1882 1966
161622 265447 Berenice Abbott Artist 1898 1991
161640 265465 Man Ray Artist 1890 1976
161725 265550 T. Lux Feininger Artist 1910 2011
161728 265553 André Kertész Artist 1894 1985
161738 265563 Umbo (Otto Umbehr) Artist 1902 1980
161789 265616 Lisette Model Artist 1901 1983
162074 265903 Walker Evans Artist 1903 1975
162270 266102 William Klein Artist 1928 2028
162326 266162 Paul Strand Artist 1890 1976
162363 266199 Dorothea Lange Artist 1895 1965
162426 266262 Ray K. Metzker Artist 1931 2014
162513 266349 Otto Steinert Artist 1915 1978
162590 266427 Adam Fuss Artist 1961 1961
162699 266537 August Sander Artist 1876 1964
162869 266709 Gordon Matta-Clark Artist 1943 1978
162906 266746 Garry Winogrand Artist 1928 1984
162943 266784 Cindy Sherman Artist 1954 2054
163008 266850 Edward J. Steichen Artist 1879 1973
163013 266855 Sigmar Polke Artist 1941 2010
163017 266859 Jean-Marc Bustamante Artist 1952 NaN
163168 267010 Hiroshi Sugimoto Artist 1948 2048
163199 267041 Jan Henle Artist 1948 2048
163331 267175 Andreas Gursky Artist 1955 2055
163349 267193 Andy Warhol Artist 1928 1987
163427 267271 Charles Ray Artist 1953 2053
163518 267362 Harry Callahan Artist 1912 1999
163519 267363 Thomas Struth Artist 1954 2054
163890 267748 Paul Strand Artist 1890 1976
163899 267757 Charles Sheeler Artist 1883 1965
163917 267775 Edward J. Steichen Artist 1879 1973
163945 267803 Edward J. Steichen Artist 1879 1973
163980 267838 Edward J. Steichen Artist 1879 1973
163981 267839 Edward J. Steichen Artist 1879 1973
163984 267842 Edward J. Steichen Artist 1879 1973
165521 269436 Adolf de Meyer Artist 1868-09-01 1946-01-06
167748 271716 Diane Arbus Artist 1923-03-14 1971-07-26
167977 271948 Paul Strand Artist 1890 1976
167983 271954 Francesca Woodman Artist 1958 1981
168099 272071 Walker Evans Artist 1903 1975
174510 281940 Adam Fuss Artist 1961 1961
174547 281977 Patrick Faigenbaum Artist 1954 NaN
175076 282515 David Smith Artist 1906 1965
175297 282740 Berenice Abbott Artist 1898 1991
175314 282757 Thomas Ruff Artist 1958 1958
175331 282774 Vik Muniz Artist 1961 2061
175335 282778 Walker Evans Artist 1903 1975
175440 282883 Michal Rovner Artist 1957 NaN
175788 283236 George Seeley Artist 1880 1955
175827 283277 Man Ray Artist 1890 1976
176266 283720 Knud Lonberg-Holm Artist 1895 1972
176286 283742 Richard Prince Artist 1949 2049
176610 284086 Andrew Bush Artist 1956 NaN
177090 284572 Robert Smithson Artist 1938 1973
177228 284712 Diane Arbus Artist 1923-03-14 1971-07-26
177592 285142 David Hammons Artist 1943 9999
179012 286725 Jeff Wall Artist 1946 NaN
182766 291951 Thomas Struth Artist 1954 2054
186686 309868 NaN NaN NaN NaN
186886 310073 NaN NaN NaN NaN
187247 310453 NaN NaN NaN NaN
187248 310454 NaN NaN NaN NaN
187637 310870 NaN NaN NaN NaN
187707 310950 NaN NaN NaN NaN
187717 310960 Zlan of Belewale Artist NaN NaN
187888 311159 NaN NaN NaN NaN
187900 311171 NaN NaN NaN NaN
187912 311183 NaN NaN NaN NaN
187966 311237 NaN NaN NaN NaN
188019 311290 NaN NaN NaN NaN
188022 311294 NaN NaN NaN NaN
188375 311651 NaN NaN NaN NaN
188671 311950 NaN NaN NaN NaN
188837 312119 NaN NaN NaN NaN
188897 312180 NaN NaN NaN NaN
188948 312231 NaN NaN NaN NaN
189003 312288 NaN NaN NaN NaN
189051 312336 NaN NaN NaN NaN
189056 312342 NaN NaN NaN NaN
189172 312460 NaN NaN NaN NaN
189935 313313 NaN NaN NaN NaN
190143 313546 NaN NaN NaN NaN
190216 313629 NaN NaN NaN NaN
190238 313654 NaN NaN NaN NaN
190357 313780 NaN NaN NaN NaN
190406 313830 NaN NaN NaN NaN
190589 314034 Buli Master, possibly Ngongo ya Chintu (Hemba,... Artist NaN NaN
190917 314366 NaN NaN NaN NaN
190921 314370 NaN NaN NaN NaN
191254 314704 NaN NaN NaN NaN
191376 314826 NaN NaN NaN NaN
192551 316007 NaN NaN NaN NaN
192552 316008 NaN NaN NaN NaN
192675 316145 NaN NaN NaN NaN
194257 317735 NaN NaN NaN NaN
194314 317792 NaN NaN NaN NaN
195076 318667 NaN NaN NaN NaN
195152 318765 NaN NaN NaN NaN
195171 318899 NaN NaN NaN NaN
195284 319033 NaN NaN NaN NaN
195474 319233 NaN NaN NaN NaN
195560 319458 NaN NaN NaN NaN
195657 319872 El Anatsui Artist 1944 9999
195685 320053 NaN NaN NaN NaN
205088 336773 Simca Print Artists Inc.|Jasper Johns|Jasper J... Publisher|Artist|Publisher 1930 |1930 2030 |2030
205383 337068 Pablo Picasso|Louis Fort|Ambroise Vollard Artist|Printer|Publisher 1881 |1800 |1866 1973 |1999 |1939
205384 337069 Henri Matisse Artist 1869 1954
220414 352328 Aetna Silkscreen Products, Inc.|Du-Art Display... Printer|Printer|Artist|Publisher 1928 1987
222705 354644 Caspar David Friedrich Artist 1774 1840
228178 360255 Urs Graf Artist 1485 1529
249956 383125 Lucas van Leyden Artist 1494 1533
277693 413556 American Tobacco Company Publisher NaN NaN
301376 446996 NaN NaN NaN NaN
303517 449154 NaN NaN NaN NaN
323177 481986 Wharton Esherick Designer 1887 1970
323687 482533 Paul T. Frankl Designer 1886 1958
327610 486636 Eva Zeisel|Schramberg Majolica Factory Designer|Manufacturer 1906 2011
328328 487424 Emile-Jacques Ruhlmann Designer 1879 1933
329062 488326 John Marin Artist 1870 1953
330430 489972 Giorgio de Chirico Artist 1888 1978
330728 490759 Eliel Saarinen|International Silver Co., Wilco... Designer|Manufacturer 1873 1950
330843 490893 Gilbert Rohde|The Herman Miller Furniture Comp... Designer|Manufacturer 1894 1944
331207 491299 Marianne Brandt Designer 1893 1984
331586 491720 Josef Hoffmann|Wiener Werkstätte Designer|Manufacturer 1870 1956
332106 492332 Lucien Lévy-Dhurmer Artist 1865 1953
332284 492747 Studio 65|Gufram Designer|Manufacturer 1952 2052
332805 494703 Alexander Calder Artist 1898 1976
332870 494943 Jean Tinguely Artist 1925 1991
333031 495458 Anish Kapoor Artist 1954 2054
334332 500605 Elevated Tone Workshop, Guangzhou (Canton) Maker NaN NaN
334364 500637 NaN NaN NaN NaN
334434 500709 NaN NaN NaN NaN
334461 500736 NaN NaN NaN NaN
334507 500782 NaN NaN NaN NaN
334649 500928 NaN NaN NaN NaN
334827 501109 NaN NaN NaN NaN
334929 501213 NaN NaN NaN NaN
334943 501227 NaN NaN NaN NaN
335249 501536 Ganda Culture NaN NaN
335568 501876 NaN NaN NaN NaN
335724 502040 NaN NaN NaN NaN
335732 502048 NaN NaN NaN NaN
335748 502064 NaN NaN NaN NaN
336078 502402 NaN NaN NaN NaN
336290 502625 NaN NaN NaN NaN
336422 502761 Athabascan Family Maker NaN NaN
336493 502833 NaN NaN NaN NaN
336574 502914 NaN NaN NaN NaN
336711 503052 NaN NaN NaN NaN
336719 503060 Mamadou Kouyaté (d. 1991) (bridge by Djimo Ko... Maker NaN NaN
336816 503160 NaN NaN NaN NaN
336849 503200 NaN NaN NaN NaN
336853 503204 NaN NaN NaN NaN
336855 503206 Kim Kwang Ju Maker NaN NaN
336924 503282 Hermann Hauser Maker 1882 1952
336982 503340 NaN NaN NaN NaN
337074 503442 NaN NaN NaN NaN
337151 503519 NaN NaN NaN NaN
337161 503529 Murari Adhikari Maker 1934 2006
337298 503672 NaN NaN NaN NaN
337305 503679 NaN NaN NaN NaN
337518 503936 NaN NaN NaN NaN
338896 505501 NaN NaN NaN NaN
366120 591867 Dard Hunter|Tindale, Thomas & Harriet R. Author|Author 1883 1966
366122 591869 NaN NaN NaN NaN
366123 591870 Auguste H. Thomas Author 1905 1935
366124 591871 NaN NaN NaN NaN
366125 591872 NaN NaN NaN NaN
366126 591873 NaN NaN NaN NaN
395711 680379 Tadamasa Hayashi|George Frederick Kunz|Dr. Ste... Author|Author|Author|Author|Publisher|Author 1853 |1856 |1844 |1839 |18... 1906 |1932 |1844 |1914 |19...
406421 697342 Ives Washburn|Hugh Ferriss Publisher|Author 1900 |1889 1999 |1962
406425 697355 Plandome Press, Inc.|David Silve|William Addis... Printer|Designer|Subject of book|Publisher 1880 1956
406538 697701 Robert Leonard|American Union of Decorative Ar... Editor|Author|Publisher|Editor 1900 1999
407065 698851 Charles B. Falls|Viking Press|James Weldon Joh... Artist|Publisher|Author|Artist 1874 |1871 |1899 1974 |1938 |1979
407711 699928 Carlo Bertoncello Brotto|Enrico Malato|Bibliot... Editor|Editor|Author|Publisher NaN NaN
407766 700046 Charles Morice|Auguste Rodin|Armand Colin et C... Author|Author|Publisher 1861 |1840 1919 |1917
408987 702543 Marcel Broodthaers Artist 1924 1976
410892 706047 Royal Asiatic Society|Cambridge University Press Author|Publisher NaN NaN
412035 708838 Aloisio Magalhaes|Falcon Press|Eugene Feldman Designer|Publisher|Printer 1927 |1921 1982 |1975
412036 708839 Falcon Press|Eugene Feldman|Aloisio Magalhaes Publisher|Printer|Designer 1921 |1927 1975 |1982
412037 708840 Henry Delacroix|Editions S. de Bonadona Artist|Publisher 1907 1974
418055 717548 Standing Bear/ Mató Nájin Artist 1859 1933
423065 726681 Félix Régamey|John Grand-Carteret Illustrator|Author 1850 1927
423709 727404 Black Stone Press|Heavenly Monkey|Barbara Hodg... Printer|Publisher|Artist|Artist 2000 |1955 NaN
428674 736324 Maria Martínez|Julián Martínez Maker|Maker 1881 |1885 1980 |1943
428901 736858 Edith Dittrich|Shifu Wang|Min Qiji Author|Author|Artist 1260 |1575 1316 |1675
429596 737721 Josef Albers|Yale University Press Author|Publisher 1888 1976
429652 737907 Irving Penn Artist 1917 2009
430439 739510 NaN NaN NaN NaN
430441 739518 Camillo Boito|Ferdinando Ongania Editor|Publisher 1842 1911
435784 747642 Benny Andrews|Rudolf Baranik|Black Emergency C... Editor|Editor|Author 1930 |1920 2006 |1998
435787 747646 Richard Alpert|Ralph Metzner|Timothy Leary Author|Author|Author 1936-05-16|1920-10-22 2036 |1996-05-31
435790 747650 Henri Michaux Author 1899 1984
435795 747655 NaN NaN NaN NaN
435801 747661 NaN NaN NaN NaN
435897 747797 Museu de Arte Moderna Publisher NaN NaN
435898 747798 Galeria Arte Global|Lygia Pape|Hélio Oiticica Publisher|Author|Author 1927 |1937 2004 |1980
436656 749358 A. Schroll|Ludwig Abels Publisher|Editor NaN NaN
436659 749368 A. Schroll|Ludwig Abels Publisher|Editor NaN NaN
436660 749370 Léon Bakst|M. Knoedler & Co. Artist|Publisher 1866 |1857 1924 |2011
436753 749592 Girard Audran Printmaker 1640 1703
436772 749639 Franz von Stuck Artist 1863 1928
437910 751309 William Edward Hoffmann|Joseph Paul Vorst Author|Artist 1897 1947
438220 752562 Jean Cocteau Author 1889 1963
438221 752566 Jean Cocteau Author 1889 1963
438222 752567 Erik Satie|Jean Cocteau Correspondent|Author 1866 |1889 1925 |1963
438223 752568 Jean Cocteau|Erik Satie Author|Correspondent 1889 |1866 1963 |1925
438224 752570 Erik Satie|Jean Cocteau Correspondent|Author 1866 |1889 1925 |1963
438225 752572 Jean Cocteau|Pablo Picasso Correspondent|Author 1889 |1881 1963 |1973
438226 752574 Jean Cocteau|Léonide Massine Correspondent|Author 1889 |1896 1963 |1979
438228 752582 Jean Cocteau Author 1889 1963
438230 752586 Jean Cocteau Author 1889 1963
438231 752589 Erik Satie|Jean Cocteau Author|Correspondent 1866 |1889 1925 |1963
438232 752591 Jean Cocteau|Erik Satie Correspondent|Author 1889 |1866 1963 |1925
438233 752596 Jean Cocteau Author 1889 1963
438234 752597 Jean Cocteau Author 1889 1963
438235 752598 Jean Cocteau Author 1889 1963
438236 752599 Jean Cocteau|Erik Satie Correspondent|Author 1889 |1866 1963 |1925
438237 752600 Erik Satie|Jean Cocteau Author|Correspondent 1866 |1889 1925 |1963
438238 752602 Jean Cocteau|Erik Satie Correspondent|Author 1889 |1866 1963 |1925
438239 752603 Erik Satie|Jean Cocteau Author|Correspondent 1866 |1889 1925 |1963
438240 752605 Erik Satie|Jean Cocteau Author|Correspondent 1866 |1889 1925 |1963
438241 752606 Jean Cocteau|Erik Satie Correspondent|Author 1889 |1866 1963 |1925
438242 752607 Pablo Picasso|Jean Cocteau Author|Correspondent 1881 |1889 1973 |1963
438243 752609 NaN NaN NaN NaN
439263 755011 NaN NaN NaN NaN
439693 755772 Jean-Aimar Piganiol de La Force Author 1673 1753
439695 755774 Jean-Aimar Piganiol de La Force Author 1673 1753
439698 755777 Pierre Rainssant|Charles Le Brun Author|Subject of book 1640 |1619 1689 |1690
439703 755783 Claude Marin Saugrain|Jean-Aimar Piganiol de L... Editor|Editor|Author 1679 |1673 |1700 1750 |1753 |1800
439706 755786 André Felibien Author NaN NaN
439709 755789 Antoine Nicolas Dézallier d'Argenville Author 1723 1794
440622 756894 Jean Cocteau Author 1889 1963
441633 760245 Jean-Aimar Piganiol de La Force Author 1673 1753
441635 760247 Jean-Aimar Piganiol de La Force Author 1673 1753
441636 760248 Jean-Aimar Piganiol de La Force Author 1673 1753
441637 760249 Jean-Aimar Piganiol de La Force Author 1673 1753
441638 760250 Jean-Aimar Piganiol de La Force Author 1673 1753
441639 760251 Jean-Aimar Piganiol de La Force Author 1673 1753
446761 769306 Peeter van Lisebetten|Jan van Troyen|Jan Popel... Engraver|Engraver|Engraver|Engraver|Artist 1610 |1610 |1633 |1595 |16... 1678 |1666 |1663 |1675 |16...
446778 769368 NaN NaN NaN NaN
446780 769372 NaN NaN NaN NaN
446781 769373 NaN NaN NaN NaN
446782 769387 NaN NaN NaN NaN
448691 773144 John Golding|George Wittenborn, Inc. Author|Publisher 1900 1999
458287 787771 William Young Ottley|Raphael (Raffaello Sanzio... Author|Artist|Artist 1771 |1483 |1475 1836 |1520 |1564
458306 787806 Alfred Knopf Publishers|Terence Harold Robsjoh... Publisher|Author|Illustrator 1905 |1899 1976 |1976
458307 787807 Oxford University Press|Hugh Troy Publisher|Author 1800 |1906 2050 |1964
459500 811179 William Griggs|India Museum|John Forbes Watson Lithographer|Publisher|Editor 1832 |1801 |1827 1911 |1892
459501 811180 Charles Scribner's Sons|George Ashdown Audsley Publisher|Author 1838 1925
459503 811182 Firmin Didot Freres|Pascal Coste Publisher|Author 1787 1879
459506 811186 Museum of Contemporary Art, Chicago|Jan van de... Publisher|Author NaN NaN
460297 812492 Yvanhoé Rambosson|Éditions Vincent, Fréal et C... Author|Publisher|Illustrator|Designer 1878 1930
461235 813836 Philip Hulitar|Bergdorf Goodman Designer|Publisher 1905 |1899 9999
461236 813837 Bergdorf Goodman|Philip Hulitar Publisher|Designer 1899 |1905 9999
461237 813838 Philip Hulitar|Bergdorf Goodman Designer|Publisher 1905 |1899 9999
461238 813839 Philip Hulitar|Bergdorf Goodman Designer|Publisher 1905 |1899 9999
461250 813852 NaN NaN NaN NaN
461252 813854 Charles Nicolas Cochin I|Antoine Danchet|Pierr... Engraver|Editor|Artist|Editor|Engraver|Editor 1688 |1671 |1669 |1680 |16... 1754 |1748 |1748 |1753 |17...
461253 813855 Antoine-Laurent Lavoisier|Claude-Louis Berthol... Author|Author|Author|Author|Author|Author 1743 |1748 |1755 |1737 |17... 1794 |1822 |1809 |1816 |18...
461395 814025 Owen Jones|Francis Bedford|Day & Son, Ltd. Author|Illustrator|Publisher 1809 |1816 |1800 1874 |1894 |1899
462175 815475 Filippo Vasconi Author 1687 1730
463148 818177 Leonard Charles Wyon|William Wyon Artist|Subject 1826 |1795 1891 |1851
463482 818844 Jacobus Johannes Pieter Oud|Albert Langen Verlag Author|Publisher 1890 |1893 1963 |9999
463485 818847 Kupferberg Verlag|Kazimir Malevich Publisher|Author 1879 1935
463490 818854 Albert Langen Verlag|Albert Gleizes Publisher|Author 1893 |1881 9999 |1953
463496 818860 Albert Langen Verlag|László Moholy-Nagy Publisher|Author 1893 |1895 9999 |1946
463500 818874 László Moholy-Nagy|Albert Langen Verlag|Walter... Editor|Publisher|Editor 1895 |1893 |1883 1946 |9999 |1969
463504 818890 Paul Klee|Albert Langen Verlag Author|Publisher 1879 |1893 1940 |9999
463505 818891 Piet Mondrian|Albert Langen Verlag Author|Publisher 1872 |1893 1944 |9999
463507 818893 Albert Langen Verlag|László Moholy-Nagy Publisher|Author 1893 |1895 9999 |1946
463509 818895 Albert Langen Verlag|Vasily Kandinsky Publisher|Author 1893 |1866 9999 |1944
464417 820544 Augostino Aglio, the elder|Guillermo Dupaix|Ro... Illustrator|Author|Publisher|Author 1777 |1748 |1793 |1795 1857 |1818 |1878 |1837
464418 820559 Yagi Kazuo Artist 1918 1979
464489 820668 NaN NaN NaN NaN
464490 820669 Dodd, Mead and Company|William Adams Brown|Mar... Publisher|Author|Author 1842 1842
464494 820673 Margaret Taylor Johnstone Editor NaN NaN
464497 820676 Margaret Taylor Johnstone Editor NaN NaN
464498 820677 Margaret Taylor Johnstone Editor NaN NaN
464501 820680 William Clifford|Miss Helen J. Baker Author|Author NaN NaN
464502 820681 Krystall-Verlag|Wiener Werkstätte|Josef Hoffma... Publisher|Artist|Artist|Designer|Artist|Designer 1870 |1907 |1883 |1895 1956 |1982 |1951 |1945
464505 820684 Vitezslav Nezval|Karel Teige|Milča Mayerová Author|Typographer|Subject 1900 |1901 1951 |1977
464506 820685 Art et liberté (Group of artists) Author NaN NaN
464507 820686 Hideo Saitō|Tatsuo Okada Author|Illustrator 1904 1984
464509 820688 Guido Castillo|Joaquín Torres-García Editor|Editor 1922 |1874 2010 |1949
464984 821386 Houghton, Mifflin and Company|Elihu Vedder|Oma... Publisher|Illustrator|Author|Translator|Printer 1836 |1048 |1809 |1800 1923 |1131 |1883 |1999
464994 821397 Edward Strahan (Earl Shinn)|George Willoughby ... Author|Designer|Author|Designer|Author 1838 |1843 |1838 |1853 |18... 1886 |1923 |1915 |1906 |18...
464995 821398 J. B. Lippincott Company|Mariana Griswold Van ... Publisher|Author 1800 |1851 1950 |1934
465210 821874 Edwin Davis French Engraver 1851 1906
465211 821878 Edwin Davis French Engraver 1851 1906
465212 821879 Edwin Davis French Engraver 1851 1906
465213 821880 Edwin Davis French Engraver 1851 1906
465214 821881 Manufactures des glaces & produits chimiques d... Author NaN NaN
465216 821896 Manufactures des glaces & produits chimiques d... Author NaN NaN
465218 821898 Hector Guimard|Langlois et cie Artist|Author 1867 1942
465233 821928 Hachette Publisher NaN NaN
465235 821930 Hachette Publisher NaN NaN
465238 821934 Galerie Manzi, Joyant & Cie. Publisher NaN NaN
465239 821935 William Gilpin|R. Blamire Author|Publisher 1724 |1775 1804 |1800
465241 821938 William Gilpin|R. Blamire Author|Publisher 1724 |1775 1804 |1800
465843 823304 Audrey Holden|C. Andrew Miller-Brown|Boxcar Pr... Binder|Printer|Printer|Artist|Publisher|Author... NaN NaN
465850 823364 X-Art Foundation Publisher NaN NaN
466558 824357 Rembrandt (Rembrandt van Rijn)|Charles Blanc|Gide Artist|Author|Publisher 1606 |1813 1669 |1882
469000 832526 Anatole Jakovsky Author 1907 1983
469001 832540 Sophie Taeuber-Arp Editor 1889 1943
469002 832541 Sophie Taeuber-Arp Editor 1889 1943
469003 832542 Sophie Taeuber-Arp Editor 1889 1943
# Find all unique Departments in the database
#
# Generate all unique strings in a column
# Break them up by separator "|" and append terms to a list
# Use Python "set" to generate unique set list

thelist = []
for item in df['Department'].unique():
    if isinstance(item, str):
        for part in item.split('|'):
            thelist.append(part)

uniqset = set(thelist)
# print(roleset)

list(uniqset)
['Robert Lehman Collection',
 'Islamic Art',
 'Medieval Art',
 'The Libraries',
 'Modern and Contemporary Art',
 'European Sculpture and Decorative Arts',
 'Photographs',
 'The Cloisters',
 'Asian Art',
 'Greek and Roman Art',
 'Drawings and Prints',
 'Egyptian Art',
 'American Decorative Arts',
 'Costume Institute',
 'Musical Instruments',
 'Arms and Armor',
 'European Paintings',
 'Ancient Near Eastern Art',
 'Arts of Africa, Oceania, and the Americas']
costume_missing_hdf = missing_hdf[missing_hdf['Department'].str.contains('Costume Institute')].copy(deep=False)

costume_present_hdf = present_hdf[present_hdf['Department'].str.contains('Costume Institute')].copy(deep=False)

costume_hdf = hdf[hdf['Department'].str.contains('Costume Institute')].copy(deep=False)

costume_df = df[df['Department'].str.contains('Costume Institute')].copy(deep=False)
costume_present_hdf[['Object ID','Classification','Object Name','Artist Display Name','Artist Role','Artist Begin Date','Dimensions','Is Public Domain']].sample(5)
Object ID Classification Object Name Artist Display Name Artist Role Artist Begin Date Dimensions Is Public Domain
68174 82103 NaN Evening dress Jeanne Lanvin|House of Lanvin Designer|Design House 1867 |1889 NaN False
67461 81138 NaN Ensemble Jacques Doucet Designer 1853 NaN False
67459 81136 NaN Waistcoat Anna Maria Garthwaite|Peter Lekeux Designer|Manufacturer 1690 |1716 NaN True
67436 81113 NaN Dress Callot Soeurs Design House 1895 NaN False
68035 81781 NaN Fancy dress costume Paul Poiret Designer 1879 NaN False
query = '''
SELECT ?item ?metid WHERE { 
  ?item wdt:P3634 ?metid .
}
'''

data = requests.post(wikidata_api_url, data={'query': query, 'format': 'json'}).json()

resultarray = []
for item in data['results']['bindings']:
    resultarray.append({
        'qid':   int(item['item']['value'].replace('http://www.wikidata.org/entity/Q','')),
        'metid': int(item['metid']['value']),
    })

df_metinwikidata_byvalues = pd.DataFrame(resultarray)
df_metinwikidata_byvalues.info(5)
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 10712 entries, 0 to 10711
Data columns (total 2 columns):
metid    10712 non-null int64
qid      10712 non-null int64
dtypes: int64(2)
memory usage: 167.5 KB
# costume_merged_df   = costume_present_hdf.copy()
costume_metid_to_qid_df = df_highlights_byvalues.set_index('metid')
costume_metid_to_qid_df.info()
<class 'pandas.core.frame.DataFrame'>
Int64Index: 1595 entries, 1674 to 681269
Data columns (total 1 columns):
qid    1595 non-null int64
dtypes: int64(1)
memory usage: 24.9 KB
costume_merged_df = (costume_present_hdf
 .merge(costume_metid_to_qid_df[['qid']], how='left', right_on='metid', left_on='Object ID')
)

The new "costume_merged_df" should have a new column of 'qid' with the matching Wikidata QID

costume_merged_df.sample(3)
Object Number Is Highlight Is Public Domain Object ID Department Object Name Title Culture Period Dynasty Reign Portfolio Artist Role Artist Prefix Artist Display Name Artist Display Bio Artist Suffix Artist Alpha Sort Artist Nationality Artist Begin Date Artist End Date Object Date Object Begin Date Object End Date Medium Dimensions Credit Line Geography Type City State County Country Region Subregion Locale Locus Excavation River Classification Rights and Reproduction Link Resource Metadata Date Repository Tags qid
2 06.1344a, b True True 79101 Costume Institute Shoes Shoes French NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 1690–1700 1690 1700 silk, leather NaN Rogers Fund, 1906 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 9/2/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Flowers 29383388
12 C.I.50.110a–j True False 81119 Costume Institute Wedding ensemble Wedding ensemble French NaN NaN NaN NaN Designer NaN Mainbocher American, 1890–1976 NaN Mainbocher American 1890 1976 1937 1937 1937 silk, leather, straw, coq feathers NaN Gift of the Duchess of Windsor, 1950 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 9/2/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses 7979098
36 2004.411a, b True True 107375 Costume Institute Ensemble Ensemble probably French NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ca. 1730 1720 1740 (a) wool; (b) silk; (a, b) metallic thread NaN Isabel Shults Fund, 2004 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 9/2/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY NaN 29383510

Fill in collection (P195) to Costume Institute

Generate Quickstatements to add this to existing highlighted Costume Institute items in Wikidata

Set reference info to "stated in"->"Metropolitan Museum of Art"

Should look like this:

Q29383383|P195|Q67087093|S248|Q160236

collection_prop = 'P195'
costumeinstitute_qid = 'Q67087093'
statedin_prop = 'S248'
met_qid = 'Q160236'

for index, row in costume_merged_df.iterrows():
    print ('Q{}|{}|{}|{}|{}'.format(row['qid'],collection_prop, costumeinstitute_qid,statedin_prop,met_qid))
Q29383383|P195|Q67087093|S248|Q160236
Q29383386|P195|Q67087093|S248|Q160236
Q29383388|P195|Q67087093|S248|Q160236
Q29383391|P195|Q67087093|S248|Q160236
Q29383393|P195|Q67087093|S248|Q160236
Q29383396|P195|Q67087093|S248|Q160236
Q29383398|P195|Q67087093|S248|Q160236
Q29383401|P195|Q67087093|S248|Q160236
Q29383403|P195|Q67087093|S248|Q160236
Q29383407|P195|Q67087093|S248|Q160236
Q29383409|P195|Q67087093|S248|Q160236
Q29383412|P195|Q67087093|S248|Q160236
Q7979098|P195|Q67087093|S248|Q160236
Q29383416|P195|Q67087093|S248|Q160236
Q29383419|P195|Q67087093|S248|Q160236
Q29383423|P195|Q67087093|S248|Q160236
Q29383426|P195|Q67087093|S248|Q160236
Q29383430|P195|Q67087093|S248|Q160236
Q29383434|P195|Q67087093|S248|Q160236
Q29383437|P195|Q67087093|S248|Q160236
Q29383439|P195|Q67087093|S248|Q160236
Q29383442|P195|Q67087093|S248|Q160236
Q29383446|P195|Q67087093|S248|Q160236
Q29383451|P195|Q67087093|S248|Q160236
Q29383454|P195|Q67087093|S248|Q160236
Q29383456|P195|Q67087093|S248|Q160236
Q29383459|P195|Q67087093|S248|Q160236
Q29383466|P195|Q67087093|S248|Q160236
Q29383470|P195|Q67087093|S248|Q160236
Q29383477|P195|Q67087093|S248|Q160236
Q29383485|P195|Q67087093|S248|Q160236
Q29383492|P195|Q67087093|S248|Q160236
Q29383496|P195|Q67087093|S248|Q160236
Q29383499|P195|Q67087093|S248|Q160236
Q29383502|P195|Q67087093|S248|Q160236
Q29383505|P195|Q67087093|S248|Q160236
Q29383510|P195|Q67087093|S248|Q160236
Q29383513|P195|Q67087093|S248|Q160236
costume_missing_hdf[['Object ID','Artist Display Name','Artist Role','Artist Begin Date']]
Object ID Artist Display Name Artist Role Artist Begin Date
65706 79142 Valentina Designer 1899
65822 79269 Halston Designer 1932
66114 79585 Ji Eon Kang Designer 1973
66299 79778 NaN NaN NaN
66378 79884 Vivienne Westwood Designer 1941
66654 80208 Yeohlee Teng Designer 1951
66801 80378 Christian Lacroix|House of Patou Designer|Design House 1951 |1919
66954 80547 Jean Paul Gaultier Designer 1952
67158 80790 Yohji Yamamoto Designer 1943
67198 80840 Cristobal Balenciaga|House of Balenciaga Designer|Design House 1895-01-21|1937
67264 80911 James Rosenquist|Hugo Boss Designer|Manufacturer 1933 |1923
67424 81101 Jacques Fath|House of Jacques Fath Designer|Design House 1912 |1937
67425 81102 Cristobal Balenciaga|House of Balenciaga Designer|Design House 1895-01-21|1937
67426 81103 Weeks Designer NaN
67427 81104 Christian Dior|House of Dior Designer|Design House 1905 |1947
67429 81106 Gianni Versace|Gianni Versace Designer|Design House 1946 |1978
67434 81111 Mariano Fortuny|Fortuny Designer|Design House 1871 |1906
67435 81112 Charles Frederick Worth|House of Worth Designer|Design House 1825 |1858
67437 81114 Gabrielle Chanel|House of Chanel Designer|Design House 1883 |1913
67438 81115 Claire McCardell|Townley Frocks Designer|Manufacturer 1905 |1929
67439 81116 Edward Molyneux Designer 1891
67441 81118 André Courrèges Designer 1923
67444 81121 Hubert de Givenchy|House of Givenchy Designer|Design House 1927 |1952
67445 81122 Madame Grès (Alix Barton) Designer 1903
67447 81124 Yves Saint Laurent|Yves Saint Laurent, Paris Designer|Design House 1936 |1961
67448 81125 Charles James Designer 1906
67451 81128 NaN NaN NaN
67454 81131 Gabrielle Chanel|House of Chanel Designer|Design House 1883 |1913
67463 81140 Caroline Reboux Design House 1870
67464 81141 Rudi Gernreich Designer 1922
67465 81142 Elsa Schiaparelli Designer 1890
67466 81143 Giorgio di Sant'Angelo Designer 1933
67686 81387 Marc Jacobs|Louis Vuitton Co. Designer|Design House 1963 |1854
67752 81453 Norma Kamali Designer 1945
67759 81460 Christian Dior|House of Dior Designer|Design House 1905 |1947
67766 81468 Hubert de Givenchy|House of Givenchy Designer|Design House 1927 |1952
67770 81472 Cristobal Balenciaga|House of Balenciaga Designer|Design House 1895-01-21|1937
67774 81476 Rébè|Yves Saint Laurent|House of Dior Manufacturer|Designer|Design House 1936 |1947
67778 81480 Drécoll Design House 1900
67788 81490 Gabrielle Chanel|House of Chanel Designer|Design House 1883 |1913
67949 81678 Charles James Designer 1906
67959 81692 Gilbert Adrian Designer 1903
68176 82105 House of Worth Design House 1858
68237 82170 H. Harris|F. Scholte Designer|Designer NaN
68308 82419 John Galliano|House of Dior Designer|Design House 1960 |1947
68327 82443 Salvatore Ferragamo|Salvatore Ferragamo Design House|Designer 1929 |1898
68641 82981 Comme des Garçons|Junya Watanabe Design House|Designer 1969 |1961
68707 83175 Bill Blass|PBM|Bonwit Teller & Co. Designer|Manufacturer|Department Store 1922-08-22|1907
68711 83179 Elsa Schiaparelli|Bonwit Teller & Co. Designer|Department Store 1890 |1907
68725 83209 Louiseboulanger Designer 1878
68750 83234 Christian Dior|House of Dior Designer|Design House 1905 |1947
68758 83242 Yves Saint Laurent|Yves Saint Laurent, Paris Designer|Design House 1936 |1961
68765 83250 Gianni Versace|Gianni Versace Designer|Design House 1946 |1978
68774 83259 Madeleine Vionnet Designer 1876
68909 83442 Yves Saint Laurent|Yves Saint Laurent, Paris Designer|Design House 1936 |1961
68910 83443 Emanuel Ungaro Designer 1933
69306 84034 Nettie Rosenstein Designer 1890
71104 87016 House of Paquin|Mme. Jeanne Paquin Design House|Designer 1891 |1869
71130 87370 Giorgio Armani Designer 1934-07-11
71171 87613 Gucci|Tom Ford Design House|Designer 1921 |1961
71387 88645 Alexander McQueen|Alexander McQueen Design House|Designer 1992 |1969
80962 112900 Miguel Adrover Designer 1965
87259 130481 Yves Saint Laurent|Yves Saint Laurent, Paris Designer|Design House 1936 |1961
91890 159388 Charles James Designer 1906

Tests to play with how to gather Designer, Design House and Manufacturer info into a dataframe

list_df = pd.DataFrame(columns=['type','entity'])

array = []
s1 = "Rébè|Yves Saint Laurent|House of Dior"
s2 = "Manufacturer|Designer|Design House"
s3 = "1936 |1947"
array.append([x.strip() for x in s1.split('|')]) 
array.append([x.strip() for x in s2.split('|')])
array.append([x.strip() for x in s3.split('|')])

# array
#new_df = pd.DataFrame([['A','B','C']])
#pd.concat(list_df,new_df)

#list_df
array
[['Rébè', 'Yves Saint Laurent', 'House of Dior'],
 ['Manufacturer', 'Designer', 'Design House'],
 ['1936', '1947']]
new_df = pd.DataFrame(
    {
     'entity': array[0],
     'type'  : array[1]
    }
)

new_df
entity type
0 Rébè Manufacturer
1 Yves Saint Laurent Designer
2 House of Dior Design House

Costume Institute complete collection tests

# Raw counts - not accureate because it's a composite field that may have designer, design house, manufacturer, etc
costume_df['Artist Display Name'].value_counts()
Giorgio di Sant'Angelo                                                                              555
Charles James                                                                                       453
Cristobal Balenciaga|House of Balenciaga                                                            315
Madame Grès (Alix Barton)                                                                           305
Geoffrey Beene                                                                                      264
Yves Saint Laurent|Yves Saint Laurent, Paris                                                        261
Christian Dior|House of Dior                                                                        226
Mainbocher                                                                                          201
Elsa Schiaparelli                                                                                   177
Halston                                                                                             155
James Galanos                                                                                       140
Sally Victor                                                                                        135
Hubert de Givenchy|House of Givenchy                                                                135
Gabrielle Chanel|House of Chanel                                                                    133
Pierre Cardin                                                                                       127
Issey Miyake|Miyake Design Studio                                                                   126
Norman Norell                                                                                       125
Jean Paul Gaultier                                                                                  123
Roger Vivier|House of Dior                                                                          108
Gilbert Adrian                                                                                      106
Bonnie Cashin                                                                                       106
Claire McCardell|Townley Frocks                                                                     103
Madeleine Vionnet                                                                                   103
Valentina                                                                                           102
Herbert Levine Inc.                                                                                 102
Elsa Schiaparelli|House of Schiaparelli                                                              99
Jeanne Lanvin|House of Lanvin                                                                        91
Elizabeth Hawes                                                                                      90
Bergdorf Goodman                                                                                     88
House of Balenciaga|Cristobal Balenciaga                                                             87
Saks Fifth Avenue                                                                                    87
Vivienne Westwood|Malcolm McLaren                                                                    87
Marc Bohan|House of Dior                                                                             85
Rudi Gernreich                                                                                       85
Callot Soeurs                                                                                        80
Paul Poiret                                                                                          78
Brooks Brothers                                                                                      76
House of Worth                                                                                       73
Calvin Klein|Calvin Klein, Inc.                                                                      72
Steven Arpad                                                                                         71
Comme des Garçons|Rei Kawakubo                                                                       70
Romeo Gigli                                                                                          70
André Courrèges                                                                                      69
Perry Ellis Sportswear Inc.|Perry Ellis                                                              67
Valentino                                                                                            66
Hermès                                                                                               66
Gianni Versace|Gianni Versace                                                                        66
Vivienne Westwood                                                                                    65
Pierre Yantorny                                                                                      64
Serendipity 3                                                                                        61
Susan Bennis/Warren Edwards                                                                          58
Mariano Fortuny|Fortuny                                                                              57
Emilio Pucci                                                                                         57
Pauline Trigère                                                                                      55
Todd Oldham                                                                                          54
Bonnie Cashin|Philip Sills & Co.                                                                     54
Vera Maxwell                                                                                         54
B. Altman & Co.                                                                                      53
Norman Norell|Traina-Norell                                                                          53
Emanuel Ungaro                                                                                       52
Yohji Yamamoto                                                                                       50
Mugler|Thierry Mugler                                                                                50
Norma Kamali                                                                                         49
A. Sulka & Company                                                                                   48
Malcolm McLaren|Vivienne Westwood                                                                    47
Giorgio Armani|Giorgio Armani                                                                        47
Helmut Lang                                                                                          46
Yves Saint Laurent|House of Dior                                                                     45
Missoni                                                                                              45
Yves Saint Laurent|Yves Saint Laurent Rive Gauche|Yves Saint Laurent, Paris                          45
Arnold Scaasi                                                                                        44
Bonnie Cashin|Crescendoe Gloves, Inc.                                                                44
Edward Molyneux                                                                                      44
Gucci                                                                                                43
Azzedine Alaïa                                                                                       41
John Frederics                                                                                       41
House of Chanel|Karl Lagerfeld                                                                       41
Bill Blass|Bill Blass Ltd.                                                                           41
Jacques Doucet                                                                                       40
Thea Porter                                                                                          39
House of Chanel                                                                                      39
Pierre Balmain|House of Balmain                                                                      39
Rei Kawakubo|Comme des Garçons                                                                       39
House of Lanvin|Jeanne Lanvin                                                                        39
Zandra Rhodes                                                                                        38
Oscar de la Renta|Oscar de la Renta, Ltd.                                                            37
Jean Dessès                                                                                          37
Charles James|Samuel Winston                                                                         37
Lilly Daché                                                                                          37
Henri Bendel                                                                                         36
Liberty & Co.                                                                                        36
Karl Lagerfeld|House of Chanel                                                                       36
Mary McFadden                                                                                        35
Jessie Franklin Turner                                                                               35
Dal Co'                                                                                              35
Stephen Burrows                                                                                      34
Jean Patou|House of Patou                                                                            34
Mr. David Evins                                                                                      33
Sarah Lipska                                                                                         33
Manolo Blahnik                                                                                       32
Dolce & Gabbana                                                                                      32
Yeohlee Teng                                                                                         31
Hattie Carnegie, Inc.                                                                                30
Bonwit Teller & Co.                                                                                  30
Beth Levine|Herbert Levine Inc.                                                                      30
House of Balenciaga|Nicolas Ghesquière                                                               30
Jacques Fath|House of Jacques Fath                                                                   30
House of Chanel|Gabrielle Chanel                                                                     30
Judith Leiber|Judith Leiber Couture Ltd.                                                             29
Lucile                                                                                               29
Mme. Eta Hentz                                                                                       29
Madame Marie Gerber|Callot Soeurs                                                                    29
Christian Lacroix                                                                                    29
Maison Martin Margiela|Martin Margiela                                                               29
Maria Gallenga                                                                                       29
Patricia von Musulin                                                                                 28
Martin Margiela|Maison Martin Margiela                                                               28
Roger Vivier                                                                                         27
Adolfo                                                                                               27
Tess Sholom|James Galanos                                                                            27
Delman                                                                                               26
Emile Pingat                                                                                         26
Charles Frederick Worth|House of Worth                                                               26
J. & J. Slater                                                                                       25
Nettie Rosenstein                                                                                    25
Lord & Taylor                                                                                        25
Tiffany & Co.                                                                                        25
House of Dior                                                                                        24
Kenneth Jay Lane                                                                                     24
Judith Leiber Couture Ltd.|Judith Leiber                                                             23
Christian Francis Roth                                                                               23
Hanae Mori                                                                                           23
Carolyn Schnurer                                                                                     22
Claire McCardell                                                                                     22
Mme. Jeanne Paquin|House of Paquin                                                                   22
Alexander McQueen|Alexander McQueen                                                                  22
Paul Smith                                                                                           22
Townley Frocks|Claire McCardell                                                                      21
Traina-Norell|Norman Norell                                                                          21
House of Worth|Jean-Philippe Worth                                                                   20
Trifari                                                                                              20
Anne Klein|Anne Klein and Company                                                                    20
Abercrombie and Fitch Co.                                                                            19
Madame Suzy                                                                                          19
Golo Footwear Corporation                                                                            19
Salvatore Ferragamo                                                                                  19
Christophe                                                                                           19
Prada|Miuccia Prada                                                                                  19
Donald Brooks                                                                                        19
Jeanne Hallée                                                                                        19
Claude Montana                                                                                       18
William J.                                                                                           18
Stephen Sprouse                                                                                      18
Patrick Kelly                                                                                        18
House of Worth|Charles Frederick Worth                                                               18
John Galliano|John Galliano                                                                          18
Cristobal Balenciaga|EISA|House of Balenciaga                                                        18
Jean Muir                                                                                            18
Jean-Philippe Worth|House of Worth                                                                   17
Royal Worcester Corset Company                                                                       17
Revillon Frères                                                                                      17
Bob, Inc., N.Y.                                                                                      17
House of Balmain|Pierre Balmain                                                                      17
Andrew Logan                                                                                         17
Mr. John, Inc.                                                                                       17
House of Paquin                                                                                      16
Babani                                                                                               16
Callot Soeurs|Madame Marie Gerber                                                                    16
Tess Sholom                                                                                          16
Vera Neumann                                                                                         16
Rose Valois                                                                                          16
Mila Schön                                                                                           16
House of Dior|Christian Dior                                                                         16
House of Schiaparelli                                                                                16
John Galliano                                                                                        16
Caroline Reboux                                                                                      16
Paulette                                                                                             16
Ralph Rucci                                                                                          16
Donna Karan|Donna Karan New York                                                                     16
I. Miller                                                                                            16
Alfred J. Cammeyer                                                                                   15
Fendi                                                                                                15
Nicholas Alan Cope                                                                                   15
Anne Fogarty                                                                                         15
Irving Penn|Paul Poiret                                                                              15
Hellstern and Sons                                                                                   15
Boué Soeurs                                                                                          15
Stephen Jones                                                                                        15
Salvatore Ferragamo|Salvatore Ferragamo                                                              15
André Perugia                                                                                        15
Emme, Inc.                                                                                           14
Peal & Co., Ltd.                                                                                     14
Turnbull & Asser                                                                                     14
Robert Piguet                                                                                        14
Nicolas Ghesquière|House of Balenciaga                                                               14
Stern Brothers                                                                                       14
Bon Marché                                                                                           13
Oscar de la Renta|House of Balmain                                                                   13
Lucien Lelong                                                                                        13
Caroline Reboux|Caroline Reboux                                                                      13
Worcester Corset Company                                                                             13
Jay-Thorpe, Inc.                                                                                     13
Carolina Herrera                                                                                     13
Best & Co.                                                                                           13
Ralph Lauren|Ralph Lauren                                                                            13
Chloé                                                                                                13
René Mancini                                                                                         13
Maud Frizon                                                                                          12
Dominick LaValle                                                                                     12
Lucienne Rabaté|Caroline Reboux                                                                      12
House of Patou                                                                                       12
Gabriele Knecht                                                                                      12
House of Drécoll                                                                                     12
Irving Penn|Madeleine Vionnet                                                                        12
Seymour Troy Originals                                                                               12
Dries Van Noten                                                                                      12
Issey Miyake                                                                                         12
Miriam Haskell                                                                                       12
Whiting and Davis Company, Inc.                                                                      12
Halston|Bergdorf Goodman                                                                             12
Rudi Gernreich|Harmon Knitwear                                                                       12
Sophie Gimbel|Saks Fifth Avenue                                                                      12
Herbert Levine Inc.|Beth Levine                                                                      12
Lanz of Salzburg                                                                                     12
Frederick Loeser & Company                                                                           12
Orser & Terrizzi                                                                                     11
Yves Saint Laurent                                                                                   11
Jantzen                                                                                              11
Roberto Cavalli                                                                                      11
Wanamaker's                                                                                          11
George Peter Stavropoulos                                                                            11
Hurd Shoe Co.                                                                                        11
Rogers, Peet & Company                                                                               11
Montes de Oca                                                                                        11
J. Ferry                                                                                             11
Emma Gibbs-Battie                                                                                    11
Roger Vivier|Saks Fifth Avenue                                                                       10
Koos van den Akker                                                                                   10
Balch, Price & Company                                                                               10
B. Piattelli                                                                                         10
Mr. Omar Kiam                                                                                        10
Barry Kieselstein-Cord                                                                               10
Abraham & Straus                                                                                     10
Jacques Fath|Marvella                                                                                10
Hattie Carnegie|Hattie Carnegie, Inc.                                                                10
Weeks                                                                                                10
Marc Jacobs                                                                                          10
Ronald Kolodzie                                                                                      10
Tina Leser                                                                                           10
House of Dior|Marc Bohan                                                                             10
Miss Sally Milgrim|Milgrim                                                                           10
Paco Rabanne                                                                                         10
Brooke Cadwallader                                                                                   10
Albanese                                                                                              9
Emme, Inc.|Adolfo                                                                                     9
Jean-Philippe Worth|Charles Frederick Worth|House of Worth                                            9
Franco Moschino|House of Moschino                                                                     9
John P. John|Mr. John, Inc.                                                                           9
Muriel Kallis Newman                                                                                  9
Nellie Harrington                                                                                     9
Gucci|Tom Ford                                                                                        9
John Kloss                                                                                            9
House of Balenciaga                                                                                   9
Emilia and Elvira Frezzini                                                                            9
Norman Norell|Hattie Carnegie, Inc.                                                                   9
Wiener Werkstätte                                                                                     9
Selbine                                                                                               9
Harry Rosenfeld                                                                                       9
Xüly Bet|Lamine Kouyaté                                                                               9
Tom Ford|Gucci                                                                                        9
Redfern                                                                                               9
Huk-A-Poo                                                                                             9
Reynier                                                                                               9
Tess Sholom|Bill Blass Ltd.                                                                           9
Netch and Frater                                                                                      9
Sarmi                                                                                                 9
Gianni Versace|Versace Couture|Gianni Versace                                                         9
Karl Lagerfeld|Chloé                                                                                  9
Ronaldus Shamask                                                                                      9
Joseph Love, Inc.                                                                                     9
Knox                                                                                                  9
Maggy Rouff                                                                                           9
Mrs. Sylvia Pedlar                                                                                    9
F. L. Dunne & Company                                                                                 9
Kayser-Roth Glove Co., Inc                                                                            9
Workers For Freedom                                                                                   8
Iris Lingerie Co., Inc.|Mrs. Sylvia Pedlar                                                            8
Mr. David Evins|I. Miller                                                                             8
House of Charles Jourdan                                                                              8
Brooke Cadwallader|Mrs. Joan Lang                                                                     8
Ann Demeulemeester                                                                                    8
Gianfranco Ferré|House of Dior                                                                        8
Isaac Mizrahi|Mark Atkinson|David Weeks                                                               8
Phelps                                                                                                8
Ann Lowe                                                                                              8
House of Lanvin                                                                                       8
Mrs. Esther A. Klepper                                                                                8
Tom Brigance                                                                                          8
Alexandrine                                                                                           8
Jean-Charles de Castelbajac                                                                           8
Andrea Pfister                                                                                        8
Kenzo|Kenzo Takada                                                                                    8
Guy Laroche                                                                                           8
Bill Blass                                                                                            8
Arthur Falkenstein                                                                                    8
L. P. Hollander & Co., Boston                                                                         8
House of Dior|Roger Vivier                                                                            8
Vendôme & Coro                                                                                        8
Suzanne Talbot                                                                                        8
Mrs. Esther A. Klepper|Hattie Carnegie, Inc.                                                          8
Carolyn Schnurer|ABC Fabrics                                                                          8
Calvin Curtis                                                                                         8
James Lock & Co. Ltd                                                                                  8
Charles Jourdan|House of Charles Jourdan                                                              8
Bruyère                                                                                               8
H. Harris                                                                                             8
Mabel Julianelli                                                                                      8
Jacques Heim                                                                                          8
Antonio del Castillo                                                                                  8
Sonia Rykiel                                                                                          8
House of Lanvin|Jules François Crahay                                                                 8
Bernardo Sandals                                                                                      8
Jean Paul Gaultier|Gaultier Paris                                                                     7
Formfit Rogers                                                                                        7
Morris Wolock & Co.                                                                                   7
Shaun Leane                                                                                           7
Miyake Design Studio|Issey Miyake                                                                     7
Elaine Post                                                                                           7
Stovel & Mason                                                                                        7
Thomas                                                                                                7
EISA|Cristobal Balenciaga|House of Balenciaga                                                         7
Fiorucci                                                                                              7
Yves Saint Laurent, Paris|Yves Saint Laurent                                                          7
House of Dior|John Galliano                                                                           7
Jo Copeland                                                                                           7
Cadolle                                                                                               7
Crescendoe Gloves, Inc.|Bonnie Cashin                                                                 7
Elsa Schiaparelli|House of Lesage                                                                     7
Hook, Knowles & Co.                                                                                   7
Polo Ralph Lauren|Ralph Lauren|Ralph Lauren                                                           7
Philip Treacy                                                                                         7
Ciner                                                                                                 7
Mondial Shoe|Leather's Best                                                                           7
House of Dior|Yves Saint Laurent                                                                      7
Michael Vollbracht                                                                                    7
Betsey Johnson                                                                                        7
Cavanagh                                                                                              7
Walter Florell                                                                                        7
Bianchini-Férier|Marc Bohan|House of Dior                                                             7
Hattie Carnegie                                                                                       7
Mark W. Cross                                                                                         7
Charles James|Cavanaugh Model Form Co.                                                                7
Vivienne Westwood|Malcolm McLaren|Seditionaries                                                       7
Ceil Chapman                                                                                          7
Miuccia Prada|Prada                                                                                   7
Burberry                                                                                              7
Rouff                                                                                                 7
Viktor and Rolf                                                                                       7
The Chelsea Cobbler                                                                                   7
Emilio Pucci|Saks Fifth Avenue                                                                        7
Philippe Model                                                                                        7
Robert Dudley                                                                                         7
Junya Watanabe                                                                                        7
Bruno Magli SP.A.                                                                                     7
Marshall Field & Company                                                                              7
Frattegiani                                                                                           7
John Patterson & Co.                                                                                  7
Sybil Connolly                                                                                        7
Mary Quant                                                                                            7
Betsey Johnson|Paraphernalia                                                                          7
John Galliano|House of Dior                                                                           7
Stephen Dweck                                                                                         7
Karl Lagerfeld                                                                                        6
Nancy Haggerty                                                                                        6
House of Lanvin|Antonio del Castillo                                                                  6
Christian Dior|House of Dior|Christian Dior, Colifichets                                              6
Philippe Venet                                                                                        6
Jacques Tiffeau                                                                                       6
Mme. Eta Hentz|Ren-Eta Gowns, Inc.                                                                    6
Leila Larmon|Stephen Bruce|Serendipity 3                                                              6
Bonnie Cashin|Adler and Adler                                                                         6
Rifat Ozbek                                                                                           6
Charles Strohbeck, Inc.                                                                               6
Jacques Griffe                                                                                        6
Carmelo Pomodoro                                                                                      6
Pierre Corrard                                                                                        6
Alberto Fabiani                                                                                       6
Walter Steiger                                                                                        6
A.E. Little & Co.                                                                                     6
Bill Blass Ltd.                                                                                       6
Thom Browne                                                                                           6
Ben Kahn Furs                                                                                         6
Hussein Chalayan                                                                                      6
Barbara Hulanicki                                                                                     6
Palter DeLiso, Inc.                                                                                   6
F. Pinet, Paris                                                                                       6
Bill Cunningham                                                                                       6
Christian Dior|Delman                                                                                 6
Peter Thomson                                                                                         6
Fairyland                                                                                             6
Irving Penn|Madame Grès (Alix Barton)                                                                 6
Vivienne Tam                                                                                          6
Ansonia de Luxe                                                                                       6
Andrew Geller, Inc.                                                                                   6
Marguery Bolhagen                                                                                     6
Blades                                                                                                6
Gianni Versace                                                                                        6
Lloyd                                                                                                 6
Franklin Simon & Co.                                                                                  6
Cartier                                                                                               6
Celine                                                                                                6
Miss Muriel King                                                                                      6
Albion                                                                                                6
House of Chanel|Karl Lagerfeld|House of Chanel                                                        6
Sophie Gimbel                                                                                         6
Kansai Yamamoto                                                                                       6
Lilly Pulitzer|Lilly Pulitzer Inc.                                                                    6
Gelot                                                                                                 6
Echo Scarfs                                                                                           6
As Four                                                                                               5
Traina-Norell                                                                                         5
Tom Binns                                                                                             5
Dupuy                                                                                                 5
Parachute                                                                                             5
Felix Chabluk Smith                                                                                   5
Shoe Biz                                                                                              5
Alexander McQueen                                                                                     5
A. G. Spalding & Bros.                                                                                5
Dobbs                                                                                                 5
Mon. Vignon                                                                                           5
Jacques Griffe|Griffe of Paris                                                                        5
Billy Boy                                                                                             5
Leather's Best|Paul Blavier                                                                           5
Galeries Lafayette                                                                                    5
Louiseboulanger                                                                                       5
House of Jacques Fath                                                                                 5
George Halley                                                                                         5
Herbert Luey                                                                                          5
Sybilla                                                                                               5
Catherine Donovan                                                                                     5
Oscar de la Renta                                                                                     5
Madame Agnès                                                                                          5
Louise Nevelson                                                                                       5
Depret                                                                                                5
Cole of California                                                                                    5
Holly Harp                                                                                            5
Wetzel                                                                                                5
A. Gillet                                                                                             5
Charles Frederick Worth|Jean-Philippe Worth|House of Worth                                            5
Chéruit                                                                                               5
Bloomingdale Brothers Inc.                                                                            5
Raymond Duncan                                                                                        5
Fira Benenson                                                                                         5
Polo Ralph Lauren|Field Brothers|Ralph Lauren|Ralph Lauren                                            5
House of Chanel|Massaro                                                                               5
Yves Saint Laurent Rive Gauche|Yves Saint Laurent|Yves Saint Laurent, Paris                           5
Sinclair Mills|Tom Brigance                                                                           5
Kenzo                                                                                                 5
Barbara R. Bolan                                                                                      5
Marcel Rochas                                                                                         5
Scott Barrie                                                                                          5
Francesco Maria Bandini                                                                               5
Fiamma Ferragamo|Salvatore Ferragamo                                                                  5
House of Ricci                                                                                        5
Rosina Ferragamo Schiavone                                                                            5
Reeves Brothers Inc.|Mrs. Helen Cookman                                                               5
Carlos Falchi                                                                                         5
Rosina Schiavone Ferragamo                                                                            5
Joseph Love, Inc.|Joseph Love, Inc.                                                                   5
Anne Klein|Calderon                                                                                   5
Christopher Kane                                                                                      5
Bill Tice                                                                                             5
Adolfo|Saks Fifth Avenue                                                                              5
Delman|Bergdorf Goodman                                                                               5
Milch                                                                                                 5
Madame Pauline                                                                                        5
Braagaard                                                                                             5
Hanes Hosiery, Inc.                                                                                   5
Fontana                                                                                               5
Koret                                                                                                 5
Rudi Gernreich|Westwood Knitting Mills                                                                5
Levi-Strauss and Company                                                                              5
Ethel L. Wilson Hughes                                                                                5
Gianfranco Ferré                                                                                      5
Crocker                                                                                               4
Elsa Schiaparelli|Irving Penn                                                                         4
Harrods, Ltd.                                                                                         4
Newton Elkin Shoe Co.                                                                                 4
Malcolm McLaren|Vivienne Westwood|Seditionaries                                                       4
Bill Blass|PBM|Bonwit Teller & Co.                                                                    4
Aux Mille and Une Nuits                                                                               4
Christian Louboutin                                                                                   4
Viola Sylbert                                                                                         4
Mazane                                                                                                4
Jean Muir|Henri Bendel                                                                                4
Hubert de Givenchy|House of Givenchy|Roger Vivier                                                     4
House of Paquin|Mme. Jeanne Paquin                                                                    4
Yves Saint Laurent, Paris|Yves Saint Laurent, Paris                                                   4
Madame Grès (Alix Barton)|Massaro                                                                     4
Henry Poole & Co.                                                                                     4
Yohji Yamamoto|Y-3                                                                                    4
Beer|Gustave Beer                                                                                     4
Florsheim                                                                                             4
Maximilian                                                                                            4
Bonnie August|Danskin|Milliken                                                                        4
Opening Ceremony|Yoko Ono                                                                             4
Carolyn Schnurer|Hollander                                                                            4
Patrick Cox                                                                                           4
Larry Le Gaspi                                                                                        4
Carolyn Schnurer|Dan River Mills                                                                      4
Gorham Manufacturing Company                                                                          4
Roger Vivier|Delman                                                                                   4
Scarves by Vera, Inc.|Vera Neumann                                                                    4
Anne Klein                                                                                            4
Carey Adina                                                                                           4
Charles Jourdan                                                                                       4
Madame Geo                                                                                            4
Helene Arpels                                                                                         4
Norman Norell|Bonwit Teller & Co.                                                                     4
G. Fox & Company                                                                                      4
Vera Wang                                                                                             4
Elias Daggs                                                                                           4
Claude Lalanne                                                                                        4
Issey Miyake|A-POC                                                                                    4
Germaine Vittu                                                                                        4
Ridabock & Company                                                                                    4
Langdon, Batcheller & Company                                                                         4
Myrbor                                                                                                4
C. G. Gunther's Sons                                                                                  4
I. Magnin & Co.                                                                                       4
Massaro                                                                                               4
House of Balenciaga|Demna Gvasalia                                                                    4
Madame Grès (Alix Barton)|Mr. David Evins                                                             4
Irene Galitzine                                                                                       4
André Laug                                                                                            4
Franco Moschino|Moschino Couture|House of Moschino                                                    4
Cristobal Balenciaga|René Mancini|House of Balenciaga                                                 4
Irving Penn|Mme. Jeanne Paquin                                                                        4
House of Givenchy|Hubert de Givenchy                                                                  4
Eugénie Safontas                                                                                      4
Anthony Muto                                                                                          4
Etcetera                                                                                              4
Hickson Inc.                                                                                          4
Pablo Picasso|J. C. D'Ahetze                                                                          4
Yves Saint Laurent, Paris|Yves Saint Laurent|Yves Saint Laurent Rive Gauche                           4
Billy Weiss|Herzman Scarfs                                                                            4
Claude Sabbah                                                                                         4
Dorothée Bis                                                                                          4
House of Schiaparelli|Jean Clemént|Roger Jean-Pierre                                                  4
Ken Scott                                                                                             4
Fendi|Bergdorf Goodman                                                                                4
Iris Van Herpen|Iris Van Herpen                                                                       4
Jean Barthet                                                                                          4
Oscar de la Renta, Ltd.|Oscar de la Renta                                                             4
Angel Estrada                                                                                         4
R. H. Macy & Co.                                                                                      4
Marc Jacobs|Perry Ellis Sportswear Inc.                                                               4
Préville                                                                                              4
Shannon Rodgers                                                                                       4
Elsa Peretti                                                                                          4
Margaret Jerrold                                                                                      4
Worcester Skirt Company                                                                               4
Yves Saint Laurent Rive Gauche|Yves Saint Laurent, Paris                                              4
Mollie Parnis                                                                                         4
Hubert de Givenchy                                                                                    4
Esther Dorothy                                                                                        4
House of Premet                                                                                       4
Irving Penn|Callot Soeurs                                                                             4
Eduardo Costa                                                                                         4
Elsa Schiaparelli|Jean Clemént                                                                        4
François Villon                                                                                       4
Mr. Luis Estévez                                                                                      4
Hubert de Givenchy|Massaro                                                                            4
Iida & Co./Takashimaya                                                                                4
House of Worth|Roger Worth                                                                            4
Capezio Inc.                                                                                          4
Bill Blass|PBM                                                                                        4
Wamsutta|Carolyn Schnurer                                                                             4
Karl Lagerfeld|Fendi                                                                                  4
John P. John|John Frederics                                                                           4
Jenny                                                                                                 4
Chipp New York New Haven                                                                              4
Gant Venice                                                                                           4
Maison Lewis                                                                                          3
Goupy                                                                                                 3
Comme des Garçons|Junya Watanabe                                                                      3
Stephen Bruce|Leila Larmon|Serendipity 3                                                              3
House of Ricci|Olivier Theyskens                                                                      3
Oscar de la Renta|Oscar de la Renta                                                                   3
Furst and Mooney, Inc                                                                                 3
Amelia Gray|James Galanos                                                                             3
Mark Mooring|Bergdorf Goodman                                                                         3
Lanvin-Castillo|Antonio del Castillo                                                                  3
Perry Ellis|Perry Ellis                                                                               3
Calugi e Giannelli                                                                                    3
Fenton Footwear|Saks Fifth Avenue                                                                     3
Chester Weinberg                                                                                      3
Fernando Sanchez                                                                                      3
Adele Simpson                                                                                         3
Brioni                                                                                                3
Nancy Haggerty Shoes, Inc.                                                                            3
Prada                                                                                                 3
Comme des Garçons                                                                                     3
Claude Saint-Cyr                                                                                      3
Gale Epstein                                                                                          3
Carolyn Schnurer|Galey and Lord, Inc.                                                                 3
Norman Hartnell                                                                                       3
P. Rouillier                                                                                          3
Fabrice                                                                                               3
Vivienne Westwood|Keith Haring|Malcolm McLaren                                                        3
Mr. Philip Hulitar                                                                                    3
Thurn                                                                                                 3
House of Moschino                                                                                     3
Bill Blass|Maurice Rentner                                                                            3
Norman Norell|Mr. David Evins                                                                         3
Wasservogel Corsetière                                                                                3
A. Felix                                                                                              3
Issey Miyake|Miyake Design Studio|Rainbow                                                             3
Bally of Switzerland                                                                                  3
Poster Dress, Ltd.|Harry Gordon                                                                       3
Rae Spencer-Cullen                                                                                    3
Robert Lee Morris|Donna Karan New York                                                                3
Vera                                                                                                  3
Ralph Lauren|Ralph Lauren|Polo Ralph Lauren                                                           3
House of Ricci|Nina Ricci                                                                             3
Christian Dior|House of Dior|Hattie Carnegie, Inc.                                                    3
Derigú                                                                                                3
J.C. Penney Co., Inc.                                                                                 3
Thierry Mugler|Mugler                                                                                 3
Leather's Best                                                                                        3
Christian Dior|Christian Dior, New York                                                               3
Isaac Mizrahi|Manolo Blahnik                                                                          3
Hardy Amies                                                                                           3
Carolyn Schnurer|S. Edwards                                                                           3
Van Raalte                                                                                            3
Cadoro Jewels Corp.                                                                                   3
Saks & Company                                                                                        3
Nikolas C. Mills                                                                                      3
West's                                                                                                3
Charles James|E. J. Korvette                                                                          3
Viktor and Rolf|Viktor and Rolf                                                                       3
Sonia Rykiel|Henri Bendel                                                                             3
Staron|Marc Bohan|House of Dior                                                                       3
James McCreery & Company                                                                              3
Tokio Kumagaï                                                                                         3
Raf Simons|House of Dior                                                                              3
Giorgio Armani                                                                                        3
Zandra Rhodes|Henri Bendel                                                                            3
Stein & Blaine                                                                                        3
Denise Sarrault|Right Now                                                                             3
Alexander's                                                                                           3
Elsa Peretti|Tiffany & Co.                                                                            3
Pierre Cardin|Bonwit Teller & Co.                                                                     3
Simon Costin                                                                                          3
Gerald Murphy|Mark W. Cross                                                                           3
Mme. Uoll Gross                                                                                       3
Julio                                                                                                 3
Vivienne Westwood|Malcolm McLaren|SEX|Seditionaries                                                   3
Mark Mooring                                                                                          3
Walter Worldwide                                                                                      3
Oscar de la Renta|House of Balmain|House of Balmain                                                   3
Christian Lacroix|Christian Lacroix                                                                   3
Melnotte                                                                                              3
Simonetta                                                                                             3
Fortuny|Mariano Fortuny                                                                               3
Julius Kayser & Company                                                                               3
H. O'Neill & Co.                                                                                      3
Ted Lapidus                                                                                           3
Terry Mayer|Tiffany & Co.                                                                             3
Mrs. Osborn Company                                                                                   3
Bill Gibb                                                                                             3
H & W Company                                                                                         3
James McCutcheon & Co.                                                                                3
Bronzini|Brooke Cadwallader                                                                           3
Ball Band                                                                                             3
La Ray Footwear                                                                                       3
Cristobal Balenciaga|Roger Vivier|House of Balenciaga                                                 3
Myrbor|Sarah Lipska                                                                                   3
Ben Zuckerman                                                                                         3
De Pinna                                                                                              3
Tommy Nutter                                                                                          3
House of Dior|Raf Simons|House of Dior                                                                3
Cluett, Peabody & Company, Inc.                                                                       3
James Lindsay McCreery|Mr. Field, Inc.                                                                3
Gundry & Sons                                                                                         3
House of Moschino|Franco Moschino                                                                     3
Rick Owens                                                                                            3
Jules Bashein                                                                                         3
Cerruti 1881                                                                                          3
Pam Hogg                                                                                              3
Calderon                                                                                              3
Mme. Germaine Monteil                                                                                 3
F. R. Tripler & Co.                                                                                   3
C. Nannelli                                                                                           3
B. H. Wragge                                                                                          3
Ossie Clark                                                                                           3
David Emanuel|Elizabeth Emanuel|Emanuel                                                               3
Betaille                                                                                              3
Federico Forquet                                                                                      3
Nike                                                                                                  3
Jacqmar                                                                                               3
Samuel Winston, Inc.|Charles James                                                                    3
John Moore                                                                                            3
Jean Cacharel                                                                                         3
Geoffrey Beene|Saks Fifth Avenue                                                                      3
Dominique France                                                                                      3
Elsa Schiaparelli|Bonwit Teller & Co.                                                                 3
F. Cruwys                                                                                             3
Elsa Schiaparelli|Saks Fifth Avenue                                                                   3
Hickey Freeman|F. R. Tripler & Co.                                                                    3
John Stephen                                                                                          3
H. Jaeckal & Sons                                                                                     3
Lee                                                                                                   3
Ossie Clark|Quorum                                                                                    3
Isabel Canovas                                                                                        3
Ralph Lauren                                                                                          3
House of Balmain|Oscar de la Renta                                                                    3
Donna Karan|Donna Karan New York|Bergdorf Goodman                                                     3
Osvaldo Testa                                                                                         3
Christian Lacroix|House of Patou                                                                      3
Georges Kaplan                                                                                        3
Evelyn Schless                                                                                        3
Fragiacomo                                                                                            3
House of Dior|Miss Dior                                                                               3
Mario Valentino                                                                                       3
Roberta di Camerino                                                                                   3
Gabrielle Chanel                                                                                      3
Chéruit|Raudnitz and Co. - Huet and Chéruit                                                           3
Demna Gvasalia|House of Balenciaga                                                                    3
Chanel Boutique|Karl Lagerfeld|House of Chanel                                                        3
Henriette Favre                                                                                       3
Elsa Schiaparelli|Jean Clemént|Roger Jean-Pierre                                                      3
Martial & Armand                                                                                      3
Mr. Fish                                                                                              3
H. Huntsman & Sons                                                                                    3
Karl Lagerfeld|Chloé|Saks Fifth Avenue                                                                3
Nina-Fay Foundations, Inc.                                                                            3
Trimingham's                                                                                          3
Diane von Furstenberg                                                                                 3
Gantner of California                                                                                 3
Damon Creations|Larry Weinstein                                                                       3
Briggs & Sons, London                                                                                 3
Vera Neumann|Scarves by Vera, Inc.                                                                    3
Browning, King & Company                                                                              3
Rayne                                                                                                 3
Giorgio di Sant'Angelo|Tess Sholom                                                                    3
Albertina-Roma                                                                                        3
Emilio Schuberth                                                                                      3
Manby                                                                                                 3
Costa                                                                                                 3
Hawes & Curtis, Ltd.                                                                                  3
Samo                                                                                                  3
Palter DeLiso, Inc.|Bonwit Teller & Co.                                                               3
Jacques Fath                                                                                          3
Salvatore Ferragamo|Fiamma Ferragamo                                                                  3
Maniatis Bottier, Paris                                                                               3
Edward Gellman                                                                                        3
Cangemi, Inc.                                                                                         3
House of Dior|John Galliano|House of Dior                                                             3
Anne Fogarty|Capezio Inc.                                                                             3
John Cavanagh                                                                                         3
N. Greco                                                                                              3
Karl Lagerfeld|House of Chanel|House of Chanel                                                        3
Camille                                                                                               3
Hollander|Carolyn Schnurer                                                                            3
Carolyn Schnurer|Crown Textile Company, Incorporated                                                  3
Bernard Figueroa                                                                                      3
Bernard Weatherill                                                                                    3
Joseph                                                                                                3
Jack Rogers                                                                                           3
Natacha Rambova                                                                                       3
John Frederics|John P. John                                                                           2
Madame Alphonsine                                                                                     2
Yves Saint Laurent Rive Gauche|Yves Saint Laurent, Paris|Yves Saint Laurent                           2
Peter Max                                                                                             2
Tess Sholom|Bill Blass|Bill Blass Ltd.                                                                2
Vera for F.R.                                                                                         2
Melton                                                                                                2
Janette Colombier                                                                                     2
Borsalino                                                                                             2
Daniel Storto                                                                                         2
Mimi di Niscemi                                                                                       2
Bes-Ben                                                                                               2
Jordan Marsh & Company                                                                                2
J.H. McKenney & Company                                                                               2
Delman|House of Dior|Roger Vivier                                                                     2
Rupert Lycett Green|Blades                                                                            2
Alexander McQueen|House of Givenchy                                                                   2
Calvin Klein, Inc.|Calvin Klein                                                                       2
Madeleine Panizon                                                                                     2
Farquharson & Wheelock, N.Y.                                                                          2
Claude Montana|Bergdorf Goodman                                                                       2
Yves Saint Laurent|Madcaps International                                                              2
Sapphire                                                                                              2
Oomphies                                                                                              2
Cristobal Balenciaga|Bergdorf Goodman                                                                 2
Moschino Couture|House of Moschino                                                                    2
Mrs. Dunstan                                                                                          2
Joe Famolare                                                                                          2
Hubert de Givenchy|House of Schiaparelli                                                              2
Richard Tyler|Bergdorf Goodman                                                                        2
Massaro|House of Chanel                                                                               2
Wilson Folmar|Jay-Thorpe, Inc.                                                                        2
Dirk Bikkembergs                                                                                      2
Mario Valentino|V. Valentino                                                                          2
Erik                                                                                                  2
Gotham Gold Stripe                                                                                    2
Anderson & Sheppard                                                                                   2
Bob Mackie                                                                                            2
Bonnie Cashin|Eunice Cashin                                                                           2
Sarah Lipska|Myrbor                                                                                   2
Moss Shamask, Ltd.|Ronaldus Shamask                                                                   2
The Mallory Hat Company                                                                               2
René Véron|H. Moreau et Cie|Marc Bohan|House of Dior                                                  2
Paul Poiret|Raoul Dufy                                                                                2
Donna Karan New York|Donna Karan                                                                      2
Herman Patrick Tappé                                                                                  2
René-Jules Lalique                                                                                    2
The White House                                                                                       2
Kathryn Simon, American                                                                               2
Scott Paper, Ltd.                                                                                     2
Thomson, Langdon & Co.|W.S. Thomson & Company                                                         2
Nautica                                                                                               2
Madame Suzy|Bergdorf Goodman                                                                          2
House of Worth|Jean-Philippe Worth|Charles Frederick Worth                                            2
Shoe Biz|Henri Bendel                                                                                 2
Jean Paul Gaultier|Christian Louboutin                                                                2
Papillon                                                                                              2
Beth Levine|Andrew Geller, Inc.                                                                       2
Paraphernalia|Betsey Johnson                                                                          2
Versace Couture|Donatella Versace|Gianni Versace                                                      2
Aris                                                                                                  2
Serendipity 3|The Chelsea Cobbler                                                                     2
John Held Jr.                                                                                         2
Cristobal Balenciaga|House of Balenciaga|Bergdorf Goodman                                             2
Francis O'Neill                                                                                       2
Joan "Tiger" Morse                                                                                    2
Van Heusen                                                                                            2
Christiana Hummer                                                                                     2
Julius Garfinckel & Co.                                                                               2
U. S. Keds                                                                                            2
Fox Clothes of London                                                                                 2
Tom Ford|Yves Saint Laurent Rive Gauche|Yves Saint Laurent, Paris                                     2
Carlo de Gaspari Zezza                                                                                2
Mariano Fortuny                                                                                       2
C. Moykopf                                                                                            2
Maerten de Vos                                                                                        2
Gorini                                                                                                2
Delman|Roger Vivier                                                                                   2
Mme. Pauline                                                                                          2
Terry Mayer                                                                                           2
Irving Penn|Gabrielle Chanel                                                                          2
Franco Moschino                                                                                       2
Hubert de Givenchy|Givenchy Boutique|House of Givenchy                                                2
Matsuda|Mr. Yukio Kobayashi                                                                           2
Louis Vuitton Co.|Marc Jacobs                                                                         2
Bertha Stern                                                                                          2
Estelle Mérshon                                                                                       2
Realsilk                                                                                              2
Josephus Thimister|Josephus Thimister                                                                 2
Juana de Garzon|Henri Bendel                                                                          2
Frank Stella                                                                                          2
Geoffrey Beene|Bergdorf Goodman                                                                       2
Beth Levine|Herbert Levine Inc.|Bonwit Teller & Co.                                                   2
Imperial Knitting Co., Inc                                                                            2
Calvin Klein, Inc.|Francisco Costa                                                                    2
Nicolas Ghesquière|Callaghan                                                                          2
H. R. Mallinson and Company                                                                           2
Mor Weisz                                                                                             2
Christopher Ross                                                                                      2
Meier                                                                                                 2
Comme des Garçons|Rei Kawakubo|Stephen Jones                                                          2
Nettie Rosenstein|Bergdorf Goodman                                                                    2
The Glove Shop                                                                                        2
James Galanos|Bonwit Teller & Co.                                                                     2
Artisanal|Maison Martin Margiela|John Galliano                                                        2
noir kei ninomiya                                                                                     2
Hiroko Koshino                                                                                        2
Mrs. Made Krastins                                                                                    2
Marcelle Julien                                                                                       2
Eisenberg                                                                                             2
Francis                                                                                               2
Beer                                                                                                  2
Baron Wolman                                                                                          2
L.L. Bean                                                                                             2
Brooks Costume Company                                                                                2
Gilbert Adrian|Bonwit Teller & Co.                                                                    2
Terry Mayer|Cartier                                                                                   2
Maisons Agnès-Drécoll                                                                                 2
Stetson                                                                                               2
Rodarte                                                                                               2
J. Staton                                                                                             2
K. Geiger                                                                                             2
Carlo Palazzi, Inc.                                                                                   2
Margot, Inc.|Anne Fogarty                                                                             2
Joan Vass                                                                                             2
Helen Rose                                                                                            2
Marc Jacobs|Louis Vuitton Co.                                                                         2
Camille Roger                                                                                         2
Bill Smith                                                                                            2
Jupiter                                                                                               2
Bottega Veneta                                                                                        2
Arnold Constable & Company                                                                            2
House of Chanel|Mme. Gripoux                                                                          2
Sybilla|Gibo                                                                                          2
H. Jantzen Shoe Co.                                                                                   2
Darlington, Runk & Co.                                                                                2
Mrs. Pauline Potter|Hattie Carnegie, Inc.                                                             2
John Fluevog                                                                                          2
Fiamma Ferragamo|Salvatore Ferragamo|Saks Fifth Avenue                                                2
James McCreary and Co., N.Y.                                                                          2
Edwin C. Burt & Co.                                                                                   2
Mr. Pearl                                                                                             2
House of Worth|Jean-Charles Worth                                                                     2
Bullocks Wilshire|Irene                                                                               2
Tzaims Luksus                                                                                         2
Rudolph Hoffman & Company                                                                             2
Donna Karan|Donna Karan New York|DKNY                                                                 2
Peck & Peck                                                                                           2
Martin Margiela|Maison Martin Margiela|Artisanal                                                      2
Lyon                                                                                                  2
Sun-Sun                                                                                               2
Robert Clergerie                                                                                      2
Marcelle Chaumont                                                                                     2
Fortuny                                                                                               2
Alexander McQueen|Alexander McQueen|Shaun Leane                                                       2
Sullivan, Williams & Co., Ltd.                                                                        2
Halston|Elsa Peretti                                                                                  2
Danskin                                                                                               2
Louise Neut                                                                                           2
Tess Sholom|Karl Lagerfeld                                                                            2
Sommers, Inc.                                                                                         2
Susan Cianciolo                                                                                       2
Faucon                                                                                                2
Donna Karan|Bergdorf Goodman|Donna Karan New York                                                     2
Georges Doeuillet                                                                                     2
Anne Fogarty|Margot, Inc.                                                                             2
Busvines & Co. Paris                                                                                  2
Bruno Magli SP.A.|Bonwit Teller & Co.                                                                 2
Byblos                                                                                                2
Elsa Schiaparelli|Roger Jean-Pierre|Jean Clemént                                                      2
Agostino La Cavera|George T. Keen Inc.                                                                2
Kathleen, Inc.                                                                                        2
Clare Potter                                                                                          2
Todd Oldham|Manolo Blahnik                                                                            2
Denise Sarrault                                                                                       2
Bent & Bush                                                                                           2
Nan Duskin|Norman Norell                                                                              2
Lederer                                                                                               2
Charles Frederick Worth|Worth and Bobergh                                                             2
Catherine Walker                                                                                      2
Jaeger                                                                                                2
Elsa Schiaparelli|Henri Bendel                                                                        2
Budd                                                                                                  2
Madame Paolini                                                                                        2
James Galanos|Penn-Carol Hosiery Mills, Inc.                                                          2
Bernard Figueroa|D'alojo                                                                              2
House of Chanel|Manolo Blahnik|Karl Lagerfeld                                                         2
André Perugia|I. Miller                                                                               2
Beth Levine|Tony the Shoemaker                                                                        2
Jean-Philippe Worth|Jean-Charles Worth|House of Worth                                                 2
Ralph Lauren|Polo Ralph Lauren|Ralph Lauren                                                           2
Dieulafait & E. Bouclier                                                                              2
Kurzman                                                                                               2
John Lobb                                                                                             2
J. C. D'Ahetze|Pablo Picasso                                                                          2
Abigail Aldridge                                                                                      2
Janine Lacroix                                                                                        2
Raudnitz and Co. - Huet and Chéruit                                                                   2
Marguerite Zorach                                                                                     2
Bergdorf Goodman|Delman                                                                               2
Ruben Torres                                                                                          2
Arche                                                                                                 2
Jerro Brothers                                                                                        2
Valentino|Boutique Valentino                                                                          2
A. Bertin                                                                                             2
Charles James|Catoir Silk Company                                                                     2
Philip Sills & Co.|Bonnie Cashin                                                                      2
Amerikilt                                                                                             2
Madeleine Vramant                                                                                     2
Christian Dior|House of Dior|Christian Dior, New York                                                 2
Charles James|Homer Layne                                                                             2
F. X. Ledoux                                                                                          2
William de Lillo|Robert F. Clark                                                                      2
Goossens                                                                                              2
Tess Sholom|Giorgio di Sant'Angelo                                                                    2
Rossella Jardini|House of Moschino                                                                    2
Dertz                                                                                                 2
Frank Mazane|Mazane                                                                                   2
Springmaid|Carolyn Schnurer                                                                           2
Thomas|Morrison & Shribbs                                                                             2
G. Howard Hodge                                                                                       2
Neiman Marcus                                                                                         2
Tiffany & Co.|Muriel Kallis Newman                                                                    2
Serendipity 3|Stephen Bruce|Leila Larmon                                                              2
Rudi Gernreich|Capezio Inc.                                                                           2
Vicky Tiel                                                                                            2
Dorothy Liebes|Bonnie Cashin                                                                          2
Elio Fiorucci                                                                                         2
Mme. Mantel                                                                                           2
                                                                                                   ... 
Vera Maxwell|Feathermocs                                                                              1
Roger Fare                                                                                            1
Isaac Mizrahi|Maraolo|Paul Stuart                                                                     1
Ben Reig                                                                                              1
tao Comme des Garçons|Tao Kurihara                                                                    1
Seymour Troy Originals|R. H. Macy & Co.|Lown Shoes, Inc.                                              1
Malcolm McLaren|Vivienne Westwood|Jamie Reid                                                          1
Rudi Gernreich|Exquisite Form                                                                         1
Glenmore                                                                                              1
Larry Le Gaspi|Susan Bennis/Warren Edwards                                                            1
Chloé|Karl Lagerfeld|Saks Fifth Avenue                                                                1
Christian Louboutin|House of Balmain|Oscar de la Renta                                                1
Stovel & Mason|A. Sulka & Company                                                                     1
Suzanne Talbot|Bonwit Teller & Co.                                                                    1
Bergdorf Goodman|Florence Eiseman                                                                     1
Thomas Worth                                                                                          1
Nocona Boot/Nocona Texas                                                                              1
Jacques Laurent|Rodier                                                                                1
Henry, Darling & Company                                                                              1
W. Volker                                                                                             1
Claire Kennedy                                                                                        1
Marie Patricia Toscano                                                                                1
Norman Norell|Saks Fifth Avenue                                                                       1
Goujon, Ltd.                                                                                          1
Hertz-Ross|Wilma                                                                                      1
H. Harris|Hawes & Curtis, Ltd.                                                                        1
French Bootery                                                                                        1
Bud Kilpatrick                                                                                        1
Issey Miyake|Cai Guo-Qiang                                                                            1
Wasserman & Sons, Inc.                                                                                1
Vivienne Westwood|Malcolm McLaren|Seditionaries|SEX                                                   1
Shannon, Miller & Crane                                                                               1
Helmet Brand                                                                                          1
Stern Brothers|Corset Parisien                                                                        1
House of Ricci|Gérard Pipart                                                                          1
Hugo Boss                                                                                             1
Tradate                                                                                               1
Marimekko                                                                                             1
Brasseur                                                                                              1
Mme. Poiret                                                                                           1
Richardson's                                                                                          1
Vetements|Demna Gvasalia                                                                              1
Hermance                                                                                              1
Bernardo                                                                                              1
Edward Molyneux|Jacques Griffe                                                                        1
Michael Horn                                                                                          1
L. Langelier                                                                                          1
Crayons                                                                                               1
Bergdorf Goodman|Bergdorf Goodman                                                                     1
Hattie Carnegie|Jean Dessès                                                                           1
John Frederics|John P. John|Mrs. Helen Cookman                                                        1
Timothy Everest                                                                                       1
Dubois                                                                                                1
Excelsior Button & Boot                                                                               1
L. Anderson                                                                                           1
Turnbull & Asser|Fallan & Harvey                                                                      1
Irene                                                                                                 1
M. Schiff                                                                                             1
Robert Lee Morris|Calvin Klein, Inc.                                                                  1
A. Fanet                                                                                              1
Dainese                                                                                               1
Bloomingdale's                                                                                        1
Hanan & Son                                                                                           1
Annika Liljedahl                                                                                      1
Willoughby Hatter                                                                                     1
Mademoiselle Willets|Abraham & Straus                                                                 1
Giorgio Armani|Saks Fifth Avenue|Giorgio Armani                                                       1
Gladys & Belle                                                                                        1
Dr. P. Kahler & Sons                                                                                  1
Bob Bugnand                                                                                           1
Stein & Blaine|Mackey Starr, Inc.                                                                     1
Bottier Baudin                                                                                        1
Josie Natori                                                                                          1
Joyce Francis                                                                                         1
Edward L. Mayer                                                                                       1
Drécoll                                                                                               1
Tredaire                                                                                              1
Jacques Kaplan|Marisol                                                                                1
G. Desprez                                                                                            1
George Barbier                                                                                        1
Bonnie Cashin|Coach                                                                                   1
Tiffany & Co.|A. Ravaux                                                                               1
Jamie Reid                                                                                            1
National|George W. Welsh's Son|Gorham Manufacturing Company                                           1
House of Givenchy|John Galliano                                                                       1
Cristobal Balenciaga|Emme, Inc.|House of Balenciaga                                                   1
Baum-Roth, Inc.                                                                                       1
House of Schiaparelli|René-Jules Lalique                                                              1
Anne Klein and Company|Anne Klein                                                                     1
Badgley Mischka                                                                                       1
M. J. Knoud Saddlery Inc.                                                                             1
House of Charles Jourdan|Steven Scott Kokin                                                           1
Tina Leser|Hafner Associates, Inc.                                                                    1
Evelyn Byrnes|Norman Norell                                                                           1
Gianni Versace|Donatella Versace                                                                      1
Christian Dior|Mme. Gripoux|House of Dior                                                             1
Augustine Martin|Augustine Martin & Company                                                           1
Atherton Fine Millinery                                                                               1
Léon Bakst                                                                                            1
Duvelleroy                                                                                            1
Herman Rossberg                                                                                       1
Young Brothers                                                                                        1
Dormeuil|Marc Bohan|House of Dior                                                                     1
Viv Knowland                                                                                          1
Volupté                                                                                               1
Bill Blass|Adolfo|Dal Co'                                                                             1
Edward Molyneux|Clara in N.Y.                                                                         1
David Levin|Saks Fifth Avenue                                                                         1
Ball's                                                                                                1
Stella McCartney|Jeff Koons                                                                           1
Braagaard|Adolfo                                                                                      1
Stila                                                                                                 1
B. & K.                                                                                               1
André Courrèges|Emme, Inc.                                                                            1
Outlook|Ted Lapidus                                                                                   1
John Galliano|Maison Martin Margiela|Artisanal|Benjamin Shine                                         1
Roberta Bernays                                                                                       1
Emme, Inc.|Neiman Marcus                                                                              1
Abigail Lloyd Lott Zabriskie                                                                          1
Week End                                                                                              1
Donna Karan|Donna Karan New York|Bergdorf Goodman|DKNY                                                1
Stanley Philipson                                                                                     1
Sarah Lipska|Rodier                                                                                   1
Carroll & Company                                                                                     1
Steven Arpad|Delman                                                                                   1
Hoschedé Rebours                                                                                      1
The Mallory Hat Company|John David                                                                    1
Mrs. Herbert Sage Mesick                                                                              1
m.r.s.|Molly Stern                                                                                    1
Facon|Saks Fifth Avenue                                                                               1
Maison Martin Margiela|Artisanal|John Galliano                                                        1
Beth Levine|Herbert Levine Inc.|Joseph Salon Shoes                                                    1
Perry Ellis Sportswear Inc.|Marc Jacobs                                                               1
Joseph Horne & Co.                                                                                    1
Paris Manufacturing Company                                                                           1
Penelope Tree|Betsey Johnson                                                                          1
B. Altman & Co.|Borden                                                                                1
Kloss-Pruzan                                                                                          1
Willie Landels                                                                                        1
Jack Schaffer                                                                                         1
Iris Van Herpen|Iris Van Herpen|Jólan van der Wiel                                                    1
J.B. Johnstone                                                                                        1
John Hardy                                                                                            1
Evans                                                                                                 1
Horace Dean Walker                                                                                    1
Claire McCardell|Saks Fifth Avenue                                                                    1
J. B. Flaherty Co., Inc.                                                                              1
House of Rochas                                                                                       1
Miss M. Gans                                                                                          1
A. N. Cook & Company                                                                                  1
Lockharts|Mme. Germaine Monteil                                                                       1
Kleibacker                                                                                            1
C. Webb                                                                                               1
Barbara Barondess MacLean                                                                             1
Manolo Blahnik|Isaac Mizrahi                                                                          1
Goodall Worsted Company|Wanamaker's                                                                   1
House of Dior|Yves Saint Laurent|Marc Bohan                                                           1
Amicy-Boinard                                                                                         1
F.T. Slattery and Company                                                                             1
Crofut & Thomas                                                                                       1
Salinger                                                                                              1
Chas. Arms                                                                                            1
Norman Norell|Traina-Norell|Neiman Marcus                                                             1
Frank Olive|Lord & Taylor                                                                             1
Chloé|Bloomingdale Brothers Inc.                                                                      1
Jean Dunand                                                                                           1
Robert Riley|Originala                                                                                1
Viola Weinberger                                                                                      1
Wearkstatt                                                                                            1
David Stevens                                                                                         1
Tissot                                                                                                1
Bill Smith|Richelieu                                                                                  1
Alwynn                                                                                                1
Charles Klein                                                                                         1
Oakley                                                                                                1
Hahne & Company|House of Dior                                                                         1
Au Grand Chic                                                                                         1
Michael Kaye                                                                                          1
Olivier Theyskens|House of Ricci                                                                      1
Haas Soeurs, Inc.|Madame Suzy                                                                         1
Creston & Petit                                                                                       1
Henri Bendel|Henri Bendel                                                                             1
House of Dior|Marc Bohan|Christian Dior, Colifichets                                                  1
Yamato Transportation Co.                                                                             1
De Lier Importer                                                                                      1
Flagg Brothers                                                                                        1
Maurice Rentner                                                                                       1
Princeton Process, Inc.|The Brothers Christie Fur Corp.                                               1
House of Chanel|Gripoix                                                                               1
Hussein Chalayan|Vionnet S.p.A.                                                                       1
Roger Vivier|Suviane|House of Dior                                                                    1
Jeans Best                                                                                            1
Terhune                                                                                               1
Bergdorf Goodman|Christian Dior|House of Dior                                                         1
Mazane|Frank Mazane                                                                                   1
Famolare                                                                                              1
Judith Imports                                                                                        1
Madame McCabe                                                                                         1
Scott & Claxton|Herbert Johnson|Thurston                                                              1
Richard Anderson                                                                                      1
John H. North Company                                                                                 1
El Greco                                                                                              1
Beaurepoire|Jacques Griffe                                                                            1
Forstmann|Charles James                                                                               1
Giorgio Avolio                                                                                        1
Stéphane Rolland|House of Jean-Louis Scherrer                                                         1
Keep New York                                                                                         1
Isaac Mizrahi|Maira Kalman                                                                            1
Sonia Rykiel|Bloomingdale Brothers Inc.                                                               1
Berg|Weber & Heilbroner                                                                               1
Eaves Costume Company                                                                                 1
William Popper|Juilliard|Charles James                                                                1
Chloé|Karl Lagerfeld                                                                                  1
Bergdorf Goodman|Pierre Balmain                                                                       1
Stéphane                                                                                              1
Pollini                                                                                               1
Kork-ease, Inc.                                                                                       1
C. Pecker & Sons                                                                                      1
Renoma                                                                                                1
Rébè|Marc Bohan|House of Dior                                                                         1
Philip Treacy|Rifat Ozbek                                                                             1
McAvoy                                                                                                1
Sherman                                                                                               1
Maggy Rouff|Hattie Carnegie, Inc.                                                                     1
Norman Norell|I. Magnin & Co.                                                                         1
Boucher|Marcel Boucher                                                                                1
Berté Weichmann|Jantzen                                                                               1
Monari of Paris                                                                                       1
Alber Elbaz|House of Lanvin                                                                           1
House of Chanel|Yves Saint Laurent, Paris|Karl Lagerfeld                                              1
Wetterfest                                                                                            1
M. Davey & Company                                                                                    1
Mrs. M. Courtney                                                                                      1
McCallum|Frank Brothers                                                                               1
Giraut-Sirie                                                                                          1
Neuber                                                                                                1
Gösta                                                                                                 1
French, Shriner & Urner                                                                               1
Vincenzina                                                                                            1
Mrs. Samuel Shimn                                                                                     1
Richard Tam|House of Balenciaga                                                                       1
Irving Penn|House of Paquin                                                                           1
Lookmaster's Guild                                                                                    1
Hutzler's|Pincus Brothers - Maxwell|Bill Blass|Bill Blass Ltd.                                        1
Dal Co'|Fontana                                                                                       1
Forster & Son, Ltd.|F. Scholte                                                                        1
Robert Cary Williams                                                                                  1
Golflex                                                                                               1
Cristobal Balenciaga|Henri Bendel|House of Balenciaga                                                 1
The Whiteman Company                                                                                  1
Madame Grès (Alix Barton)|Bill Blass                                                                  1
Blades|Rupert Lycett Green                                                                            1
Hermès|Rybal                                                                                          1
Margie-Pauline Millinery                                                                              1
E. A. Morrison, Importer                                                                              1
Elsa Schiaparelli|House of Schiaparelli|Jean Clemént                                                  1
Adair                                                                                                 1
Junichi Arai                                                                                          1
Richards & Veryken                                                                                    1
Preen                                                                                                 1
Norman Norell|Evelyn Byrnes                                                                           1
Eliane Schenk                                                                                         1
Townley Frocks|Renee Montague|Claire McCardell                                                        1
René Mancini|House of Chanel                                                                          1
Andrew Fezza                                                                                          1
Walter Steiger|Pancaldi                                                                               1
Richard Serbin                                                                                        1
Thea Porter|Zandra Rhodes                                                                             1
Moyen                                                                                                 1
Corset Parisien                                                                                       1
Mrs. Moseley Taylor                                                                                   1
A. Antinori                                                                                           1
Bonnie August|Danskin                                                                                 1
Bonnie Cashin|Eunice Cashin|Pola Stout                                                                1
La Religieuse                                                                                         1
House of Chanel|Verdura                                                                               1
Krizia|Mariuccia Mandelli                                                                             1
Jay-Thorpe, Inc.|Martin Belasco                                                                       1
Richard Tam                                                                                           1
Jean Paul Gaultier|René Mancini                                                                       1
Bonwit Teller & Co.|House of Lanvin                                                                   1
Etienne Aigner                                                                                        1
Meyer Jonasson & Company|Matteawan Manufacturing Company                                              1
Jean Gale, Inc.                                                                                       1
Nina Ricci                                                                                            1
Mrs. Helen Cookman|Reeves Brothers Inc.                                                               1
Mrs. Joan Lang|Brooke Cadwallader                                                                     1
Michniewicz-Tuvée                                                                                     1
Banana Republic|Nordica                                                                               1
H.C.F. Koch                                                                                           1
Fownds                                                                                                1
James Mitchell                                                                                        1
Christian Dior|House of Dior|House of Lanvin|Antonio del Castillo                                     1
Dupuis-Jacobs|Kingsbury                                                                               1
Phil's Men's Shop|Pierre Cardin                                                                       1
Issey Miyake|A-POC|Miyake Design Studio                                                               1
C. Middleton                                                                                          1
Harry Berkowitz                                                                                       1
Geoffrey Beene|Gerald Lang                                                                            1
Marjori Seril                                                                                         1
M.A. Kirk                                                                                             1
Yves Saint Laurent|House of Dior|Hattie Carnegie, Inc.                                                1
Antonio del Castillo|Lanvin-Castillo|House of Lanvin                                                  1
Catoir Silk Company|Charles James                                                                     1
James Lock & Co. Ltd|Brooks Brothers                                                                  1
Yves Saint Laurent|Yves Saint Laurent, Paris|Yves Saint Laurent Rive Gauche                           1
Mad Hatters                                                                                           1
Rice & Duval                                                                                          1
M. C. Daly                                                                                            1
Narciso Rodriguez|Robert Longo                                                                        1
Fernande Desgranges                                                                                   1
Memphis                                                                                               1
Keni Valenti                                                                                          1
Jay's of London                                                                                       1
Maggy Rouff|Salon Moderne, Saks Fifth Avenue                                                          1
Tess Sholom|Oscar de la Renta, Ltd.                                                                   1
Marion E. Dick                                                                                        1
Tracy Mills                                                                                           1
Saks Fifth Avenue|Coblentz                                                                            1
Theis Importers                                                                                       1
H. Detrois                                                                                            1
Gertrude Davenport                                                                                    1
Jean-Charles de Castelbajac|Henri Bendel                                                              1
Vera Maxwell|Danskin                                                                                  1
Oscar de la Renta, Ltd.|Tess Sholom                                                                   1
Journeay & Burnham                                                                                    1
Compagnie Lyonnaise                                                                                   1
Jax                                                                                                   1
Gaston of Murray Hamburger                                                                            1
Brioni|Christian Dior                                                                                 1
Pierre Balmain|Rosemarie de Paris|House of Balmain                                                    1
Fira Benenson|Bonwit Teller & Co.                                                                     1
Lilly Daché|Lord & Taylor                                                                             1
Gabrielle Chanel|House of Chanel|House of Chanel                                                      1
Haas Soeurs, Inc.|House of Schiaparelli                                                               1
Ann E. Lipscomb                                                                                       1
Christian Lacroix|House of Patou|House of Chanel                                                      1
Victor                                                                                                1
Sylvia Whyte|Florence Eiseman                                                                         1
Miss Muriel King|Bianchini-Férier                                                                     1
Elsa Schiaparelli|Christian Dior|House of Dior                                                        1
André Perugia|House of Charles Jourdan                                                                1
Royal Worcester Corset Company|A. J. Lecoutre                                                         1
Christian Dior|I. Magnin & Co.|Lionel LeGrand|House of Dior                                           1
Carolyn Schnurer|Springmaid                                                                           1
Pablo Picasso                                                                                         1
Yves Saint Laurent|Bloomingdale Brothers Inc.|Yves Saint Laurent, Paris                               1
Mr. David Kidd|Viola Weinberger                                                                       1
Barnes & Smits                                                                                        1
Wechsler, Abraham & Company                                                                           1
Evelyn Byrnes|James Galanos                                                                           1
Jane Derby|Oscar de la Renta                                                                          1
Van Arden, Inc.                                                                                       1
Digits Inc.|Willi Smith                                                                               1
Ferris Brothers Company                                                                               1
Carolyn Schnurer|Fuller Fabrics                                                                       1
Miguel Adrover|Fendi                                                                                  1
Irving Penn                                                                                           1
Marshall Importers                                                                                    1
Fortis                                                                                                1
Dickerts                                                                                              1
Heidi Weisel                                                                                          1
Esté                                                                                                  1
Lilly Daché|G. Fox & Company                                                                          1
House of Paquin|Madeleine Wallis                                                                      1
John P. John|Mr. John, Inc.|I. Magnin & Co.                                                           1
M. Wolf Sons, Inc.                                                                                    1
Peter Fox|Linda Fox                                                                                   1
Issey Miyake|Bloomingdale Brothers Inc.|Miyake Design Studio                                          1
Olangan                                                                                               1
Ameritex|Carolyn Schnurer                                                                             1
Mrs. Arnold                                                                                           1
A.L. Serra|Serrana                                                                                    1
Anello & Davide                                                                                       1
A. Ahrweiler                                                                                          1
Braten                                                                                                1
Anne Klein|Don Marshall|Anne Klein and Company                                                        1
Andrea Pfister|Marshall Field & Company                                                               1
Cristobal Balenciaga|Salvatore Ferragamo|House of Balenciaga                                          1
Léon Bakst|Raoul Dufy                                                                                 1
William K. Tripler                                                                                    1
John Golden                                                                                           1
Mr. Pearl|Jean Paul Gaultier                                                                          1
Karl Lagerfeld|Chloé|Liberty & Co.                                                                    1
Viktor and Rolf|Viktor Horsting, Dutch, born 1969|Rolf Snoeren, Dutch, born 1969|Viktor and Rolf      1
Jasper Conran|Philip Treacy                                                                           1
I.M. Bagedonow|Jean Dessès                                                                            1
Reverdot                                                                                              1
Vandervell                                                                                            1
Madeleine Vionnet|Sophie Gimbel                                                                       1
Robert Delamotte                                                                                      1
Buffalo Boots                                                                                         1
Esté|R.W.H. Rogers                                                                                    1
Maraolo                                                                                               1
Wrigglesworth                                                                                         1
Van der Straeten                                                                                      1
Nunn Bush                                                                                             1
Cristobal Balenciaga|Chez Ninon|Chez Ninon                                                            1
Amok|Sandra Kuratle|Bally of Switzerland                                                              1
Madame Warren's                                                                                       1
Carol Fertig                                                                                          1
Layne Neilson                                                                                         1
Milgrim                                                                                               1
Rudi Gernreich|Layne Neilson|Capezio Inc.|Harmon Knitwear                                             1
Marian Clayden                                                                                        1
Ottavio Missoni|Missoni                                                                               1
Emilio Pucci|Lord & Taylor                                                                            1
Mimi di N                                                                                             1
Richard Hudnut                                                                                        1
F. Ducharne Silk Company|Mme. Jacques Worth|House of Worth                                            1
House of Dior|Christian Dior|House of Dior                                                            1
Unknown                                                                                               1
Rose Simon                                                                                            1
Castineau                                                                                             1
Pique                                                                                                 1
E. Mendelsohn & Company                                                                               1
Lord & Taylor|Emilio Pucci                                                                            1
Lord & Taylor|Kayser                                                                                  1
Old Colony Rubber Company                                                                             1
Pappagallo|Bergdorf Goodman                                                                           1
Michael Kane                                                                                          1
Charles James|Lord & Taylor                                                                           1
Harborow's Outfitters                                                                                 1
Eddris                                                                                                1
Calderon|Anne Klein                                                                                   1
Madeleine Wallis|House of Paquin                                                                      1
Jerry Edouard|Kaufmann's                                                                              1
Poirier                                                                                               1
Jacques Heim|J.-F. Heim Galerie                                                                       1
Steigerwalt                                                                                           1
Kathryn Kuhn                                                                                          1
Geoffrey Beene|Fratelli Rosetti                                                                       1
Let It Rock|Malcolm McLaren|Vivienne Westwood                                                         1
Penét Shoes, Inc.                                                                                     1
Gabrielle Chanel|René Mancini|House of Chanel                                                         1
Stella Saracino                                                                                       1
Carolyn Schnurer|U.S. Fabrics                                                                         1
Jeanne Campbell                                                                                       1
I. Miller|Boris Kroll|Kroll Fabric, Inc.                                                              1
Boris Kroll|Bonnie Cashin                                                                             1
Marni|Consuelo Castiglioni                                                                            1
Perry Ellis|Barry Kieselstein-Cord|Perry Ellis                                                        1
Aileen Rice|J. Thorpe                                                                                 1
Robert Kushner|Atkinson's                                                                             1
Daventree|John Held Jr.                                                                               1
E. Larue|Cluett, Peabody & Company, Inc.|Jeanne Lanvin|House of Lanvin                                1
Dan River Mills                                                                                       1
Certex                                                                                                1
Timothy Glazier                                                                                       1
Jean-Philippe Worth|House of Worth|Jean-Charles Worth                                                 1
Brokaw Brothers                                                                                       1
Serendipity 3|Levi-Strauss and Company|Stephen Bruce|Leila Larmon                                     1
Dominick LaValle|Saks Fifth Avenue                                                                    1
Mollie Parnis|Saks Fifth Avenue                                                                       1
Kalso Earth (R) Shoe                                                                                  1
Simcox                                                                                                1
Jacqmar|Arnold Lever                                                                                  1
Celia Birtwell|Ossie Clark                                                                            1
Charles James|F. Ducharne Silk Company                                                                1
Valentino|Valentino                                                                                   1
Elizabeth Hawes|Rodier                                                                                1
House of Lanvin|Thurn|Jeanne Lanvin                                                                   1
Charles Frederick Worth                                                                               1
Bill Blass|Bonwit Teller & Co.|PBM                                                                    1
India Woollen Mills                                                                                   1
Cristobal Balenciaga                                                                                  1
Walter Albini                                                                                         1
Guido Pasquali                                                                                        1
Leonos D'Anz                                                                                          1
Sebastian                                                                                             1
Jeanne Baron                                                                                          1
Alberta Ferretti                                                                                      1
Serendipity 3|Leila Larmon|Stephen Bruce                                                              1
Mary Poppins                                                                                          1
Bogart|Bloomingdale Brothers Inc.                                                                     1
Rei Kawakubo|Bergdorf Goodman|Comme des Garçons                                                       1
Rod Keenan                                                                                            1
Rose & Company                                                                                        1
Ralph Lauren|Bloomingdale Brothers Inc.|Ralph Lauren|Polo Ralph Lauren                                1
Racine|Marc Bohan|House of Dior                                                                       1
G.L. & Company                                                                                        1
Town and Country                                                                                      1
Samuel Winston, Inc.                                                                                  1
Reis                                                                                                  1
Miss Beckie                                                                                           1
Diego della Valle                                                                                     1
Calvin Klein|Calvin Klein                                                                             1
Menochet                                                                                              1
Simco|Marguery Bolhagen                                                                               1
Kasper|Saks Fifth Avenue                                                                              1
Vivienne Westwood|Keith Haring                                                                        1
Maximilian|Bloomingdale Brothers Inc.                                                                 1
Custon Hats                                                                                           1
Rey Jouvents Freres                                                                                   1
Charles Sumner|Mijji                                                                                  1
James Galanos|Tzaims Luksus                                                                           1
Jacques Laurent                                                                                       1
Birdsey Somers Company                                                                                1
Madeleine Vionnet|H. Jaeckal & Sons                                                                   1
George A. Henckel & Company                                                                           1
Sophia Kokosalaki                                                                                     1
Jim Tillett                                                                                           1
Coglitore'f                                                                                           1
Yves Saint Laurent, Paris                                                                             1
Bloomingdale Brothers Inc.|Liberty & Co.                                                              1
L. & E. Stirn                                                                                         1
Norman LeMain                                                                                         1
Best & Co.|B. Penaud                                                                                  1
Kaufmann's                                                                                            1
E. Russell Bush|Vittorio Ricci                                                                        1
Lazzerini                                                                                             1
Kosta Furs, LTD                                                                                       1
Kensington Hats, Inc.|Dave Jones                                                                      1
Madeleine and Angels                                                                                  1
Giorgio di Sant'Angelo|Capezio Inc.                                                                   1
Lafarge                                                                                               1
Lilly Pulitzer Inc.|Lilly Pulitzer                                                                    1
Chloé|Karl Lagerfeld|Bloomingdale Brothers Inc.                                                       1
Golo Footwear Corporation|Leila Larmon|Stephen Bruce                                                  1
Vogue Jewelry Novelty Company                                                                         1
Anne Klein|Robinson Golluber                                                                          1
House of Worth|J. & J. Slater                                                                         1
Jacques Le Corre                                                                                      1
Basso and Brooke                                                                                      1
Wallach                                                                                               1
Roswell Hovey                                                                                         1
C. Goldstein                                                                                          1
London Character                                                                                      1
Yumi Katsura International Co., Ltd.                                                                  1
Gilbert Adrian|Salvador Dalí|Wesley Simpson, Inc.                                                     1
Bill Blass Ltd.|Bill Blass                                                                            1
Charles James|Korvettes                                                                               1
Ditz                                                                                                  1
Burnham & Phillips                                                                                    1
James Rosenquist|Hugo Boss                                                                            1
Belinda                                                                                               1
Sandilands & Son                                                                                      1
Jenny of Boston                                                                                       1
Damien Hirst|Rifat Ozbek                                                                              1
Nardi, Inc.                                                                                           1
Norman Hartnell|Marc Bohan                                                                            1
Bonwit Teller & Co.|Rose Descat                                                                       1
Bergdorf Goodman|Hanae Mori                                                                           1
Calvin Klein                                                                                          1
E. Pattison                                                                                           1
Scott Barrie|Saks Fifth Avenue                                                                        1
Claire McCardell|S. Stroock and Company|Townley Frocks                                                1
J. Jacquin & Company                                                                                  1
Waste Basket Boutique|Mars of Asheville                                                               1
T.E. Moseley & Co.                                                                                    1
Delman|The Slipper                                                                                    1
The Sahlin Company                                                                                    1
House of Dior|Roger Vivier|Marc Bohan                                                                 1
Issey Miyake|Miyake Design Studio|A-POC                                                               1
Emmanuelle Khanh                                                                                      1
Saks Fifth Avenue|Geoffrey Beene                                                                      1
Saks Fifth Avenue|Reual, Inc.                                                                         1
Phipps's                                                                                              1
Maurice                                                                                               1
Yves Saint Laurent|Yves Saint Laurent, Paris|Bergdorf Goodman                                         1
Antonio del Castillo|Lanvin-Castillo                                                                  1
Neiman Marcus|Herbert Levine Inc.                                                                     1
Adam                                                                                                  1
Our Leader Hosiery                                                                                    1
Jacques Gerber|Callot Soeurs|Pierre Gerber|Madame Suzy                                                1
Tess Sholom|Scott Barrie                                                                              1
Yves Saint Laurent|Bergdorf Goodman|Yves Saint Laurent, Paris                                         1
G. Fox & Company|Hattie Carnegie, Inc.                                                                1
Alice Herbin & Company                                                                                1
Boutique Valentino|Valentino                                                                          1
Gottex Industries                                                                                     1
Roberto Capucci                                                                                       1
Tatiana                                                                                               1
Leather's Best|Mondial Shoe                                                                           1
Norman Norell|Traina-Norell|Saks Fifth Avenue                                                         1
Vanessa Noel                                                                                          1
Carolyn Schnurer|Ameritex                                                                             1
James Galanos|Mr. David Evins                                                                         1
Clary                                                                                                 1
Count Bellini                                                                                         1
Paraphernalia                                                                                         1
Marsh                                                                                                 1
Tony Duquette                                                                                         1
Hazel Burnham Slaughter|H.R. Mallinson & Co.                                                          1
House of Balenciaga|Cristobal Balenciaga|Bergdorf Goodman                                             1
Caulier                                                                                               1
Christian Lacroix|Ghioldi                                                                             1
Geoffrey Beene|Manolo Blahnik                                                                         1
J. M. Gidding & Company                                                                               1
Donald Brooks|Lord & Taylor                                                                           1
Russell & Bromley|Luini                                                                               1
Gianni Versace|Gianni Versace|Versace Couture                                                         1
Sarff Zumpano Inc.                                                                                    1
Carl Gustav Klingstedt                                                                                1
Salvatore Ferragamo|Saks Fifth Avenue                                                                 1
Dolce & Gabbana|Domenico Dolce|Stefano Gabbana|Alta Moda                                              1
Henry Heath Limited                                                                                   1
Bray Bros.                                                                                            1
André S. David, Inc.                                                                                  1
Ealand                                                                                                1
R. H. White & Co.                                                                                     1
Christian Dior|Bergdorf Goodman|House of Dior                                                         1
Merrimac Hat Corp.                                                                                    1
Rosenfeld|Harry Rosenfeld                                                                             1
Bergdorf Goodman|Mainbocher|Emeric Partos                                                             1
Prince Tirtoff, New York|Gabrielle Chanel                                                             1
Stephen Sprouse|Andy Warhol|Edie Sedgwick                                                             1
Taj of India                                                                                          1
Bonwit Teller & Co.|Norman Norell                                                                     1
Louise Balarun                                                                                        1
Cypris                                                                                                1
Paperdelic                                                                                            1
Domenico Dolce|Stefano Gabbana|Dolce & Gabbana|Alta Moda                                              1
Michael Zobel                                                                                         1
DeBevoise                                                                                             1
Dr. Warner's                                                                                          1
J. Hamilton                                                                                           1
Oscar de la Renta|Saks Fifth Avenue|Oscar de la Renta, Ltd.                                           1
John Weitz|Lord & Taylor                                                                              1
Mr. Frank Smith|Masket Brothers Sportswear                                                            1
Playtex                                                                                               1
Phelps-Terkel                                                                                         1
Sultana                                                                                               1
Anna Tappé Inc.|Anna Tappé                                                                            1
Pierre Cardin|Roger Vivier                                                                            1
Hattie Carnegie, Inc.|I. Magnin & Co.                                                                 1
Lord John                                                                                             1
Mlle. Liberté                                                                                         1
Susanne Bartsch|Richard Torry                                                                         1
Christian Lacroix|Christian Lacroix|René Mancini                                                      1
Anton Thum                                                                                            1
Jil Sander                                                                                            1
Herbert Levine Inc.|Beth Levine|Kaufmann's                                                            1
Rudi Gernreich|Bonwit Teller & Co.                                                                    1
Turnbull & Asser|Frye                                                                                 1
Eldridge Manning                                                                                      1
Aliata|Cristobal Balenciaga|House of Balenciaga                                                       1
Ca. Digiacomo                                                                                         1
Keith Haring|Vivienne Westwood                                                                        1
Albert H. Kadlec|Brooks Brothers|Abraham & Straus|Delion                                              1
A. Monco                                                                                              1
Delman|Roger Vivier|Bergdorf Goodman                                                                  1
Christophe de Menil                                                                                   1
Stetson Shoe Company                                                                                  1
Parlor Shoe Store                                                                                     1
Elizabeth Hawes|Saks Fifth Avenue                                                                     1
Tewi Lingerie, Inc|Madame Thea Tewi                                                                   1
Maria Grazia Chiuri|Pierpaolo Piccioli|Valentino                                                      1
Madeleine Vionnet|I. Magnin & Co.                                                                     1
McKeon & Smith                                                                                        1
Madame Marie Henri Ltd.|House of Premet                                                               1
McMullen Company|Hope Skillman|Joyce of California|Dorothy Cox                                        1
John P. John|John Frederics|Merrimac Hat Corp.                                                        1
Marc Bohan|House of Dior|Bergdorf Goodman                                                             1
ABC Fabrics|Carolyn Schnurer                                                                          1
Little & Co.                                                                                          1
Westwood Knitting Mills|Rudi Gernreich                                                                1
Beged-Or                                                                                              1
Delman|Valentina                                                                                      1
Brooks Brothers|A. Sulka & Company|House of Lanvin                                                    1
Louise & Company                                                                                      1
Haas Soeurs, Inc.|House of Patou                                                                      1
Stuart Weitzman|Stuart Weitzman                                                                       1
Krutcher & Starks|Yale|Arthur M. Rosenberg Co.|Franklin Simon & Co.                                   1
Charles James|Forstmann                                                                               1
Karl Lagerfeld|Chloé|I. Magnin & Co.                                                                  1
Armorside                                                                                             1
United States Rubber Company                                                                          1
Heinz Riva                                                                                            1
Pichel                                                                                                1
A. P. Rego                                                                                            1
Oscar de la Renta|Bergdorf Goodman|Oscar de la Renta, Ltd.                                            1
La Réve                                                                                               1
Bonnie Cashin|Criterion                                                                               1
James Lindsay McCreery|Frank Brothers|Mr. Field, Inc.                                                 1
Amédée Courder|Anthony Berrus                                                                         1
Boué Soeurs|Franklin Simon & Co.                                                                      1
Henri de la Ponce                                                                                     1
Paraphernalia|Deanna Littel                                                                           1
Rafael Sanchez|Geoffrey Beene                                                                         1
Robert Dudley|Merrimac Hat Corp.                                                                      1
Gayla Rosenfeld                                                                                       1
Emanuel Zoo                                                                                           1
Rébè|Cristobal Balenciaga|House of Balenciaga                                                         1
Abercrombie and Fitch Co.|Howard W. Geiger|Willis & Geiger, Inc.                                      1
Mme. Langer                                                                                           1
Irfé                                                                                                  1
Yves Saint Laurent, Paris|Hedi Slimane                                                                1
Kelly 1|B. Altman & Co.                                                                               1
June Blaker                                                                                           1
Sperry                                                                                                1
Seditionaries|Vivienne Westwood|Malcolm McLaren                                                       1
John Ashpool                                                                                          1
Fox Shoe Manufacturing Corp.                                                                          1
Hemco                                                                                                 1
Emeric Partos|Bergdorf Goodman                                                                        1
Tewi Lingerie, Inc                                                                                    1
Anne Kelso                                                                                            1
Mark Mahall                                                                                           1
University Seal                                                                                       1
Fred Picard|Jantzen                                                                                   1
Mme. Olympe                                                                                           1
Hattie Carnegie|Norman Norell                                                                         1
Cat Chow                                                                                              1
Signor                                                                                                1
Henri Bendel|Mme. Jeanne Paquin                                                                       1
Mr. Roald Kaupang                                                                                     1
Madeleine Vionnet|Irving Penn                                                                         1
Ji Eon Kang                                                                                           1
House of Charles Jourdan|Charles Jourdan                                                              1
Julie Magner Company, Inc.                                                                            1
La Manual Alpargatera                                                                                 1
Dr. Martens|Helen Storey                                                                              1
Ellsworth Kelly|Francisco Costa|Calvin Klein                                                          1
Christian Dior|G. Fox & Company|House of Dior                                                         1
Hamish Morrow                                                                                         1
Marguery Bolhagen|Abraham & Brauchbar                                                                 1
J. Whitney                                                                                            1
Paul Poiret|Raoul Dufy|Bianchini-Férier                                                               1
threeASFOUR                                                                                           1
L'Aprili                                                                                              1
Dressmaker Casuals Inc.|Charles James                                                                 1
Norman Norell|Delman|Bonwit Teller & Co.                                                              1
Margaret Clark|Margaret Jerrold, Inc.|Neiman Marcus                                                   1
Mr. David Evins|James Galanos                                                                         1
Mr. David Evins|I. Miller|Lucille de Paris                                                            1
Adler and Adler|Bonnie Cashin                                                                         1
John Weitz|Printzess Square                                                                           1
Seafarer Dungaree                                                                                     1
Scott Crolla                                                                                          1
Kirkbury                                                                                              1
Jessie Franklin Turner|Bonwit Teller & Co.                                                            1
H. O. Hanlon                                                                                          1
Tassinari & Chatel|Pierre Yantorny                                                                    1
Wilardy                                                                                               1
Issey Miyake|Bergdorf Goodman|Miyake Design Studio                                                    1
Wrangler                                                                                              1
JB                                                                                                    1
Anne Klein|Capezio Inc.|Adolfo|Anne Klein and Company                                                 1
René Mancini|Daniela Shoes                                                                            1
Durer                                                                                                 1
Mary Ping|Slow and Steady Wins the Race                                                               1
Hannah Troy|House of Dior                                                                             1
L.S. Davidson                                                                                         1
Claire McCardell|Townley Frocks|B. Altman & Co.                                                       1
Mabel Downs                                                                                           1
Wexler & Abraham                                                                                      1
JL Arbiter|Jack Lenor Larsen                                                                          1
Whitaker & Company                                                                                    1
Braagaard|Flamand                                                                                     1
Bertha Stern|Henri Bendel                                                                             1
Cardinal                                                                                              1
PW Company                                                                                            1
Excelsior                                                                                             1
Belle o' the Ball Hoop                                                                                1
Enos, Ltd.                                                                                            1
Chandler's|Saks Fifth Avenue|Pattullo-Jo Copeland, Inc.                                               1
Swatch                                                                                                1
Jacques Tiffeau|Golo Footwear Corporation|Emme, Inc.                                                  1
Dal Co'|Margaret Jerrold                                                                              1
House of Lelong|Christian Dior                                                                        1
Milgrim|Miss Sally Milgrim                                                                            1
Elsa Schiaparelli|House of Lesage|House of Schiaparelli                                               1
Meridian                                                                                              1
Grace Powell|I. Miller                                                                                1
Paul Portes, Paris|F. R. Tripler & Co.|Maquets|A. Berteil|A. Sulka & Company                          1
Yves Saint Laurent|Yves Saint Laurent Rive Gauche|Goossens|Yves Saint Laurent, Paris                  1
F. R. Tripler & Co.|A. Sulka & Company|Sam L. Budd|Brooks Brothers                                    1
Preen|Seven New York                                                                                  1
Maharajas, Ltd.                                                                                       1
Michel Perry                                                                                          1
Lucien Lelong|House of Lelong                                                                         1
Maullé                                                                                                1
Lord & Taylor|Norman Norell|Traina-Norell                                                             1
Mme. Eta Hentz|Robert Riley                                                                           1
Mark W. Cross|Gerald Murphy                                                                           1
Anna Maria Garthwaite|Peter Lekeux                                                                    1
Etro                                                                                                  1
Raoul Dufy|Paul Poiret                                                                                1
Evelyn Schless|Evelyn Schless, Inc.                                                                   1
Bette and Lee                                                                                         1
Fotus Co. Ltd.                                                                                        1
Ohrbach's                                                                                             1
Shea Importer                                                                                         1
Lady Grace                                                                                            1
Harmon Knitwear|Rudi Gernreich                                                                        1
Collins & Fairbanks Co.                                                                               1
Augustine Martin & Company|Augustine Martin                                                           1
C.W. Sherwood                                                                                         1
Dran Hamilton                                                                                         1
Jacques Cohen                                                                                         1
House of Rouff                                                                                        1
Gellert Sisters Millinery Importers                                                                   1
Roger Vivier|René Caovilla                                                                            1
M. Eyans, Inc.                                                                                        1
Martin Ebster                                                                                         1
Charles James|Fuller Fabrics                                                                          1
Bronzini|Hahne & Company                                                                              1
Philippe & Gaston                                                                                     1
Thurmand Hedgepeth III                                                                                1
House of Jacques Fath|Jacques Fath                                                                    1
Uniroyal|Male|Leslie C. White                                                                         1
Nicolao Atelier                                                                                       1
Yohji Yamamoto|Adidas                                                                                 1
Geoffrey Beene|Mr. David Evins                                                                        1
Even                                                                                                  1
Burberry|Comme des Garçons|Rei Kawakubo                                                               1
Alan                                                                                                  1
The Walter Bugbee Company                                                                             1
Emilie et Georgette                                                                                   1
Marguerite                                                                                            1
Thom McAn                                                                                             1
Rooster                                                                                               1
Jean Clemént|Elsa Schiaparelli                                                                        1
Plaza Gown Parlors                                                                                    1
Thomas Ridout                                                                                         1
Mr. Fred                                                                                              1
Vivienne Westwood|Seditionaries|Malcolm McLaren                                                       1
Ware, Pratt & Company                                                                                 1
Norman Norell|Traina-Norell|Bonwit Teller & Co.                                                       1
Caraceni|Valerian Stux-Rybar                                                                          1
Marc Jacobs|Stephen Jones                                                                             1
Jane L. Kosminsky                                                                                     1
Annette Kellerman                                                                                     1
Saks Fifth Avenue|Saks Fifth Avenue|Mainbocher                                                        1
Yves Saint Laurent, Paris|Yves Saint Laurent|Yves Saint Laurent, Paris                                1
A. Miranda                                                                                            1
Lou Brevete                                                                                           1
Byram & Son                                                                                           1
Malcolm McLaren|Jamie Reid|Vivienne Westwood                                                          1
Lenief                                                                                                1
Pankin International LTD                                                                              1
House of Lanvin|Alber Elbaz                                                                           1
Bloomingdale Brothers Inc.|Ralph Lauren|Polo Ralph Lauren|Ralph Lauren                                1
Madame Smyth                                                                                          1
Carpenter                                                                                             1
Paul Poiret|André Perugia                                                                             1
Brooks Brothers|Fownes|F. R. Tripler & Co.|A. Sulka & Company                                         1
Gallina                                                                                               1
OlofDaughters                                                                                         1
Jackie Rogers                                                                                         1
Mannino and Marandino|Luigi Bevilacqua                                                                1
Elsa Schiaparelli|André Perugia                                                                       1
House of Tappé, Inc.                                                                                  1
Mme. Grapanche                                                                                        1
Shirley of Hollywood                                                                                  1
Bodymap                                                                                               1
J. C. D'Ahetze                                                                                        1
Zandra Rhodes|Bergdorf Goodman                                                                        1
Willi Smith                                                                                           1
DuMont                                                                                                1
Mr. David Evins|I. Magnin & Co.                                                                       1
Hobbs                                                                                                 1
Spot-Bilt                                                                                             1
Mitsuhiro Matsuda                                                                                     1
Calvin Klein, Inc.|Italo Zucchelli                                                                    1
Richard James                                                                                         1
Meyer Jonasson & Company                                                                              1
Scott & Company|Collins & Fairbanks Co.                                                               1
Bonnie Cashin|Capezio Inc.                                                                            1
Peggy Hoyt                                                                                            1
Chicago Corset Company                                                                                1
Edmée                                                                                                 1
Jax of California                                                                                     1
Gianfranco Ferré|House of Dior|House of Dior                                                          1
Marcelle Alix                                                                                         1
Ann Lowe|Saks Fifth Avenue                                                                            1
L. Gérard                                                                                             1
Geoffrey Beene|Helene Arpels|Saks Fifth Avenue                                                        1
Andy Warhol|Stephen Sprouse                                                                           1
James Galanos|Tess Sholom                                                                             1
Tetreau                                                                                               1
Walker Importer                                                                                       1
S. Fox & Company, Ltd.                                                                                1
Jane Prendiville                                                                                      1
Hertz                                                                                                 1
Elio Berhanyer                                                                                        1
Julius Kayser & Company|Stern Brothers                                                                1
Montenapoleone                                                                                        1
Vesna Bricelj                                                                                         1
Brooks Costume Company|Eaves Costume Company|Cecil Beaton                                             1
House of Ricci|Jules François Crahay                                                                  1
Crotty & Richards                                                                                     1
Mme. Louis Cerlian                                                                                    1
Saks Fifth Avenue|Emilio Pucci                                                                        1
Keith Haring|Vivienne Westwood|Malcolm McLaren                                                        1
Frank Mazane|Marguery Bolhagen                                                                        1
Leslie Morris                                                                                         1
André Perugia|Saks Fifth Avenue                                                                       1
Odile Gilbert|Gaultier Paris|Jean Paul Gaultier                                                       1
Courvoisier                                                                                           1
Lillie Rubin                                                                                          1
Wiener Werkstätte|Josef Hoffmann                                                                      1
Bronzini|Brooke Cadwallader|G. Fox & Company                                                          1
Jomaz                                                                                                 1
Frederick Loeser & Company|A. B. Coady                                                                1
Sir Edward Rayne                                                                                      1
Liberty & Co.|Berkley Cravats Inc.|Bamberger's                                                        1
René Mancini|Hubert de Givenchy|House of Givenchy                                                     1
Madame Tierce                                                                                         1
Mori                                                                                                  1
Coopchik Forrest                                                                                      1
Bonwit Teller & Co.|Turnbull & Asser                                                                  1
Hubert de Givenchy|House of Givenchy|René Mancini                                                     1
Michael Katz                                                                                          1
Ann Demeulemeester|Barneys New York                                                                   1
Jean Dessès|Bianchini-Férier                                                                          1
Ciro Paone                                                                                            1
Texier St. Engley                                                                                     1
Layne Nielson                                                                                         1
Karl Lagerfeld|Chloé|Henri Bendel                                                                     1
J. Uriarte|Alejandro Velasco                                                                          1
Zecchi                                                                                                1
House of Chanel|House of Chanel|Karl Lagerfeld                                                        1
Renard                                                                                                1
House of Lesage|House of Chanel|Karl Lagerfeld|House of Chanel                                        1
Everfast Fabrics, Inc.|Carolyn Schnurer                                                               1
Hubert de Givenchy|Ascher|House of Givenchy                                                           1
Amelia Beard Hollenback                                                                               1
Georg Jensen                                                                                          1
Rodarte|Christian Louboutin                                                                           1
André Courrèges|Bonwit Teller & Co.                                                                   1
Waste Basket Boutique                                                                                 1
Anne Fogarty|Saks Fifth Avenue                                                                        1
Bonnie Cashin|Eunice Cashin|Boris Kroll                                                               1
Walter Barnard & Son                                                                                  1
Naoki Takizawa|Miyake Design Studio                                                                   1
Don Moore|Kaynee                                                                                      1
A. Giesen Importers                                                                                   1
Susanna Lewis                                                                                         1
Dan River Mills|Carolyn Schnurer                                                                      1
Traina-Norell|I. Magnin & Co.|Norman Norell                                                           1
The English Shop                                                                                      1
Roger Peet|Goodall-Sanford, Inc.                                                                      1
BVD                                                                                                   1
P.D.                                                                                                  1
Robert Lee Morris                                                                                     1
Dasaje do Brasil                                                                                      1
Mr. Bruno                                                                                             1
Mme. Jeanne Paquin                                                                                    1
Loewe                                                                                                 1
Tailleur Filles & Cie                                                                                 1
Hiro (Yahuhiro Wakabayashi)                                                                           1
House of Givenchy                                                                                     1
Bonnie Cashin|Henri Bendel                                                                            1
Busbines                                                                                              1
Peter Yapp|Julien Mayer                                                                               1
Todd Oldham|Susan Bennis/Warren Edwards                                                               1
La Bagagerie                                                                                          1
Roger Vivier|Marc Bohan|House of Dior                                                                 1
Gantner & Mattner                                                                                     1
Max Gustin                                                                                            1
Madeleine de Rauch                                                                                    1
Eugene André                                                                                          1
Irene Dana                                                                                            1
Dix                                                                                                   1
Luigi Bevilacqua|Maria Chiara Galotti                                                                 1
Koos van den Akker|Ben Kahn Furs                                                                      1
Glensder Textile Corporation                                                                          1
Elizabeth Hollborn                                                                                    1
Junko Koshino                                                                                         1
Jacques Fath|R. H. Macy & Co.                                                                         1
Gaultier Paris|Jean Paul Gaultier                                                                     1
Countess Fabbricotti                                                                                  1
Chezar & Pillman                                                                                      1
Off-White c/o Virgil Abloh|Virgil Abloh                                                               1
Suydam                                                                                                1
Dorothea Knitting Mills, Limited|R. W. Forsyth, Ltd.                                                  1
Levi-Strauss and Company|Jean Paul Gaultier                                                           1
Wright & Ditson                                                                                       1
Goodyear                                                                                              1
House of Chanel|Jimmy Choo|Karl Lagerfeld                                                             1
Bill Blass|Adolfo|Bill Blass Ltd.                                                                     1
Saul Brothers                                                                                         1
Phat Fashions, LLC                                                                                    1
E.D. Burt & Co. Fine Shoes                                                                            1
El Vaquero                                                                                            1
Bonnie Cashin|René Bouët-Willaumez                                                                    1
Jean Paul Gaultier|Bergdorf Goodman                                                                   1
House of Patou|Saks Fifth Avenue                                                                      1
Tower Belt|Bonnie Cashin                                                                              1
Katharina Denzinger|Herbert Levine Inc.                                                               1
Griffe of Paris|Jacques Griffe|André Perugia                                                          1
Knox|Schumm & Snyder Hat Shop                                                                         1
William Charles Brown                                                                                 1
Dolce & Gabbana|Stefano Gabbana|Domenico Dolce                                                        1
House of Chanel|René Mancini|Karl Lagerfeld                                                           1
Mrs. Florence Reichman                                                                                1
Liza Bruce                                                                                            1
Asprey                                                                                                1
House of Drécoll|Mme. Besancon de Wagner                                                              1
Gabrielle Chanel|Bonwit Teller & Co.|House of Chanel                                                  1
Susan Bennis/Warren Edwards|Madame Suzy|Susan Bennis/Warren Edwards                                   1
Wesley Simpson, Inc.                                                                                  1
Rhind Importer                                                                                        1
Philip Treacy|Philip Treacy                                                                           1
Valentina|Lilly Daché                                                                                 1
Footlight Parade Inc.                                                                                 1
Christian Lacroix|Christian Lacroix|Birger Christensen                                                1
Bonwit Teller & Co.|Flamand                                                                           1
Name: Artist Display Name, Length: 2797, dtype: int64
%%time
# Let's separate them out by parsing the | symbols

# Initialize a dict for storage
dict = {'entity':[],'type':[]}


# Loop over all Costume Institute entries to get the different fields for Artist
# Maybe there's a more Pythonic way using apply()
for index, row in costume_df.iterrows():
    # Split each of these on the lines of the pipe | character
    # Use extend vs append so that the elements of the passed list are individual added
    if isinstance(row['Artist Display Name'],str): 
        dict['entity'].extend([x.strip() for x in row['Artist Display Name'].split('|')])
    if isinstance(row['Artist Role'],str): 
        dict['type'].extend([x.strip() for x in row['Artist Role'].split('|')])

# Make a dataframe out of the dict created above
costume_creators_df = pd.DataFrame(
    {
     'entity': dict['entity'],
     'type'  : dict['type']
    }
)

# costume_creators_df.describe()

# Make a new dataframe of unique combos of entity-type (eg. Bill Blass:Designer) to aid in reconciliation
uniq_costume_creators_df = costume_creators_df.drop_duplicates()
uniq_costume_creators_df.describe()
CPU times: user 3.07 s, sys: 8 ms, total: 3.08 s
Wall time: 3.08 s
uniq_costume_creators_df['type'].value_counts()
Designer                         1306
Manufacturer                      549
Design House                      198
Department Store                  176
Maker                             165
Retailer                          120
Artist                             32
Couture Line                       16
Secondary Line                     15
Photographer                        3
Subject                             2
Photographer and Photo Source       1
Patron                              1
Former Attribution                  1
Author                              1
Editor                              1
Lithographer                        1
Source                              1
Name: type, dtype: int64
uniq_costume_creators_df['entity'].value_counts()
Saks Fifth Avenue                          6
Turnbull & Asser                           6
Abercrombie and Fitch Co.                  5
Bergdorf Goodman                           5
Hattie Carnegie, Inc.                      5
J. & J. Slater                             5
Lord & Taylor                              4
Franklin Simon & Co.                       4
Tiffany & Co.                              4
A. Sulka & Company                         4
John Frederics                             4
Bonwit Teller & Co.                        4
House of Dior                              4
Brooks Brothers                            4
F. R. Tripler & Co.                        4
Henri Bendel                               4
House of Balenciaga                        4
Emme, Inc.                                 4
Ben Kahn Furs                              4
L. P. Hollander & Co., Boston              4
Liberty & Co.                              4
Bloomingdale Brothers Inc.                 3
Phelps                                     3
Halston                                    3
Eunice Cashin                              3
Samuel Winston, Inc.                       3
Salon Moderne, Saks Fifth Avenue           3
Serendipity 3                              3
Lanz of Salzburg                           3
Rogers, Peet & Company                     3
B. Altman & Co.                            3
Alfred J. Cammeyer                         3
J. C. D'Ahetze                             3
Capezio Inc.                               3
Blades                                     3
House of Chanel                            3
Manby                                      3
Frederick Loeser & Company                 3
House of Charles Jourdan                   3
Mr. John, Inc.                             3
Gianni Versace                             3
N. Greco                                   3
I. Miller                                  3
Salvatore Ferragamo                        3
Mazane                                     3
Stern Brothers                             3
Alexander McQueen                          3
Hattie Carnegie                            3
Brioni                                     3
H. Jaeckal & Sons                          3
Saks & Company                             3
Knox                                       3
Yves Saint Laurent, Paris                  3
Maximilian                                 3
Valentino                                  3
Hahne & Company                            3
Weeks                                      3
Stein & Blaine                             3
G. Fox & Company                           3
Cartier                                    3
Thomas                                     3
Thurn                                      3
Bronzini                                   3
Trimingham's                               3
Dorothée Bis                               3
The Chelsea Cobbler                        3
Comme des Garçons                          3
Hermès                                     3
Goossens                                   3
J. Ferry                                   3
Mark W. Cross                              3
Alberto Fabiani                            2
Cecil Beaton                               2
Giorgio Armani                             2
The Mallory Hat Company                    2
Calvin Klein                               2
Dal Co'                                    2
Manolo Blahnik                             2
Darlington, Runk & Co.                     2
Brooks Costume Company                     2
Annette Kellerman                          2
Netch and Frater                           2
Ossie Clark                                2
Boué Soeurs                                2
Jantzen                                    2
Peck & Peck                                2
House of Lucile                            2
Sophie Gimbel                              2
Delman                                     2
Nardi, Inc.                                2
Jean Dessès                                2
Marcel Rochas                              2
J. Petit                                   2
Collins & Fairbanks Co.                    2
Mme. Gripoux                               2
Maisons Agnès-Drécoll                      2
Cavanaugh Model Form Co.                   2
Browning, King & Company                   2
Kaufmann's                                 2
Tewi Lingerie, Inc                         2
Harmon Knitwear                            2
EISA                                       2
Rodarte                                    2
Dolce & Gabbana                            2
Kenzo                                      2
Mr. Luis Estévez                           2
Adidas                                     2
Albanese                                   2
Lucien Tesson                              2
Edwin C. Burt & Co.                        2
Rodier                                     2
Chez Ninon                                 2
Georges Kaplan                             2
Hickson Inc.                               2
Depret                                     2
Harry Gordon                               2
Joyce of California                        2
Francis O'Neill                            2
Abraham & Straus                           2
Andy Warhol                                2
Dertz                                      2
B. H. Wragge                               2
Busvines & Co. Paris                       2
Best & Co.                                 2
Fox Clothes of London                      2
Martial & Armand                           2
Oomphies                                   2
Florsheim                                  2
Bob, Inc., N.Y.                            2
René-Jules Lalique                         2
Chéruit                                    2
H. Jantzen Shoe Co.                        2
Cerruti 1881                               2
Jacqmar                                    2
Frattegiani                                2
Pierre Yantorny                            2
Mme. Eta Hentz                             2
Mr. Pearl                                  2
Joseph Love, Inc.                          2
Eaves Costume Company                      2
Shannon Rodgers                            2
Oscar de la Renta                          2
Josephus Thimister                         2
Cangemi, Inc.                              2
Sidonie Larizzi                            2
Peal & Co., Ltd.                           2
Viktor and Rolf                            2
Jay-Thorpe, Inc.                           2
Dominique France                           2
Church's                                   2
Ciner                                      2
Tommy Nutter                               2
Poster Dress, Ltd.                         2
Gorham Manufacturing Company               2
Norman Hartnell                            2
Bally of Switzerland                       2
Griffon                                    2
Etcetera                                   2
James McCreary and Co., N.Y.               2
Traina-Norell                              2
Ralph Lauren                               2
Redfern                                    2
Maurice Rentner                            2
A. J. Izod, Ltd.                           2
Fragiacomo                                 2
Kurzman                                    2
Fiorucci                                   2
Whiting and Davis Company, Inc.            2
Wanamaker's                                2
Jacques Doucet                             2
Paul Stuart                                2
Hawes & Curtis, Ltd.                       2
Stovel & Mason                             2
Perry Ellis                                2
Moschino Couture                           2
Jerro Brothers                             2
Milgrim                                    2
Jean Cocteau                               2
Nan Duskin                                 2
Orser & Terrizzi                           2
Milch                                      2
Maison Lewis                               2
Michele Oka Doner                          2
Burberry                                   2
House of Worth                             2
George T. Keen Inc.                        2
Brooke Cadwallader                         2
Geoffrey Beene                             2
H. Creed & Co.                             2
Clara in N.Y.                              2
Iris Van Herpen                            2
I. Magnin & Co.                            2
Maniatis Bottier, Paris                    2
Mrs. Osborn Company                        2
Shoe Biz                                   2
Nike                                       2
Paraphernalia                              2
Melton                                     2
House of Paquin                            2
Callot Soeurs                              2
James McCutcheon & Co.                     2
Wallachs                                   2
Susan Bennis/Warren Edwards                2
Lucien Lelong                              2
Rifat Ozbek                                2
Trifari                                    2
Jenny                                      2
Stuart Weitzman                            2
Lee                                        2
Revillon Frères                            2
Caroline Reboux                            2
Pablo Picasso                              2
House of Drécoll                           2
Andrew Geller, Inc.                        2
Hellstern and Sons                         2
Ball Band                                  2
Fendi                                      2
Joseph                                     2
Field Brothers                             2
Arnold Constable & Company                 2
Christian Louboutin                        2
Mad Carpentier                             2
Gucci                                      2
Pierre Brivet                              2
Guy Laroche                                2
Briggs & Sons, London                      2
Right Now                                  2
F. Cruwys                                  2
Massaro                                    2
K. Geiger                                  2
Mondial Shoe                               2
Maraolo                                    2
Missoni                                    2
Aris                                       2
Mon. Vignon                                2
Ridabock & Company                         2
Raudnitz and Co. - Huet and Chéruit        2
Celine                                     2
Kayser-Roth Glove Co., Inc                 2
Fontana                                    2
Seymour Troy Originals                     2
Mr. Fish                                   2
Prada                                      2
John Held Jr.                              2
Braagaard                                  2
Marshall Field & Company                   2
Columbia Gymnasium Suit Co.                2
Bottega Veneta                             2
Jean Clemént                               2
Aitken Son & Company                       2
House of Patou                             2
House of Schiaparelli                      2
Goupy                                      2
Frank Mazane                               2
House of Lanvin                            2
De Pinna                                   2
Wiener Werkstätte                          2
A. G. Spalding & Bros.                     2
House of Lesage                            2
Gelot                                      2
John Galliano                              2
Charvet Chemisier                          2
Harrods, Ltd.                              2
Robert Piguet                              2
James Galanos                              2
Evelyn Byrnes                              2
Walter Worldwide                           2
Christian Lacroix                          2
J.C. Penney Co., Inc.                      2
Grace M. Cunningham                        2
Levi-Strauss and Company                   2
House of Premet                            2
H. Huntsman & Sons                         2
Galeries Lafayette                         2
Alexander's                                2
Wesley Simpson, Inc.                       2
House of Balmain                           2
House of Lelong                            2
Cole of California                         2
James McCreery & Company                   2
Henry Poole & Co.                          2
Walter Steiger                             2
Camille                                    2
Herbert Levine Inc.                        2
Gibo                                       2
U. S. Keds                                 2
Hugo Boss                                  2
Koret                                      2
Scott & Company                            2
Driscoll                                   2
Henri a la Pensée                          2
Golo Footwear Corporation                  2
Giorgio di Sant'Angelo                     2
Amelia Gray                                2
Gantner of California                      2
Alexandrine                                2
A. Bertin                                  2
Jaeger                                     2
André Perugia                              2
F. Pinet, Paris                            2
Chipp New York New Haven                   2
Dieulafait & E. Bouclier                   2
Hanes Hosiery, Inc.                        2
Army & Navy Cooperative Company            2
F. L. Dunne & Company                      2
Fortuny                                    2
Selbine                                    2
Keith Haring                               2
Gorini                                     2
Bernardo Sandals                           2
Meyer Jonasson & Company                   2
Van Cleef & Arpels                         2
Philip Treacy                              2
Gunther Jaeckel                            2
Hook, Knowles & Co.                        2
Lyon                                       2
Palter DeLiso, Inc.                        2
A. Gillet                                  2
J. Thorpe                                  2
Echo Scarfs                                2
Sommers, Inc.                              2
Chez Sonia                                 2
Iida & Co./Takashimaya                     2
Wacoal-America Inc.                        1
James Lock & Co. Ltd                       1
Evans & Wong                               1
Vincenzina                                 1
Tess Sholom                                1
Originala                                  1
Asprey                                     1
Dorothy Liebes                             1
Paul Kaufman                               1
Henry Heath Limited                        1
Louise Balarun                             1
Cai Guo-Qiang                              1
Barneys New York                           1
Kohn, Adler & Company                      1
Josef Hoffmann                             1
Sheila Natasha Simrod Friedman             1
Tina S. of the Sydneys                     1
Langdon, Batcheller & Company              1
G & E Spitzer                              1
Eugenia of Florence                        1
C. Nannelli                                1
Daniela Shoes                              1
Jacques Heim                               1
Juul of New York City                      1
Janine Lacroix                             1
Evelyn Schless                             1
Simon Costin                               1
Madame Marie Gerber                        1
Mlle. Louise                               1
Tina Lattanzi                              1
Erté (Romain de Tirtoff)                   1
Roberta di Camerino                        1
Marc Jacobs                                1
Forster & Son, Ltd.                        1
Furst and Mooney, Inc                      1
Hannah Troy                                1
Philippe & Gaston                          1
Johnny Carson                              1
Mr. Field, Inc.                            1
Mrs. Moseley Taylor                        1
New York Creation                          1
Vogue Jewelry Novelty Company              1
Patricia von Musulin                       1
J. Hartjen                                 1
Sarff Zumpano Inc.                         1
Ameritex                                   1
Elsa Schiaparelli                          1
Eugenio Carmi                              1
Formfit Rogers                             1
Vera                                       1
Mr. Philip Hulitar                         1
William J.                                 1
Nina-Fay Foundations, Inc.                 1
Charles Klein                              1
House of Moschino                          1
Bray Bros.                                 1
Dominick LaValle                           1
The Brothers Christie Fur Corp.            1
Leslie C. White                            1
Tony Duquette                              1
Maison Ström                               1
Pacific Mills                              1
Chicago Corset Company                     1
Lola Faturoti                              1
Boudicca                                   1
Sandilands & Son                           1
Vivienne Tam                               1
Walter Barnard & Son                       1
Zecchi                                     1
Lortay                                     1
Marcelle Julien                            1
Waste Basket Boutique                      1
Sylvia Nechis                              1
Mae & Hattie Green                         1
Ines Svensson                              1
Rodeck Brothers                            1
Yves Saint Laurent                         1
Coro                                       1
Coglitore'f                                1
Week End                                   1
Georg Jensen                               1
Mr. Callum Hosiery Co.                     1
Ansonia de Luxe                            1
Andrée Brossin de Mere                     1
Anderson & Sheppard                        1
Yohji Yamamoto                             1
Mrs. Made Krastins                         1
Cadoro Jewels Corp.                        1
Madame Alphonsine                          1
Marithé & François Girbaud                 1
Rene Taillard                              1
Robert Lee Morris                          1
Leila Larmon                               1
P.D.                                       1
Mrs. Bertha Black Lewry                    1
BVD                                        1
Domi                                       1
The Glove Shop                             1
E.W. Emery                                 1
Aurore                                     1
Hazel Burnham Slaughter                    1
Istante                                    1
Susanna Lewis                              1
Diane von Furstenberg                      1
La Perla                                   1
Tautz & Company                            1
E. Mendelsohn & Company                    1
Mrs. Dunstan                               1
Anne Marie of France                       1
Worcester Corset Company                   1
Taj of India                               1
Bailey, Banks & Biddle                     1
Paco Rabanne                               1
Xüly Bet                                   1
Bertha Stern                               1
Wasservogel Corsetière                     1
Estelle Mérshon                            1
Emanuel Ungaro                             1
Brass Boot                                 1
Bent & Bush                                1
Parachute                                  1
Mabel Julianelli                           1
Sarno & Son                                1
Sigmund Eisner Co.                         1
Gilbert Orcel                              1
Beer                                       1
Derigú                                     1
Marguerite Zorach                          1
S. Gluck                                   1
Maquets                                    1
Ungar                                      1
W.K. Gilbert & Company                     1
Hattat Frères                              1
Lemington                                  1
R. W. Forsyth, Ltd.                        1
Gérard Pipart                              1
Cadolle                                    1
Matteawan Manufacturing Company            1
The Brandon Shop                           1
Edward L. Mayer                            1
Grace King                                 1
Miss Juliette                              1
Gianfranco Ferré                           1
Naman Rainwear                             1
Boston Chemical Printing Company           1
Mr. David Evins                            1
Givenchy Boutique                          1
Claire Kennedy                             1
Mrs. Joan Lang                             1
Menochet                                   1
Y-3                                        1
Richelieu                                  1
Billy Weiss                                1
Simonetta                                  1
Flamand                                    1
Cypris                                     1
Giorgio Avolio                             1
Sun-Sun                                    1
Forstmann                                  1
Henriette Favre                            1
T.E. Moseley & Co.                         1
Eisenberg                                  1
Frank Olive                                1
Clary                                      1
G. Wildes Smith of Boston                  1
Russell & Bromley                          1
Tatiana                                    1
Madame Hernstadt                           1
Bill Blass Ltd.                            1
Sybil Connolly                             1
Whitaker & Company                         1
House of Jacques Fath                      1
Roberto Capucci                            1
Gottex Industries                          1
John Fluevog                               1
Pam Hogg                                   1
Roger Scemama                              1
Tom Binns                                  1
Cardinal                                   1
Alice Herbin & Company                     1
Wrangler                                   1
Scarves by Vera, Inc.                      1
Diego della Valle                          1
United States Rubber Company               1
Joseph Whitehead                           1
Hiroko Koshino                             1
Boris Kroll                                1
Roger Jean-Pierre                          1
Yumi Katsura International Co., Ltd.       1
Jacob Pivovar                              1
Fallan & Harvey                            1
Maira Kalman                               1
Armorside                                  1
Jun Takahashi                              1
Todd Oldham                                1
Samo                                       1
Fox                                        1
Benetton                                   1
Linton Tweeds                              1
University Seal                            1
Pauline Trigère                            1
Bon Marché                                 1
P. Rouillier                               1
Basso and Brooke                           1
Mme. Olympe                                1
Texier St. Engley                          1
Charles Frederick Worth                    1
Marisol                                    1
Franco Moschino                            1
Hiro (Yahuhiro Wakabayashi)                1
Marie-France Cohen                         1
Alta Moda                                  1
H & C Company                              1
Schostal                                   1
Degas                                      1
Rainbow                                    1
Yeohlee Teng                               1
Hamish Morrow                              1
J. Whitney                                 1
threeASFOUR                                1
Jimmy Choo                                 1
Bogart                                     1
Raoul Dufy                                 1
Ellsworth Kelly                            1
Anna Tappé Inc.                            1
Anne Klein                                 1
H. Harris                                  1
Emmanuelle Khanh                           1
Terry Mayer                                1
Agostino La Cavera                         1
Ji Eon Kang                                1
E. I. du Pont de Nemours & Company         1
Kirkbury                                   1
Alice M. Dunstan                           1
Enos, Ltd.                                 1
Christian Dior, New York                   1
Opening Ceremony                           1
Vera Maxwell                               1
Charles Sumner                             1
Swatch                                     1
Wamsutta                                   1
Francesco Maria Bandini                    1
Scott Crolla                               1
La Ray Footwear                            1
Pierre Corrard                             1
Cat Chow                                   1
Eugénie Safontas                           1
Federico Forquet                           1
Francis                                    1
Farquharson & Wheelock, N.Y.               1
Ca. Digiacomo                              1
Frank Stella                               1
Shulton, Inc.                              1
Elias Daggs                                1
Louise & Company                           1
Newton Elkin Shoe Co.                      1
Helmut Lang                                1
DeBevoise                                  1
Chanel Boutique                            1
Henri de la Ponce                          1
Lucile                                     1
D'alojo                                    1
Paul Blavier                               1
Scott Barrie                               1
Gayla Rosenfeld                            1
H.R. Mallinson & Co.                       1
Mariuccia Mandelli                         1
Irving Penn                                1
Uniroyal                                   1
Dasaje do Brasil                           1
Sultana                                    1
Bill Blass                                 1
Borden                                     1
Meier                                      1
House of Rochas                            1
Dorothy McNab                              1
H. O. Hanlon                               1
Deborah Hill                               1
Richard Tam                                1
Off-White c/o Virgil Abloh                 1
Mlle. Liberté                              1
Georgette of Paris                         1
Kontoff                                    1
Pemberton-Mercer                           1
Robinson Golluber                          1
Eldridge Manning                           1
Ruth Reeves                                1
Mme. Blanchard                             1
Newton                                     1
Journeay & Burnham                         1
Corset Parisien                            1
Natacha Rambova                            1
Alphonsine et Cie                          1
Robert Dudley                              1
Frank Brothers                             1
Deanna Littel                              1
Camille Roger                              1
Gant Perrin                                1
Clements Ribeiro                           1
Holbrook and Walker                        1
Cavanagh                                   1
Van Arden, Inc.                            1
M. C. Daly                                 1
June Blaker                                1
Dubois                                     1
Mario Valentino                            1
Vionnet S.p.A.                             1
Walter Florell                             1
Ruben Torres                               1
Pichel                                     1
Stetson Shoe Company                       1
Alexander Calder                           1
Bill Gibb                                  1
Jupiter                                    1
Roger Worth                                1
noir kei ninomiya                          1
Raymond Godfrey Twyeffort                  1
Jacques Le Corre                           1
A. Ravaux                                  1
L.L. Bean                                  1
Vendôme & Coro                             1
Maud et Nano                               1
Romeo Gigli                                1
Marie-Blanche di Pietro                    1
Miriam Haskell                             1
Mrs. Helen Cookman                         1
Marimekko                                  1
Bullocks Wilshire                          1
Moyen                                      1
Baar and Beards, Inc.                      1
B. Piattelli                               1
Christys' London                           1
Beaurepoire                                1
Fox Shoe Manufacturing Corp.               1
J. Hamilton                                1
Dr. Warner's                               1
Paperdelic                                 1
Princeton Process, Inc.                    1
Montes de Oca                              1
The Sahlin Company                         1
Peggy Ann                                  1
Count Bellini                              1
Juilliard                                  1
Lajoinie                                   1
G. Petillault                              1
Anne Kelso                                 1
Mark Mahall                                1
E. Pattison                                1
May Wamelink Gorman                        1
Betaille                                   1
Naoki Takizawa                             1
John Lobb                                  1
Ellen Ann Dobrovir                         1
Sandra Kuratle                             1
Mary Graham                                1
Jeanne Hallée                              1
Masket Brothers Sportswear                 1
C. Leviéle                                 1
Willis & Geiger, Inc.                      1
Anna Sui                                   1
Elizabeth Hollborn                         1
Wolverine World Wide                       1
Madame Grès (Alix Barton)                  1
Dawnelle, Inc.                             1
Byron Lars                                 1
Lucchese Bootmakers                        1
Don Marshall                               1
Memphis                                    1
J.-F. Heim Galerie                         1
Gerald Murphy                              1
Madeleine Wallis                           1
Carmelo Pomodoro                           1
Silvia Fiorentina                          1
Hedi Slimane                               1
Jack Rogers                                1
S. Fox & Company, Ltd.                     1
Hope Skillman                              1
Pierre Gerber                              1
Bernard Figueroa                           1
Healy                                      1
Linda Mendelson                            1
Elizabeth Rhind                            1
Alber Elbaz                                1
I.B. Cohen                                 1
Tailleur Filles & Cie                      1
Glenmore                                   1
Sinclair Mills                             1
Nettie Rosenstein                          1
Ben Reig                                   1
Bonnie August                              1
Maurice                                    1
Tradate                                    1
Bud Kilpatrick                             1
Bernhard Altmann                           1
Oleg Cassini                               1
Fernande Desgranges                        1
Mme. Raymonde                              1
Boucher                                    1
H. R. Mallinson and Company                1
Sarah Pursell                              1
John Anthony                               1
Alejandro Velasco                          1
Paul Portes, Paris                         1
Anouska Hempel                             1
Jacques Griffe                             1
Donald Brooks                              1
E. Bayard                                  1
Ducerf Scavini                             1
Juan Serra                                 1
Bellows Brut                               1
Fisher                                     1
The English Shop                           1
Thea Porter                                1
Jil Sander AG                              1
Shillito's                                 1
Crocker                                    1
Tuna & Moosbrugger                         1
Justin-Barton                              1
Holly Harp                                 1
Riccardo Tisci                             1
Madame Herzfelder                          1
Linda Kinoshita                            1
Arthur Falkenstein                         1
Juicy Couture                              1
Nancy Gonzalez                             1
Coleman                                    1
Nash                                       1
Eduard Josef Wimmer-Wisgrill               1
Babani                                     1
Creston & Petit                            1
W.S. Thomson & Company                     1
Martin                                     1
Scott Paper, Ltd.                          1
Caulier                                    1
Irwin Textile Mills                        1
Sperry                                     1
Robert Douglas Ltd.                        1
Ditz                                       1
Tammis Keefe                               1
Snow Snug by Shawmut                       1
Irande                                     1
Despa                                      1
Emma A. Maloof                             1
Maria Grazia Chiuri                        1
Iris Lingerie Co., Inc.                    1
Jenkins                                    1
Jeffers French Shoes                       1
Setroy, Inc.                               1
Miss Louise Barnes Gallagher               1
Mr. R. Massaro                             1
Alphée                                     1
Manquin                                    1
Jean Cacharel                              1
Roberto Cavalli                            1
Edward L. Tripler                          1
Westwood Knitting Mills                    1
Chaussures de Luxe                         1
Roth & Goldschmidt Corset Company, Inc.    1
Seven New York                             1
Versace Couture                            1
Patrick Kelly                              1
La Sirene                                  1
Mrs. Mildred Orrick                        1
Miyake Design Studio                       1
Antonio del Castillo                       1
Ohrbach's                                  1
Aux Mille and Une Nuits                    1
Criterion                                  1
Rice & Duval                               1
Fira Benenson                              1
Catalina Sportswear                        1
Vicky Tiel                                 1
Schumm & Snyder Hat Shop                   1
Antonio Ratti                              1
Giofer                                     1
T. Miller & Sons, New York                 1
McCreedy and Schreiber                     1
A. M. Gourd & Cie                          1
Claire McCardell                           1
Lilly Daché                                1
Adelle Lutz                                1
Debusschère of Bruges                      1
Marguery Bolhagen                          1
Lamine Kouyaté                             1
Paul Poiret                                1
Horace Partridge Co.                       1
Sam L. Budd                                1
A. Stein & Company                         1
Christiana Hummer                          1
Mme. Fréderique                            1
Casadei                                    1
Charlotte Duclos                           1
Mrs. L. D. [?] Sexton                      1
Raphael                                    1
PW Company                                 1
Pancaldi                                   1
Paola Bordaz                               1
DKNY                                       1
Charvet et Fils                            1
JL Arbiter                                 1
Maud Frizon                                1
B. Cavalli                                 1
Molstad & Co.                              1
A. Dusautoy                                1
Parachutes Incorporated                    1
John Wuest                                 1
Alice Pollock                              1
Luxus                                      1
Miuccia Prada                              1
Lars Nilsson                               1
Eagle Shirtmakers, Inc.                    1
Schoverling, Daly & Gales                  1
David Emanuel                              1
Hill & Novis                               1
Paragon                                    1
Jack Schaffer                              1
Sibling                                    1
Micol Fontana                              1
Rosenbloom's                               1
Fred Braun                                 1
Bernardo                                   1
Hurd Shoe Co.                              1
The Fabric Workshop                        1
David Weeks                                1
Yasumasa Morimura                          1
Veneziano                                  1
Spier's National Schuh                     1
Tadanori Yokoo                             1
Christopher Kane                           1
Playboy                                    1
John Marino, Inc.                          1
Patricia Underwood                         1
Barry Kieselstein-Cord                     1
Lord John                                  1
Oppenheimer-Franken                        1
Chantelle                                  1
Emilia and Elvira Frezzini                 1
Gustave Beer                               1
Christopher Bailey                         1
Oscar Sauerwald                            1
Mary McFadden                              1
Leather's Best                             1
Kroll Fabric, Inc.                         1
J. P. Adam                                 1
Crotty & Richards                          1
Paul Bridgewater                           1
Kirk's Folly                               1
Viola Sylbert                              1
James Rosenquist                           1
H & W Company                              1
Hing Sheng Boot and Shoe Maker             1
Pary Goodfellow                            1
Cindy Nemser                               1
Adolfo                                     1
Roselle Davis                              1
Yoshiki Hishinuma                          1
Chambert, Paris                            1
Madame Virot                               1
J. Derber                                  1
George Halley                              1
Jean Muir                                  1
Madame Suzy                                1
Kathryn Kuhn                               1
Augusto, Ltd.                              1
Albert H. Kadlec                           1
Worcester Skirt Company                    1
Willie Woo                                 1
Berté Weichmann                            1
Marks Jacobs                               1
Mainbocher                                 1
Brasseur                                   1
Cesare Paciotti                            1
Rick Owens                                 1
Fred Picard                                1
Signor                                     1
Madame Tierce                              1
Weiss                                      1
Fairyland                                  1
Caltex Sportswear Company                  1
Martin Belasco                             1
Duizend-Gans                               1
Buffalo Boots                              1
Catherine Donovan                          1
Morel, Poeckès & Paumlin                   1
Larrissa                                   1
A. B. Coady                                1
Patrick Cox                                1
Mrs. Morton J. Seifter                     1
Celanese Corporation of America            1
Louise Nevelson                            1
Morris Moskowitz                           1
Dr. Martens                                1
Paulette                                   1
Jacques Kaplan                             1
Ascher                                     1
Jules François Crahay                      1
Universal Studios Inc.                     1
Au Louvre                                  1
Helene Arpels                              1
Danskin                                    1
Lilly Pulitzer Inc.                        1
Carlo Palazzi, Inc.                        1
Ronaldus Shamask                           1
Ilias Lalaounis                            1
Mrs. Sylvia Pedlar                         1
Virgil Abloh                               1
Rosemarie de Paris                         1
Elizabeth Hawes                            1
Penelope Tree                              1
A. Schiraldi of Napoli                     1
Barbara Hulanicki                          1
J. B. Flaherty Co., Inc.                   1
Fuller Fabrics                             1
Gian Marco Venturi                         1
Hertz-Ross                                 1
Rupert Lycett Green                        1
Faucon                                     1
Jacques Fath                               1
Georges Doeuillet                          1
W. & J. Sloane                             1
Mariano Fortuny                            1
Homer Layne                                1
Dirk Bikkembergs                           1
Donna Karan New York                       1
Boeing Pelliccerie                         1
Herbert Johnson                            1
Mandalian Manufacturing Company            1
Sullivan, Williams & Co., Ltd.             1
Koos van den Akker                         1
Fratelli Rosetti                           1
Hettabretz                                 1
Mme. Besancon de Wagner                    1
Budd                                       1
Kathryn Simon, American                    1
PBM                                        1
Renee Montague                             1
Yvonne May                                 1
Simonetta et Fabiani                       1
Stephen Jones                              1
Neuber                                     1
Frye                                       1
Townsend Grace Company                     1
Argence                                    1
Harry                                      1
Dominique Swildens                         1
Charles Jourdan                            1
Mary Katrantzou                            1
Muriel Kallis Newman                       1
Mme. Mantel                                1
Billy Boy                                  1
Springfield Athletic Co.                   1
Margot, Inc.                               1
Jeanne Campbell                            1
Marcelle Chaumont                          1
Legroux Soeurs                             1
Borsalino                                  1
Mackey-Starr, Inc.                         1
Blaire's                                   1
Atkinson's                                 1
Christian Francis Roth                     1
Pleaser                                    1
Callaghan                                  1
Vandervell                                 1
Odile Gilbert                              1
Norman LeMain                              1
Madam Griswold's                           1
Arche                                      1
A. Felix                                   1
Joan Vass                                  1
Vetements                                  1
Dennis Higgins                             1
O'Conner, Moffatt & Company                1
M. A. Connelly                             1
Augustine Martin & Company                 1
Deirdre Hawken                             1
Bernard Teitelbaum, Inc.                   1
Catoir Silk Company                        1
                                          ..
Kalso Earth (R) Shoe                       1
Follmer, Clogg & Company                   1
L. & E. Stirn                              1
Jim Tillett                                1
Sophia Kokosalaki                          1
Jacques Laurent                            1
Daventree                                  1
Yoko Ono                                   1
Richard Hudnut                             1
Martin Margiela                            1
Mannino and Marandino                      1
Canfora                                    1
Hollander                                  1
Jordan Doner                               1
Myrna Tatar                                1
Vincent et Cie                             1
Certex                                     1
Peter Lekeux                               1
Osvaldo Testa                              1
Madame Havet                               1
Gage Brothers & Company                    1
B. & K.                                    1
Beleganti                                  1
Viv Knowland                               1
Sarah Burton                               1
Louiseboulanger                            1
Anthony Berrus                             1
Valentin Yudaskin                          1
Kleibacker                                 1
Roger Peet                                 1
Lafarge                                    1
R.W.H. Rogers                              1
Bien Jolie                                 1
Heidi Weisel                               1
Frederick's of Hollywood                   1
Hermance                                   1
Joseph Salon Shoes                         1
Esté                                       1
Mrs. Florence Reichman                     1
Nocona Boot/Nocona Texas                   1
Paris Manufacturing Company                1
A. Denova                                  1
Mme. Poiret                                1
Crown Textile Company, Incorporated        1
Monquignon                                 1
E. J. Korvette                             1
Mme. Esther Massieu                        1
John Golden                                1
Courvoisier                                1
SEX                                        1
Peter Thomson                              1
Madcaps International                      1
Jean Gale, Inc.                            1
C. Middleton                               1
Panasonic                                  1
Marion E. Dick                             1
F. Ducharne Silk Company                   1
Rae Spencer-Cullen                         1
René Véron                                 1
Emile Pingat                               1
Miss M. Gans                               1
Willie Landels                             1
Rod Keenan                                 1
Day & Horton                               1
Jean Dunand                                1
Keep New York                              1
Florence Schulman                          1
Kork-ease, Inc.                            1
Sylvia Whyte                               1
Chs. des Jardins & Cie Ltd.                1
A. Giesen Importers                        1
Madame McCabe                              1
Bodymap                                    1
Mme. Grapanche                             1
Jackie Rogers                              1
OlofDaughters                              1
Delion                                     1
Carpenter                                  1
Campus                                     1
Jane L. Kosminsky                          1
Dressmaker Casuals Inc.                    1
Dorian-Macksoud Corporation                1
Byram & Son                                1
Verdura                                    1
Charles Strohbeck, Inc.                    1
Hanae Mori                                 1
Georges Lepape                             1
Royal Worcester Corset Company             1
Mary Poppins                               1
Korvettes                                  1
Mitsuhiro Matsuda                          1
John N. Genin                              1
Franck                                     1
Bill Tice                                  1
Taroni                                     1
Louise Neut                                1
Mario                                      1
Kayser                                     1
Facon                                      1
Willoughby Hatter                          1
A. Fanet                                   1
Stefano Pilati                             1
Irene                                      1
Mimi di Niscemi                            1
Andrew Logan                               1
Mme. Jeanne Paquin                         1
A. N. Cook & Company                       1
Badgley Mischka                            1
Mishawaka Rubber & Woolen Mfg. Co.         1
Coblentz                                   1
George W. Welsh's Son                      1
Felix Chabluk Smith                        1
Malcolm McLaren                            1
Chas. Arms                                 1
Renard                                     1
Steven Arpad                               1
Torino                                     1
Monari of Paris                            1
Edie Sedgwick                              1
Arthur Constable                           1
Betsey Johnson                             1
Junichi Arai                               1
Adair                                      1
Fortis                                     1
Marshall Importers                         1
Laura Aponte                               1
Tom Brigance                               1
Burkhardt Bros. Company                    1
Herzman Scarfs                             1
Tracy Mills                                1
JB                                         1
Judith Leiber                              1
Gertrude Davenport                         1
Keni Valenti                               1
Carolina Herrera                           1
Mrs. Esther A. Klepper                     1
Jax                                        1
Gaston of Murray Hamburger                 1
Madame Thea Tewi                           1
Emma Gibbs-Battie                          1
Steven Scott Kokin                         1
As Four                                    1
Ann E. Lipscomb                            1
Morrison & Shribbs                         1
Minnetonka Moccasin                        1
Rossella Jardini                           1
Theis Importers                            1
Matsuda                                    1
Oscar de la Renta, Ltd.                    1
Kleinert's                                 1
Victor                                     1
Compagnie Lyonnaise                        1
L'Aprili                                   1
Fenton Footwear                            1
Emanuel Zoo                                1
Everfast Fabrics, Inc.                     1
Jay's of London                            1
Madame Warren's                            1
Even                                       1
Miguel Adrover                             1
H. Detrois                                 1
India Woollen Mills                        1
Henry Moore                                1
Chester Weinberg                           1
Cristobal Balenciaga                       1
Alpine                                     1
Leonos D'Anz                               1
Juana de Garzon                            1
Sebastian                                  1
Lockharts                                  1
Caraceni                                   1
Alberta Ferretti                           1
Stonecutter  Mills                         1
Vera Neumann                               1
Jordan                                     1
Nancy Haggerty Shoes, Inc.                 1
L. Perchellet                              1
Mor Weisz                                  1
G.L. & Company                             1
Town and Country                           1
Reis                                       1
Miss Beckie                                1
Olivier Theyskens                          1
Staron                                     1
Sybilla                                    1
Carol Fertig                               1
Nina Ricci                                 1
Chandler's                                 1
Michniewicz-Tuvée                          1
Reverdot                                   1
Lawler Duffy                               1
Robert Delamotte                           1
Lilly Pulitzer                             1
Wrigglesworth                              1
Standard                                   1
Nunn Bush                                  1
Perry Ellis Sportswear Inc.                1
Mr. Roald Kaupang                          1
Bonnie Cashin                              1
Scott & Claxton                            1
Nicolas Ghesquière                         1
Bruat, Inc.                                1
tao Comme des Garçons                      1
Jean-Charles de Castelbajac                1
Nordica                                    1
Maison Léoty                               1
Wilkes Bashford                            1
René Caovilla                              1
S. Stroock and Company                     1
Robert Longo                               1
Bill Cunningham                            1
Barnes & Smits                             1
Wechsler, Abraham & Company                1
Vda. Acha                                  1
Azzedine Alaïa                             1
Margaret Clark                             1
Grace Powell                               1
Dr. P. Kahler & Sons                       1
Carlo Brandelli                            1
J. Jacquin & Company                       1
William K. Tripler                         1
H.C.F. Koch                                1
R. H. Macy & Co.                           1
Phoebe Philo                               1
Emilio Schuberth                           1
Manuel Pertegaz                            1
Maidenform                                 1
Rose Descat                                1
Glensder Textile Corporation               1
René Mancini                               1
Don Loper                                  1
Marjori Seril                              1
M.A. Kirk                                  1
Lucille de Paris                           1
Don Moore                                  1
Durer                                      1
Mad Hatters                                1
Nellie Harrington                          1
Jeanne Baron                               1
Mrs. F. M. Carroll                         1
Raymond Duncan                             1
Melnotte                                   1
Tuttabankem                                1
Richard Tyler                              1
Mangin Maurice                             1
Jasper Conran                              1
Belinda                                    1
Elio Fiorucci                              1
Stephen Bruce                              1
Ann Lowe                                   1
Kaynee                                     1
Katharina Denzinger                        1
Carlson's                                  1
J. Walter Gallagher                        1
Arnold Scaasi                              1
L. Lipstadt                                1
Sarah Lipska                               1
Jeanne Dimelow                             1
Rybal                                      1
Jessie Franklin Turner                     1
L. Wilson                                  1
Frances & Co., Paris                       1
Stanicci                                   1
Kenneth Jay Lane                           1
Claude Saint-Cyr                           1
Our Leader Hosiery                         1
Laboudt & Robina                           1
Jacques Cohen                              1
Mr. Frank Smith                            1
Carlo de Gaspari Zezza                     1
John Bartlett                              1
Mr. Yukio Kobayashi                        1
Diplomat                                   1
Mme. Martin Decalf                         1
Rey Jouvents Freres                        1
Anne Fogarty                               1
Système Jay                                1
Rugby                                      1
Molly Stern                                1
Janet Lipkin                               1
Elvette                                    1
Seafarer Dungaree                          1
Kathleen, Inc.                             1
Damien Hirst                               1
Clare Potter                               1
Halle Brothers                             1
Initial                                    1
Clarks of England                          1
Surf-Eze                                   1
Gilbert Adrian                             1
Jean-Louis Scherrer                        1
William de Lillo                           1
Arthur McGee                               1
Stephen Sprouse                            1
André S. David, Inc.                       1
Richardson's                               1
Ben Zuckerman                              1
Brigitte                                   1
Lloyd                                      1
Travis Banton                              1
Susanne Bartsch                            1
W. B. Conkey Co.                           1
Colcombet                                  1
East                                       1
Snedden                                    1
L. S. Plaut & Company                      1
Shannon, Miller & Crane                    1
Michael Zobel                              1
Mme. Langer                                1
Anne & Thérèse                             1
Gant Venice                                1
Demna Gvasalia                             1
Viktor Horsting, Dutch, born 1969          1
Salvador Dalí                              1
Nino Gabriele                              1
Damon Creations                            1
Warner's                                   1
Schlesinger & Mayer                        1
Schiatti & C.                              1
Vivienne Westwood                          1
Stefano Gabbana                            1
Birger Christensen                         1
W. Volker                                  1
G. Desprez                                 1
Helen Rose                                 1
Jean Paul Gaultier                         1
Wolford                                    1
DePauw                                     1
Morris Wolock & Co.                        1
Kamen                                      1
Bienen-Davis                               1
Miss Muriel King                           1
Ralph Rucci                                1
Granny Takes a Trip                        1
M. Wolf Sons, Inc.                         1
Kelly 1                                    1
Parlor Shoe Store                          1
Pattullo-Jo Copeland, Inc.                 1
Arthur Bier and Co. Inc.                   1
Mariska Karasz                             1
Noritaka Tatehana                          1
G. H. Bass & Co.                           1
Rei Kawakubo                               1
Brokaw Brothers                            1
Issey Miyake                               1
Johnston & Murphy                          1
Mr. Omar Kiam                              1
Angelo Tarlazzi                            1
Na Na                                      1
Miss Dior                                  1
Junya Watanabe                             1
Janette Colombier                          1
Margaine La Croix                          1
F.B.R.                                     1
George Bradford Tripler                    1
Kast's                                     1
R. H. White & Co.                          1
Pepperell Manufacturing Company            1
Famolare                                   1
Schwartz & Benjamin, Inc.                  1
Fownds                                     1
Raoul Lafontan                             1
Peter Max                                  1
Henry Lehr                                 1
Madame Agnès                               1
Ferris Brothers Company                    1
Dupuis-Jacobs                              1
Yamato Transportation Co.                  1
Celia Birtwell                             1
Stuart Davis                               1
Beth Levine                                1
Herbert Luey                               1
Kenzo Takada                               1
Wexler & Abraham                           1
Dobbs                                      1
Emanuel                                    1
Hafner Associates, Inc.                    1
Stella Saracino                            1
Stephen Dweck                              1
Male                                       1
Carl Gustav Klingstedt                     1
Amelia Beard Hollenback                    1
Jerry Edouard                              1
Jil Sander                                 1
Anton Thum                                 1
Betsey Bunky Nini                          1
Pola Stout                                 1
Phelps-Terkel                              1
Playtex                                    1
Wild & Lethal Trash                        1
Pollini                                    1
Nino Cerruti                               1
Donatella Versace                          1
Playdell and Smith                         1
Roswell Hovey                              1
Wallach                                    1
Albertina-Roma                             1
Maerten de Vos                             1
Lanvin-Castillo                            1
Undercover                                 1
Keys & Lockwood                            1
Mollie Parnis                              1
J. Uriarte                                 1
White, Howard & Company                    1
Philip Sills & Co.                         1
A. Corbay                                  1
C. Goldstein                               1
Sir Edward Rayne                           1
Isaac Mizrahi                              1
Jean-Charles Worth                         1
Meridian                                   1
Nikolas C. Mills                           1
Donna Karan                                1
Countess Fabbricotti                       1
Van Raalte                                 1
Junko Koshino                              1
Hubert de Givenchy                         1
Consuelo Castiglioni                       1
Drécoll                                    1
Gantner & Mattner                          1
Wright & Ditson                            1
Goodyear                                   1
Mme. Carlier                               1
La Carte                                   1
Workers For Freedom                        1
Susan Cianciolo                            1
Phat Fashions, LLC                         1
Peter Yapp                                 1
Michael Katz                               1
John Ashpool                               1
Anthony Muto                               1
Lillie Rubin                               1
Mugler                                     1
The Robbins                                1
House of Desrues                           1
Hussein Chalayan                           1
Dickerts                                   1
Mme. Pauline                               1
Prince Tirtoff, New York                   1
Hemco                                      1
Shaun Leane                                1
Digits Inc.                                1
Belle o' the Ball Hoop                     1
J. Staton                                  1
Scholl, Inc.                               1
Stetson                                    1
Walter Newberger                           1
Francevramant                              1
Vanessa Noel                               1
Linda Fox                                  1
Monika Tilley                              1
Gimbel Brothers                            1
R. Townsend & Sons                         1
David Hockney                              1
Isabel Canovas                             1
Kaffe Fassett                              1
Ronald Kolodzie                            1
R. Martegani                               1
House of Ricci                             1
Thomas Ridout                              1
Del Arte                                   1
Reual, Inc.                                1
Madame J. H. (Johan Adolph) Rutherford     1
Talbert                                    1
McCallum                                   1
Jonathan Saunders                          1
First Impressions                          1
Luini                                      1
Lionel LeGrand                             1
Marsh                                      1
A. P. Rego                                 1
A. Monco                                   1
Préville                                   1
Saul Brothers                              1
Julie Magner Company, Inc.                 1
Adler and Adler                            1
Andriano Fosi                              1
Jólan van der Wiel                         1
Margaret Jerrold                           1
Michael Mott                               1
Judith Leiber Couture Ltd.                 1
Claude Sabbah                              1
Rolf Snoeren, Dutch, born 1969             1
Amok                                       1
Suviane                                    1
Mabel Downs                                1
Francisco Costa                            1
L.S. Davidson                              1
Heinz Riva                                 1
Andrew Fezza                               1
Ealand                                     1
Beged-Or                                   1
Christophe de Menil                        1
Adele Simpson                              1
Mademoiselle Willets                       1
Tower Belt                                 1
McKeon & Smith                             1
Mr. David Kidd                             1
Olympia Knitting Mills                     1
Paul Smith                                 1
Berthe                                     1
Teal Traina                                1
Willi Smith                                1
Emilio Pucci                               1
Norman Norell                              1
Mackey Starr, Inc.                         1
Jordan Marsh & Company                     1
Bes-Ben                                    1
DuMont                                     1
Lou Brevete                                1
John David                                 1
Thurston                                   1
Imperial Knitting Co., Inc                 1
A. Alexander                               1
Lenief                                     1
Mrs. Samuel Shimn                          1
Pankin International LTD                   1
Vittorio Ricci                             1
Madame Smyth                               1
Barbara R. Bolan                           1
Gundry & Sons                              1
Burnham & Phillips                         1
Philippe Venet                             1
Gallina                                    1
Stéphane Rolland                           1
Edward Molyneux                            1
Carolyn Schnurer                           1
Yale                                       1
Christophe                                 1
Shirley of Hollywood                       1
A. Berteil                                 1
Montenapoleone                             1
F. Scholte                                 1
Elio Berhanyer                             1
Fotus Co. Ltd.                             1
Shea Importer                              1
C. Moykopf                                 1
Maria Gallenga                             1
Lady Grace                                 1
Gabriele Knecht                            1
Rudolph Hoffman & Company                  1
C.W. Sherwood                              1
V. Valentino                               1
House of Rouff                             1
Spot-Bilt                                  1
Claude Montana                             1
Pierre Balmain                             1
Edmée                                      1
Nolan Importers                            1
Jax of California                          1
Hobbs                                      1
Norma Kamali                               1
L. Gérard                                  1
Rosenfeld                                  1
Andrea Pfister                             1
Augustine Martin                           1
Tetreau                                    1
Walker Importer                            1
Eduardo Costa                              1
Jane Prendiville                           1
Hertz                                      1
Odette de la Tour                          1
A.L. Serra                                 1
Printzess Square                           1
Tassinari & Chatel                         1
Renoma                                     1
Madame Geo                                 1
Belle Jardinière, Paris                    1
Suzanne Rémy                               1
Maison Martin Margiela                     1
David Stevens                              1
Ceil Chapman                               1
Fabrice                                    1
Alwynn                                     1
Kasper                                     1
Oakley                                     1
Michael Kaye                               1
Yves Saint Laurent Rive Gauche             1
A. Miranda                                 1
Catherine Hubert                           1
Sapphire                                   1
Calvin Klein, Inc.                         1
Zandra Rhodes                              1
Florence Eiseman                           1
Mme. Lyra Corset Makers                    1
Herman Patrick Tappé                       1
Jeans Best                                 1
Townley Frocks                             1
Margie-Pauline Millinery                   1
Myrbor                                     1
E. A. Morrison, Importer                   1
Rouff                                      1
Richards & Veryken                         1
C. Pecker & Sons                           1
Jean-Philippe Worth                        1
Meyer Rubber Company                       1
Stephen Burrows                            1
Mila Schön                                 1
Layne Nielson                              1
Merrimac Hat Corp.                         1
Walter Van Beirendonck                     1
Shepard Company                            1
Tony the Shoemaker                         1
Aliata                                     1
Richard James                              1
Madame Pauline                             1
Julius Garfinckel & Co.                    1
Calugi e Giannelli                         1
Richard Anderson                           1
John H. North Company                      1
El Greco                                   1
Rosina Ferragamo Schiavone                 1
Terhune                                    1
Chezar & Pillman                           1
Artisanal                                  1
House of Givenchy                          1
Marcelle Alix                              1
Philippe Model                             1
A. F. Chantilly Inc., New York             1
Catherine Walker                           1
Stella McCartney                           1
Stéphane                                   1
Kensington Hats, Inc.                      1
John Kloss                                 1
Bette and Lee                              1
Etro                                       1
Pierre Cardin                              1
Arnold Lever                               1
Reeves Brothers Inc.                       1
Roger Vivier                               1
Tina Leser                                 1
Julian & Kokenge Company                   1
Preen                                      1
A. Ahrweiler                               1
Ciro Paone                                 1
George Peter Stavropoulos                  1
Loewe                                      1
Rose Valois                                1
Chloé                                      1
El Vaquero                                 1
Arthur M. Rosenberg Co.                    1
I.M. Bagedonow                             1
Baron Wolman                               1
Mme. Jacques Worth                         1
Marcel Boucher                             1
Ware, Pratt & Company                      1
Elaine Post                                1
Liza Bruce                                 1
Cluett, Peabody & Company, Inc.            1
Hijos de J. Mayans                         1
Jouvin Freres                              1
Stewart & Company                          1
J. Press, Inc.                             1
Victor Joris                               1
Emmett's                                   1
Krizia                                     1
Charles James                              1
Coopchik Forrest                           1
Mori                                       1
Hannis & Jenkins                           1
Amerikilt                                  1
Defossée                                   1
Mme. Louis Cerlian                         1
Margaret Jerrold, Inc.                     1
Bruno Magli SP.A.                          1
Serrana                                    1
Ethel L. Wilson Hughes                     1
Neiman Marcus                              1
House of Vionnet                           1
Abigail Aldridge                           1
G. Howard Hodge                            1
Legros de Rumigny                          1
Rosina Schiavone Ferragamo                 1
Walter Albini                              1
Leslie Morris                              1
A.E. Little & Co.                          1
Albion                                     1
Tissot                                     1
Joseph Yeska                               1
Jomaz                                      1
Debillemont                                1
Phipps's                                   1
Pattulo                                    1
Christian Dior                             1
Mars of Asheville                          1
F. X. Ledoux                               1
Wetterfest                                 1
Dix                                        1
Elizabeth Emanuel                          1
Busbines                                   1
Nicolao Atelier                            1
Gellert Sisters Millinery Importers        1
Dave Jones                                 1
Alan                                       1
The Walter Bugbee Company                  1
Emilie et Georgette                        1
Rudi Gernreich                             1
Marguerite                                 1
Thom McAn                                  1
Rooster                                    1
Plaza Gown Parlors                         1
Little & Co.                               1
Mr. Fred                                   1
Haas Soeurs, Inc.                          1
Rinaldi                                    1
Griffe of Paris                            1
Crescendoe Gloves, Inc.                    1
Dran Hamilton                              1
José Cotel                                 1
Custon Hats                                1
Mme. Uoll Gross                            1
Handmacher                                 1
Maharajas, Ltd.                            1
Mark Mooring                               1
Tao Kurihara                               1
Michel Perry                               1
Maullé                                     1
Karl Lagerfeld                             1
Gripoix                                    1
Worth & Worth, Ltd.                        1
A-POC                                      1
Thurmand Hedgepeth III                     1
U.S. Fabrics                               1
Alois Pichler                              1
H. Moreau et Cie                           1
La Bagagerie                               1
Robert Kushner                             1
Worth and Bobergh                          1
Max Gustin                                 1
Madeleine de Rauch                         1
Eugene André                               1
Berg                                       1
Irene Dana                                 1
Mrs. Pauline Potter                        1
Lucienne Rabaté                            1
Robert Clergerie                           1
Byblos                                     1
Richard Torry                              1
Michael Vollbracht                         1
Foale & Tuffin                             1
Suydam                                     1
Tissus Raimon                              1
De Lier Importer                           1
Quorum                                     1
Domenico Dolce                             1
Vesna Bricelj                              1
M. Eyans, Inc.                             1
Martin Ebster                              1
Ann Demeulemeester                         1
Bob Mackie                                 1
Mitra Couture                              1
Mijji                                      1
J. M. Gidding & Company                    1
Adam                                       1
Etienne Aigner                             1
Layne Neilson                              1
Narciso Rodriguez                          1
Penét Shoes, Inc.                          1
A. Antinori                                1
Marc Bohan                                 1
Balch, Price & Company                     1
Frances Denney                             1
Helmet Brand                               1
Krutcher & Starks                          1
Goodall Worsted Company                    1
Sherman                                    1
Timothy Glazier                            1
Fiamma Ferragamo                           1
Woolrich Woolen Mills                      1
Fownes                                     1
Olangan                                    1
Mrs. Arnold                                1
Augusta Reimer                             1
Esther Dorothy                             1
Thierry Mugler                             1
Simcox                                     1
Force Fin (Bob Evans Designs)              1
Abraham & Brauchbar                        1
Mark Atkinson                              1
Calderon                                   1
Bonpoint                                   1
Guido Pasquali                             1
Mrs. Herbert Sage Mesick                   1
Hoschedé Rebours                           1
H. O'Neill & Co.                           1
B. Penaud                                  1
F.T. Slattery and Company                  1
Tredaire                                   1
Roberta Bernays                            1
Trouville                                  1
W. & E. Crowther, Ltd.                     1
Volupté                                    1
Boutique Valentino                         1
Calvin Curtis                              1
Edward Gellman                             1
Harry Berkowitz                            1
Ball's                                     1
Jean Hamilton                              1
Julien Mayer                               1
Miss Sally Milgrim                         1
Suzanne Talbot                             1
Josephine Egan                             1
Fortune Cravats                            1
La Manual Alpargatera                      1
Huk-A-Poo                                  1
Jenny of Boston                            1
Abigail Lloyd Lott Zabriskie               1
Glentex                                    1
Fernando Sanchez                           1
Stanley Philipson                          1
Maiko Takeda                               1
Hutzler's                                  1
Jamie Reid                                 1
David Levin                                1
Ciffonelli                                 1
Poirier                                    1
Marvella                                   1
Schreter                                   1
Gaultier Paris                             1
Realsilk                                   1
Birdsey Somers Company                     1
Lichtenstein Millinery Company             1
George A. Henckel & Company                1
Dries Van Noten                            1
Wetzel                                     1
Vacher                                     1
Pincus Brothers - Maxwell                  1
Polo Ralph Lauren                          1
ABC Fabrics                                1
Sonia Rykiel                               1
Carey Adina                                1
London Character                           1
Larry Le Gaspi                             1
Irene Galitzine                            1
William Charles Brown                      1
Lazzerini                                  1
Kosta Furs, LTD                            1
René Bouët-Willaumez                       1
Nancy Haggerty                             1
Madeleine and Angels                       1
Pierpaolo Piccioli                         1
Proenza Schouler                           1
Robert F. Clark                            1
Jacques Tiffeau                            1
Alice Morgan Carson                        1
Steigerwalt                                1
Maria Chiara Galotti                       1
National                                   1
Marian Clayden                             1
Arthur Silver                              1
Excelsior                                  1
Capital                                    1
Mimi di N                                  1
Andre Oliver                               1
Raf Simons                                 1
Hickey Freeman                             1
Unknown                                    1
Feathermocs                                1
Moss Shamask, Ltd.                         1
Rose Simon                                 1
Castineau                                  1
Pique                                      1
Tokio Kumagaï                              1
Valerian Stux-Rybar                        1
Bamberger's                                1
Rayne                                      1
Larry Weinstein                            1
Outlook                                    1
Henri Begelin                              1
Michael Kane                               1
Seditionaries                              1
Harborow's Outfitters                      1
Eddris                                     1
Ego of London                              1
Amicy-Boinard                              1
Givenchy Gentleman                         1
Eliane Schenk                              1
Bruyère                                    1
Robert Cary Williams                       1
Golflex                                    1
Jo Copeland                                1
The Slipper                                1
Salinger                                   1
Madame Paolini                             1
Joyce Francis                              1
Carlos Falchi                              1
Nautica                                    1
Emeric Partos                              1
Wilardy                                    1
Giraut-Sirie                               1
George Barbier                             1
Simco                                      1
Barbara Barondess MacLean                  1
Vera for F.R.                              1
Gabrielle Chanel                           1
C. G. Gunther's Sons                       1
Wilma                                      1
Judith Imports                             1
Animal Crackers                            1
Josie Natori                               1
Bunting                                    1
M. J. Knoud Saddlery Inc.                  1
Springmaid                                 1
William Popper                             1
McMullen Company                           1
Jane Derby                                 1
Let It Rock                                1
Thomson, Langdon & Co.                     1
Christian Dior, Colifichets                1
Lookmaster's Guild                         1
Ray Aghayan                                1
Bianchini-Férier                           1
André Bellini                              1
Line Vautrin                               1
Braten                                     1
Martha Weathered, Inc.                     1
Rose & Company                             1
La Religieuse                              1
Disney                                     1
A. J. Lecoutre                             1
Mary Adrienne Steckling                    1
André Laug                                 1
Richard Serbin                             1
Gösta                                      1
The Whiteman Company                       1
Bernard Weatherill                         1
Coach                                      1
Rébè                                       1
Christophe Decarnin                        1
Van Heusen                                 1
M. Davey & Company                         1
Mrs. M. Courtney                           1
James Lindsay McCreery                     1
Milliken                                   1
Mary Ping                                  1
Martin F. Price                            1
W.S.D. & Company                           1
Put-On                                     1
Atherton Fine Millinery                    1
Peggy Hoyt                                 1
Herman Rossberg                            1
Jeanne Lanvin                              1
Sapphire Hosiery Corporation               1
Young Brothers                             1
Thomas Worth                               1
Joseph Horne & Co.                         1
Penn-Carol Hosiery Mills, Inc.             1
Dupuy                                      1
Kloss-Pruzan                               1
Flagg Brothers                             1
J.B. Johnstone                             1
Tommy Hilfiger Corporation                 1
Howard W. Geiger                           1
Evans                                      1
Daphne Hughes                              1
Tom Ford                                   1
Horace Dean Walker                         1
Cellini Shoes                              1
Jeff Koons                                 1
James Mitchell                             1
Thomas F. Peirce & Son                     1
David Shilling                             1
Weber & Heilbroner                         1
Robert Venturi                             1
Luis A. Palacio                            1
E.D. Burt & Co. Fine Shoes                 1
Sally Victor                               1
C. Webb                                    1
Goodall-Sanford, Inc.                      1
Samuel Winston                             1
Baum-Roth, Inc.                            1
Duvelleroy                                 1
Bottier Baudin                             1
Bob Bugnand                                1
Michael Horn                               1
L. Langelier                               1
Crayons                                    1
Rafael Sanchez                             1
Timothy Everest                            1
C.F. Johns & Pegg                          1
Excelsior Button & Boot                    1
L. Anderson                                1
Dormeuil                                   1
Dorothy Cox                                1
Jean Louis                                 1
M. Schiff                                  1
André Courrèges                            1
Dainese                                    1
Bloomingdale's                             1
Hanan & Son                                1
Moschino Cheap and Chic                    1
Annika Liljedahl                           1
Van der Straeten                           1
Harry Rosenfeld                            1
Abraham Ltd.                               1
Ren-Eta Gowns, Inc.                        1
Norma Minkowitz                            1
Gladys & Belle                             1
Racine                                     1
Elsa Peretti                               1
Name: entity, Length: 2166, dtype: int64
# All unique Designers from Costume Institute
costume_creators_df[costume_creators_df['type'].
                         str.contains("Designer")]['entity'].value_counts()
Giorgio di Sant'Angelo                    560
Charles James                             524
Cristobal Balenciaga                      453
Yves Saint Laurent                        407
Madame Grès (Alix Barton)                 323
Elsa Schiaparelli                         318
Christian Dior                            281
Geoffrey Beene                            279
Bonnie Cashin                             240
Norman Norell                             232
Vivienne Westwood                         229
Mainbocher                                204
Roger Vivier                              192
James Galanos                             179
Gabrielle Chanel                          173
Halston                                   171
Hubert de Givenchy                        167
Malcolm McLaren                           162
Issey Miyake                              161
Claire McCardell                          159
Jean Paul Gaultier                        138
Sally Victor                              137
Karl Lagerfeld                            134
Jeanne Lanvin                             134
Pierre Cardin                             133
Marc Bohan                                128
Madeleine Vionnet                         122
Rudi Gernreich                            114
Rei Kawakubo                              113
Gilbert Adrian                            111
Valentina                                 107
Paul Poiret                               100
Elizabeth Hawes                            93
Gianni Versace                             82
Calvin Klein                               77
Steven Arpad                               74
Oscar de la Renta                          73
Romeo Gigli                                72
Bill Blass                                 72
André Courrèges                            71
Carolyn Schnurer                           71
Valentino                                  70
Perry Ellis                                70
Serendipity 3                              70
Emilio Pucci                               67
Tess Sholom                                65
Charles Frederick Worth                    65
Mariano Fortuny                            62
Susan Bennis/Warren Edwards                61
Pierre Balmain                             61
Martin Margiela                            60
Jean-Philippe Worth                        60
John Galliano                              58
Vera Maxwell                               58
Pauline Trigère                            57
Todd Oldham                                57
Yohji Yamamoto                             56
Emanuel Ungaro                             53
Giorgio Armani                             53
Mr. David Evins                            53
Thierry Mugler                             53
Beth Levine                                53
Judith Leiber                              52
Pierre Yantorny                            52
Norma Kamali                               49
Brooks Brothers                            49
Jacques Fath                               49
Edward Molyneux                            47
Helmut Lang                                46
Nicolas Ghesquière                         46
Adolfo                                     46
Zandra Rhodes                              45
Madame Marie Gerber                        45
Arnold Scaasi                              44
Manolo Blahnik                             42
Lilly Daché                                41
Azzedine Alaïa                             41
Jacques Doucet                             40
Thea Porter                                40
Christian Lacroix                          40
Sarah Lipska                               39
Jean Dessès                                38
John Frederics                             38
Mme. Eta Hentz                             36
Jessie Franklin Turner                     36
Ralph Lauren                               36
Stephen Burrows                            36
Hermès                                     35
Anne Klein                                 35
Mary McFadden                              35
Jean Patou                                 35
Mme. Jeanne Paquin                         34
Salvatore Ferragamo                        33
Alexander McQueen                          33
Yeohlee Teng                               31
Maria Gallenga                             30
Lucile                                     30
Patricia von Musulin                       29
Donna Karan                                27
Nettie Rosenstein                          27
René Mancini                               26
Miuccia Prada                              26
Emile Pingat                               26
Tom Ford                                   25
Kenneth Jay Lane                           24
Madame Suzy                                24
Hanae Mori                                 24
Claude Montana                             24
Anne Fogarty                               24
Christian Francis Roth                     23
Jean Muir                                  23
Vera Neumann                               23
André Perugia                              22
Marc Jacobs                                22
Donald Brooks                              22
Franco Moschino                            22
Paul Smith                                 22
Antonio del Castillo                       20
John P. John                               20
Trifari                                    20
Sophie Gimbel                              20
Emme, Inc.                                 20
Stephen Sprouse                            20
Callot Soeurs                              19
Jeanne Hallée                              19
Christophe                                 19
William J.                                 18
Stephen Jones                              18
Patrick Kelly                              18
Mr. John, Inc.                             18
Hattie Carnegie                            18
Paulette                                   17
Jacques Griffe                             17
Betsey Johnson                             17
Mrs. Sylvia Pedlar                         17
Andrew Logan                               17
Mrs. Esther A. Klepper                     16
Babani                                     16
Ralph Rucci                                16
J. & J. Slater                             16
Rose Valois                                16
Mila Schön                                 16
Stephen Bruce                              15
Isaac Mizrahi                              15
Lucien Lelong                              15
Leila Larmon                               15
Charles Jourdan                            14
Lucienne Rabaté                            14
Brooke Cadwallader                         14
Gianfranco Ferré                           14
Robert Piguet                              13
Carolina Herrera                           13
Caroline Reboux                            13
Dominick LaValle                           13
A. Sulka & Company                         13
Kenzo Takada                               13
Tom Brigance                               13
Miriam Haskell                             12
Sonia Rykiel                               12
Dries Van Noten                            12
Miss Sally Milgrim                         12
Gabriele Knecht                            12
Revillon Frères                            12
Maud Frizon                                12
Maggy Rouff                                11
Tina Leser                                 11
Roberto Cavalli                            11
Shaun Leane                                11
Muriel Kallis Newman                       11
Dal Co'                                    11
Dolce & Gabbana                            11
Abercrombie and Fitch Co.                  11
Emma Gibbs-Battie                          11
Montes de Oca                              11
Jean-Charles Worth                         11
Barry Kieselstein-Cord                     11
Ronaldus Shamask                           11
Philip Treacy                              11
Koos van den Akker                         11
George Peter Stavropoulos                  11
Harry Rosenfeld                            10
Christian Louboutin                        10
Paco Rabanne                               10
Junya Watanabe                             10
Whiting and Davis Company, Inc.            10
Orser & Terrizzi                           10
Demna Gvasalia                             10
John Kloss                                 10
Ronald Kolodzie                            10
H. Harris                                  10
House of Balenciaga                        10
Bruno Magli SP.A.                          10
Ann Lowe                                   10
Boué Soeurs                                10
B. Piattelli                               10
Mr. Omar Kiam                              10
B. Altman & Co.                            10
Ann Demeulemeester                         10
Fiamma Ferragamo                           10
Elsa Peretti                                9
Raf Simons                                  9
Saks Fifth Avenue                           9
Mrs. Joan Lang                              9
Jacques Heim                                9
Nellie Harrington                           9
Andrea Pfister                              9
I. Miller                                   9
Lamine Kouyaté                              9
Hellstern and Sons                          9
Marguery Bolhagen                           9
Jean-Charles de Castelbajac                 9
Ossie Clark                                 9
Sarmi                                       9
Emilia and Elvira Frezzini                  9
Tiffany & Co.                               9
James Lock & Co. Ltd                        9
Liberty & Co.                               9
Suzanne Talbot                              9
Huk-A-Poo                                   9
Jules François Crahay                       9
Robert Dudley                               8
Mrs. Helen Cookman                          8
Workers For Freedom                         8
Albanese                                    8
Mark Atkinson                               8
Walter Florell                              8
Mabel Julianelli                            8
Delman                                      8
Calvin Curtis                               8
Joseph Love, Inc.                           8
Jo Copeland                                 8
Bruyère                                     8
Vendôme & Coro                              8
Michael Vollbracht                          8
Alberto Fabiani                             8
Arthur Falkenstein                          8
Jacques Tiffeau                             8
David Weeks                                 8
Cavanagh                                    8
Kayser-Roth Glove Co., Inc                  8
Cadolle                                     7
Walter Steiger                              7
Massaro                                     7
Ceil Chapman                                7
Mary Quant                                  7
Bernard Figueroa                            7
Peal & Co., Ltd.                            7
Formfit Rogers                              7
Fiorucci                                    7
Miss Muriel King                            7
Lilly Pulitzer                              7
Elaine Post                                 7
Sybilla                                     7
Terry Mayer                                 7
Guy Laroche                                 7
Hussein Chalayan                            7
John Patterson & Co.                        7
Chéruit                                     7
Mark Mooring                                7
Sybil Connolly                              7
Rifat Ozbek                                 7
Larry Le Gaspi                              7
Stephen Dweck                               7
Scott Barrie                                7
Philippe Model                              7
Peter Thomson                               6
Carmelo Pomodoro                            6
Turnbull & Asser                            6
Fira Benenson                               6
Yves Saint Laurent, Paris                   6
Frattegiani                                 6
Simonetta                                   6
Celine                                      6
Dobbs                                       6
Helene Arpels                               6
Thom Browne                                 6
Albion                                      6
Nancy Haggerty                              6
Stovel & Mason                              6
Iris Van Herpen                             6
Ciner                                       6
Weeks                                       6
Denise Sarrault                             6
Barbara Hulanicki                           6
Kansai Yamamoto                             6
Lord & Taylor                               6
Roger Worth                                 6
Gustave Beer                                6
Bill Cunningham                             6
Philippe Venet                              6
Vivienne Tam                                6
Hook, Knowles & Co.                         6
Raoul Dufy                                  5
Dupuy                                       5
Paul Blavier                                5
As Four                                     5
Rosina Schiavone Ferragamo                  5
George Halley                               5
Thomas                                      5
Billy Weiss                                 5
Mollie Parnis                               5
House of Dior                               5
James Lindsay McCreery                      5
Madame Pauline                              5
Germaine Vittu                              5
Louiseboulanger                             5
Holly Harp                                  5
Tom Binns                                   5
Catherine Donovan                           5
Netch and Frater                            5
Parachute                                   5
Raymond Duncan                              5
Francesco Maria Bandini                     5
Wetzel                                      5
Kenzo                                       5
Madame Agnès                                5
Louise Nevelson                             5
Seymour Troy Originals                      5
Billy Boy                                   5
Cartier                                     5
Olivier Theyskens                           5
Mario Valentino                             5
Bonnie August                               5
Robert Lee Morris                           5
Stern Brothers                              5
Braagaard                                   5
F. Pinet, Paris                             5
Carlos Falchi                               5
Felix Chabluk Smith                         5
Barbara R. Bolan                            5
Mme. Germaine Monteil                       5
Bill Tice                                   5
Rosina Ferragamo Schiavone                  5
Herbert Luey                                5
Ethel L. Wilson Hughes                      5
Margaret Jerrold                            5
Anthony Muto                                5
Christopher Kane                            5
Claude Lalanne                              4
Jean Barthet                                4
F. R. Tripler & Co.                         4
Yoko Ono                                    4
Donatella Versace                           4
Roberta di Camerino                         4
A. G. Spalding & Bros.                      4
Marcel Rochas                               4
Esther Dorothy                              4
Depret                                      4
Nina Ricci                                  4
Richard Tyler                               4
Viola Sylbert                               4
Claude Sabbah                               4
Eugénie Safontas                            4
Bergdorf Goodman                            4
Levi-Strauss and Company                    4
Irene Galitzine                             4
François Villon                             4
Eduardo Costa                               4
Sarah Burton                                4
Gerald Murphy                               4
Ted Lapidus                                 4
Alexandrine                                 4
Jacques Kaplan                              4
Aux Mille and Une Nuits                     4
F. Scholte                                  4
Maximilian                                  4
André Laug                                  4
Angel Estrada                               4
Madame Geo                                  4
Gelot                                       4
Galeries Lafayette                          4
Vera Wang                                   4
Elias Daggs                                 4
Tatiana                                     4
Pierpaolo Piccioli                          4
Koret                                       4
Evelyn Schless                              4
Patrick Cox                                 4
Milch                                       4
Ken Scott                                   4
C. G. Gunther's Sons                        4
Melnotte                                    4
Carey Adina                                 4
Alfred J. Cammeyer                          4
Bob Mackie                                  4
Crocker                                     4
Maria Grazia Chiuri                         4
House of Chanel                             4
Betaille                                    3
Bally of Switzerland                        3
Derigú                                      3
Diane von Furstenberg                       3
C. Moykopf                                  3
Mazane                                      3
Miguel Adrover                              3
Comme des Garçons                           3
Osvaldo Testa                               3
Iida & Co./Takashimaya                      3
William de Lillo                            3
Fernando Sanchez                            3
Jenny                                       3
Shannon Rodgers                             3
Andrew Geller, Inc.                         3
Adele Simpson                               3
Hanes Hosiery, Inc.                         3
Bob, Inc., N.Y.                             3
Domenico Dolce                              3
Etcetera                                    3
Bill Smith                                  3
Bloomingdale Brothers Inc.                  3
John Moore                                  3
Wasservogel Corsetière                      3
Hawes & Curtis, Ltd.                        3
House of Drécoll                            3
Jantzen                                     3
House of Lanvin                             3
Carlo Palazzi, Inc.                         3
Bernard Weatherill                          3
Madame Alphonsine                           3
A. Gillet                                   3
Claude Saint-Cyr                            3
Isabel Canovas                              3
Gale Epstein                                3
Hardy Amies                                 3
Boris Kroll                                 3
Blades                                      3
Tommy Nutter                                3
Furst and Mooney, Inc                       3
Robert Riley                                3
Chester Weinberg                            3
Goossens                                    3
Calugi e Giannelli                          3
Julio                                       3
Florsheim                                   3
Jean Cacharel                               3
Michele Oka Doner                           3
Rick Owens                                  3
J. Ferry                                    3
Georges Kaplan                              3
Gundry & Sons                               3
Meier                                       3
Keith Haring                                3
Golo Footwear Corporation                   3
Vera                                        3
John Cavanagh                               3
Federico Forquet                            3
Edward Gellman                              3
Elizabeth Emanuel                           3
Ben Zuckerman                               3
Larry Weinstein                             3
Cadoro Jewels Corp.                         3
Ben Kahn Furs                               3
Thurn                                       3
Irene                                       3
Phelps                                      3
Nikolas C. Mills                            3
Albertina-Roma                              3
Stefano Gabbana                             3
John Weitz                                  3
Knox                                        3
Bronzini                                    3
Mrs. Dunstan                                3
Emeric Partos                               3
Palter DeLiso, Inc.                         3
Layne Neilson                               3
Mr. Luis Estévez                            3
Christopher Bailey                          3
Brioni                                      3
Emilio Schuberth                            3
Fontana                                     3
Bill Gibb                                   3
Francisco Costa                             3
Henriette Favre                             3
Costa                                       3
Jamie Reid                                  3
C. Nannelli                                 3
Jules Bashein                               3
Walter Worldwide                            3
Rossella Jardini                            3
H. O'Neill & Co.                            3
David Emanuel                               3
Missoni                                     3
Margaret Clark                              3
House of Premet                             3
Pam Hogg                                    3
Simon Costin                                3
Frank Mazane                                3
Celia Birtwell                              3
West's                                      3
Rae Spencer-Cullen                          3
Tzaims Luksus                               3
Forster & Son, Ltd.                         3
Rupert Lycett Green                         3
Natacha Rambova                             3
Rogers, Peet & Company                      3
Fabrice                                     3
Jack Rogers                                 3
Mr. Philip Hulitar                          3
Bertha Stern                                3
Tokio Kumagaï                               3
Norman Hartnell                             3
John Stephen                                3
Gilbert Orcel                               3
Mme. Uoll Gross                             3
Augustine Martin                            2
Léon Bakst                                  2
Mr. Fish                                    2
Juana de Garzon                             2
Henry Poole & Co.                           2
Joan "Tiger" Morse                          2
Peter Max                                   2
Dorothy McNab                               2
Faucon                                      2
Mor Weisz                                   2
Jean Louis                                  2
Maison Léoty                                2
Vera for F.R.                               2
E. Russell Bush                             2
Canfora                                     2
Papillon                                    2
Elio Fiorucci                               2
Salvador Dalí                               2
Damien Hirst                                2
Herman Patrick Tappé                        2
Kleinert's                                  2
House of Charles Jourdan                    2
Borsalino                                   2
The Chelsea Cobbler                         2
Miss Louise Barnes Gallagher                2
Robert Clergerie                            2
John Lobb                                   2
Josephus Thimister                          2
Victor Joris                                2
Van Heusen                                  2
Oleg Cassini                                2
Dominique Swildens                          2
Renee Montague                              2
Mariska Karasz                              2
Shoe Biz                                    2
Arthur Silver                               2
Georges Doeuillet                           2
Morris Moskowitz                            2
Byblos                                      2
Camille                                     2
Robert F. Clark                             2
Bonwit Teller & Co.                         2
Casadei                                     2
Vicky Tiel                                  2
Amerikilt                                   2
Busvines & Co. Paris                        2
Nancy Gonzalez                              2
Alice Pollock                               2
Howard W. Geiger                            2
Anderson & Sheppard                         2
G. Howard Hodge                             2
Marcelle Julien                             2
Anouska Hempel                              2
Laura Aponte                                2
Janine Lacroix                              2
Madame Paolini                              2
Travis Banton                               2
Imperial Knitting Co., Inc                  2
René-Jules Lalique                          2
Agostino La Cavera                          2
House of Paquin                             2
Stein & Blaine                              2
John Held Jr.                               2
Dirk Bikkembergs                            2
H. Jaeckal & Sons                           2
A. Alexander                                2
Kathleen, Inc.                              2
Marks Jacobs                                2
Prince Tirtoff, New York                    2
Layne Nielson                               2
Dominique France                            2
Marcelle Chaumont                           2
Scott Paper, Ltd.                           2
Mrs. Osborn Company                         2
Madeleine Panizon                           2
Susan Cianciolo                             2
Mon. Vignon                                 2
Maison Lewis                                2
I. Magnin & Co.                             2
Pola Stout                                  2
Christophe Decarnin                         2
Cole of California                          2
Richard Torry                               2
Richard Tam                                 2
Henry Moore                                 2
Farquharson & Wheelock, N.Y.                2
Kathryn Simon, American                     2
Ridabock & Company                          2
Mimi di Niscemi                             2
Luis A. Palacio                             2
John Fluevog                                2
David Shilling                              2
Bent & Bush                                 2
House of Schiaparelli                       2
Arche                                       2
Mark W. Cross                               2
Madame Virot                                2
Hiroko Koshino                              2
Berthe                                      2
Joan Vass                                   2
Mr. Yukio Kobayashi                         2
Fragiacomo                                  2
Chipp New York New Haven                    2
Janette Colombier                           2
Lederer                                     2
Ray Aghayan                                 2
Abigail Aldridge                            2
Alber Elbaz                                 2
Fred Braun                                  2
Mr. Pearl                                   2
Florence Eiseman                            2
Sidonie Larizzi                             2
Marie-France Cohen                          2
Frank Stella                                2
Mitsuhiro Matsuda                           2
Estelle Mérshon                             2
B. H. Wragge                                2
Tammis Keefe                                2
Mrs. Made Krastins                          2
Ruben Torres                                2
Bernhard Altmann                            2
F. X. Ledoux                                2
House of Worth                              2
Martial & Armand                            2
L.L. Bean                                   2
Redfern                                     2
Myrna Tatar                                 2
Clare Potter                                2
Stefano Pilati                              2
Noritaka Tatehana                           2
Ball Band                                   2
Stetson                                     2
Nautica                                     2
Dorothy Liebes                              2
Stuart Weitzman                             2
Marithé & François Girbaud                  2
Jacques Laurent                             2
Daniel Storto                               2
Hedi Slimane                                2
Nike                                        2
House of Patou                              2
Valentin Yudaskin                           2
Catalina Sportswear                         2
Mrs. Pauline Potter                         2
Mme. Pauline                                2
Frank Olive                                 2
Michael Mott                                2
Bes-Ben                                     2
Bernardo Sandals                            2
Gotham Gold Stripe                          2
Helen Rose                                  2
John Anthony                                2
Joe Famolare                                2
Christopher Ross                            2
Julius Garfinckel & Co.                     2
Camille Roger                               2
Weiss                                       2
Eisenberg                                   2
Mme. Mantel                                 2
Madame Havet                                2
Willi Smith                                 2
Peter Fox                                   2
Rodarte                                     2
Madeleine Vramant                           2
Catherine Walker                            2
Prada                                       2
Walter Van Beirendonck                      2
Madeleine Wallis                            2
Linda Fox                                   2
Force Fin (Bob Evans Designs)               2
Francis                                     2
James McCutcheon & Co.                      2
Daphne Hughes                               2
Silvia Fiorentina                           2
Martinique Shoes                            2
Patricia Underwood                          2
Andre Oliver                                2
Tommy Hilfiger Corporation                  2
Maiko Takeda                                2
Sapphire Hosiery Corporation                2
L. Perchellet                               2
H. Huntsman & Sons                          2
Jack Lenor Larsen                           2
Wilson Folmar                               2
Jun Takahashi                               2
Viola Weinberger                            2
Spot-Bilt                                   1
Tewi Lingerie, Inc                          1
Raymond Godfrey Twyeffort                   1
Harry Berkowitz                             1
Leslie C. White                             1
Kaffe Fassett                               1
Louise Balarun                              1
Rice & Duval                                1
Lookmaster's Guild                          1
Gérard Pipart                               1
Elizabeth Rhind                             1
Antonio Ratti                               1
Junichi Arai                                1
Pierre Gerber                               1
Ji Eon Kang                                 1
Kirk's Folly                                1
Charvet Chemisier                           1
David Hockney                               1
Mme. Grapanche                              1
Paola Bordaz                                1
Charles Klein                               1
Deborah Hill                                1
Ellen Ann Dobrovir                          1
Rodier                                      1
House of Lelong                             1
Darlington, Runk & Co.                      1
Suzanne Rémy                                1
Leonos D'Anz                                1
F.T. Slattery and Company                   1
Catherine Hubert                            1
Alberta Ferretti                            1
Zecchi                                      1
Henri Begelin                               1
La Carte                                    1
Playtex                                     1
Raudnitz and Co. - Huet and Chéruit         1
Don Loper                                   1
Joseph Horne & Co.                          1
Amicy-Boinard                               1
Mars of Asheville                           1
Line Vautrin                                1
John David                                  1
Joyce of California                         1
André Bellini                               1
Hettabretz                                  1
Dawnelle, Inc.                              1
Terhune                                     1
Cesare Paciotti                             1
Dieulafait & E. Bouclier                    1
Max Gustin                                  1
Mr. Roald Kaupang                           1
Mrs. L. D. [?] Sexton                       1
L. Lipstadt                                 1
L. Wilson                                   1
Mr. Bruno                                   1
Maurice Rentner                             1
Madame Herzfelder                           1
Alice Herbin & Company                      1
Barnes & Smits                              1
Mariuccia Mandelli                          1
Initial                                     1
Paul Kaufman                                1
Armando Pollini                             1
Aliata                                      1
Daniel Hechter                              1
Mondial Shoe                                1
Wesley Simpson, Inc.                        1
Saks & Company                              1
Martin F. Price                             1
A. J. Izod, Ltd.                            1
Jacques Le Corre                            1
Viv Knowland                                1
Lee                                         1
Samuel Winston, Inc.                        1
Hing Sheng Boot and Shoe Maker              1
Beged-Or                                    1
R. W. Forsyth, Ltd.                         1
Manquin                                     1
Hope Skillman                               1
Maniatis Bottier, Paris                     1
Del Arte                                    1
Tissot                                      1
Anna Maria Garthwaite                       1
Mlle. Louise                                1
Bellows Brut                                1
Arnold Lever                                1
Arthur Burt                                 1
Healy                                       1
Bottega Veneta                              1
Victor                                      1
Shannon, Miller & Crane                     1
Josef Hoffmann                              1
Richard Anderson                            1
Wolford                                     1
Timothy Glazier                             1
Norma Minkowitz                             1
Erté (Romain de Tirtoff)                    1
Meridian                                    1
Gertrude Davenport                          1
Henri a la Pensée                           1
Giraut-Sirie                                1
Gantner of California                       1
Janet Lipkin                                1
Franklin Simon & Co.                        1
Lafarge                                     1
Eugenio Carmi                               1
Julien Mayer                                1
Larrissa                                    1
Fisher                                      1
Leslie Morris                               1
Jerry Edouard                               1
Anna Sui                                    1
Right Now                                   1
Joseph                                      1
Don Marshall                                1
Emanuel Zoo                                 1
A. M. Gourd & Cie                           1
Jimmy Choo                                  1
J. M. Gidding & Company                     1
Jean Hamilton                               1
Wilardy                                     1
Goupy                                       1
James Rosenquist                            1
Alex                                        1
Tredaire                                    1
John Ashpool                                1
Robert Venturi                              1
A. Dusautoy                                 1
Rose Simon                                  1
Rolf Snoeren, Dutch, born 1969              1
Tadanori Yokoo                              1
Dennis Higgins                              1
Guido Pasquali                              1
Madame Tierce                               1
Clements Ribeiro                            1
Steven Scott Kokin                          1
Le Monnier                                  1
Roger Fare                                  1
L. P. Hollander & Co., Boston               1
Hanan & Son                                 1
Gaston of Murray Hamburger                  1
Oomphies                                    1
Jacques Gerber                              1
A. P. Rego                                  1
J.B. Johnstone                              1
Ilias Lalaounis                             1
Heinz Riva                                  1
Linda Mendelson                             1
Selbine                                     1
Harris & Curtis                             1
Micol Fontana                               1
Miss M. Gans                                1
Sir Edward Rayne                            1
Florence Schulman                           1
Cavanaugh Model Form Co.                    1
Charlotte Duclos                            1
Michael Katz                                1
Heidi Weisel                                1
Jack Schaffer                               1
Sal Cesarani                                1
Bernard Teitelbaum, Inc.                    1
Georgette of Paris                          1
Stuart Davis                                1
Jasper Conran                               1
Maisons Agnès-Drécoll                       1
Mario                                       1
Cindy Nemser                                1
Chaussures de Luxe                          1
Barbara Barondess MacLean                   1
M. Eyans, Inc.                              1
Michael Kane                                1
Mme. Besancon de Wagner                     1
Carpenter                                   1
Mademoiselle Willets                        1
David Stevens                               1
Frederick Loeser & Company                  1
Hoschedé Rebours                            1
Sebastian                                   1
Irfé                                        1
Pepperell Manufacturing Company             1
Nicolao Atelier                             1
Miss Beckie                                 1
Marjori Seril                               1
Irina Pabst                                 1
Georg Jensen                                1
Riccardo Tisci                              1
Raoul Lafontan                              1
Dupuis-Jacobs                               1
Madame J. H. (Johan Adolph) Rutherford      1
Henri de la Ponce                           1
Columbia Gymnasium Suit Co.                 1
Walter Newberger                            1
Dorothea Knitting Mills, Limited            1
Lucien Tesson                               1
J. Uriarte                                  1
Carber Shoe Company                         1
Eunice Cashin                               1
Van der Straeten                            1
The Mallory Hat Company                     1
Duvelleroy                                  1
F.B.R.                                      1
Angelo Tarlazzi                             1
Mme. Langer                                 1
Ottavio Missoni                             1
Pankin International LTD                    1
M. J. Knoud Saddlery Inc.                   1
Poirier                                     1
Ines Svensson                               1
Adelle Lutz                                 1
Katharina Denzinger                         1
Adidas                                      1
Fotus Co. Ltd.                              1
Michael Zobel                               1
Liza Bruce                                  1
Lola Faturoti                               1
André Dallioux                              1
Bottier Baudin                              1
Dagobert Peche                              1
Jenny of Boston                             1
Jax of California                           1
Norman LeMain                               1
Richard Hudnut                              1
Gunther Jaeckel                             1
Marie-Blanche di Pietro                     1
Molly Stern                                 1
Byron Lars                                  1
Ermenegildo Zegna                           1
H. Jantzen Shoe Co.                         1
Mr. Callum Hosiery Co.                      1
E. Larue                                    1
Linda Kinoshita                             1
Dran Hamilton                               1
Pary Goodfellow                             1
Cover Girl Shoe Company                     1
Etienne Aigner                              1
Hiro (Yahuhiro Wakabayashi)                 1
Hattat Frères                               1
Ann E. Lipscomb                             1
Kasper                                      1
Yoshiki Hishinuma                           1
Fortuny                                     1
Ben Reig                                    1
Bette and Lee                               1
New York Creation                           1
Griffon                                     1
Alice M. Dunstan                            1
Eldridge Manning                            1
Spier's National Schuh                      1
Clara in N.Y.                               1
José Cotel                                  1
Richelieu                                   1
Jean-Louis Scherrer                         1
Jordan                                      1
Phoebe Philo                                1
Mary Ping                                   1
Henry Lehr                                  1
Juicy Couture                               1
J. Hartjen                                  1
Roberto Capucci                             1
Herman Rossberg                             1
Helen Storey                                1
Madeleine de Rauch                          1
G. Desprez                                  1
Maraolo                                     1
Poster Dress, Ltd.                          1
Kathryn Kuhn                                1
Wearkstatt                                  1
Newton                                      1
Scott & Company                             1
Mme. Louis Cerlian                          1
Willie Cole                                 1
Henri Bendel                                1
Bob Bugnand                                 1
Santini e Dominici                          1
Alice Morgan Carson                         1
Oliver Gintel                               1
Badgley Mischka                             1
Taj of India                                1
Legroux Soeurs                              1
Sherman                                     1
Sylvia Nechis                               1
Sandra Kuratle                              1
Halle Brothers                              1
Kamen                                       1
Michael Horn                                1
Sandilands & Son                            1
Nino Cerruti                                1
Mad Carpentier                              1
Vanessa Noel                                1
Willoughby Hatter                           1
Francis O'Neill                             1
Valerian Stux-Rybar                         1
Jil Sander                                  1
Hahne & Company                             1
Maud et Nano                                1
Hamish Morrow                               1
Elizabeth Wild Hitchings                    1
Rod Keenan                                  1
Walter Albini                               1
Brigitte Singh (na)                         1
C. Goldstein                                1
Carol Fertig                                1
Josie Natori                                1
Snedden                                     1
Stéphane Rolland                            1
Vandervell                                  1
Deirdre Hawken                              1
Boeing Pelliccerie                          1
Cerruti 1881                                1
Mr. R. Massaro                              1
Richard James                               1
Paul Bridgewater                            1
S. Gluck                                    1
Gottex Industries                           1
Thomas Ridout                               1
El Greco                                    1
Dalligner, Modes, Richmond                  1
Mme. Poiret                                 1
Wallachs                                    1
Sophia Kokosalaki                           1
Dorothée Bis                                1
Nash                                        1
Anthony Berrus                              1
Jackie Rogers                               1
Joseph Whitehead                            1
Mrs. M. Courtney                            1
Plaza Gown Parlors                          1
Andrée Brossin de Mere                      1
Atherton Fine Millinery                     1
Frederick's of Hollywood                    1
Alois Pichler                               1
Aitken Son & Company                        1
Martin                                      1
Maria Chiara Galotti                        1
Willie Woo                                  1
Marian Clayden                              1
Augusta Reimer                              1
Ruth Reeves                                 1
Mrs. Samuel Shimn                           1
Marguerite                                  1
A. B. Coady                                 1
Gorini                                      1
Kazuko                                      1
Ungar                                       1
Chandler's                                  1
Bien Jolie                                  1
Gayla Rosenfeld                             1
Dorothy Cox                                 1
Mrs. Mildred Orrick                         1
Fred Picard                                 1
Maullé                                      1
John Bartlett                               1
Jeanne Baron                                1
Scott Crolla                                1
Grace Powell                                1
Robert Delamotte                            1
John H. North Company                       1
Ciro Paone                                  1
Hannah Troy                                 1
Roberta Bernays                             1
Joyce Francis                               1
Margaine La Croix                           1
Rugby                                       1
Renoma                                      1
Emmanuelle Khanh                            1
Hermance                                    1
Anne & Thérèse                              1
Mme. Carlier                                1
Marshall Field & Company                    1
Pablo Picasso                               1
Mme. Fréderique                             1
Hugo Boss                                   1
Jacqmar                                     1
Lou Brevete                                 1
Michael Kaye                                1
Craig Green                                 1
M. Davey & Company                          1
Fernande Desgranges                         1
Oscar Sauerwald                             1
Reverdot                                    1
Herbert Johnson                             1
Jim Tillett                                 1
Stanley Philipson                           1
Martin Belasco                              1
threeASFOUR                                 1
A. Corbay                                   1
Roselle Davis                               1
Marie Patricia Toscano                      1
Manby                                       1
Aileen Rice                                 1
Mme. Olympe                                 1
E. Mendelsohn & Company                     1
Jax                                         1
H. Creed & Co.                              1
Andrew Fezza                                1
Mary Graham                                 1
Madame Hernstadt                            1
Ian and Marcel Hand Painted Silks           1
Jane Prendiville                            1
Claire Kennedy                              1
Schiatti & C.                               1
Gerald Lang                                 1
Phelps-Terkel                               1
Salinger                                    1
Lazzerini                                   1
Patricia of Miami                           1
Eduard Josef Wimmer-Wisgrill                1
Miss Juliette                               1
Johnny Carson                               1
Driscoll                                    1
Thurmand Hedgepeth III                      1
Amelia Beard Hollenback                     1
Bodymap                                     1
Carlo Brandelli                             1
Yamato Transportation Co.                   1
Lainey Keogh                                1
Dickerts                                    1
Van Cleef & Arpels                          1
Annika Liljedahl                            1
Narciso Rodriguez                           1
Peggy Hoyt                                  1
Andy Warhol                                 1
Eliane Schenk                               1
Annette Kellerman                           1
Mme. Esther Massieu                         1
Mary Adrienne Steckling                     1
Jerro Brothers                              1
Nino Gabriele                               1
Phat Fashions, LLC                          1
Kurzman                                     1
Shepard Company                             1
Cat Chow                                    1
Irene Dana                                  1
Mr. Frank Smith                             1
M.A. Kirk                                   1
Gian Marco Venturi                          1
H. O. Hanlon                                1
Mme. Martin Decalf                          1
Mme. Gripoux                                1
C. Middleton                                1
Mimi di N                                   1
Stéphane                                    1
Tuttabankem                                 1
Rodeck Brothers                             1
Madeleine and Angels                        1
Ducerf Scavini                              1
F. Cruwys                                   1
Pattullo-Jo Copeland, Inc.                  1
Juul of New York City                       1
Sheila Natasha Simrod Friedman              1
Deanna Littel                               1
Josephine Egan                              1
Tony Duquette                               1
William Charles Brown                       1
Marimekko                                   1
Roger Scemama                               1
Lars Nilsson                                1
Anna Tappé                                  1
El Vaquero                                  1
Kleibacker                                  1
L. Anderson                                 1
C.W. Sherwood                               1
M. C. Daly                                  1
Wasserman & Sons, Inc.                      1
Stella McCartney                            1
Lyon                                        1
David Levin                                 1
Enos, Ltd.                                  1
Mark Mahall                                 1
Compagnie Lyonnaise                         1
Julie Magner Company, Inc.                  1
Asprey                                      1
Grace King                                  1
The Fabric Workshop                         1
Cangemi, Inc.                               1
BVD                                         1
J. Hamilton                                 1
Mme. Raymonde                               1
Lillie Rubin                                1
Italo Zucchelli                             1
Marion E. Dick                              1
Aris                                        1
M. A. Connelly                              1
M. Schiff                                   1
John Golden                                 1
Madame Thea Tewi                            1
Schostal                                    1
Mr. David Kidd                              1
Jean Cocteau                                1
Melton                                      1
Berté Weichmann                             1
Monika Tilley                               1
Mrs. Herbert Sage Mesick                    1
Anello & Davide                             1
Stetson Shoe Company                        1
Virgil Abloh                                1
Ca. Digiacomo                               1
Elizabeth Hollborn                          1
Basso and Brooke                            1
Evans & Wong                                1
Monari of Paris                             1
R. Martegani                                1
Vittorio Ricci                              1
Madame Henry                                1
Renard                                      1
Jeanne Dimelow                              1
Rose Descat                                 1
Diane Love                                  1
Trimingham's                                1
Cesare Guidi                                1
Collins & Fairbanks Co.                     1
Amédée Courder                              1
Consuelo Castiglioni                        1
Tao Kurihara                                1
Jacques Cohen                               1
Tina Lattanzi                               1
Peck & Peck                                 1
Capezio Inc.                                1
Salon Moderne, Saks Fifth Avenue            1
Mme. Blanchard                              1
Lanz of Salzburg                            1
Delion                                      1
Junko Koshino                               1
Harry Gordon                                1
Kontoff                                     1
Keni Valenti                                1
René Bouët-Willaumez                        1
A. J. Lecoutre                              1
Mrs. Florence Reichman                      1
L.S. Davidson                               1
U. S. Keds                                  1
Jaeger                                      1
Beaurepoire                                 1
Alexander Calder                            1
Stella Saracino                             1
Mrs. F. M. Carroll                          1
Springfield Athletic Co.                    1
Henry, Darling & Company                    1
Diego della Valle                           1
Mannino and Marandino                       1
Brooks Costume Company                      1
Mrs. Arnold                                 1
Robert Cary Williams                        1
La Perla                                    1
Alphée                                      1
Mrs. Morton J. Seifter                      1
J. Walter Gallagher                         1
Madame McCabe                               1
Rene Taillard                               1
Kilgour                                     1
Cecil Beaton                                1
Lawler Duffy                                1
Surf-Eze                                    1
Odette de la Tour                           1
Jean Dunand                                 1
Echo Scarfs                                 1
Caulier                                     1
Verdura                                     1
Andriano Fosi                               1
Montenapoleone                              1
La Bagagerie                                1
L. S. Plaut & Company                       1
Naoki Takizawa                              1
Mme. Jacques Worth                          1
Church's                                    1
Gladys & Belle                              1
Viktor Horsting, Dutch, born 1969           1
Unknown                                     1
Paperdelic                                  1
John N. Genin                               1
Buffalo Boots                               1
Marcel Boucher                              1
Anne Kelso                                  1
Fred Gwinn                                  1
Odile Gilbert                               1
Arthur McGee                                1
Boudicca                                    1
Jeanne Campbell                             1
Jane L. Kosminsky                           1
J. Jacquin & Company                        1
Dr. Martens                                 1
Army & Navy Cooperative Company             1
Tetreau                                     1
Mangin Maurice                              1
Penelope Tree                               1
Bud Kilpatrick                              1
Timothy Everest                             1
Tailleur Filles & Cie                       1
Elio Berhanyer                              1
Michel Perry                                1
Sarno & Son                                 1
Kosta Furs, LTD                             1
J. B. Flaherty Co., Inc.                    1
Hobbs                                       1
Laboudt & Robina                            1
Manuel Pertegaz                             1
H. Detrois                                  1
Yvonne May                                  1
Christophe de Menil                         1
Mary Katrantzou                             1
Sibling                                     1
Richard Serbin                              1
May Wamelink Gorman                         1
Eaves Costume Company                       1
Hemco                                       1
Willie Landels                              1
Hazel Burnham Slaughter                     1
Edward L. Mayer                             1
Rybal                                       1
Rafael Sanchez                              1
Jonathan Saunders                           1
Au Louvre                                   1
Vesna Bricelj                               1
June Blaker                                 1
Donaldson Brothers                          1
Signor                                      1
Name: entity, dtype: int64
# All unique Manufacturers from Costume Institute
costume_creators_df[costume_creators_df['type'].
                         str.contains("Manufacturer")]['entity'].value_counts()
Townley Frocks                             133
Traina-Norell                               84
Philip Sills & Co.                          57
Crescendoe Gloves, Inc.                     51
Herbert Levine Inc.                         47
Delman                                      47
Samuel Winston                              38
A. Sulka & Company                          35
Dal Co'                                     27
Golo Footwear Corporation                   19
Royal Worcester Corset Company              18
I. Miller                                   16
Leather's Best                              16
Bianchini-Férier                            15
Bob, Inc., N.Y.                             14
Massaro                                     14
Harmon Knitwear                             14
Worcester Corset Company                    13
Hermès                                      13
Salvatore Ferragamo                         12
Jantzen                                     11
Joseph Love, Inc.                           11
Hurd Shoe Co.                               11
Lanz of Salzburg                            10
Marvella                                    10
House of Lesage                             10
Danskin                                      9
PBM                                          9
Reynier                                      9
Seymour Troy Originals                       9
ABC Fabrics                                  9
Palter DeLiso, Inc.                          8
Iris Lingerie Co., Inc.                      8
Morris Wolock & Co.                          7
Saks Fifth Avenue                            7
Hollander                                    7
Adler and Adler                              7
Scarves by Vera, Inc.                        7
Peal & Co., Ltd.                             7
Ren-Eta Gowns, Inc.                          7
Lloyd                                        6
Westwood Knitting Mills                      6
Charles Strohbeck, Inc.                      6
Dan River Mills                              6
A.E. Little & Co.                            6
Bernardo Sandals                             6
Reeves Brothers Inc.                         6
Hellstern and Sons                           6
Wamsutta                                     5
Gucci                                        5
Worcester Skirt Company                      5
The Chelsea Cobbler                          5
Echo Scarfs                                  5
Mr. Field, Inc.                              5
Andrew Geller, Inc.                          5
Shoe Biz                                     5
Phelps                                       5
S. Edwards                                   5
Herzman Scarfs                               5
Sinclair Mills                               5
J. & J. Slater                               5
Abercrombie and Fitch Co.                    5
Margot, Inc.                                 5
Julius Kayser & Company                      4
Alexandrine                                  4
Fenton Footwear                              4
Brooks Brothers                              4
McCallum                                     4
Netch and Frater                             4
Langdon, Batcheller & Company                4
Gant Venice                                  4
Préville                                     4
Lee                                          4
Galey and Lord, Inc.                         4
Rodier                                       4
Capezio Inc.                                 4
Mark W. Cross                                4
Milliken                                     4
Newton Elkin Shoe Co.                        4
Gorham Manufacturing Company                 4
Cluett, Peabody & Company, Inc.              4
Mazane                                       3
Nina-Fay Foundations, Inc.                   3
Liberty & Co.                                3
Forstmann                                    3
Poster Dress, Ltd.                           3
Levi-Strauss and Company                     3
Damon Creations                              3
Rébè                                         3
H & W Company                                3
Tiffany & Co.                                3
Rayne                                        3
Crown Textile Company, Incorporated          3
Nancy Haggerty Shoes, Inc.                   3
Fuller Fabrics                               3
Alfred J. Cammeyer                           3
La Ray Footwear                              3
Cole of California                           3
E. J. Korvette                               3
Springmaid                                   3
Van Raalte                                   3
Whiting and Davis Company, Inc.              3
Margaret Jerrold, Inc.                       3
René Véron                                   3
Brioni                                       3
Merrimac Hat Corp.                           3
Staron                                       3
The Mallory Hat Company                      3
Jacqmar                                      3
F. Ducharne Silk Company                     3
Koret                                        3
House of Charles Jourdan                     3
Catoir Silk Company                          3
Brooks Costume Company                       2
Realsilk                                     2
Briggs & Sons, London                        2
Alpine                                       2
J.H. McKenney & Company                      2
Sapphire                                     2
Harry                                        2
Mme. Gripoux                                 2
Corset Parisien                              2
Gelot                                        2
Manolo Blahnik                               2
Ridabock & Company                           2
Samuel Winston, Inc.                         2
Woolrich Woolen Mills                        2
De Pinna                                     2
Fendi                                        2
Stonecutter  Mills                           2
Dorian-Macksoud Corporation                  2
Warner's                                     2
Tony the Shoemaker                           2
Birger Christensen                           2
W.S. Thomson & Company                       2
Glentex                                      2
D'alojo                                      2
Stanicci                                     2
Abraham & Brauchbar                          2
Chipp New York New Haven                     2
Everfast Fabrics, Inc.                       2
William Popper                               2
Cangemi, Inc.                                2
Luigi Bevilacqua                             2
E. I. du Pont de Nemours & Company           2
Suviane                                      2
Sullivan, Williams & Co., Ltd.               2
George T. Keen Inc.                          2
Goodall Worsted Company                      2
H. Moreau et Cie                             2
Roth & Goldschmidt Corset Company, Inc.      2
Comme des Garçons                            2
Morosila                                     2
Emme, Inc.                                   2
Henry Poole & Co.                            2
Ameritex                                     2
H. R. Mallinson and Company                  2
Turnbull & Asser                             2
Louise Neut                                  2
Hill & Novis                                 2
Paragon                                      2
Gianmarco Lorenzi                            2
Willis & Geiger, Inc.                        2
Madcaps International                        2
Eunice Cashin                                2
Rooster                                      2
Flamand                                      2
Baar and Beards, Inc.                        2
Eagle Shirtmakers, Inc.                      2
Bonpoint                                     2
Penn-Carol Hosiery Mills, Inc.               2
Sun-Sun                                      2
Follmer, Clogg & Company                     2
Debusschère of Bruges                        2
V. Valentino                                 2
Burberry                                     2
Beleganti                                    2
Pincus Brothers - Maxwell                    2
Jupiter                                      2
Hanes Hosiery, Inc.                          2
Gantner of California                        2
A. Gillet                                    2
Domi                                         1
Jacob Pivovar                                1
Gösta                                        1
L. P. Hollander & Co., Boston                1
Maquets                                      1
Degas                                        1
PW Company                                   1
Fownes                                       1
Tower Belt                                   1
Etcetera                                     1
J. B. Corset Company                         1
Oakley                                       1
Criterion                                    1
Adidas                                       1
Morel, Poeckès & Paumlin                     1
Freddy                                       1
Jean Clemént                                 1
Christys' London                             1
S. Stroock and Company                       1
Kayser                                       1
Colcombet                                    1
Sarff Zumpano Inc.                           1
J.C. Penney Co., Inc.                        1
Durer                                        1
Brokaw Brothers                              1
Week End                                     1
Pappagallo                                   1
Alan                                         1
Oppenheimer-Franken                          1
Warren's                                     1
OlofDaughters                                1
Molstad & Co.                                1
Fox Shoe Manufacturing Corp.                 1
Boston Chemical Printing Company             1
A. J. Izod, Ltd.                             1
Ball Band                                    1
Jane Derby                                   1
Julian & Kokenge Company                     1
Pierre Brivet                                1
Kalso Earth (R) Shoe                         1
Mishawaka Rubber & Woolen Mfg. Co.           1
I.M. Bagedonow                               1
Horace Partridge Co.                         1
Dr. Warner's                                 1
S. Fox & Company, Ltd.                       1
W. B. Conkey Co.                             1
Eaves Costume Company                        1
Hertz-Ross                                   1
Fownds                                       1
George W. Welsh's Son                        1
Shulton, Inc.                                1
James McCreary and Co., N.Y.                 1
Exquisite Form                               1
Rinaldi                                      1
J. P. Adam                                   1
Lortay                                       1
Frances & Co., Paris                         1
Schwartz & Benjamin, Inc.                    1
Stuart Weitzman                              1
Don Moore                                    1
Courvoisier                                  1
Wolverine World Wide                         1
Meyer Rubber Company                         1
Pichel                                       1
Arthur M. Rosenberg Co.                      1
Knox                                         1
Fortis                                       1
Trifari                                      1
Reis                                         1
C. Webb                                      1
Lucille de Paris                             1
Church's                                     1
French, Shriner & Urner                      1
Jay's of London                              1
Wrangler                                     1
Columbia Gymnasium Suit Co.                  1
Princeton Process, Inc.                      1
E. Pattison                                  1
Dainese                                      1
Aurore                                       1
Clarks of England                            1
Jouvin Freres                                1
Johnston & Murphy                            1
Kayser-Roth Glove Co., Inc                   1
Lady Grace                                   1
Tradate                                      1
Sperry                                       1
Cellini Shoes                                1
Glensder Textile Corporation                 1
W. & E. Crowther, Ltd.                       1
Maraolo                                      1
Mrs. Bertha Black Lewry                      1
Maidenform                                   1
Ciner                                        1
La Réve                                      1
Pleaser                                      1
John Marino, Inc.                            1
Kirkbury                                     1
Kaynee                                       1
Ohrbach's                                    1
Printzess Square                             1
U. S. Keds                                   1
Joyce of California                          1
Dormeuil                                     1
Our Leader Hosiery                           1
A. Miranda                                   1
Famolare                                     1
J. Press, Inc.                               1
Belle o' the Ball Hoop                       1
Duizend-Gans                                 1
Uniroyal                                     1
Berkley Cravats Inc.                         1
André Perugia                                1
B. & K.                                      1
Thom McAn                                    1
René Caovilla                                1
Coopchik Forrest                             1
Maximilian                                   1
Frye                                         1
Torino                                       1
Ghioldi                                      1
Setroy, Inc.                                 1
Parachutes Incorporated                      1
Linton Tweeds                                1
Mackey-Starr, Inc.                           1
Little & Co.                                 1
Luini                                        1
Goossens                                     1
John Hardy                                   1
A. F. Chantilly Inc., New York               1
Tewi Lingerie, Inc                           1
F. R. Tripler & Co.                          1
George A. Henckel & Company                  1
House of Desrues                             1
Horace Dean Walker                           1
Bogart                                       1
Shirley of Hollywood                         1
Count Bellini                                1
Schreter                                     1
Gantner & Mattner                            1
Mr. Luis Estévez                             1
Yale                                         1
First Impressions                            1
Wesley Simpson, Inc.                         1
Mme. Lyra Corset Makers                      1
Albanese                                     1
Robinson Golluber                            1
Chambert, Paris                              1
Milch                                        1
National                                     1
Digits Inc.                                  1
Harrods, Ltd.                                1
Castineau                                    1
M. Wolf Sons, Inc.                           1
The Sahlin Company                           1
Crayons                                      1
Robert Douglas Ltd.                          1
H.C.F. Koch                                  1
Panasonic                                    1
J. C. D'Ahetze                               1
Kloss-Pruzan                                 1
Sommers, Inc.                                1
Rey Jouvents Freres                          1
Evans                                        1
Maharajas, Ltd.                              1
Goodall-Sanford, Inc.                        1
Fiorucci                                     1
Oomphies                                     1
Universal Studios Inc.                       1
Irwin Textile Mills                          1
Tina S. of the Sydneys                       1
Stern Brothers                               1
DuMont                                       1
Nocona Boot/Nocona Texas                     1
James McCreery & Company                     1
Male                                         1
Madame Warren's                              1
Thurston                                     1
Clary                                        1
Paul Portes, Paris                           1
Taroni                                       1
Sandler of Boston                            1
F. Pinet, Paris                              1
Ego of London                                1
Seafarer Dungaree                            1
Cartier                                      1
Sidonie Larizzi                              1
Nike                                         1
Golflex                                      1
Braten                                       1
Hugo Boss                                    1
Capital                                      1
Coro                                         1
Banana Republic                              1
Paris Manufacturing Company                  1
Snow Snug by Shawmut                         1
O'Conner, Moffatt & Company                  1
Birdsey Somers Company                       1
A. Stein & Company                           1
Ferris Brothers Company                      1
Facon                                        1
Fox Clothes of London                        1
Matteawan Manufacturing Company              1
Scholl, Inc.                                 1
Campus                                       1
Dunhill Tailors                              1
René-Jules Lalique                           1
P.D.                                         1
Chicago Corset Company                       1
W.S.D. & Company                             1
Evelyn Schless, Inc.                         1
Trouville                                    1
Rosenfeld                                    1
University Seal                              1
Ben Kahn Furs                                1
Goodyear                                     1
H.R. Mallinson & Co.                         1
Naman Rainwear                               1
Fratelli Rosetti                             1
Reiss & Fabrizio                             1
Nardi, Inc.                                  1
L. & E. Stirn                                1
Walter Steiger                               1
Lionel LeGrand                               1
Boucher                                      1
Footlight Parade Inc.                        1
DeBevoise                                    1
Tuna & Moosbrugger                           1
Old Colony Rubber Company                    1
Mackey Starr, Inc.                           1
Charvet et Fils                              1
Ditz                                         1
Dieulafait & E. Bouclier                     1
Dix                                          1
Stila                                        1
Lown Shoes, Inc.                             1
India Woollen Mills                          1
Vacher                                       1
G. Wildes Smith of Boston                    1
Orser & Terrizzi                             1
Hijos de J. Mayans                           1
Mlle. Liberté                                1
Swatch                                       1
Juilliard                                    1
Bonwit Teller & Co.                          1
Stein & Blaine                               1
Wright & Ditson                              1
Sylvia Whyte                                 1
Dressmaker Casuals Inc.                      1
Kork-ease, Inc.                              1
Dasaje do Brasil                             1
Coach                                        1
Bienen-Davis                                 1
Roswell Hovey                                1
Lajoinie                                     1
Neuber                                       1
Gibo                                         1
Système Jay                                  1
Standard                                     1
Korvettes                                    1
Moyen                                        1
Bailey, Banks & Biddle                       1
United States Rubber Company                 1
Goujon, Ltd.                                 1
A. Berteil                                   1
Bally of Switzerland                         1
Arthur Bier and Co. Inc.                     1
Mijji                                        1
Crotty & Richards                            1
Annette Kellerman                            1
Loewe                                        1
Trimingham's                                 1
André S. David, Inc.                         1
Masket Brothers Sportswear                   1
BCN                                          1
Animal Crackers                              1
A. Bertin                                    1
Olympia Knitting Mills                       1
Bergdorf Goodman                             1
H. Jantzen Shoe Co.                          1
Keep New York                                1
Daventree                                    1
Coblentz                                     1
Shillito's                                   1
Madam Griswold's                             1
Pique                                        1
Carlson's                                    1
Tracy Mills                                  1
Diplomat                                     1
G & E Spitzer                                1
Pattulo                                      1
Certex                                       1
Pancaldi                                     1
Minnetonka Moccasin                          1
Bernardo                                     1
Sultana                                      1
Nordica                                      1
Bottega Veneta                               1
Volupté                                      1
Eddris                                       1
Caraceni                                     1
Bronzini                                     1
Playdell and Smith                           1
Ware, Pratt & Company                        1
Mary Poppins                                 1
La Sirene                                    1
Mr. Fred                                     1
Peter Lekeux                                 1
Raphael                                      1
Helmet Brand                                 1
Town and Country                             1
J. Thorpe                                    1
Armorside                                    1
La Manual Alpargatera                        1
Nunn Bush                                    1
Van Arden, Inc.                              1
Celanese Corporation of America              1
McMullen Company                             1
C. Pecker & Sons                             1
Lucchese Bootmakers                          1
Franklin Simon & Co.                         1
G. H. Bass & Co.                             1
Hafner Associates, Inc.                      1
Feathermocs                                  1
Reual, Inc.                                  1
Clara in N.Y.                                1
Gripoix                                      1
H & C Company                                1
Chantelle                                    1
Jomaz                                        1
Aris                                         1
Tissus Raimon                                1
Hahne & Company                              1
G. Petillault                                1
Ball's                                       1
Wetterfest                                   1
Kroll Fabric, Inc.                           1
Jerro Brothers                               1
Hattie Carnegie, Inc.                        1
Hansen's                                     1
Bogner of America                            1
The Brothers Christie Fur Corp.              1
Florsheim                                    1
JB                                           1
Edmée                                        1
B. Cavalli                                   1
U.S. Fabrics                                 1
A. Monco                                     1
John Frederics                               1
A. G. Spalding & Bros.                       1
Kelly 1                                      1
Jeans Best                                   1
N. Greco                                     1
Abraham Ltd.                                 1
Belinda                                      1
Handmacher                                   1
Tassinari & Chatel                           1
Ascher                                       1
Flagg Brothers                               1
Sam L. Budd                                  1
Pukumestarit                                 1
Racine                                       1
Gant Perrin                                  1
G. Fox & Company                             1
Pacific Mills                                1
Mandalian Manufacturing Company              1
Originala                                    1
Name: entity, dtype: int64
# All Unique Design Houses from Costume Institute
costume_creators_df[costume_creators_df['type'].
                         str.contains("Design House")]['entity'].value_counts()
House of Dior                           633
House of Balenciaga                     499
Yves Saint Laurent, Paris               355
House of Chanel                         317
House of Worth                          189
House of Givenchy                       162
House of Lanvin                         160
Miyake Design Studio                    145
House of Schiaparelli                   124
Comme des Garçons                       116
Callot Soeurs                           112
Herbert Levine Inc.                     106
Gianni Versace                           83
House of Balmain                         82
Calvin Klein, Inc.                       79
Perry Ellis Sportswear Inc.              72
Bill Blass Ltd.                          66
Maison Martin Margiela                   65
Fortuny                                  61
Hattie Carnegie, Inc.                    59
Gucci                                    56
Mugler                                   53
Judith Leiber Couture Ltd.               52
House of Patou                           52
Giorgio Armani                           50
Oscar de la Renta, Ltd.                  45
House of Paquin                          44
Caroline Reboux                          43
Missoni                                  43
House of Jacques Fath                    39
Chloé                                    34
Ralph Lauren                             33
Alexander McQueen                        31
Donna Karan New York                     30
House of Moschino                        28
Prada                                    27
Liberty & Co.                            27
Dolce & Gabbana                          24
Anne Klein and Company                   23
Fendi                                    23
Hermès                                   21
Salvatore Ferragamo                      19
John Galliano                            18
House of Charles Jourdan                 16
Capezio Inc.                             14
House of Ricci                           14
Viktor and Rolf                          11
Wiener Werkstätte                        10
House of Drécoll                         10
Brooks Brothers                          10
Kenzo                                    10
Xüly Bet                                  9
Milgrim                                   9
Calderon                                  9
Burberry                                  9
Brooke Cadwallader                        9
Myrbor                                    9
Griffe of Paris                           8
Beer                                      8
Redfern                                   7
Turnbull & Asser                          7
Lilly Pulitzer Inc.                       7
Perry Ellis                               7
Rouff                                     7
Serendipity 3                             6
Emme, Inc.                                6
Boué Soeurs                               6
Revillon Frères                           5
Mark W. Cross                             5
Raudnitz and Co. - Huet and Chéruit       5
Callaghan                                 5
Y-3                                       5
Louis Vuitton Co.                         5
Lanvin-Castillo                           5
Valentino                                 4
Tiffany & Co.                             4
Blades                                    4
John Frederics                            4
Fontana                                   4
Rainbow                                   3
A. Sulka & Company                        3
Maurice Rentner                           3
Krizia                                    3
House of Premet                           3
Emanuel                                   3
Ben Kahn Furs                             3
House of Lelong                           3
Matsuda                                   3
Mon. Vignon                               3
Oscar de la Renta                         3
A. Felix                                  3
Vetements                                 3
Saks Fifth Avenue                         2
Proenza Schouler                          2
Stovel & Mason                            2
Preen                                     2
Georges Kaplan                            2
Cerruti 1881                              2
James Galanos                             2
Augustine Martin & Company                2
Rudolph Hoffman & Company                 2
Worth and Bobergh                         2
Jean Dessès                               2
Simonetta et Fabiani                      2
Rifat Ozbek                               2
JL Arbiter                                2
Calvin Klein                              2
A. Denova                                 2
Jil Sander AG                             2
Dorothée Bis                              2
Undercover                                2
Goupy                                     2
Giorgio di Sant'Angelo                    2
noir kei ninomiya                         2
Harmon Knitwear                           1
Frattegiani                               1
Hattie Carnegie                           1
Gorini                                    1
Samuel Winston, Inc.                      1
Mr. John, Inc.                            1
Jacques Doucet                            1
Givenchy Gentleman                        1
House of Lucile                           1
Guy Laroche                               1
Etro                                      1
Martial & Armand                          1
EISA                                      1
Ossie Clark                               1
Briggs & Sons, London                     1
tao Comme des Garçons                     1
Lucien Lelong                             1
Phelps                                    1
House of Rochas                           1
Chéruit                                   1
Driscoll                                  1
Walter Worldwide                          1
Gallina                                   1
Christian Louboutin                       1
Norman Hartnell                           1
Griffon                                   1
Off-White c/o Virgil Abloh                1
Depret                                    1
Traina-Norell                             1
Weeks                                     1
Amok                                      1
House of Jean-Louis Scherrer              1
Anna Tappé Inc.                           1
Marcel Rochas                             1
Playboy                                   1
Fragiacomo                                1
Elvette                                   1
Rodarte                                   1
Robert Piguet                             1
Hickson Inc.                              1
Paraphernalia                             1
H. Huntsman & Sons                        1
Alberto Fabiani                           1
Maximilian                                1
Mr. Fish                                  1
Anne Marie of France                      1
Francevramant                             1
Goossens                                  1
Philippe & Gaston                         1
Pollini                                   1
Benetton                                  1
H. Creed & Co.                            1
H. Jaeckal & Sons                         1
Foale & Tuffin                            1
Celine                                    1
A. Fanet                                  1
Marcelle Alix                             1
Abercrombie and Fitch Co.                 1
Vionnet S.p.A.                            1
Lenief                                    1
Frances Denney                            1
Jenny                                     1
Mitra Couture                             1
Brioni                                    1
Geoffrey Beene                            1
Marni                                     1
Paul Stuart                               1
Slow and Steady Wins the Race             1
Maisons Agnès-Drécoll                     1
Wacoal-America Inc.                       1
Gibo                                      1
House of Vionnet                          1
Halston                                   1
Agnès b.                                  1
Teal Traina                               1
Drécoll                                   1
B. H. Wragge                              1
Betsey Bunky Nini                         1
House of Rouff                            1
Mad Carpentier                            1
m.r.s.                                    1
Yumi Katsura International Co., Ltd.      1
Memphis                                   1
Adair                                     1
Name: entity, dtype: int64
# unique makers from Costume Institute
costume_creators_df[costume_creators_df['type'].
                         str.contains("Maker")]['entity'].value_counts()
Jean Clemént                        14
Pierre Yantorny                     13
Mr. John, Inc.                      10
Bergdorf Goodman                    10
Roger Jean-Pierre                    9
Selbine                              8
Cavanaugh Model Form Co.             8
J. Ferry                             7
Mondial Shoe                         7
Knox                                 7
Henri Bendel                         7
John Frederics                       6
Rogers, Peet & Company               5
F. L. Dunne & Company                4
Milgrim                              4
J. & J. Slater                       3
P. Rouillier                         3
Right Now                            3
Haas Soeurs, Inc.                    3
Hickey Freeman                       3
Eunice Cashin                        3
Thomas                               2
Homer Layne                          2
Braagaard                            2
Tommy Nutter                         2
A. N. Cook & Company                 2
Saks Fifth Avenue                    2
Marguerite Zorach                    2
Mr. Pearl                            2
Budd                                 2
Maniatis Bottier, Paris              2
Carlo de Gaspari Zezza               2
Esté                                 2
Disney                               2
Joseph                               2
Erik                                 2
Hattie Carnegie, Inc.                2
Borsley                              1
Rose & Company                       1
Lyon                                 1
Borden                               1
Fallan & Harvey                      1
Abigail Lloyd Lott Zabriskie         1
Jenkins                              1
Charvet Chemisier                    1
Fortune Cravats                      1
Cardinal                             1
Even                                 1
B. Penaud                            1
Edward L. Tripler                    1
E.W. Emery                           1
Mme. Eta Hentz                       1
Henry Heath Limited                  1
Pierre Brivet                        1
Pemberton-Mercer                     1
Vogue Jewelry Novelty Company        1
Dominique France                     1
Madame Smyth                         1
Giorgio Avolio                       1
Madame Marie Henri Ltd.              1
Mme. Boué-Debat                      1
Susan Bennis/Warren Edwards          1
Countess Fabbricotti                 1
Excelsior Button & Boot              1
Sophie Gimbel                        1
John Wuest                           1
House of Lucile                      1
Justin-Barton                        1
Chas. Arms                           1
Turnbull & Asser                     1
Mabel Downs                          1
Emma A. Maloof                       1
Despa                                1
L'Aprili                             1
Maison Ström                         1
Franck                               1
G.L. & Company                       1
House of Tappé, Inc.                 1
Joseph Yeska                         1
Brigitte                             1
Holbrook and Walker                  1
Dertz                                1
Lord & Taylor                        1
Glenmore                             1
Kensington Hats, Inc.                1
A. Schiraldi of Napoli               1
Thomas Worth                         1
Frank Mazane                         1
Irande                               1
Menochet                             1
Alwynn                               1
Young Brothers                       1
Adam                                 1
Laure-Hélène                         1
George T. Keen Inc.                  1
J. Petit                             1
Brasseur                             1
Fox Clothes of London                1
Melton                               1
A. Ahrweiler                         1
Kast's                               1
Michniewicz-Tuvée                    1
Defossée                             1
Olangan                              1
George Bradford Tripler              1
Vincent et Cie                       1
J.-F. Heim Galerie                   1
Halston                              1
House of Lesage                      1
Hertz                                1
Ware's                               1
W.K. Gilbert & Company               1
R. Townsend & Sons                   1
Susanna Lewis                        1
Salon Moderne, Saks Fifth Avenue     1
Walter Barnard & Son                 1
J. Whitney                           1
Wrigglesworth                        1
Henri a la Pensée                    1
Talbert                              1
Nardi, Inc.                          1
Marsh                                1
Maison Lewis                         1
William K. Tripler                   1
Margie-Pauline Millinery             1
Bunting                              1
Juan Serra                           1
Browning, King & Company             1
Camille                              1
Scott & Company                      1
Mad Hatters                          1
Ciffonelli                           1
Richardson's                         1
Townsend Grace Company               1
Thurn                                1
James Mitchell                       1
Suydam                               1
Chez Ninon                           1
C. Leviéle                           1
Excelsior                            1
Wallach                              1
Shannon Rodgers                      1
Argence                              1
H. Jaeckal & Sons                    1
East                                 1
Sarah Pursell                        1
Krutcher & Starks                    1
A.L. Serra                           1
Bronzini                             1
Creston & Petit                      1
Augusto, Ltd.                        1
Gage Brothers & Company              1
Coleman                              1
Berg                                 1
Crofut & Thomas                      1
Richards & Veryken                   1
Custon Hats                          1
Emilie et Georgette                  1
Lemington                            1
DePauw                               1
Burnham & Phillips                   1
Hawes & Curtis, Ltd.                 1
Keys & Lockwood                      1
Wiener Werkstätte                    1
Phipps's                             1
Name: entity, dtype: int64
# unique retailer from Costume Institute
costume_creators_df[costume_creators_df['type'].
                         str.contains("Retailer")]['entity'].value_counts()
Seditionaries                    17
Jay-Thorpe, Inc.                 13
Paraphernalia                    12
Hattie Carnegie, Inc.             9
Bonwit Teller & Co.               8
Ansonia de Luxe                   6
Fairyland                         6
SEX                               6
B. Altman & Co.                   6
Saks Fifth Avenue                 6
Field Brothers                    5
Opening Ceremony                  4
Lord & Taylor                     4
L. P. Hollander & Co., Boston     3
F. R. Tripler & Co.               3
Bloomingdale Brothers Inc.        3
Henri Bendel                      3
Quorum                            3
Thomson, Langdon & Co.            2
Moss Shamask, Ltd.                2
Morrison & Shribbs                2
Chez Sonia                        2
Frank Brothers                    2
The Chelsea Cobbler               2
Gimbel Brothers                   2
Frederick Loeser & Company        2
Evelyn Byrnes                     2
Saks & Company                    2
Waste Basket Boutique             2
Bergdorf Goodman                  2
Hahne & Company                   2
Susanne Bartsch                   2
Franklin Simon & Co.              2
The Glove Shop                    2
G. Fox & Company                  2
Bamberger's                       2
Amelia Gray                       2
Jordan Marsh & Company            2
Parlor Shoe Store                 1
Dr. P. Kahler & Sons              1
Jeffers French Shoes              1
J. & J. Slater                    1
The Robbins                       1
Eugenia of Florence               1
De Lier Importer                  1
Weber & Heilbroner                1
K. Geiger                         1
French Bootery                    1
Granny Takes a Trip               1
Lockharts                         1
Sommers, Inc.                     1
Joseph Salon Shoes                1
J. Thorpe                         1
Wilma                             1
Mrs. Moseley Taylor               1
McKeon & Smith                    1
Abraham & Straus                  1
Manby                             1
Collins & Fairbanks Co.           1
Grace M. Cunningham               1
The Brandon Shop                  1
Judith Imports                    1
The English Shop                  1
Veneziano                         1
Wallachs                          1
The Slipper                       1
McCreedy and Schreiber            1
Bruat, Inc.                       1
Wanamaker's                       1
Emmett's                          1
Emme, Inc.                        1
Cypris                            1
Arnold Constable & Company        1
Meyer Jonasson & Company          1
Chs. des Jardins & Cie Ltd.       1
Abercrombie and Fitch Co.         1
Na Na                             1
Best & Co.                        1
Blaire's                          1
Caltex Sportswear Company         1
T.E. Moseley & Co.                1
Edwin C. Burt & Co.               1
Russell & Bromley                 1
Atkinson's                        1
Wechsler, Abraham & Company       1
London Character                  1
Saul Brothers                     1
Lord John                         1
Sigmund Eisner Co.                1
Charles Sumner                    1
Turnbull & Asser                  1
Shea Importer                     1
A. Bertin                         1
Schlesinger & Mayer               1
Busbines                          1
Schumm & Snyder Hat Shop          1
Arthur Constable                  1
R.W.H. Rogers                     1
Seven New York                    1
Worth & Worth, Ltd.               1
Rosemarie de Paris                1
Nan Duskin                        1
N. Greco                          1
Dave Jones                        1
Baum-Roth, Inc.                   1
Chez Ninon                        1
Thurn                             1
Kaufmann's                        1
Let It Rock                       1
Schoverling, Daly & Gales         1
Jungle Jap                        1
Henri Boot Shop                   1
J. C. D'Ahetze                    1
Stein & Blaine                    1
Ealand                            1
Rielag & Wuest                    1
Daniela Shoes                     1
Put-On                            1
Carroll & Company                 1
Alexander's                       1
Name: entity, dtype: int64

Examples of the complexity of dates!

costume_df['Object Date'].value_counts()
19th century                                  498
early 20th century                            310
1950s                                         286
ca. 1900                                      281
1920s                                         258
fourth quarter 19th century                   213
1960s                                         213
late 19th century                             210
early 19th century                            201
ca. 1950                                      199
1930s                                         193
ca. 1970                                      190
1967                                          188
18th century                                  188
ca. 1968                                      184
late 20th century                             183
1942                                          178
ca. 1955                                      171
mid-19th century                              164
20th century                                  160
1939                                          157
ca. 1910                                      154
ca. 1960                                      152
ca. 1965                                      150
1970s                                         149
first quarter 20th century                    146
ca. 1935                                      144
ca. 1860                                      141
1940s                                         138
ca. 1850                                      137
1890s                                         135
1968                                          134
ca. 1880                                      127
ca. 1930                                      126
1915–41                                       125
ca. 1925                                      124
ca. 1940                                      122
1966                                          122
1956                                          122
probably 19th century                         122
late 19th–early 20th century                  121
1700–1938                                     119
1950                                          116
1860s                                         116
ca. 1938                                      115
1980s                                         113
ca. 1890                                      112
1880s                                         111
1900–1910                                     108
ca. 1967                                      106
late 18th century                             105
ca. 1905                                      103
1952                                           99
1972                                           99
1949                                           99
1800–1939                                      97
ca. 1920                                       97
1947                                           97
1969                                           96
ca. 1975                                       96
ca. 1969                                       96
1982                                           95
ca. 1830                                       94
1938                                           93
1955                                           93
1970                                           93
ca. 1974                                       93
late 1960s                                     92
ca. 1966                                       87
1953                                           87
early 1960s                                    86
1948                                           86
ca. 1870                                       85
1945                                           85
ca. 1885                                       85
1951                                           83
early 1970s                                    83
third quarter 19th century                     82
1957                                           82
1977                                           80
1958                                           80
ca. 1980                                       79
1978                                           77
1943                                           76
1976                                           75
1971                                           74
1981                                           74
1700–1941                                      74
1850s                                          74
1830s                                          72
ca. 1972                                       72
1700–1945                                      72
1960                                           71
1840–60                                        70
1840s                                          70
1700–1940                                      70
1890–99                                        70
1946                                           69
ca. 1958                                       69
1870s                                          69
ca. 1840                                       68
1700–1943                                      67
late 1940s                                     67
ca. 1990                                       66
1954                                           66
1930–39                                        65
ca. 1945                                       63
ca. 1895                                       63
ca. 1780                                       63
1965                                           62
ca. 1948                                       61
mid-20th century                               61
1700–1942                                      60
1900–1925                                      60
early 1900s                                    59
1961                                           57
1925                                           57
1900–1905                                      57
late 1950s                                     57
1875–1925                                      56
ca. 1820                                       55
late 1930s                                     55
1944                                           55
1928                                           55
ca. 1915                                       54
1900–1915                                      54
1975                                           53
early 1980s                                    53
1940                                           53
ca. 1962                                       53
1980                                           52
first quarter 19th century                     52
1937                                           52
1984                                           52
ca. 1971                                       52
1920–29                                        52
late 1980s                                     51
18th century–19th century                      50
ca. 1865                                       50
ca. 1927                                       50
1990s                                          49
1973                                           49
1955–65                                        48
1974                                           48
ca. 1875                                       48
1900–1920                                      48
ca. 1973                                       48
1986                                           47
ca. 1775                                       47
spring/summer 1991                             47
1989                                           47
fall/winter 1993–94                            46
1987                                           46
ca. 1956                                       46
1963                                           46
spring/summer 1994                             46
1965–75                                        46
1900                                           46
ca. 1952                                       46
fall/winter 1989–90                            46
early 18th century                             45
1910                                           45
1927                                           45
1941                                           45
fall/winter 2006–7                             44
ca. 1957                                       44
ca. 1953                                       44
1960–65                                        44
1979                                           44
spring/summer 1999                             44
1964                                           44
ca. 1926                                       44
late 1920s                                     43
ca. 1977                                       43
1700–1939                                      43
ca. 1835                                       43
1983                                           43
fall/winter 1996–97                            42
fall/winter 1991–92                            42
ca. 1963                                       42
ca. 1985                                       42
ca. 1855                                       41
1925–30                                        41
1830–60                                        41
ca. 1991                                       41
1890–1900                                      41
1935–45                                        40
1860–69                                        40
1880–89                                        40
ca. 1959                                       39
fall/winter 1994–95                            39
ca. 1800                                       39
ca. 1989                                       39
ca. 1988                                       38
1926                                           38
ca. 1976                                       38
1910–20                                        38
1988                                           38
ca. 1947                                       38
ca. 1978                                       38
1914–19                                        38
ca. 1984                                       37
1985                                           37
1885–90                                        37
1936                                           37
ca. 1987                                       37
ca. 1902                                       37
17th century                                   37
early 1950s                                    37
late 1960s–mid-1980s                           36
1962                                           36
1855–65                                        36
1910–15                                        36
ca. 1964                                       36
16th century                                   36
ca. 1949                                       36
spring/summer 1997                             35
early 1920s                                    35
ca. 1937                                       35
fall/winter 1988–89                            35
fall/winter 1962–63                            35
1920–39                                        34
spring/summer 2003                             34
1950–69                                        34
fall/winter 1997–98                            34
1895–1900                                      34
spring/summer 1993                             34
1800–1943                                      34
1700–1937                                      33
1905                                           33
ca. 1954                                       33
1915–20                                        33
1970–75                                        33
1930–49                                        33
ca. 1983                                       33
1860–70                                        33
1922                                           33
1860–65                                        33
fall/winter 1987–88                            33
1959                                           33
1912                                           32
1890–1910                                      32
spring/summer 1990                             32
late 1960s–early 1970s                         32
ca. 1992                                       32
ca. 1810                                       32
ca. 1934                                       32
ca. 1908                                       31
1976–80                                        31
fall/winter 1963–64                            31
1880                                           31
spring/summer 1992                             31
1930                                           31
fall/winter 1998–99                            31
1994                                           31
ca. 1825                                       31
1850–60                                        30
1968–70                                        30
ca. 1942                                       30
1940–49                                        30
1700–1944                                      30
1935                                           30
1700–1951                                      30
1968–69                                        30
1929                                           30
1924                                           30
ca. 1923                                       30
fall/winter 1995–96                            30
ca. 1845                                       30
2006                                           30
second quarter 20th century                    29
fall/winter 1984–85                            29
1933                                           29
1934                                           29
ca. 1936                                       28
1930–59                                        28
ca. 1932                                       28
fall/winter 1990–91                            28
ca. 1903                                       28
ca. 1928                                       28
1800–1810                                      28
ca. 1993                                       28
fourth quarter 18th century                    28
late 1970s                                     28
1992                                           28
fall/winter 1967–68                            28
1940–59                                        28
spring/summer 1995                             27
1850–99                                        27
spring/summer 1996                             27
fall/winter 1983–84                            27
1955–59                                        27
1920                                           27
1970–74                                        27
1895–1905                                      27
fourth quarter 20th century                    27
1894                                           27
ca. 1943                                       27
1885–95                                        27
1915–25                                        26
ca. 1979                                       26
1990                                           26
ca. 1882                                       26
1830–50                                        26
ca. 1982                                       26
1915                                           25
1850–69                                        25
fall/winter 1981–82                            25
ca. 1770                                       25
1935–40                                        25
1925–35                                        25
1932                                           25
ca. 1922                                       25
1993                                           25
1880–99                                        25
1918                                           25
ca. 1924                                       24
1963–67                                        24
late 18th–early 19th century                   24
1887                                           24
fall/winter 1992–93                            24
fall/winter 1986–87                            24
ca. 1918                                       24
ca. 1944                                       24
ca. 1939                                       24
late 17th century                              24
fall/winter 1965–66                            24
fall/winter 1976–77                            24
ca. 1898                                       23
1898–1900                                      23
1840–59                                        23
1952–53                                        23
mid-18th century                               23
1890                                           23
first quarter 18th century                     23
ca. 1872                                       23
1950–59                                        23
1750–75                                        23
1850–80                                        23
spring/summer 1988                             23
1914                                           23
last quarter 20th century                      23
1898                                           22
1984–85                                        22
ca. 1907                                       22
fall 1938                                      22
1917                                           22
1911                                           22
mid-1980s                                      22
spring/summer 1983                             22
1875                                           22
1991                                           22
1955–60                                        22
1900s                                          22
late 1950s–early 1960s                         22
fall/winter 2003–4                             22
spring/summer 1989                             22
ca. 1917                                       22
fall/winter 1949–50                            22
ca. 1986                                       22
fall/winter 1970–71                            22
1965–69                                        22
1905–10                                        22
1942–52                                        22
ca. 1887                                       21
1996                                           21
fall/winter 1966–67                            21
1963–69                                        21
1874                                           21
early 1930s                                    21
1830–40                                        21
1952–54                                        21
ca. 1912                                       21
1800–1850                                      21
1790–1810                                      21
spring/summer 1976                             21
1805–10                                        21
fall/winter 1969–70                            21
fall/winter 1999–2000                          20
ca. 1888                                       20
second quarter 19th century                    20
fall/winter 1985–86                            20
1895                                           20
1937–39                                        20
1893                                           20
1954–58                                        20
1966–67                                        20
1845–65                                        20
ca. 1790                                       20
ca. 1904                                       20
1920–25                                        20
1850                                           20
1940s–50s                                      20
ca. 1815                                       20
1908–10                                        20
spring/summer 1968                             20
1876                                           20
ca. 1929                                       20
1840–49                                        20
fall/winter 2002–3                             20
summer 1940                                    20
spring/summer 2000                             20
fall/winter 1959–60                            19
ca. 1868                                       19
fall/winter 1968–69                            19
1926–27                                        19
mid-1950s                                      19
1945–55                                        19
fall/winter 1948–49                            19
early 1990s                                    19
fall/winter 2001–2                             19
ca. 1867                                       19
1820–40                                        19
1926–28                                        19
1955–58                                        19
fall/winter 2004–5                             19
spring/summer 1985                             19
ca. 1981                                       19
spring/summer 2001                             19
ca. 1913                                       19
1900–1903                                      19
spring/summer 1980                             19
1886                                           19
1967–68                                        19
1850–59                                        19
1970–89                                        19
ca. 1863                                       19
1800–1940                                      19
1865–70                                        19
ca. 1914                                       19
1820–30                                        19
1916                                           19
1870–90                                        18
1804–14                                        18
fall/winter 1961–62                            18
1920–30                                        18
1919                                           18
1895–99                                        18
1915–30                                        18
1860                                           18
ca. 1750                                       18
mid-1940s                                      18
1969–70                                        18
1885                                           18
spring/summer 1951                             18
1840–50                                        18
1899                                           18
1971–72                                        17
spring/summer 1987                             17
fall/winter 1964–65                            17
ca. 2000                                       17
1960–69                                        17
1907                                           17
1938–39                                        17
ca. 1961                                       17
1870–89                                        17
1860–79                                        17
ca. 1951                                       17
1870–80                                        17
1950–55                                        17
1869                                           17
1882                                           17
spring/summer 1971                             17
fall/winter 1972–73                            17
ca. 1760                                       17
1888                                           17
fall/winter 1979–80                            17
spring/summer 1958                             17
ca. 1941                                       17
third quarter 18th century                     17
ca. 1911                                       17
1930–35                                        16
1960–63                                        16
ca. 1909                                       16
1908                                           16
fall/winter 1971–72                            16
1963–65                                        16
1931                                           16
mid-1960s                                      16
spring/summer 1964                             16
1970–71                                        16
1845–50                                        16
1976–77                                        16
fall/winter 1954–55                            16
1923                                           16
1970–73                                        16
1950–51                                        16
fall/winter 2000–2001                          16
1967–69                                        16
spring/summer 2017                             16
1900–1950                                      16
fall/winter 1957–58                            15
spring/summer 1998                             15
1868                                           15
1910–12                                        15
1850–70                                        15
4th century B.C.                               15
fall 1939                                      15
spring/summer 1954                             15
1865–75                                        15
1925–26                                        15
1897                                           15
spring/summer 1984                             15
1892                                           15
1825–30                                        15
spring/summer 2004                             15
ca. 1931                                       15
1870–79                                        15
ca. 1818                                       15
1965–70                                        15
2015                                           15
ca. 1896                                       15
1904                                           14
1990–97                                        14
spring/summer 1953                             14
ca. 1785                                       14
1830–49                                        14
1891                                           14
ca. 1995                                       14
1906                                           14
winter 1938–39                                 14
fall/winter 1982–83                            14
1910–30                                        14
ca. 1946                                       14
mid to late 1940s                              14
ca. 1933                                       14
1913                                           14
1924–25                                        14
1902                                           14
1980–82                                        14
1951–52                                        14
1966–68                                        14
late 1880s                                     14
spring/summer 1974                             14
1878                                           14
fall/winter 2005–6                             14
fall/winter 1973–74                            14
1997                                           14
1883                                           14
1889                                           13
1825–50                                        13
ca. 1838                                       13
1850–55                                        13
1940–45                                        13
1900–1909                                      13
1956–57                                        13
spring/summer 1986                             13
1840                                           13
1860–80                                        13
ca. 1994                                       13
spring/summer 1959                             13
ca. 1857                                       13
ca. 1906                                       13
1800–1941                                      13
fall/winter 1955–56                            13
1949–50                                        13
1953–57                                        13
1890–95                                        13
1920–40                                        13
1870–75                                        13
1965–66                                        13
ca. 1892                                       13
1910s                                          13
spring/summer 1970                             13
fall/winter 2015–16                            13
1936–38                                        13
1873                                           13
1965–67                                        13
1947–48                                        13
1830–35                                        13
1902–3                                         12
ca. 1856                                       12
fall/winter 1958–59                            12
1830–39                                        12
ca. 2003                                       12
fall/winter 1953–54                            12
ca. 1883                                       12
ca. 1919                                       12
1930–50                                        12
1880–85                                        12
late 1890s                                     12
1825–35                                        12
fall/winter 1950–51                            12
1880–1910                                      12
1901                                           12
1937–38                                        12
spring/summer 1969                             12
1909–11                                        12
ca. 1893                                       12
fall/winter 1952–53                            12
1971–75                                        12
1850–1900                                      12
ca. 1858                                       12
1945–46                                        12
1910–14                                        12
1800–1960                                      12
1938–40                                        12
spring/summer 1963                             12
1810–20                                        12
1913–14                                        12
1928–29                                        12
1800–1937                                      12
ca. 1894                                       11
19th century–20th century                      11
1800–1820                                      11
1980–98                                        11
first half 20th century                        11
ca. 1842                                       11
1935–49                                        11
ca. 1897                                       11
fall/winter 2007–8                             11
1865                                           11
1975–76                                        11
ca. 1901                                       11
1900–1976                                      11
fall/winter 1956–57                            11
fall/winter 1975–76                            11
1995                                           11
1936–37                                        11
1840–45                                        11
1885–89                                        11
1948–50                                        11
ca. 1862                                       11
1965–87                                        11
1960–79                                        11
1925–28                                        11
1960–67                                        11
1896                                           11
1925–29                                        11
1740–60                                        11
spring/summer 1977                             11
spring/summer 2002                             11
1958–60                                        10
2001                                           10
1920s–30s                                      10
1903                                           10
fall/winter 2008–9                             10
spring/summer 2009                             10
1863                                           10
1918–20                                        10
1935–39                                        10
1915–17                                        10
late 1860s                                     10
spring/summer 2006                             10
1910–25                                        10
fourth quarter 17th century                    10
2003                                           10
1856                                           10
1927–28                                        10
1854                                           10
1837                                           10
ca. 1848                                       10
mid-1970s                                      10
1939–40                                        10
1959–60                                        10
1948–49                                        10
1815–20                                        10
1800–1925                                      10
ca. 1891                                       10
1914–18                                        10
early 1940s                                    10
1912–14                                        10
2013                                           10
1973–74                                        10
1974–76                                        10
ca. 1916                                       10
1795–1800                                      10
1790s                                          10
1875–80                                        10
1970–79                                        10
1800–1938                                      10
1775–1825                                       9
spring/summer 1960                              9
1909–10                                         9
spring/summer 2008                              9
spring/summer 1973                              9
spring/summer 1972                              9
1877                                            9
1879                                            9
1902–4                                          9
fall/winter 2011–12                             9
1881                                            9
1800–1825                                       9
1870                                            9
1915–18                                         9
spring/summer 1962                              9
spring/summer 2015                              9
1947–50                                         9
1774–93                                         9
1863–65                                         9
1872                                            9
1909                                            9
1999                                            9
1954–55                                         9
1983–84                                         9
ca. 1996                                        9
ca. 1871                                        9
1855                                            9
ca. 1837                                        9
mid-1920s                                       9
ca. 1828                                        9
last quarter 19th century                       9
ca. 2002                                        9
third quarter 20th century                      9
spring/summer 1961                              9
spring/summer 2007                              9
1880–84                                         9
1840–70                                         9
ca. 1999                                        9
1974–75                                         9
1947–49                                         9
1973–77                                         9
ca. 1861                                        9
ca. 1740                                        9
1969–71                                         9
1830–80                                         9
fall/winter 1960–61                             9
1907–10                                         9
1820s                                           9
1945–50                                         9
1862                                            9
1795–1805                                       9
1800–1815                                       9
1837–40                                         9
1990–92                                         9
spring/summer 2005                              9
1905–15                                         8
1902–5                                          8
1780–90                                         8
1910–19                                         8
1930–40                                         8
1926–1959                                       8
1840–80                                         8
1961–62                                         8
spring/summer 2010                              8
1875–85                                         8
fall/winter 2010–11                             8
ca. 1805                                        8
1880–90                                         8
1760–70                                         8
spring/summer 1966                              8
1800–1942                                       8
1775–80                                         8
1973–79                                         8
fall/winter 2009–10                             8
ca. 1795                                        8
late 1870s                                      8
1884                                            8
1912–22                                         8
summer 1937                                     8
spring/summer 1955                              8
1980–87                                         8
ca. 1889                                        8
1944–45                                         8
1910–11                                         8
spring/summer 1957                              8
ca. 1886                                        8
1906–8                                          8
1970–85                                         8
fall/winter 2013–14                             8
spring/summer 1948                              8
1770–89                                         8
1846                                            8
ca. 1869                                        8
ca. 1866                                        8
1943–44                                         8
2002                                            8
1894–96                                         8
1959–63                                         8
ca. 1921                                        8
1979–80                                         8
spring/summer 1952                              8
1890–1905                                       8
spring/summer 1967                              7
1878–80                                         7
1950s–60s                                       7
spring/summer 1939                              7
1982–83                                         7
1923–25                                         7
1830–70                                         7
1977–78                                         7
spring/summer 2014                              7
1957–58                                         7
1921                                            7
1956–58                                         7
1930s–40s                                       7
fall/winter 1974–75                             7
ca. 1864                                        7
1926–33                                         7
1760–80                                         7
1871                                            7
1915–16                                         7
1896–98                                         7
fall/winter 1937–38                             7
1951–53                                         7
1975–85                                         7
1730–50                                         7
1770s                                           7
fall/winter 2012–13                             7
late 1990s                                      7
1962–63                                         7
ca. 1859                                        7
1859                                            7
1675–1725                                       7
1887–89                                         7
winter 1936–37                                  7
spring/summer 1956                              7
1983–87                                         7
late 1940s–early 1950s                          7
1900–1908                                       7
fall/winter 1938–39                             7
1725–50                                         7
1830                                            7
fall/winter 1930–31                             7
1933–37                                         7
1875–99                                         7
1810–15                                         7
1804–15                                         7
fall/winter 1939–40                             7
1800–1944                                       7
late 19th or early 20th century                 7
17th century–18th century                       7
spring/summer 1979                              7
1972–73                                         7
1850–75                                         7
1844                                            7
ca. 1877                                        7
1860–75                                         7
1941–44                                         7
1985–90                                         7
1936–39                                         7
spring/summer 1950                              7
1905–8                                          7
1946–47                                         7
1912–13                                         7
late 1980s to early 1990s                       7
ca. 1899                                        7
1911–12                                         7
ca. 1874                                        7
1964–65                                         7
1880–1900                                       7
1950–52                                         7
1835–45                                         7
1980–89                                         6
ca. 1843                                        6
1953–55                                         6
spring/summer 1947                              6
1900–1946                                       6
1901–5                                          6
1898–99                                         6
1930–32                                         6
1857                                            6
1863–67                                         6
1760s                                           6
ca. 1878                                        6
spring/summer 1975                              6
1875–1950                                       6
1981–82                                         6
1845–55                                         6
1888–89                                         6
spring/summer 1938                              6
1820–29                                         6
winter 1939–40                                  6
second half 19th century                        6
1963–66                                         6
ca. 1812                                        6
1940–50                                         6
spring/summer 1982                              6
mid-1930s                                       6
1855–60                                         6
1904–5                                          6
1942–43                                         6
1986–88                                         6
1740–70                                         6
fall/winter 2014–15                             6
ca. 1836                                        6
spring/summer 2016                              6
1805–15                                         6
1940–1959                                       6
1975–79                                         6
1780–99                                         6
1966–69                                         6
1820–25                                         6
1891–93                                         6
1991–92                                         6
1810s                                           6
ca. 1841                                        6
1973–75                                         6
1897–1900                                       6
early 1890s                                     6
1989–90                                         6
1867–68                                         6
1881–82                                         6
19th–early 20th century                         6
1915–40                                         6
1915–19                                         6
1835–40                                         6
1903–5                                          6
1950–60                                         6
fall/winter 1947–48                             6
1930–37                                         6
1867–69                                         6
1931–32                                         6
1800–1945                                       6
1775–1800                                       6
ca. 1844                                        6
1770–90                                         6
1780                                            6
1800–1958                                       6
fall/winter 1978–79                             6
1866                                            6
early 1880s                                     6
1952–57                                         6
1885–1910                                       6
1848                                            6
1924–26                                         6
1835                                            6
late 1970s–early 1980s                          6
1864                                            6
2007                                            6
1800–1875                                       6
12th century B.C.–A.D. 20th century             6
1857–60                                         6
1985–89                                         6
early 17th century                              6
1914–20                                         6
1907–8                                          6
1980–84                                         5
ca. 1998                                        5
1900–1901                                       5
ca. 1822                                        5
1815                                            5
1893–95                                         5
1922–25                                         5
1850–79                                         5
ca. 1720                                        5
fall/winter 1926–27                             5
1926–35                                         5
ca. 1814                                        5
fall/winter 2017–18                             5
late 1930s–early 1940s                          5
second quarter 18th century                     5
2300 B.C.–A.D. 1492                             5
late 1980s–early 1990s                          5
fall/winter 2018–19                             5
1825–1925                                       5
1870–92                                         5
1780–1800                                       5
1964–66                                         5
1980–81                                         5
1950–54                                         5
2005                                            5
1933–35                                         5
spring/summer 1935                              5
1992–93                                         5
1810                                            5
1980–97                                         5
1820                                            5
fall/winter 1977–78                             5
spring/summer 1937                              5
500 B.C.–A.D. 900                               5
ca. 1847                                        5
1865–69                                         5
1975–77                                         5
ca. 1997                                        5
1878–79                                         5
1820–50                                         5
1888–90                                         5
1868–70                                         5
1905–7                                          5
ca. 1879                                        5
1960s–70s                                       5
1885–99                                         5
1963–64                                         5
fall/winter 1934–35                             5
1917–20                                         5
ca. 1823                                        5
1720–39                                         5
1971–73                                         5
1923–28                                         5
1925–39                                         5
spring/summer 1965                              5
2000                                            5
1985–95                                         5
1700–1750                                       5
1970–72                                         5
1968–71                                         5
1740s                                           5
1864–65                                         5
1918–22                                         5
ca. 1873                                        5
1890–1920                                       5
early 1860s                                     5
1851                                            5
summer 1939                                     5
1812                                            5
1858–59                                         5
1925–50                                         5
1785–90                                         5
1923–24                                         5
                                             ... 
holiday 1971                                    2
early 1830s                                     2
1975–78                                         2
1928–33                                         2
late 1830s                                      2
fall/winter 1933                                2
1831–35                                         2
1911–15                                         2
1819                                            2
fall/winter 1945–46                             2
1867–73                                         2
fall/winter 1936                                2
1896–1900                                       2
1926–32                                         2
1856–60                                         2
last quarter 17th century                       2
1925–37                                         2
1799–1815                                       2
1802–20                                         2
1700–1963                                       2
1735–40                                         2
1800                                            2
1896–97                                         2
1630                                            2
1958–62                                         2
1937–40                                         2
1937–41                                         2
1906–7                                          2
early 1820s                                     2
1969–73                                         2
1845–49                                         2
1855–70                                         2
1934–35                                         2
fall/winter 1928–29                             2
1959–62                                         2
1818–20                                         2
1815–25                                         2
1986–89                                         2
1932–34                                         2
1965–72                                         2
18th–19th century                               2
1899–1900                                       2
spring/summer 1940                              2
1915–24                                         2
1890–93                                         2
ca. 1645                                        2
1870–72                                         2
1978–85                                         2
Spring/Summer 1976                              2
1820–35                                         2
1800–1970                                       2
ca. 1787                                        2
1814–20                                         2
fall/winter 1992                                2
1793–94                                         2
1886–89                                         2
1930–60                                         2
1935–50                                         2
1810–12                                         2
1976–79                                         2
1880–87                                         2
1750–69                                         2
1898–1941                                       2
1700–1950                                       2
1925–40                                         2
1850–1950                                       2
1862–63                                         2
1868–72                                         2
1825–1950                                       2
1978–80                                         2
1817                                            2
1930–31                                         2
1891–92                                         2
1778–85                                         2
1720–50                                         2
1830s–40s                                       2
ca. 1798                                        2
1879–81                                         2
1500 B.C.–A.D. 300                              2
1935–37                                         2
probably mid to late 1970s                      2
1800–1950                                       2
ca. 1819                                        2
1890–92                                         2
2014                                            2
1880–95                                         2
1916–20                                         2
1913–19                                         2
1904–7                                          2
1819–22                                         2
1901–4                                          2
1860–63                                         2
1960–70                                         2
1989–93                                         2
A.D. 800–1400                                   2
1700–1960                                       2
1988–89                                         2
1871–73                                         2
1710–29                                         2
ca. 1816                                        2
fall/winter 1987                                2
1829–40                                         2
1881–83                                         2
1898–1902                                       2
1893–99                                         2
1835–49                                         2
late 1960s–mid 1980s                            2
1860–64                                         2
1948–53                                         2
1862–67                                         2
ca. 1804                                        2
summer 1935                                     2
fall/winter 1959                                2
ca. 1806                                        2
1700–1710                                       2
1845–60                                         2
1899–1904                                       2
1960–61                                         2
1875–78                                         2
1865–85                                         2
spring/summer 1930                              2
spring/summer 1945                              2
1855–58                                         2
1845                                            2
1805                                            2
1776                                            2
spring/summer 2013, edition 2015                2
1903–6                                          2
1790–1800                                       2
1770–1800                                       2
fall/winter 1980                                2
fall/winter 1929–30                             2
1814                                            2
1978–79                                         2
1957–59                                         2
1860–1910                                       2
1999–2000                                       2
1812–20                                         2
1845–1945                                       2
late 17th century–early 18th century            2
spring/summer 1981                              2
1859–60                                         2
1938–42                                         2
1919–23                                         2
1920–24                                         2
late 1970s to early 1980s                       2
1770–1895                                       2
mid to late 1950s                               2
1900–1904                                       2
1826–29                                         2
1825–40                                         2
1850–1941                                       2
1940s–60s                                       2
1750                                            2
1931–35                                         2
1680–1710                                       2
1905–14                                         2
spring/summer 1936                              2
1979–82                                         2
mid-1880s                                       2
1897–1905                                       2
1785                                            2
1797–98                                         2
1870–73                                         2
1975–89                                         2
1845–46                                         2
1967–67                                         2
1810–19                                         2
1906–9                                          2
1963–68                                         2
1825                                            2
1788–93                                         2
1715–25                                         2
1895–98                                         2
1819–23                                         2
1730–40                                         2
summer 1938                                     2
1730–59                                         2
1941–45                                         2
late 1840s–early 1850s                          2
1903–4                                          2
1872–75                                         2
1945–49                                         2
1876–77                                         2
summer 1929                                     2
ca. 1809                                        2
1200–700 B.C.                                   2
1798                                            2
1935–47                                         2
1911–13                                         2
ca. 1833                                        2
1898–1901                                       2
winter 1930–31                                  2
ca. 2010                                        2
fall/winter 1943                                2
1914–29                                         2
1879–84                                         2
1916–25                                         2
probably fall/winter 1988–89                    2
1964–67                                         2
1860–68                                         2
1910–29                                         2
ca. 1793                                        2
mid-1990s                                       2
1790–1805                                       2
1821–23                                         2
1735–96                                         2
1893–94                                         2
1914–25                                         2
1933–54                                         2
1983–89                                         2
1730s, maybe earlier                            2
1790–95                                         2
1732–59                                         1
spring/summer 1941                              1
1917–24                                         1
1989–91                                         1
fall/winter 1946–50                             1
1900–1973                                       1
1300–1450                                       1
ca. 1660                                        1
late 17th–early 18th century                    1
1851–62                                         1
1600–1625                                       1
ca. 2005                                        1
1958–59                                         1
last quarter 16th century                       1
1877–83                                         1
1933–1969                                       1
1796–99                                         1
1813                                            1
1810–25                                         1
1873–79                                         1
1865–1979                                       1
1725–75                                         1
holiday 1950–51                                 1
1827                                            1
1848–51                                         1
1900–1944                                       1
1861–64                                         1
spring/summer 1926                              1
summer 1946                                     1
1690–1729                                       1
1882–86                                         1
winter 1928                                     1
1804–10                                         1
late 1970s or early 1980s                       1
1995–2005                                       1
1876–82                                         1
1700–1709                                       1
1856–57                                         1
second half 16th century                        1
1885–1909                                       1
1775–83                                         1
1865–1870                                       1
designed 1980, made 2002                        1
1070–712 B.C.                                   1
1976 (textile); ca. 2003 (shirt)                1
ca. 1940                                        1
fall/winter 1925–26                             1
1987–91                                         1
1887–1900                                       1
1850–1943                                       1
1850–1915                                       1
1878–82                                         1
early 1620s                                     1
1900–1913                                       1
last third 18th century                         1
1792–93                                         1
ca. 1792                                        1
fall/winter 1961–1962                           1
1982–92                                         1
1822–25                                         1
ca. 1831                                        1
late 18th cenutry                               1
ca. 1840s                                       1
second half 20th century                        1
1806–15                                         1
1730–49                                         1
1900–1952                                       1
1878–1978                                       1
1875–1946                                       1
1927–35                                         1
1863–1869                                       1
1840–42                                         1
1700–1958                                       1
1901–11                                         1
ca. 1795–1805                                   1
1890–1925                                       1
1954–59                                         1
1797–99                                         1
1700–1924                                       1
fall 1972                                       1
1929–33                                         1
1964–68                                         1
1785–1805                                       1
1952–56                                         1
1902–14                                         1
1960–85                                         1
1936–40                                         1
1877–82                                         1
1909–19                                         1
1829–33                                         1
1943–49                                         1
1930–69                                         1
1930s–early 1950s                               1
winter 1926–27                                  1
1850–1925                                       1
1940–60                                         1
1913–27                                         1
June 2, 1937                                    1
early to mid-1990s                              1
1784–87                                         1
mid-1960s–mid-1970s                             1
1955–62                                         1
1951–58                                         1
18th century or 19th century                    1
1880–1920                                       1
1910–39                                         1
1841–45                                         1
1900–1914                                       1
spring/summer 1970 or fall/winter 1971–72       1
fall/winter 1977                                1
probably late 1980s                             1
1944–46                                         1
late 1950s                                      1
1804–7                                          1
1882–85                                         1
1867–71                                         1
1823                                            1
1964–69                                         1
ca. 1640                                        1
1886–90                                         1
1822                                            1
1881–84                                         1
1790–1830                                       1
1924–28                                         1
1883–96                                         1
1720–49                                         1
fall/winter 1965                                1
1786                                            1
late 1930s (?)                                  1
1920–36                                         1
1660–1760                                       1
1946–53                                         1
1725–89                                         1
June 1942                                       1
1940–54                                         1
spring/summer 1994, edition 2016                1
1875–1945                                       1
1863–64                                         1
winter 1937                                     1
mid-1840s                                       1
fall/winter 1904                                1
1840–1900                                       1
late 19th century                               1
2004–5                                          1
1960–72                                         1
1799–1810                                       1
1938–65                                         1
probably 1940s                                  1
ca. 1964–67                                     1
ca. 1965                                        1
1848–60                                         1
1700–1856                                       1
1810s–20s                                       1
1873–74                                         1
ca. 1778                                        1
16th century–17th century                       1
206 B.C.–A.D. 220                               1
probably 1800–1899                              1
fall/winter 1955–1956                           1
1780–93                                         1
1875–1911                                       1
ca. 1520                                        1
1907–9                                          1
1968–68                                         1
1890–1921                                       1
1971–72; altered 1977                           1
1948–80                                         1
ca. 1789                                        1
1962–66                                         1
1850–57                                         1
1877–80                                         1
1650–99                                         1
1807                                            1
2008                                            1
1780s–90s                                       1
winter 1935–36                                  1
1972–79                                         1
1750–1800                                       1
1874–75                                         1
spring/summer 1924                              1
1747                                            1
1866–1900                                       1
1842–54                                         1
mid-1990s to late 2000s                         1
1883–84                                         1
fall/winter 1999–2000, edition 2018             1
fall/winter 1923–24                             1
winter 1933–34                                  1
1919–77                                         1
mid-1850s                                       1
1872–97                                         1
spring/summer 1912                              1
late 1760s                                      1
1909–14                                         1
1908–14                                         1
ca. 1817                                        1
1970s–90s                                       1
1799–1800                                       1
probably 1980s                                  1
1933–50                                         1
probably late 19th century                      1
ca. 1890s                                       1
1700–1775                                       1
1962–67                                         1
late 1920s–early 1950s                          1
1725–99                                         1
ca. 1650                                        1
1860–85                                         1
spring 1954                                     1
1690                                            1
1810–35                                         1
1871–76                                         1
1810–40                                         1
fall/winter 1920–21                             1
1825–75                                         1
probably 1910–13                                1
1890–94                                         1
November 1950                                   1
ca. 1708                                        1
1980–95                                         1
1761                                            1
spring 1960–61                                  1
1992–95                                         1
fall/winter 1972                                1
1912–20                                         1
1968–87                                         1
1690–1709                                       1
1690–1700                                       1
1828–30                                         1
1940–47                                         1
spring/summer 1914                              1
spring/summer 1983, edition 2015                1
1975–93                                         1
fall/winter 1902                                1
fall/winter 1985                                1
1968–75                                         1
1949–53                                         1
1930–36                                         1
probably mid to late 1960s                      1
1947–54                                         1
1770                                            1
1849–55                                         1
1913–16                                         1
1929–31                                         1
1960–80                                         1
spring/summer 1910                              1
1780–1890                                       1
1920–45                                         1
spring/summer 2009–10                           1
1841–48                                         1
late 1920s to early 1930s                       1
1849–51                                         1
fall/winter 1932                                1
1980–85                                         1
1821–22                                         1
fall/winter 1953                                1
1876–85                                         1
2400 B.C.–A.D. 2000                             1
1922–37                                         1
spring/summer 1901                              1
1924–35                                         1
1839–41                                         1
1970–77                                         1
1865–1970                                       1
December 3, 1910                                1
early 1810s                                     1
1750–59                                         1
1757–59                                         1
fall/winter  1955–56                            1
1910–18                                         1
1809–10                                         1
first quarter 20th cnetury                      1
1890–98                                         1
late 1880s–early 1890s                          1
1943–45                                         1
1785–89                                         1
1870–71                                         1
1850–1965                                       1
late 1810s                                      1
1848–49                                         1
1775–99                                         1
1730–60                                         1
1980s–90s                                       1
first third 18th century                        1
1876–80                                         1
1925–51                                         1
1790                                            1
1806–19                                         1
ca.1987                                         1
1900–50                                         1
1873–76                                         1
ca.1950                                         1
March 1978                                      1
1900–1981                                       1
1905–25                                         1
1963–83                                         1
early to mid-1950s                              1
1830–59                                         1
1845–1940                                       1
1790–1804                                       1
1893–96                                         1
1938–45                                         1
1903–8                                          1
1848–53                                         1
mid to late 19th century                        1
1840–89                                         1
1700–1955                                       1
probably 18th century                           1
ca. 1670                                        1
1800–1804                                       1
1870–1900                                       1
1831–33                                         1
mid-1950s–early 1960s                           1
ca. 2007                                        1
fall/winter 1939                                1
ca.1960                                         1
probably 1920s                                  1
1852–55                                         1
spring/summer 1932                              1
ca. 1903 (?)                                    1
1819–21                                         1
1815–17                                         1
1870–81                                         1
1964–75                                         1
ca. 1810s                                       1
probably 1970s                                  1
57 B.C.–A.D. 935                                1
late 1870s–80s                                  1
1645–55                                         1
1962–75                                         1
1710–20                                         1
1953–65                                         1
1845–95                                         1
1866–70                                         1
1930s (?)                                       1
1978–82                                         1
late 16th century or early 17th century         1
1824–26                                         1
1915–29                                         1
thrid quarter 19th century                      1
1787–92                                         1
1899–1902                                       1
1911–1913                                       1
1919–25                                         1
1900–1939                                       1
1804                                            1
1912–18                                         1
probably mid-1950s                              1
resort 1992                                     1
1830–37                                         1
summer 1917                                     1
1948–55                                         1
2011                                            1
1980–88                                         1
1870–1890                                       1
winter 1957–58                                  1
late 1850s                                      1
1970–80                                         1
fall/winter 2010–11, edition 2017               1
1950–53                                         1
1993–97                                         1
fall/winter 1927–28                             1
winter 1934                                     1
1818                                            1
1814–18                                         1
1900–1906                                       1
1984–87                                         1
1858–63                                         1
1971–80                                         1
early 16th century                              1
1807–17                                         1
1900–1955                                       1
late 1890s–early 1900s                          1
1867–75                                         1
1875–1955                                       1
1831–34                                         1
ca. 2006                                        1
19th or early 20th century                      1
1943–52                                         1
1953–58                                         1
1845–1941                                       1
probably 1960s                                  1
1660–85                                         1
spring/summer 1987, edition 2018                1
1825–37                                         1
1590–1610                                       1
1774–89                                         1
ca. 1834                                        1
1740–80                                         1
1980–90                                         1
fall/winter 1954                                1
1643–1715                                       1
1730–55                                         1
1887–91                                         1
1973–76                                         1
1883–87                                         1
ca. 1784                                        1
1931–33                                         1
1790–1944                                       1
1968–78                                         1
1828–29                                         1
summer 1930                                     1
1775–1925                                       1
1970–80s                                        1
spring/summer 2000, edition 2005                1
1800–1824                                       1
1826–27                                         1
Spring/Summer 1967                              1
1928–31                                         1
1889–91                                         1
fall/winter 1975                                1
2000 B.C.–A.D. 2000                             1
1874–77                                         1
1715–74                                         1
1795–97                                         1
1740–59                                         1
1893–98                                         1
1835–50                                         1
first designed 1925, purchased 1930             1
last half 20th century                          1
1800–1830                                       1
early–late 18th century                         1
winter 1924–25                                  1
ca. 1776                                        1
1791–98                                         1
1785–94                                         1
1700–1947                                       1
1979–81                                         1
1918–28                                         1
1900–1912                                       1
late 1910s–20s                                  1
1730–39                                         1
1874–79                                         1
1924–27                                         1
1905–9                                          1
1830–45                                         1
1850–1944                                       1
1852–62                                         1
1750–55                                         1
pre-fall 2018                                   1
1816–17                                         1
1844–48                                         1
ca. 1616                                        1
1958–64                                         1
1812–18                                         1
spring/summer 1928                              1
1775                                            1
spring/summer 1917                              1
ca. 1630                                        1
1930s–60s                                       1
1929–43                                         1
1700–1739                                       1
1947, copied spring/summer 1969                 1
1733–34                                         1
fall/winter 1984                                1
1864–70                                         1
ca. 1797                                        1
late 1780s                                      1
1796–98                                         1
ca. 1675                                        1
1894–98                                         1
1775–1850                                       1
1904–10                                         1
1939–59                                         1
1930 or 1940s                                   1
1862–66                                         1
1818–30                                         1
1841–46                                         1
1850–89                                         1
ca. 1728                                        1
1853–55                                         1
late 1860s–early 1870s                          1
1854–55                                         1
1831–32                                         1
1570–80                                         1
1806–10                                         1
fall/winter 1937                                1
1894 (?)                                        1
1884–85                                         1
third quarter 17th–19th century                 1
ca. 1924                                        1
mid-1970s (?)                                   1
fourth quarter 20th Century                     1
1836–40                                         1
1938–43                                         1
1950–71                                         1
1100–1459                                       1
1775–1820                                       1
1908–11                                         1
1833–37                                         1
resort 1985                                     1
early 1870s to mid-1870s                        1
1778–80                                         1
fall/winter 1915–16                             1
late 20th Century                               1
fall/winter 1917–18                             1
1721                                            1
1865–1900                                       1
1869–70                                         1
1996–2000                                       1
spring/summer 2000, edition 2017                1
fall/winter 1983–84 or fall/winter 1984–85      1
1560–80                                         1
late 1970s–early 1990s                          1
ca. 1955–59                                     1
1933–45                                         1
1854–57                                         1
1755–85                                         1
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1923–26                                         1
1841–43                                         1
1802                                            1
1765–85                                         1
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1847–50                                         1
1368–1644                                       1
early 19th–early 20th century                   1
late 1870s–early 1880s                          1
1830–36                                         1
1864–69                                         1
2007–8                                          1
mid-17th century                                1
1900–1929                                       1
late 1950s and early 1960s                      1
1690–99                                         1
1860s–70s                                       1
probably 1950s                                  1
1835–55                                         1
1807–10                                         1
1940–43                                         1
1725–30                                         1
18th–early 19th century                         1
1976–78                                         1
1862–80                                         1
1860–61                                         1
spring/summer 1897                              1
Third quarter 19th century                      1
1890–1999                                       1
1913–17                                         1
1600–1825                                       1
fall/winter 1976                                1
1900–1965                                       1
1899–1912                                       1
1795–1820                                       1
1895–97                                         1
1947–51                                         1
1776–83                                         1
13th–16th century                               1
1847–51                                         1
2009                                            1
1710                                            1
probably spring 1994                            1
1910–35                                         1
late 1790s                                      1
1760–90                                         1
1800–1924                                       1
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1920–35                                         1
1895–1909                                       1
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1839–1924                                       1
1980–83                                         1
1795–1815                                       1
1828                                            1
fall/winter 1970                                1
1792                                            1
ca. 1918 (?)                                    1
1854–56                                         1
1786–90                                         1
1984–89                                         1
mid to late 1960s                               1
1850–1875                                       1
fall/winter 1948-49                             1
1860–99                                         1
mid-1820s                                       1
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1675–1710                                       1
1630–40                                         1
1770–1885                                       1
1828–32                                         1
1960–74                                         1
1951–55                                         1
1950–97                                         1
1910–16                                         1
last third 19th century                         1
probably 1875–1925                              1
1795–99                                         1
1853–54                                         1
1804–5                                          1
1815–30                                         1
1920–59                                         1
400 B.C.–A.D. 1492                              1
1898–1906                                       1
December 1951                                   1
1949–54                                         1
1845–1937                                       1
1923–35                                         1
ca. 1725                                        1
1913–18                                         1
1900–1935                                       1
ca. 1973                                        1
fall/winter 1926                                1
ca. 1580                                        1
1900–1951                                       1
mid-19th centruy                                1
ca. 1890–93                                     1
1936–78                                         1
1825–29                                         1
1925–49                                         1
1880–1905                                       1
1785–98                                         1
late 1910s–late 1920s (?)                       1
1853–56                                         1
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mid-1860s                                       1
1990–94                                         1
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1660–75                                         1
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late 18th–19th century                          1
1970–76                                         1
1967–85                                         1
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winter 2004–5                                   1
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fall/winter 1984–85, edition 2018               1
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1789                                            1
mid-1960s to mid-1980s                          1
1929–32                                         1
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fall/winter 1987–87                             1
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early 1960s                                     1
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2010                                            1
1875–1941                                       1
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early 1950s to mid-1960s                        1
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1700–1965                                       1
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fall 2012 haute couture                         1
probably 1960s                                  1
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ca. 1824                                        1
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winter 1916–17                                  1
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1919–21                                         1
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1710–74                                         1
1800–1880                                       1
ca. 1774                                        1
mid-19th–early 20th century                     1
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1840s (?)                                       1
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1838–41                                         1
1750–89                                         1
1985–87                                         1
1890s–1900s                                     1
1710–49                                         1
ca. 1742                                        1
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1860s–80s                                       1
Fall 1966                                       1
probably 1950                                   1
ca. 1788                                        1
1954–56                                         1
1866–69                                         1
fall 2015                                       1
1983–86                                         1
1860–96                                         1
1850–52                                         1
late 19th Century                               1
probably mid-1990s                              1
first half 19th century                         1
1875–81                                         1
probably 1970s                                  1
1760–79                                         1
1930s or 1940s                                  1
probably 1943–47                                1
early to mid-1960s                              1
1922–28                                         1
1765–75                                         1
1901–3                                          1
late 1770s                                      1
1950–63                                         1
1922–29                                         1
1835–37                                         1
1920–50                                         1
15th century                                    1
1600–1799                                       1
resort 1988                                     1
1750–60                                         1
late 18th–early 20th century                    1
1900–1999                                       1
1600                                            1
1881–85                                         1
probably fourth quarter 19th century            1
1700–1906                                       1
June 1949                                       1
1857–59                                         1
1875–1910                                       1
1785–87                                         1
1700–1968                                       1
fall/winter 1922–23                             1
1867                                            1
fall 2012                                       1
1984, edition 2018                              1
1978–83                                         1
1820–23                                         1
1845–59                                         1
1969–74                                         1
fall/winter 1983                                1
ca. 1760–70                                     1
1865–79                                         1
1575–1625                                       1
1841–44                                         1
fall 1934                                       1
1852–57                                         1
1900–1972                                       1
1908–29                                         1
fall/winter 1956–1957                           1
fall/winter 1979                                1
ca. 1821                                        1
1854–60                                         1
1907–18                                         1
1840–55                                         1
1883–89                                         1
1892–95                                         1
spring/summer 1942                              1
1863–68                                         1
1762–86                                         1
1967–70                                         1
1858–62                                         1
1895–1938                                       1
1805–8                                          1
ca. 1747; altered 1770s                         1
fall/winter 1910–11                             1
1887–88                                         1
1928–39                                         1
Name: Object Date, Length: 2343, dtype: int64
 

Process Met highlights from Costume Institute missing

# Create a dict first, convert to a dataframe, then doing uniqs to it

# Initialize
dict = {'entity':[],'type':[]}

# Loop over the highlights from Costume Institute that are missing from Wikidata

for index, row in costume_missing_hdf.iterrows():
    # Split each of these on the lines of the pipe character
    if isinstance(row['Artist Display Name'],str): 
        dict['entity'].extend([x.strip() for x in row['Artist Display Name'].split('|')])
    if isinstance(row['Artist Role'],str): 
        dict['type'].extend([x.strip() for x in row['Artist Role'].split('|')])

artist_df = pd.DataFrame(
    {
     'entity': dict['entity'],
     'type'  : dict['type']
    }
)

artist_df.describe()
entity type
count 98 98
unique 65 4
top House of Dior Designer
freq 5 60
uniqartists_df = artist_df.drop_duplicates()
uniqartists_df.describe()
entity type
count 68 68
unique 65 4
top Alexander McQueen Designer
freq 2 45
uniqartists_df['type'].value_counts()
Designer            45
Design House        18
Manufacturer         4
Department Store     1
Name: type, dtype: int64
uniqartists_df['entity'].value_counts()
Alexander McQueen            2
Salvatore Ferragamo          2
Gianni Versace               2
Hugo Boss                    1
Nettie Rosenstein            1
Gabrielle Chanel             1
Marc Jacobs                  1
Mme. Jeanne Paquin           1
Comme des Garçons            1
House of Givenchy            1
Bonwit Teller & Co.          1
House of Balenciaga          1
Cristobal Balenciaga         1
Gucci                        1
F. Scholte                   1
Ji Eon Kang                  1
John Galliano                1
Junya Watanabe               1
André Courrèges              1
Giorgio di Sant'Angelo       1
Madeleine Vionnet            1
Giorgio Armani               1
Drécoll                      1
Tom Ford                     1
Yves Saint Laurent           1
House of Patou               1
Gilbert Adrian               1
Edward Molyneux              1
Charles Frederick Worth      1
Fortuny                      1
House of Jacques Fath        1
Yohji Yamamoto               1
Yves Saint Laurent, Paris    1
House of Paquin              1
Weeks                        1
Charles James                1
House of Worth               1
Madame Grès (Alix Barton)    1
Hubert de Givenchy           1
House of Dior                1
Yeohlee Teng                 1
Miguel Adrover               1
Townley Frocks               1
House of Chanel              1
Bill Blass                   1
James Rosenquist             1
Rébè                         1
Rudi Gernreich               1
Emanuel Ungaro               1
Elsa Schiaparelli            1
H. Harris                    1
PBM                          1
Louis Vuitton Co.            1
Jean Paul Gaultier           1
Christian Dior               1
Norma Kamali                 1
Valentina                    1
Claire McCardell             1
Christian Lacroix            1
Halston                      1
Vivienne Westwood            1
Caroline Reboux              1
Mariano Fortuny              1
Louiseboulanger              1
Jacques Fath                 1
Name: entity, dtype: int64
# Unique Designers
uniqartists_df[uniqartists_df['type'].str.contains("Designer")]['entity'].drop_duplicates().tolist()
['Valentina',
 'Halston',
 'Ji Eon Kang',
 'Vivienne Westwood',
 'Yeohlee Teng',
 'Christian Lacroix',
 'Jean Paul Gaultier',
 'Yohji Yamamoto',
 'Cristobal Balenciaga',
 'James Rosenquist',
 'Jacques Fath',
 'Weeks',
 'Christian Dior',
 'Gianni Versace',
 'Mariano Fortuny',
 'Charles Frederick Worth',
 'Gabrielle Chanel',
 'Claire McCardell',
 'Edward Molyneux',
 'André Courrèges',
 'Hubert de Givenchy',
 'Madame Grès (Alix Barton)',
 'Yves Saint Laurent',
 'Charles James',
 'Rudi Gernreich',
 'Elsa Schiaparelli',
 "Giorgio di Sant'Angelo",
 'Marc Jacobs',
 'Norma Kamali',
 'Gilbert Adrian',
 'H. Harris',
 'F. Scholte',
 'John Galliano',
 'Salvatore Ferragamo',
 'Junya Watanabe',
 'Bill Blass',
 'Louiseboulanger',
 'Madeleine Vionnet',
 'Emanuel Ungaro',
 'Nettie Rosenstein',
 'Mme. Jeanne Paquin',
 'Giorgio Armani',
 'Tom Ford',
 'Alexander McQueen',
 'Miguel Adrover']
# Unique Design Houses
uniqartists_df[uniqartists_df['type'].str.contains("Design House")].drop_duplicates()
entity type
6 House of Patou Design House
10 House of Balenciaga Design House
14 House of Jacques Fath Design House
19 House of Dior Design House
21 Gianni Versace Design House
23 Fortuny Design House
25 House of Worth Design House
27 House of Chanel Design House
33 House of Givenchy Design House
36 Yves Saint Laurent, Paris Design House
40 Caroline Reboux Design House
45 Louis Vuitton Co. Design House
56 Drécoll Design House
66 Salvatore Ferragamo Design House
68 Comme des Garçons Design House
87 House of Paquin Design House
90 Gucci Design House
92 Alexander McQueen Design House
# Unique Manufacturers
uniqartists_df[uniqartists_df['type'].str.contains("Manufacturer")].drop_duplicates()
entity type
12 Hugo Boss Manufacturer
29 Townley Frocks Manufacturer
53 Rébè Manufacturer
71 PBM Manufacturer
costume_missing_hdf['Object Name'].value_counts()
Evening dress       18
Dress               10
Ensemble             9
Ball gown            5
Evening ensemble     4
Suit                 4
Cape                 3
Caftan               1
Coatdress            1
Jacket               1
Coat                 1
Opera coat           1
Pantsuit             1
Evening suit         1
Sandals              1
Chadri               1
Evening blouse       1
Jumpsuit             1
Name: Object Name, dtype: int64

Process missing Costume Institute items

# Load proper crosswalk databases from Google Sheets

# Dict of URLs
met_crosswalk_url = {
    'Designer'     : 'https://docs.google.com/spreadsheets/d/1chojwnGt6dVWJJKBX9x-m_9zfmrL1QZ7I2LsSUABxSA/export?format=csv&id=1chojwnGt6dVWJJKBX9x-m_9zfmrL1QZ7I2LsSUABxSA&gid=2289626',
    'Manufacturer' : 'https://docs.google.com/spreadsheets/d/1chojwnGt6dVWJJKBX9x-m_9zfmrL1QZ7I2LsSUABxSA/export?format=csv&id=1chojwnGt6dVWJJKBX9x-m_9zfmrL1QZ7I2LsSUABxSA&gid=1005846001',
    'Design House' : 'https://docs.google.com/spreadsheets/d/1chojwnGt6dVWJJKBX9x-m_9zfmrL1QZ7I2LsSUABxSA/export?format=csv&id=1chojwnGt6dVWJJKBX9x-m_9zfmrL1QZ7I2LsSUABxSA&gid=1738047805',
    'Object Name'  : 'https://docs.google.com/spreadsheets/d/1WmXW2CjlLidcUXzahQsB3HjUVvECns4xDyIt-Hw-jW8/export?format=csv&id=1WmXW2CjlLidcUXzahQsB3HjUVvECns4xDyIt-Hw-jW8&gid=0',
    'Department Store' : ''
}

met_crosswalk_dfdict = {
    'Designer'     : pd.read_csv(met_crosswalk_url['Designer'], header=0, usecols=["Designer", "QID"]),
    'Manufacturer' : pd.read_csv(met_crosswalk_url['Manufacturer'], header=0, usecols=["Manufacturer", "QID"]),
    'Design House' : pd.read_csv(met_crosswalk_url['Design House'], header=0, usecols=["Design House", "QID"]),
    'Object Name'  : pd.read_csv(met_crosswalk_url['Object Name'], header=0, usecols=["Object Name", "QID", "extrastatement", "extraqualifier"]),
    'Department Store' : None
}

met_crosswalk_qs = {
    'Designer'     : '{}\tP287\t{}',
    'Manufacturer' : '{}\tP176\t{}',
    'Design House' : '{}\tP170\t{}\tP3831\tQ3661311',
    'Object Name'  : '{}\tP31\t{}',
    'Department Store' : ''
}

#test = pd.read_csv(met_crosswalk_designer_url, 
#    header=0,
#    usecols=["Designer", "QID"])
#test.head(5)

# met_crosswalk_dfdict['Design House']
import re

# Format Object Name, captialized from Met, to downcased in the description
#   Also handle if it's semicolon like "Drawing; Photograph" -> "drawing; photograph"

# Original downcase function which was fancy. Probably just need to downcase the whole thing
downcasefunc = lambda s: re.sub(r'; ', r'/', s.lower()) if isinstance(s, str) else 'object'

# Format Artist Display Name, but if it is blank/NaN from the Met, return empty string
# TK - Maybe add " at the Met Museum" if there is no artist?
artistfunc = lambda s: ' by ' + s if isinstance(s, str) else ''

datestring_template = '+{}-00-00T00:00:00Z/9'

for index, row in costume_missing_hdf.iterrows():
    print ('CREATE')

    # Met Object ID
    print ('LAST\tP3634\t"{0}"'.format(row['Object ID']))

    # Label
    print ('LAST\tLen\t"{0}"'.format(row['Title']))

    # Location
    print ('LAST\tP276\t{0}'.format('Q160236'))

    # Collection and inventory number
    print ('LAST\tP195\t{0}\tP217\t"{1}"\tP2868\tQ29188408'.format('Q160236',row['Object Number']))
    print ('LAST\tP217\t"{0}"\tP195\t{1}'.format(row['Object Number'],'Q160236'))

    
    # Add Costume Institute
    # FIX: Should do this by lookup into crosswalk based on "Department" column
    print ('LAST\t{}\t{}\t{}\t{}'.format(collection_prop, costumeinstitute_qid, statedin_prop, met_qid))

    # Commons compatible image - P4765
    # Need to look it up via the API
    # if row['Is Public Domain']: print ('LAST\tP4765\t{0}'.format('INSERTPDIMAGE'))

    
    # Convert Artist Display Name and Artist Role

    # From two strings:
    # Bill Blass|PBM|Bonwit Teller & Co.
    # Designer|Manufacturer|Department Store

    # To one dict with key/value pairs:
    # {'Bill Blass': 'Designer', 'PBM': 'Manufacturer', 'Bonwit Teller & Co.': 'Department Store'}

    artist_dict = {}
    entity_list = []
    type_list   = []
    
    # Split each of these fields via the pipe character
    if isinstance(row['Artist Display Name'],str): 
        entity_list.extend([x.strip() for x in row['Artist Display Name'].split('|')])
    if isinstance(row['Artist Role'],str): 
        type_list.extend([x.strip() for x in row['Artist Role'].split('|')])

    # May want sanity check to make sure the two lists are same length
    artist_dict = {key:value for key, value in zip(entity_list, type_list)}
    
    for entity, type in artist_dict.items():
        # DEBUG DIAGNOSTIC print
        # eg. Cristobal Balenciaga:Designer
        #     House of Balenciaga:Design House
        # print ("{}:{}".format(entity, type))

        # Make code easier to read by using shorter name for the 
        # appropriate crosswalk dataframe, using shallow copy

        if met_crosswalk_dfdict[type] is None:
            continue   # The dict doesn't have anything for this type ie. Department Store
        else:
            cw_df = met_crosswalk_dfdict[type].copy(deep=False)
        
        # Lookup
        entity_q = cw_df[cw_df[type].str.match('^'+re.escape(entity)+'$')][['QID']].iat[0,0]
        if isinstance(entity_q,str):
            # Generate Quickstatement via the string formatting pattern in the dict, 
            # and use LAST as item
            print (met_crosswalk_qs[type].format('LAST',entity_q))        

    # Remove duplicates, like YSL|YSL
    entity_list = list(set(entity_list))  
    
    # Description, using object name, list of designers/manufacturers/etc and (MET accession number)
    print ('LAST\tDen\t"{0}{1} (MET, {2})"'.format(
        downcasefunc(row['Object Name']),  
        ' by '+', '.join(entity_list),
        row['Object Number'])
    )

    # instance of
    type   = 'Object Name'
    entity = row['Object Name']
    # print ('entity: {}'.format(entity))

    cw_df = met_crosswalk_dfdict[type].copy(deep=False)
        
    # Lookup instance info in crosswalk
    entity_q = cw_df[cw_df[type].str.match(u'^'+re.escape(entity)+'$')][['QID']].iat[0,0]
    entity_extrastatement_q = cw_df[cw_df[type].str.match('^'+entity+'$')][['extrastatement']].iat[0,0]

    if isinstance(entity_q,str):
        # Generate Quickstatement via the string formatting pattern in the dict, 
        # and use LAST as item
        print (met_crosswalk_qs[type].format('LAST',entity_q))
        if isinstance(entity_extrastatement_q,str):
            print (met_crosswalk_qs[type].format('LAST',entity_extrastatement_q))
        
    # inception
#    yearpattern = re.compile('^(ca. |[a-zA-Z/]+ )*([0-9]+)(-[0-9]+)*$')
#    seasonpattern = re.compile('^([Ss]pring|[Ss]ummer|[Ff]all|[Ww]inter)')

    foundyear = None
    objectdate = row['Object Date']
#    print (objectdate)

    # Start a list to build up the QS
    inceptionlist = []
    inceptionlist.append('{}\t{}\t'.format('LAST','P571'))
    
    yearmatch = yearpattern.search(objectdate)
#    if yearmatch:
#        if (yearmatch.group(1) == 'ca. '):
#            print ('circa!')
#            foundyear = yearmatch.group(2)
            # add sourcing circumstances as circa
            # P1480:Q5727902
#        elif (yearmatch.group(3)):
#            print ('Range: ',yearmatch.group(3))
#        else: 
#            seasonmatch = seasonpattern.match(yearmatch.group(1))
#            if seasonmatch:
#                print ('found a season: '+seasonmatch.group(1))
#
#            foundyear = yearmatch.group(2)

#        inceptionlist.append(datestring_template.format(foundyear))
#        print (''.join(inceptionlist))
CREATE
LAST	P3634	"79142"
LAST	Len	"Evening dress"
LAST	P276	Q160236
LAST	P195	Q160236	P217	"1995.245.1"	P2868	Q29188408
LAST	P217	"1995.245.1"	P195	Q160236
LAST	P195	Q67087093	S248	Q160236
LAST	P287	Q4407601
LAST	Den	"evening dress by Valentina (MET, 1995.245.1)"
LAST	P31	Q2144456
LAST	P31	Q1908472
CREATE
LAST	P3634	"79269"
LAST	Len	"Evening dress"
LAST	P276	Q160236
LAST	P195	Q160236	P217	"1996.480.3"	P2868	Q29188408
LAST	P217	"1996.480.3"	P195	Q160236
LAST	P195	Q67087093	S248	Q160236
LAST	P287	Q456243
LAST	Den	"evening dress by Halston (MET, 1996.480.3)"
LAST	P31	Q2144456
LAST	P31	Q1908472
CREATE
LAST	P3634	"79585"
LAST	Len	"Dress"
LAST	P276	Q160236
LAST	P195	Q160236	P217	"1997.250.6"	P2868	Q29188408
LAST	P217	"1997.250.6"	P195	Q160236
LAST	P195	Q67087093	S248	Q160236
LAST	P287	Q67137189
LAST	Den	"dress by Ji Eon Kang (MET, 1997.250.6)"
LAST	P31	Q200539
CREATE
LAST	P3634	"79778"
LAST	Len	""The Souper Dress""
LAST	P276	Q160236
LAST	P195	Q160236	P217	"1995.178.3"	P2868	Q29188408
LAST	P217	"1995.178.3"	P195	Q160236
LAST	P195	Q67087093	S248	Q160236
LAST	Den	"dress by  (MET, 1995.178.3)"
LAST	P31	Q200539
CREATE
LAST	P3634	"79884"
LAST	Len	""On Liberty""
LAST	P276	Q160236
LAST	P195	Q160236	P217	"1995.213a–h"	P2868	Q29188408
LAST	P217	"1995.213a–h"	P195	Q160236
LAST	P195	Q67087093	S248	Q160236
LAST	P287	Q158067
LAST	Den	"suit by Vivienne Westwood (MET, 1995.213a–h)"
LAST	P31	Q614806
CREATE
LAST	P3634	"80208"
LAST	Len	"Cape"
LAST	P276	Q160236
LAST	P195	Q160236	P217	"1995.72.7"	P2868	Q29188408
LAST	P217	"1995.72.7"	P195	Q160236
LAST	P195	Q67087093	S248	Q160236
LAST	P287	Q8052423
LAST	Den	"cape by Yeohlee Teng (MET, 1995.72.7)"
LAST	P31	Q1034198
CREATE
LAST	P3634	"80378"
LAST	Len	"Evening dress"
LAST	P276	Q160236
LAST	P195	Q160236	P217	"1994.278"	P2868	Q29188408
LAST	P217	"1994.278"	P195	Q160236
LAST	P195	Q67087093	S248	Q160236
LAST	P287	Q350844
LAST	P170	Q3173864	P3831	Q3661311
LAST	Den	"evening dress by House of Patou, Christian Lacroix (MET, 1994.278)"
LAST	P31	Q2144456
LAST	P31	Q1908472
CREATE
LAST	P3634	"80547"
LAST	Len	"Ensemble"
LAST	P276	Q160236
LAST	P195	Q160236	P217	"1994.578.3a, b"	P2868	Q29188408
LAST	P217	"1994.578.3a, b"	P195	Q160236
LAST	P195	Q67087093	S248	Q160236
LAST	P287	Q242868
LAST	Den	"ensemble by Jean Paul Gaultier (MET, 1994.578.3a, b)"
LAST	P31	Q1497375
CREATE
LAST	P3634	"80790"
LAST	Len	"Dress"
LAST	P276	Q160236
LAST	P195	Q160236	P217	"1993.96"	P2868	Q29188408
LAST	P217	"1993.96"	P195	Q160236
LAST	P195	Q67087093	S248	Q160236
LAST	P287	Q707890
LAST	Den	"dress by Yohji Yamamoto (MET, 1993.96)"
LAST	P31	Q200539
CREATE
LAST	P3634	"80840"
LAST	Len	"Evening dress"
LAST	P276	Q160236
LAST	P195	Q160236	P217	"1993.393.1"	P2868	Q29188408
LAST	P217	"1993.393.1"	P195	Q160236
LAST	P195	Q67087093	S248	Q160236
LAST	P287	Q381088
LAST	P170	Q1530892	P3831	Q3661311
LAST	Den	"evening dress by House of Balenciaga, Cristobal Balenciaga (MET, 1993.393.1)"
LAST	P31	Q2144456
LAST	P31	Q1908472
CREATE
LAST	P3634	"80911"
LAST	Len	"Ensemble"
LAST	P276	Q160236
LAST	P195	Q160236	P217	"1998.431.1a–e"	P2868	Q29188408
LAST	P217	"1998.431.1a–e"	P195	Q160236
LAST	P195	Q67087093	S248	Q160236
LAST	P287	Q448845
LAST	P176	Q491627
LAST	Den	"ensemble by James Rosenquist, Hugo Boss (MET, 1998.431.1a–e)"
LAST	P31	Q1497375
CREATE
LAST	P3634	"81101"
LAST	Len	"Evening dress"
LAST	P276	Q160236
LAST	P195	Q160236	P217	"1993.55"	P2868	Q29188408
LAST	P217	"1993.55"	P195	Q160236
LAST	P195	Q67087093	S248	Q160236
LAST	P287	Q1028975
LAST	P170	Q67139018	P3831	Q3661311
LAST	Den	"evening dress by Jacques Fath, House of Jacques Fath (MET, 1993.55)"
LAST	P31	Q2144456
LAST	P31	Q1908472
CREATE
LAST	P3634	"81102"
LAST	Len	"Ball gown"
LAST	P276	Q160236
LAST	P195	Q160236	P217	"C.I.58.13.6a, b"	P2868	Q29188408
LAST	P217	"C.I.58.13.6a, b"	P195	Q160236
LAST	P195	Q67087093	S248	Q160236
LAST	P287	Q381088
LAST	P170	Q1530892	P3831	Q3661311
LAST	Den	"ball gown by House of Balenciaga, Cristobal Balenciaga (MET, C.I.58.13.6a, b)"
LAST	P31	Q635784
CREATE
LAST	P3634	"81103"
LAST	Len	"Evening dress"
LAST	P276	Q160236
LAST	P195	Q160236	P217	"C.I.57.17.3"	P2868	Q29188408
LAST	P217	"C.I.57.17.3"	P195	Q160236
LAST	P195	Q67087093	S248	Q160236
LAST	Den	"evening dress by Weeks (MET, C.I.57.17.3)"
LAST	P31	Q2144456
LAST	P31	Q1908472
CREATE
LAST	P3634	"81104"
LAST	Len	""May""
LAST	P276	Q160236
LAST	P195	Q160236	P217	"C.I.60.21.1a, b"	P2868	Q29188408
LAST	P217	"C.I.60.21.1a, b"	P195	Q160236
LAST	P195	Q67087093	S248	Q160236
LAST	P287	Q159694
LAST	P170	Q542767	P3831	Q3661311
LAST	Den	"ball gown by Christian Dior, House of Dior (MET, C.I.60.21.1a, b)"
LAST	P31	Q635784
CREATE
LAST	P3634	"81106"
LAST	Len	"Evening dress"
LAST	P276	Q160236
LAST	P195	Q160236	P217	"1993.52.3"	P2868	Q29188408
LAST	P217	"1993.52.3"	P195	Q160236
LAST	P195	Q67087093	S248	Q160236
LAST	P170	Q696376	P3831	Q3661311
LAST	Den	"evening dress by Gianni Versace (MET, 1993.52.3)"
LAST	P31	Q2144456
LAST	P31	Q1908472
CREATE
LAST	P3634	"81111"
LAST	Len	"Caftan"
LAST	P276	Q160236
LAST	P195	Q160236	P217	"C.I.50.44"	P2868	Q29188408
LAST	P217	"C.I.50.44"	P195	Q160236
LAST	P195	Q67087093	S248	Q160236
LAST	P287	Q1113061
LAST	P170	Q64337351	P3831	Q3661311
LAST	Den	"caftan by Fortuny, Mariano Fortuny (MET, C.I.50.44)"
LAST	P31	Q837185
CREATE
LAST	P3634	"81112"
LAST	Len	"Ball gown"
LAST	P276	Q160236
LAST	P195	Q160236	P217	"46.25.1a–d"	P2868	Q29188408
LAST	P217	"46.25.1a–d"	P195	Q160236
LAST	P195	Q67087093	S248	Q160236
LAST	P287	Q454330
LAST	P170	Q5915543	P3831	Q3661311
LAST	Den	"ball gown by Charles Frederick Worth, House of Worth (MET, 46.25.1a–d)"
LAST	P31	Q635784
CREATE
LAST	P3634	"81114"
LAST	Len	"Coat"
LAST	P276	Q160236
LAST	P195	Q160236	P217	"1984.30"	P2868	Q29188408
LAST	P217	"1984.30"	P195	Q160236
LAST	P195	Q67087093	S248	Q160236
LAST	P287	Q45661
LAST	P170	Q218115	P3831	Q3661311
LAST	Den	"coat by House of Chanel, Gabrielle Chanel (MET, 1984.30)"
LAST	P31	Q152574
CREATE
LAST	P3634	"81115"
LAST	Len	"Evening dress"
LAST	P276	Q160236
LAST	P195	Q160236	P217	"C.I.58.49.4a, b"	P2868	Q29188408
LAST	P217	"C.I.58.49.4a, b"	P195	Q160236
LAST	P195	Q67087093	S248	Q160236
LAST	P287	Q2975089
LAST	P176	Q67139923
LAST	Den	"evening dress by Claire McCardell, Townley Frocks (MET, C.I.58.49.4a, b)"
LAST	P31	Q2144456
LAST	P31	Q1908472
CREATE
LAST	P3634	"81116"
LAST	Len	"Evening dress"
LAST	P276	Q160236
LAST	P195	Q160236	P217	"C.I.42.33.3"	P2868	Q29188408
LAST	P217	"C.I.42.33.3"	P195	Q160236
LAST	P195	Q67087093	S248	Q160236
LAST	P287	Q320741
LAST	Den	"evening dress by Edward Molyneux (MET, C.I.42.33.3)"
LAST	P31	Q2144456
LAST	P31	Q1908472
CREATE
LAST	P3634	"81118"
LAST	Len	"Coatdress"
LAST	P276	Q160236
LAST	P195	Q160236	P217	"1974.136.3"	P2868	Q29188408
LAST	P217	"1974.136.3"	P195	Q160236
LAST	P195	Q67087093	S248	Q160236
LAST	P287	Q465447
LAST	Den	"coatdress by André Courrèges (MET, 1974.136.3)"
LAST	P31	Q16949531
CREATE
LAST	P3634	"81121"
LAST	Len	"Ensemble"
LAST	P276	Q160236
LAST	P195	Q160236	P217	"1979.435.10a, b"	P2868	Q29188408
LAST	P217	"1979.435.10a, b"	P195	Q160236
LAST	P195	Q67087093	S248	Q160236
LAST	P287	Q167318
LAST	P170	Q759210	P3831	Q3661311
LAST	Den	"ensemble by Hubert de Givenchy, House of Givenchy (MET, 1979.435.10a, b)"
LAST	P31	Q1497375
CREATE
LAST	P3634	"81122"
LAST	Len	"Evening dress"
LAST	P276	Q160236
LAST	P195	Q160236	P217	"1973.104.2a, b"	P2868	Q29188408
LAST	P217	"1973.104.2a, b"	P195	Q160236
LAST	P195	Q67087093	S248	Q160236
LAST	P287	Q467847
LAST	Den	"evening dress by Madame Grès (Alix Barton) (MET, 1973.104.2a, b)"
LAST	P31	Q2144456
LAST	P31	Q1908472
CREATE
LAST	P3634	"81124"
LAST	Len	"Evening dress"
LAST	P276	Q160236
LAST	P195	Q160236	P217	"1983.619.1a, b"	P2868	Q29188408
LAST	P217	"1983.619.1a, b"	P195	Q160236
LAST	P195	Q67087093	S248	Q160236
LAST	P287	Q171556
LAST	P170	Q2282172	P3831	Q3661311
LAST	Den	"evening dress by Yves Saint Laurent, Yves Saint Laurent, Paris (MET, 1983.619.1a, b)"
LAST	P31	Q2144456
LAST	P31	Q1908472
CREATE
LAST	P3634	"81125"
LAST	Len	"Suit"
LAST	P276	Q160236
LAST	P195	Q160236	P217	"1975.246.5a–c"	P2868	Q29188408
LAST	P217	"1975.246.5a–c"	P195	Q160236
LAST	P195	Q67087093	S248	Q160236
LAST	P287	Q5079420
LAST	Den	"suit by Charles James (MET, 1975.246.5a–c)"
LAST	P31	Q614806
CREATE
LAST	P3634	"81128"
LAST	Len	"Chadri"
LAST	P276	Q160236
LAST	P195	Q160236	P217	"1972.253"	P2868	Q29188408
LAST	P217	"1972.253"	P195	Q160236
LAST	P195	Q67087093	S248	Q160236
LAST	Den	"chadri by  (MET, 1972.253)"
LAST	P31	Q3516569
CREATE
LAST	P3634	"81131"
LAST	Len	"Suit"
LAST	P276	Q160236
LAST	P195	Q160236	P217	"C.I.54.16.1a–d"	P2868	Q29188408
LAST	P217	"C.I.54.16.1a–d"	P195	Q160236
LAST	P195	Q67087093	S248	Q160236
LAST	P287	Q45661
LAST	P170	Q218115	P3831	Q3661311
LAST	Den	"suit by House of Chanel, Gabrielle Chanel (MET, C.I.54.16.1a–d)"
LAST	P31	Q614806
CREATE
LAST	P3634	"81140"
LAST	Len	"Cape"
LAST	P276	Q160236
LAST	P195	Q160236	P217	"C.I.52.5.2"	P2868	Q29188408
LAST	P217	"C.I.52.5.2"	P195	Q160236
LAST	P195	Q67087093	S248	Q160236
LAST	P170	Q67138636	P3831	Q3661311
LAST	Den	"cape by Caroline Reboux (MET, C.I.52.5.2)"
LAST	P31	Q1034198
CREATE
LAST	P3634	"81141"
LAST	Len	"Ensemble"
LAST	P276	Q160236
LAST	P195	Q160236	P217	"1988.74.2a–e"	P2868	Q29188408
LAST	P217	"1988.74.2a–e"	P195	Q160236
LAST	P195	Q67087093	S248	Q160236
LAST	P287	Q114041
LAST	Den	"ensemble by Rudi Gernreich (MET, 1988.74.2a–e)"
LAST	P31	Q1497375
CREATE
LAST	P3634	"81142"
LAST	Len	""Apollo of Versailles""
LAST	P276	Q160236
LAST	P195	Q160236	P217	"C.I.51.83"	P2868	Q29188408
LAST	P217	"C.I.51.83"	P195	Q160236
LAST	P195	Q67087093	S248	Q160236
LAST	P287	Q464023
LAST	Den	"cape by Elsa Schiaparelli (MET, C.I.51.83)"
LAST	P31	Q1034198
CREATE
LAST	P3634	"81143"
LAST	Len	"Dress"
LAST	P276	Q160236
LAST	P195	Q160236	P217	"1998.493.189a, b"	P2868	Q29188408
LAST	P217	"1998.493.189a, b"	P195	Q160236
LAST	P195	Q67087093	S248	Q160236
LAST	P287	Q5563512
LAST	Den	"dress by Giorgio di Sant'Angelo (MET, 1998.493.189a, b)"
LAST	P31	Q200539
CREATE
LAST	P3634	"81387"
LAST	Len	"Ensemble"
LAST	P276	Q160236
LAST	P195	Q160236	P217	"1999.58a–d"	P2868	Q29188408
LAST	P217	"1999.58a–d"	P195	Q160236
LAST	P195	Q67087093	S248	Q160236
LAST	P287	Q313108
LAST	P170	Q191485	P3831	Q3661311
LAST	Den	"ensemble by Marc Jacobs, Louis Vuitton Co. (MET, 1999.58a–d)"
LAST	P31	Q1497375
CREATE
LAST	P3634	"81453"
LAST	Len	"Evening ensemble"
LAST	P276	Q160236
LAST	P195	Q160236	P217	"1978.163.2a–c"	P2868	Q29188408
LAST	P217	"1978.163.2a–c"	P195	Q160236
LAST	P195	Q67087093	S248	Q160236
LAST	P287	Q15921905
LAST	Den	"evening ensemble by Norma Kamali (MET, 1978.163.2a–c)"
LAST	P31	Q29353484
LAST	P31	Q1908472
CREATE
LAST	P3634	"81460"
LAST	Len	""Bar""
LAST	P276	Q160236
LAST	P195	Q160236	P217	"C.I.58.34.30"	P2868	Q29188408
LAST	P217	"C.I.58.34.30"	P195	Q160236
LAST	P195	Q67087093	S248	Q160236
LAST	P287	Q159694
LAST	P170	Q542767	P3831	Q3661311
LAST	Den	"jacket by Christian Dior, House of Dior (MET, C.I.58.34.30)"
LAST	P31	Q849964
CREATE
LAST	P3634	"81468"
LAST	Len	"Evening dress"
LAST	P276	Q160236
LAST	P195	Q160236	P217	"1971.79.4"	P2868	Q29188408
LAST	P217	"1971.79.4"	P195	Q160236
LAST	P195	Q67087093	S248	Q160236
LAST	P287	Q167318
LAST	P170	Q759210	P3831	Q3661311
LAST	Den	"evening dress by Hubert de Givenchy, House of Givenchy (MET, 1971.79.4)"
LAST	P31	Q2144456
LAST	P31	Q1908472
CREATE
LAST	P3634	"81472"
LAST	Len	"Dress"
LAST	P276	Q160236
LAST	P195	Q160236	P217	"1976.124.7a–c"	P2868	Q29188408
LAST	P217	"1976.124.7a–c"	P195	Q160236
LAST	P195	Q67087093	S248	Q160236
LAST	P287	Q381088
LAST	P170	Q1530892	P3831	Q3661311
LAST	Den	"dress by House of Balenciaga, Cristobal Balenciaga (MET, 1976.124.7a–c)"
LAST	P31	Q200539
CREATE
LAST	P3634	"81476"
LAST	Len	""L'Eléphant Blanc""
LAST	P276	Q160236
LAST	P195	Q160236	P217	"1977.329.5a, b"	P2868	Q29188408
LAST	P217	"1977.329.5a, b"	P195	Q160236
LAST	P195	Q67087093	S248	Q160236
LAST	P176	Q67140954
LAST	P287	Q171556
LAST	P170	Q542767	P3831	Q3661311
LAST	Den	"evening dress by Yves Saint Laurent, Rébè, House of Dior (MET, 1977.329.5a, b)"
LAST	P31	Q2144456
LAST	P31	Q1908472
CREATE
LAST	P3634	"81480"
LAST	Len	"Dress"
LAST	P276	Q160236
LAST	P195	Q160236	P217	"1980.92.1a–c"	P2868	Q29188408
LAST	P217	"1980.92.1a–c"	P195	Q160236
LAST	P195	Q67087093	S248	Q160236
LAST	P170	Q66085116	P3831	Q3661311
LAST	Den	"dress by Drécoll (MET, 1980.92.1a–c)"
LAST	P31	Q200539
CREATE
LAST	P3634	"81490"
LAST	Len	"Evening ensemble"
LAST	P276	Q160236
LAST	P195	Q160236	P217	"C.I.44.64.8a–c"	P2868	Q29188408
LAST	P217	"C.I.44.64.8a–c"	P195	Q160236
LAST	P195	Q67087093	S248	Q160236
LAST	P287	Q45661
LAST	P170	Q218115	P3831	Q3661311
LAST	Den	"evening ensemble by House of Chanel, Gabrielle Chanel (MET, C.I.44.64.8a–c)"
LAST	P31	Q29353484
LAST	P31	Q1908472
CREATE
LAST	P3634	"81678"
LAST	Len	""Clover Leaf""
LAST	P276	Q160236
LAST	P195	Q160236	P217	"C.I.53.73"	P2868	Q29188408
LAST	P217	"C.I.53.73"	P195	Q160236
LAST	P195	Q67087093	S248	Q160236
LAST	P287	Q5079420
LAST	Den	"evening dress by Charles James (MET, C.I.53.73)"
LAST	P31	Q2144456
LAST	P31	Q1908472
CREATE
LAST	P3634	"81692"
LAST	Len	"Evening ensemble"
LAST	P276	Q160236
LAST	P195	Q160236	P217	"C.I.58.25a–c"	P2868	Q29188408
LAST	P217	"C.I.58.25a–c"	P195	Q160236
LAST	P195	Q67087093	S248	Q160236
LAST	P287	Q1366554
LAST	Den	"evening ensemble by Gilbert Adrian (MET, C.I.58.25a–c)"
LAST	P31	Q29353484
LAST	P31	Q1908472
CREATE
LAST	P3634	"82105"
LAST	Len	"Evening dress"
LAST	P276	Q160236
LAST	P195	Q160236	P217	"C.I.46.4.20a–c"	P2868	Q29188408
LAST	P217	"C.I.46.4.20a–c"	P195	Q160236
LAST	P195	Q67087093	S248	Q160236
LAST	P170	Q5915543	P3831	Q3661311
LAST	Den	"evening dress by House of Worth (MET, C.I.46.4.20a–c)"
LAST	P31	Q2144456
LAST	P31	Q1908472
CREATE
LAST	P3634	"82170"
LAST	Len	"Evening suit"
LAST	P276	Q160236
LAST	P195	Q160236	P217	"1974.185.3a–c"	P2868	Q29188408
LAST	P217	"1974.185.3a–c"	P195	Q160236
LAST	P195	Q67087093	S248	Q160236
LAST	P287	Q29018247
LAST	P287	Q67136955
LAST	Den	"evening suit by F. Scholte, H. Harris (MET, 1974.185.3a–c)"
LAST	P31	Q614806
LAST	P31	Q1908472
CREATE
LAST	P3634	"82419"
LAST	Len	""Maria-Luisa (dite Coré)""
LAST	P276	Q160236
LAST	P195	Q160236	P217	"1999.494a–h"	P2868	Q29188408
LAST	P217	"1999.494a–h"	P195	Q160236
LAST	P195	Q67087093	S248	Q160236
LAST	P287	Q313607
LAST	P170	Q542767	P3831	Q3661311
LAST	Den	"ensemble by John Galliano, House of Dior (MET, 1999.494a–h)"
LAST	P31	Q1497375
CREATE
LAST	P3634	"82443"
LAST	Len	"Sandals"
LAST	P276	Q160236
LAST	P195	Q160236	P217	"1973.282.2"	P2868	Q29188408
LAST	P217	"1973.282.2"	P195	Q160236
LAST	P195	Q67087093	S248	Q160236
LAST	P287	Q981342
LAST	Den	"sandals by Salvatore Ferragamo (MET, 1973.282.2)"
LAST	P31	Q131704
CREATE
LAST	P3634	"82981"
LAST	Len	"Ensemble"
LAST	P276	Q160236
LAST	P195	Q160236	P217	"2001.742a, b"	P2868	Q29188408
LAST	P217	"2001.742a, b"	P195	Q160236
LAST	P195	Q67087093	S248	Q160236
LAST	P170	Q1115170	P3831	Q3661311
LAST	P287	Q375027
LAST	Den	"ensemble by Comme des Garçons, Junya Watanabe (MET, 2001.742a, b)"
LAST	P31	Q1497375
CREATE
LAST	P3634	"83175"
LAST	Len	"Suit"
LAST	P276	Q160236
LAST	P195	Q160236	P217	"1976.368.5a, b"	P2868	Q29188408
LAST	P217	"1976.368.5a, b"	P195	Q160236
LAST	P195	Q67087093	S248	Q160236
LAST	P287	Q861953
LAST	P176	Q67141205
LAST	Den	"suit by Bill Blass, Bonwit Teller & Co., PBM (MET, 1976.368.5a, b)"
LAST	P31	Q614806
CREATE
LAST	P3634	"83179"
LAST	Len	"Evening blouse"
LAST	P276	Q160236
LAST	P195	Q160236	P217	"1978.288.23a–f"	P2868	Q29188408
LAST	P217	"1978.288.23a–f"	P195	Q160236
LAST	P195	Q67087093	S248	Q160236
LAST	P287	Q464023
LAST	Den	"evening blouse by Bonwit Teller & Co., Elsa Schiaparelli (MET, 1978.288.23a–f)"
LAST	P31	Q152563
LAST	P31	Q1908472
CREATE
LAST	P3634	"83209"
LAST	Len	"Evening dress"
LAST	P276	Q160236
LAST	P195	Q160236	P217	"1973.6a, b"	P2868	Q29188408
LAST	P217	"1973.6a, b"	P195	Q160236
LAST	P195	Q67087093	S248	Q160236
LAST	P287	Q64850124
LAST	Den	"evening dress by Louiseboulanger (MET, 1973.6a, b)"
LAST	P31	Q2144456
LAST	P31	Q1908472
CREATE
LAST	P3634	"83234"
LAST	Len	""Venus""
LAST	P276	Q160236
LAST	P195	Q160236	P217	"C.I.53.40.7a–e"	P2868	Q29188408
LAST	P217	"C.I.53.40.7a–e"	P195	Q160236
LAST	P195	Q67087093	S248	Q160236
LAST	P287	Q159694
LAST	P170	Q542767	P3831	Q3661311
LAST	Den	"ball gown by Christian Dior, House of Dior (MET, C.I.53.40.7a–e)"
LAST	P31	Q635784
CREATE
LAST	P3634	"83242"
LAST	Len	"Pantsuit"
LAST	P276	Q160236
LAST	P195	Q160236	P217	"1984.163.4a, b"	P2868	Q29188408
LAST	P217	"1984.163.4a, b"	P195	Q160236
LAST	P195	Q67087093	S248	Q160236
LAST	P287	Q171556
LAST	P170	Q2282172	P3831	Q3661311
LAST	Den	"pantsuit by Yves Saint Laurent, Yves Saint Laurent, Paris (MET, 1984.163.4a, b)"
LAST	P31	Q1630337
CREATE
LAST	P3634	"83250"
LAST	Len	"Evening dress"
LAST	P276	Q160236
LAST	P195	Q160236	P217	"1993.52.4"	P2868	Q29188408
LAST	P217	"1993.52.4"	P195	Q160236
LAST	P195	Q67087093	S248	Q160236
LAST	P170	Q696376	P3831	Q3661311
LAST	Den	"evening dress by Gianni Versace (MET, 1993.52.4)"
LAST	P31	Q2144456
LAST	P31	Q1908472
CREATE
LAST	P3634	"83259"
LAST	Len	"Evening dress"
LAST	P276	Q160236
LAST	P195	Q160236	P217	"C.I.52.18.4"	P2868	Q29188408
LAST	P217	"C.I.52.18.4"	P195	Q160236
LAST	P195	Q67087093	S248	Q160236
LAST	P287	Q266934
LAST	Den	"evening dress by Madeleine Vionnet (MET, C.I.52.18.4)"
LAST	P31	Q2144456
LAST	P31	Q1908472
CREATE
LAST	P3634	"83442"
LAST	Len	"Dress"
LAST	P276	Q160236
LAST	P195	Q160236	P217	"C.I.69.23"	P2868	Q29188408
LAST	P217	"C.I.69.23"	P195	Q160236
LAST	P195	Q67087093	S248	Q160236
LAST	P287	Q171556
LAST	P170	Q2282172	P3831	Q3661311
LAST	Den	"dress by Yves Saint Laurent, Yves Saint Laurent, Paris (MET, C.I.69.23)"
LAST	P31	Q200539
CREATE
LAST	P3634	"83443"
LAST	Len	"Ensemble"
LAST	P276	Q160236
LAST	P195	Q160236	P217	"1970.89.1a–c"	P2868	Q29188408
LAST	P217	"1970.89.1a–c"	P195	Q160236
LAST	P195	Q67087093	S248	Q160236
LAST	P287	Q529203
LAST	Den	"ensemble by Emanuel Ungaro (MET, 1970.89.1a–c)"
LAST	P31	Q1497375
CREATE
LAST	P3634	"84034"
LAST	Len	"Ensemble"
LAST	P276	Q160236
LAST	P195	Q160236	P217	"C.I.46.57a, b"	P2868	Q29188408
LAST	P217	"C.I.46.57a, b"	P195	Q160236
LAST	P195	Q67087093	S248	Q160236
LAST	P287	Q16009373
LAST	Den	"ensemble by Nettie Rosenstein (MET, C.I.46.57a, b)"
LAST	P31	Q1497375
CREATE
LAST	P3634	"87016"
LAST	Len	"Opera coat"
LAST	P276	Q160236
LAST	P195	Q160236	P217	"C.I.X.56.2.1"	P2868	Q29188408
LAST	P217	"C.I.X.56.2.1"	P195	Q160236
LAST	P195	Q67087093	S248	Q160236
LAST	P170	Q67139396	P3831	Q3661311
LAST	P287	Q442714
LAST	Den	"opera coat by House of Paquin, Mme. Jeanne Paquin (MET, C.I.X.56.2.1)"
LAST	P31	Q7096642
CREATE
LAST	P3634	"87370"
LAST	Len	"Jumpsuit"
LAST	P276	Q160236
LAST	P195	Q160236	P217	"2003.68a, b"	P2868	Q29188408
LAST	P217	"2003.68a, b"	P195	Q160236
LAST	P195	Q67087093	S248	Q160236
LAST	P287	Q157054
LAST	Den	"jumpsuit by Giorgio Armani (MET, 2003.68a, b)"
LAST	P31	Q16472452
CREATE
LAST	P3634	"87613"
LAST	Len	"Dress"
LAST	P276	Q160236
LAST	P195	Q160236	P217	"2003.442"	P2868	Q29188408
LAST	P217	"2003.442"	P195	Q160236
LAST	P195	Q67087093	S248	Q160236
LAST	P170	Q178516	P3831	Q3661311
LAST	P287	Q318149
LAST	Den	"dress by Tom Ford, Gucci (MET, 2003.442)"
LAST	P31	Q200539
CREATE
LAST	P3634	"88645"
LAST	Len	""Oyster Dress""
LAST	P276	Q160236
LAST	P195	Q160236	P217	"2003.462"	P2868	Q29188408
LAST	P217	"2003.462"	P195	Q160236
LAST	P195	Q67087093	S248	Q160236
LAST	P287	Q207939
LAST	Den	"dress by Alexander McQueen (MET, 2003.462)"
LAST	P31	Q200539
CREATE
LAST	P3634	"112900"
LAST	Len	""I Love New York""
LAST	P276	Q160236
LAST	P195	Q160236	P217	"2005.44.2"	P2868	Q29188408
LAST	P217	"2005.44.2"	P195	Q160236
LAST	P195	Q67087093	S248	Q160236
LAST	P287	Q21999741
LAST	Den	"dress by Miguel Adrover (MET, 2005.44.2)"
LAST	P31	Q200539
CREATE
LAST	P3634	"130481"
LAST	Len	"Evening ensemble"
LAST	P276	Q160236
LAST	P195	Q160236	P217	"2006.420.51a, b"	P2868	Q29188408
LAST	P217	"2006.420.51a, b"	P195	Q160236
LAST	P195	Q67087093	S248	Q160236
LAST	P287	Q171556
LAST	P170	Q2282172	P3831	Q3661311
LAST	Den	"evening ensemble by Yves Saint Laurent, Yves Saint Laurent, Paris (MET, 2006.420.51a, b)"
LAST	P31	Q29353484
LAST	P31	Q1908472
CREATE
LAST	P3634	"159388"
LAST	Len	""Butterfly""
LAST	P276	Q160236
LAST	P195	Q160236	P217	"2009.300.816"	P2868	Q29188408
LAST	P217	"2009.300.816"	P195	Q160236
LAST	P195	Q67087093	S248	Q160236
LAST	P287	Q5079420
LAST	Den	"ball gown by Charles James (MET, 2009.300.816)"
LAST	P31	Q635784
entity_list
['Charles James']
# TEST

type='Designer'
entity='Madame Grès (Alix Barton)'
#met_crosswalk_dfdict[type][met_crosswalk_dfdict[type][type].str.match(entity)]['QID']

cw_df = met_crosswalk_dfdict[type].copy(deep=False)
#cw_df[cw_df[type].str.(entity)][['QID']].iat[0,0]

cw_df[cw_df[type].str.match('^'+re.escape(entity)+'$')][['QID']]
QID
4 Q467847
costume_hlist = costume_present_hdf['Object ID'].tolist()

costume_hstring = ' '.join('"' + str(item) + '"' for item in costume_hlist)
costume_hstring
'"79048" "79091" "79101" "79220" "79893" "80591" "81100" "81105" "81107" "81108" "81110" "81113" "81119" "81123" "81127" "81130" "81132" "81134" "81135" "81136" "81137" "81138" "81139" "81168" "81558" "81754" "81781" "82103" "82426" "82433" "82879" "82880" "83605" "88206" "95534" "96434" "107375" "107620"'
query = '''
SELECT ?item ?metid WHERE { 
  VALUES ?metid { %s } 
  ?item wdt:P3634 ?metid .
}
'''
query = query % hstring

data = requests.post(wikidata_api_url, data={'query': query, 'format': 'json'}).json()

resultarray = []
for item in data['results']['bindings']:
    resultarray.append({
        'qid':   int(item['item']['value'].replace('http://www.wikidata.org/entity/Q','')),
        'metid': int(item['metid']['value']),
    })
costume_missing_hdf[['Object ID','Classification','Object Name','Artist Display Name','Artist Role','Dimensions','Is Public Domain']]
Object ID Classification Object Name Artist Display Name Artist Role Dimensions Is Public Domain
65706 79142 NaN Evening dress Valentina Designer NaN False
65822 79269 NaN Evening dress Halston Designer NaN False
66114 79585 NaN Dress Ji Eon Kang Designer NaN False
66299 79778 NaN Dress NaN NaN NaN False
66378 79884 NaN Suit Vivienne Westwood Designer NaN False
66654 80208 NaN Cape Yeohlee Teng Designer NaN False
66801 80378 NaN Evening dress Christian Lacroix|House of Patou Designer|Design House NaN False
66954 80547 NaN Ensemble Jean Paul Gaultier Designer NaN False
67158 80790 NaN Dress Yohji Yamamoto Designer NaN False
67198 80840 NaN Evening dress Cristobal Balenciaga|House of Balenciaga Designer|Design House NaN False
67264 80911 NaN Ensemble James Rosenquist|Hugo Boss Designer|Manufacturer NaN False
67424 81101 NaN Evening dress Jacques Fath|House of Jacques Fath Designer|Design House NaN False
67425 81102 NaN Ball gown Cristobal Balenciaga|House of Balenciaga Designer|Design House NaN False
67426 81103 NaN Evening dress Weeks Designer NaN False
67427 81104 NaN Ball gown Christian Dior|House of Dior Designer|Design House NaN False
67429 81106 NaN Evening dress Gianni Versace|Gianni Versace Designer|Design House NaN False
67434 81111 NaN Caftan Mariano Fortuny|Fortuny Designer|Design House NaN False
67435 81112 NaN Ball gown Charles Frederick Worth|House of Worth Designer|Design House NaN True
67437 81114 NaN Coat Gabrielle Chanel|House of Chanel Designer|Design House NaN False
67438 81115 NaN Evening dress Claire McCardell|Townley Frocks Designer|Manufacturer NaN False
67439 81116 NaN Evening dress Edward Molyneux Designer NaN False
67441 81118 NaN Coatdress André Courrèges Designer NaN False
67444 81121 NaN Ensemble Hubert de Givenchy|House of Givenchy Designer|Design House NaN False
67445 81122 NaN Evening dress Madame Grès (Alix Barton) Designer NaN False
67447 81124 NaN Evening dress Yves Saint Laurent|Yves Saint Laurent, Paris Designer|Design House NaN False
67448 81125 NaN Suit Charles James Designer NaN False
67451 81128 NaN Chadri NaN NaN NaN False
67454 81131 NaN Suit Gabrielle Chanel|House of Chanel Designer|Design House NaN False
67463 81140 NaN Cape Caroline Reboux Design House NaN False
67464 81141 NaN Ensemble Rudi Gernreich Designer NaN False
67465 81142 NaN Cape Elsa Schiaparelli Designer NaN False
67466 81143 NaN Dress Giorgio di Sant'Angelo Designer NaN False
67686 81387 NaN Ensemble Marc Jacobs|Louis Vuitton Co. Designer|Design House NaN False
67752 81453 NaN Evening ensemble Norma Kamali Designer NaN False
67759 81460 NaN Jacket Christian Dior|House of Dior Designer|Design House NaN False
67766 81468 NaN Evening dress Hubert de Givenchy|House of Givenchy Designer|Design House NaN False
67770 81472 NaN Dress Cristobal Balenciaga|House of Balenciaga Designer|Design House NaN False
67774 81476 NaN Evening dress Rébè|Yves Saint Laurent|House of Dior Manufacturer|Designer|Design House NaN False
67778 81480 NaN Dress Drécoll Design House NaN False
67788 81490 NaN Evening ensemble Gabrielle Chanel|House of Chanel Designer|Design House NaN False
67949 81678 NaN Evening dress Charles James Designer NaN False
67959 81692 NaN Evening ensemble Gilbert Adrian Designer NaN False
68176 82105 NaN Evening dress House of Worth Design House NaN False
68237 82170 NaN Evening suit H. Harris|F. Scholte Designer|Designer NaN False
68308 82419 NaN Ensemble John Galliano|House of Dior Designer|Design House NaN False
68327 82443 NaN Sandals Salvatore Ferragamo|Salvatore Ferragamo Design House|Designer NaN False
68641 82981 NaN Ensemble Comme des Garçons|Junya Watanabe Design House|Designer NaN False
68707 83175 NaN Suit Bill Blass|PBM|Bonwit Teller & Co. Designer|Manufacturer|Department Store NaN False
68711 83179 NaN Evening blouse Elsa Schiaparelli|Bonwit Teller & Co. Designer|Department Store NaN False
68725 83209 NaN Evening dress Louiseboulanger Designer NaN False
68750 83234 NaN Ball gown Christian Dior|House of Dior Designer|Design House NaN False
68758 83242 NaN Pantsuit Yves Saint Laurent|Yves Saint Laurent, Paris Designer|Design House NaN False
68765 83250 NaN Evening dress Gianni Versace|Gianni Versace Designer|Design House NaN False
68774 83259 NaN Evening dress Madeleine Vionnet Designer NaN False
68909 83442 NaN Dress Yves Saint Laurent|Yves Saint Laurent, Paris Designer|Design House NaN False
68910 83443 NaN Ensemble Emanuel Ungaro Designer NaN False
69306 84034 NaN Ensemble Nettie Rosenstein Designer NaN False
71104 87016 NaN Opera coat House of Paquin|Mme. Jeanne Paquin Design House|Designer NaN False
71130 87370 NaN Jumpsuit Giorgio Armani Designer NaN False
71171 87613 NaN Dress Gucci|Tom Ford Design House|Designer NaN False
71387 88645 NaN Dress Alexander McQueen|Alexander McQueen Design House|Designer NaN False
80962 112900 NaN Dress Miguel Adrover Designer NaN False
87259 130481 NaN Evening ensemble Yves Saint Laurent|Yves Saint Laurent, Paris Designer|Design House NaN False
91890 159388 NaN Ball gown Charles James Designer NaN False
# missing_hdf.loc[lambda missing_hdf: missing_hdf['Object ID'] == 342288]
pd_missing_hdf.info()
<class 'pandas.core.frame.DataFrame'>
Int64Index: 46 entries, 18660 to 492602
Data columns (total 44 columns):
Object Number              46 non-null object
Is Highlight               46 non-null bool
Is Public Domain           46 non-null bool
Object ID                  46 non-null int64
Department                 46 non-null object
Object Name                21 non-null object
Title                      46 non-null object
Culture                    21 non-null object
Period                     1 non-null object
Dynasty                    0 non-null object
Reign                      0 non-null object
Portfolio                  0 non-null object
Artist Role                29 non-null object
Artist Prefix              1 non-null object
Artist Display Name        29 non-null object
Artist Display Bio         16 non-null object
Artist Suffix              0 non-null object
Artist Alpha Sort          29 non-null object
Artist Nationality         3 non-null object
Artist Begin Date          20 non-null object
Artist End Date            20 non-null object
Object Date                46 non-null object
Object Begin Date          46 non-null int64
Object End Date            46 non-null int64
Medium                     21 non-null object
Dimensions                 46 non-null object
Credit Line                30 non-null object
Geography Type             0 non-null object
City                       26 non-null object
State                      0 non-null object
County                     7 non-null object
Country                    33 non-null object
Region                     1 non-null object
Subregion                  0 non-null object
Locale                     0 non-null object
Locus                      0 non-null object
Excavation                 0 non-null object
River                      1 non-null object
Classification             21 non-null object
Rights and Reproduction    0 non-null object
Link Resource              46 non-null object
Metadata Date              46 non-null object
Repository                 46 non-null object
Tags                       20 non-null object
dtypes: bool(2), int64(3), object(39)
memory usage: 15.5+ KB
missing_hdf[missing_hdf['Department'].str.contains('Costume')][['Object ID','Classification','Object Name','Artist Display Name','Artist Role','Object Date','Object Begin Date','Object End Date','Dimensions','Tags']]
Object ID Classification Object Name Artist Display Name Artist Role Object Date Object Begin Date Object End Date Dimensions Tags
66997 79142 NaN Evening dress Valentina Designer ca. 1934 1929 1939 NaN Dresses
67113 79269 NaN Evening dress Halston Designer ca. 1978 1973 1983 NaN Dresses
67405 79585 NaN Dress Ji Eon Kang Designer spring/summer 1997 1997 1997 NaN Dresses
67590 79778 NaN Dress NaN NaN 1966–67 1966 1967 NaN Dresses
67669 79884 NaN Suit Vivienne Westwood Designer fall/winter 1994–95 1994 1995 NaN NaN
67945 80208 NaN Cape Yeohlee Teng Designer fall/winter 1993–94 1993 1994 NaN NaN
68092 80378 NaN Evening dress Christian Lacroix|House of Patou Designer|Design House spring/summer 1987 1987 1987 NaN Dresses
68245 80547 NaN Ensemble Jean Paul Gaultier Designer 1994 1994 1994 NaN NaN
68449 80790 NaN Dress Yohji Yamamoto Designer spring/summer 1993 1993 1993 NaN Dresses
68489 80840 NaN Evening dress Cristobal Balenciaga|House of Balenciaga Designer|Design House 1951 1951 1951 NaN Dresses
68555 80911 NaN Ensemble James Rosenquist|Hugo Boss Designer|Manufacturer spring/summer 1998 1998 1998 NaN NaN
68715 81101 NaN Evening dress Jacques Fath|House of Jacques Fath Designer|Design House spring/summer 1947 1947 1947 NaN Dresses
68716 81102 NaN Ball gown Cristobal Balenciaga|House of Balenciaga Designer|Design House spring/summer 1948 1948 1948 NaN Dresses
68717 81103 NaN Evening dress Weeks Designer ca. 1911 1911 1911 NaN Dresses
68718 81104 NaN Ball gown Christian Dior|House of Dior Designer|Design House spring/summer 1953 1953 1953 NaN Dresses
68720 81106 NaN Evening dress Gianni Versace|Gianni Versace Designer|Design House fall/winter 1991–92 1991 1992 NaN Dresses
68725 81111 NaN Caftan Mariano Fortuny|Fortuny Designer|Design House ca. 1930 1925 1935 NaN NaN
68726 81112 NaN Ball gown Charles Frederick Worth|House of Worth Designer|Design House ca. 1872 1867 1877 NaN Dresses
68728 81114 NaN Coat Gabrielle Chanel|House of Chanel Designer|Design House ca. 1927 1922 1932 NaN NaN
68729 81115 NaN Evening dress Claire McCardell|Townley Frocks Designer|Manufacturer 1950 1950 1950 NaN Dresses
68730 81116 NaN Evening dress Edward Molyneux Designer 1926–27 1926 1927 NaN Dresses
68732 81118 NaN Coatdress André Courrèges Designer 1965 1965 1965 NaN Dresses
68735 81121 NaN Ensemble Hubert de Givenchy|House of Givenchy Designer|Design House fall/winter 1963–64 1963 1964 NaN NaN
68736 81122 NaN Evening dress Madame Grès (Alix Barton) Designer 1958 1958 1958 NaN Dresses
68738 81124 NaN Evening dress Yves Saint Laurent|Yves Saint Laurent, Paris Designer|Design House fall/winter 1969–70 1969 1970 NaN Dresses
68739 81125 NaN Suit Charles James Designer 1951 1951 1951 NaN NaN
68742 81128 NaN Chadri NaN NaN 20th century 1900 1972 NaN NaN
68745 81131 NaN Suit Gabrielle Chanel|House of Chanel Designer|Design House 1938 1938 1938 NaN NaN
68754 81140 NaN Cape Caroline Reboux Design House 1920s 1920 1929 NaN NaN
68755 81141 NaN Ensemble Rudi Gernreich Designer 1967 1967 1967 NaN Dresses
68756 81142 NaN Cape Elsa Schiaparelli Designer winter 1938–39 1938 1939 NaN Apollo|Horses|Chariots
68757 81143 NaN Dress Giorgio di Sant'Angelo Designer spring/summer 1971 1971 1971 NaN Dresses
68977 81387 NaN Ensemble Marc Jacobs|Louis Vuitton Co. Designer|Design House fall/winter 1998–99 1998 1999 NaN NaN
69043 81453 NaN Evening ensemble Norma Kamali Designer 1977 1977 1977 NaN NaN
69050 81460 NaN Jacket Christian Dior|House of Dior Designer|Design House spring/summer 1947 1947 1947 NaN NaN
69057 81468 NaN Evening dress Hubert de Givenchy|House of Givenchy Designer|Design House 1968–69 1968 1969 NaN Dresses
69061 81472 NaN Dress Cristobal Balenciaga|House of Balenciaga Designer|Design House 1960–64 1960 1964 NaN Dresses
69065 81476 NaN Evening dress Rébè|Yves Saint Laurent|House of Dior Manufacturer|Designer|Design House spring/summer 1958 1958 1958 NaN Dresses
69069 81480 NaN Dress Drécoll Design House ca. 1924 1919 1929 NaN Dresses
69079 81490 NaN Evening ensemble Gabrielle Chanel|House of Chanel Designer|Design House 1933–35 1933 1935 NaN NaN
69240 81678 NaN Evening dress Charles James Designer 1953 1953 1953 NaN Dresses
69250 81692 NaN Evening ensemble Gilbert Adrian Designer 1945 1945 1945 NaN NaN
69467 82105 NaN Evening dress House of Worth Design House 1925 1925 1925 NaN Dresses
69528 82170 NaN Evening suit H. Harris|F. Scholte Designer|Designer 1938–65 1938 1965 NaN NaN
69599 82419 NaN Ensemble John Galliano|House of Dior Designer|Design House spring/summer 1998 1998 1998 NaN NaN
69618 82443 NaN Sandals Salvatore Ferragamo|Salvatore Ferragamo Design House|Designer 1938 1938 1938 NaN NaN
69620 82446 NaN Corset NaN NaN mid-20th century 1925 1975 NaN NaN
69933 82981 NaN Ensemble Comme des Garçons|Junya Watanabe Design House|Designer fall/winter 2000–2001 2000 2001 NaN Dresses
69999 83175 NaN Suit Bill Blass|PBM|Bonwit Teller & Co. Designer|Manufacturer|Department Store late 1960s 1965 1969 NaN NaN
70003 83179 NaN Evening blouse Elsa Schiaparelli|Bonwit Teller & Co. Designer|Department Store 1940–45 1940 1945 NaN NaN
70017 83209 NaN Evening dress Louiseboulanger Designer 1928 1928 1928 NaN Dresses
70042 83234 NaN Ball gown Christian Dior|House of Dior Designer|Design House fall/winter 1949–50 1949 1950 NaN Dresses
70050 83242 NaN Pantsuit Yves Saint Laurent|Yves Saint Laurent, Paris Designer|Design House spring/summer 1970 1970 1970 NaN NaN
70057 83250 NaN Evening dress Gianni Versace|Gianni Versace Designer|Design House spring/summer 1991 1991 1991 NaN Dresses
70066 83259 NaN Evening dress Madeleine Vionnet Designer spring/summer 1938 1938 1938 NaN Dresses
70201 83442 NaN Dress Yves Saint Laurent|Yves Saint Laurent, Paris Designer|Design House fall/winter 1965–66 1965 1966 NaN Dresses
70202 83443 NaN Ensemble Emanuel Ungaro Designer 1967 1967 1967 NaN NaN
70598 84034 NaN Ensemble Nettie Rosenstein Designer 1945 1945 1945 NaN NaN
72396 87016 NaN Opera coat House of Paquin|Mme. Jeanne Paquin Design House|Designer 1912 1912 1912 NaN NaN
72422 87370 NaN Jumpsuit Giorgio Armani Designer fall/winter 2002–3 2002 2003 NaN NaN
72463 87613 NaN Dress Gucci|Tom Ford Design House|Designer spring/summer 2003 2003 2003 NaN Dresses
72679 88645 NaN Dress Alexander McQueen|Alexander McQueen Design House|Designer spring/summer 2003 2003 2003 NaN Dresses
82254 112900 NaN Dress Miguel Adrover Designer 2000 2000 2000 NaN Dresses
88552 130481 NaN Evening ensemble Yves Saint Laurent|Yves Saint Laurent, Paris Designer|Design House fall/winter 1983–84 1983 1984 NaN NaN
93195 159388 NaN Ball gown Charles James Designer 1955 1955 1955 NaN Dresses
from IPython.display import Image, display
# import requests_cache


imagelist = []
for index, row in pd_missing_hdf.iterrows():
    print (index)
    data = requests.get(met_api_url+str(row['Object ID'])).json()

    if 'primaryImageSmall' in data:
        print (data['objectID'])
        if data['primaryImageSmall']:
            print (data['primaryImageSmall'])
            imagelist.append(data['primaryImageSmall'])

#    if data['additionalImages']:
#        for item in data['additionalImages']:
#            print ('    '+item)
18660
22871
https://images.metmuseum.org/CRDImages/aa/web-large/DP215265.jpg
18992
23205
https://images.metmuseum.org/CRDImages/aa/web-large/LC-29_154_3-001.jpg
100399
187784
https://images.metmuseum.org/CRDImages/es/web-large/DP104584.jpg
108432
196439
https://images.metmuseum.org/CRDImages/es/web-large/DP-14939-002.jpg
191712
310870
https://images.metmuseum.org/CRDImages/ao/web-large/DT1236.jpg
193023
312231
https://images.metmuseum.org/CRDImages/ao/web-large/DT1216.jpg
194432
313780
https://images.metmuseum.org/CRDImages/ao/web-large/DP294667.jpg
194664
314034
https://images.metmuseum.org/CRDImages/ao/web-large/DT1244.jpg
195329
314704
https://images.metmuseum.org/CRDImages/ao/web-large/DT1219.jpg
198389
317792
https://images.metmuseum.org/CRDImages/ao/web-large/DP285728.jpg
199763
320053
https://images.metmuseum.org/CRDImages/ao/web-large/DP351868.jpg
346143
500605
https://images.metmuseum.org/CRDImages/mi/web-large/DP219344.jpg
346175
500637
https://images.metmuseum.org/CRDImages/mi/web-large/DP216549.jpg
346245
500709
https://images.metmuseum.org/CRDImages/mi/web-large/MI89.4.163.jpg
346272
500736
https://images.metmuseum.org/CRDImages/mi/web-large/mi89.4.154.R.jpg
346318
500782
https://images.metmuseum.org/CRDImages/mi/web-large/mi89.4.213.R.jpg
346460
500928
https://images.metmuseum.org/CRDImages/mi/web-large/DP302694.jpg
346638
501109
https://images.metmuseum.org/CRDImages/mi/web-large/DP302664.jpg
346740
501213
https://images.metmuseum.org/CRDImages/mi/web-large/DP158910a.jpg
346754
501227
https://images.metmuseum.org/CRDImages/mi/web-large/DP168365.jpg
347060
501536
https://images.metmuseum.org/CRDImages/mi/web-large/mi89.4.926.AV1.jpg
414523
680379
https://images.metmuseum.org/CRDImages/li/web-large/DP345035.jpg
453534
739518
https://images.metmuseum.org/CRDImages/li/web-large/b1240450_001.jpg
460085
749358
https://images.metmuseum.org/CRDImages/li/web-large/b1714077_01_001.jpg
460088
749368
https://images.metmuseum.org/CRDImages/li/web-large/b1714077_02_001.jpg
464664
755011
https://images.metmuseum.org/CRDImages/li/web-large/b1120569_001.jpg
465169
755786
https://images.metmuseum.org/CRDImages/li/web-large/b1152364_002.jpg
472946
769306
https://images.metmuseum.org/CRDImages/li/web-large/b1374401_002.jpg
484937
787771
https://images.metmuseum.org/CRDImages/li/web-large/b1072822_001.jpg
486224
811179
https://images.metmuseum.org/CRDImages/li/web-large/b1456400_05_001.jpg
486227
811182
https://images.metmuseum.org/CRDImages/li/web-large/b1086151_001.jpg
488053
813854
https://images.metmuseum.org/CRDImages/li/web-large/b1201444_001.jpg
488206
814025
https://images.metmuseum.org/CRDImages/li/web-large/b1960820_001_TP.jpg
489132
815475
https://images.metmuseum.org/CRDImages/li/web-large/b1027020_001.jpg
490481
818177
https://images.metmuseum.org/CRDImages/li/web-large/b1811554_001.jpg
491754
820544
https://images.metmuseum.org/CRDImages/li/web-large/b1346521_05_001.jpg
492344
821397
https://images.metmuseum.org/CRDImages/li/web-large/b1510246_001.jpg
492570
821874
https://images.metmuseum.org/CRDImages/li/web-large/b1511333_001.jpg
492571
821878
https://images.metmuseum.org/CRDImages/li/web-large/b1511333_004.jpg
492572
821879
https://images.metmuseum.org/CRDImages/li/web-large/b1511333_002.jpg
492573
821880
https://images.metmuseum.org/CRDImages/li/web-large/b1511333_003.jpg
492593
821928
https://images.metmuseum.org/CRDImages/li/web-large/b1244108_05_p05.jpg
492595
821930
https://images.metmuseum.org/CRDImages/li/web-large/b1244108_11_p020.jpg
492598
821934
https://images.metmuseum.org/CRDImages/li/web-large/b1243911_168_001.jpg
492599
821935
https://images.metmuseum.org/CRDImages/li/web-large/b1164071_01_001.jpg
492602
821938
https://images.metmuseum.org/CRDImages/li/web-large/b1164071_02_001.jpg
# From https://stackoverflow.com/questions/36006136/how-to-display-images-in-a-row-with-ipython-display/38556650
from IPython.display import HTML
def make_html(image):
     return '<img src="{}" style="display:inline;margin:1px"/>'.format(image)

for imagename in imagelist:
    display(HTML(''.join(make_html(imagename))))
for index, row in missing_hdf.iterrows():
    print ("~",row['Dimensions'])
~ 132 x 102 in. (335.3 x 259.1 cm)
~ Overall: 19 1/16 x 8 3/4 x 6 3/8 in. (48.4 x 22.2 x 16.2 cm); 64 oz. 9 dwt. (2005.6 g)
Plateau: 2 5/16 x 17 1/4 in. (5.9 x 43.8 cm); 67 oz. 2 dwt. (2086.5 g)
~ 13 ft. 7 1/2 in. × 28 ft. 7 in. × 47 ft. 8 5/8 in. (415.3 × 871.2 × 1454.5 cm)
Each window panel: 53 3/4 x 22 3/4 in. (136.5 x 57.8 cm)
~ 72 x 32 1/2 x 54 in. (182.9 x 82.6 x 137.2 cm)
~ 9 1/2 x 37 1/2 x 6 1/4 in. (24.1 x 95.3 x 15.9 cm)
~ sword: L. 39 1/4 in. (99.8 cm); L. of blade 33 in. (83.7 cm); Wt. 2 lb. 8 oz. (1129 g); scabbard: L. 34 5/8 in. (88 cm); Wt. 2 lb. 4 oz. (1023 g)
~ H. 66 1/2 in. (168.9 cm), Wt. 41 lb. (18.6 kg)
~ nan
~ nan
~ nan
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~ nan
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~ nan
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~ nan
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~ nan
~ nan
~ nan
~ nan
~ nan
~ nan
~ nan
~ nan
~ nan
~ nan
~ nan
~ nan
~ nan
~ nan
~ nan
~ nan
~ nan
~ nan
~ nan
~ nan
~ nan
~ nan
~ nan
~ nan
~ nan
~ nan
~ nan
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~ nan
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~ nan
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~ nan
~ nan
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~ nan
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~ nan
~ nan
~ nan
~ Height: 10 3/8 in. (26.4 cm)
~ Overall (confirmed): H. 38 1/2 x W. 17 1/4 x D. 14 3/8 in. (97.8 x 43.8 x 36.5 cm) [n.b.: fluffiness of skirt skews measurement]
~ Overall (confirmed): 45 5/8 x 22 1/2 x 24 1/8 in., 145 lb. (115.9 x 57.2 x 61.3 cm, 65.7716 kg)
~ 28.3 x 22.7 cm (11 1/8 x 8 15/16 in.)
~ 24.1 x 19.7 cm (9 1/2 x 7 3/4 in.)
~ 10.9 x 8 cm (4 5/16 x 3 1/8 in.)
~ 23.5 x 18.8 cm (9 1/4 x 7 3/8 in.)
~ 32.8 x 24.4 cm (12 15/16 x 9 5/8 in.)
~ 41.8 x 31.8 cm (16 7/16 x 12 1/2 in.)
~ 19.2 x 24.4 cm (7 9/16  x 9 5/8  in.)
~ 11.7 x 8.6 cm (4 5/8 x 3 3/8 in.)
~ 11.3 x 8.9 cm (4 7/16 x 3 1/2 in.)
~ 23.6 x 18.3 cm (9 5/16 x 7 3/16 in.)
~ 29 x 23.5 cm (11 7/16 x 9 1/4 in.)
~ 28.7 x 23.2 cm (11 5/16 x 9 1/8 in.)
~ Image: 7 11/16 × 6 5/16 in. (19.5 × 16.1 cm)
Mount: 7 11/16 × 6 5/16 in. (19.5 × 16.1 cm)
~ 37.5 x 27.9 cm (14 3/4 x 11 in.)
~ 19.4 x 24.6 cm (7 5/8 x 9 11/16 in.)
~ 17.3 x 24 cm (6 13/16 x 9 7/16 in.)
~ 106.4 x 111.4 cm (41 7/8 x 43 7/8 in.)
~ 60 x 46.8 cm (23 5/8 x 18 7/16 in.)
~ 169.5 x 129.5cm (66 3/4 x 51in.)
Frame: 177.2 × 137.2 cm (69 3/4 × 54 in.)
~ 23 x 17 cm (9 1/16 x 6 11/16 in.)
~ 101.6 x 76.2 cm (40 x 30 in.)
~ 23.5 x 33.7 cm (9 1/4 x 13 1/4 in.)
~ 18.7 x 23.9 cm (7 3/8 x 9 7/16 in.)
~ 24.4 x 19.4 cm (9 5/8 x 7 5/8 in.)
~ 104.5 x 135.5cm (41 1/8 x 53 3/8in.)
Frame: 127 × 156.2 cm (50 × 61 1/2 in.)
~ 110 x 185 cm (43 5/16 x 72 13/16 in.)
~ 42.3 x 54.2 cm (16 5/8 x 21 5/16 in.)
~ 194.3 x 204.5 cm (76 1/2 x 80 1/2 in.), framed
~ 185.4 x 221.3 cm (73 x 87 1/8 in.)
~ 61 x 50.8 cm (24 x 20 in.)
~ 68.6 x 101.6cm (27 x 40in.)
Frame: 76.2 × 109.2 cm (30 × 43 in.)
~ 19.6 x 24.3 cm. (7 3/4 x 9 9/16 in.), each
~ 181.9 x 230.5 cm (71 5/8 x 90 3/4 in.)
~ 34 x 25.7 cm (13 3/8 x 10 1/8 in.)
~ 21 x 15 cm (8 1/4 x 5 15/16 in.)
~ 37.9 x 46 cm (14 15/16 x 18 1/8 in.)
~ 47.8 x 38.4 cm (18 13/16 x 15 1/8 in.)
~ 47.8 × 38.4 cm (18 13/16 × 15 1/8 in.)
Frame: 34 5/8 × 29 5/8 in. (87.9 × 75.2 cm)
~ 49.9 × 38.9 cm (19 5/8 × 15 5/16 in.)
Frame: 34 5/8 × 29 5/8 in. (87.9 × 75.2 cm)
~ 39.3 x 48.3 cm (15 1/2 x 19 in.)
~ 32.7 x 43.5 cm (12 7/8 x 17 1/8 in.)
~ Image: 7 1/16 × 10 1/2 in. (18 × 26.6 cm)
~ Image: 24.2 × 31.6 cm (9 1/2 × 12 7/16 in.)
Sheet: 24.9 × 32.3 cm (9 13/16 × 12 11/16 in.)
Mount: 28 × 33.9 cm (11 in. × 13 3/8 in.)
~ Image: 187 x 93.4 cm (73 5/8 x 36 3/4 in.)
Frame: 223.5 x 130.8 cm (88 x 51 1/2 in.)
~ 7.9 x 7.9 cm (3 1/8 x 3 1/8 in.)
~ Frame: 43 1/2 × 33 1/2 in. (110.5 × 85.1 cm)
~ 92.9 x 90.8 cm (36 9/16 x 35 3/4 in.)
~ 8.7 x 11.7 cm (3 7/16 x 4 5/8 in.)
~ 24.8 x 19 cm (9 3/4 x 7 1/2 in.)
~ 210 x 165 cm (82 11/16 x 64 15/16 in.)
~ Frame: 152.4 × 127 cm (60 × 50 in.)
~ 18.9 x 23.7 cm (7 7/16 x 9 5/16 in.)
~ 128.9 x 169.5 cm (50 3/4 x 66 3/4 in.)
~ Image: 43.7 x 53.8 cm (17 3/16 x 21 3/16 in.)
~ Image: 49 x 39.8cm (19 5/16 x 15 11/16in.)
~ 7.8 x 10 cm (3 1/16 x 3 15/16 in.)
~ 127 x 177.8cm (50 x 70in.)
Frame: 154.9 × 221 cm (61 × 87 in.)
~ Dimensions vary from 8.4 x 7.5 cm (3 5/16 x 2 15/16 in.) to 45.7 x 55.9 cm (18 x 22 in.)
~ 47 x 34.3 cm (18 1/2 x 13 1/2 in.)
~ Image: 39.5 x 38.3 cm (15 9/16 x 15 1/16 in.)
Sheet: 50.8 x 40.6 cm (20 x 16 in.)
~ nan
~ Image: 229 x 437 cm (90 3/16 x 172 1/16 in.)

~ Image: 119.1 x 159.7 cm (46 7/8 x 62 7/8 in.)
Frame: 48 × 63 in. (121.9 × 160 cm)
~ H. 5 1/2 x W. 4 1/2 in. (14 x 11.4 cm)
~ H. 33 1/4 x W. 11 x D. 1 1/2 in. (84.5 x 27.9 x 3.8 cm)
~ H. 39 in. (91.9 cm)
~ H. 25 11/16 x W. 38 x D. 7 7/8 in. (65.2 x 96.5 x 20 cm)
~ H. 25 3/16 x W. 7 7/8 x D. 6 1/2 in. (64 x 20 x 16.5 cm)
~ H. 30 1/4 x W. 13 x  D. 9 in. (76.8 x 33 x 22.9 cm)
~ H. 23 x W. 5 1/2 x D. 5 in. (58.4 x 14 x 12.7 cm)
~ H. 75 x W. 24 x D. 6 1/2 in. (190.5 x 61 x 16.5 cm)
~ H. 29 1/2 x W. 21 x D. 16 in. (74.9 x 53.3 x 40.6 cm)
~ H. 55 1/8 x W. 15 x D. 1 1/2 in. (140 x 38.1 x 3.8 cm)
~ H. 55 7/8 x W. 29 1/2 x D. 5 in. (141.9 x 74.9 x 12.7 cm)
~ H. 42 1/2 x W. 23 x D. 7 in. (108 x 58.4 x 17.8 cm)
~ H. 96 in (243.8 cm)
~ H. 29 1/4 x W. 21 1/2 x D. 25 in. (74.3 x 54.6 x 63.5 cm)
~ H. 21 1/2 x W. 25 x D. 22 3/4 in. (54.6 x 63.5 x 57.8 cm)
~ H. 42 x W. 9 x D. 7 in. (106.7 x 22.9 x 17.8 cm)
~ H. 20 3/4 x W. 15 x D. 4 in. (52.7 x 38.1 x 10.2 cm)
~ H. 20 1/2  x  L.93  x  D. 18 1/2  in. (52.1 x 236.2 x 47 cm)
~ H. 29 1/2 x W. 6 x  D. 5 1/4 in.(74.9 x 15.2 x 13.3 cm)
~ H. 48 5/8 x W. 14 7/16 x D. 14 3/8 in. (123.5 x 36.6 x 36.5 cm)
~ H. 23 1/8 x D. 10 1/4 x W. 10 in. (58.8 x 26 x 25.4 cm)
~ H. 10 15/16 x W. 6 x D. 7 1/4 in. (27.9 x 15.2 x 18.4 cm)
~ H. 24 x W. 23 3/4 x D. 6 1/2 in. (61 x 60.3 x 16.5 cm)
~ H. 26 x W. 15 1/2 x D. 19 in. (66 x 39.4 x 48.3 cm)
~ H. 36 1/8 x W. 8 1/2 x D. 8 1/2 in. (91.8 x 21.6 x 21.6 cm)
~ H. 38 3/4 x W. 10 x D. 7 1/2 in. (98.4 x 25.4 x 19.1cm)
~ H. 72 x W. 12 3/4 x D. 9 7/8 in. (182.9 x 32.4 x 25.1cm)
~ H. 18 ft. × W. 39 in. × D. 63 in. (548.6 × 99.1 × 160 cm)
~ H. 24 in. (61 cm)
~ H. 43 1/2 x W. 10 1/4 x D. 8 3/4 in. (110.5 x 26 x 22.2 cm)
~ H. 19 1/4 in. (48.9 cm)
~ H. 35 3/8 x W. 9 x D. 10 3/8in. (89.9 x 22.9 x 26.4cm)
~ H. 16 x W. 3 7/8 x D. 2 1/2 in. (40.6 x 9.9 x 6.4 cm)
~ H. 13 1/2 in (34.3 cm)
~ H. 71 x W. 12 x D. 10 1/2 in. (180.3 x 30.5 x 26.7 cm)
~ H: 4 1/2 in. (11.4 cm)
~ H. 81 1/2 x W. 38 in. (207 x 96.5 cm)
~ H. 11 1/2 in. (29.2 cm)
~ H. 13 1/2 x W. 7 1/2 x D. 6 1/2 in. (34.3 x 19.1 x 16.5 cm)
~ H. 10 1/4 in. (26 cm)
~ H. 11 3/4 in. (29.8cm)
~ H. 60 x W. 67 in. (152.4 x 170.2 cm)
~ H. 8 1/4 in. (21 cm)
~ H. 21 13/16 x W. 4 x D. 4 1/8 in. (55.4 x 10.2 x 10.5 cm)
~ H. 86 3/4 x W. 128 in. (220.3 x 325.1 cm)
~ H. 46 1/2 in. (118 cm), W. 19 1/2 in. (49.5 cm), D. 15 1/2 in. (39.4 cm)
~ 29 1/2 x 47 1/4in. (74.9 x 120cm)
~ Sheet: 25 11/16 x 19 11/16 in. (65.2 x 50 cm)
Plate: 18 1/4 x 14 7/8 in. (46.4 x 37.8 cm)
~ Image: 16 1/2 x 10 1/4 in. (41.9 x 26 cm)
Sheet: 16 1/2 x 25 3/16 in. (41.9 x 64 cm)
~ Sheet: 6 x 6 in. (15.2 x 15.2 cm)
~ 24 1/4 x 39 inches (61.6 x 99 cm)
~ Sheet: 11 5/16 x 7 1/2 in. (28.8 x 19 cm)
~ Sheet: 8 5/16 x 6 1/2 in. (21.1 x 16.5 cm)
~ Sheet: 2 5/8 x 1 7/16 in. (6.7 x 3.7 cm)
~ H. 15 in. (38.1 cm)
Max. Diam. 4 5/16 in. (11 cm)
~ H. 34 in. (86.4 cm)
W. 39 1/2 in. (100.3 cm)
D. 2 3/4 in. (7 cm)
 Estimated weight: 140 lbs.  (Weight extrapolated from dimensions of similar unframed Nishapur stucco.)
~ Apse interior: 30 ft. 2 in. × 24 ft. 7 in. × 27 ft. 8 in. (919.5 × 749.3 × 843.3 cm)
b: (lion capital): 14 1/8 × 20 1/4 × 17 1/4 in. (35.9 × 51.4 × 43.8 cm)
f: (pier with acrobat): 60 × 12 1/4 × 12 1/2 in. (152.4 × 31.1 × 31.8 cm)
~ 43 in. (109.2 cm)
~ Overall: 80 1/4 × 34 1/4 × 18 7/8 in., Weight: 153 lb. (203.8 × 87 × 47.9 cm, 69.4 kg)
Base: 30 1/2 × 34 1/4 × 18 7/8 in., Weight: 83 lb. (77.5 × 87 × 47.9 cm, 37.6 kg)
Top: 49 3/4 × 30 1/2 × 17 in., Weight: 70 lb. (126.4 × 77.5 × 43.2 cm, 31.8 kg)
~ 3 3/8 x 9 x 9 3/8 in. (8.6 x 22.9 x 23.8 cm)
~ 50 1/4 x 33 3/4 x 14 in. (127.6 x 85.7 x 35.6 cm)
~ 18 5/8 x 15 5/8 in. (47.3 x 39.7 cm)
~ 26 7/8 × 17 3/4 in. (68.3 × 45.1 cm)
~ Tea Urn, 1a-c:  H. 14-1/2, D. 11 in. (36.8 x 19.7 cm)
Tray, 2:  H. 5/8 Diam. 17-5/8 in. (44.5 cm)
Creamer, 3:  H. 3, W. 6, D. 3-7/8 in. (7.6 x 15.2 x 9.8 cm)
Sugar Bowl, 4a,b:  H. 6-3/4, W. 6, D. 3-7/8 in. (17.1 x 15.2 x 9.8 cm)
Large Tray, 5: H. 1/2 Diam. 20-3/8 in. (51.4 cm)
~ 12 1/8 x 12 1/2 x 3 1/2 in. (30.8 x 31.8 x 8.9 cm)
~ 3 1/4 × 4 1/4 × 6 1/2 in. (8.3 × 10.8 × 16.5 cm)
~ Various dimensions
~ 17 ft. 3 in. x 26 ft. 3 in. (3.71 x 5.26 x 8 m.)
~ 26 1/2 x 40 x 44 1/2 in. (67.3 x 101.6 x 113 cm)
~ 22 x 25 x 10 in. (55.9 x 63.5 x 25.4 cm)
Weight: 1 lb. (.5 kg)
~ Variable: 112-3/4 x 80 x 81-1/2 in. (286.4 x 203.2 x 207 cm)
~ 89 3/4 x 89 1/4 x 16 1/2 in. (228 x 226.7 x 41.9 cm)
~ Height: 22 in. (55.9 cm)
Width: 22 in. (55.9 cm)
~ Height: 19 in. (48.3 cm)
~ W. 45 1/2 × D. 5 7/8 in. (115.5 × 15 cm)
~ Height: 12 in. (30.5 cm)
Diameter: 6 1/2 in. (16.5 cm)
~ 5 3/8 × 7 × 6 7/16 in. (13.7 × 17.8 × 16.4 cm)
~ 42 1/4 × 9 3/4 × 2 1/2 in. (107.3 × 24.8 × 6.4 cm)
~ L. 34 1/16 x W. 17 15/16 × D. 8 11/16  in (86.5 x 45.5 × 22 cm)
~ L. 21 in. (53.3 cm)
~ 12 3/16 × 4 1/16 × 4 1/8 in. (31 × 10.3 × 10.5 cm)
~ Height: 29 15/16 in. (76 cm)
Width: 8 1/4 in. (21 cm)
~ Height: 18 in. (45.7 cm)
Width: 11 in. (27.9 cm)
Diameter (At widest point): 35 1/2 in. (90.2 cm)
Diameter (Of base): 31 in. (78.7 cm)
~ H. 35 5/16 × W. 34 1/4 × D. 8 1/16 in. (89.7 × 87 × 20.5 cm)
~ L: 54 in. (137.2 cm)
~ H. 22 1/16 × W. 24 × D. 12 3/16 in. (56 × 61 × 31 cm)
~ Height: 25 in. (63.5 cm)
Diameter: 11 in. (27.9 cm)
~ 26 5/8 × 2 1/8 × 1 5/8 in. (67.6 × 5.4 × 4.1 cm)
~ Tsii'edo'a'tl: 17 5/16 × 5 1/4 × 3 3/4 in. (44 × 13.3 × 9.5 cm)
Bow: 3 1/8 × 5/8 × 21 in. (7.9 × 1.6 × 53.3 cm)
~ 19 × 2 3/4 in. (48.3 × 7 cm)
~ 18 3/4 × 1 1/4 × 2 3/8 in. (47.6 × 3.2 × 6 cm)
~ L. longest pipe 45.4 cm (17-7/8 in.); L. shortest pipe 18.1 cm (7-1/8 in.)
~ 45 9/16 × 20 11/16 × 17 in. (115.8 × 52.5 × 43.2 cm)
~ Height: 20 7/8 in. (53 cm)
Width: 21 5/8 in. (55 cm)
Depth: 13 3/4 in. (35 cm)
~ Height: 32 3/8 in. (82.2 cm)
Diameter (Maximum): 24 7/16 in. (62 cm)
Diameter (Drum head): 21 3/4 in. (55.3 cm)
~ 29 7/16 × 9 1/2 × 6 7/8 in. (74.7 × 24.2 × 17.5 cm)
~ 3 5/8 × 64 15/16 × 14 9/16 in. (9.2 × 165 × 37 cm)
~ 38 × 14 3/8 × 4 in. (96.5 × 36.5 × 10.2 cm)
~ 8 × 74 3/4 × 10 in. (20.3 × 189.9 × 25.4 cm)
~ 8 × 57 1/2 × 8 in. (20.3 × 146.1 × 20.3 cm)
~ L. 50 ×  Diam. Largest 4 3/4 -  smallest 1 1/2  in. (127 × 12.1 - 3.8 cm)
~ 49 × 13 1/2 × 12 3/16 in. (124.5 × 34.3 × 31 cm)
~ Sankh: 6 × 6 × 16 3/4 in. (15.2 × 15.2 × 42.5 cm)
Stand: 2 1/4 × 4 3/4 × 5 3/4 in. (5.7 × 12.1 × 14.6 cm)
~ L 9 3/16 × W. 6 5/8 in. (23.4 × 16.9 cm)
~ Height: 7 in. (17.8 cm)
Width (Of base): 4 1/16 in. (10.3 cm)
~ Length:  56.5 cm (22-1/4 in.)
~ 4 vols. in box
~ H: 10 1/4 in. (26 cm)
~ H: 18 1/2 in. (47 cm)
~ H: 13 3/8 in. (34 cm)
~ vols. 1–8; H. 14 5/8 in. (37 cm)
~ 4 nos. in 3 vols.; H. (irregular): 11 in. ( 28 cm)
~ 2 volumes : frontispiece (portrait), illustrations (some color), 93 plates (some color, including map), 2 diagrams; 
Height: 24 13/16 in. (63 cm); 
Width: 18 7/8 in. (48 cm)
~ 140, 4 pages, frontispiece, illustrations, Height: 12 3/16 in. (31 cm)
~ 83 pages, 3 leaves : illustrations, plates ; Height: 8 11/16 in. (22 cm)
~ 176 pages, illustrations ; Height: 12 3/16 in. (31 cm)
~ 8 unnumbered pages, 56 pages, 8 unnumbered leaves of plates : illustrations ; Height: 9 1/16 in. (23 cm)
~ 831 leaves of plates : col. ill. ; Height: 11 13/16 in. (30 cm)
~ cix, 164 pages, [100] leaves of plates : illustrations (some color) ; Height: 11 13/16 in. (30 cm)
~ 1 volume (unpaged) : illustrations ; Height: 9 1/16 in. (23 cm)
~ illustrations ; height: 8 11/16 in. (22 cm)
~ 1 volume (unpaged) : (chiefly illustrations (some folded, some color)) ; 11 × 11 × 1/2 in. (27.9 × 27.9 × 1.3 cm)
~ 22 unnumbered pages : (chiefly illustrations, some color) ; 8 1/2 × 10 7/8 × 3/8 in. (21.6 × 27.6 × 1 cm)
~ 1 portfolio (4 unnumbered pages, 56 leaves of plates) : illustrations (some color) ; 13 × 10 in. (33 × 25.4 cm)
~ 36 in. × 8 ft. 9 1/2 in. (91.4 × 268 cm)
~ xii, 690 pages : illustrations, plates, color frontispiece, 7 color plates ; Height: 11 7/16 in. (29 cm)
~ 2 volumes : samples ; Height: 12 5/8 in. (32 cm) + 2 sheets (contents)
~ 11 7/16 × 13 3/4 in. (29 × 35 cm)
~ 87 pages, [21] leaves of plates : illustrations (some color), facsimiles ; Height: 16 9/16 in. (42 cm)
~ 1 bound volume (80 p. : ill. ; 36 cm.), 1 portfolio (80 folders of col. ill. + "Commentary," 1 paperbound v. ; 36 cm.) : chiefly col. ill. ; in cloth-covered case ; Height: 14 9/16 in. (37 cm)
~ 12 3/4 × 9 13/16 × 5/16 in. (32.4 × 24.9 × 0.8 cm)
~ 1 volume (unpaged) : samples ; Height: 8 1/4 in. (21 cm)
~ 1 volume : frontispiece, illustrations, plates, plans, facsimiles ; Height: 16 15/16 in. (43 cm)
~ 47 pages : illustrations ; Height: 11 in. (28 cm) ; Width: 14 3/16 in. (36 cm)
~ 159 pages; Height: 9 7/16 in. (24 cm)
~ 89 pages : illustrations; Height: 8 11/16 in. (22 cm)
~ volume : illustrations; Height: 9 13/16 in. (25 cm)
~ volume : illustrations; Height: 12 5/8 in. (32 cm)
~ 1 volume (unpaged) : illustrations ; Height: 6 5/16 in. (16 cm)
~ 16 unnumbered pages : illustrations (some color); Height: 9 13/16 in. (25 cm)
~ 1 volume : illustrations, plates ; Height: 15 3/4 in. (40 cm)
~ 1 volume : illustrations, plates ; Height: 15 3/4 in. (40 cm)
~ 8 unnumbered pages : Height: 7 7/8 in. (20 cm)
~ 7 pages, 30 plates ; Height: 16 15/16 in. (43 cm)
~ 50 3/4 × 82 1/2 in. (128.9 × 209.6 cm)
~ [12] pages : illustrations ; Height: 9 7/16 in. (24 cm)
~ 62 items : illustrations, music
~ 62 items : illustrations, music
~ 62 items : illustrations, music
~ 62 items : illustrations, music
~ 62 items : illustrations, music
~ 62 items : illustrations, music
~ 62 items : illustrations, music
~ 62 items : illustrations, music
~ 62 items : illustrations, music
~ 62 items : illustrations, music
~ 62 items : illustrations, music
~ 62 items : illustrations, music
~ 62 items : illustrations, music
~ 62 items : illustrations, music
~ 62 items : illustrations, music
~ 62 items : illustrations, music
~ 62 items : illustrations, music
~ 62 items : illustrations, music
~ 62 items : illustrations, music
~ 62 items : illustrations, music
~ 62 items : illustrations, music
~ 62 items : illustrations, music
~ Illustrations ; Height: 10 1/4 in. (26 cm)
~ 6 volumes : frontispiece, 14 engraved folded plates (including plans) ; Height: 6 11/16 in. (17 cm)
~ 2 volumes : 10 folded plates, 3 folded plans ; Height: 6 11/16 in. (17 cm)
~ 9 unnumbered pages, 117 pages ; Height: 10 1/4 in. (26 cm)
~ 2 volumes : frontispiece, 29 plates (18 folded) ; Height: 6 11/16 in. (17 cm)
~ [6], 84, [12] pages : 5 folded plans ; Height: 6 11/16 in. (17 cm)
~ 24, 407 pages, 1 leaf of plates : illustrations ; Height: 6 11/16 in. (17 cm)
~ 62 items : illustrations, music
~ 6 volumes : frontispiece, 14 engraved folded plates (including plans) ; Height: 6 11/16 in. (17 cm)
~ 6 volumes : frontispiece, 14 engraved folded plates (including plans) ; Height: 6 11/16 in. (17 cm)
~ 6 volumes : frontispiece, 14 engraved folded plates (including plans) ; Height: 6 11/16 in. (17 cm)
~ 6 volumes : frontispiece, 14 engraved folded plates (including plans) ; Height: 6 11/16 in. (17 cm)
~ 6 volumes : frontispiece, 14 engraved folded plates (including plans) ; Height: 6 11/16 in. (17 cm)
~ 2 volumes : 10 folded plates, 3 folded plans ; Height: 6 11/16 in. (17 cm)
~ [8], 244 leaves of plates : chiefly illustrations (engravings), portrait ; Height: 18 1/2 in. (47 cm)
~ volume : illustrations (some color) ; Height: 12 1/16 in. (30.7 cm)
~ volume : illustrations ( some color) ; Height: 13 1/16 in. (33.2 cm)
~ volume : illustrations ; Height: 12 7/8 in. (32.7 cm)
~ volume : illustrations ; Height: 12 11/16 in. (32.3 cm)
~ 207 pages, illustrations (some color), Height: 10 1/4 in. (26 cm)
~ 2 pages, l, ii, [2], 72, 4 pages : illustrations, 71 plates (1 folded) ; Height: 22 13/16 in. (58 cm)
~ 7 pages of leaves, 3-106 pages, 3 leaves : frontispiece, plates ; Height: 8 11/16 in. (22 cm)
~ 45 pages : 1 leaf including color frontispiece, illustrations ; Height: 9 13/16 in. (25 cm)
~ 1 volume : chiefly color illustrations, samples ; Height: 13 3/4 in. (35 cm) - 17 11/16 in. (45 cm)

~ 2 volumes : illustrations (some color) ; Height: 15 3/4 in. (40 cm)
~ 2 pages, leaf, ii, [3]-52 pages, 85 leaves of plates : illustrations, map, 12 plans ; Height: 23 5/8 × 16 9/16 in. (60 cm)
~ 1 sound disc : analog, 33 1/3 rpm; Height: 12 in. (30.5 cm)
~ [4] pages, [15] leaves of plates : color illustrations, plates ; Height: 19 5/16 in. (49 cm) x Width: 16 1/8 in. (41 cm)
~ Height: 10 7/8 in. (27.6 cm)
Width: 8 3/8 in. (21.3 cm)
~ Height: 10 7/8 in. (27.6 cm)
Width: 8 3/8 in. (21.3 cm)
~ Height: 10 7/8 in. (27.6 cm)
Width: 8 3/8 in. (21.3 cm)
~ Height: 10 7/8 in. (27.6 cm)
Width: 8 3/8 in. (21.3 cm)
~ 24 pages : all photographs ; Height: 8 1/4 in. (21 cm) x Width: 11 7/16 in. (29 cm)
~ 84 leaves : chiefly illustrations ; Height: 25 3/16 in. (64 cm)
~ [4], 314 pages, [7] folded leaves of plates : diagrams ; Height: 8 1/4 in. (21 cm)
~ 2 preliminary leaves, 6, [106] pages : 100 plates (some color including frontispiece) ; Height: 22 7/16 in. (57 cm) x Width: 15 3/8 in. (39 cm)
~ 21 leaves of plates : all illustrations ; Height: 13 3/4 in. (35 cm)
~ 1 sheet ; Height: 8 1/4 in. (21 cm) x Width: 5 7/8 in. (15 cm)
~ 85 pages, Height: 9 7/16 in. (24 cm)
~ xix, 100, 37 pages, Height: 10 1/4 in. (26 cm)
~ 101 pages, Height: 9 1/16 in. (23 cm)
~ 241 pages, Height: 9 7/16 in. (24 cm)
~ 111 pages : illustrations ; Height: 9 7/16 in. (24 cm)
~ 51 pages : illustrations ; Height: 9 1/16 in. (23 cm)
~ 66 pages ; Height: 9 7/16 in. (24 cm)
~ 133 pages, [1] folded leaf of plates : illustrations ; Height: 9 7/16 in. (24 cm)
~ 190, [6] pages, 6 leaves of plates : illustrations (some color) ; Height: 9 1/16 in. (23 cm)
~ 9 volumes : illustrations ; Height: 21 5/8 in. (55 cm)
~ 266 pages : illustrations ; Height: 12 3/16 in. (31 cm)
~ 16 volumes ; 50 cm. or smaller + 5 boxes of catalog cards
~ xvii pages, 1 leaves, 380 pages : illustrations, plates ; Height: 13 3/4 in. (35 cm) x Width: 11 in. (28 cm)
~ ca. 375 leaves in various foliations : illustrations, samples ; Height: 11 13/16 in. (30 cm)
~ ca. 375 leaves in various foliations : illustrations, samples ; Height: 11 13/16 in. (30 cm)
~ 1 volume (139 pages) ; Height: 17 5/16 in. (44 cm)
~ 284 leaves
~ 1 volume (unpaged) : illustrations (some color) ; Height: 8 1/4 in. (21 cm) x Width: 9 1/16 in. (23 cm)
~ 57 pages : illustrations ; Height: 12 5/8 in. (32 cm)
~ 31 pages : illustrations ; Height: 9 7/16 in. (24 cm)
~ 120 pages : illustrations ; Height: 9 1/16 in. (23 cm)
~ 28 volumes : illustrations (some color) ; Height: 9 7/16 in. (24 cm) - 15 3/4 in. (40 cm)
~ [64] leaves : illustrations ; Height: 17 11/16 × 15 3/8 in. (45 × 39 cm)
~ xi, 105 pages, [2] pages of plates : illustrations ; Height: 15 3/8 in. (39 cm)
~ [158] plates, 36 pages ; Height: 20 1/2 in. (52 cm)
~ Height: 5 1/8 in. (13 cm)
Width: 3 15/16 in. (10 cm)
~ Height: 5 1/2 in. (14 cm)
Width: 3 15/16 in. (10 cm)
~ Height: 4 3/4 in. (12 cm)
Width: 4 5/16 in. (11 cm)
~ Height: 5 1/8 in. (13 cm)
Width: 3 15/16 in. (10 cm)
~ 1 volume (unpaged) : illustrations ; Height: 5 7/8 in. (15 cm) ; Width: 9 7/16 in. (24 cm)
~ 12 pages : all samples ; Height: 11 7/16 in. (29 cm)
~ 26 leaves : chiefly color illustrations ; Height: 9 1/16 in. (23 cm)
~ volumes : illustrations, plates (some color) ; Height: 16 9/16 in. (42 cm)
~ volumes : illustrations, plates (some color) ; Height: 16 9/16 in. (42 cm)
~ 25 volumes : illustrations, portraits ; Height: 14 3/16 in. (36 cm)
~ 2 volumes : plates, map ; Height: 9 1/16 in. (23 cm)
~ 2 volumes : plates, map ; Height: 9 1/16 in. (23 cm)
~ 46 unnumbered pages :1 illustration ; Height: 11 7/16 in. (29 cm)
~ 1 box (approximately 34 various pieces) : illustrations ; Height: 14 9/16 in. (37 cm) ; Width: 11 13/16 in. (30 cm) Depth: 3 1/8 in. (8 cm)
~ 2 volumes in 1 : illustrations ; Height: 11 in. (28 cm)
from parse import *
import re

#search('{:d}.{:d} x {:d}.{:d} cm',dim)
#print (_[0], _[1], _[2], _[3], )

# dim = '132 x 102 in. (335.3 x 259.1 cm)'
#dim = '132 x 102 in. (335 x 259 cm)'
#search('{:d}.{:d} x {:d}.{:d} cm',dim)
#    print (_[0], _[1], _[2], _[3], )


# dim = '9 1/2 x 37 1/2 x 6 1/4 in. (24.1 x 95.3 x 15.9 cm)'

result = None

# dim ='H. 11 3/4 in. (29.8 cm)'
# result = re.match("(\d+\.\d+) x (\d+\.\d+) cm",dim)

for index, row in missing_hdf.iterrows