%%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

# The Met's weekly CSV dump URL in Github - this is quite big at 250 Mbytes
# Comment out for now, since this is slow to load. See next section where
#   we use a local copy in Gdrive
# url = 'https://media.githubusercontent.com/media/metmuseum/openaccess/master/MetObjects.csv'

# The following accesses Andrew's local Gdrive storage. 
# For others, you can comment out the next two lines and instead,
#   uncomment the "url" line above.
# from google.colab import drive
# drive.mount('/content/gdrive')
# !ls -l /content/gdrive/My\ Drive/Colab\ file\ storage/MetObjects-20190220.csv

# Use local copy of CSV file for speed
url = 'metmuseum/MetObjects-20190715.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()

# Show stats on the columns
# hdf.count()
CPU times: user 9.02 s, sys: 656 ms, total: 9.67 s
Wall time: 9.69 s
hdf['Object Number'].count()
1970
hdf.info()
<class 'pandas.core.frame.DataFrame'>
Int64Index: 1970 entries, 167 to 494064
Data columns (total 44 columns):
Object Number              1970 non-null object
Is Highlight               1970 non-null bool
Is Public Domain           1970 non-null bool
Object ID                  1970 non-null int64
Department                 1970 non-null object
Object Name                1711 non-null object
Title                      1945 non-null object
Culture                    1015 non-null object
Period                     351 non-null object
Dynasty                    94 non-null object
Reign                      70 non-null object
Portfolio                  4 non-null object
Artist Role                1196 non-null object
Artist Prefix              173 non-null object
Artist Display Name        1218 non-null object
Artist Display Bio         1125 non-null object
Artist Suffix              27 non-null object
Artist Alpha Sort          1218 non-null object
Artist Nationality         923 non-null object
Artist Begin Date          1124 non-null object
Artist End Date            1118 non-null object
Object Date                1966 non-null object
Object Begin Date          1970 non-null int64
Object End Date            1970 non-null int64
Medium                     1764 non-null object
Dimensions                 1866 non-null object
Credit Line                1867 non-null object
Geography Type             396 non-null object
City                       476 non-null object
State                      48 non-null object
County                     133 non-null object
Country                    687 non-null object
Region                     209 non-null object
Subregion                  99 non-null object
Locale                     44 non-null object
Locus                      24 non-null object
Excavation                 38 non-null object
River                      18 non-null object
Classification             1555 non-null object
Rights and Reproduction    145 non-null object
Link Resource              1970 non-null object
Metadata Date              1970 non-null object
Repository                 1970 non-null object
Tags                       1632 non-null object
dtypes: bool(2), int64(3), object(39)
memory usage: 665.6+ KB
hdf.sample(3)
Object Number Is Highlight Is Public Domain Object ID Department Object Name Title Culture Period Dynasty ... Locale Locus Excavation River Classification Rights and Reproduction Link Resource Metadata Date Repository Tags
317292 67.119 True True 451909 Islamic Art Figure Standing Figure with Jeweled Headdress NaN NaN NaN ... NaN NaN NaN NaN Sculpture NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Men
415136 BX9454 .S25 1688 True True 681386 The Libraries NaN Réponse aux plaintes des protestans touchant l... NaN NaN NaN ... NaN NaN NaN NaN | NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY NaN
415297 DA447.G7 H26 1876 True True 681556 The Libraries NaN Mémoires du Comte de Grammont : histoire amour... NaN NaN NaN ... NaN NaN NaN NaN | NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY NaN

3 rows × 44 columns

hdf[['Object Number','Object ID','Object Name','Title','Department','Object Date','Object Begin Date','Object End Date']].sample(3)
Object Number Object ID Object Name Title Department Object Date Object Begin Date Object End Date
328818 56.70a–c 470304 Altarpiece Annunciation Triptych (Merode Altarpiece) The Cloisters ca. 1427–32 1427 1432
146320 81.10.224 245376 Amphoriskos, Ennion Glass hexagonal amphoriskos Greek and Roman Art 1st half of 1st century A.D. 1 50
308307 2012.99 440393 Painting The Baptism of Christ European Paintings ca. 1590 1585 1595

Frequency stats

Here we see that paintings are the most common object type, expressed in the database as "Object Name." American culture is the most prevalent.

hdf.describe(include=[np.object])
Object Number Department Object Name Title Culture Period Dynasty Reign Portfolio Artist Role ... Locale Locus Excavation River Classification Rights and Reproduction Link Resource Metadata Date Repository Tags
count 1970 1970 1711 1945 1015 351 94 70 4 1196 ... 44 24 38 18 1555 145 1970 1970 1970 1632
unique 1970 19 690 1783 335 138 28 41 4 168 ... 38 22 32 17 221 72 1970 1 1 1103
top 1995.251 The Libraries Painting Evening dress American New Kingdom Dynasty 18 reign of Amenhotep III Plate 8 and page 54 from Jazz;\r\nParis, Tèria... Artist ... Tomb of Meketre (TT 280, MMA 1101) serdab MMA excavations, 1920 Middle Sepik River Paintings © 2019 Artists Rights Society (ARS), New York http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
freq 1 258 290 18 192 30 35 12 1 636 ... 3 3 4 2 310 57 1 1970 1970 50

4 rows × 39 columns

Let's take a look at Object Name vs Classification, to see if it helps us with Wikidata instances (P31) and genre (P136)

According to the API documentation, we have two fields that are very similar. But how similar are they?

  • Object Name - "Describes the physical type of the object"
  • Classification - "General term describing the artwork type"

https://metmuseum.github.io/

Object Name

Most of these are one term, but a few rows have more than one, with commas separating them.

hdf['Object Name'].value_counts()[:30]
Painting                                   290
Photograph                                 101
Drawing                                     83
Sculpture                                   59
Figure                                      34
Print                                       25
Evening dress                               21
Folio from an illustrated manuscript        19
Bowl                                        17
Dress                                       17
Relief                                      16
Carpet                                      16
Panel                                       13
Ensemble                                    13
Mask                                        13
Watercolor                                  12
Bust                                        12
Plaque                                      12
Statue                                      11
Vase                                        11
Statuette                                   11
Tapestry                                     9
Ewer                                         9
Dish                                         8
Guitar                                       8
Period room                                  8
Handscroll                                   8
Folio from a non-illustrated manuscript      8
Male figure                                  6
Vessel                                       6
Name: Object Name, dtype: int64

Items with a comma in object name, signaling something complex

hdf[hdf['Object Name'].str.contains(',',na=False)][['Object Number','Object ID','Object Name','Classification','Title','Department','Object Date','Object Begin Date','Object End Date']]
Object Number Object ID Object Name Classification Title Department Object Date Object Begin Date Object End Date
14404 1996.563 15588 Painting, miniature Paintings Portrait of a Gentleman American Decorative Arts ca. 1770 1767 1770
20641 1970.179.1a–q 24861 Cased set of a flintlock rifle, a pair of pist... Firearms-Guns-Flintlock Cased Set of a Flintlock Rifle, a Pair of Pist... Arms and Armor ca. 1800 1775 1825
116224 68.141.81a–f 204896 Teakettle, lamp, and table Metalwork-Silver Teakettle, lamp, and table European Sculpture and Decorative Arts 1724–25 1724 1725
140559 70.1 239584 Sarcophagus, garland Stone Sculpture Marble sarcophagus with garlands Greek and Roman Art ca. A.D. 200–225 200 225
142973 74.51.2453 242006 Sarcophagus, Amathus Stone Sculpture Limestone sarcophagus: the Amathus sarcophagus Greek and Roman Art 2nd quarter of the 5th century B.C. -475 -450
146320 81.10.224 245376 Amphoriskos, Ennion Glass Glass hexagonal amphoriskos Greek and Roman Art 1st half of 1st century A.D. 1 50
149249 10.231.1 248466 Statuette of philosopher on lamp stand, Hermar... Bronzes Bronze statuette of a philosopher on a lamp stand Greek and Roman Art late 1st century B.C. -25 -1
149419 12.159 248644 Lekythos, funerary Stone Sculpture Marble funerary lekythos Greek and Roman Art ca. 375–350 B.C. -375 -350
149649 14.104.1 248876 Seal, lentoid Gems Agate Lentoid Greek and Roman Art ca. 1450–1400 B.C. -1450 -1400
149663 14.130.1 248891 Statue of a boy, Gaius Caesar ? Bronzes Bronze statue of an aristocratic boy Greek and Roman Art 27 B.C.–A.D. 14 -27 14
152165 24.97.15 251476 Statue of Athena, upper part Stone Sculpture Marble head and torso of Athena Greek and Roman Art 1st–2nd century A.D. 1 199
152519 25.78.56 251838 Statue of the Diadoumenos, fragmentary Stone Sculpture Fragments of a marble statue of the Diadoumeno... Greek and Roman Art ca. A.D. 69–96 69 96
152605 25.116 251929 Statue of a wounded warrior, Protesilaos ? Stone Sculpture Marble statue of a wounded warrior Greek and Roman Art ca. A.D. 138–181 138 181
153100 26.59.1 252453 Column, with Ionic Capital Stone Sculpture Marble column from the Temple of Artemis at Sa... Greek and Roman Art ca. 300 B.C. -300 -280
155068 42.11.30 254473 Cameo, portrait of Augustus Gems Sardonyx cameo portrait of the Emperor Augustus Greek and Roman Art ca. A.D. 41–54 35 75
155184 48.11.4 254597 Grave relief with enthroned woman, fragment Stone Sculpture Marble stele (grave marker) of a woman Greek and Roman Art mid-4th century B.C. -375 -325
155379 54.11.5 254801 Plaque, funerary Terracottas Terracotta funerary plaque Greek and Roman Art ca. 520–510 B.C. -520 -510
155397 55.11.5 254819 Sarcophagus, triumph of Dionysos and the Seasons Stone Sculpture Marble sarcophagus with the Triumph of Dionyso... Greek and Roman Art ca. A.D. 260–270 260 270
155420 56.11.5, .6 254842 Bracelet spirals, Triton and Tritoness Gold and Silver Pair of gold armbands Greek and Roman Art ca. 200 B.C. -200 -200
155726 63.11.6 255154 Amphora, Type A Vases Terracotta amphora (jar) Greek and Roman Art ca. 530 B.C. -530 -530
155910 1972.11.1 255344 Statuette of an artisan, hunchback Bronzes Bronze statuette of an artisan with silver eyes Greek and Roman Art ca. mid-1st century B.C. -60 -40
155982 1972.118.104 255417 Statuette of a woman, steatopygous Stone Sculpture Marble female figure Greek and Roman Art 4500–4000 B.C. -4999 -4000
156707 1994.43.1, .2 256184 Skyphoi with Erotes, pair Gold and Silver Pair of silver scyphi (cups) with relief decor... Greek and Roman Art late 1st century B.C.–early 1st century A.D. -50 50
157080 1989.281.45a, b–.48 256977 Vases, group of four Gold and Silver Group of four vases Greek and Roman Art ca. 2300–2000 B.C. -2300 -2000
157081 1989.281.49, .50 256978 Helmets, 2 Bronzes Two bronze helmets Greek and Roman Art late 7th century B.C. -650 -600
157579 2003.407.8a, b 257640 Statue of a young man, half-draped Stone Sculpture Marble statue of a member of the imperial family Greek and Roman Art 27 B.C.–A.D. 68 -27 68
157691 2012.479.2 257875 Flask, snake-thread mouse-shaped Glass Glass snake-thread flask shaped like a mouse Greek and Roman Art 3rd century A.D. 200 299
305987 20.155.9 435739 Painting, overdoor Paintings The Toilette of Venus European Paintings 1751 1751 1751
306472 33.92ab 436282 Painting, diptych Paintings The Crucifixion; The Last Judgment European Paintings ca. 1440–41 1440 1441
307311 36.14a–c 437261 Painting, triptych Paintings The Penitence of Saint Jerome European Paintings ca. 1512–15 1512 1515
... ... ... ... ... ... ... ... ... ...
355074 2005.363 547692 Head, Amarna princess NaN Head of a princess from a group statue Egyptian Art ca. 1352–1336 B.C. -1352 -1336
355076 07.228.27 547694 Block statue, Djedkhonsuefankh NaN Block Statue of a Prophet of Montu and Scribe ... Egyptian Art 690–610 B.C. -690 -690
355086 2000.62 547704 Head, goddess NaN Head of a goddess Egyptian Art ca. 1295–1270 B.C. -1295 -1270
355132 1989.281.98 547771 Amulet, Ram's head NaN Ram's-head Amulet Egyptian Art ca. 712–664 B.C. -712 -712
355133 1995.21 547772 Statuette, kneeling king, Thutmose III NaN Ritual Statuette of Thutmose III Egyptian Art ca. 1479–1425 B.C. -1479 -1425
355134 66.99.134 547773 Head, Ptolemy II or III NaN Head of Ptolemy II or III Egyptian Art 246–222 B.C. -246 -222
355136 1997.375 547775 Head, Hippopotamus NaN Head of a Hippopotamus Egyptian Art ca. 1390–1352 B.C. -1390 -1352
355138 19.2.15 547777 Statue, god NaN Male god Egyptian Art ca. 1390–1352 B.C. -1390 -1352
355157 68.154 547802 Temple, Dendur NaN The Temple of Dendur Egyptian Art completed by 10 B.C. -10 -10
355244 49.121.1 547900 Necklace, broad collar, miniature NaN Miniature broad collar Egyptian Art 332–246 B.C. -332 -246
355248 29.2.3 547904 Statuette, Bes-image, Hor-Asha-Khet NaN Bes-image of the god Hor-Asha-Khet Egyptian Art 4th–2nd century B.C. -399 -100
355291 18.9.2 547951 Panel painting, Eutyches NaN Portrait of the Boy Eutyches Egyptian Art A.D. 100–150 100 150
355552 07.230.2 548212 Relief, Temple wall, Mentuhotep II NaN Relief of Nebhepetre Mentuhotep II and the God... Egyptian Art ca. 2010–2000 B.C. -2010 -2000
355569 12.187.31 548230 Head fragment, Ptolemy II NaN Face attributed to Ptolemy II Philadelphos or ... Egyptian Art 285–246 B.C. -285 -246
355595 25.3.182a, b 548264 Outer coffin, Singer of Amun-Re, Henettawy F NaN Outer Coffin of the Singer of Amun-Re, Henettawy Egyptian Art ca. 1000–945 B.C. -1000 -945
355625 26.7.852a, b 548300 Statuette, Imhotep NaN Statue of Seated Imhotep Egyptian Art 332–30 B.C. -332 -30
355660 23.3.468 548338 Relief, Tomb of Nespekashuty (63 parts) NaN Reliefs from the Tomb of Nespekashuty Egyptian Art 656–610 B.C. -656 -610
355661 26.7.971 548339 Chalice, cup, lotiform, relief NaN Lotiform Chalice Egyptian Art ca. 945–664 B.C. -945 -664
355664 30.8.57 548343 Shabti, Yuya NaN Shabti of Yuya Egyptian Art ca. 1390–1352 B.C. -1390 -1352
355665 30.3.31 548344 Papyrus, funerary, Book of the Dead, Nany NaN Book of the Dead for the Singer of Amun, Nany Egyptian Art ca. 1050 B.C. -1050 -1050
355680 1996.91 548360 Statue, torso, striding general NaN Torso of a High General Egyptian Art 4th century B.C. -399 -300
355875 26.2.47 548584 Cosmetic Spoon, Swimming Woman, Gazelle NaN Cosmetic Spoon in the Shape of Swimming Woman ... Egyptian Art ca. 1390–1352 B.C. -1390 -1390
356407 2007.24 549169 Statuette, Ptah NaN Cult Image of the God Ptah Egyptian Art ca. 945–600 B.C. -945 -945
357742 1982.318 550755 Block Statue, Governor of Sais NaN Naophorous Block Statue of a Governor of Sais,... Egyptian Art 664–610 B.C. -664 -610
359845 26.7.845 553045 Statuette, Nehemetaui or Nebethetepet NaN Statue of a goddess, probably Nehemetaui or Ne... Egyptian Art 550–300 B.C. -550 -550
361531 66.99.94 554769 stelophore, Bay NaN Stelophorous Statue of Bay Egyptian Art ca. 1294–1250 B.C. -1294 -1250
376975 2008.353 587591 Head, goddess Mut, protome NaN Head of a goddess, probably Mut, for attachmen... Egyptian Art ca. 700 B.C. -700 -700
376978 2009.175 587598 Statue, Ptah NaN Ptah Statue Egyptian Art ca. 1070–712 B.C. -1070 -1070
377031 2010.259 587760 Statue, priest NaN Kushite priest wearing garment with leopard's ... Egyptian Art ca. 712–664 B.C. -712 -712
385587 2014.215 634951 Urn, cinerary Miscellaneous-Stone Vases Porphyry vessel with bearded masks Greek and Roman Art ca. late 1st century B.C.‒early 2nd century A.D. -30 125

144 rows × 9 columns

 
hdf['Classification'].value_counts()[:20]
Paintings                           310
Photographs                         106
Drawings                             93
Sculpture                            68
|                                    55
Codices                              43
Wood-Sculpture                       40
Stone Sculpture                      39
Furniture                            36
Ceramics                             33
Glass                                25
Prints                               25
Vases                                23
Bronzes                              20
Metalwork-Silver                     19
Textiles-Rugs                        17
Woodwork-Furniture                   16
Ivories                              15
Chordophone-Lute-plucked-fretted     13
Stone-Sculpture                      13
Name: Classification, dtype: int64

Investigating "pipe" for classification

A number of rows (55) have just "|" for Classification. Let's look into those more

hdf[hdf['Classification'].str.contains('^\|$',na=False)][['Object Number','Object ID','Object Name','Classification','Title','Department','Object Date','Object Begin Date','Object End Date']]
Object Number Object ID Object Name Classification Title Department Object Date Object Begin Date Object End Date
351683 20.3.1 544214 Travelling boat, Meketre, music, harp | Travelling Boat being Rowed Egyptian Art ca. 1981–1975 B.C. -1981 -1981
351696 40.3.12 544228 Scarab, bracelet, Wah | Scarab of the Storehouse Overseer Wah Egyptian Art ca. 1981–1975 B.C. -1981 -1981
351969 11.215.450 544509 Music, menat, cat | Menat necklace from Malqata Egyptian Art ca. 1390–1353 B.C. -1390 -1390
351974 26.7.1396 544514 Head, queen, fragment, lips | Fragment of a Queen's Face Egyptian Art ca. 1353–1336 B.C. -1353 -1336
352196 15.2.1 544740 Statue, Yuny, Renenutet, pair, menat, music | Yuny and His Wife Renenutet Egyptian Art ca. 1294–1279 B.C. -1294 -1279
352594 36.3.2 545146 Heart Scarab, Hatnefer | Heart Scarab of Hatnefer Egyptian Art ca. 1492–1473 B.C. -1492 -1473
378064 BV4834 .A75 1696 591838 NaN | Doct. Johan Arndts, dess gottseligen und hoche... The Libraries 1696 1696 1696
378068 920.3 W52 F 591842 NaN | The letters of Sir Richard Westmacott The Libraries 19th century 1800 1899
378084 201.9 Av3 591858 NaN | Diaries of Samuel P. Avery The Libraries 1871–82 1871 1882
378089 146.8 M821 Q 591863 NaN | Catalogue of the Collection of Jewels and Prec... The Libraries 1910 1910 1910
378090 926.1 M642 591864 NaN | Paradise Lost The Libraries 1902 1902 1902
413538 G150 .A45 1820 678732 NaN | L'ami des voyageurs, ou, Etrennes instructives... The Libraries ca. 1820 1815 1825
413836 PQ4567 .A2 1584 679465 NaN | Orlando furioso di M. Lodouico Ariosto nuouame... The Libraries 1584 1584 1584
413847 PA6558 .A5 1726 679476 NaN | Histoire secrette de Neron, ov, Le festin de T... The Libraries 1726 1726 1726
413979 PA6555 .A2 1585 679629 NaN | A. Persii Satyrarum liber I.D. Iunii Iuuenalis... The Libraries 1585 1585 1585
413987 AY834 .A46 1813 679638 NaN | Almanach impérial, pour l'année M. DCCC. XIII ... The Libraries 1813 1813 1813
414054 AY831 .Z7 1792 679732 NaN | Almanach royal, année bissextile M.DCC.LXCII :... The Libraries 1791 1791 1791
414510 DC611.N846 A5 1788 680318 NaN | Almanach de Normandie pour l'année bissext. 1788 The Libraries [1787] 1787 1788
414712 AY831 .Z7 1783 680708 NaN | Almanach royal : année bissextile M.DCC.LXXXIV... The Libraries 1783 1783 1783
414747 AY831 .Z7 1784a 680752 NaN | Almanach royal, année bissextile M.DCC.LXXXIV. The Libraries 1783 1783 1783
414808 AY831 .Z7 1788 680818 NaN | Almanach royal, année bissextile M.DCC.LXXXVII... The Libraries 1787 1787 1787
414809 AY831 .Z7 1758 680819 NaN | Almanach royal, année M.DCC.LVIII The Libraries 1757 1757 1757
414811 TL620.A1 A6 1784 680821 NaN | L'Amour dans le globe; ou, L'Almanach volant, ... The Libraries 1784 1784 1784
414822 PQ1189 .M66 1765 680832 NaN | Anthologie françoise, ou, Chansons choisies, d... The Libraries 1765 1765 1765
414824 SB472.32.E54 W48 1771 680835 NaN | L'art de former les jardins modernes, ou, L'ar... The Libraries 1771 1771 1771
414987 PQ1795 .T5 1790 681128 NaN | Les aventures de Télémaque, fils d'Ulysse par ... The Libraries 1790 1790 1790
414988 BS75 1785b Q 681149 NaN | Bibliorum Sacrorum Vulgatae versionis The Libraries 1785 1785 1785
415004 BX2016.A5 F7 1792 681246 NaN | L'office de l'Église en françois contenant les... The Libraries 1792 1792 1792
415025 AY834 .P48 1818 681269 NaN | Petit almanach de la cour de France : 1819. tr... The Libraries 1818 1818 1818
415100 QB7 .C15 1772 681349 NaN | Calendrier belgique, curieux et utile, contena... The Libraries 1772 1772 1772
415108 AY831 .Z7 1784 681357 NaN | Le calendrier de la cour : tiré des ephéméride... The Libraries 1784 1784 1784
415122 KKL273.1.Z94 C4 1815 681372 NaN | Codice civile generale austriaco The Libraries 1815 1815 1815
415134 TA71 .F73 1829 681384 NaN | Rapport au roi sur la situation, au 31 mars, 1... The Libraries 1829 1829 1829
415136 BX9454 .S25 1688 681386 NaN | Réponse aux plaintes des protestans touchant l... The Libraries 1688 1688 1688
415138 PA4375.M8 D3 1772 681388 NaN | Traité de Plutarque, sur la manière de discern... The Libraries 1772 1772 1772
415139 BX2010 .A2 1794 681389 NaN | Uffizio della Settimana Santa : colle rubriche... The Libraries 1794 1794 1794
415248 PQ1954.A54 L4 1741 681502 NaN | Lettres cabalistiques, ou, Correspondance phil... The Libraries 1741 1741 1741
415249 DC122.8 .P413 1785 681504 NaN | The life of Henry the Fourth of France, transl... The Libraries NaN 0 0
415276 PQ4272.F5 A34 1697 681534 NaN | Contes et nouvelles de Bocace florentin : trad... The Libraries 1697 1697 1697
415287 PQ1809 .A1 1795 681545 NaN | Contes et nouvelles en vers par Jean de la Fon... The Libraries 1795 1795 1795
415288 PN6231.P6 B63 1669 681546 NaN | De' ragguagli di Parnaso: Centuria prima-seconda The Libraries 1669 1669 1669
415289 BV4823 .D48 1741 681547 NaN | De l'imitation de Jesus-Christ, traduction nou... The Libraries 1741 1741 1741
415292 TS1484 .B56 1777 681551 NaN | Mémoire sur un rouet a filer des deux mains a ... The Libraries 1777 1777 1777
415295 U101 .M7814 1760 681554 NaN | Memoires de Montecuculi, generalissime des tro... The Libraries 1760 1760 1760
415297 DA447.G7 H26 1876 681556 NaN | Mémoires du Comte de Grammont : histoire amour... The Libraries 1876 1876 1876
415298 DC130.L14 L14 1749 681559 NaN | Memoires et réflexions sur les principaux éven... The Libraries 1749 1749 1749
415299 PQ1821 1773 681563 NaN | Oeuvres de Moliere : avec des remarques gramma... The Libraries 1773 1773 1773
415302 PQ2067.T28 D4 1770 681573 NaN | Les oeuvres morales de Mr. Diderot : contenant... The Libraries 1770 1770 1770
415476 DH188.H67 W47 1568 682010 NaN | La dedvction de l'innocence de messire Philipp... The Libraries 1568 1568 1568
415478 PA6525.H4 N3 1762 682012 NaN | Epistole eroiche di P. Ovidio Nasone The Libraries 1762 1762 1762
415479 PN1489 .M37 1651 682013 NaN | L'eschole de Salerne en vers burlesques & duo ... The Libraries 1651 1651 1651
415480 NE2049.5.W38 W38 1710 682014 NaN | Figures françoises et comiques nouvellement in... The Libraries 1710?–?1720 1705 1725
415481 ND616 .G35 1812 682015 NaN | Galerie Giustiniani, ou, Catalogue figuré des ... The Libraries 1812 1812 1812
415548 TL620.A1 A6 1784a 682098 NaN | L'Amour dans le globe; ou, L'Almanach volant, ... The Libraries 1784 1784 1784
444143 130.8 C23 724625 NaN | Istruzione elementare per gli studiosi della s... The Libraries 1802 1802 1802

Overall numbers

# 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())
1970
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'
query = '''
SELECT (COUNT(?item) as ?count) WHERE { 
  BIND (wd:Q160236 AS ?institution)
  ?item wdt:P195 ?institution .
  ?item p:P195 [ ps:P195 ?id ; pq:P2868 wd:Q29188408 ]  .
}
'''
data = requests.post(wikidata_api_url, data={'query': query, 'format': 'json'}).json()

print (int(data['results']['bindings'][0]['count']['value']),'items with collection Met, subject has role->collection highlight')
1595 items with collection Met, subject has role->collection highlight
query = '''
SELECT (COUNT(?item) as ?count) WHERE { 
  VALUES ?ids { %s } 
  ?item wdt:P3634 ?ids.
}
'''
query = query % hstring
#query
data = requests.post(wikidata_api_url, data={'query': query, 'format': 'json'}).json()

print (int(data['results']['bindings'][0]['count']['value']),'items in Wikidata that match Met highlights list')
1595 items in Wikidata that match Met highlights list

Query all collection->Met, subject has role->collection highlight

query = '''
SELECT ?item WHERE { 
  BIND (wd:Q160236 AS ?institution)
  ?item wdt:P195 ?institution .
  ?item p:P195 [ ps:P195 ?id ; pq:P2868 wd:Q29188408 ]  .
}
'''
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',''))})

df_highlights_byrole = pd.DataFrame(resultarray)
print(len(df_highlights_byrole))
df_highlights_byrole.count()
1595
qid    1595
dtype: int64
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()
data
{'head': {'vars': ['item', 'metid']},
 'results': {'bindings': [{'metid': {'type': 'literal', 'value': '1674'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29382893'}},
   {'metid': {'type': 'literal', 'value': '37788'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29383248'}},
   {'metid': {'type': 'literal', 'value': '2408'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29382908'}},
   {'metid': {'type': 'literal', 'value': '1083'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29382881'}},
   {'metid': {'type': 'literal', 'value': '11329'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q20170753'}},
   {'metid': {'type': 'literal', 'value': '12127'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q2664039'}},
   {'metid': {'type': 'literal', 'value': '12602'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q19925491'}},
   {'metid': {'type': 'literal', 'value': '13471'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29383030'}},
   {'metid': {'type': 'literal', 'value': '1524'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29382890'}},
   {'metid': {'type': 'literal', 'value': '200'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29382862'}},
   {'metid': {'type': 'literal', 'value': '206989'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29383651'}},
   {'metid': {'type': 'literal', 'value': '4285'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29382927'}},
   {'metid': {'type': 'literal', 'value': '44918'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29383342'}},
   {'metid': {'type': 'literal', 'value': '465966'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29385391'}},
   {'metid': {'type': 'literal', 'value': '81100'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29383398'}},
   {'metid': {'type': 'literal', 'value': '10793'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q19924670'}},
   {'metid': {'type': 'literal', 'value': '10830'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q20171076'}},
   {'metid': {'type': 'literal', 'value': '1084'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29382884'}},
   {'metid': {'type': 'literal', 'value': '12012'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q28229021'}},
   {'metid': {'type': 'literal', 'value': '12019'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29383018'}},
   {'metid': {'type': 'literal', 'value': '237'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29382865'}},
   {'metid': {'type': 'literal', 'value': '24975'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29383208'}},
   {'metid': {'type': 'literal', 'value': '39707'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29383301'}},
   {'metid': {'type': 'literal', 'value': '437769'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q20167131'}},
   {'metid': {'type': 'literal', 'value': '82103'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29383466'}},
   {'metid': {'type': 'literal', 'value': '82880'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29383492'}},
   {'metid': {'type': 'literal', 'value': '9334'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29382967'}},
   {'metid': {'type': 'literal', 'value': '1029'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29382874'}},
   {'metid': {'type': 'literal', 'value': '10388'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q20169985'}},
   {'metid': {'type': 'literal', 'value': '1047'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29382878'}},
   {'metid': {'type': 'literal', 'value': '10732'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q20177978'}},
   {'metid': {'type': 'literal', 'value': '11040'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q20170574'}},
   {'metid': {'type': 'literal', 'value': '11055'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q19924635'}},
   {'metid': {'type': 'literal', 'value': '11130'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q18619431'}},
   {'metid': {'type': 'literal', 'value': '11900'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q20169799'}},
   {'metid': {'type': 'literal', 'value': '12702'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q20169527'}},
   {'metid': {'type': 'literal', 'value': '14930'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q19923830'}},
   {'metid': {'type': 'literal', 'value': '14932'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q20172190'}},
   {'metid': {'type': 'literal', 'value': '17053'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q20178178'}},
   {'metid': {'type': 'literal', 'value': '22634'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29383115'}},
   {'metid': {'type': 'literal', 'value': '23026'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29383131'}},
   {'metid': {'type': 'literal', 'value': '2390'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29382904'}},
   {'metid': {'type': 'literal', 'value': '24648'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29383151'}},
   {'metid': {'type': 'literal', 'value': '24686'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29383160'}},
   {'metid': {'type': 'literal', 'value': '318345'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29384393'}},
   {'metid': {'type': 'literal', 'value': '364'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29382867'}},
   {'metid': {'type': 'literal', 'value': '435702'},
    'item': {'type': 'uri', 'value': 'http://www.wikidata.org/entity/Q40432'}},
   {'metid': {'type': 'literal', 'value': '45428'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29383344'}},
   {'metid': {'type': 'literal', 'value': '492388'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q20200739'}},
   {'metid': {'type': 'literal', 'value': '65576'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29383372'}},
   {'metid': {'type': 'literal', 'value': '802'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29382872'}},
   {'metid': {'type': 'literal', 'value': '10127'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q20170788'}},
   {'metid': {'type': 'literal', 'value': '11050'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q19923771'}},
   {'metid': {'type': 'literal', 'value': '11375'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q19923963'}},
   {'metid': {'type': 'literal', 'value': '11797'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q20170292'}},
   {'metid': {'type': 'literal', 'value': '13215'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29383026'}},
   {'metid': {'type': 'literal', 'value': '14472'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q20170511'}},
   {'metid': {'type': 'literal', 'value': '14488'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29383062'}},
   {'metid': {'type': 'literal', 'value': '1503'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29382887'}},
   {'metid': {'type': 'literal', 'value': '16584'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q19925349'}},
   {'metid': {'type': 'literal', 'value': '1815'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29382896'}},
   {'metid': {'type': 'literal', 'value': '197462'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29383561'}},
   {'metid': {'type': 'literal', 'value': '22631'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29383113'}},
   {'metid': {'type': 'literal', 'value': '24860'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29383170'}},
   {'metid': {'type': 'literal', 'value': '27792'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29383222'}},
   {'metid': {'type': 'literal', 'value': '39957'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29383314'}},
   {'metid': {'type': 'literal', 'value': '42229'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29383331'}},
   {'metid': {'type': 'literal', 'value': '446595'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29385028'}},
   {'metid': {'type': 'literal', 'value': '459198'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29385311'}},
   {'metid': {'type': 'literal', 'value': '469887'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q20201395'}},
   {'metid': {'type': 'literal', 'value': '470314'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29385507'}},
   {'metid': {'type': 'literal', 'value': '716639'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29388403'}},
   {'metid': {'type': 'literal', 'value': '79101'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29383388'}},
   {'metid': {'type': 'literal', 'value': '9724'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29382972'}},
   {'metid': {'type': 'literal', 'value': '10464'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q19924646'}},
   {'metid': {'type': 'literal', 'value': '10497'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q3172259'}},
   {'metid': {'type': 'literal', 'value': '10522'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q20171001'}},
   {'metid': {'type': 'literal', 'value': '10819'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q1913390'}},
   {'metid': {'type': 'literal', 'value': '10827'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q7768767'}},
   {'metid': {'type': 'literal', 'value': '11734'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q20170246'}},
   {'metid': {'type': 'literal', 'value': '11792'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29383002'}},
   {'metid': {'type': 'literal', 'value': '12004'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q20178756'}},
   {'metid': {'type': 'literal', 'value': '13758'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q17008188'}},
   {'metid': {'type': 'literal', 'value': '1997'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29382899'}},
   {'metid': {'type': 'literal', 'value': '314362'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29384352'}},
   {'metid': {'type': 'literal', 'value': '334769'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29384635'}},
   {'metid': {'type': 'literal', 'value': '38133'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29383258'}},
   {'metid': {'type': 'literal', 'value': '39637'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29383288'}},
   {'metid': {'type': 'literal', 'value': '4282'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29382924'}},
   {'metid': {'type': 'literal', 'value': '44696'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29383333'}},
   {'metid': {'type': 'literal', 'value': '459082'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q20183551'}},
   {'metid': {'type': 'literal', 'value': '459240'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q20187895'}},
   {'metid': {'type': 'literal', 'value': '466045'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29385397'}},
   {'metid': {'type': 'literal', 'value': '468106'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29385460'}},
   {'metid': {'type': 'literal', 'value': '6778'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29382944'}},
   {'metid': {'type': 'literal', 'value': '10912'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29382985'}},
   {'metid': {'type': 'literal', 'value': '13134'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29383022'}},
   {'metid': {'type': 'literal', 'value': '13763'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29383039'}},
   {'metid': {'type': 'literal', 'value': '14380'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29383055'}},
   {'metid': {'type': 'literal', 'value': '19261'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q20169773'}},
   {'metid': {'type': 'literal', 'value': '20615'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29383093'}},
   {'metid': {'type': 'literal', 'value': '22876'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29383125'}},
   {'metid': {'type': 'literal', 'value': '245376'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29383720'}},
   {'metid': {'type': 'literal', 'value': '256548'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29383967'}},
   {'metid': {'type': 'literal', 'value': '27936'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29383225'}},
   {'metid': {'type': 'literal', 'value': '282040'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29384111'}},
   {'metid': {'type': 'literal', 'value': '3141'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29382910'}},
   {'metid': {'type': 'literal', 'value': '38341'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29383269'}},
   {'metid': {'type': 'literal', 'value': '44859'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29383339'}},
   {'metid': {'type': 'literal', 'value': '10391'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q19925426'}},
   {'metid': {'type': 'literal', 'value': '12388'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q20171155'}},
   {'metid': {'type': 'literal', 'value': '13084'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q20176821'}},
   {'metid': {'type': 'literal', 'value': '15588'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q19924608'}},
   {'metid': {'type': 'literal', 'value': '191259'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29383517'}},
   {'metid': {'type': 'literal', 'value': '202718'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29383604'}},
   {'metid': {'type': 'literal', 'value': '23944'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q28790437'}},
   {'metid': {'type': 'literal', 'value': '257875'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29383999'}},
   {'metid': {'type': 'literal', 'value': '339751'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29384922'}},
   {'metid': {'type': 'literal', 'value': '37801'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29383251'}},
   {'metid': {'type': 'literal', 'value': '38648'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29383280'}},
   {'metid': {'type': 'literal', 'value': '42716'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q18683181'}},
   {'metid': {'type': 'literal', 'value': '56220'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29383359'}},
   {'metid': {'type': 'literal', 'value': '10527'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q19925019'}},
   {'metid': {'type': 'literal', 'value': '194243'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29383545'}},
   {'metid': {'type': 'literal', 'value': '21940'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29383099'}},
   {'metid': {'type': 'literal', 'value': '24671'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q21084031'}},
   {'metid': {'type': 'literal', 'value': '24861'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29383172'}},
   {'metid': {'type': 'literal', 'value': '24937'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29383193'}},
   {'metid': {'type': 'literal', 'value': '253373'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29383872'}},
   {'metid': {'type': 'literal', 'value': '3555'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29382922'}},
   {'metid': {'type': 'literal', 'value': '35775'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29383232'}},
   {'metid': {'type': 'literal', 'value': '40081'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29383319'}},
   {'metid': {'type': 'literal', 'value': '459253'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q20186389'}},
   {'metid': {'type': 'literal', 'value': '484362'},
    'item': {'type': 'uri',
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    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29383675'}},
   {'metid': {'type': 'literal', 'value': '211383'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29383685'}},
   {'metid': {'type': 'literal', 'value': '253351'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29383866'}},
   {'metid': {'type': 'literal', 'value': '446642'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29385030'}},
   {'metid': {'type': 'literal', 'value': '466287'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29385426'}},
   {'metid': {'type': 'literal', 'value': '545027'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29385862'}},
   {'metid': {'type': 'literal', 'value': '591844'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29386027'}},
   {'metid': {'type': 'literal', 'value': '591868'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29386077'}},
   {'metid': {'type': 'literal', 'value': '199674'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29383574'}},
   {'metid': {'type': 'literal', 'value': '204758'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29383614'}},
   {'metid': {'type': 'literal', 'value': '248851'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29383773'}},
   {'metid': {'type': 'literal', 'value': '250945'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29383811'}},
   {'metid': {'type': 'literal', 'value': '253056'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29383853'}},
   {'metid': {'type': 'literal', 'value': '254649'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29383910'}},
   {'metid': {'type': 'literal', 'value': '459037'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q20185431'}},
   {'metid': {'type': 'literal', 'value': '464490'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29385376'}},
   {'metid': {'type': 'literal', 'value': '544692'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q5848865'}},
   {'metid': {'type': 'literal', 'value': '705290'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29388391'}},
   {'metid': {'type': 'literal', 'value': '44858'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29383336'}},
   {'metid': {'type': 'literal', 'value': '680318'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29388260'}},
   {'metid': {'type': 'literal', 'value': '322903'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q29384431'}},
   {'metid': {'type': 'literal', 'value': '481545'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q20190003'}},
   {'metid': {'type': 'literal', 'value': '469959'},
    'item': {'type': 'uri',
     'value': 'http://www.wikidata.org/entity/Q20201292'}},
   ...]}}
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
173 254825 29383919
1385 435853 19911518
1571 545870 29385874
215 10843 19925768
1459 681546 29388333

Compare queries based on collection and Met IDs - hopefully result is zero

df_missing = pd.concat([df_highlights_byrole,df_highlights_byvalues['qid']]).drop_duplicates(keep=False)
# df_missing.info()
df_highlights_byrole.sample()
df_highlights_byvalues['qid'].head()
# BROKEN NEEDS FIX
0    29382893
1    29383248
2    29382908
3    29382881
4    20170753
Name: qid, dtype: int64

Find highlights not already in Wikidata

# 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'])]
missing_hdf.count()
---------------------------------------------------------------------------
NameError                                 Traceback (most recent call last)
<ipython-input-6-9c8bcb4f0e23> in <module>
      3 # hdf['Object ID'].isin(df_highlights_byvalues['metid']).head(10)
      4 
----> 5 missing_hdf = hdf[~hdf['Object ID'].isin(df_highlights_byvalues['metid'])]
      6 missing_hdf.count()

NameError: name 'df_highlights_byvalues' is not defined
missing_hdf.describe(include=[np.object])
Object Number Department Object Name Title Culture Period Dynasty Reign Portfolio Artist Role ... Locale Locus Excavation River Classification Rights and Reproduction Link Resource Metadata Date Repository Tags
count 384 384 247 384 160 3 0.0 0.0 1 291 ... 0.0 0.0 0.0 17 182 70 384 384 384 213
unique 384 13 111 326 81 3 0.0 0.0 1 72 ... 0.0 0.0 0.0 16 64 45 384 1 1 134
top 1978.412.796 The Libraries Photograph Evening dress French Early Tokugawa period NaN NaN Plate 8 and page 54 from Jazz;\r\nParis, Tèria... Artist ... NaN NaN NaN Middle Sepik River Photographs © 2019 Artists Rights Society (ARS), New York http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
freq 1 137 53 16 35 1 NaN NaN 1 83 ... NaN NaN NaN 2 58 19 1 384 384 36

4 rows × 39 columns

missing_hdf['Object Name'].value_counts()
---------------------------------------------------------------------------
NameError                                 Traceback (most recent call last)
<ipython-input-5-66c9fe0ca31a> in <module>
----> 1 missing_hdf['Object Name'].value_counts()

NameError: name 'missing_hdf' is not defined
missing_hdf['Tags'].value_counts()
Dresses                                                              36
Musical Instruments                                                  13
Men|Portraits                                                         5
Abstraction                                                           5
Women                                                                 4
Human Figures                                                         3
Men                                                                   3
Female Nudes                                                          3
Faces|Ceremonial Objects                                              3
Landscapes                                                            3
Drums                                                                 2
Men|Ritual Objects                                                    2
Ceremonial Objects                                                    2
Human Figures|Ritual Objects                                          2
Male Nudes                                                            2
Buildings|Cities|Streets|Carriages                                    2
Portraits|Women                                                       2
Roads|Landscapes                                                      2
Heads|Ceremonial Objects                                              2
Women|Ritual Objects                                                  2
Trumpets                                                              2
Firearms                                                              1
Self-portraits                                                        1
Musical Instruments|Crocodiles                                        1
Contemplation|Men                                                     1
Cities|Streets|Men                                                    1
Architectural Elements|Men                                            1
Bow and Arrow|Boys|Men                                                1
Stairs                                                                1
Male Nudes|Funerary Objects                                           1
                                                                     ..
Buildings|Cities|Carriages                                            1
Still Life                                                            1
Stars|Drums                                                           1
Architecture|Buildings|Cities|Cars                                    1
Musical Instruments|Peacocks                                          1
Cities|Abstraction                                                    1
Men|Portraits|Smoking                                                 1
Dining Rooms|Chairs|Tables                                            1
Fish|Shells                                                           1
Interiors|Beds|Stools|Mirrors                                         1
Human Figures|Street Scene                                            1
Girls|Men|Portraits                                                   1
Musical Instruments|Lotuses                                           1
Sculpture|Interiors                                                   1
Architectural Elements|Children|Mothers|Women                         1
Women|Ewers                                                           1
Human Figures|Abstraction                                             1
Flowers|Cabinets                                                      1
Architecture|Churches|Adoration of the Magi|Annunciation|Nativity     1
Men|Horse Riding                                                      1
Men|Women                                                             1
Caryatids|Infants|Women|Drums                                         1
Rattles                                                               1
Men|Women|Food|Eating                                                 1
Cities|Parks                                                          1
Bottles                                                               1
Interiors|Abstraction                                                 1
Infants|Mothers                                                       1
Girls|Dancers                                                         1
Rabbits                                                               1
Name: Tags, Length: 134, dtype: int64
missing_hdf['Is Public Domain'].value_counts()
False    338
True      46
Name: Is Public Domain, dtype: int64
missing_hdf[missing_hdf['Is Public Domain']==True]
Object Number Is Highlight Is Public Domain Object ID Department Object Name Title Culture Period Dynasty ... Locale Locus Excavation River Classification Rights and Reproduction Link Resource Metadata Date Repository Tags
18660 23.232.2a, b True True 22871 Arms and Armor Saber with scabbard Saber with Scabbard grip, Indian; guard, scabbard, and decoration ... NaN NaN ... NaN NaN NaN NaN Swords NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Swords|Arabic
18992 29.154.3 True True 23205 Arms and Armor Armor Armor Italian NaN NaN ... NaN NaN NaN NaN Armor for Man NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY NaN
100399 94.4.172 True True 187784 European Sculpture and Decorative Arts Vase Portland vase British, Staffordshire NaN NaN ... NaN NaN NaN NaN Ceramics-Pottery NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Men|Male Nudes|Women|Serpents
108432 29.100.370 True True 196439 European Sculpture and Decorative Arts Statue The Little Fourteen-Year-Old Dancer French, Paris NaN NaN ... NaN NaN NaN NaN Sculpture-Bronze NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Girls|Dancers
191712 1978.412.441 True True 310870 Arts of Africa, Oceania, and the Americas Female figure Figure from a Reliquary Ensemble: Seated Female Fang peoples, Okak group NaN NaN ... NaN NaN NaN NaN Wood-Sculpture NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Women
193023 1979.206.255 True True 312231 Arts of Africa, Oceania, and the Americas Ritual vessel Ritual Vessel: Horse with Figures (Aduno Koro) Dogon peoples NaN NaN ... NaN NaN NaN NaN Wood-Containers NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Human Figures|Horses|Ritual Objects
194432 1979.206.1561 True True 313780 Arts of Africa, Oceania, and the Americas Figure Ancestor Figure Sawos people NaN NaN ... NaN NaN NaN Middle Sepik River region Wood-Sculpture NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Male Nudes
194664 1979.290 True True 314034 Arts of Africa, Oceania, and the Americas Prestige stool Prestige Stool: Female Caryatid Luba or Hemba peoples NaN NaN ... NaN NaN NaN NaN Wood-Furniture NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Caryatids|Women
195329 1983.600a, b True True 314704 Arts of Africa, Oceania, and the Americas Male figure Seated Male Figure with Lance Bamana peoples NaN NaN ... NaN NaN NaN NaN Wood-Sculpture NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Spears|Men
198389 1996.281 True True 317792 Arts of Africa, Oceania, and the Americas Figure Seated Male Figure Kongo peoples, Kakongo group NaN NaN ... NaN NaN NaN NaN Wood-Sculpture NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Contemplation|Men
199763 2008.30 True True 320053 Arts of Africa, Oceania, and the Americas Power figure Power Figure (Nkisi N'Kondi: Mangaaka) Kongo peoples; Yombe group NaN NaN ... NaN NaN NaN NaN Wood-Sculpture NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Men
346143 89.4.28a, b True True 500605 Musical Instruments Tánggǔ Tánggǔ (堂鼓) Chinese Qing dynasty (1644-1911) NaN ... NaN NaN NaN NaN Membranophone-double-headed / barrel drum NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Drums
346175 89.4.64 True True 500637 Musical Instruments Goqing Goqing Chinese NaN NaN ... NaN NaN NaN NaN Idiophone-Struck-bar-stone NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Musical Instruments|Lotuses
346245 89.4.163 True True 500709 Musical Instruments Taūs (mayuri) Taūs (mayuri) Indian NaN NaN ... NaN NaN NaN NaN Chordophone-Lute-bowed-fretted NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Musical Instruments|Peacocks
346272 89.4.154 True True 500736 Musical Instruments Ghanti (bell) Ghanti (bell) Indian NaN NaN ... NaN NaN NaN NaN Idiophone-Struck-bell-clapper NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Monkeys|Bells
346318 89.4.213 True True 500782 Musical Instruments Damaru Damaru Tibetan NaN NaN ... NaN NaN NaN NaN Membranophone-double-headed / waisted drum NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Skulls|Drums
346460 89.4.300 True True 500928 Musical Instruments Sō Sām Sāi\r\n Sō Sām Sāi Thai NaN NaN ... NaN NaN NaN NaN Chordophone-Lute-bowed-unfretted NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Musical Instruments
346638 89.4.492 True True 501109 Musical Instruments Bala Bala Mandinka people NaN NaN ... NaN NaN NaN NaN Idiophone-Struck-bar-wood NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Musical Instruments
346740 89.4.597 True True 501213 Musical Instruments Chegah-Skah-Hdah Chegah-Skah-Hdah (dance wand) Native American (Sioux) NaN NaN ... NaN NaN NaN NaN Idiophone-Shaken-rattle NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Rattles
346754 89.4.611 True True 501227 Musical Instruments Raven rattle Raven rattle Native American (Tsimshian) NaN NaN ... NaN NaN NaN NaN Idiophone-Shaken-rattle NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Birds|Rattles
347060 89.4.926 True True 501536 Musical Instruments Ennanga Ennanga Ganda people NaN NaN ... NaN NaN NaN NaN Chordophone-Harp NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Musical Instruments
414523 139.3 N48 F True True 680379 The Libraries NaN The Bishop collection: investigations and stud... NaN NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY NaN
453534 126.5V55 B292 Q v.3 True True 739518 The Libraries NaN La Basilica di San Marco in Venezia illustrata... NaN NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY NaN
460085 NK1700 .I57 Q v.1 1900 True True 749358 The Libraries NaN Das Interieur (1900) NaN NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY NaN
460088 NK1700 .I57 Q v.2 1901 True True 749368 The Libraries NaN Das Interieur (1901) NaN NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY NaN
464664 100.51 Am331 v.8 True True 755011 The Libraries NaN The Touchstone and the American art student ma... NaN NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY NaN
465169 121.691V F33 True True 755786 The Libraries NaN Description de la chapelle du chasteau de Vers... NaN NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY NaN
472946 ND615 .T4 1684 Q True True 769306 The Libraries NaN Theatrvm pictorivm : in quo exhibentur ipsius ... NaN NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY NaN
484937 103.05 Ot8 F True True 787771 The Libraries NaN The Italian school of design : being a series ... NaN NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY NaN
486224 TS1403 .W38 1873 Quarto no.401-458 True True 811179 The Libraries NaN Collection of specimens and illustrations of t... NaN NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY NaN
486227 122.82C C82 F True True 811182 The Libraries NaN Architecture arabe : ou, Monuments du Kaire, m... NaN NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY NaN
488053 NE1717 .S23 1723 F True True 813854 The Libraries NaN Le sacre de Louis XV, roy de France & de Navar... NaN NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY NaN
488206 NK1510 .J7 1856 Folio True True 814025 The Libraries NaN The grammar of ornament NaN NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY NaN
489132 201.1V441 V44 Q True True 815475 The Libraries NaN Studio d'architettura civile NaN NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY NaN
490481 N6797.W96 A4 1842 True True 818177 The Libraries NaN William Wyon, R.A., chief engraver of Her Maje... NaN NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY NaN
491754 T3M K55 Folio v.5 True True 820544 The Libraries NaN Antiquities of Mexico : comprising fac-similes... NaN NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY NaN
492344 N6510 .T5 1886 Q True True 821397 The Libraries NaN A book of the Tile club NaN NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY NaN
492570 Z995 .M48 1873 item 1895a True True 821874 The Libraries NaN Library of the Metropolitan Museum of Art book... NaN NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY NaN
492571 Z995 .M48 1873 item 1895b True True 821878 The Libraries NaN Library of the Metropolitan Museum of Art book... NaN NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY NaN
492572 Z995 .M48 1873 item 1895c True True 821879 The Libraries NaN Library of the Metropolitan Museum of Art book... NaN NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY NaN
492573 Z995 .M48 1873 item 1895d True True 821880 The Libraries NaN Library of the Metropolitan Museum of Art book... NaN NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY NaN
492593 233.4 El2 Q 1916:1-6 True True 821928 The Libraries NaN Les élégances Parisiennes : publication offici... NaN NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY NaN
492595 233.4 El2 Q 1916-1917:7-12 True True 821930 The Libraries NaN Les élégances Parisiennes : publication offici... NaN NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY NaN
492598 233.4 M722 1917-1918 True True 821934 The Libraries NaN Les modes NaN NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY NaN
492599 911.72 G422 v.1 True True 821935 The Libraries NaN Remarks on forest scenery, and other woodland ... NaN NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY NaN
492602 911.72 G422 v.2 True True 821938 The Libraries NaN Remarks on forest scenery, and other woodland ... NaN NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY NaN

46 rows × 44 columns

Missing highlighted dresses

missing_hdf[missing_hdf['Tags'].str.contains('Dresses',na=False)]
Object Number Is Highlight Is Public Domain Object ID Department Object Name Title Culture Period Dynasty ... Locale Locus Excavation River Classification Rights and Reproduction Link Resource Metadata Date Repository Tags
66997 1995.245.1 True False 79142 Costume Institute Evening dress Evening dress American NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
67113 1996.480.3 True False 79269 Costume Institute Evening dress Evening dress American NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
67405 1997.250.6 True False 79585 Costume Institute Dress Dress American NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
67590 1995.178.3 True False 79778 Costume Institute Dress "The Souper Dress" American NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
68092 1994.278 True False 80378 Costume Institute Evening dress Evening dress French NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
68449 1993.96 True False 80790 Costume Institute Dress Dress Japanese NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
68489 1993.393.1 True False 80840 Costume Institute Evening dress Evening dress French NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
68715 1993.55 True False 81101 Costume Institute Evening dress Evening dress French NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
68716 C.I.58.13.6a, b True False 81102 Costume Institute Ball gown Ball gown French NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
68717 C.I.57.17.3 True False 81103 Costume Institute Evening dress Evening dress French NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
68718 C.I.60.21.1a, b True False 81104 Costume Institute Ball gown "May" French NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
68720 1993.52.3 True False 81106 Costume Institute Evening dress Evening dress Italian NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
68726 46.25.1a–d True False 81112 Costume Institute Ball gown Ball gown French NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
68729 C.I.58.49.4a, b True False 81115 Costume Institute Evening dress Evening dress American NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
68730 C.I.42.33.3 True False 81116 Costume Institute Evening dress Evening dress French NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
68732 1974.136.3 True False 81118 Costume Institute Coatdress Coatdress French NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
68736 1973.104.2a, b True False 81122 Costume Institute Evening dress Evening dress French NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
68738 1983.619.1a, b True False 81124 Costume Institute Evening dress Evening dress French NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
68755 1988.74.2a–e True False 81141 Costume Institute Ensemble Ensemble American NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
68757 1998.493.189a, b True False 81143 Costume Institute Dress Dress American NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
69057 1971.79.4 True False 81468 Costume Institute Evening dress Evening dress French NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
69061 1976.124.7a–c True False 81472 Costume Institute Dress Dress French NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
69065 1977.329.5a, b True False 81476 Costume Institute Evening dress "L'Eléphant Blanc" French NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
69069 1980.92.1a–c True False 81480 Costume Institute Dress Dress French NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
69240 C.I.53.73 True False 81678 Costume Institute Evening dress "Clover Leaf" American NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
69467 C.I.46.4.20a–c True False 82105 Costume Institute Evening dress Evening dress French NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
69933 2001.742a, b True False 82981 Costume Institute Ensemble Ensemble Japanese NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
70017 1973.6a, b True False 83209 Costume Institute Evening dress Evening dress French NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
70042 C.I.53.40.7a–e True False 83234 Costume Institute Ball gown "Venus" French NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
70057 1993.52.4 True False 83250 Costume Institute Evening dress Evening dress Italian NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
70066 C.I.52.18.4 True False 83259 Costume Institute Evening dress Evening dress French NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
70201 C.I.69.23 True False 83442 Costume Institute Dress Dress French NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
72463 2003.442 True False 87613 Costume Institute Dress Dress Italian NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
72679 2003.462 True False 88645 Costume Institute Dress "Oyster Dress" British NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
82254 2005.44.2 True False 112900 Costume Institute Dress "I Love New York" American NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
93195 2009.300.816 True False 159388 Costume Institute Ball gown "Butterfly" American NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses

36 rows × 44 columns

missing_hdf[missing_hdf['Tags'].str.contains('Dresses',na=False)][:1]
Object Number Is Highlight Is Public Domain Object ID Department Object Name Title Culture Period Dynasty ... Locale Locus Excavation River Classification Rights and Reproduction Link Resource Metadata Date Repository Tags
66997 1995.245.1 True False 79142 Costume Institute Evening dress Evening dress American NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses

1 rows × 44 columns

Existing highlighted dresses in Wikidata

hdf[hdf['Tags'].str.contains('Dresses',na=False)]
Object Number Is Highlight Is Public Domain Object ID Department Object Name Title Culture Period Dynasty ... Locale Locus Excavation River Classification Rights and Reproduction Link Resource Metadata Date Repository Tags
66997 1995.245.1 True False 79142 Costume Institute Evening dress Evening dress American NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
67067 1996.374a–c True True 79220 Costume Institute Dress Dress British NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
67113 1996.480.3 True False 79269 Costume Institute Evening dress Evening dress American NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
67405 1997.250.6 True False 79585 Costume Institute Dress Dress American NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
67590 1995.178.3 True False 79778 Costume Institute Dress "The Souper Dress" American NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
67678 1995.235a, b True True 79893 Costume Institute Robe à la Française Robe à la Française British NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses|Flowers
68092 1994.278 True False 80378 Costume Institute Evening dress Evening dress French NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
68449 1993.96 True False 80790 Costume Institute Dress Dress Japanese NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
68489 1993.393.1 True False 80840 Costume Institute Evening dress Evening dress French NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
68715 1993.55 True False 81101 Costume Institute Evening dress Evening dress French NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
68716 C.I.58.13.6a, b True False 81102 Costume Institute Ball gown Ball gown French NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
68717 C.I.57.17.3 True False 81103 Costume Institute Evening dress Evening dress French NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
68718 C.I.60.21.1a, b True False 81104 Costume Institute Ball gown "May" French NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
68719 C.I.66.39a, b True True 81105 Costume Institute Robe à l'Anglaise Robe à l'Anglaise French NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
68720 1993.52.3 True False 81106 Costume Institute Evening dress Evening dress Italian NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
68726 46.25.1a–d True False 81112 Costume Institute Ball gown Ball gown French NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
68727 1978.288.7a, b True False 81113 Costume Institute Dress Dress French NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
68729 C.I.58.49.4a, b True False 81115 Costume Institute Evening dress Evening dress American NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
68730 C.I.42.33.3 True False 81116 Costume Institute Evening dress Evening dress French NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
68732 1974.136.3 True False 81118 Costume Institute Coatdress Coatdress French NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
68733 C.I.50.110a–j True False 81119 Costume Institute Wedding ensemble Wedding ensemble French NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
68736 1973.104.2a, b True False 81122 Costume Institute Evening dress Evening dress French NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
68738 1983.619.1a, b True False 81124 Costume Institute Evening dress Evening dress French NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
68741 1979.20a–e, g True True 81127 Costume Institute Round gown Round gown Italian NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
68744 C.I.69.33.4a–d True True 81130 Costume Institute Dress Dress American NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
68753 1981.380.2 True False 81139 Costume Institute Evening dress Evening dress French NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
68755 1988.74.2a–e True False 81141 Costume Institute Ensemble Ensemble American NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
68757 1998.493.189a, b True False 81143 Costume Institute Dress Dress American NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
69057 1971.79.4 True False 81468 Costume Institute Evening dress Evening dress French NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
69061 1976.124.7a–c True False 81472 Costume Institute Dress Dress French NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
69065 1977.329.5a, b True False 81476 Costume Institute Evening dress "L'Eléphant Blanc" French NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
69069 1980.92.1a–c True False 81480 Costume Institute Dress Dress French NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
69240 C.I.53.73 True False 81678 Costume Institute Evening dress "Clover Leaf" American NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
69465 C.I.46.4.18a, b True False 82103 Costume Institute Evening dress "Cyclone" French NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
69467 C.I.46.4.20a–c True False 82105 Costume Institute Evening dress Evening dress French NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
69606 C.I.65.13.1a–c True True 82426 Costume Institute Court dress Court dress British NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
69928 26.250.2a–e True True 82879 Costume Institute Wedding Ensemble Wedding ensemble French NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
69929 C.I.63.23.3a, b True True 82880 Costume Institute Dinner dress Dinner dress American NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
69933 2001.742a, b True False 82981 Costume Institute Ensemble Ensemble Japanese NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
70017 1973.6a, b True False 83209 Costume Institute Evening dress Evening dress French NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
70042 C.I.53.40.7a–e True False 83234 Costume Institute Ball gown "Venus" French NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
70057 1993.52.4 True False 83250 Costume Institute Evening dress Evening dress Italian NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
70066 C.I.52.18.4 True False 83259 Costume Institute Evening dress Evening dress French NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
70201 C.I.69.23 True False 83442 Costume Institute Dress Dress French NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
70303 C.I.54.70a, b True True 83605 Costume Institute Robe à la Française Robe à la Française French NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
72463 2003.442 True False 87613 Costume Institute Dress Dress Italian NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
72679 2003.462 True False 88645 Costume Institute Dress "Oyster Dress" British NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
75258 2003.338a, b True True 95534 Costume Institute Dress Dress French NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
75584 2003.426a, b True True 96434 Costume Institute Dress Dress French NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses|Flowers
80321 1980.409.1a–c True True 107620 Costume Institute Dress Dress British NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
82254 2005.44.2 True False 112900 Costume Institute Dress "I Love New York" American NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses
93195 2009.300.816 True False 159388 Costume Institute Ball gown "Butterfly" American NaN NaN ... NaN NaN NaN NaN NaN NaN http://www.metmuseum.org/art/collection/search... 7/15/2019 8:00:02 AM Metropolitan Museum of Art, New York, NY Dresses

52 rows × 44 columns

Check using Wikidata Query

wdq("""
SELECT (COUNT(?item) as ?count) WHERE { 
  BIND (wd:Q160236 AS ?institution)
  ?item wdt:P195 ?institution .
  ?item p:P195 [ ps:P195 ?id ; pq:P2868 wd:Q29188408 ]  .
}
""",width=300,height=70)
query = """
SELECT (COUNT(?item) as ?count) WHERE { 
  VALUES ?ids { %s } 
  ?item wdt:P3634 ?ids.
}
"""

wdq(query % hstring,width=300,height=70)
query = """
SELECT ?item ?ids WHERE { 
  VALUES ?ids { %s } 
  ?item wdt:P3634 ?ids.
} LIMIT 10
"""

wdq(query % hstring)