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In [8]:



    


import pandas as pd
import numpy as np
import unicodedata
%matplotlib inline



    











In [9]:



    


SNIPPET_FILEPATH = "data/snippet-data.json"



    











In [10]:



    


# Parse the snippet records from the JSON file
data = pd.read_json(SNIPPET_FILEPATH, orient='values')['data']



    











In [11]:



    


# Group snippets by musuem art collection
def group_by_collection (data_set):
    collections = {}
    for item in data_set:
        id = item['id']
        try:
            u_c_name = item['ocobjects'][0]['collections'][0]['name']
            c_name = unicodedata.normalize('NFKD', u_c_name).encode('ascii','ignore') # Strip unicode encoding
            collections[id] = c_name
        except (IndexError, TypeError):
            print "ID: ", id, " | COLLECTION FIELD IS EMPTY."
    return collections



    











In [12]:



    


collections = group_by_collection(data) # Note that some snippets have empty collection fields



    


















    






ID:  439  | COLLECTION FIELD IS EMPTY.
ID:  445  | COLLECTION FIELD IS EMPTY.
ID:  451  | COLLECTION FIELD IS EMPTY.
ID:  462  | COLLECTION FIELD IS EMPTY.
ID:  486  | COLLECTION FIELD IS EMPTY.
ID:  491  | COLLECTION FIELD IS EMPTY.
ID:  493  | COLLECTION FIELD IS EMPTY.
ID:  496  | COLLECTION FIELD IS EMPTY.
ID:  507  | COLLECTION FIELD IS EMPTY.
ID:  518  | COLLECTION FIELD IS EMPTY.
ID:  521  | COLLECTION FIELD IS EMPTY.
ID:  524  | COLLECTION FIELD IS EMPTY.
ID:  525  | COLLECTION FIELD IS EMPTY.
ID:  536  | COLLECTION FIELD IS EMPTY.
ID:  580  | COLLECTION FIELD IS EMPTY.
ID:  581  | COLLECTION FIELD IS EMPTY.
ID:  589  | COLLECTION FIELD IS EMPTY.
ID:  592  | COLLECTION FIELD IS EMPTY.
ID:  605  | COLLECTION FIELD IS EMPTY.
ID:  631  | COLLECTION FIELD IS EMPTY.
ID:  642  | COLLECTION FIELD IS EMPTY.
ID:  650  | COLLECTION FIELD IS EMPTY.
ID:  660  | COLLECTION FIELD IS EMPTY.
ID:  672  | COLLECTION FIELD IS EMPTY.
ID:  678  | COLLECTION FIELD IS EMPTY.
ID:  683  | COLLECTION FIELD IS EMPTY.
ID:  697  | COLLECTION FIELD IS EMPTY.
ID:  707  | COLLECTION FIELD IS EMPTY.
ID:  710  | COLLECTION FIELD IS EMPTY.
ID:  711  | COLLECTION FIELD IS EMPTY.
ID:  730  | COLLECTION FIELD IS EMPTY.
ID:  742  | COLLECTION FIELD IS EMPTY.
ID:  744  | COLLECTION FIELD IS EMPTY.
ID:  753  | COLLECTION FIELD IS EMPTY.
ID:  779  | COLLECTION FIELD IS EMPTY.
ID:  780  | COLLECTION FIELD IS EMPTY.
ID:  781  | COLLECTION FIELD IS EMPTY.
ID:  796  | COLLECTION FIELD IS EMPTY.
ID:  825  | COLLECTION FIELD IS EMPTY.
ID:  832  | COLLECTION FIELD IS EMPTY.
ID:  840  | COLLECTION FIELD IS EMPTY.
ID:  841  | COLLECTION FIELD IS EMPTY.
ID:  842  | COLLECTION FIELD IS EMPTY.
ID:  843  | COLLECTION FIELD IS EMPTY.
ID:  844  | COLLECTION FIELD IS EMPTY.
ID:  845  | COLLECTION FIELD IS EMPTY.
ID:  846  | COLLECTION FIELD IS EMPTY.
ID:  847  | COLLECTION FIELD IS EMPTY.
ID:  848  | COLLECTION FIELD IS EMPTY.
ID:  849  | COLLECTION FIELD IS EMPTY.
ID:  861  | COLLECTION FIELD IS EMPTY.
ID:  868  | COLLECTION FIELD IS EMPTY.
ID:  884  | COLLECTION FIELD IS EMPTY.
ID:  888  | COLLECTION FIELD IS EMPTY.
ID:  895  | COLLECTION FIELD IS EMPTY.
ID:  896  | COLLECTION FIELD IS EMPTY.
ID:  904  | COLLECTION FIELD IS EMPTY.
ID:  907  | COLLECTION FIELD IS EMPTY.
ID:  916  | COLLECTION FIELD IS EMPTY.
ID:  933  | COLLECTION FIELD IS EMPTY.
ID:  951  | COLLECTION FIELD IS EMPTY.
ID:  961  | COLLECTION FIELD IS EMPTY.
ID:  962  | COLLECTION FIELD IS EMPTY.
ID:  971  | COLLECTION FIELD IS EMPTY.
ID:  972  | COLLECTION FIELD IS EMPTY.
ID:  978  | COLLECTION FIELD IS EMPTY.
ID:  980  | COLLECTION FIELD IS EMPTY.
ID:  981  | COLLECTION FIELD IS EMPTY.
ID:  982  | COLLECTION FIELD IS EMPTY.
ID:  984  | COLLECTION FIELD IS EMPTY.
ID:  987  | COLLECTION FIELD IS EMPTY.
ID:  988  | COLLECTION FIELD IS EMPTY.
ID:  1000  | COLLECTION FIELD IS EMPTY.
ID:  1001  | COLLECTION FIELD IS EMPTY.
ID:  1003  | COLLECTION FIELD IS EMPTY.
ID:  1004  | COLLECTION FIELD IS EMPTY.
ID:  1007  | COLLECTION FIELD IS EMPTY.
ID:  1010  | COLLECTION FIELD IS EMPTY.
ID:  1016  | COLLECTION FIELD IS EMPTY.
ID:  1017  | COLLECTION FIELD IS EMPTY.
ID:  1019  | COLLECTION FIELD IS EMPTY.
ID:  1020  | COLLECTION FIELD IS EMPTY.
ID:  1021  | COLLECTION FIELD IS EMPTY.
ID:  1022  | COLLECTION FIELD IS EMPTY.
ID:  1023  | COLLECTION FIELD IS EMPTY.
ID:  1024  | COLLECTION FIELD IS EMPTY.
ID:  1025  | COLLECTION FIELD IS EMPTY.
ID:  1026  | COLLECTION FIELD IS EMPTY.
ID:  1033  | COLLECTION FIELD IS EMPTY.
ID:  1035  | COLLECTION FIELD IS EMPTY.
ID:  1042  | COLLECTION FIELD IS EMPTY.
ID:  1045  | COLLECTION FIELD IS EMPTY.
ID:  1050  | COLLECTION FIELD IS EMPTY.
ID:  1052  | COLLECTION FIELD IS EMPTY.
ID:  1057  | COLLECTION FIELD IS EMPTY.
ID:  1058  | COLLECTION FIELD IS EMPTY.
ID:  1061  | COLLECTION FIELD IS EMPTY.
ID:  1062  | COLLECTION FIELD IS EMPTY.
ID:  1066  | COLLECTION FIELD IS EMPTY.
ID:  1068  | COLLECTION FIELD IS EMPTY.
ID:  1069  | COLLECTION FIELD IS EMPTY.
ID:  1070  | COLLECTION FIELD IS EMPTY.
ID:  1071  | COLLECTION FIELD IS EMPTY.
ID:  1072  | COLLECTION FIELD IS EMPTY.
ID:  1074  | COLLECTION FIELD IS EMPTY.
ID:  1077  | COLLECTION FIELD IS EMPTY.
ID:  1082  | COLLECTION FIELD IS EMPTY.
ID:  1083  | COLLECTION FIELD IS EMPTY.
ID:  1084  | COLLECTION FIELD IS EMPTY.
ID:  1085  | COLLECTION FIELD IS EMPTY.
ID:  1089  | COLLECTION FIELD IS EMPTY.
ID:  1093  | COLLECTION FIELD IS EMPTY.
ID:  1094  | COLLECTION FIELD IS EMPTY.
ID:  1095  | COLLECTION FIELD IS EMPTY.
ID:  1096  | COLLECTION FIELD IS EMPTY.
ID:  1097  | COLLECTION FIELD IS EMPTY.
ID:  1099  | COLLECTION FIELD IS EMPTY.
ID:  1100  | COLLECTION FIELD IS EMPTY.
ID:  1101  | COLLECTION FIELD IS EMPTY.
ID:  1102  | COLLECTION FIELD IS EMPTY.
ID:  1103  | COLLECTION FIELD IS EMPTY.
ID:  1112  | COLLECTION FIELD IS EMPTY.
ID:  1114  | COLLECTION FIELD IS EMPTY.
ID:  1115  | COLLECTION FIELD IS EMPTY.
ID:  1121  | COLLECTION FIELD IS EMPTY.
ID:  1125  | COLLECTION FIELD IS EMPTY.
ID:  1128  | COLLECTION FIELD IS EMPTY.
ID:  1130  | COLLECTION FIELD IS EMPTY.
ID:  1134  | COLLECTION FIELD IS EMPTY.
ID:  1136  | COLLECTION FIELD IS EMPTY.
ID:  1141  | COLLECTION FIELD IS EMPTY.
ID:  1144  | COLLECTION FIELD IS EMPTY.
ID:  1154  | COLLECTION FIELD IS EMPTY.
ID:  1160  | COLLECTION FIELD IS EMPTY.
ID:  1165  | COLLECTION FIELD IS EMPTY.
ID:  1166  | COLLECTION FIELD IS EMPTY.
ID:  1167  | COLLECTION FIELD IS EMPTY.
ID:  1168  | COLLECTION FIELD IS EMPTY.
ID:  1169  | COLLECTION FIELD IS EMPTY.
ID:  1178  | COLLECTION FIELD IS EMPTY.
ID:  1183  | COLLECTION FIELD IS EMPTY.
ID:  1186  | COLLECTION FIELD IS EMPTY.
ID:  1187  | COLLECTION FIELD IS EMPTY.
ID:  1189  | COLLECTION FIELD IS EMPTY.
ID:  1190  | COLLECTION FIELD IS EMPTY.
ID:  1194  | COLLECTION FIELD IS EMPTY.
ID:  1196  | COLLECTION FIELD IS EMPTY.
ID:  1198  | COLLECTION FIELD IS EMPTY.
ID:  1205  | COLLECTION FIELD IS EMPTY.
ID:  1210  | COLLECTION FIELD IS EMPTY.
ID:  1212  | COLLECTION FIELD IS EMPTY.
ID:  1219  | COLLECTION FIELD IS EMPTY.
ID:  1220  | COLLECTION FIELD IS EMPTY.
ID:  1223  | COLLECTION FIELD IS EMPTY.
ID:  1224  | COLLECTION FIELD IS EMPTY.
ID:  1226  | COLLECTION FIELD IS EMPTY.
ID:  1232  | COLLECTION FIELD IS EMPTY.
ID:  1234  | COLLECTION FIELD IS EMPTY.
ID:  1235  | COLLECTION FIELD IS EMPTY.
ID:  1246  | COLLECTION FIELD IS EMPTY.
ID:  1247  | COLLECTION FIELD IS EMPTY.
ID:  1253  | COLLECTION FIELD IS EMPTY.
ID:  1260  | COLLECTION FIELD IS EMPTY.
ID:  1262  | COLLECTION FIELD IS EMPTY.
ID:  1263  | COLLECTION FIELD IS EMPTY.
ID:  1264  | COLLECTION FIELD IS EMPTY.
ID:  1265  | COLLECTION FIELD IS EMPTY.
ID:  1269  | COLLECTION FIELD IS EMPTY.
ID:  1270  | COLLECTION FIELD IS EMPTY.
ID:  1271  | COLLECTION FIELD IS EMPTY.
ID:  1274  | COLLECTION FIELD IS EMPTY.
ID:  1276  | COLLECTION FIELD IS EMPTY.
ID:  1278  | COLLECTION FIELD IS EMPTY.
ID:  1291  | COLLECTION FIELD IS EMPTY.
ID:  1304  | COLLECTION FIELD IS EMPTY.
ID:  1305  | COLLECTION FIELD IS EMPTY.
ID:  1339  | COLLECTION FIELD IS EMPTY.
ID:  1340  | COLLECTION FIELD IS EMPTY.
ID:  1346  | COLLECTION FIELD IS EMPTY.
ID:  1349  | COLLECTION FIELD IS EMPTY.
ID:  1355  | COLLECTION FIELD IS EMPTY.
ID:  1356  | COLLECTION FIELD IS EMPTY.
ID:  1357  | COLLECTION FIELD IS EMPTY.
ID:  1358  | COLLECTION FIELD IS EMPTY.
ID:  1364  | COLLECTION FIELD IS EMPTY.
ID:  1366  | COLLECTION FIELD IS EMPTY.
ID:  1367  | COLLECTION FIELD IS EMPTY.
ID:  1370  | COLLECTION FIELD IS EMPTY.
ID:  1371  | COLLECTION FIELD IS EMPTY.
ID:  1372  | COLLECTION FIELD IS EMPTY.
ID:  1373  | COLLECTION FIELD IS EMPTY.
ID:  1374  | COLLECTION FIELD IS EMPTY.
ID:  1377  | COLLECTION FIELD IS EMPTY.
ID:  1378  | COLLECTION FIELD IS EMPTY.
ID:  1379  | COLLECTION FIELD IS EMPTY.
ID:  1382  | COLLECTION FIELD IS EMPTY.
ID:  1389  | COLLECTION FIELD IS EMPTY.
ID:  1390  | COLLECTION FIELD IS EMPTY.
ID:  1400  | COLLECTION FIELD IS EMPTY.
ID:  1404  | COLLECTION FIELD IS EMPTY.
ID:  1407  | COLLECTION FIELD IS EMPTY.
ID:  1408  | COLLECTION FIELD IS EMPTY.
ID:  1409  | COLLECTION FIELD IS EMPTY.
ID:  1413  | COLLECTION FIELD IS EMPTY.
ID:  1419  | COLLECTION FIELD IS EMPTY.
ID:  1422  | COLLECTION FIELD IS EMPTY.
ID:  1425  | COLLECTION FIELD IS EMPTY.
ID:  1442  | COLLECTION FIELD IS EMPTY.
ID:  1443  | COLLECTION FIELD IS EMPTY.
ID:  1450  | COLLECTION FIELD IS EMPTY.
ID:  1451  | COLLECTION FIELD IS EMPTY.
ID:  1453  | COLLECTION FIELD IS EMPTY.
ID:  1456  | COLLECTION FIELD IS EMPTY.
ID:  1461  | COLLECTION FIELD IS EMPTY.
ID:  1462  | COLLECTION FIELD IS EMPTY.
ID:  1463  | COLLECTION FIELD IS EMPTY.
ID:  1464  | COLLECTION FIELD IS EMPTY.
ID:  1465  | COLLECTION FIELD IS EMPTY.
ID:  1466  | COLLECTION FIELD IS EMPTY.
ID:  1467  | COLLECTION FIELD IS EMPTY.
ID:  1475  | COLLECTION FIELD IS EMPTY.
ID:  1476  | COLLECTION FIELD IS EMPTY.
ID:  1477  | COLLECTION FIELD IS EMPTY.
ID:  1478  | COLLECTION FIELD IS EMPTY.
ID:  1480  | COLLECTION FIELD IS EMPTY.
ID:  1485  | COLLECTION FIELD IS EMPTY.
ID:  1486  | COLLECTION FIELD IS EMPTY.
ID:  1487  | COLLECTION FIELD IS EMPTY.
ID:  1492  | COLLECTION FIELD IS EMPTY.
ID:  1493  | COLLECTION FIELD IS EMPTY.
ID:  1503  | COLLECTION FIELD IS EMPTY.
ID:  1504  | COLLECTION FIELD IS EMPTY.
ID:  1507  | COLLECTION FIELD IS EMPTY.
ID:  1509  | COLLECTION FIELD IS EMPTY.
ID:  1511  | COLLECTION FIELD IS EMPTY.
ID:  1515  | COLLECTION FIELD IS EMPTY.
ID:  1523  | COLLECTION FIELD IS EMPTY.
ID:  1524  | COLLECTION FIELD IS EMPTY.
ID:  1531  | COLLECTION FIELD IS EMPTY.
ID:  1532  | COLLECTION FIELD IS EMPTY.
ID:  1533  | COLLECTION FIELD IS EMPTY.
ID:  1535  | COLLECTION FIELD IS EMPTY.
ID:  1540  | COLLECTION FIELD IS EMPTY.
ID:  1542  | COLLECTION FIELD IS EMPTY.
ID:  1543  | COLLECTION FIELD IS EMPTY.
ID:  1544  | COLLECTION FIELD IS EMPTY.
ID:  1548  | COLLECTION FIELD IS EMPTY.
ID:  1551  | COLLECTION FIELD IS EMPTY.
ID:  1555  | COLLECTION FIELD IS EMPTY.
ID:  1561  | COLLECTION FIELD IS EMPTY.
ID:  1563  | COLLECTION FIELD IS EMPTY.
ID:  1564  | COLLECTION FIELD IS EMPTY.
ID:  1565  | COLLECTION FIELD IS EMPTY.
ID:  1567  | COLLECTION FIELD IS EMPTY.
ID:  1568  | COLLECTION FIELD IS EMPTY.
ID:  1571  | COLLECTION FIELD IS EMPTY.
ID:  1577  | COLLECTION FIELD IS EMPTY.
ID:  1584  | COLLECTION FIELD IS EMPTY.
ID:  1592  | COLLECTION FIELD IS EMPTY.
ID:  1595  | COLLECTION FIELD IS EMPTY.
ID:  1599  | COLLECTION FIELD IS EMPTY.
ID:  1601  | COLLECTION FIELD IS EMPTY.
ID:  1602  | COLLECTION FIELD IS EMPTY.
ID:  1605  | COLLECTION FIELD IS EMPTY.
ID:  1607  | COLLECTION FIELD IS EMPTY.
ID:  1615  | COLLECTION FIELD IS EMPTY.
ID:  1618  | COLLECTION FIELD IS EMPTY.
ID:  1620  | COLLECTION FIELD IS EMPTY.
ID:  1622  | COLLECTION FIELD IS EMPTY.
ID:  1625  | COLLECTION FIELD IS EMPTY.
ID:  1633  | COLLECTION FIELD IS EMPTY.
ID:  1643  | COLLECTION FIELD IS EMPTY.
ID:  1645  | COLLECTION FIELD IS EMPTY.
ID:  1646  | COLLECTION FIELD IS EMPTY.
ID:  1649  | COLLECTION FIELD IS EMPTY.
ID:  1652  | COLLECTION FIELD IS EMPTY.
ID:  1658  | COLLECTION FIELD IS EMPTY.
ID:  1663  | COLLECTION FIELD IS EMPTY.
ID:  1664  | COLLECTION FIELD IS EMPTY.
ID:  1665  | COLLECTION FIELD IS EMPTY.
ID:  1668  | COLLECTION FIELD IS EMPTY.
ID:  1671  | COLLECTION FIELD IS EMPTY.
ID:  1673  | COLLECTION FIELD IS EMPTY.
ID:  1674  | COLLECTION FIELD IS EMPTY.
ID:  1679  | COLLECTION FIELD IS EMPTY.
ID:  1680  | COLLECTION FIELD IS EMPTY.
ID:  1681  | COLLECTION FIELD IS EMPTY.
ID:  1682  | COLLECTION FIELD IS EMPTY.
ID:  1684  | COLLECTION FIELD IS EMPTY.
ID:  1692  | COLLECTION FIELD IS EMPTY.
ID:  1694  | COLLECTION FIELD IS EMPTY.
ID:  1707  | COLLECTION FIELD IS EMPTY.
ID:  1708  | COLLECTION FIELD IS EMPTY.
ID:  1713  | COLLECTION FIELD IS EMPTY.
ID:  1715  | COLLECTION FIELD IS EMPTY.
ID:  1716  | COLLECTION FIELD IS EMPTY.
ID:  1718  | COLLECTION FIELD IS EMPTY.
ID:  1724  | COLLECTION FIELD IS EMPTY.
ID:  1725  | COLLECTION FIELD IS EMPTY.
ID:  1726  | COLLECTION FIELD IS EMPTY.
ID:  1727  | COLLECTION FIELD IS EMPTY.
ID:  1728  | COLLECTION FIELD IS EMPTY.
ID:  1732  | COLLECTION FIELD IS EMPTY.
ID:  1736  | COLLECTION FIELD IS EMPTY.
ID:  1741  | COLLECTION FIELD IS EMPTY.
ID:  1747  | COLLECTION FIELD IS EMPTY.
ID:  1751  | COLLECTION FIELD IS EMPTY.
ID:  1753  | COLLECTION FIELD IS EMPTY.
ID:  1755  | COLLECTION FIELD IS EMPTY.
ID:  1757  | COLLECTION FIELD IS EMPTY.
ID:  1759  | COLLECTION FIELD IS EMPTY.
ID:  1781  | COLLECTION FIELD IS EMPTY.
ID:  1785  | COLLECTION FIELD IS EMPTY.
ID:  1793  | COLLECTION FIELD IS EMPTY.
ID:  1808  | COLLECTION FIELD IS EMPTY.
ID:  1817  | COLLECTION FIELD IS EMPTY.
ID:  1821  | COLLECTION FIELD IS EMPTY.
ID:  1823  | COLLECTION FIELD IS EMPTY.
ID:  1829  | COLLECTION FIELD IS EMPTY.
ID:  1834  | COLLECTION FIELD IS EMPTY.
ID:  1838  | COLLECTION FIELD IS EMPTY.
ID:  1839  | COLLECTION FIELD IS EMPTY.
ID:  1840  | COLLECTION FIELD IS EMPTY.
ID:  1841  | COLLECTION FIELD IS EMPTY.
ID:  1842  | COLLECTION FIELD IS EMPTY.
ID:  1843  | COLLECTION FIELD IS EMPTY.
ID:  1844  | COLLECTION FIELD IS EMPTY.
ID:  1845  | COLLECTION FIELD IS EMPTY.
ID:  1846  | COLLECTION FIELD IS EMPTY.
ID:  1847  | COLLECTION FIELD IS EMPTY.
ID:  1848  | COLLECTION FIELD IS EMPTY.
ID:  1852  | COLLECTION FIELD IS EMPTY.
ID:  1855  | COLLECTION FIELD IS EMPTY.
ID:  1885  | COLLECTION FIELD IS EMPTY.
ID:  1887  | COLLECTION FIELD IS EMPTY.
ID:  1888  | COLLECTION FIELD IS EMPTY.
ID:  1890  | COLLECTION FIELD IS EMPTY.
ID:  1893  | COLLECTION FIELD IS EMPTY.
ID:  1895  | COLLECTION FIELD IS EMPTY.
ID:  1898  | COLLECTION FIELD IS EMPTY.
ID:  1913  | COLLECTION FIELD IS EMPTY.
ID:  1915  | COLLECTION FIELD IS EMPTY.
ID:  1916  | COLLECTION FIELD IS EMPTY.
ID:  1917  | COLLECTION FIELD IS EMPTY.
ID:  1919  | COLLECTION FIELD IS EMPTY.
ID:  1932  | COLLECTION FIELD IS EMPTY.
ID:  1933  | COLLECTION FIELD IS EMPTY.
ID:  1937  | COLLECTION FIELD IS EMPTY.
ID:  1948  | COLLECTION FIELD IS EMPTY.
ID:  1950  | COLLECTION FIELD IS EMPTY.
ID:  1956  | COLLECTION FIELD IS EMPTY.
ID:  1959  | COLLECTION FIELD IS EMPTY.
ID:  1960  | COLLECTION FIELD IS EMPTY.
ID:  1962  | COLLECTION FIELD IS EMPTY.
ID:  1963  | COLLECTION FIELD IS EMPTY.
ID:  1964  | COLLECTION FIELD IS EMPTY.
ID:  1965  | COLLECTION FIELD IS EMPTY.
ID:  1966  | COLLECTION FIELD IS EMPTY.
ID:  1968  | COLLECTION FIELD IS EMPTY.
ID:  1974  | COLLECTION FIELD IS EMPTY.
ID:  1976  | COLLECTION FIELD IS EMPTY.
ID:  1977  | COLLECTION FIELD IS EMPTY.
ID:  1978  | COLLECTION FIELD IS EMPTY.
ID:  1979  | COLLECTION FIELD IS EMPTY.
ID:  1981  | COLLECTION FIELD IS EMPTY.
ID:  1990  | COLLECTION FIELD IS EMPTY.
ID:  1999  | COLLECTION FIELD IS EMPTY.
ID:  2000  | COLLECTION FIELD IS EMPTY.
ID:  2003  | COLLECTION FIELD IS EMPTY.
ID:  2028  | COLLECTION FIELD IS EMPTY.
ID:  2031  | COLLECTION FIELD IS EMPTY.
ID:  2033  | COLLECTION FIELD IS EMPTY.
ID:  2034  | COLLECTION FIELD IS EMPTY.
ID:  2038  | COLLECTION FIELD IS EMPTY.
ID:  2041  | COLLECTION FIELD IS EMPTY.
ID:  2044  | COLLECTION FIELD IS EMPTY.
ID:  2060  | COLLECTION FIELD IS EMPTY.
ID:  2073  | COLLECTION FIELD IS EMPTY.
ID:  2075  | COLLECTION FIELD IS EMPTY.
ID:  2076  | COLLECTION FIELD IS EMPTY.
ID:  2088  | COLLECTION FIELD IS EMPTY.
ID:  2089  | COLLECTION FIELD IS EMPTY.
ID:  2090  | COLLECTION FIELD IS EMPTY.
ID:  2094  | COLLECTION FIELD IS EMPTY.
ID:  2100  | COLLECTION FIELD IS EMPTY.
ID:  2101  | COLLECTION FIELD IS EMPTY.
ID:  2103  | COLLECTION FIELD IS EMPTY.
ID:  2107  | COLLECTION FIELD IS EMPTY.
ID:  2109  | COLLECTION FIELD IS EMPTY.
ID:  2111  | COLLECTION FIELD IS EMPTY.
ID:  2116  | COLLECTION FIELD IS EMPTY.
ID:  2117  | COLLECTION FIELD IS EMPTY.
ID:  2118  | COLLECTION FIELD IS EMPTY.
ID:  2119  | COLLECTION FIELD IS EMPTY.
ID:  2121  | COLLECTION FIELD IS EMPTY.
ID:  2122  | COLLECTION FIELD IS EMPTY.
ID:  2126  | COLLECTION FIELD IS EMPTY.
ID:  2128  | COLLECTION FIELD IS EMPTY.
ID:  2132  | COLLECTION FIELD IS EMPTY.
ID:  2136  | COLLECTION FIELD IS EMPTY.
ID:  2140  | COLLECTION FIELD IS EMPTY.
ID:  2141  | COLLECTION FIELD IS EMPTY.
ID:  2143  | COLLECTION FIELD IS EMPTY.
ID:  2147  | COLLECTION FIELD IS EMPTY.
ID:  2152  | COLLECTION FIELD IS EMPTY.
ID:  2155  | COLLECTION FIELD IS EMPTY.
ID:  2157  | COLLECTION FIELD IS EMPTY.
ID:  2159  | COLLECTION FIELD IS EMPTY.

















In [13]:



    


c_set = set(collections.values()) # Set of all art collections included in snippets



    











In [14]:



    


print "COLLECTION FREQUENCIES:\n"

values = collections.values()
total = len(values)

for c in c_set:
    freq = values.count(c)
    percent = (freq/float(total))*100
    print c, "\n", freq, "snippets ask about this collection."
    print '%0.2f'% percent, "percent of total snippets\n"



    


















    






COLLECTION FREQUENCIES:

American Art 
177 snippets ask about this collection.
14.92 percent of total snippets

Arts of the Americas 
61 snippets ask about this collection.
5.14 percent of total snippets

Egyptian, Classical, Ancient Near Eastern Art 
129 snippets ask about this collection.
10.88 percent of total snippets

Decorative Arts 
125 snippets ask about this collection.
10.54 percent of total snippets

Arts of the Pacific Islands 
7 snippets ask about this collection.
0.59 percent of total snippets

European Art 
109 snippets ask about this collection.
9.19 percent of total snippets

Arts of Africa 
139 snippets ask about this collection.
11.72 percent of total snippets

Elizabeth A. Sackler Center for Feminist Art 
48 snippets ask about this collection.
4.05 percent of total snippets

Contemporary Art 
365 snippets ask about this collection.
30.78 percent of total snippets

Arts of the Islamic World 
5 snippets ask about this collection.
0.42 percent of total snippets

Asian Art 
21 snippets ask about this collection.
1.77 percent of total snippets

Content source: seanjh/bkm-ask

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