From: https://www.kaggle.com/go5kuramubon/eda-a-lot-of-labels-have-few-images
Author: pao
This competition is multi-label task.
So we should understand the number of train images per label.
Let's check!!
import numpy as np
import pandas as pd
from tqdm import tqdm
import matplotlib.pyplot as plt
pd.set_option("max_columns",300)
pd.set_option("max_rows",1020)
train_df = pd.read_csv("../input/train.csv")
labels_df = pd.read_csv("../input/labels.csv")
train_df["attribute_ids"]=train_df["attribute_ids"].apply(lambda x:[int(x) for x in x.split(" ")])
train_df["id"]=train_df["id"].apply(lambda x:x+".png")
train_df.head()
id | attribute_ids | |
---|---|---|
0 | 1000483014d91860.png | [147, 616, 813] |
1 | 1000fe2e667721fe.png | [51, 616, 734, 813] |
2 | 1001614cb89646ee.png | [776] |
3 | 10041eb49b297c08.png | [51, 671, 698, 813, 1092] |
4 | 100501c227f8beea.png | [13, 404, 492, 903, 1093] |
for ix in tqdm(range(1103)):
train_df["label_"+str(ix)] = train_df["attribute_ids"].map(lambda x: 1 if ix in x else 0)
100%|██████████| 1103/1103 [01:12<00:00, 15.24it/s]
train_df.head()
id | attribute_ids | label_0 | label_1 | label_2 | label_3 | label_4 | label_5 | label_6 | label_7 | label_8 | label_9 | label_10 | label_11 | label_12 | label_13 | label_14 | label_15 | label_16 | label_17 | label_18 | label_19 | label_20 | label_21 | label_22 | label_23 | label_24 | label_25 | label_26 | label_27 | label_28 | label_29 | label_30 | label_31 | label_32 | label_33 | label_34 | label_35 | label_36 | label_37 | label_38 | label_39 | label_40 | label_41 | label_42 | label_43 | label_44 | label_45 | label_46 | label_47 | label_48 | label_49 | label_50 | label_51 | label_52 | label_53 | label_54 | label_55 | label_56 | label_57 | label_58 | label_59 | label_60 | label_61 | label_62 | label_63 | label_64 | label_65 | label_66 | label_67 | label_68 | label_69 | label_70 | label_71 | label_72 | label_73 | label_74 | label_75 | label_76 | label_77 | label_78 | label_79 | label_80 | label_81 | label_82 | label_83 | label_84 | label_85 | label_86 | label_87 | label_88 | label_89 | label_90 | label_91 | label_92 | label_93 | label_94 | label_95 | label_96 | label_97 | label_98 | label_99 | label_100 | label_101 | label_102 | label_103 | label_104 | label_105 | label_106 | label_107 | label_108 | label_109 | label_110 | label_111 | label_112 | label_113 | label_114 | label_115 | label_116 | label_117 | label_118 | label_119 | label_120 | label_121 | label_122 | label_123 | label_124 | label_125 | label_126 | label_127 | label_128 | label_129 | label_130 | label_131 | label_132 | label_133 | label_134 | label_135 | label_136 | label_137 | label_138 | label_139 | label_140 | label_141 | label_142 | label_143 | label_144 | label_145 | label_146 | label_147 | ... | label_953 | label_954 | label_955 | label_956 | label_957 | label_958 | label_959 | label_960 | label_961 | label_962 | label_963 | label_964 | label_965 | label_966 | label_967 | label_968 | label_969 | label_970 | label_971 | label_972 | label_973 | label_974 | label_975 | label_976 | label_977 | label_978 | label_979 | label_980 | label_981 | label_982 | label_983 | label_984 | label_985 | label_986 | label_987 | label_988 | label_989 | label_990 | label_991 | label_992 | label_993 | label_994 | label_995 | label_996 | label_997 | label_998 | label_999 | label_1000 | label_1001 | label_1002 | label_1003 | label_1004 | label_1005 | label_1006 | label_1007 | label_1008 | label_1009 | label_1010 | label_1011 | label_1012 | label_1013 | label_1014 | label_1015 | label_1016 | label_1017 | label_1018 | label_1019 | label_1020 | label_1021 | label_1022 | label_1023 | label_1024 | label_1025 | label_1026 | label_1027 | label_1028 | label_1029 | label_1030 | label_1031 | label_1032 | label_1033 | label_1034 | label_1035 | label_1036 | label_1037 | label_1038 | label_1039 | label_1040 | label_1041 | label_1042 | label_1043 | label_1044 | label_1045 | label_1046 | label_1047 | label_1048 | label_1049 | label_1050 | label_1051 | label_1052 | label_1053 | label_1054 | label_1055 | label_1056 | label_1057 | label_1058 | label_1059 | label_1060 | label_1061 | label_1062 | label_1063 | label_1064 | label_1065 | label_1066 | label_1067 | label_1068 | label_1069 | label_1070 | label_1071 | label_1072 | label_1073 | label_1074 | label_1075 | label_1076 | label_1077 | label_1078 | label_1079 | label_1080 | label_1081 | label_1082 | label_1083 | label_1084 | label_1085 | label_1086 | label_1087 | label_1088 | label_1089 | label_1090 | label_1091 | label_1092 | label_1093 | label_1094 | label_1095 | label_1096 | label_1097 | label_1098 | label_1099 | label_1100 | label_1101 | label_1102 | |
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0 | 1000483014d91860.png | [147, 616, 813] | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
1 | 1000fe2e667721fe.png | [51, 616, 734, 813] | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2 | 1001614cb89646ee.png | [776] | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
3 | 10041eb49b297c08.png | [51, 671, 698, 813, 1092] | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
4 | 100501c227f8beea.png | [13, 404, 492, 903, 1093] | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
5 rows × 1105 columns
labels = ["label_{}".format(i) for i in range(1103)]
summary = train_df[labels].sum()
labels_df["count"] = summary.values
labels_df.sort_values("count")
attribute_id | attribute_name | count | |
---|---|---|---|
199 | 199 | culture::kholmogory | 1 |
81 | 81 | culture::chinese with european decoration | 1 |
221 | 221 | culture::macedonian | 1 |
230 | 230 | culture::mennecy or sceaux | 1 |
366 | 366 | culture::tsimshian | 1 |
11 | 11 | culture::algerian | 1 |
104 | 104 | culture::dehua | 1 |
396 | 396 | culture::zoroastrian | 1 |
262 | 262 | culture::nimes | 1 |
805 | 805 | tag::mark antony | 1 |
112 | 112 | culture::dyak | 1 |
146 | 146 | culture::freiburg im breisgau | 1 |
281 | 281 | culture::palermo | 1 |
293 | 293 | culture::populonia | 1 |
328 | 328 | culture::skyros | 1 |
987 | 987 | tag::slavery | 2 |
71 | 71 | culture::central highlands | 2 |
271 | 271 | culture::northwest china/eastern central asia | 2 |
201 | 201 | culture::konigsberg | 2 |
240 | 240 | culture::moche-wari | 2 |
108 | 108 | culture::devonshire | 2 |
142 | 142 | culture::for russian market | 2 |
389 | 389 | culture::vulci | 2 |
904 | 904 | tag::prostitutes | 2 |
312 | 312 | culture::san sabastian | 2 |
187 | 187 | culture::isin-larsaold babylonian | 2 |
100 | 100 | culture::cypriot or phoenician | 3 |
250 | 250 | culture::nailsea | 3 |
39 | 39 | culture::beautiran | 3 |
198 | 198 | culture::kazakhstan | 3 |
160 | 160 | culture::gonia | 3 |
123 | 123 | culture::england | 3 |
53 | 53 | culture::british or scottish | 3 |
203 | 203 | culture::la rochelle | 3 |
140 | 140 | culture::for iberian market | 3 |
1017 | 1017 | tag::sunflowers | 3 |
94 | 94 | culture::costa rica or panama | 3 |
727 | 727 | tag::hindu religious figures | 3 |
190 | 190 | culture::italian or sicilian | 3 |
36 | 36 | culture::balinese | 3 |
7 | 7 | culture::after italian | 3 |
372 | 372 | culture::united states | 3 |
329 | 329 | culture::smyrna | 3 |
376 | 376 | culture::urbino with gubbio luster | 3 |
3 | 3 | culture::afghan | 3 |
132 | 132 | culture::flemish or italian | 4 |
233 | 233 | culture::michoacan | 4 |
214 | 214 | culture::longton hall | 4 |
20 | 20 | culture::aragon | 4 |
88 | 88 | culture::colonial | 4 |
92 | 92 | culture::coromandel coast | 4 |
787 | 787 | tag::living rooms | 4 |
260 | 260 | culture::neuwied am rhein | 4 |
103 | 103 | culture::deccan | 4 |
367 | 367 | culture::turin | 4 |
166 | 166 | culture::gurkha | 4 |
129 | 129 | culture::faliscan | 4 |
6 | 6 | culture::after german original | 4 |
177 | 177 | culture::huron | 4 |
176 | 176 | culture::hungary | 4 |
855 | 855 | tag::olive trees | 4 |
278 | 278 | culture::ottonian | 4 |
284 | 284 | culture::parita | 4 |
290 | 290 | culture::phrygian | 4 |
291 | 291 | culture::piedmont | 4 |
34 | 34 | culture::babylonian or kassite | 4 |
327 | 327 | culture::sinceny | 4 |
365 | 365 | culture::topara | 5 |
115 | 115 | culture::eastern european | 5 |
21 | 21 | culture::arica | 5 |
80 | 80 | culture::chinese with dutch decoration | 5 |
211 | 211 | culture::liverpool | 5 |
31 | 31 | culture::avon | 5 |
297 | 297 | culture::proto-elamite | 5 |
873 | 873 | tag::pentecost | 5 |
207 | 207 | culture::langobardic | 5 |
1060 | 1060 | tag::vajrapani | 5 |
431 | 431 | tag::architects | 5 |
268 | 268 | culture::northern india | 5 |
30 | 30 | culture::avignon | 5 |
298 | 298 | culture::provincial | 5 |
219 | 219 | culture::macao | 6 |
137 | 137 | culture::for danish market | 6 |
391 | 391 | culture::west slavic | 6 |
130 | 130 | culture::ferrara | 6 |
311 | 311 | culture::salzburg | 6 |
527 | 527 | tag::celestial bodies | 6 |
264 | 264 | culture::north indian | 6 |
181 | 181 | culture::indian or nepalese | 6 |
363 | 363 | culture::tlingit | 6 |
186 | 186 | culture::isin-larsa | 6 |
883 | 883 | tag::pinecones | 6 |
314 | 314 | culture::savoy | 6 |
118 | 118 | culture::edinburgh | 6 |
286 | 286 | culture::parthian or sasanian | 6 |
82 | 82 | culture::chinese with french mounts | 6 |
843 | 843 | tag::nero | 6 |
126 | 126 | culture::euboean | 6 |
388 | 388 | culture::visigothic | 6 |
167 | 167 | culture::haida | 6 |
370 | 370 | culture::ubaid | 7 |
128 | 128 | culture::european bronze age | 7 |
159 | 159 | culture::gnathian | 7 |
119 | 119 | culture::edomite | 7 |
845 | 845 | tag::new testament | 7 |
892 | 892 | tag::polka-dot pattern | 7 |
19 | 19 | culture::arabian | 7 |
346 | 346 | culture::surrey | 7 |
340 | 340 | culture::stockholm | 7 |
333 | 333 | culture::southall | 7 |
235 | 235 | culture::mimbres | 7 |
37 | 37 | culture::bavaria | 7 |
635 | 635 | tag::easter | 7 |
241 | 241 | culture::montelupo | 7 |
224 | 224 | culture::mali | 7 |
355 | 355 | culture::thanjavur | 7 |
242 | 242 | culture::moro | 7 |
544 | 544 | tag::christmas | 7 |
917 | 917 | tag::rectangles | 7 |
364 | 364 | culture::tolita-tumaco | 7 |
101 | 101 | culture::czech | 7 |
197 | 197 | culture::kathmandu valley | 7 |
73 | 73 | culture::chalcidian | 7 |
254 | 254 | culture::naxos | 8 |
652 | 652 | tag::fairies | 8 |
174 | 174 | culture::huastec | 8 |
168 | 168 | culture::hanau | 8 |
561 | 561 | tag::concerts | 8 |
812 | 812 | tag::medea | 8 |
395 | 395 | culture::zenu | 8 |
394 | 394 | culture::wurzburg | 8 |
460 | 460 | tag::bathsheba | 8 |
215 | 215 | culture::lowestoft | 8 |
599 | 599 | tag::deities | 8 |
381 | 381 | culture::verona | 8 |
84 | 84 | culture::chorrera | 8 |
68 | 68 | culture::caughley | 8 |
798 | 798 | tag::magicians | 9 |
288 | 288 | culture::pesaro | 9 |
296 | 296 | culture::praenestine | 9 |
200 | 200 | culture::kievan rus' | 9 |
452 | 452 | tag::bakers | 9 |
523 | 523 | tag::cathedrals | 9 |
303 | 303 | culture::rhenish | 9 |
47 | 47 | culture::bordeaux | 9 |
305 | 305 | culture::roman egyptian | 9 |
193 | 193 | culture::italic-native | 9 |
854 | 854 | tag::old testament | 9 |
183 | 183 | culture::inuit | 9 |
476 | 476 | tag::billiards | 9 |
643 | 643 | tag::esther | 9 |
302 | 302 | culture::remojadas | 10 |
87 | 87 | culture::colombian | 10 |
919 | 919 | tag::religious texts | 10 |
719 | 719 | tag::hell | 10 |
38 | 38 | culture::bayreuth | 10 |
209 | 209 | culture::lille | 10 |
164 | 164 | culture::guanacaste-nicoya | 10 |
310 | 310 | culture::salinar | 10 |
752 | 752 | tag::jason | 10 |
343 | 343 | culture::sulawesi | 10 |
143 | 143 | culture::for swedish market | 10 |
220 | 220 | culture::macaracas | 10 |
56 | 56 | culture::burma | 10 |
54 | 54 | culture::brunswick | 10 |
243 | 243 | culture::moroccan | 10 |
225 | 225 | culture::manteno | 10 |
277 | 277 | culture::orleans | 10 |
10 | 10 | culture::alexandria-hadra | 10 |
66 | 66 | culture::catalonia | 11 |
46 | 46 | culture::bologna | 11 |
1031 | 1031 | tag::telescopes | 11 |
897 | 897 | tag::poseidon | 11 |
295 | 295 | culture::potsdam | 11 |
62 | 62 | culture::canaanite | 11 |
474 | 474 | tag::bible | 11 |
386 | 386 | culture::villeroy | 11 |
206 | 206 | culture::lambeth | 11 |
244 | 244 | culture::moustiers | 12 |
918 | 918 | tag::religious events | 12 |
779 | 779 | tag::law | 12 |
72 | 72 | culture::central italian | 12 |
148 | 148 | culture::french or german | 12 |
28 | 28 | culture::augsburg original | 12 |
16 | 16 | culture::ansbach | 12 |
49 | 49 | culture::brescia | 12 |
697 | 697 | tag::gingham pattern | 12 |
356 | 356 | culture::the hague | 12 |
1094 | 1094 | tag::world war i | 12 |
246 | 246 | culture::muisca | 12 |
64 | 64 | culture::castel durante | 13 |
213 | 213 | culture::london original | 13 |
63 | 63 | culture::canosan | 13 |
97 | 97 | culture::cyclades | 13 |
352 | 352 | culture::teano | 13 |
1052 | 1052 | tag::tulips | 13 |
4 | 4 | culture::after british | 13 |
27 | 27 | culture::augsburg decoration | 13 |
1048 | 1048 | tag::tricorns | 13 |
330 | 330 | culture::south german | 13 |
157 | 157 | culture::german or swiss | 14 |
152 | 152 | culture::furstenberg | 14 |
267 | 267 | culture::northern european | 14 |
8 | 8 | culture::after russian original | 14 |
1076 | 1076 | tag::wagons | 14 |
238 | 238 | culture::mixtec | 14 |
594 | 594 | tag::dawn | 14 |
139 | 139 | culture::for french market | 14 |
2 | 2 | culture::aegean | 14 |
12 | 12 | culture::alsace | 14 |
77 | 77 | culture::chelsea-derby | 14 |
853 | 853 | tag::octopus | 14 |
443 | 443 | tag::astronomy | 14 |
319 | 319 | culture::scythian | 15 |
208 | 208 | culture::leuven | 15 |
300 | 300 | culture::qajar | 15 |
930 | 930 | tag::rowing | 15 |
361 | 361 | culture::tiwanaku | 15 |
856 | 856 | tag::opera | 16 |
301 | 301 | culture::quechua | 16 |
799 | 799 | tag::maitreya | 16 |
85 | 85 | culture::chupicuaro | 16 |
172 | 172 | culture::hittite | 16 |
575 | 575 | tag::cradles | 16 |
1087 | 1087 | tag::wind | 16 |
353 | 353 | culture::teotihuacan | 16 |
392 | 392 | culture::western european | 16 |
357 | 357 | culture::thessaly | 16 |
491 | 491 | tag::boxing | 16 |
317 | 317 | culture::sceaux | 16 |
344 | 344 | culture::sumatran | 17 |
790 | 790 | tag::lockets | 17 |
5 | 5 | culture::after german | 17 |
336 | 336 | culture::spitalfields | 17 |
261 | 261 | culture::nevers | 17 |
52 | 52 | culture::british or french | 17 |
1021 | 1021 | tag::tabernacles | 17 |
644 | 644 | tag::europa | 17 |
982 | 982 | tag::singing | 17 |
266 | 266 | culture::north netherlandish | 17 |
1090 | 1090 | tag::wine | 17 |
525 | 525 | tag::cauldrons | 17 |
228 | 228 | culture::meissen with german | 17 |
117 | 117 | culture::eastern mediterranean or italian | 17 |
337 | 337 | culture::sri lankan | 18 |
371 | 371 | culture::umbria | 18 |
481 | 481 | tag::bobbins | 18 |
407 | 407 | tag::admirals | 18 |
970 | 970 | tag::shakyamuni | 18 |
0 | 0 | culture::abruzzi | 18 |
223 | 223 | culture::malayan | 18 |
687 | 687 | tag::galatea | 18 |
944 | 944 | tag::saint mark | 18 |
153 | 153 | culture::gaul | 18 |
98 | 98 | culture::cycladic | 19 |
435 | 435 | tag::ariadne | 19 |
416 | 416 | tag::amun | 19 |
414 | 414 | tag::amazons | 19 |
89 | 89 | culture::colonial american | 19 |
589 | 589 | tag::daisies | 19 |
362 | 362 | culture::tlatilco | 19 |
403 | 403 | tag::acrobats | 19 |
136 | 136 | culture::for continental market | 19 |
377 | 377 | culture::valencia | 19 |
255 | 255 | culture::nayarit | 19 |
852 | 852 | tag::octagons | 19 |
928 | 928 | tag::rosaries | 20 |
781 | 781 | tag::leda | 20 |
943 | 943 | tag::saint lawrence | 20 |
379 | 379 | culture::veracruz | 20 |
765 | 765 | tag::kitchens | 20 |
1028 | 1028 | tag::tea drinking | 20 |
17 | 17 | culture::antwerp | 20 |
736 | 736 | tag::hospitals | 20 |
851 | 851 | tag::occupations | 20 |
1011 | 1011 | tag::students | 21 |
632 | 632 | tag::durga | 21 |
380 | 380 | culture::veraguas | 21 |
456 | 456 | tag::barns | 21 |
247 | 247 | culture::munich | 21 |
1029 | 1029 | tag::teachers | 21 |
216 | 216 | culture::ludwigsburg | 21 |
417 | 417 | tag::ancient greek | 21 |
350 | 350 | culture::tairona | 21 |
857 | 857 | tag::organs | 21 |
601 | 601 | tag::descent from the cross | 21 |
229 | 229 | culture::mennecy | 21 |
170 | 170 | culture::helladic | 21 |
743 | 743 | tag::inns | 22 |
880 | 880 | tag::pigeons | 22 |
22 | 22 | culture::asia minor | 22 |
150 | 150 | culture::french or swiss | 22 |
402 | 402 | tag::acorns | 22 |
341 | 341 | culture::stoke-on-trent | 22 |
1067 | 1067 | tag::victory | 22 |
785 | 785 | tag::literature | 22 |
374 | 374 | culture::urartian | 22 |
909 | 909 | tag::pyramids | 22 |
398 | 398 | tag::abbies | 22 |
841 | 841 | tag::necktie | 22 |
93 | 93 | culture::costa rica | 22 |
245 | 245 | culture::mughal | 22 |
694 | 694 | tag::genre scene | 22 |
67 | 67 | culture::caucasian | 22 |
59 | 59 | culture::calima | 22 |
222 | 222 | culture::madrid | 22 |
981 | 981 | tag::singers | 22 |
1008 | 1008 | tag::street scene | 23 |
325 | 325 | culture::siena | 23 |
689 | 689 | tag::gardeners | 23 |
171 | 171 | culture::hilt | 23 |
120 | 120 | culture::egypt | 23 |
814 | 814 | tag::merchants | 23 |
602 | 602 | tag::deserts | 24 |
810 | 810 | tag::massacres | 24 |
75 | 75 | culture::chaumont-sur-loire | 24 |
802 | 802 | tag::manjushri | 24 |
869 | 869 | tag::peaches | 24 |
550 | 550 | tag::cleopatra | 24 |
801 | 801 | tag::mandolins | 24 |
625 | 625 | tag::drawing | 24 |
455 | 455 | tag::baptism of christ | 24 |
504 | 504 | tag::burial grounds | 25 |
387 | 387 | culture::vincennes | 25 |
469 | 469 | tag::bees | 25 |
106 | 106 | culture::derby | 25 |
762 | 762 | tag::kettles | 25 |
859 | 859 | tag::orpheus | 25 |
1079 | 1079 | tag::washing | 25 |
640 | 640 | tag::emperor augustus | 26 |
1016 | 1016 | tag::sundials | 26 |
109 | 109 | culture::dresden | 26 |
472 | 472 | tag::benjamin franklin | 26 |
151 | 151 | culture::fulda | 26 |
471 | 471 | tag::benches | 26 |
933 | 933 | tag::sailors | 26 |
326 | 326 | culture::silesia | 26 |
658 | 658 | tag::fathers | 26 |
440 | 440 | tag::artemis | 26 |
751 | 751 | tag::jars | 26 |
165 | 165 | culture::gubbio | 26 |
547 | 547 | tag::circus | 27 |
839 | 839 | tag::navy | 27 |
169 | 169 | culture::hattian | 27 |
837 | 837 | tag::napoleon i | 27 |
320 | 320 | culture::seleucid | 27 |
609 | 609 | tag::dice | 27 |
717 | 717 | tag::hawks | 27 |
877 | 877 | tag::perseus | 27 |
9 | 9 | culture::akkadian | 28 |
419 | 419 | tag::anger | 28 |
1042 | 1042 | tag::toys | 28 |
270 | 270 | culture::northwest china | 28 |
499 | 499 | tag::buddhist religious figures | 28 |
83 | 83 | culture::chiriqui | 28 |
957 | 957 | tag::schools | 28 |
617 | 617 | tag::dolls | 28 |
630 | 630 | tag::drunkenness | 28 |
141 | 141 | culture::for portuguese market | 29 |
74 | 74 | culture::chantilly | 29 |
397 | 397 | culture::zurich | 29 |
1014 | 1014 | tag::summer | 29 |
500 | 500 | tag::buffalos | 29 |
900 | 900 | tag::prisms | 29 |
997 | 997 | tag::sports | 29 |
358 | 358 | culture::thuringia | 29 |
50 | 50 | culture::bristol | 29 |
265 | 265 | culture::north italian | 30 |
90 | 90 | culture::copenhagen | 30 |
730 | 730 | tag::holofernes | 30 |
1100 | 1100 | tag::zeus | 30 |
509 | 509 | tag::calendars | 30 |
531 | 531 | tag::ceres | 30 |
299 | 299 | culture::ptolemaic | 30 |
894 | 894 | tag::ponds | 30 |
990 | 990 | tag::snails | 30 |
958 | 958 | tag::scorpions | 30 |
205 | 205 | culture::lambayeque | 30 |
408 | 408 | tag::adonis | 31 |
539 | 539 | tag::chinese | 31 |
893 | 893 | tag::pomegranates | 31 |
651 | 651 | tag::factories | 31 |
1102 | 1102 | tag::zodiac | 31 |
342 | 342 | culture::strasbourg | 32 |
385 | 385 | culture::villanovan | 32 |
789 | 789 | tag::lobsters | 32 |
788 | 788 | tag::lizards | 32 |
122 | 122 | culture::elamite | 32 |
847 | 847 | tag::nike | 32 |
134 | 134 | culture::for american market | 32 |
257 | 257 | culture::neolithic | 32 |
1082 | 1082 | tag::watermills | 33 |
249 | 249 | culture::nabataean | 33 |
292 | 292 | culture::polish | 33 |
57 | 57 | culture::burslem | 33 |
715 | 715 | tag::hathor | 34 |
1075 | 1075 | tag::vulcan | 34 |
442 | 442 | tag::assumption of the virgin | 34 |
777 | 777 | tag::last judgement | 34 |
48 | 48 | culture::bow | 34 |
659 | 659 | tag::fauns | 34 |
759 | 759 | tag::julius caesar | 34 |
15 | 15 | culture::amsterdam | 34 |
1070 | 1070 | tag::violas | 34 |
475 | 475 | tag::bicycles | 34 |
530 | 530 | tag::ceremony | 35 |
441 | 441 | tag::artists | 35 |
382 | 382 | culture::versailles | 35 |
429 | 429 | tag::archangel gabriel | 35 |
722 | 722 | tag::hermes | 35 |
656 | 656 | tag::farmers | 35 |
251 | 251 | culture::nantes | 35 |
44 | 44 | culture::boeotian | 35 |
980 | 980 | tag::silenus | 36 |
935 | 935 | tag::saint anthony | 36 |
792 | 792 | tag::louis xiv | 36 |
195 | 195 | culture::javanese | 36 |
158 | 158 | culture::ghassulian | 36 |
614 | 614 | tag::doctors | 36 |
984 | 984 | tag::skirts | 36 |
411 | 411 | tag::air transports | 36 |
979 | 979 | tag::sibyl | 36 |
729 | 729 | tag::historical figures | 36 |
421 | 421 | tag::anklet | 36 |
315 | 315 | culture::saxony | 37 |
740 | 740 | tag::illness | 37 |
149 | 149 | culture::french or italian | 37 |
926 | 926 | tag::roman deities | 37 |
848 | 848 | tag::nonrepresentational art | 37 |
526 | 526 | tag::caves | 37 |
775 | 775 | tag::landforms | 38 |
1000 | 1000 | tag::squirrels | 38 |
237 | 237 | culture::mitanni | 38 |
686 | 686 | tag::gadrooning | 38 |
178 | 178 | culture::ica | 38 |
946 | 946 | tag::saint michael | 38 |
279 | 279 | culture::padua | 38 |
144 | 144 | culture::frankenthal | 38 |
324 | 324 | culture::sicily | 39 |
572 | 572 | tag::coverlets and quilts | 39 |
560 | 560 | tag::commodes | 39 |
945 | 945 | tag::saint matthew | 39 |
272 | 272 | culture::norwegian | 39 |
636 | 636 | tag::egg and dart | 39 |
773 | 773 | tag::lamentation | 40 |
818 | 818 | tag::military clothing | 40 |
484 | 484 | tag::body parts | 40 |
1074 | 1074 | tag::volcanoes | 40 |
309 | 309 | culture::saint-cloud | 40 |
360 | 360 | culture::tibetan | 40 |
124 | 124 | culture::etruria | 40 |
451 | 451 | tag::bagpipes | 41 |
969 | 969 | tag::shakespeare | 41 |
107 | 107 | culture::deruta | 41 |
938 | 938 | tag::saint george | 41 |
470 | 470 | tag::belts | 41 |
427 | 427 | tag::apples | 41 |
401 | 401 | tag::acanthus | 41 |
24 | 24 | culture::atlantic watershed | 41 |
902 | 902 | tag::prisons | 42 |
1026 | 1026 | tag::taweret | 42 |
473 | 473 | tag::bes | 43 |
770 | 770 | tag::ladles | 43 |
274 | 274 | culture::nymphenburg | 43 |
263 | 263 | culture::north china | 43 |
69 | 69 | culture::central asia | 43 |
95 | 95 | culture::cretan | 43 |
757 | 757 | tag::judith | 44 |
196 | 196 | culture::jouy-en-josas | 44 |
375 | 375 | culture::urbino | 44 |
683 | 683 | tag::funerals | 44 |
86 | 86 | culture::colima | 44 |
562 | 562 | tag::contemplation | 45 |
998 | 998 | tag::spring | 45 |
865 | 865 | tag::pants | 45 |
1049 | 1049 | tag::triton | 45 |
321 | 321 | culture::seville | 45 |
831 | 831 | tag::muses | 45 |
110 | 110 | culture::dublin | 45 |
876 | 876 | tag::performance | 46 |
782 | 782 | tag::leopards | 46 |
778 | 778 | tag::last supper | 46 |
571 | 571 | tag::courtyards | 46 |
318 | 318 | culture::scottish | 46 |
820 | 820 | tag::minerva | 47 |
446 | 446 | tag::autumn | 47 |
711 | 711 | tag::hair | 47 |
760 | 760 | tag::juno | 47 |
574 | 574 | tag::crabs | 47 |
467 | 467 | tag::bedrooms | 47 |
1043 | 1043 | tag::trains | 48 |
399 | 399 | tag::abraham | 48 |
1086 | 1086 | tag::wells | 48 |
797 | 797 | tag::maenads | 48 |
673 | 673 | tag::fluting | 48 |
951 | 951 | tag::sarcophagus | 48 |
424 | 424 | tag::apocalypse | 48 |
256 | 256 | culture::neo-sumerian | 48 |
40 | 40 | culture::beauvais | 48 |
1063 | 1063 | tag::vegetables | 48 |
533 | 533 | tag::chalices | 48 |
772 | 772 | tag::lambs | 49 |
1057 | 1057 | tag::uniforms | 49 |
712 | 712 | tag::hammers | 49 |
868 | 868 | tag::party | 49 |
748 | 748 | tag::isis | 50 |
569 | 569 | tag::couches | 50 |
641 | 641 | tag::entombment | 50 |
1006 | 1006 | tag::storms | 50 |
349 | 349 | culture::syrian | 50 |
... | ... | ... | ... |
345 | 345 | culture::sumerian | 64 |
964 | 964 | tag::seascapes | 65 |
968 | 968 | tag::servants | 65 |
881 | 881 | tag::pigs | 66 |
906 | 906 | tag::punishment | 66 |
905 | 905 | tag::psyche | 66 |
1053 | 1053 | tag::tunics | 66 |
710 | 710 | tag::guitars | 66 |
1041 | 1041 | tag::towns | 66 |
437 | 437 | tag::army | 66 |
444 | 444 | tag::athena | 66 |
373 | 373 | culture::unknown | 66 |
1003 | 1003 | tag::still life | 67 |
648 | 648 | tag::eyes | 67 |
965 | 965 | tag::seating furniture | 67 |
879 | 879 | tag::pianos | 67 |
795 | 795 | tag::lutes | 67 |
565 | 565 | tag::corpses | 67 |
1007 | 1007 | tag::strapwork | 68 |
1013 | 1013 | tag::suits | 68 |
390 | 390 | culture::wari | 68 |
700 | 700 | tag::gloves | 68 |
463 | 463 | tag::beaches | 68 |
618 | 618 | tag::dolphins | 69 |
191 | 191 | culture::italian or spanish | 69 |
842 | 842 | tag::neptune | 69 |
735 | 735 | tag::horus | 69 |
155 | 155 | culture::genoa | 69 |
528 | 528 | tag::censers | 70 |
816 | 816 | tag::mice | 70 |
521 | 521 | tag::caryatids | 70 |
232 | 232 | culture::mezcala | 71 |
613 | 613 | tag::docks | 71 |
275 | 275 | culture::old assyrian trading colony | 71 |
410 | 410 | tag::adoration of the sheperds | 71 |
61 | 61 | culture::campanian | 71 |
1091 | 1091 | tag::winter | 72 |
32 | 32 | culture::aztec | 72 |
486 | 486 | tag::boots | 72 |
102 | 102 | culture::danish | 72 |
65 | 65 | culture::catalan | 72 |
702 | 702 | tag::goblets | 73 |
60 | 60 | culture::cambodia | 74 |
824 | 824 | tag::monsters | 74 |
458 | 458 | tag::basins | 75 |
588 | 588 | tag::daily life | 75 |
226 | 226 | culture::maya | 76 |
815 | 815 | tag::mercury | 76 |
461 | 461 | tag::bats | 76 |
920 | 920 | tag::reliquaries | 77 |
368 | 368 | culture::turkish | 77 |
875 | 875 | tag::percussion instruments | 77 |
453 | 453 | tag::balconies | 77 |
846 | 846 | tag::night | 78 |
596 | 596 | tag::decorative designs | 78 |
1077 | 1077 | tag::walking | 78 |
1036 | 1036 | tag::theatre | 79 |
836 | 836 | tag::mythology | 79 |
478 | 478 | tag::bishops | 79 |
942 | 942 | tag::saint joseph | 79 |
466 | 466 | tag::bears | 79 |
804 | 804 | tag::maps | 79 |
867 | 867 | tag::parrots | 79 |
885 | 885 | tag::pitchers | 80 |
105 | 105 | culture::delft | 80 |
874 | 874 | tag::peonies | 80 |
512 | 512 | tag::canals | 80 |
457 | 457 | tag::baseball | 81 |
334 | 334 | culture::southern german | 81 |
513 | 513 | tag::candelabra | 81 |
936 | 936 | tag::saint catherine | 81 |
307 | 307 | culture::rouen | 81 |
1010 | 1010 | tag::stripes | 81 |
258 | 258 | culture::nepal | 82 |
43 | 43 | culture::birmingham | 82 |
1015 | 1015 | tag::sun | 83 |
556 | 556 | tag::coffeepots | 84 |
1101 | 1101 | tag::zigzag pattern | 85 |
567 | 567 | tag::corsets | 85 |
714 | 714 | tag::harps | 85 |
1055 | 1055 | tag::turtles | 85 |
838 | 838 | tag::nativity | 86 |
537 | 537 | tag::chickens | 86 |
449 | 449 | tag::bacchus | 86 |
661 | 661 | tag::feathers | 87 |
653 | 653 | tag::falcons | 87 |
941 | 941 | tag::saint john the evangelist | 87 |
850 | 850 | tag::obelisks | 88 |
761 | 761 | tag::jupiter | 88 |
175 | 175 | culture::hungarian | 88 |
679 | 679 | tag::foxes | 88 |
406 | 406 | tag::adam | 89 |
316 | 316 | culture::scandinavian | 90 |
608 | 608 | tag::diana | 90 |
664 | 664 | tag::fire | 90 |
409 | 409 | tag::adoration of the magi | 91 |
763 | 763 | tag::keys | 91 |
536 | 536 | tag::chests | 92 |
1080 | 1080 | tag::watches | 92 |
898 | 898 | tag::princes | 92 |
585 | 585 | tag::curtains | 92 |
253 | 253 | culture::nasca | 93 |
693 | 693 | tag::generals | 93 |
285 | 285 | culture::parthian | 93 |
645 | 645 | tag::eve | 93 |
138 | 138 | culture::for european market | 93 |
860 | 860 | tag::owls | 94 |
866 | 866 | tag::parks | 94 |
921 | 921 | tag::riding | 94 |
135 | 135 | culture::for british market | 94 |
1025 | 1025 | tag::tapestries | 95 |
400 | 400 | tag::abstraction | 95 |
185 | 185 | culture::irish | 95 |
1051 | 1051 | tag::trumpets | 95 |
505 | 505 | tag::burials | 95 |
287 | 287 | culture::peruvian | 96 |
939 | 939 | tag::saint jerome | 96 |
995 | 995 | tag::spectators | 96 |
959 | 959 | tag::screens | 96 |
529 | 529 | tag::centaurs | 97 |
234 | 234 | culture::milan | 97 |
960 | 960 | tag::scrolls | 97 |
966 | 966 | tag::self-portraits | 97 |
823 | 823 | tag::monks | 97 |
967 | 967 | tag::serpents | 97 |
540 | 540 | tag::chinoiserie | 98 |
1024 | 1024 | tag::taoism | 98 |
546 | 546 | tag::circles | 99 |
674 | 674 | tag::food | 99 |
1 | 1 | culture::achaemenid | 100 |
1066 | 1066 | tag::vests | 100 |
502 | 502 | tag::buildings and structures | 102 |
755 | 755 | tag::jockeys | 103 |
662 | 662 | tag::feet | 103 |
771 | 771 | tag::lakes | 103 |
459 | 459 | tag::bathing | 104 |
685 | 685 | tag::furniture | 104 |
1018 | 1018 | tag::swans | 104 |
422 | 422 | tag::annunciation | 106 |
55 | 55 | culture::brussels | 106 |
861 | 861 | tag::painting | 106 |
479 | 479 | tag::boars | 106 |
882 | 882 | tag::pilasters | 107 |
649 | 649 | tag::facades | 108 |
192 | 192 | culture::italic | 108 |
907 | 907 | tag::purses | 110 |
1065 | 1065 | tag::vestments | 110 |
516 | 516 | tag::cannons | 110 |
808 | 808 | tag::mary magdalene | 111 |
273 | 273 | culture::nuremberg | 111 |
681 | 681 | tag::frogs | 111 |
468 | 468 | tag::beds | 111 |
347 | 347 | culture::swedish | 112 |
750 | 750 | tag::jainism | 112 |
642 | 642 | tag::eros | 112 |
947 | 947 | tag::saint paul | 113 |
1071 | 1071 | tag::violins | 113 |
794 | 794 | tag::lovers | 113 |
217 | 217 | culture::lydian | 114 |
709 | 709 | tag::grotesques | 114 |
566 | 566 | tag::correspondence | 114 |
454 | 454 | tag::bamboo | 114 |
1083 | 1083 | tag::waves | 114 |
413 | 413 | tag::altars | 115 |
654 | 654 | tag::family | 115 |
204 | 204 | culture::laconian | 116 |
510 | 510 | tag::camels | 117 |
359 | 359 | culture::tibet | 118 |
619 | 619 | tag::domes | 118 |
179 | 179 | culture::inca | 118 |
393 | 393 | culture::worcester | 118 |
622 | 622 | tag::doorways | 119 |
948 | 948 | tag::saint peter | 119 |
35 | 35 | culture::bactria-margiana archaeological complex | 119 |
749 | 749 | tag::jackets | 119 |
708 | 708 | tag::griffins | 120 |
669 | 669 | tag::fishing | 120 |
1068 | 1068 | tag::villages | 120 |
999 | 999 | tag::squares | 120 |
18 | 18 | culture::apulian | 121 |
535 | 535 | tag::chess | 121 |
666 | 666 | tag::fireplaces | 123 |
507 | 507 | tag::buttons | 123 |
629 | 629 | tag::drums | 124 |
732 | 732 | tag::horns | 124 |
1037 | 1037 | tag::tigers | 124 |
600 | 600 | tag::demons | 124 |
1058 | 1058 | tag::urns | 126 |
511 | 511 | tag::cameos | 127 |
116 | 116 | culture::eastern mediterranean | 127 |
741 | 741 | tag::incense burners | 128 |
915 | 915 | tag::rams | 129 |
829 | 829 | tag::mothers | 130 |
825 | 825 | tag::monuments | 130 |
496 | 496 | tag::buckles | 131 |
680 | 680 | tag::friezes | 133 |
76 | 76 | culture::chelsea | 133 |
576 | 576 | tag::cranes | 135 |
1096 | 1096 | tag::wreaths | 137 |
1033 | 1033 | tag::tents | 137 |
508 | 508 | tag::cabinets | 137 |
985 | 985 | tag::skulls | 137 |
887 | 887 | tag::playing | 139 |
448 | 448 | tag::axes | 140 |
41 | 41 | culture::belgian | 141 |
888 | 888 | tag::playing cards | 141 |
425 | 425 | tag::apollo | 142 |
1081 | 1081 | tag::waterfalls | 143 |
1069 | 1069 | tag::vines | 143 |
863 | 863 | tag::palaces | 144 |
78 | 78 | culture::chimu | 146 |
591 | 591 | tag::dancers | 146 |
791 | 791 | tag::lotuses | 147 |
932 | 932 | tag::sadness | 147 |
912 | 912 | tag::rabbits | 147 |
996 | 996 | tag::sphinx | 148 |
972 | 972 | tag::shells | 148 |
383 | 383 | culture::vienna | 148 |
551 | 551 | tag::clocks | 150 |
676 | 676 | tag::forests | 150 |
627 | 627 | tag::drinking | 150 |
280 | 280 | culture::pakistan | 152 |
826 | 826 | tag::moon | 153 |
522 | 522 | tag::castles | 153 |
849 | 849 | tag::nymphs | 155 |
692 | 692 | tag::gates | 156 |
989 | 989 | tag::smoking | 156 |
306 | 306 | culture::rome | 157 |
1097 | 1097 | tag::writing | 158 |
973 | 973 | tag::shepherds | 159 |
638 | 638 | tag::emblems | 160 |
1001 | 1001 | tag::stairs | 160 |
731 | 731 | tag::holy family | 160 |
1040 | 1040 | tag::towers | 162 |
621 | 621 | tag::doors | 165 |
871 | 871 | tag::pediments | 167 |
688 | 688 | tag::games | 167 |
426 | 426 | tag::apostles | 169 |
620 | 620 | tag::donkeys | 170 |
924 | 924 | tag::roads | 170 |
992 | 992 | tag::snow | 173 |
988 | 988 | tag::sleep | 174 |
675 | 675 | tag::footwear | 176 |
631 | 631 | tag::ducks | 177 |
26 | 26 | culture::augsburg | 177 |
910 | 910 | tag::queens | 179 |
870 | 870 | tag::peacocks | 179 |
1038 | 1038 | tag::tombs | 180 |
555 | 555 | tag::coats | 181 |
963 | 963 | tag::seas | 181 |
811 | 811 | tag::medallions | 182 |
927 | 927 | tag::roosters | 184 |
548 | 548 | tag::cities | 185 |
495 | 495 | tag::brooches | 186 |
628 | 628 | tag::drinking glasses | 186 |
983 | 983 | tag::skeletons | 188 |
1009 | 1009 | tag::streets | 193 |
832 | 832 | tag::music | 194 |
1056 | 1056 | tag::undergarment | 195 |
678 | 678 | tag::fountains | 196 |
929 | 929 | tag::roses | 200 |
705 | 705 | tag::grapes | 202 |
672 | 672 | tag::flutes | 203 |
889 | 889 | tag::pocket watches | 204 |
701 | 701 | tag::goats | 204 |
518 | 518 | tag::carpets and rugs | 205 |
570 | 570 | tag::couples | 205 |
739 | 739 | tag::hunting | 205 |
890 | 890 | tag::poetry | 206 |
1012 | 1012 | tag::suffering | 207 |
252 | 252 | culture::naples | 207 |
721 | 721 | tag::hercules | 208 |
354 | 354 | culture::thailand | 210 |
864 | 864 | tag::palmettes | 215 |
971 | 971 | tag::sheep | 216 |
563 | 563 | tag::coptic | 216 |
756 | 756 | tag::journals | 218 |
695 | 695 | tag::geometric patterns | 219 |
445 | 445 | tag::athletes | 219 |
332 | 332 | culture::south netherlandish | 219 |
1045 | 1045 | tag::trays | 220 |
482 | 482 | tag::bodhisattva | 221 |
713 | 713 | tag::hands | 221 |
908 | 908 | tag::putti | 223 |
822 | 822 | tag::monkeys | 224 |
834 | 834 | tag::musicians | 225 |
450 | 450 | tag::badges | 226 |
884 | 884 | tag::pins | 227 |
1085 | 1085 | tag::weights and measures | 228 |
728 | 728 | tag::hinduism | 229 |
690 | 690 | tag::gardens | 230 |
282 | 282 | culture::paracas | 233 |
819 | 819 | tag::military equipment | 233 |
786 | 786 | tag::liturgical objects | 234 |
1064 | 1064 | tag::venus | 236 |
637 | 637 | tag::elephants | 236 |
840 | 840 | tag::necklaces | 239 |
58 | 58 | culture::byzantine | 240 |
607 | 607 | tag::diamonds | 240 |
524 | 524 | tag::cats | 243 |
23 | 23 | culture::assyrian | 244 |
534 | 534 | tag::chariots | 244 |
1089 | 1089 | tag::windows | 251 |
1030 | 1030 | tag::teapots | 251 |
488 | 488 | tag::bow and arrow | 253 |
994 | 994 | tag::spears | 253 |
432 | 432 | tag::architectural elements | 254 |
133 | 133 | culture::florence | 254 |
490 | 490 | tag::boxes | 254 |
553 | 553 | tag::clouds | 256 |
726 | 726 | tag::hilts | 256 |
691 | 691 | tag::garlands | 257 |
707 | 707 | tag::greek figures | 257 |
978 | 978 | tag::shoes | 258 |
783 | 783 | tag::lighting | 262 |
991 | 991 | tag::snakes | 262 |
517 | 517 | tag::capitals | 263 |
766 | 766 | tag::knives | 265 |
647 | 647 | tag::ewers | 266 |
803 | 803 | tag::manuscripts | 269 |
202 | 202 | culture::korea | 269 |
568 | 568 | tag::costumes | 270 |
1032 | 1032 | tag::temples | 273 |
515 | 515 | tag::candlesticks | 273 |
236 | 236 | culture::minoan | 281 |
503 | 503 | tag::bulls | 284 |
745 | 745 | tag::insects | 286 |
587 | 587 | tag::daggers | 289 |
916 | 916 | tag::reading | 290 |
33 | 33 | culture::babylonian | 292 |
331 | 331 | culture::south italian | 293 |
506 | 506 | tag::butterflies | 295 |
595 | 595 | tag::death | 296 |
665 | 665 | tag::firearms | 297 |
493 | 493 | tag::bracelets | 298 |
497 | 497 | tag::buddha | 302 |
1019 | 1019 | tag::sword guards | 303 |
633 | 633 | tag::eagles | 303 |
925 | 925 | tag::robes | 312 |
322 | 322 | culture::sevres | 317 |
725 | 725 | tag::hills | 322 |
438 | 438 | tag::arrowheads | 323 |
592 | 592 | tag::dancing | 327 |
545 | 545 | tag::churches | 327 |
348 | 348 | culture::swiss | 328 |
558 | 558 | tag::coins | 329 |
940 | 940 | tag::saint john the baptist | 329 |
573 | 573 | tag::cows | 332 |
581 | 581 | tag::crucifixion | 332 |
462 | 462 | tag::battles | 338 |
520 | 520 | tag::cartouches | 354 |
809 | 809 | tag::masks | 355 |
465 | 465 | tag::beakers | 357 |
684 | 684 | tag::funerary objects | 358 |
239 | 239 | culture::moche | 362 |
308 | 308 | culture::russian | 368 |
954 | 954 | tag::saucers | 369 |
703 | 703 | tag::goddess | 369 |
1022 | 1022 | tag::tables | 371 |
428 | 428 | tag::arabic | 373 |
974 | 974 | tag::shields | 382 |
582 | 582 | tag::cuneiform | 387 |
339 | 339 | culture::staffordshire | 388 |
821 | 821 | tag::mirrors | 393 |
682 | 682 | tag::fruit | 399 |
227 | 227 | culture::meissen | 403 |
14 | 14 | culture::american or european | 408 |
953 | 953 | tag::satyrs | 413 |
952 | 952 | tag::satire | 422 |
774 | 774 | tag::lamps | 422 |
583 | 583 | tag::cupid | 427 |
720 | 720 | tag::helmets | 433 |
603 | 603 | tag::design elements | 440 |
586 | 586 | tag::cutlery | 446 |
747 | 747 | tag::interiors | 453 |
1023 | 1023 | tag::tablets | 454 |
753 | 753 | tag::jesus | 461 |
704 | 704 | tag::gods | 462 |
313 | 313 | culture::sasanian | 467 |
931 | 931 | tag::ruins | 477 |
598 | 598 | tag::deer | 480 |
543 | 543 | tag::christianity | 481 |
1098 | 1098 | tag::writing implements | 487 |
922 | 922 | tag::rings | 493 |
125 | 125 | culture::etruscan | 494 |
127 | 127 | culture::european | 499 |
844 | 844 | tag::netsuke | 504 |
45 | 45 | culture::bohemian | 515 |
742 | 742 | tag::infants | 515 |
923 | 923 | tag::rivers | 518 |
378 | 378 | culture::venice | 523 |
29 | 29 | culture::austrian | 530 |
532 | 532 | tag::chairs | 540 |
886 | 886 | tag::plants | 543 |
184 | 184 | culture::iran | 545 |
634 | 634 | tag::earrings | 551 |
580 | 580 | tag::crowd | 555 |
746 | 746 | tag::insignia | 560 |
494 | 494 | tag::bridges | 564 |
415 | 415 | tag::amulets | 565 |
764 | 764 | tag::kings | 566 |
950 | 950 | tag::samples | 568 |
668 | 668 | tag::fish | 570 |
182 | 182 | culture::indonesia | 580 |
758 | 758 | tag::jugs | 582 |
436 | 436 | tag::armors | 582 |
716 | 716 | tag::hats | 583 |
180 | 180 | culture::india | 593 |
858 | 858 | tag::ornament | 593 |
231 | 231 | culture::mexican | 595 |
670 | 670 | tag::flags | 600 |
624 | 624 | tag::dragons | 613 |
1093 | 1093 | tag::working | 622 |
519 | 519 | tag::carriages | 622 |
975 | 975 | tag::ships | 627 |
655 | 655 | tag::fans | 630 |
430 | 430 | tag::arches | 636 |
796 | 796 | tag::madonna and child | 637 |
559 | 559 | tag::columns | 672 |
25 | 25 | culture::attic | 676 |
404 | 404 | tag::actors | 676 |
955 | 955 | tag::scarabs | 682 |
1061 | 1061 | tag::vase fragments | 744 |
579 | 579 | tag::cross | 745 |
639 | 639 | tag::embroidery | 750 |
498 | 498 | tag::buddhism | 766 |
650 | 650 | tag::faces | 773 |
1035 | 1035 | tag::textiles | 775 |
131 | 131 | culture::flemish | 787 |
615 | 615 | tag::documents | 810 |
283 | 283 | culture::paris | 810 |
1072 | 1072 | tag::virgin mary | 816 |
70 | 70 | culture::central european | 831 |
212 | 212 | culture::london | 838 |
464 | 464 | tag::beads | 859 |
542 | 542 | tag::christian imagery | 866 |
433 | 433 | tag::architectural fragments | 888 |
538 | 538 | tag::children | 901 |
800 | 800 | tag::male nudes | 902 |
754 | 754 | tag::jewelry | 921 |
872 | 872 | tag::pendants | 956 |
830 | 830 | tag::mountains | 957 |
492 | 492 | tag::boys | 959 |
1084 | 1084 | tag::weapons | 961 |
698 | 698 | tag::girls | 965 |
1020 | 1020 | tag::swords | 977 |
784 | 784 | tag::lions | 1016 |
626 | 626 | tag::dresses | 1050 |
949 | 949 | tag::saints | 1053 |
993 | 993 | tag::soldiers | 1073 |
724 | 724 | tag::hieroglyphs | 1083 |
833 | 833 | tag::musical instruments | 1138 |
768 | 768 | tag::lace | 1200 |
434 | 434 | tag::architecture | 1213 |
418 | 418 | tag::angels | 1260 |
616 | 616 | tag::dogs | 1278 |
584 | 584 | tag::cups | 1283 |
663 | 663 | tag::female nudes | 1286 |
259 | 259 | culture::netherlandish | 1302 |
99 | 99 | culture::cypriot | 1327 |
554 | 554 | tag::coat of arms | 1390 |
718 | 718 | tag::heads | 1397 |
335 | 335 | culture::spanish | 1403 |
480 | 480 | tag::boats | 1414 |
597 | 597 | tag::decorative elements | 1428 |
737 | 737 | tag::houses | 1446 |
405 | 405 | tag::actresses | 1457 |
483 | 483 | tag::bodies of water | 1472 |
734 | 734 | tag::horses | 1480 |
541 | 541 | tag::christ | 1492 |
961 | 961 | tag::sculpture | 1526 |
1062 | 1062 | tag::vases | 1540 |
501 | 501 | tag::buildings | 1667 |
487 | 487 | tag::bottles | 1685 |
962 | 962 | tag::seals | 1744 |
111 | 111 | culture::dutch | 1762 |
612 | 612 | tag::dishes | 1789 |
304 | 304 | culture::roman | 1881 |
733 | 733 | tag::horse riding | 1895 |
1039 | 1039 | tag::tools and equipment | 2001 |
489 | 489 | tag::bowls | 2045 |
161 | 161 | culture::greek | 2050 |
776 | 776 | tag::landscapes | 2075 |
485 | 485 | tag::books | 2097 |
552 | 552 | tag::clothing and accessories | 2180 |
1099 | 1099 | tag::writing systems | 2327 |
420 | 420 | tag::animals | 2548 |
903 | 903 | tag::profiles | 2552 |
835 | 835 | tag::mythical creatures | 3005 |
188 | 188 | culture::islamic | 3500 |
1034 | 1034 | tag::textile fragments | 3570 |
738 | 738 | tag::human figures | 3665 |
477 | 477 | tag::birds | 3692 |
744 | 744 | tag::inscriptions | 3890 |
369 | 369 | culture::turkish or venice | 4416 |
156 | 156 | culture::german | 5163 |
780 | 780 | tag::leaves | 5259 |
79 | 79 | culture::china | 5382 |
1046 | 1046 | tag::trees | 5591 |
896 | 896 | tag::portraits | 5955 |
121 | 121 | culture::egyptian | 6542 |
1059 | 1059 | tag::utilitarian objects | 6564 |
194 | 194 | culture::japan | 7394 |
51 | 51 | culture::british | 7615 |
671 | 671 | tag::flowers | 8419 |
13 | 13 | culture::american | 9151 |
189 | 189 | culture::italian | 10375 |
147 | 147 | culture::french | 13522 |
1092 | 1092 | tag::women | 14281 |
813 | 813 | tag::men | 19970 |
1103 rows × 3 columns
fig = plt.figure(figsize=(20,5))
ax = fig.add_subplot(1, 1, 1)
ax.set_xticks([x for x in range(0,1000,20)])
plt.xlabel('train num per label')
plt.hist(summary, range=(0, 1000), bins=50);
for num in [5, 10, 50, 100]:
print("under {0}: {1}".format(num, (summary<=num).sum()))
under 5: 81 under 10: 169 under 50: 511 under 100: 724
How do we learn the labels which have less than 10 images?
There are a lot of labels, and many labels have few images.
I think this competition's key is to treat these labels.