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Aesthetics Art Computing Art History Art Open Data Free Software Howto

Exploring Art History Data 2

Let’s see how art form and genre relate in the Freebase “Visual Art” dataset of artworks.

# read the artwork data
artwork<-read.delim("visual_art/artwork.tsv")
# Get rows with both genre and form
# This loses most of the data :-/
art<-artwork[artwork$art_genre != "" & artwork$art_form != "", c("art_genre", "art_form")]
# Drop unused factors
art$art_genre<-as.factor(as.character(art$art_genre))
art$art_form<-as.factor(as.character(art$art_form))
# Get table
art.table<-table(art) ##as.table(ftable(art))
# Strip rows and columns where max < tolerance
tolerance<-3
art.table.cropped<-art.table[rowSums(art.table) >= tolerance,colSums(art.table) >=tolerance]
# Print wide table (make sure you resize your terminal window)
options(width=240)
print.table(art.table.cropped)

                                  art_form
art_genre                          Drawing Fresco Installation art Metalworking Painting Photography Relief Sculpture Tapestry
Abstract art                           2      0                6            0       36           0      0         5        0
Allegory                               0      0                0            0        7           0      0         0        0
Animal Painting                        0      0                0            0       14           0      0         0        0
Christian art                          0      0                0            0        1           0      0         1        0
Christian art,History painting         0      0                0            0        2           0      0         0        0
Decorative art                         0      0                0            6        0           0      3         0        4
Fantastic art                          0      0                0            0        4           0      0         0        0
Genre painting                         0      0                0            0      120           0      0         0        0
Genre painting,Landscape art           0      0                0            0        4           0      0         0        0
History painting                       0     10                0            0      207           0      0         0        0
History painting,Landscape art         0      0                0            0        3           0      0         0        0
History painting,Religious image       0      0                0            0        3           0      0         0        0
Landscape art                          0      0                0            0      169           1      0         0        0
Landscape art,Genre painting           0      0                0            0        7           0      0         0        0
Landscape art,Marine art               0      0                0            0        3           0      0         0        0
Marine art                             0      0                0            0       34           1      0         0        0
Marine art,History painting            0      0                0            0        4           0      0         0        0
Marine art,Landscape art               0      0                0            0        3           0      0         0        0
Monument                               0      0                0            0        0           0      0         8        0
Portrait                               2      1                0            0      230           5      0         0        0
Religious image                        0      0                0            0        4           0      0         0        0
Religious image,History painting       0      0                0            0        4           0      0         0        0
Still life                             0      0                0            0       35           0      0         0        0

This time painting rather than photography has suspiciously more entries than any other medium, as more paintings than any other medium have genre information in the dataset.