commit 130c1bbd3ba35a7d0868d31e9b2ae3ff4e34492d
parent 9eae7d0c57683d95d0e932be0b3ae095214d6c4b
Author: eamoncaddigan <eamon.caddigan@gmail.com>
Date: Thu, 30 Jul 2015 17:08:05 -0400
Actually plotting (estimated) gender data. What a job!
Diffstat:
3 files changed, 1467 insertions(+), 1 deletion(-)
diff --git a/acquisitionsByArtistGender.R b/acquisitionsByArtistGender.R
@@ -0,0 +1,92 @@
+# Just curious whether different departments have different acquisition activity
+# over the years.
+
+require(dplyr)
+require(tidyr)
+require(ggplot2)
+
+# Well that was easy
+momaDB <- src_sqlite("momaDB.sqlite")
+artworks <- tbl(momaDB, "artworks")
+artists <- tbl(momaDB, "artists")
+
+
+# Add new artist info to the artworks table -------------------------------
+
+artists <- select(artists,
+ Artist, ArtistBio, iso3166, gender)
+artworks <- left_join(artworks, artists, by = c("Artist", "ArtistBio"))
+
+
+# Just pull out the year, since dates aren't always formatted correctly.
+artworks <- artworks %>%
+ collect %>%
+ filter(grepl("[0-9]{4}", DateAcquired)) %>%
+ mutate(year_acquired = as.integer(sub(".*([0-9]{4}).*", "\\1", DateAcquired)),
+ gender = ifelse(is.na(gender), "unknown", gender)) %>%
+ select(year_acquired, gender)
+
+# Find the cumulative number of works from each department
+artworks <- artworks %>%
+ group_by(year_acquired, gender) %>%
+ tally() %>%
+ # Fill in missing years
+ spread(gender, n, fill = 0) %>% gather("gender", "n", -year_acquired) %>%
+ # Find the total works over time
+ group_by(gender) %>%
+ mutate(total_works=cumsum(n)) %>%
+ ungroup() %>%
+ mutate(gender = factor(gender, c("unknown", "female", "male")))
+
+p1 <- artworks %>%
+ ggplot(aes(x=year_acquired, y=total_works, fill=gender, order=gender)) +
+ geom_area(position="stack") +
+ theme_minimal() +
+ scale_fill_manual(values=c("#4daf4a", "#e41a1c", "#377eb8"),
+ guide = guide_legend(title = "Artist Gender")) +
+ scale_x_continuous(breaks=round(seq(min(artworks$year_acquired),
+ max(artworks$year_acquired),
+ length.out = 5))) +
+ labs(title = "MoMA's cumulative works by time",
+ y = "Total works",
+ x = "Year acquired")
+print(p1)
+ggsave("cumulative_works_by_gender.png")
+
+p2 <- artworks %>%
+ filter(gender != "unknown")%>%
+ ggplot(aes(x=year_acquired, y=n, fill=gender, color=gender)) +
+ geom_area(position="identity", alpha=0.1) +
+ geom_line(size=1.2) +
+ theme_minimal() +
+ scale_fill_manual(values=c("#e41a1c", "#377eb8"),
+ guide=FALSE) +
+ scale_color_manual(values=c("#e41a1c", "#377eb8"),
+ guide = guide_legend(title = "Artist Gender")) +
+ scale_x_continuous(breaks=round(seq(min(artworks$year_acquired),
+ max(artworks$year_acquired),
+ length.out = 5))) +
+ labs(title = "MoMA's acquisitions by year",
+ y = "Number of acquisitions",
+ x = "Year acquired")
+print(p2)
+ggsave("total_works_by_gender.png")
+
+p3 <- artworks %>%
+ filter(gender != "unknown") %>%
+ group_by(year_acquired) %>%
+ mutate(percent_n = 100*n/sum(n)) %>%
+ ungroup() %>%
+ ggplot(aes(x=year_acquired, y=percent_n, fill=gender, order=gender)) +
+ geom_area(position="stack") +
+ theme_minimal() +
+ scale_fill_manual(values=c("#e41a1c", "#377eb8"),
+ guide = guide_legend(title = "Artist Gender")) +
+ scale_x_continuous(breaks=round(seq(min(artworks$year_acquired),
+ max(artworks$year_acquired),
+ length.out = 5))) +
+ labs(title = "MoMA's acquisitions and artist gender",
+ y = "Percentage of works acquired",
+ x = "Year acquired")
+print(p3)
+ggsave("percent_works_by_gender.png")
diff --git a/artistInfo.R b/artistInfo.R
@@ -79,5 +79,4 @@ if (!file.exists("genderize/names_to_genderize.csv")) {
momaDB <- dbConnect(RSQLite::SQLite(), "momaDB.sqlite")
dbWriteTable(momaDB, "artists", artists)
dbDisconnect(momaDB)
- unlink("momaDB.sqlite")
}
diff --git a/genderize/names_to_genderize_2.csv b/genderize/names_to_genderize_2.csv
@@ -0,0 +1,1375 @@
+"first_name","iso3166"
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