Last active
August 29, 2015 14:20
-
-
Save szilard/b2e97062025ac9347f84 to your computer and use it in GitHub Desktop.
Generate integers encoded categoricals
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
## generate integer-encoded categoricals | |
for SIZE in 1; do | |
time R --vanilla --quiet << EOF | |
library(data.table) | |
d1 <- as.data.frame(fread("train-${SIZE}m.csv")) | |
d2 <- as.data.frame(fread("test.csv")) | |
d <- rbind(d1,d2) | |
for (k in c("Month","DayofMonth","DayOfWeek","UniqueCarrier","Origin","Dest")) { | |
d[,k] <- as.numeric(as.factor(d[,k]))-1 | |
} | |
d[["dep_delayed_15min"]] <- ifelse(d[["dep_delayed_15min"]]=="Y",1,0) | |
dd1 <- d[1:nrow(d1),] | |
dd2 <- d[(nrow(d1)+1):(nrow(d1)+nrow(d2)),] | |
write.table(dd1, "train-intcateg-${SIZE}m.csv", row.names=FALSE, col.names=FALSE, sep=",") | |
write.table(dd2, "test-intcateg-${SIZE}m.csv", row.names=FALSE, col.names=FALSE, sep=",") | |
EOF | |
done |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment