I have a table that stores observations in column x
and variable names in column y
the following way.
I am trying to write an R
loop to create a matrix where each observation is a row and each variable is a column.
The problem is that not all observations have all the variables.
Original data:
x | y |
---|---|
Apple | Fruit |
Austria | Origin |
Summer | Season |
Orange | Fruit |
Spain | Origin |
Pear | Fruit |
Tomato | Fruit |
Italy | Origin |
Summer | Season |
Desired output:
Fruit | Origin | Season |
---|---|---|
Apple | Austria | Summer |
Orange | Spain | |
Pear | ||
Tomato | Italy | Summer |
My thinking so far (pseudo R
code):
df_old <- data.frame( x = c( "Apple", "Austria", "Summer", "Orange", "Spain", "Pear", "Tomato", "Italy", "Summer" ),
y = c( "Fruit", "Origin", "Season", "Fruit", "Origin", "Fruit", "Fruit", "Origin", "Season" ) )
df_new <- data.frame( matrix( ncol = 3, nrow = 0 ) )
colnames( df_new ) <- c( "Fruit", "Origin", "Season")
for ( i in seq_along( df_old ) ) {
if ( y == "Fruit" ) {
# add new row
df_new$Fruit <- df_old$x
} else if ( y == "Origin" ) {
df_new$Origin <- df_old$x
} else ( y == "Season" ) {
df_new$Season <- df_old$x
}
}
Thank you for helping.
CodePudding user response:
Here is a solution based on the idea you were giving using a for-loop.
df_old <- data.frame( x = c( "Apple", "Austria", "Summer", "Orange", "Spain", "Pear", "Tomato", "Italy", "Summer" ),
y = c( "Fruit", "Origin", "Season", "Fruit", "Origin", "Fruit", "Fruit", "Origin", "Season" ) ,stringsAsFactors=F)
df_new <- as.data.frame(matrix(NA, nrow=sum(df_old$y == "Fruit"), ncol=length(unique(df_old$y))))
names(df_new) <- c("Fruit", "Origin", "Season")
j <- 0
for (i in 1:(nrow(df_old))){
print(df_old$y[i])
if (df_old$y[i] == "Fruit") { j <- j 1 ; df_new$Fruit[j] <- df_old$x[i]
print("new colum")
if ((df_old$y[i 1] == "Origin")){ df_new$Origin[j] <- df_old$x[i 1] }
print("add origin")
if ((df_old$y[i 1] == "Season") | (df_old$y[i 2] == "Season")){
df_new$Season[j] <- df_old$x[c(i 1,i 2)][df_old$y[c(i 1,i 2)] == "Season"]
print("add Season")
}
}
}