I have a dataframe with the following structure:
x <- data.frame(
x1_dte = as.Date(c("2001-01-01", "2001-01-02", "2002-01-02"), format = "%Y-%m-%d"),
x1_val1 = c(10, 12, 13),
x1_val2 = c(200, 250, 300),
x2_dte = as.Date(c("2003-01-01", "2003-04-02", "2003-04-02"), format = "%Y-%m-%d"),
x2_val1 = c(9, 11, 14),
x2_val2 = c(110, 140, 200),
x3_dte = as.Date(c(NA, NA, NA), format = "%Y-%m-%d"),
x3_val1 = c(NA, NA, NA),
x3_val2 = c(NA, NA, NA)
)
x1_dte x1_val1 x1_val2 x2_dte x2_val1 x2_val2 x3_dte x3_val1 x3_val2
1 2001-01-01 10 200 2003-01-01 9 110 <NA> NA NA
2 2001-01-02 12 250 2003-04-02 11 140 <NA> NA NA
3 2002-01-02 13 300 2003-04-02 14 200 <NA> NA NA
I want to transform it to a dataframe with the following structure:
x_longer <- data.frame(var = c("x1", "x1", "x1", "x2", "x2", "x2","x3", "x3", "x3"),
date = as.Date(c("2001-01-01", "2001-01-02", "2002-01-02", "2003-01-01", "2003-04-02", "2003-04-02", NA, NA, NA), format = "%Y-%m-%d"),
val1 = c(10, 12, 13, 9, 11, 14, NA, NA, NA),
val2 = c(200, 250, 300, 110, 140, 200, NA, NA, NA)
)
var date val1 val2
1 x1 2001-01-01 10 200
2 x1 2001-01-02 12 250
3 x1 2002-01-02 13 300
4 x2 2003-01-01 9 110
5 x2 2003-04-02 11 140
6 x2 2003-04-02 14 200
7 x3 <NA> NA NA
8 x3 <NA> NA NA
9 x3 <NA> NA NA
I don't understand how to take the multiple columns from dataframe x
to create x_longer
. Can anyone help me?
question from:
https://stackoverflow.com/questions/66046896/how-to-pivot-longer-this-dataframe