I am using R.
With the following data:
set.seed(123)
v1 <- c("2010-2011","2011-2012", "2012-2013", "2013-2014", "2014-2015")
v2 <- c("A", "B", "C", "D", "E")
v3 <- c("Z", "Y", "X", "W" )
data_1 = data.frame(var_1 = rnorm(871, 10,10), var_2 = rnorm(871, 5,5))
data_1$dates <- as.factor(sample(v1, 871, replace=TRUE, prob=c(0.5, 0.2, 0.1, 0.1, 0.1)))
data_1$types <- as.factor(sample(v2, 871, replace=TRUE, prob=c(0.3, 0.2, 0.1, 0.1, 0.1)))
data_1$types2 <- as.factor(sample(v3, 871, replace=TRUE, prob=c(0.3, 0.5, 0.1, 0.1)))
data_2 = data.frame(var_1 = rnorm(412, 10,10), var_2 = rnorm(412, 5,5))
data_2$dates <- as.factor(sample(v1, 412, replace=TRUE, prob=c(0.5, 0.2, 0.1, 0.1, 0.1)))
data_2$types <- as.factor(sample(v2, 412, replace=TRUE, prob=c(0.3, 0.2, 0.1, 0.1, 0.1)))
data_2$types2 <- as.factor(sample(v3, 412, replace=TRUE, prob=c(0.3, 0.5, 0.1, 0.1)))
data_3 = data.frame(var_1 = rnorm(332, 10,10), var_2 = rnorm(332, 5,5))
data_3$dates <- as.factor(sample(v1, 332, replace=TRUE, prob=c(0.5, 0.2, 0.1, 0.1, 0.1)))
data_3$types <- as.factor(sample(v2, 332, replace=TRUE, prob=c(0.3, 0.2, 0.1, 0.1, 0.1)))
data_3$types2 <- as.factor(sample(v3, 332, replace=TRUE, prob=c(0.3, 0.5, 0.1, 0.1)))
I then combined them all into a single data frame ("problem_data"):
data_1 <- data.frame(name="data_1", data_1)
data_2 <- data.frame(name="data_2", data_2)
data_3 <- data.frame(name="data_3", data_3)
problem_data <- rbind(data_1, data_2, data_3)
I then made the following contingency table:
library(memisc)
summary <- xtabs(~dates+name+types+types2, problem_data)
t = ftable(summary, row.vars=1, col.vars=2:4)
show_html(t)
Using only the xtabs() and the ftable() commands, is it possible to modify the above contingency table so that it looks like this?
- data_1 : 2010-2011","2011-2012", "2012-2013", "2013-2014", "2014-2015"
- data_2: 2010-2011","2011-2012", "2012-2013", "2013-2014", "2014-2015"
- etc
I have tried different permutations within the xtabs()
command:
# permutation 1
summary1 <- xtabs(~dates+name+types+types2, problem_data)
t1 = ftable(summary1, row.vars=1, col.vars=2:4)
show_html(t1)
# permutation 2
summary2 <- xtabs(~name+dates+types+types2, problem_data)
t2 = ftable(summary2, row.vars=1, col.vars=2:4)
show_html(t2)
# permutation 3
summary3 <- xtabs(~types+name+dates+types2, problem_data)
t3 = ftable(summary3, row.vars=1, col.vars=2:4)
show_html(t3)
# permutation 4
summary4 <- xtabs(~types2+dates+name+types2, problem_data)
t4 = ftable(summary4, row.vars=1, col.vars=2:4)
show_html(t4)
But so far, nothing seems to be working.
Can someone please show me how to do this?
Thanks!