range () does not remove NA's with complete.cases() for dates (dplyr/mutate)
Pradip, For some reason mutate is not setting the is.NA value for the new column. Note the output below using your data structures.
## It looks at first as if the second element of both columns are NA. data2$mrjdate[2]
[1] NA
data2$oiddate[2]
[1] NA
## for convenience mrj <- data2$mrjdate[2] oid <- data2$oiddate[2] mode(mrj)
[1] "numeric"
mode(oid)
[1] "numeric"
str(mrj)
Date[1:1], format: NA
str(oid)
Date[1:1], format: NA
class(mrj)
[1] "Date"
class(oid)
[1] "Date"
## But note: identical(mrj, oid)
[1] FALSE
all.equal(mrj, oid)
[1] "'is.NA' value mismatch: 0 in current 1 in target" ## functioning code data2$mrjdate[2] data2$oiddate[2] mrj <- data2$mrjdate[2] oid <- data2$oiddate[2] mode(mrj) mode(oid) str(mrj) str(oid) class(mrj) class(oid) # But note: identical(mrj, oid) all.equal(mrj, oid) ## This ugly solution does not have the problem.
data3 <- data1
data3$oiddate <- as.Date(sapply(seq_along(data3$id), function(row) {
+ if (all(is.na(unlist(data1[row, -1])))) {
+ max_d <- NA
+ } else {
+ max_d <- max(unlist(data1[row, -1]), na.rm = TRUE)
+ }
+ max_d}),
+ origin = "1970-01-01")
range(data3$mrjdate[complete.cases(data3$mrjdate)])
[1] "2004-11-04" "2009-10-24"
range(data3$cocdate[complete.cases(data3$cocdate)])
[1] "2005-08-10" "2011-10-05"
range(data3$inhdate[complete.cases(data3$inhdate)])
[1] "2005-07-07" "2011-10-13"
range(data3$haldate[complete.cases(data3$haldate)])
[1] "2007-11-07" "2011-11-04"
range(data3$oiddate[complete.cases(data3$oiddate)])
[1] "2006-09-01" "2011-11-04"
Working code below.
data3 <- data1
data3$oiddate <- as.Date(sapply(seq_along(data3$id), function(row) {
if (all(is.na(unlist(data1[row, -1])))) {
max_d <- NA
} else {
max_d <- max(unlist(data1[row, -1]), na.rm = TRUE)
}
max_d}),
origin = "1970-01-01")
range(data3$mrjdate[complete.cases(data3$mrjdate)])
range(data3$cocdate[complete.cases(data3$cocdate)])
range(data3$inhdate[complete.cases(data3$inhdate)])
range(data3$haldate[complete.cases(data3$haldate)])
range(data3$oiddate[complete.cases(data3$oiddate)])
On Nov 10, 2014, at 10:10 AM, Muhuri, Pradip (SAMHSA/CBHSQ) wrote:
Hello, The range() with complete.cases() removes NA's for the date variables that are read from a data frame. However, the issue is that the same function does not remove NA's for the other date variable that is created using the dplyr/mutate(). The console and the reproducible example are given below. Any advice how to resolve this issue would be appreciated. Thanks, Pradip Muhuri ################# cut and pasted from the R console #################### id mrjdate cocdate inhdate haldate oiddate 1 1 2004-11-04 2008-07-18 2005-07-07 2007-11-07 2008-07-18 2 2 <NA> <NA> <NA> <NA> <NA> 3 3 2009-10-24 <NA> 2011-10-13 <NA> 2011-10-13 4 4 2007-10-10 <NA> <NA> <NA> 2007-10-10 5 5 2006-09-01 2005-08-10 <NA> <NA> 2006-09-01 6 6 2007-09-04 2011-10-05 <NA> <NA> 2011-10-05 7 7 2005-10-25 <NA> <NA> 2011-11-04 2011-11-04
# range of dates range(data2$mrjdate[complete.cases(data2$mrjdate)])
[1] "2004-11-04" "2009-10-24"
range(data2$cocdate[complete.cases(data2$cocdate)])
[1] "2005-08-10" "2011-10-05"
range(data2$inhdate[complete.cases(data2$inhdate)])
[1] "2005-07-07" "2011-10-13"
range(data2$haldate[complete.cases(data2$haldate)])
[1] "2007-11-07" "2011-11-04"
range(data2$oiddate[complete.cases(data2$oiddate)])
[1] NA "2011-11-04"
################ reproducible code #############################
library(dplyr)
library(lubridate)
library(zoo)
# data object - description of the
temp <- "id mrjdate cocdate inhdate haldate
1 2004-11-04 2008-07-18 2005-07-07 2007-11-07
2 NA NA NA NA
3 2009-10-24 NA 2011-10-13 NA
4 2007-10-10 NA NA NA
5 2006-09-01 2005-08-10 NA NA
6 2007-09-04 2011-10-05 NA NA
7 2005-10-25 NA NA 2011-11-04"
# read the data object
data1 <- read.table(textConnection(temp),
colClasses=c("character", "Date", "Date", "Date", "Date"),
header=TRUE, as.is=TRUE
)
# create a new column
data2 <- data1 %>%
rowwise() %>%
mutate(oiddate=as.Date(max(mrjdate,cocdate, inhdate, haldate,
na.rm=TRUE), origin='1970-01-01'))
# print records
print (data2)
# range of dates
range(data2$mrjdate[complete.cases(data2$mrjdate)])
range(data2$cocdate[complete.cases(data2$cocdate)])
range(data2$inhdate[complete.cases(data2$inhdate)])
range(data2$haldate[complete.cases(data2$haldate)])
range(data2$oiddate[complete.cases(data2$oiddate)])
Pradip K. Muhuri, PhD
SAMHSA/CBHSQ
1 Choke Cherry Road, Room 2-1071
Rockville, MD 20857
Tel: 240-276-1070
Fax: 240-276-1260
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