[Rd] importing explicitly declared missing values in read.spss (foreign)
Jeroen Ooms
j.c.l.ooms at uu.nl
Fri Aug 1 17:17:52 CEST 2008
There is a problem when importing an spss-file containing explicitly declared
missing values in R using the read.spss function from the foreign package.
I'm not sure these problems are the same in every version of spss, I am
using the latest version 16.0.2.
I included http://www.nabble.com/file/p18776776/missingdata.sav
missingdata.sav and http://www.nabble.com/file/p18776776/frequencies.jpg
frequencies.jpg as an example. The data contains 3 types of missing data: 2
are explicitly declared as a missing-value ('8' = NA and '9' = NAP), the
third type are the system missings. When this file is imported in R, only
the system missings are recognized as missing values, the others are just
imported as levels in the nominal case, and as (labeled) real values 8 and 9
in the continuous case. There are also no attributes in the object returned
by read.spss that contain information about which values/levels are the
missing values; their missingness seems to be completely ignored by the
function.
Is there some way or other function to be able to import spss files, with an
option that replaces all missing values with <NA>'s in R? Of course this
comes with the trade-off of losing the meaning of the missingness when there
are multiple types of missingness, but I think this is far less harmfull
than treating all missing values as normal values.
[code]
> mydata <- read.spss("c:/users/jeroen/desktop/missingdata.sav",
> to.data.frame=T)
Warning messages:
1: In read.spss("c:/users/jeroen/desktop/missingdata.sav", to.data.frame =
T) :
c:/users/jeroen/desktop/missingdata.sav: File-indicated character
representation code (1252) looks like a Windows codepage
2: In read.spss("c:/users/jeroen/desktop/missingdata.sav", to.data.frame =
T) :
c:/users/jeroen/desktop/missingdata.sav: Unrecognized record type 7,
subtype 16 encountered in system file
3: In read.spss("c:/users/jeroen/desktop/missingdata.sav", to.data.frame =
T) :
c:/users/jeroen/desktop/missingdata.sav: Unrecognized record type 7,
subtype 20 encountered in system file
> mydata
SUBJECT CATEGORI CONTINUO
1 1 yes 3.11
2 2 yes 2.10
3 3 yes 5.34
4 4 yes 1.54
5 5 yes 3.89
6 6 no 2.98
7 7 no 4.53
8 8 no 1.98
9 9 no 3.68
10 10 no 2.94
11 11 NA 8.00
12 12 NA 8.00
13 13 NA 8.00
14 14 NA 8.00
15 15 NA 8.00
16 16 NAP 9.00
17 17 NAP 9.00
18 18 NAP 9.00
19 19 NAP 9.00
20 20 NAP 9.00
21 21 <NA> NA
22 22 <NA> NA
23 23 <NA> NA
24 24 <NA> NA
25 25 <NA> NA
> is.na(mydata$CONTINUO)
[1] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE TRUE TRUE TRUE TRUE
TRUE
> is.na(mydata$CATEGORI)
[1] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE TRUE TRUE TRUE TRUE
TRUE
> summary(mydata)
SUBJECT CATEGORI CONTINUO
Min. : 1 yes :5 Min. :1.540
1st Qu.: 7 no :5 1st Qu.:3.078
Median :13 NA :5 Median :6.670
Mean :13 NAP :5 Mean :5.854
3rd Qu.:19 NA's:5 3rd Qu.:8.250
Max. :25 Max. :9.000
NA's :5.000
[/code]
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