Description Usage Arguments Details Value See Also Examples
Reshape a data frame from long form to wide form
1 | longToWide(data, formula, sep = "_")
|
data |
The data frame. |
formula |
A two-sided formula specifying measure variables and within-subject variables |
sep |
Separator string used in wide-form variable names |
The longToWide
function is the companion function to
wideToLong
. The data
argument is a "long form" data frame,
in which each row corresponds to a single observation. The output is a
"wide form" data frame, in which each row corresponds to a single
experimental unit (e.g., a single subject).
The reshaping formula should list all of the measure variables on the
left hand side, and all of the within-subject variables on the right
hand side. All other variables are assumed to be between-subject variables.
For example, if the accuracy
of a participant's performance is
measured at multiple time
points, then the formula would be
accuracy ~ time
.
Multiple variables are supported on both sides of the formula. For example,
suppose we measured the response time rt
and accuracy
of
participants, across three separate days
, and across three separate
sessions
within each day. In this case the formula would be
rt + accuracy ~ days + sessions
.
The output is a "wide form" data frame in containing one row per
subject (or experimental unit, more generally), with each observation of
that subject corresponding to a separate variable. The naming scheme for
these variables places the name of the measured variable first, followed
by the levels of within-subjects variable(s), separated by the separator
string sep
. In the example above where the reshaping formula was
accuracy ~ time
, if the default separator of sep="_"
was
used, and the levels of the time
variable are t1
, t2
and t3
, then the output would include the variables
accuracy_t1
, accuracy_t2
and accuracy_t3
.
In the second example listed above, where the reshaping formula was
rt + accuracy ~ days + sessions
, the output variables would refer
to levels of both within-subjects variables. For instance,
rt_day1_session1
, and accuracy_day2_session1
might be the
names of two of the variables in the wide form data frame.
1 2 3 4 5 6 7 | long <- data.frame(
id = c(1, 2, 3, 1, 2, 3, 1, 2, 3),
time = c("t1", "t1", "t1", "t2", "t2", "t2", "t3", "t3", "t3"),
accuracy = c(.50, .03, .72, .94, .63, .49, .78, .71, .16)
)
longToWide(long, accuracy ~ time)
|
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