cdb_collapse {Rcompadre} | R Documentation |
Collapse a COM(P)ADRE database by averaging matrices over levels of one or more grouping variables
Description
Collapses a CompadreDB object by averaging matrices over levels of one or more grouping variables (e.g. SpeciesAuthor, MatrixPopulation).
For a given study and species, a COM(P)ADRE database may contain multiple matrices, reflecting different combinations of population, year, and/or treatment. Collapsing allows a user to obtain a single 'grand mean matrix' for each group of interest (e.g. MatrixPopulation), and therefore limit pseudoreplication.
All members of a group must have the same matrix dimension (consider
adding MatrixDimension as a grouping variable). All members of a group
should have the same ProjectionInterval and matrix stage class
definitions (see cdb_id_stages
). Note that Seasonal matrices
should not be collapsed using this method (they should be matrix-multiplied
rather than averaged).
Usage
cdb_collapse(cdb, columns)
Arguments
cdb |
A CompadreDB object |
columns |
Vector of grouping variables to collapse over (corresponding
to columns within |
Details
Will give a warning if members of any group do not all share the same
ProjectionInterval or stage class definitions, or if cdb
contains any
rows with a MatrixComposite value of "Seasonal".
Prior to collapsing, columns of class 'factor' will be coerced to
'character', and any list-column apart from mat
will be removed.
Within a group, rows of a given column are collapsed as follows:
-
mat
: matrices are averaged using mpm_mean, and stage class definitions are taken from the first group member -
MatrixComposite
: return original value if N = 1, else return "Collapsed" -
Lat
: re-calculated by averaging Lat column (if available) -
Lon
: re-calculated by averaging Lon column (if available) -
SurvivalIssue
: re-calculated from the collapsedmat
(max(colSums(matU))
) -
others
: if all elements equal return that unique value, else paste together all unique values separated by "; "
Value
A CompadreDB object
Author(s)
Patrick M. Barks <patrick.barks@gmail.com>
Owen R. Jones <jones@biology.sdu.dk>
See Also
Other data checking:
cdb_check_species()
,
cdb_compare()
,
cdb_flag()
,
mpm_methods
Examples
# filter out Seasonal matrices
CompSub <- subset(Compadre, MatrixComposite != "Seasonal")
# add column identifying unique stage class definitions
CompSub$id_stage <- cdb_id_stages(CompSub, "MatrixClassOrganized")
# collapse
CompCollapse <- cdb_collapse(CompSub, columns = c("id_stage"))