make_strata | R Documentation |
Make and assign strata based on two input attributes and some parameters functions are make_strata and assign_strata
make_strata(
data,
x1 = "PlotStrata1",
x2 = "Elev.P95",
split_x1 = c("qt", "eq"),
split_x2 = c("qt", "eq"),
nest_x2 = T,
n1 = 10,
n2 = 10,
type_x1 = c("factor", "numeric")[1],
type_x2 = c("numeric", "factor")[1],
min_recs = 7,
precision = 0,
collapse = T
)
data |
input data |
x1 |
name of input x field |
x2 |
name of input y field |
split_x1 |
how to split - equal interval or quantile based |
split_x2 |
how to split - equal interval or quantile based |
nest_x2 |
should x2 be nested in x1, or should x1 and x2 be split independently |
n1 |
number of strata for x1 |
n2 |
number of strata for x2 |
type_x1 |
is x1 numeric or factor |
type_x2 |
is x2 numeric or factor |
min_recs |
what is the minimum number of records in a stratum before collapse |
precision |
what precision is retained for cutting numeric values into strata |
<Delete and Replace>
Revision History
1.0 | 2019 01 24 created |
1.1 | 2020 06 25 updated to allow more complex inputs |
make_strata returns a data.frame of strata boundaries assign_strata takes a data.frame and appends a column with the stratum name for each record
Jacob Strunk <jacob@some.domain>
#prepare pseudo data
n=500
hts = sample(1:150,n,T)
dbhs = abs(hts/5 + rnorm(#' )*2)
dat_test = data.frame(height = hts , dbh = dbhs, height_cat = cut(hts,10) , dbh_cat = cut(dbhs,10))
plot(dbhs,hts)
#example 1 factor and numeric
str_test = make_strata(
dat_test
, x1="height_cat"
, x2="dbh"
, split_x1 =c("qt","eq")[1]
, split_x2 =c("qt","eq")[1]
, nest_x2 = T
, n1 = 10
, n2 = 10
, type_x1 = "factor"
, type_x2 = "numeric"
, min_recs = 7
, precision = 0
)
res = assign_strata(
str_test
,dat_test
)
res$stratum
summary(lm(height ~ dbh , data = res))
summary(lm(height ~ dbh_cat , data = res))
summary(lm(height ~ stratum , data = res))
#example 2 numeric and numeric
str_test1 = make_strata(
dat_test
, x1="height"
, x2="dbh"
, split_x1 =c("qt","eq")[1]
, split_x2 =c("qt","eq")[1]
, nest_x2 = T
, n1 = 10
, n2 = 10
, type_x1 = "numeric"
, type_x2 = "numeric"
, min_recs = 7
, precision = 0
)
res1 = assign_strata(
str_test1
,dat_test
)
#example 3 numeric and factor
str_test2 = make_strata(
dat_test
, x1="height"
, x2="dbh_cat"
, split_x1 =c("qt","eq")[1]
, split_x2 =c("qt","eq")[1]
, nest_x2 = T
, n1 = 10
, n2 = 10
, type_x1 = "numeric"
, type_x2 = "factor"
, min_recs = 7
, precision = 0
)
res2 = assign_strata(
str_test2
,dat_test
)
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