knitr::opts_chunk$set( collapse = TRUE, comment = "#>" )
library(nlist)
The central object is the nlist
object which is a list of uniquely named numeric objects (which can be integer or double vectors, matrices or arrays) of class nlist.
nlist
objects are the raw data inputs for analytic engines such as JAGS, STAN and TMB.
nlist <- nlist( x = 1:2, y = matrix(c(4:1), nrow = 2), z = 5.1 ) print(nlist) str(nlist)
nlist
objects with the same names, dimensionalities and typeofs can be combined to create an nlists
object.
An nlists
object is a list of nlist
objects of S3 class nlists
.
nlists
objects are useful for storing multiple realizations of simulated data sets (as in the sims
package) or iterations of MCMC samples of parameter terms output by Bayesian analytic engines such as JAGS and STAN>
nlists <- nlists( nlist, nlist, nlist( x = 2:3, y = matrix(c(5:8), nrow = 2), z = 8 ) ) print(nlists) str(nlists)
nlists
(and nlist
) objects can be converted to mcmc
objects which are matrices with the parameter terms as the columns and the iterations are the rows.
mcmc
objects are defined by the coda
package.
as_mcmc(nlist) as_mcmc(nlists) str(as_mcmc(nlists))
mcmc
objects can be coerced back to nlist
and nlists
objects.
as_nlist(as_mcmc(nlist)) as_nlists(as_mcmc(nlists))
Unlisting an nlist
object produces a named vector with the parameter terms as names.
unlist(nlist)
A vector can be coerced back to an nlist object if an nlist object is available to act as a skeleton.
list <- unlist(nlist) list[1] <- 100 list["z"] <- -999 relist_nlist(list, nlist)
A data.frame
of numeric vectors can be coerced to an nlist
object.
as_nlist(data.frame(x = 1:2, y = c(3, 5)))
And nlist
and nlists
object can be converted to a term_frame
.
A term_frame
is a data.frame with the parameter terms as one column and the values as another.
In the case of an nlists
object a sample column is also created specifies the iteration number.
as_term_frame(nlist) as_term_frame(nlists)
A term_frame
object is data.frame.
str(as_term_frame(nlists))
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