# knitr::stitch_rmd(script="./sandbox/sandbox-2.R", output="./stitched-output/sandbox/sandbox-2.md")
rm(list=ls(all=TRUE)) #Clear the variables from previous runs.
# ---- load-sources ------------------------------------------------------------
# ---- load-packages -----------------------------------------------------------
# Run this line if necessary: install.packages(c("magrittr", "ggplot2", "matchingMarkets", "readr", "tidyr", "dplyr"))
# Attach these packages so their functions don't need to be qualified: http://r-pkgs.had.co.nz/namespace.html#search-path
library(magrittr , quietly=TRUE)
library(ggplot2 , quietly=TRUE)
# Verify these packages are available on the machine, but their functions need to be qualified: http://r-pkgs.had.co.nz/namespace.html#search-path
requireNamespace("matchingMarkets") # devtools::install_version("matchingMarkets", version = "0.2-1", repos = "http://cran.us.r-project.org")
requireNamespace("readr")
requireNamespace("tidyr")
requireNamespace("dplyr") #Avoid attaching dplyr, b/c its function names conflict with a lot of packages (esp base, stats, and plyr).
# ---- declare-globals ---------------------------------------------------------
# Constant values that won't change.
convert_utility_to_preference <- function( utility ) {
apply(utility, 2, function( x ) {
# Determine the order of (negative) values within a row.
s <- sort.list(x, decreasing=T)
# Re-establish the missing values.
missing_indices <- which(is.na(x))
ifelse(s %in% missing_indices, NA_integer_, s)
})
}
# Each element is the rank (1 is the command's top choice).
commmand_utility <- -matrix(as.integer(c(
# 3, 3, 2, # Officer 1
# 2, 2, 1, # Officer 2
# 1, 4, 3, # Officer 3
# 4, 1, 4 # Officer 4
#C1, C2, C3 # The 3 commands --each column represents a command's 4 preferences.
1, 3, 2, # Officer 1
2, 1, NA, # Officer 2
3, 2, 1, # Officer 3
4, 4, NA # Officer 4
)), ncol=3, byrow=TRUE)
# convert_utility_to_preference(commmand_utility)
# Each element is the rank (1 is the officer's top choice).
officer_utility <- -matrix(as.integer(c(
#O1, O2, O3, O4 # The 4 officers --each column represents an officer's 3 preferences
1, 3, 2, 2, # Command 1
2, 1, 3, NA, # Command 2
3, 2, 1, 1 # Command 3
)), ncol=4, byrow=TRUE)
# Each element is the officer index/id
command_preference <- matrix(as.integer(c(
#C1,C2,C3 # The 3 commands --each column represents a command's 4 preferences.
1, 2, 3, # Preference 1
2, 3, 1, # Preference 2
3, 1,NA, # Preference 3
4, 4,NA # Preference 4
)), ncol=3, byrow=TRUE)
# Each element is the command index/id
officer_preference <- matrix(as.integer(c(
#O1, O2, O3, O4 # The 4 officers --each column represents an officer's 3 preferences
1, 2, 3, 3, # Preference 1
2, 3, 1, 1, # Preference 2
3, 1, 2,NA # Preference 3
)), ncol=4, byrow=TRUE)
convert_utility_to_preference(commmand_utility)
command_preference
testit::assert(
"Command's conversion from utility to preference should be correct.",
all.equal(
target = convert_utility_to_preference(commmand_utility),
current = command_preference
)
)
testit::assert(
"Officer's conversion from utility to preference should be correct.",
all.equal(
target = convert_utility_to_preference(officer_utility),
current = officer_preference
)
)
# ---- load-data ---------------------------------------------------------------
# ---- tweak-data --------------------------------------------------------------
# ---- match ------------------------------------------------------------------
m <- matchingMarkets::hri(
c.prefs = command_preference, #College/command preferences (each officer is a row)
s.prefs = officer_preference, #Student/officer preferences (each command is a row)
nSlots = c(2, 1, 1)
)
print(m)
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