added r data module
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170
R/wikia_admin.R
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170
R/wikia_admin.R
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# Community Data Science Collective R Utilities
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#
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# Copyright (c) 2010-2016 Benjamin Mako Hill and Aaron Shaw
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# mako@atdot.cc, aaronshaw@northwestern.edu
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# privileges of interest:
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# a shared variable that gets used everywhere
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generate.admin.addrm <- function (logevents, current.admins) {
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# convert types of a few variables
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logevents$ancient <- logevents$ancient == "true"
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logevents$timestamp <- timestamp.to.POSIXct(logevents$timestamp)
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logevents$rights.new[is.na(logevents$rights.new)] <- ""
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logevents$rights.old[is.na(logevents$rights.old)] <- ""
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# TODO do wikia wikis have these =?
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# in WP, all of these are negated by one day
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logevents <- logevents[!(logevents$ancient & logevents$comment == "="),]
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##########################################
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### Parsing logevents file
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#########################################
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# separate out moderns & ancients and the necessary columns
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ancients <- logevents[logevents$ancient,c("title","comment","timestamp")]
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moderns <- logevents[!logevents$ancient,
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c("title","rights.new","rights.old","timestamp")]
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# function that looks at rights.old, rights.new and returns a value of
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# privilege, add/remove, and timestamp for each user
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parse.moderns <- function (i, d) {
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user <- sub('^User:', "", d[i,"title"])
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change.time <- d[i,"timestamp"]
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rights.new <- d[i,"rights.new"]
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rights.old <- d[i,"rights.old"]
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# create a vector of new and old rights:
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destring <- function (x) { strsplit(as.character(x), ", ")[[1]] }
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# create a list of privileges that are mentioned
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privileges <- unique(c(destring(rights.new),
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destring(rights.old)))
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# create T/F vectors incidating which privileges were added/removed
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added <- privileges[privileges %in% destring(rights.new) &
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!(privileges %in% destring(rights.old))]
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removed <- privileges[!(privileges %in% destring(rights.new)) &
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privileges %in% destring(rights.old)]
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# assemble the data frame of: role,action,user,timestamp
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data.frame(user=rep(user, length(c(added,removed))),
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role=c(added, removed),
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action=c(rep("added",length(added)),
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rep("removed", length(removed))),
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timestamp=rep(change.time, length(c(added,removed))),
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era=rep("modern", length(c(added,removed))),
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stringsAsFactors=FALSE)
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}
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# if there are log events, and there are non-ancients, we parse them
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if (dim(logevents)[1] & !any(logevents$ancient)) {
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moderns.parsed <- do.call("rbind",
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lapply(1:dim(moderns)[1], parse.moderns, moderns))
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} else {
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moderns.parsed = NULL
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}
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# another function to handle processing the ancients:
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parse.ancient <- function (i, d) {
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user <- sub('^.*?:', '', d[i,"title"])
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comment <- d[i, "comment"]
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change.time <- d[i, "timestamp"]
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added <- unlist(strsplit(unlist(strsplit(comment, '(\\+|\\=)')), ', '))
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# clean any leadin, trailing whitespace
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added <- gsub("^\\s+|\\s+$", "", added)
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data.frame(user=user,
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role=added,
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action="added",
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timestamp=change.time,
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era="ancient",
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stringsAsFactors=FALSE)
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}
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# if there are any ancients, we parse them
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if (any(logevents$ancient)) {
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ancients.parsed <- do.call("rbind",
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lapply(1:dim(ancients)[1], parse.ancient, ancients))
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} else {
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ancients.parsed = NULL
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}
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combined <- rbind(moderns.parsed, ancients.parsed)
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##########################################
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### Parsing current.admins file
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#########################################
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# turn each of the columns after the first two into logical
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# function to process pre.ancients
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parse.current.admins <- function (i, d) {
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user <- d[i, "username"]
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roles <- gsub("^\\s+|\\s+$", "", strsplit(d[i, "groups"], ",")[[1]])
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o <- data.frame(user=user, role=roles, stringsAsFactors=FALSE)
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colnames(o) <- c("user", "role")
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return(o)
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}
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current.admins.parsed <- do.call("rbind",
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lapply(1:dim(current.admins)[1],
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parse.current.admins, current.admins))
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# select pre-ancients as people who have a given right *today* but
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# were never seen as having it added
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is.pre.ancients <- function (i, d, combined) {
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user <- d[i, "user"]
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role <- d[i, "role"]
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# look to see if we've see any events with this user and role added:
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# if we see none, this is pre-ancient
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!any(combined$user == user &
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combined$role == role &
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combined$action == "added")
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}
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# create the list of pre-ancients (people role combinations we have
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# not seen in the logevents data
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pre.ancients <- current.admins.parsed[sapply(1:dim(current.admins.parsed)[1],
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is.pre.ancients,
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current.admins.parsed,
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combined),]
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# make a list of people who have been removed
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combined.removed <- combined[combined$action == "removed",]
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if (!is.null(combined.removed)) {
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if (dim(combined.removed)[1] > 0) {
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combined.removed <- combined.removed[sapply(1:dim(combined.removed)[1],
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function (i,d) {
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user <- d[i,"user"]
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role <- d[i,"role"]
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timestamp <- d[i,"timestamp"]
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# was the person added before they were removed? OR in the pre-ancients
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any(combined$user == user &
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combined$role == role &
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combined$action == "added" &
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combined$timestamp <= timestamp) | (user %in% pre.ancients$user)
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}, combined.removed),c("user", "role")]
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}
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}
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pre.ancients <- rbind(pre.ancients, combined.removed)
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# give them the earliest ancient timestamp minus 1 day
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pre.ancients$action <- "added"
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pre.ancients$timestamp <- as.POSIXct("2000-01-01 00:00:00") # min(combined$timestamp) - 60 * 1440
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pre.ancients$era <- "pre.ancient"
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# and then add the pre.ancients to the
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combined <- rbind(combined, pre.ancients)
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# remove redunandt actions
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combined <- combined[!duplicated(combined),]
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return(combined)
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}
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