output still has to be directed to correct data frame
This commit is contained in:
@@ -1,465 +1,3 @@
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#loop
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ls<-foreach(i = 1:length(drange)) %dopar% {
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sink("log.txt", append=TRUE)
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as.character(drange[i])
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w <- sample(1:2, 1)
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Sys.sleep(w)
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}
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stopCluster(cl)
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#import packages
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library(foreach)
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library(doParallel)
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#setup parallel backend to use 8 processors
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cl<-makeCluster(3)
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registerDoParallel(cl)
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#start time
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strt<-Sys.time()
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writeLines(c(""), "log.txt")
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#loop
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ls<-foreach(i = 1:length(drange)) %dopar% {
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sink("log.txt", append=TRUE)
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as.character(drange[i])
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}
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print(Sys.time()-strt)
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stopCluster(cl)
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#import packages
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library(foreach)
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library(doParallel)
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#setup parallel backend to use 8 processors
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cl<-makeCluster(3)
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registerDoParallel(cl)
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#start time
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strt<-Sys.time()
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writeLines(c(""), "log.txt")
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#loop
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ls<-foreach(i = 1:length(drange)) %dopar% {
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sink("log.txt", append=TRUE)
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cat(as.character(drange[i]))
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}
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print(Sys.time()-strt)
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stopCluster(cl)
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writeLines(c(""), "log.txt")
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cat(as.character(drange[i]))
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writeLines(c(""), "log.txt")
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#import packages
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library(foreach)
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library(doParallel)
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#setup parallel backend to use 8 processors
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cl<-makeCluster(3)
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registerDoParallel(cl)
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#start time
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strt<-Sys.time()
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writeLines(c(""), "log.txt")
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#loop
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ls<-foreach(i = 1:length(drange)) %dopar% {
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sink("log.txt", append=TRUE)
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cat(as.character(drange[i]),"\n")
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}
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print(Sys.time()-strt)
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stopCluster(cl)
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#import packages
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library(foreach)
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library(doParallel)
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#setup parallel backend to use 8 processors
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cl<-makeCluster(3)
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registerDoParallel(cl)
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#start time
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strt<-Sys.time()
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writeLines(c(""), "log.txt")
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#loop
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ls<-foreach(i = 1:length(drange)) %dopar% {
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sink("log.txt", append=TRUE)
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cat(as.character(drange[i]),"\n")
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w <- sample(1:3, 1)
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Sys.sleep(w)
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as.character(drange[i])
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}
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print(Sys.time()-strt)
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stopCluster(cl)
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#import packages
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library(foreach)
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library(doParallel)
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#setup parallel backend to use 8 processors
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cl<-makeCluster(3)
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registerDoParallel(cl)
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#start time
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strt<-Sys.time()
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writeLines(c(""), "log.txt")
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#loop
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ls<-foreach(i = 1:length(drange)) %dopar% {
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sink("log.txt", append=TRUE)
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cat(as.character(drange[i]),"\n")
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# w <- sample(1:3, 1)
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# Sys.sleep(w)
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as.character(drange[i])
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}
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print(Sys.time()-strt)
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stopCluster(cl)
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#import packages
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library(foreach)
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library(doParallel)
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#setup parallel backend to use 8 processors
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cl<-makeCluster(3)
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registerDoParallel(cl)
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#start time
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strt<-Sys.time()
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writeLines(c(""), "log.txt")
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#loop
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ls<-foreach(i = 1:length(drange)) %dopar% {
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sink("log.txt", append=TRUE)
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cat(as.character(drange[i]),"\n")
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# w <- sample(1:3, 1)
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# Sys.sleep(w)
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as.character(drange[i])
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}
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print(Sys.time()-strt)
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stopCluster(cl)
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#import packages
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library(foreach)
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library(doParallel)
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#setup parallel backend to use 8 processors
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cl<-makeCluster(3)
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registerDoParallel(cl)
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#start time
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strt<-Sys.time()
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writeLines(c(""), "log.txt")
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#loop
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ls<-foreach(i = 1:length(drange)) %dopar% {
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cat(paste("\n","Starting iteration",i,"\n"), file="log.txt", append=TRUE)
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as.character(drange[i])
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}
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print(Sys.time()-strt)
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stopCluster(cl)
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#import packages
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library(foreach)
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library(doParallel)
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#setup parallel backend to use 8 processors
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cl<-makeCluster(3)
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registerDoParallel(cl)
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#start time
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strt<-Sys.time()
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writeLines(c(""), "log.txt")
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#loop
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ls<-foreach(i = 1:length(drange)) %dopar% {
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w <- sample(1:3, 1)
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Sys.sleep(w)
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cat(paste("\n","Starting iteration",i,"\n"), file="log.txt", append=TRUE)
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as.character(drange[i])
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}
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#import packages
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library(foreach)
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library(doParallel)
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#setup parallel backend to use 8 processors
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cl<-makeCluster(3)
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registerDoParallel(cl)
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#start time
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strt<-Sys.time()
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writeLines(c(""), "log.txt")
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#loop
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ls<-foreach(i = 1:length(drange)) %dopar% {
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w <- sample(1:10, 1)
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Sys.sleep(w)
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cat(paste("\n","Starting iteration",i,"\n"), file="log.txt", append=TRUE)
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as.character(drange[i])
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}
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#import packages
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library(foreach)
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library(doParallel)
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#setup parallel backend to use 8 processors
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cl<-makeCluster(3)
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registerDoParallel(cl)
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#start time
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strt<-Sys.time()
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writeLines(c(""), "log.txt")
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#loop
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ls<-foreach(i = 1:length(drange)) %dopar% {
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w <- sample(1:10, 1)
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#Sys.sleep(w)
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cat(paste("\n","Starting iteration",i,"\n"), file="log.txt", append=TRUE)
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as.character(drange[i])
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}
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print(Sys.time()-strt)
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stopCluster(cl)
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#import packages
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library(foreach)
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library(doParallel)
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#setup parallel backend to use 8 processors
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cl<-makeCluster(3)
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registerDoParallel(cl)
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#start time
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strt<-Sys.time()
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writeLines(c(""), "log.txt")
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#loop
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ls<-foreach(i = 1:length(drange)) %dopar% {
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w <- sample(1:10, 1)
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#Sys.sleep(w)
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cat(paste("\n","Starting iteration",i,"\n"), file="log.txt", append=TRUE)
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as.character(drange[i])
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}
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print(Sys.time()-strt)
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stopCluster(cl)
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View(data)
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#import packages
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library(foreach)
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library(doParallel)
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#setup parallel backend to use 8 processors
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cl<-makeCluster(3)
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registerDoParallel(cl)
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#start time
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strt<-Sys.time()
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writeLines(c(""), "log.txt")
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#loop
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data<-foreach(i = 1:length(drange)) %dopar% {
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w <- sample(1:10, 1)
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#Sys.sleep(w)
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cat(paste("\n","Starting iteration",i,"\n"), file="log.txt", append=TRUE)
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as.character(drange[i])
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}
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print(Sys.time()-strt)
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stopCluster(cl)
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rm(ls)
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data
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#import packages
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library(foreach)
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library(doParallel)
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#setup parallel backend to use 8 processors
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cl<-makeCluster(3)
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registerDoParallel(cl)
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#start time
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strt<-Sys.time()
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writeLines(c(""), "log.txt")
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#loop
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df<-foreach(i = 1:length(drange)) %dopar% {
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w <- sample(1:10, 1)
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#Sys.sleep(w)
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cat(paste("\n","Starting iteration",i,"\n"), file="log.txt", append=TRUE)
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as.character(drange[i])
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}
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print(Sys.time()-strt)
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stopCluster(cl)
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df
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view(df)
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View(df)
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# Parallelisation
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writeLines(c(""), "log.txt")
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cl<-makeCluster(3)
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registerDoParallel(cl)
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# MATCH TWEETS ------------------------------------------------------------
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id_folder <- "matched-ids"
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unlink(id_folder, recursive = TRUE)
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dir.create(id_folder)
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issues <- data.frame(date = drange)
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issuelist <- readLines("issues.xml")
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issuelist <- str_replace_all(string = issuelist, pattern = ".*<!-- .+ -->", "")
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issuelist <- xmlToList(issuelist)
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issueheads <- names(issuelist)
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issues[issueheads] <- 0
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tweets$issue <- ""
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tweets$tags <- ""
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tagexpand <- c("", "s", "n", "en", "er")
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# Parallelisation
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writeLines(c(""), "issuecomp-analysis.log")
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cl<-makeCluster(3)
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registerDoParallel(cl)
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df<-foreach(d = 1:nrow(issues) %dopar% {
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#for(d in 1:nrow(issues)) {
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# Go through every day
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curdate <- issues$date[d]
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sink("log.txt", append=TRUE)
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cat(as.character(curdate),"\n")
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# Put all tweets from specific day in a temporary DF
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tweets_curday <- tweets[tweets[, "created_at"] == curdate, ]
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for(t in 1:nrow(tweets_curday)){
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cat("Starting tweet", t, "of",as.character(curdate),"\n")
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# Select tweet's text, make it lowercase and remove hashtag indicators (#)
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curtext <- as.character(tweets_curday$text[t])
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curtext <- str_replace_all(curtext, "#", "")
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curid <- as.character(tweets_curday$id_str[t])
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# Now test each single issue (not tag!)
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for(i in 1:length(issueheads)) {
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curissue <- issueheads[i]
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curtags <- as.character(issuelist[[curissue]])
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curfile <- str_c(id_folder,"/",curissue,".csv")
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# Now test all tags of a single issue
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for(s in 1:length(curtags)) {
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curtag <- curtags[s]
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curchars <- nchar(curtag, type = "chars")
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# Check if tag is an acronym. If so, ignore.case will be deactivated in smartPatternMatch
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if(curchars <= 4) {
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curacro <- checkAcronym(string = curtag, chars = curchars)
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} else {
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curacro <- FALSE
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}
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# Now expand the current tag by possible suffixes that may be plural forms
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if(!curacro) {
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for(e in 1:length(tagexpand)) {
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curtag[e] <- str_c(curtag[1], tagexpand[e])
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}
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}
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# Set Levenshtein distance depending on char length
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if(curchars <= 4) {
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curdistance <- 0
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} else {
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curdistance <- 1
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}
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# Match current tweet with tag. If >= 5 letters allow 1 changed letter, if >=8 letters allow also 1 (Levenshtein distance)
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tags_found <- NULL
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# Match the tweet with each variation of tagexpand
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for(e in 1:length(curtag)) {
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tags_found[e] <- smartPatternMatch(curtext, curtag[e], curdistance, curacro)
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}
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tags_found <- any(tags_found)
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curtag <- curtag[1]
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if(tags_found == TRUE) {
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# Raise number of findings on this day for this issue by 1
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issues[d,curissue] <- issues[d,curissue] + 1
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# Add issue and first matched tag of tweet to tweets-DF
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oldissue <- tweets[tweets[, "id_str"] == curid, "issue"]
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tweets[tweets[, "id_str"] == curid, "issue"] <- str_c(oldissue, curissue, ";")
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oldtag <- tweets[tweets[, "id_str"] == curid, "tags"]
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tweets[tweets[, "id_str"] == curid, "tags"] <- str_c(oldtag, curtag, ";")
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# Add information to file for function viewPatternMatching
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write(str_c(curdate,";\"",curid,"\";",curtag), curfile, append = TRUE)
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cat("Match!\n")
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break
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}
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else {
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#cat("Nothing found\n")
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}
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} # /for curtags
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} # /for issuelist
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} # /for tweets_curday
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} # /for drange
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#rm(tweets_curday,curacro, curchars, curdate,curfile,curid,curissue,curtag,curtags,curtext,d,date_end,date_start,i,id_folder,oldissue,oldtag,s,t,tags_found)
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# MATCH TWEETS ------------------------------------------------------------
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id_folder <- "matched-ids"
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unlink(id_folder, recursive = TRUE)
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dir.create(id_folder)
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issues <- data.frame(date = drange)
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issuelist <- readLines("issues.xml")
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issuelist <- str_replace_all(string = issuelist, pattern = ".*<!-- .+ -->", "")
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issuelist <- xmlToList(issuelist)
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issueheads <- names(issuelist)
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issues[issueheads] <- 0
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tweets$issue <- ""
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tweets$tags <- ""
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tagexpand <- c("", "s", "n", "en", "er")
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# Parallelisation
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writeLines(c(""), "issuecomp-analysis.log")
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cl<-makeCluster(3)
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registerDoParallel(cl)
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df<-foreach(d = 1:nrow(issues)) %dopar% {
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#for(d in 1:nrow(issues)) {
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# Go through every day
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curdate <- issues$date[d]
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sink("log.txt", append=TRUE)
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cat(as.character(curdate),"\n")
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# Put all tweets from specific day in a temporary DF
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tweets_curday <- tweets[tweets[, "created_at"] == curdate, ]
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for(t in 1:nrow(tweets_curday)){
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cat("Starting tweet", t, "of",as.character(curdate),"\n")
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# Select tweet's text, make it lowercase and remove hashtag indicators (#)
|
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curtext <- as.character(tweets_curday$text[t])
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curtext <- str_replace_all(curtext, "#", "")
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curid <- as.character(tweets_curday$id_str[t])
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# Now test each single issue (not tag!)
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for(i in 1:length(issueheads)) {
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curissue <- issueheads[i]
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curtags <- as.character(issuelist[[curissue]])
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curfile <- str_c(id_folder,"/",curissue,".csv")
|
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# Now test all tags of a single issue
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for(s in 1:length(curtags)) {
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curtag <- curtags[s]
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curchars <- nchar(curtag, type = "chars")
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# Check if tag is an acronym. If so, ignore.case will be deactivated in smartPatternMatch
|
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if(curchars <= 4) {
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curacro <- checkAcronym(string = curtag, chars = curchars)
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} else {
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curacro <- FALSE
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}
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# Now expand the current tag by possible suffixes that may be plural forms
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if(!curacro) {
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for(e in 1:length(tagexpand)) {
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curtag[e] <- str_c(curtag[1], tagexpand[e])
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}
|
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}
|
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# Set Levenshtein distance depending on char length
|
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if(curchars <= 4) {
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curdistance <- 0
|
||||
} else {
|
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curdistance <- 1
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}
|
||||
# Match current tweet with tag. If >= 5 letters allow 1 changed letter, if >=8 letters allow also 1 (Levenshtein distance)
|
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tags_found <- NULL
|
||||
# Match the tweet with each variation of tagexpand
|
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for(e in 1:length(curtag)) {
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tags_found[e] <- smartPatternMatch(curtext, curtag[e], curdistance, curacro)
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}
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tags_found <- any(tags_found)
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curtag <- curtag[1]
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if(tags_found == TRUE) {
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# Raise number of findings on this day for this issue by 1
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issues[d,curissue] <- issues[d,curissue] + 1
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# Add issue and first matched tag of tweet to tweets-DF
|
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oldissue <- tweets[tweets[, "id_str"] == curid, "issue"]
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tweets[tweets[, "id_str"] == curid, "issue"] <- str_c(oldissue, curissue, ";")
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oldtag <- tweets[tweets[, "id_str"] == curid, "tags"]
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tweets[tweets[, "id_str"] == curid, "tags"] <- str_c(oldtag, curtag, ";")
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# Add information to file for function viewPatternMatching
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write(str_c(curdate,";\"",curid,"\";",curtag), curfile, append = TRUE)
|
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cat("Match!\n")
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break
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||||
}
|
||||
else {
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#cat("Nothing found\n")
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}
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||||
} # /for curtags
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||||
} # /for issuelist
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} # /for tweets_curday
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} # /for drange
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#rm(tweets_curday,curacro, curchars, curdate,curfile,curid,curissue,curtag,curtags,curtext,d,date_end,date_start,i,id_folder,oldissue,oldtag,s,t,tags_found)
|
||||
# MATCH TWEETS ------------------------------------------------------------
|
||||
id_folder <- "matched-ids"
|
||||
unlink(id_folder, recursive = TRUE)
|
||||
dir.create(id_folder)
|
||||
issues <- data.frame(date = drange)
|
||||
issuelist <- readLines("issues.xml")
|
||||
issuelist <- str_replace_all(string = issuelist, pattern = ".*<!-- .+ -->", "")
|
||||
issuelist <- xmlToList(issuelist)
|
||||
issueheads <- names(issuelist)
|
||||
issues[issueheads] <- 0
|
||||
tweets$issue <- ""
|
||||
tweets$tags <- ""
|
||||
tagexpand <- c("", "s", "n", "en", "er")
|
||||
# Parallelisation
|
||||
writeLines(c(""), "issuecomp-analysis.log")
|
||||
cl<-makeCluster(3)
|
||||
registerDoParallel(cl)
|
||||
df<-foreach(d = 1:nrow(issues), .packages = c("stringr")) %dopar% {
|
||||
#for(d in 1:nrow(issues)) {
|
||||
# Go through every day
|
||||
curdate <- issues$date[d]
|
||||
sink("log.txt", append=TRUE)
|
||||
cat(as.character(curdate),"\n")
|
||||
# Put all tweets from specific day in a temporary DF
|
||||
tweets_curday <- tweets[tweets[, "created_at"] == curdate, ]
|
||||
for(t in 1:nrow(tweets_curday)){
|
||||
cat("Starting tweet", t, "of",as.character(curdate),"\n")
|
||||
# Select tweet's text, make it lowercase and remove hashtag indicators (#)
|
||||
curtext <- as.character(tweets_curday$text[t])
|
||||
curtext <- str_replace_all(curtext, "#", "")
|
||||
curid <- as.character(tweets_curday$id_str[t])
|
||||
# Now test each single issue (not tag!)
|
||||
for(i in 1:length(issueheads)) {
|
||||
curissue <- issueheads[i]
|
||||
curtags <- as.character(issuelist[[curissue]])
|
||||
curfile <- str_c(id_folder,"/",curissue,".csv")
|
||||
# Now test all tags of a single issue
|
||||
for(s in 1:length(curtags)) {
|
||||
curtag <- curtags[s]
|
||||
curchars <- nchar(curtag, type = "chars")
|
||||
# Check if tag is an acronym. If so, ignore.case will be deactivated in smartPatternMatch
|
||||
if(curchars <= 4) {
|
||||
curacro <- checkAcronym(string = curtag, chars = curchars)
|
||||
} else {
|
||||
curacro <- FALSE
|
||||
@@ -510,3 +48,465 @@ cl
|
||||
df
|
||||
View(data)
|
||||
stopCluster(cl)
|
||||
# MATCH TWEETS ------------------------------------------------------------
|
||||
id_folder <- "matched-ids"
|
||||
unlink(id_folder, recursive = TRUE)
|
||||
dir.create(id_folder)
|
||||
issues <- data.frame(date = drange)
|
||||
issuelist <- readLines("issues.xml")
|
||||
issuelist <- str_replace_all(string = issuelist, pattern = ".*<!-- .+ -->", "")
|
||||
issuelist <- xmlToList(issuelist)
|
||||
issueheads <- names(issuelist)
|
||||
issues[issueheads] <- 0
|
||||
tweets$issue <- ""
|
||||
tweets$tags <- ""
|
||||
tagexpand <- c("", "s", "n", "en", "er")
|
||||
# Parallelisation
|
||||
writeLines(c(""), "issuecomp-analysis.log")
|
||||
cl<-makeCluster(3)
|
||||
registerDoParallel(cl)
|
||||
df<-foreach(d = 1:nrow(issues), .packages = c("stringr")) %dopar% {
|
||||
#for(d in 1:nrow(issues)) {
|
||||
# Go through every day
|
||||
curdate <- issues$date[d]
|
||||
cat(paste(as.character(curdate),"\n"), file="issuecomp-analysis.log", append=TRUE)
|
||||
# Put all tweets from specific day in a temporary DF
|
||||
tweets_curday <- tweets[tweets[, "created_at"] == curdate, ]
|
||||
for(t in 1:nrow(tweets_curday)){
|
||||
cat(paste("Starting tweet", t, "of",as.character(curdate),"\n"), file="issuecomp-analysis.log", append=TRUE)
|
||||
# Select tweet's text, make it lowercase and remove hashtag indicators (#)
|
||||
curtext <- as.character(tweets_curday$text[t])
|
||||
curtext <- str_replace_all(curtext, "#", "")
|
||||
curid <- as.character(tweets_curday$id_str[t])
|
||||
# Now test each single issue (not tag!)
|
||||
for(i in 1:length(issueheads)) {
|
||||
curissue <- issueheads[i]
|
||||
curtags <- as.character(issuelist[[curissue]])
|
||||
curfile <- str_c(id_folder,"/",curissue,".csv")
|
||||
# Now test all tags of a single issue
|
||||
for(s in 1:length(curtags)) {
|
||||
curtag <- curtags[s]
|
||||
curchars <- nchar(curtag, type = "chars")
|
||||
# Check if tag is an acronym. If so, ignore.case will be deactivated in smartPatternMatch
|
||||
if(curchars <= 4) {
|
||||
curacro <- checkAcronym(string = curtag, chars = curchars)
|
||||
} else {
|
||||
curacro <- FALSE
|
||||
}
|
||||
# Now expand the current tag by possible suffixes that may be plural forms
|
||||
if(!curacro) {
|
||||
for(e in 1:length(tagexpand)) {
|
||||
curtag[e] <- str_c(curtag[1], tagexpand[e])
|
||||
}
|
||||
}
|
||||
# Set Levenshtein distance depending on char length
|
||||
if(curchars <= 4) {
|
||||
curdistance <- 0
|
||||
} else {
|
||||
curdistance <- 1
|
||||
}
|
||||
# Match current tweet with tag. If >= 5 letters allow 1 changed letter, if >=8 letters allow also 1 (Levenshtein distance)
|
||||
tags_found <- NULL
|
||||
# Match the tweet with each variation of tagexpand
|
||||
for(e in 1:length(curtag)) {
|
||||
tags_found[e] <- smartPatternMatch(curtext, curtag[e], curdistance, curacro)
|
||||
}
|
||||
tags_found <- any(tags_found)
|
||||
curtag <- curtag[1]
|
||||
if(tags_found == TRUE) {
|
||||
# Raise number of findings on this day for this issue by 1
|
||||
issues[d,curissue] <- issues[d,curissue] + 1
|
||||
# Add issue and first matched tag of tweet to tweets-DF
|
||||
oldissue <- tweets[tweets[, "id_str"] == curid, "issue"]
|
||||
tweets[tweets[, "id_str"] == curid, "issue"] <- str_c(oldissue, curissue, ";")
|
||||
oldtag <- tweets[tweets[, "id_str"] == curid, "tags"]
|
||||
tweets[tweets[, "id_str"] == curid, "tags"] <- str_c(oldtag, curtag, ";")
|
||||
# Add information to file for function viewPatternMatching
|
||||
write(str_c(curdate,";\"",curid,"\";",curtag), curfile, append = TRUE)
|
||||
cat("Match!\n")
|
||||
break
|
||||
}
|
||||
else {
|
||||
#cat("Nothing found\n")
|
||||
}
|
||||
} # /for curtags
|
||||
} # /for issuelist
|
||||
} # /for tweets_curday
|
||||
} # /for drange
|
||||
#rm(tweets_curday,curacro, curchars, curdate,curfile,curid,curissue,curtag,curtags,curtext,d,date_end,date_start,i,id_folder,oldissue,oldtag,s,t,tags_found)
|
||||
stopCluster(cl)
|
||||
require(lubridate)
|
||||
require(XML)
|
||||
require(ggplot2)
|
||||
require(reshape2)
|
||||
require(stringr)
|
||||
library(foreach)
|
||||
library(doParallel)
|
||||
# MATCH TWEETS ------------------------------------------------------------
|
||||
id_folder <- "matched-ids"
|
||||
unlink(id_folder, recursive = TRUE)
|
||||
dir.create(id_folder)
|
||||
issues <- data.frame(date = drange)
|
||||
issuelist <- readLines("issues.xml")
|
||||
issuelist <- str_replace_all(string = issuelist, pattern = ".*<!-- .+ -->", "")
|
||||
issuelist <- xmlToList(issuelist)
|
||||
issueheads <- names(issuelist)
|
||||
issues[issueheads] <- 0
|
||||
tweets$issue <- ""
|
||||
tweets$tags <- ""
|
||||
tagexpand <- c("", "s", "n", "en", "er")
|
||||
# Parallelisation
|
||||
writeLines(c(""), "issuecomp-analysis.log")
|
||||
cl<-makeCluster(3)
|
||||
registerDoParallel(cl)
|
||||
df<-foreach(d = 1:nrow(issues), .packages = c("stringr")) %dopar% {
|
||||
#for(d in 1:nrow(issues)) {
|
||||
# Go through every day
|
||||
curdate <- issues$date[d]
|
||||
cat(paste(as.character(curdate),"\n"), file="issuecomp-analysis.log", append=TRUE)
|
||||
# Put all tweets from specific day in a temporary DF
|
||||
tweets_curday <- tweets[tweets[, "created_at"] == curdate, ]
|
||||
for(t in 1:nrow(tweets_curday)){
|
||||
cat(paste("Starting tweet", t, "of",as.character(curdate),"\n"), file="issuecomp-analysis.log", append=TRUE)
|
||||
# Select tweet's text, make it lowercase and remove hashtag indicators (#)
|
||||
curtext <- as.character(tweets_curday$text[t])
|
||||
curtext <- str_replace_all(curtext, "#", "")
|
||||
curid <- as.character(tweets_curday$id_str[t])
|
||||
# Now test each single issue (not tag!)
|
||||
for(i in 1:length(issueheads)) {
|
||||
curissue <- issueheads[i]
|
||||
curtags <- as.character(issuelist[[curissue]])
|
||||
curfile <- str_c(id_folder,"/",curissue,".csv")
|
||||
# Now test all tags of a single issue
|
||||
for(s in 1:length(curtags)) {
|
||||
curtag <- curtags[s]
|
||||
curchars <- nchar(curtag, type = "chars")
|
||||
# Check if tag is an acronym. If so, ignore.case will be deactivated in smartPatternMatch
|
||||
if(curchars <= 4) {
|
||||
curacro <- checkAcronym(string = curtag, chars = curchars)
|
||||
} else {
|
||||
curacro <- FALSE
|
||||
}
|
||||
# Now expand the current tag by possible suffixes that may be plural forms
|
||||
if(!curacro) {
|
||||
for(e in 1:length(tagexpand)) {
|
||||
curtag[e] <- str_c(curtag[1], tagexpand[e])
|
||||
}
|
||||
}
|
||||
# Set Levenshtein distance depending on char length
|
||||
if(curchars <= 4) {
|
||||
curdistance <- 0
|
||||
} else {
|
||||
curdistance <- 1
|
||||
}
|
||||
# Match current tweet with tag. If >= 5 letters allow 1 changed letter, if >=8 letters allow also 1 (Levenshtein distance)
|
||||
tags_found <- NULL
|
||||
# Match the tweet with each variation of tagexpand
|
||||
for(e in 1:length(curtag)) {
|
||||
tags_found[e] <- smartPatternMatch(curtext, curtag[e], curdistance, curacro)
|
||||
}
|
||||
tags_found <- any(tags_found)
|
||||
curtag <- curtag[1]
|
||||
if(tags_found == TRUE) {
|
||||
# Raise number of findings on this day for this issue by 1
|
||||
issues[d,curissue] <- issues[d,curissue] + 1
|
||||
# Add issue and first matched tag of tweet to tweets-DF
|
||||
oldissue <- tweets[tweets[, "id_str"] == curid, "issue"]
|
||||
tweets[tweets[, "id_str"] == curid, "issue"] <- str_c(oldissue, curissue, ";")
|
||||
oldtag <- tweets[tweets[, "id_str"] == curid, "tags"]
|
||||
tweets[tweets[, "id_str"] == curid, "tags"] <- str_c(oldtag, curtag, ";")
|
||||
# Add information to file for function viewPatternMatching
|
||||
write(str_c(curdate,";\"",curid,"\";",curtag), curfile, append = TRUE)
|
||||
cat("Match!\n")
|
||||
break
|
||||
}
|
||||
else {
|
||||
#cat("Nothing found\n")
|
||||
}
|
||||
} # /for curtags
|
||||
} # /for issuelist
|
||||
} # /for tweets_curday
|
||||
} # /for drange
|
||||
stopCluster(cl)
|
||||
cl<-makeCluster(3)
|
||||
registerDoParallel(cl)
|
||||
stopCluster(cl)
|
||||
# MATCH TWEETS ------------------------------------------------------------
|
||||
id_folder <- "matched-ids"
|
||||
unlink(id_folder, recursive = TRUE)
|
||||
dir.create(id_folder)
|
||||
issues <- data.frame(date = drange)
|
||||
issuelist <- readLines("issues.xml")
|
||||
issuelist <- str_replace_all(string = issuelist, pattern = ".*<!-- .+ -->", "")
|
||||
issuelist <- xmlToList(issuelist)
|
||||
issueheads <- names(issuelist)
|
||||
issues[issueheads] <- 0
|
||||
tweets$issue <- ""
|
||||
tweets$tags <- ""
|
||||
tagexpand <- c("", "s", "n", "en", "er")
|
||||
# Parallelisation
|
||||
writeLines(c(""), "issuecomp-analysis.log")
|
||||
cl<-makeCluster(3)
|
||||
registerDoParallel(cl)
|
||||
df<-foreach(d = 1:nrow(issues), .packages = c("stringr"), .combine=rbind) %dopar% {
|
||||
#for(d in 1:nrow(issues)) {
|
||||
# Go through every day
|
||||
curdate <- issues$date[d]
|
||||
cat(paste(as.character(curdate),"\n"), file="issuecomp-analysis.log", append=TRUE)
|
||||
# Put all tweets from specific day in a temporary DF
|
||||
tweets_curday <- tweets[tweets[, "created_at"] == curdate, ]
|
||||
for(t in 1:nrow(tweets_curday)){
|
||||
cat(paste("Starting tweet", t, "of",as.character(curdate),"\n"), file="issuecomp-analysis.log", append=TRUE)
|
||||
# Select tweet's text, make it lowercase and remove hashtag indicators (#)
|
||||
curtext <- as.character(tweets_curday$text[t])
|
||||
curtext <- str_replace_all(curtext, "#", "")
|
||||
curid <- as.character(tweets_curday$id_str[t])
|
||||
# Now test each single issue (not tag!)
|
||||
for(i in 1:length(issueheads)) {
|
||||
curissue <- issueheads[i]
|
||||
curtags <- as.character(issuelist[[curissue]])
|
||||
curfile <- str_c(id_folder,"/",curissue,".csv")
|
||||
# Now test all tags of a single issue
|
||||
for(s in 1:length(curtags)) {
|
||||
curtag <- curtags[s]
|
||||
curchars <- nchar(curtag, type = "chars")
|
||||
# Check if tag is an acronym. If so, ignore.case will be deactivated in smartPatternMatch
|
||||
if(curchars <= 4) {
|
||||
curacro <- checkAcronym(string = curtag, chars = curchars)
|
||||
} else {
|
||||
curacro <- FALSE
|
||||
}
|
||||
# Now expand the current tag by possible suffixes that may be plural forms
|
||||
if(!curacro) {
|
||||
for(e in 1:length(tagexpand)) {
|
||||
curtag[e] <- str_c(curtag[1], tagexpand[e])
|
||||
}
|
||||
}
|
||||
# Set Levenshtein distance depending on char length
|
||||
if(curchars <= 4) {
|
||||
curdistance <- 0
|
||||
} else {
|
||||
curdistance <- 1
|
||||
}
|
||||
# Match current tweet with tag. If >= 5 letters allow 1 changed letter, if >=8 letters allow also 1 (Levenshtein distance)
|
||||
tags_found <- NULL
|
||||
# Match the tweet with each variation of tagexpand
|
||||
for(e in 1:length(curtag)) {
|
||||
tags_found[e] <- smartPatternMatch(curtext, curtag[e], curdistance, curacro)
|
||||
}
|
||||
tags_found <- any(tags_found)
|
||||
curtag <- curtag[1]
|
||||
if(tags_found == TRUE) {
|
||||
# Raise number of findings on this day for this issue by 1
|
||||
issues[d,curissue] <- issues[d,curissue] + 1
|
||||
# Add issue and first matched tag of tweet to tweets-DF
|
||||
oldissue <- tweets[tweets[, "id_str"] == curid, "issue"]
|
||||
tweets[tweets[, "id_str"] == curid, "issue"] <- str_c(oldissue, curissue, ";")
|
||||
oldtag <- tweets[tweets[, "id_str"] == curid, "tags"]
|
||||
tweets[tweets[, "id_str"] == curid, "tags"] <- str_c(oldtag, curtag, ";")
|
||||
# Add information to file for function viewPatternMatching
|
||||
write(str_c(curdate,";\"",curid,"\";",curtag), curfile, append = TRUE)
|
||||
cat("Match!\n")
|
||||
break
|
||||
}
|
||||
else {
|
||||
#cat("Nothing found\n")
|
||||
}
|
||||
} # /for curtags
|
||||
} # /for issuelist
|
||||
} # /for tweets_curday
|
||||
} # /for drange
|
||||
stopCluster(cl)
|
||||
require(lubridate)
|
||||
require(XML)
|
||||
require(ggplot2)
|
||||
require(reshape2)
|
||||
require(stringr)
|
||||
library(foreach)
|
||||
library(doParallel)
|
||||
source("issuecomp-functions.R")
|
||||
# MATCH TWEETS ------------------------------------------------------------
|
||||
id_folder <- "matched-ids"
|
||||
unlink(id_folder, recursive = TRUE)
|
||||
dir.create(id_folder)
|
||||
issues <- data.frame(date = drange)
|
||||
issuelist <- readLines("issues.xml")
|
||||
issuelist <- str_replace_all(string = issuelist, pattern = ".*<!-- .+ -->", "")
|
||||
issuelist <- xmlToList(issuelist)
|
||||
issueheads <- names(issuelist)
|
||||
issues[issueheads] <- 0
|
||||
tweets$issue <- ""
|
||||
tweets$tags <- ""
|
||||
tagexpand <- c("", "s", "n", "en", "er")
|
||||
# Parallelisation
|
||||
writeLines(c(""), "issuecomp-analysis.log")
|
||||
cl<-makeCluster(3)
|
||||
registerDoParallel(cl)
|
||||
df<-foreach(d = 1:nrow(issues), .packages = c("stringr"), .combine=rbind) %dopar% {
|
||||
#for(d in 1:nrow(issues)) {
|
||||
# Go through every day
|
||||
curdate <- issues$date[d]
|
||||
cat(paste(as.character(curdate),"\n"), file="issuecomp-analysis.log", append=TRUE)
|
||||
# Put all tweets from specific day in a temporary DF
|
||||
tweets_curday <- tweets[tweets[, "created_at"] == curdate, ]
|
||||
for(t in 1:nrow(tweets_curday)){
|
||||
cat(paste("Starting tweet", t, "of",as.character(curdate),"\n"), file="issuecomp-analysis.log", append=TRUE)
|
||||
# Select tweet's text, make it lowercase and remove hashtag indicators (#)
|
||||
curtext <- as.character(tweets_curday$text[t])
|
||||
curtext <- str_replace_all(curtext, "#", "")
|
||||
curid <- as.character(tweets_curday$id_str[t])
|
||||
# Now test each single issue (not tag!)
|
||||
for(i in 1:length(issueheads)) {
|
||||
curissue <- issueheads[i]
|
||||
curtags <- as.character(issuelist[[curissue]])
|
||||
curfile <- str_c(id_folder,"/",curissue,".csv")
|
||||
# Now test all tags of a single issue
|
||||
for(s in 1:length(curtags)) {
|
||||
curtag <- curtags[s]
|
||||
curchars <- nchar(curtag, type = "chars")
|
||||
# Check if tag is an acronym. If so, ignore.case will be deactivated in smartPatternMatch
|
||||
if(curchars <= 4) {
|
||||
curacro <- checkAcronym(string = curtag, chars = curchars)
|
||||
} else {
|
||||
curacro <- FALSE
|
||||
}
|
||||
# Now expand the current tag by possible suffixes that may be plural forms
|
||||
if(!curacro) {
|
||||
for(e in 1:length(tagexpand)) {
|
||||
curtag[e] <- str_c(curtag[1], tagexpand[e])
|
||||
}
|
||||
}
|
||||
# Set Levenshtein distance depending on char length
|
||||
if(curchars <= 4) {
|
||||
curdistance <- 0
|
||||
} else {
|
||||
curdistance <- 1
|
||||
}
|
||||
# Match current tweet with tag. If >= 5 letters allow 1 changed letter, if >=8 letters allow also 1 (Levenshtein distance)
|
||||
tags_found <- NULL
|
||||
# Match the tweet with each variation of tagexpand
|
||||
for(e in 1:length(curtag)) {
|
||||
tags_found[e] <- smartPatternMatch(curtext, curtag[e], curdistance, curacro)
|
||||
}
|
||||
tags_found <- any(tags_found)
|
||||
curtag <- curtag[1]
|
||||
if(tags_found == TRUE) {
|
||||
# Raise number of findings on this day for this issue by 1
|
||||
issues[d,curissue] <- issues[d,curissue] + 1
|
||||
# Add issue and first matched tag of tweet to tweets-DF
|
||||
oldissue <- tweets[tweets[, "id_str"] == curid, "issue"]
|
||||
tweets[tweets[, "id_str"] == curid, "issue"] <- str_c(oldissue, curissue, ";")
|
||||
oldtag <- tweets[tweets[, "id_str"] == curid, "tags"]
|
||||
tweets[tweets[, "id_str"] == curid, "tags"] <- str_c(oldtag, curtag, ";")
|
||||
# Add information to file for function viewPatternMatching
|
||||
write(str_c(curdate,";\"",curid,"\";",curtag), curfile, append = TRUE)
|
||||
cat(paste("Match!\n"), file="issuecomp-analysis.log", append=TRUE)
|
||||
break
|
||||
}
|
||||
else {
|
||||
#cat("Nothing found\n")
|
||||
}
|
||||
} # /for curtags
|
||||
} # /for issuelist
|
||||
} # /for tweets_curday
|
||||
} # /for drange
|
||||
View(issues)
|
||||
require(lubridate)
|
||||
require(XML)
|
||||
require(ggplot2)
|
||||
require(reshape2)
|
||||
require(stringr)
|
||||
library(foreach)
|
||||
library(doParallel)
|
||||
# MATCH TWEETS ------------------------------------------------------------
|
||||
id_folder <- "matched-ids"
|
||||
unlink(id_folder, recursive = TRUE)
|
||||
dir.create(id_folder)
|
||||
issues <- data.frame(date = drange)
|
||||
issuelist <- readLines("issues.xml")
|
||||
issuelist <- str_replace_all(string = issuelist, pattern = ".*<!-- .+ -->", "")
|
||||
issuelist <- xmlToList(issuelist)
|
||||
issueheads <- names(issuelist)
|
||||
issues[issueheads] <- 0
|
||||
tweets$issue <- ""
|
||||
tweets$tags <- ""
|
||||
tagexpand <- c("", "s", "n", "en", "er")
|
||||
# Parallelisation
|
||||
writeLines(c(""), "issuecomp-analysis.log")
|
||||
cl<-makeCluster(3)
|
||||
registerDoParallel(cl)
|
||||
df<-foreach(d = 1:3, .packages = c("stringr"), .combine=rbind) %dopar% {
|
||||
#df<-foreach(d = 1:nrow(issues), .packages = c("stringr"), .combine=rbind) %dopar% {
|
||||
#for(d in 1:nrow(issues)) {
|
||||
# Go through every day
|
||||
curdate <- issues$date[d]
|
||||
cat(paste(as.character(curdate),"\n"), file="issuecomp-analysis.log", append=TRUE)
|
||||
# Put all tweets from specific day in a temporary DF
|
||||
tweets_curday <- tweets[tweets[, "created_at"] == curdate, ]
|
||||
for(t in 1:25){
|
||||
#for(t in 1:nrow(tweets_curday)){
|
||||
cat(paste("Starting tweet", t, "of",as.character(curdate),"\n"), file="issuecomp-analysis.log", append=TRUE)
|
||||
# Select tweet's text, make it lowercase and remove hashtag indicators (#)
|
||||
curtext <- as.character(tweets_curday$text[t])
|
||||
curtext <- str_replace_all(curtext, "#", "")
|
||||
curid <- as.character(tweets_curday$id_str[t])
|
||||
# Now test each single issue (not tag!)
|
||||
for(i in 1:length(issueheads)) {
|
||||
curissue <- issueheads[i]
|
||||
curtags <- as.character(issuelist[[curissue]])
|
||||
curfile <- str_c(id_folder,"/",curissue,".csv")
|
||||
# Now test all tags of a single issue
|
||||
for(s in 1:length(curtags)) {
|
||||
curtag <- curtags[s]
|
||||
curchars <- nchar(curtag, type = "chars")
|
||||
# Check if tag is an acronym. If so, ignore.case will be deactivated in smartPatternMatch
|
||||
if(curchars <= 4) {
|
||||
curacro <- checkAcronym(string = curtag, chars = curchars)
|
||||
} else {
|
||||
curacro <- FALSE
|
||||
}
|
||||
# Now expand the current tag by possible suffixes that may be plural forms
|
||||
if(!curacro) {
|
||||
for(e in 1:length(tagexpand)) {
|
||||
curtag[e] <- str_c(curtag[1], tagexpand[e])
|
||||
}
|
||||
}
|
||||
# Set Levenshtein distance depending on char length
|
||||
if(curchars <= 4) {
|
||||
curdistance <- 0
|
||||
} else {
|
||||
curdistance <- 1
|
||||
}
|
||||
# Match current tweet with tag. If >= 5 letters allow 1 changed letter, if >=8 letters allow also 1 (Levenshtein distance)
|
||||
tags_found <- NULL
|
||||
# Match the tweet with each variation of tagexpand
|
||||
for(e in 1:length(curtag)) {
|
||||
tags_found[e] <- smartPatternMatch(curtext, curtag[e], curdistance, curacro)
|
||||
}
|
||||
tags_found <- any(tags_found)
|
||||
curtag <- curtag[1]
|
||||
if(tags_found == TRUE) {
|
||||
# Raise number of findings on this day for this issue by 1
|
||||
issues[d,curissue] <- issues[d,curissue] + 1
|
||||
# Add issue and first matched tag of tweet to tweets-DF
|
||||
oldissue <- tweets[tweets[, "id_str"] == curid, "issue"]
|
||||
tweets[tweets[, "id_str"] == curid, "issue"] <- str_c(oldissue, curissue, ";")
|
||||
oldtag <- tweets[tweets[, "id_str"] == curid, "tags"]
|
||||
tweets[tweets[, "id_str"] == curid, "tags"] <- str_c(oldtag, curtag, ";")
|
||||
# Add information to file for function viewPatternMatching
|
||||
write(str_c(curdate,";\"",curid,"\";",curtag), curfile, append = TRUE)
|
||||
cat(paste("Match!\n"), file="issuecomp-analysis.log", append=TRUE)
|
||||
break
|
||||
}
|
||||
else {
|
||||
#cat("Nothing found\n")
|
||||
}
|
||||
} # /for curtags
|
||||
} # /for issuelist
|
||||
} # /for tweets_curday
|
||||
} # /for drange
|
||||
#rm(tweets_curday,curacro, curchars, curdate,curfile,curid,curissue,curtag,curtags,curtext,d,date_end,date_start,i,id_folder,oldissue,oldtag,s,t,tags_found)
|
||||
stopCluster(cl)
|
||||
View(issues)
|
||||
rm(data)
|
||||
df
|
||||
|
||||
@@ -40,7 +40,8 @@ writeLines(c(""), "issuecomp-analysis.log")
|
||||
cl<-makeCluster(3)
|
||||
registerDoParallel(cl)
|
||||
|
||||
df<-foreach(d = 1:nrow(issues), .packages = c("stringr"), .combine=rbind) %dopar% {
|
||||
df<-foreach(d = 1:3, .packages = c("stringr"), .combine=rbind) %dopar% {
|
||||
#df<-foreach(d = 1:nrow(issues), .packages = c("stringr"), .combine=rbind) %dopar% {
|
||||
#for(d in 1:nrow(issues)) {
|
||||
# Go through every day
|
||||
curdate <- issues$date[d]
|
||||
@@ -49,7 +50,8 @@ df<-foreach(d = 1:nrow(issues), .packages = c("stringr"), .combine=rbind) %dopar
|
||||
# Put all tweets from specific day in a temporary DF
|
||||
tweets_curday <- tweets[tweets[, "created_at"] == curdate, ]
|
||||
|
||||
for(t in 1:nrow(tweets_curday)){
|
||||
for(t in 1:25){
|
||||
#for(t in 1:nrow(tweets_curday)){
|
||||
cat(paste("Starting tweet", t, "of",as.character(curdate),"\n"), file="issuecomp-analysis.log", append=TRUE)
|
||||
# Select tweet's text, make it lowercase and remove hashtag indicators (#)
|
||||
curtext <- as.character(tweets_curday$text[t])
|
||||
@@ -110,7 +112,7 @@ df<-foreach(d = 1:nrow(issues), .packages = c("stringr"), .combine=rbind) %dopar
|
||||
|
||||
# Add information to file for function viewPatternMatching
|
||||
write(str_c(curdate,";\"",curid,"\";",curtag), curfile, append = TRUE)
|
||||
cat("Match!\n")
|
||||
cat(paste("Match!\n"), file="issuecomp-analysis.log", append=TRUE)
|
||||
break
|
||||
}
|
||||
else {
|
||||
|
||||
+51
-384
@@ -2,435 +2,102 @@
|
||||
2014-01-01
|
||||
2014-01-02
|
||||
2014-01-03
|
||||
Starting tweet 1 of 2014-01-02
|
||||
Starting tweet 1 of 2014-01-01
|
||||
Starting tweet 1 of 2014-01-03
|
||||
Starting tweet 1 of 2014-01-01
|
||||
Starting tweet 1 of 2014-01-02
|
||||
Starting tweet 2 of 2014-01-01
|
||||
Starting tweet 2 of 2014-01-03
|
||||
Starting tweet 2 of 2014-01-02
|
||||
Starting tweet 3 of 2014-01-01
|
||||
Starting tweet 3 of 2014-01-03
|
||||
Starting tweet 3 of 2014-01-01
|
||||
Match!
|
||||
Starting tweet 3 of 2014-01-02
|
||||
Starting tweet 4 of 2014-01-01
|
||||
Starting tweet 4 of 2014-01-03
|
||||
Match!
|
||||
Starting tweet 4 of 2014-01-01
|
||||
Match!
|
||||
Starting tweet 4 of 2014-01-02
|
||||
Starting tweet 5 of 2014-01-01
|
||||
Starting tweet 5 of 2014-01-03
|
||||
Starting tweet 6 of 2014-01-01
|
||||
Starting tweet 5 of 2014-01-02
|
||||
Starting tweet 5 of 2014-01-01
|
||||
Starting tweet 6 of 2014-01-03
|
||||
Match!
|
||||
Starting tweet 5 of 2014-01-02
|
||||
Match!
|
||||
Starting tweet 6 of 2014-01-01
|
||||
Starting tweet 6 of 2014-01-02
|
||||
Starting tweet 7 of 2014-01-01
|
||||
Starting tweet 7 of 2014-01-03
|
||||
Starting tweet 8 of 2014-01-01
|
||||
Starting tweet 7 of 2014-01-01
|
||||
Match!
|
||||
Starting tweet 7 of 2014-01-02
|
||||
Starting tweet 8 of 2014-01-03
|
||||
Starting tweet 9 of 2014-01-01
|
||||
Starting tweet 8 of 2014-01-01
|
||||
Match!
|
||||
Starting tweet 8 of 2014-01-02
|
||||
Starting tweet 9 of 2014-01-03
|
||||
Starting tweet 9 of 2014-01-01
|
||||
Starting tweet 9 of 2014-01-02
|
||||
Starting tweet 10 of 2014-01-01
|
||||
Starting tweet 10 of 2014-01-03
|
||||
Starting tweet 10 of 2014-01-01
|
||||
Starting tweet 10 of 2014-01-02
|
||||
Match!
|
||||
Starting tweet 11 of 2014-01-03
|
||||
Starting tweet 11 of 2014-01-01
|
||||
Starting tweet 11 of 2014-01-02
|
||||
Starting tweet 11 of 2014-01-03
|
||||
Starting tweet 12 of 2014-01-03
|
||||
Starting tweet 12 of 2014-01-01
|
||||
Starting tweet 12 of 2014-01-02
|
||||
Starting tweet 12 of 2014-01-03
|
||||
Starting tweet 13 of 2014-01-03
|
||||
Match!
|
||||
Starting tweet 13 of 2014-01-01
|
||||
Starting tweet 13 of 2014-01-02
|
||||
Starting tweet 13 of 2014-01-03
|
||||
Starting tweet 14 of 2014-01-03
|
||||
Starting tweet 14 of 2014-01-01
|
||||
Starting tweet 14 of 2014-01-02
|
||||
Starting tweet 15 of 2014-01-01
|
||||
Starting tweet 14 of 2014-01-03
|
||||
Match!
|
||||
Starting tweet 15 of 2014-01-03
|
||||
Starting tweet 15 of 2014-01-01
|
||||
Match!
|
||||
Starting tweet 15 of 2014-01-02
|
||||
Match!
|
||||
Starting tweet 16 of 2014-01-03
|
||||
Starting tweet 16 of 2014-01-01
|
||||
Starting tweet 16 of 2014-01-02
|
||||
Starting tweet 16 of 2014-01-03
|
||||
Starting tweet 17 of 2014-01-01
|
||||
Starting tweet 17 of 2014-01-03
|
||||
Match!
|
||||
Starting tweet 17 of 2014-01-01
|
||||
Starting tweet 17 of 2014-01-02
|
||||
Match!
|
||||
Starting tweet 18 of 2014-01-03
|
||||
Starting tweet 18 of 2014-01-01
|
||||
Match!
|
||||
Match!
|
||||
Starting tweet 18 of 2014-01-02
|
||||
Match!
|
||||
Starting tweet 18 of 2014-01-01
|
||||
Starting tweet 19 of 2014-01-03
|
||||
Starting tweet 19 of 2014-01-01
|
||||
Starting tweet 20 of 2014-01-03
|
||||
Match!
|
||||
Starting tweet 19 of 2014-01-02
|
||||
Starting tweet 21 of 2014-01-03
|
||||
Starting tweet 20 of 2014-01-01
|
||||
Starting tweet 19 of 2014-01-01
|
||||
Match!
|
||||
Starting tweet 20 of 2014-01-03
|
||||
Starting tweet 20 of 2014-01-02
|
||||
Starting tweet 22 of 2014-01-03
|
||||
Starting tweet 21 of 2014-01-01
|
||||
Match!
|
||||
Starting tweet 20 of 2014-01-01
|
||||
Match!
|
||||
Starting tweet 21 of 2014-01-03
|
||||
Starting tweet 21 of 2014-01-02
|
||||
Starting tweet 22 of 2014-01-01
|
||||
Match!
|
||||
Starting tweet 21 of 2014-01-01
|
||||
Starting tweet 22 of 2014-01-03
|
||||
Starting tweet 22 of 2014-01-02
|
||||
Starting tweet 22 of 2014-01-01
|
||||
Starting tweet 23 of 2014-01-03
|
||||
Starting tweet 23 of 2014-01-01
|
||||
Starting tweet 23 of 2014-01-02
|
||||
Starting tweet 23 of 2014-01-01
|
||||
Starting tweet 24 of 2014-01-03
|
||||
Starting tweet 24 of 2014-01-02
|
||||
Starting tweet 24 of 2014-01-01
|
||||
Match!
|
||||
Starting tweet 25 of 2014-01-03
|
||||
Starting tweet 25 of 2014-01-02
|
||||
Starting tweet 25 of 2014-01-01
|
||||
Starting tweet 26 of 2014-01-03
|
||||
Starting tweet 26 of 2014-01-02
|
||||
Starting tweet 26 of 2014-01-01
|
||||
Starting tweet 27 of 2014-01-03
|
||||
Starting tweet 27 of 2014-01-02
|
||||
Starting tweet 27 of 2014-01-01
|
||||
Starting tweet 28 of 2014-01-03
|
||||
Starting tweet 28 of 2014-01-02
|
||||
Starting tweet 28 of 2014-01-01
|
||||
Starting tweet 29 of 2014-01-03
|
||||
Starting tweet 29 of 2014-01-01
|
||||
Starting tweet 29 of 2014-01-02
|
||||
Starting tweet 30 of 2014-01-03
|
||||
Starting tweet 30 of 2014-01-01
|
||||
Starting tweet 30 of 2014-01-02
|
||||
Starting tweet 31 of 2014-01-03
|
||||
Starting tweet 31 of 2014-01-02
|
||||
Starting tweet 31 of 2014-01-01
|
||||
Starting tweet 32 of 2014-01-02
|
||||
Starting tweet 32 of 2014-01-03
|
||||
Starting tweet 32 of 2014-01-01
|
||||
Starting tweet 33 of 2014-01-02
|
||||
Starting tweet 33 of 2014-01-03
|
||||
Starting tweet 33 of 2014-01-01
|
||||
Starting tweet 34 of 2014-01-02
|
||||
Starting tweet 34 of 2014-01-03
|
||||
Starting tweet 34 of 2014-01-01
|
||||
Starting tweet 35 of 2014-01-02
|
||||
Starting tweet 35 of 2014-01-03
|
||||
Starting tweet 35 of 2014-01-01
|
||||
Starting tweet 36 of 2014-01-02
|
||||
Starting tweet 36 of 2014-01-01
|
||||
Starting tweet 36 of 2014-01-03
|
||||
Starting tweet 37 of 2014-01-01
|
||||
Starting tweet 37 of 2014-01-02
|
||||
Starting tweet 37 of 2014-01-03
|
||||
Starting tweet 38 of 2014-01-01
|
||||
Starting tweet 38 of 2014-01-02
|
||||
Starting tweet 39 of 2014-01-01
|
||||
Starting tweet 38 of 2014-01-03
|
||||
Starting tweet 39 of 2014-01-02
|
||||
Starting tweet 39 of 2014-01-03
|
||||
Starting tweet 40 of 2014-01-01
|
||||
Starting tweet 40 of 2014-01-02
|
||||
Starting tweet 41 of 2014-01-01
|
||||
Starting tweet 40 of 2014-01-03
|
||||
Starting tweet 41 of 2014-01-02
|
||||
Starting tweet 42 of 2014-01-01
|
||||
Starting tweet 41 of 2014-01-03
|
||||
Starting tweet 43 of 2014-01-01
|
||||
Starting tweet 42 of 2014-01-02
|
||||
Starting tweet 44 of 2014-01-01
|
||||
Starting tweet 42 of 2014-01-03
|
||||
Starting tweet 43 of 2014-01-02
|
||||
Starting tweet 43 of 2014-01-03
|
||||
Starting tweet 45 of 2014-01-01
|
||||
Starting tweet 44 of 2014-01-02
|
||||
Starting tweet 44 of 2014-01-03
|
||||
Starting tweet 46 of 2014-01-01
|
||||
Starting tweet 45 of 2014-01-02
|
||||
Starting tweet 45 of 2014-01-03
|
||||
Starting tweet 47 of 2014-01-01
|
||||
Starting tweet 46 of 2014-01-02
|
||||
Starting tweet 46 of 2014-01-03
|
||||
Starting tweet 48 of 2014-01-01
|
||||
Starting tweet 47 of 2014-01-02
|
||||
Starting tweet 47 of 2014-01-03
|
||||
Starting tweet 48 of 2014-01-02
|
||||
Starting tweet 49 of 2014-01-01
|
||||
Starting tweet 48 of 2014-01-03
|
||||
Starting tweet 49 of 2014-01-02
|
||||
Starting tweet 50 of 2014-01-01
|
||||
Starting tweet 49 of 2014-01-03
|
||||
Starting tweet 50 of 2014-01-02
|
||||
Starting tweet 51 of 2014-01-01
|
||||
Starting tweet 50 of 2014-01-03
|
||||
Starting tweet 52 of 2014-01-01
|
||||
Starting tweet 51 of 2014-01-02
|
||||
Starting tweet 51 of 2014-01-03
|
||||
Starting tweet 52 of 2014-01-02
|
||||
Starting tweet 53 of 2014-01-01
|
||||
Starting tweet 52 of 2014-01-03
|
||||
Starting tweet 53 of 2014-01-02
|
||||
Starting tweet 54 of 2014-01-01
|
||||
Starting tweet 53 of 2014-01-03
|
||||
Starting tweet 54 of 2014-01-02
|
||||
Starting tweet 55 of 2014-01-01
|
||||
Starting tweet 54 of 2014-01-03
|
||||
Starting tweet 56 of 2014-01-01
|
||||
Starting tweet 55 of 2014-01-02
|
||||
Starting tweet 55 of 2014-01-03
|
||||
Starting tweet 56 of 2014-01-02
|
||||
Starting tweet 57 of 2014-01-01
|
||||
Starting tweet 56 of 2014-01-03
|
||||
Starting tweet 57 of 2014-01-02
|
||||
Starting tweet 58 of 2014-01-01
|
||||
Starting tweet 57 of 2014-01-03
|
||||
Starting tweet 58 of 2014-01-02
|
||||
Starting tweet 58 of 2014-01-03
|
||||
Starting tweet 59 of 2014-01-01
|
||||
Starting tweet 60 of 2014-01-01
|
||||
Starting tweet 59 of 2014-01-03
|
||||
Starting tweet 59 of 2014-01-02
|
||||
Starting tweet 60 of 2014-01-03
|
||||
Starting tweet 61 of 2014-01-01
|
||||
Starting tweet 60 of 2014-01-02
|
||||
Starting tweet 61 of 2014-01-03
|
||||
Starting tweet 62 of 2014-01-01
|
||||
Starting tweet 61 of 2014-01-02
|
||||
Starting tweet 62 of 2014-01-03
|
||||
Starting tweet 63 of 2014-01-01
|
||||
Starting tweet 62 of 2014-01-02
|
||||
Starting tweet 63 of 2014-01-03
|
||||
Starting tweet 64 of 2014-01-01
|
||||
Starting tweet 63 of 2014-01-02
|
||||
Starting tweet 64 of 2014-01-03
|
||||
Starting tweet 65 of 2014-01-01
|
||||
Starting tweet 64 of 2014-01-02
|
||||
Starting tweet 65 of 2014-01-03
|
||||
Starting tweet 66 of 2014-01-01
|
||||
Starting tweet 66 of 2014-01-03
|
||||
Starting tweet 65 of 2014-01-02
|
||||
2014-01-04
|
||||
Starting tweet 1 of 2014-01-04
|
||||
Starting tweet 67 of 2014-01-03
|
||||
Starting tweet 66 of 2014-01-02
|
||||
Starting tweet 2 of 2014-01-04
|
||||
Starting tweet 67 of 2014-01-02
|
||||
Starting tweet 68 of 2014-01-03
|
||||
Starting tweet 3 of 2014-01-04
|
||||
Starting tweet 68 of 2014-01-02
|
||||
Starting tweet 69 of 2014-01-03
|
||||
Starting tweet 4 of 2014-01-04
|
||||
Starting tweet 70 of 2014-01-03
|
||||
Starting tweet 69 of 2014-01-02
|
||||
Starting tweet 5 of 2014-01-04
|
||||
Starting tweet 71 of 2014-01-03
|
||||
Starting tweet 70 of 2014-01-02
|
||||
Starting tweet 72 of 2014-01-03
|
||||
Starting tweet 6 of 2014-01-04
|
||||
Starting tweet 71 of 2014-01-02
|
||||
Starting tweet 73 of 2014-01-03
|
||||
Starting tweet 7 of 2014-01-04
|
||||
Starting tweet 74 of 2014-01-03
|
||||
Starting tweet 72 of 2014-01-02
|
||||
Starting tweet 75 of 2014-01-03
|
||||
Starting tweet 8 of 2014-01-04
|
||||
Starting tweet 73 of 2014-01-02
|
||||
Starting tweet 76 of 2014-01-03
|
||||
Starting tweet 9 of 2014-01-04
|
||||
Starting tweet 74 of 2014-01-02
|
||||
Starting tweet 77 of 2014-01-03
|
||||
Starting tweet 75 of 2014-01-02
|
||||
Starting tweet 10 of 2014-01-04
|
||||
Starting tweet 78 of 2014-01-03
|
||||
Starting tweet 76 of 2014-01-02
|
||||
Starting tweet 11 of 2014-01-04
|
||||
Starting tweet 77 of 2014-01-02
|
||||
Starting tweet 79 of 2014-01-03
|
||||
Starting tweet 80 of 2014-01-03
|
||||
Starting tweet 12 of 2014-01-04
|
||||
Starting tweet 78 of 2014-01-02
|
||||
Starting tweet 79 of 2014-01-02
|
||||
Starting tweet 13 of 2014-01-04
|
||||
Starting tweet 81 of 2014-01-03
|
||||
Starting tweet 80 of 2014-01-02
|
||||
Starting tweet 14 of 2014-01-04
|
||||
Starting tweet 82 of 2014-01-03
|
||||
Starting tweet 81 of 2014-01-02
|
||||
Starting tweet 15 of 2014-01-04
|
||||
Starting tweet 83 of 2014-01-03
|
||||
Starting tweet 82 of 2014-01-02
|
||||
Starting tweet 84 of 2014-01-03
|
||||
Starting tweet 16 of 2014-01-04
|
||||
Starting tweet 83 of 2014-01-02
|
||||
Starting tweet 17 of 2014-01-04
|
||||
Starting tweet 85 of 2014-01-03
|
||||
Starting tweet 84 of 2014-01-02
|
||||
Starting tweet 18 of 2014-01-04
|
||||
Starting tweet 86 of 2014-01-03
|
||||
Starting tweet 85 of 2014-01-02
|
||||
Starting tweet 19 of 2014-01-04
|
||||
Starting tweet 87 of 2014-01-03
|
||||
Starting tweet 88 of 2014-01-03
|
||||
Starting tweet 86 of 2014-01-02
|
||||
Starting tweet 20 of 2014-01-04
|
||||
Starting tweet 89 of 2014-01-03
|
||||
Starting tweet 87 of 2014-01-02
|
||||
Starting tweet 21 of 2014-01-04
|
||||
Starting tweet 90 of 2014-01-03
|
||||
Starting tweet 88 of 2014-01-02
|
||||
Starting tweet 22 of 2014-01-04
|
||||
Starting tweet 91 of 2014-01-03
|
||||
Starting tweet 89 of 2014-01-02
|
||||
Starting tweet 23 of 2014-01-04
|
||||
Starting tweet 92 of 2014-01-03
|
||||
Starting tweet 24 of 2014-01-04
|
||||
Starting tweet 90 of 2014-01-02
|
||||
Starting tweet 93 of 2014-01-03
|
||||
Starting tweet 91 of 2014-01-02
|
||||
Starting tweet 25 of 2014-01-04
|
||||
Starting tweet 94 of 2014-01-03
|
||||
Starting tweet 92 of 2014-01-02
|
||||
Starting tweet 26 of 2014-01-04
|
||||
Starting tweet 95 of 2014-01-03
|
||||
Starting tweet 93 of 2014-01-02
|
||||
Starting tweet 96 of 2014-01-03
|
||||
Starting tweet 27 of 2014-01-04
|
||||
Starting tweet 94 of 2014-01-02
|
||||
Starting tweet 28 of 2014-01-04
|
||||
Starting tweet 97 of 2014-01-03
|
||||
Starting tweet 95 of 2014-01-02
|
||||
Starting tweet 29 of 2014-01-04
|
||||
Starting tweet 98 of 2014-01-03
|
||||
Starting tweet 96 of 2014-01-02
|
||||
Starting tweet 30 of 2014-01-04
|
||||
Starting tweet 99 of 2014-01-03
|
||||
Starting tweet 97 of 2014-01-02
|
||||
Starting tweet 31 of 2014-01-04
|
||||
Starting tweet 100 of 2014-01-03
|
||||
Starting tweet 98 of 2014-01-02
|
||||
Starting tweet 32 of 2014-01-04
|
||||
Starting tweet 101 of 2014-01-03
|
||||
Starting tweet 99 of 2014-01-02
|
||||
Starting tweet 33 of 2014-01-04
|
||||
Starting tweet 102 of 2014-01-03
|
||||
Starting tweet 100 of 2014-01-02
|
||||
Starting tweet 34 of 2014-01-04
|
||||
Starting tweet 103 of 2014-01-03
|
||||
Starting tweet 101 of 2014-01-02
|
||||
Starting tweet 35 of 2014-01-04
|
||||
Starting tweet 104 of 2014-01-03
|
||||
Starting tweet 102 of 2014-01-02
|
||||
Starting tweet 36 of 2014-01-04
|
||||
Starting tweet 105 of 2014-01-03
|
||||
Starting tweet 103 of 2014-01-02
|
||||
Starting tweet 37 of 2014-01-04
|
||||
Starting tweet 106 of 2014-01-03
|
||||
Starting tweet 104 of 2014-01-02
|
||||
Starting tweet 38 of 2014-01-04
|
||||
Starting tweet 107 of 2014-01-03
|
||||
Starting tweet 105 of 2014-01-02
|
||||
Starting tweet 108 of 2014-01-03
|
||||
Starting tweet 39 of 2014-01-04
|
||||
Starting tweet 106 of 2014-01-02
|
||||
Starting tweet 107 of 2014-01-02
|
||||
Starting tweet 109 of 2014-01-03
|
||||
Starting tweet 40 of 2014-01-04
|
||||
Starting tweet 108 of 2014-01-02
|
||||
Starting tweet 110 of 2014-01-03
|
||||
Starting tweet 41 of 2014-01-04
|
||||
Starting tweet 109 of 2014-01-02
|
||||
Starting tweet 110 of 2014-01-02
|
||||
Starting tweet 111 of 2014-01-03
|
||||
Starting tweet 42 of 2014-01-04
|
||||
Starting tweet 111 of 2014-01-02
|
||||
Starting tweet 112 of 2014-01-03
|
||||
Starting tweet 43 of 2014-01-04
|
||||
Starting tweet 113 of 2014-01-03
|
||||
Starting tweet 112 of 2014-01-02
|
||||
Starting tweet 44 of 2014-01-04
|
||||
Starting tweet 114 of 2014-01-03
|
||||
Starting tweet 113 of 2014-01-02
|
||||
Starting tweet 45 of 2014-01-04
|
||||
Starting tweet 115 of 2014-01-03
|
||||
Starting tweet 114 of 2014-01-02
|
||||
Starting tweet 46 of 2014-01-04
|
||||
Starting tweet 115 of 2014-01-02
|
||||
Starting tweet 116 of 2014-01-03
|
||||
Starting tweet 47 of 2014-01-04
|
||||
Starting tweet 117 of 2014-01-03
|
||||
Starting tweet 116 of 2014-01-02
|
||||
Starting tweet 118 of 2014-01-03
|
||||
Starting tweet 48 of 2014-01-04
|
||||
Starting tweet 117 of 2014-01-02
|
||||
Starting tweet 119 of 2014-01-03
|
||||
Starting tweet 118 of 2014-01-02
|
||||
Starting tweet 49 of 2014-01-04
|
||||
Starting tweet 120 of 2014-01-03
|
||||
Starting tweet 119 of 2014-01-02
|
||||
Starting tweet 50 of 2014-01-04
|
||||
Starting tweet 121 of 2014-01-03
|
||||
Starting tweet 120 of 2014-01-02
|
||||
Starting tweet 51 of 2014-01-04
|
||||
Starting tweet 122 of 2014-01-03
|
||||
Starting tweet 121 of 2014-01-02
|
||||
Starting tweet 52 of 2014-01-04
|
||||
Starting tweet 123 of 2014-01-03
|
||||
Starting tweet 122 of 2014-01-02
|
||||
Starting tweet 53 of 2014-01-04
|
||||
Starting tweet 123 of 2014-01-02
|
||||
Starting tweet 124 of 2014-01-03
|
||||
Starting tweet 54 of 2014-01-04
|
||||
Starting tweet 124 of 2014-01-02
|
||||
Starting tweet 125 of 2014-01-03
|
||||
Starting tweet 55 of 2014-01-04
|
||||
Starting tweet 125 of 2014-01-02
|
||||
Starting tweet 126 of 2014-01-03
|
||||
Starting tweet 56 of 2014-01-04
|
||||
Starting tweet 126 of 2014-01-02
|
||||
Starting tweet 57 of 2014-01-04
|
||||
Starting tweet 127 of 2014-01-03
|
||||
Starting tweet 127 of 2014-01-02
|
||||
Starting tweet 58 of 2014-01-04
|
||||
Starting tweet 128 of 2014-01-03
|
||||
Starting tweet 128 of 2014-01-02
|
||||
Starting tweet 129 of 2014-01-03
|
||||
Starting tweet 59 of 2014-01-04
|
||||
Starting tweet 129 of 2014-01-02
|
||||
Starting tweet 60 of 2014-01-04
|
||||
Starting tweet 130 of 2014-01-03
|
||||
Starting tweet 130 of 2014-01-02
|
||||
Starting tweet 61 of 2014-01-04
|
||||
Starting tweet 131 of 2014-01-03
|
||||
Starting tweet 131 of 2014-01-02
|
||||
Starting tweet 132 of 2014-01-03
|
||||
Starting tweet 62 of 2014-01-04
|
||||
Starting tweet 63 of 2014-01-04
|
||||
Starting tweet 132 of 2014-01-02
|
||||
Starting tweet 133 of 2014-01-03
|
||||
Starting tweet 64 of 2014-01-04
|
||||
Starting tweet 133 of 2014-01-02
|
||||
Starting tweet 134 of 2014-01-03
|
||||
Starting tweet 65 of 2014-01-04
|
||||
Starting tweet 135 of 2014-01-03
|
||||
Starting tweet 134 of 2014-01-02
|
||||
Starting tweet 66 of 2014-01-04
|
||||
Starting tweet 136 of 2014-01-03
|
||||
Starting tweet 135 of 2014-01-02
|
||||
Starting tweet 137 of 2014-01-03
|
||||
Starting tweet 67 of 2014-01-04
|
||||
Starting tweet 136 of 2014-01-02
|
||||
Starting tweet 138 of 2014-01-03
|
||||
Starting tweet 68 of 2014-01-04
|
||||
Starting tweet 137 of 2014-01-02
|
||||
Starting tweet 69 of 2014-01-04
|
||||
Starting tweet 138 of 2014-01-02
|
||||
Starting tweet 70 of 2014-01-04
|
||||
Starting tweet 139 of 2014-01-02
|
||||
Starting tweet 71 of 2014-01-04
|
||||
Starting tweet 140 of 2014-01-02
|
||||
Starting tweet 72 of 2014-01-04
|
||||
Starting tweet 141 of 2014-01-02
|
||||
Starting tweet 73 of 2014-01-04
|
||||
Starting tweet 74 of 2014-01-04
|
||||
Starting tweet 75 of 2014-01-04
|
||||
Starting tweet 76 of 2014-01-04
|
||||
Starting tweet 77 of 2014-01-04
|
||||
Starting tweet 78 of 2014-01-04
|
||||
Starting tweet 79 of 2014-01-04
|
||||
Starting tweet 80 of 2014-01-04
|
||||
Starting tweet 81 of 2014-01-04
|
||||
Starting tweet 82 of 2014-01-04
|
||||
Starting tweet 83 of 2014-01-04
|
||||
Starting tweet 84 of 2014-01-04
|
||||
Starting tweet 85 of 2014-01-04
|
||||
Starting tweet 86 of 2014-01-04
|
||||
Match!
|
||||
|
||||
Reference in New Issue
Block a user