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shinyapp + corrected n=50 nodif scenarios

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Corentin Choisy 8 months ago
parent 49d465573f
commit 298f25213a
3 changed files with 585 additions and 404 deletions
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8
RProject/Scripts/aggregation.R
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@ -264,6 +264,14 @@ res.dat.simple <- res.dat[,c(1:8,13,16:18)]
res.dat.simple$m.beta <- round(res.dat.simple$m.beta,3)
res.dat.simple
is.nan.data.frame <- function(x)
do.call(cbind, lapply(x, is.nan))
res.dat[is.nan(res.dat)] <- NA
res.dat$bias <- res.dat$eff.size-res.dat$m.beta
##############################################################################
#----------------------------------------------------------------------------#
########################### AGGREGATION DIF MATRICES #########################

716
RProject/Scripts/pcm_nodif.R
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@ -43,7 +43,6 @@ replicate_pcm_analysis_m4 <- function(df=NULL,treatment='TT',irtmodel='PCM2',met
truebeta <- eff.size
if (method=='MML') {
n <- max(df[,sequence])
print(n)
tam1 <- lapply(seq(1,n),
function(x) pcm_analysis(df=df[df[,sequence]==x,],treatment=treatment,irtmodel=irtmodel)
)
@ -91,7 +90,6 @@ replicate_pcm_analysis_m2 <- function(df=NULL,treatment='TT',irtmodel='PCM2',met
resp <- df[,sapply(seq(1,nbitems),function(x) paste0('item',x))]
if (method=='MML') {
n <- max(df[,sequence])
print(n)
tam1 <- lapply(seq(1,n),
function(x) pcm_analysis(df=df[df[,sequence]==x,],treatment=treatment,irtmodel=irtmodel)
)
@ -2057,412 +2055,322 @@ write.csv(res_nodif[[3]],'/home/corentin/Documents/These/Recherche/Simulations/A
registerDoMC(5)
###################################### Scenario 1
dat1 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/NoDIF/N50/scenario_1A_50.csv')
dat2 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/NoDIF/N50/scenario_1B_50.csv')
dat3 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/NoDIF/N50/scenario_1C_50.csv')
dat4 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/NoDIF/N50/scenario_1D_50.csv')
dat5 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/NoDIF/N50/scenario_1E_50.csv')
res <- pbmclapply(c('dat1','dat2','dat3','dat4','dat5'),function(x) replicate_pcm_analysis(get(x)))
###################################### Scenario A
dat1 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_1A_50.csv')
dat2 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_2A_50.csv')
dat3 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_3A_50.csv')
dat4 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_4A_50.csv')
dat5 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_5A_50.csv')
dat6 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_6A_50.csv')
dat7 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_7A_50.csv')
dat8 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_8A_50.csv')
dat9 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_9A_50.csv')
dat10 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_10A_50.csv')
dat11 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_11A_50.csv')
dat12 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_12A_50.csv')
dat13 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_13A_50.csv')
dat14 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_14A_50.csv')
dat15 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_15A_50.csv')
dat16 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_16A_50.csv')
dat17 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_17A_50.csv')
dat18 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_18A_50.csv')
dat19 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_19A_50.csv')
dat20 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_20A_50.csv')
res <- pbmclapply(paste0("dat",1:20),function(x) replicate_pcm_analysis(get(x),eff.size = 0))
write.csv(res[[1]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_1A_50.csv')
write.csv(res[[2]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_1B_50.csv')
write.csv(res[[3]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_1C_50.csv')
write.csv(res[[4]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_1D_50.csv')
write.csv(res[[5]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_1E_50.csv')
###################################### Scenario 2
dat1 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/NoDIF/N50/scenario_2A_50.csv')
dat2 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/NoDIF/N50/scenario_2B_50.csv')
dat3 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/NoDIF/N50/scenario_2C_50.csv')
dat4 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/NoDIF/N50/scenario_2D_50.csv')
dat5 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/NoDIF/N50/scenario_2E_50.csv')
res <- pbmclapply(c('dat1','dat2','dat3','dat4','dat5'),function(x) replicate_pcm_analysis(get(x)))
write.csv(res[[1]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_2A_50.csv')
write.csv(res[[2]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_2A_50.csv')
write.csv(res[[3]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_3A_50.csv')
write.csv(res[[4]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_4A_50.csv')
write.csv(res[[5]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_5A_50.csv')
write.csv(res[[6]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_6A_50.csv')
write.csv(res[[7]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_7A_50.csv')
write.csv(res[[8]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_8A_50.csv')
write.csv(res[[9]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_9A_50.csv')
write.csv(res[[10]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_10A_50.csv')
write.csv(res[[11]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_11A_50.csv')
write.csv(res[[12]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_12A_50.csv')
write.csv(res[[13]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_13A_50.csv')
write.csv(res[[14]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_14A_50.csv')
write.csv(res[[15]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_15A_50.csv')
write.csv(res[[16]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_16A_50.csv')
write.csv(res[[17]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_17A_50.csv')
write.csv(res[[18]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_18A_50.csv')
write.csv(res[[19]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_19A_50.csv')
write.csv(res[[20]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_20A_50.csv')
###################################### Scenario B
dat1 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_1B_50.csv')
dat2 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_2B_50.csv')
dat3 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_3B_50.csv')
dat4 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_4B_50.csv')
dat5 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_5B_50.csv')
dat6 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_6B_50.csv')
dat7 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_7B_50.csv')
dat8 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_8B_50.csv')
dat9 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_9B_50.csv')
dat10 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_10B_50.csv')
dat11 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_11B_50.csv')
dat12 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_12B_50.csv')
dat13 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_13B_50.csv')
dat14 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_14B_50.csv')
dat15 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_15B_50.csv')
dat16 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_16B_50.csv')
dat17 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_17B_50.csv')
dat18 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_18B_50.csv')
dat19 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_19B_50.csv')
dat20 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_20B_50.csv')
res <- pbmclapply(paste0("dat",1:20),function(x) replicate_pcm_analysis(get(x),eff.size = 0.2))
write.csv(res[[1]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_1B_50.csv')
write.csv(res[[2]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_2B_50.csv')
write.csv(res[[3]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_2C_50.csv')
write.csv(res[[4]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_2D_50.csv')
write.csv(res[[5]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_2E_50.csv')
###################################### Scenario 3
dat1 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/NoDIF/N50/scenario_3A_50.csv')
dat2 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/NoDIF/N50/scenario_3B_50.csv')
dat3 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/NoDIF/N50/scenario_3C_50.csv')
dat4 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/NoDIF/N50/scenario_3D_50.csv')
dat5 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/NoDIF/N50/scenario_3E_50.csv')
res <- pbmclapply(c('dat1','dat2','dat3','dat4','dat5'),function(x) replicate_pcm_analysis(get(x)))
write.csv(res[[1]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_3A_50.csv')
write.csv(res[[2]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_3B_50.csv')
write.csv(res[[3]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_3B_50.csv')
write.csv(res[[4]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_4B_50.csv')
write.csv(res[[5]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_5B_50.csv')
write.csv(res[[6]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_6B_50.csv')
write.csv(res[[7]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_7B_50.csv')
write.csv(res[[8]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_8B_50.csv')
write.csv(res[[9]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_9B_50.csv')
write.csv(res[[10]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_10B_50.csv')
write.csv(res[[11]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_11B_50.csv')
write.csv(res[[12]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_12B_50.csv')
write.csv(res[[13]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_13B_50.csv')
write.csv(res[[14]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_14B_50.csv')
write.csv(res[[15]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_15B_50.csv')
write.csv(res[[16]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_16B_50.csv')
write.csv(res[[17]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_17B_50.csv')
write.csv(res[[18]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_18B_50.csv')
write.csv(res[[19]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_19B_50.csv')
write.csv(res[[20]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_20B_50.csv')
###################################### Scenario C
dat1 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_1C_50.csv')
dat2 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_2C_50.csv')
dat3 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_3C_50.csv')
dat4 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_4C_50.csv')
dat5 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_5C_50.csv')
dat6 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_6C_50.csv')
dat7 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_7C_50.csv')
dat8 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_8C_50.csv')
dat9 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_9C_50.csv')
dat10 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_10C_50.csv')
dat11 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_11C_50.csv')
dat12 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_12C_50.csv')
dat13 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_13C_50.csv')
dat14 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_14C_50.csv')
dat15 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_15C_50.csv')
dat16 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_16C_50.csv')
dat17 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_17C_50.csv')
dat18 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_18C_50.csv')
dat19 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_19C_50.csv')
dat20 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_20C_50.csv')
res <- pbmclapply(1:20,function(x) replicate_pcm_analysis(get(paste0("dat",x)),eff.size = ifelse(x>4,0.2,0.4)))
write.csv(res[[1]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_1C_50.csv')
write.csv(res[[2]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_2C_50.csv')
write.csv(res[[3]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_3C_50.csv')
write.csv(res[[4]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_3D_50.csv')
write.csv(res[[5]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_3E_50.csv')
###################################### Scenario 4
dat1 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/NoDIF/N50/scenario_4A_50.csv')
dat2 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/NoDIF/N50/scenario_4B_50.csv')
dat3 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/NoDIF/N50/scenario_4C_50.csv')
dat4 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/NoDIF/N50/scenario_4D_50.csv')
dat5 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/NoDIF/N50/scenario_4E_50.csv')
res <- pbmclapply(c('dat1','dat2','dat3','dat4','dat5'),function(x) replicate_pcm_analysis(get(x)))
write.csv(res[[1]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_4A_50.csv')
write.csv(res[[2]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_4B_50.csv')
write.csv(res[[3]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_4C_50.csv')
write.csv(res[[4]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_4C_50.csv')
write.csv(res[[5]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_5C_50.csv')
write.csv(res[[6]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_6C_50.csv')
write.csv(res[[7]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_7C_50.csv')
write.csv(res[[8]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_8C_50.csv')
write.csv(res[[9]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_9C_50.csv')
write.csv(res[[10]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_10C_50.csv')
write.csv(res[[11]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_11C_50.csv')
write.csv(res[[12]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_12C_50.csv')
write.csv(res[[13]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_13C_50.csv')
write.csv(res[[14]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_14C_50.csv')
write.csv(res[[15]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_15C_50.csv')
write.csv(res[[16]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_16C_50.csv')
write.csv(res[[17]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_17C_50.csv')
write.csv(res[[18]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_18C_50.csv')
write.csv(res[[19]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_19C_50.csv')
write.csv(res[[20]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_20C_50.csv')
###################################### Scenario D
dat1 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_1D_50.csv')
dat2 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_2D_50.csv')
dat3 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_3D_50.csv')
dat4 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_4D_50.csv')
dat5 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_5D_50.csv')
dat6 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_6D_50.csv')
dat7 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_7D_50.csv')
dat8 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_8D_50.csv')
dat9 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_9D_50.csv')
dat10 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_10D_50.csv')
dat11 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_11D_50.csv')
dat12 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_12D_50.csv')
dat13 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_13D_50.csv')
dat14 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_14D_50.csv')
dat15 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_15D_50.csv')
dat16 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_16D_50.csv')
dat17 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_17D_50.csv')
dat18 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_18D_50.csv')
dat19 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_19D_50.csv')
dat20 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_20D_50.csv')
res <- pbmclapply(1:20,function(x) replicate_pcm_analysis(get(paste0("dat",x)),eff.size = ifelse(x>4,0.4,-0.2)))
write.csv(res[[1]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_1D_50.csv')
write.csv(res[[2]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_2D_50.csv')
write.csv(res[[3]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_3D_50.csv')
write.csv(res[[4]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_4D_50.csv')
write.csv(res[[5]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_4E_50.csv')
###################################### Scenario 5
dat1 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_5A_50.csv')
dat2 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_5B_50.csv')
dat3 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_5C_50.csv')
dat4 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_5D_50.csv')
dat5 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_5E_50.csv')
dat6 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_5F_50.csv')
dat7 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_5G_50.csv')
res <- pbmclapply(c('dat1','dat2','dat3','dat4','dat5','dat6','dat7'),function(x) replicate_pcm_analysis(get(x),nbdif = 1,difsize = 0.3))
write.csv(res[[1]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_5A_50.csv')
write.csv(res[[2]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_5B_50.csv')
write.csv(res[[3]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_5C_50.csv')
write.csv(res[[4]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_5D_50.csv')
write.csv(res[[5]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_5E_50.csv')
write.csv(res[[6]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_5F_50.csv')
write.csv(res[[7]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_5G_50.csv')
###################################### Scenario 6
dat1 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_6A_50.csv')
dat2 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_6B_50.csv')
dat3 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_6C_50.csv')
dat4 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_6D_50.csv')
dat5 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_6E_50.csv')
dat6 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_6F_50.csv')
dat7 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_6G_50.csv')
res <- pbmclapply(c('dat1','dat2','dat3','dat4','dat5','dat6','dat7'),function(x) replicate_pcm_analysis(get(x),nbdif = 1,difsize = 0.3))
write.csv(res[[1]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_6A_50.csv')
write.csv(res[[2]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_6B_50.csv')
write.csv(res[[3]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_6C_50.csv')
write.csv(res[[4]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_6D_50.csv')
write.csv(res[[5]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_6E_50.csv')
write.csv(res[[6]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_6F_50.csv')
write.csv(res[[7]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_6G_50.csv')
###################################### Scenario 7
dat1 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_7A_50.csv')
dat2 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_7B_50.csv')
dat3 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_7C_50.csv')
dat4 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_7D_50.csv')
dat5 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_7E_50.csv')
dat6 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_7F_50.csv')
dat7 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_7G_50.csv')
res <- pbmclapply(c('dat1','dat2','dat3','dat4','dat5','dat6','dat7'),function(x) replicate_pcm_analysis(get(x),nbdif = 1,difsize = 0.5))
write.csv(res[[1]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_7A_50.csv')
write.csv(res[[2]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_7B_50.csv')
write.csv(res[[3]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_7C_50.csv')
write.csv(res[[4]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_7D_50.csv')
write.csv(res[[5]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_7E_50.csv')
write.csv(res[[6]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_7F_50.csv')
write.csv(res[[7]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_7G_50.csv')
###################################### Scenario 8
dat1 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_8A_50.csv')
dat2 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_8B_50.csv')
dat3 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_8C_50.csv')
dat4 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_8D_50.csv')
dat5 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_8E_50.csv')
dat6 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_8F_50.csv')
dat7 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_8G_50.csv')
res <- pbmclapply(c('dat1','dat2','dat3','dat4','dat5','dat6','dat7'),function(x) replicate_pcm_analysis(get(x),nbdif = 1,difsize = 0.5))
write.csv(res[[1]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_8A_50.csv')
write.csv(res[[2]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_8B_50.csv')
write.csv(res[[3]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_8C_50.csv')
write.csv(res[[4]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_8D_50.csv')
write.csv(res[[5]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_8E_50.csv')
write.csv(res[[6]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_8F_50.csv')
write.csv(res[[7]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_8G_50.csv')
###################################### Scenario 9
dat1 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_9A_50.csv')
dat2 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_9B_50.csv')
dat3 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_9C_50.csv')
dat4 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_9D_50.csv')
dat5 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_9E_50.csv')
dat6 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_9F_50.csv')
dat7 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_9G_50.csv')
res <- pbmclapply(c('dat1','dat2','dat3','dat4','dat5','dat6','dat7'),function(x) replicate_pcm_analysis(get(x),nbdif = 2,difsize = 0.3))
write.csv(res[[1]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_9A_50.csv')
write.csv(res[[2]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_9B_50.csv')
write.csv(res[[3]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_9C_50.csv')
write.csv(res[[4]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_9D_50.csv')
write.csv(res[[5]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_9E_50.csv')
write.csv(res[[6]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_9F_50.csv')
write.csv(res[[7]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_9G_50.csv')
###################################### Scenario 10
dat1 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_10A_50.csv')
dat2 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_10B_50.csv')
dat3 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_10C_50.csv')
dat4 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_10D_50.csv')
dat5 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_10E_50.csv')
dat6 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_10F_50.csv')
dat7 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_10G_50.csv')
res <- pbmclapply(c('dat1','dat2','dat3','dat4','dat5','dat6','dat7'),function(x) replicate_pcm_analysis(get(x),nbdif = 2,difsize = 0.3))
write.csv(res[[1]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_10A_50.csv')
write.csv(res[[2]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_10B_50.csv')
write.csv(res[[3]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_10C_50.csv')
write.csv(res[[4]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_10D_50.csv')
write.csv(res[[5]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_10E_50.csv')
write.csv(res[[6]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_10F_50.csv')
write.csv(res[[7]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_10G_50.csv')
###################################### Scenario 11
dat1 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_11A_50.csv')
dat2 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_11B_50.csv')
dat3 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_11C_50.csv')
dat4 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_11D_50.csv')
dat5 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_11E_50.csv')
dat6 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_11F_50.csv')
dat7 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_11G_50.csv')
res <- pbmclapply(c('dat1','dat2','dat3','dat4','dat5','dat6','dat7'),function(x) replicate_pcm_analysis(get(x),nbdif = 2,difsize = 0.5))
write.csv(res[[1]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_11A_50.csv')
write.csv(res[[2]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_11B_50.csv')
write.csv(res[[3]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_11C_50.csv')
write.csv(res[[4]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_11D_50.csv')
write.csv(res[[5]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_11E_50.csv')
write.csv(res[[6]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_11F_50.csv')
write.csv(res[[7]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_11G_50.csv')
###################################### Scenario 12
dat1 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_12A_50.csv')
dat2 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_12B_50.csv')
dat3 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_12C_50.csv')
dat4 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_12D_50.csv')
dat5 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_12E_50.csv')
dat6 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_12F_50.csv')
dat7 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_12G_50.csv')
res <- pbmclapply(c('dat1','dat2','dat3','dat4','dat5','dat6','dat7'),function(x) replicate_pcm_analysis(get(x),nbdif = 2,difsize = 0.5))
write.csv(res[[1]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_12A_50.csv')
write.csv(res[[2]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_12B_50.csv')
write.csv(res[[3]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_12C_50.csv')
write.csv(res[[4]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_12D_50.csv')
write.csv(res[[5]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_12E_50.csv')
write.csv(res[[6]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_12F_50.csv')
write.csv(res[[7]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_12G_50.csv')
###################################### Scenario 13
dat1 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_13A_50.csv')
dat2 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_13B_50.csv')
dat3 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_13C_50.csv')
dat4 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_13D_50.csv')
dat5 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_13E_50.csv')
dat6 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_13F_50.csv')
dat7 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_13G_50.csv')
write.csv(res[[5]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_5D_50.csv')
write.csv(res[[6]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_6D_50.csv')
write.csv(res[[7]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_7D_50.csv')
write.csv(res[[8]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_8D_50.csv')
write.csv(res[[9]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_9D_50.csv')
write.csv(res[[10]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_10D_50.csv')
write.csv(res[[11]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_11D_50.csv')
write.csv(res[[12]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_12D_50.csv')
write.csv(res[[13]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_13D_50.csv')
write.csv(res[[14]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_14D_50.csv')
write.csv(res[[15]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_15D_50.csv')
write.csv(res[[16]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_16D_50.csv')
write.csv(res[[17]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_17D_50.csv')
write.csv(res[[18]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_18D_50.csv')
write.csv(res[[19]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_19D_50.csv')
write.csv(res[[20]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_20D_50.csv')
###################################### Scenario E
dat1 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_1E_50.csv')
dat2 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_2E_50.csv')
dat3 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_3E_50.csv')
dat4 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_4E_50.csv')
dat5 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_5E_50.csv')
dat6 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_6E_50.csv')
dat7 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_7E_50.csv')
dat8 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_8E_50.csv')
dat9 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_9E_50.csv')
dat10 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_10E_50.csv')
dat11 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_11E_50.csv')
dat12 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_12E_50.csv')
dat13 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_13E_50.csv')
dat14 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_14E_50.csv')
dat15 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_15E_50.csv')
dat16 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_16E_50.csv')
dat17 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_17E_50.csv')
dat18 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_18E_50.csv')
dat19 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_19E_50.csv')
dat20 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_20E_50.csv')
res <- pbmclapply(1:20,function(x) replicate_pcm_analysis(get(paste0("dat",x)),eff.size = ifelse(x>4,0.4,-0.4)))
write.csv(res[[1]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_1E_50.csv')
write.csv(res[[2]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_2E_50.csv')
write.csv(res[[3]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_3E_50.csv')
write.csv(res[[4]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_4E_50.csv')
write.csv(res[[5]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_5E_50.csv')
write.csv(res[[6]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_6E_50.csv')
write.csv(res[[7]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_7E_50.csv')
write.csv(res[[8]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_8E_50.csv')
write.csv(res[[9]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_9E_50.csv')
write.csv(res[[10]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_10E_50.csv')
write.csv(res[[11]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_11E_50.csv')
write.csv(res[[12]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_12E_50.csv')
write.csv(res[[13]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_13E_50.csv')
write.csv(res[[14]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_14E_50.csv')
write.csv(res[[15]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_15E_50.csv')
write.csv(res[[16]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_16E_50.csv')
write.csv(res[[17]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_17E_50.csv')
write.csv(res[[18]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_18E_50.csv')
write.csv(res[[19]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_19E_50.csv')
write.csv(res[[20]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_20E_50.csv')
###################################### Scenario F
dat5 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_5F_50.csv')
dat6 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_6F_50.csv')
dat7 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_7F_50.csv')
dat8 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_8F_50.csv')
dat9 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_9F_50.csv')
dat10 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_10F_50.csv')
dat11 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_11F_50.csv')
dat12 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_12F_50.csv')
dat13 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_13F_50.csv')
dat14 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_14F_50.csv')
dat15 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_15F_50.csv')
dat16 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_16F_50.csv')
dat17 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_17F_50.csv')
dat18 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_18F_50.csv')
dat19 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_19F_50.csv')
dat20 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_20F_50.csv')
res <- pbmclapply(5:20,function(x) replicate_pcm_analysis(get(paste0("dat",x)),eff.size = -0.2))
write.csv(res[[1]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_5F_50.csv')
write.csv(res[[2]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_6F_50.csv')
write.csv(res[[3]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_7F_50.csv')
write.csv(res[[4]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_8F_50.csv')
write.csv(res[[5]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_9F_50.csv')
write.csv(res[[6]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_10F_50.csv')
write.csv(res[[7]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_11F_50.csv')
write.csv(res[[8]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_12F_50.csv')
write.csv(res[[9]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_13F_50.csv')
write.csv(res[[10]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_14F_50.csv')
write.csv(res[[11]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_15F_50.csv')
write.csv(res[[12]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_16F_50.csv')
write.csv(res[[13]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_17F_50.csv')
write.csv(res[[14]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_18F_50.csv')
write.csv(res[[15]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_19F_50.csv')
write.csv(res[[16]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_20F_50.csv')
###################################### Scenario G
dat5 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_5G_50.csv')
dat6 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_6G_50.csv')
dat7 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_7G_50.csv')
dat8 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_8G_50.csv')
dat9 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_9G_50.csv')
dat10 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_10G_50.csv')
dat11 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_11G_50.csv')
dat12 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_12G_50.csv')
dat13 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_13G_50.csv')
dat14 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_14G_50.csv')
dat15 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_15G_50.csv')
dat16 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_16G_50.csv')
dat17 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_17G_50.csv')
dat18 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_18G_50.csv')
dat19 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_19G_50.csv')
dat20 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/N50/scenario_20G_50.csv')
res <- pbmclapply(5:20,function(x) replicate_pcm_analysis(get(paste0("dat",x)),eff.size = -0.4))
write.csv(res[[1]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_5G_50.csv')
write.csv(res[[2]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_6G_50.csv')
write.csv(res[[3]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_7G_50.csv')
write.csv(res[[4]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_8G_50.csv')
write.csv(res[[5]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_9G_50.csv')
write.csv(res[[6]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_10G_50.csv')
write.csv(res[[7]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_11G_50.csv')
write.csv(res[[8]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_12G_50.csv')
write.csv(res[[9]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_13G_50.csv')
write.csv(res[[10]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_14G_50.csv')
write.csv(res[[11]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_15G_50.csv')
write.csv(res[[12]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_16G_50.csv')
write.csv(res[[13]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_17G_50.csv')
write.csv(res[[14]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_18G_50.csv')
write.csv(res[[15]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_19G_50.csv')
write.csv(res[[16]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_20G_50.csv')
res <- pbmclapply(c('dat1','dat2','dat3','dat4','dat5','dat6','dat7'),function(x) replicate_pcm_analysis(get(x),nbdif = 2,difsize = 0.3))
write.csv(res[[1]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_13A_50.csv')
write.csv(res[[2]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_13B_50.csv')
write.csv(res[[3]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_13C_50.csv')
write.csv(res[[4]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_13D_50.csv')
write.csv(res[[5]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_13E_50.csv')
write.csv(res[[6]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_13F_50.csv')
write.csv(res[[7]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_13G_50.csv')
###################################### Scenario 14
dat1 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_14A_50.csv')
dat2 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_14B_50.csv')
dat3 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_14C_50.csv')
dat4 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_14D_50.csv')
dat5 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_14E_50.csv')
dat6 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_14F_50.csv')
dat7 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_14G_50.csv')
res <- pbmclapply(c('dat1','dat2','dat3','dat4','dat5','dat6','dat7'),function(x) replicate_pcm_analysis(get(x),nbdif = 2,difsize = 0.3))
write.csv(res[[1]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_14A_50.csv')
write.csv(res[[2]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_14B_50.csv')
write.csv(res[[3]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_14C_50.csv')
write.csv(res[[4]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_14D_50.csv')
write.csv(res[[5]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_14E_50.csv')
write.csv(res[[6]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_14F_50.csv')
write.csv(res[[7]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_14G_50.csv')
###################################### Scenario 15
dat1 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_15A_50.csv')
dat2 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_15B_50.csv')
dat3 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_15C_50.csv')
dat4 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_15D_50.csv')
dat5 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_15E_50.csv')
dat6 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_15F_50.csv')
dat7 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_15G_50.csv')
res <- pbmclapply(c('dat1','dat2','dat3','dat4','dat5','dat6','dat7'),function(x) replicate_pcm_analysis(get(x),nbdif = 2,difsize = 0.5))
write.csv(res[[1]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_15A_50.csv')
write.csv(res[[2]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_15B_50.csv')
write.csv(res[[3]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_15C_50.csv')
write.csv(res[[4]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_15D_50.csv')
write.csv(res[[5]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_15E_50.csv')
write.csv(res[[6]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_15F_50.csv')
write.csv(res[[7]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_15G_50.csv')
###################################### Scenario 16
dat1 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_16A_50.csv')
dat2 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_16B_50.csv')
dat3 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_16C_50.csv')
dat4 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_16D_50.csv')
dat5 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_16E_50.csv')
dat6 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_16F_50.csv')
dat7 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_16G_50.csv')
res <- pbmclapply(c('dat1','dat2','dat3','dat4','dat5','dat6','dat7'),function(x) replicate_pcm_analysis(get(x),nbdif = 2,difsize = 0.5))
write.csv(res[[1]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_16A_50.csv')
write.csv(res[[2]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_16B_50.csv')
write.csv(res[[3]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_16C_50.csv')
write.csv(res[[4]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_16D_50.csv')
write.csv(res[[5]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_16E_50.csv')
write.csv(res[[6]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_16F_50.csv')
write.csv(res[[7]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_16G_50.csv')
###################################### Scenario 17
dat1 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_17A_50.csv')
dat2 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_17B_50.csv')
dat3 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_17C_50.csv')
dat4 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_17D_50.csv')
dat5 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_17E_50.csv')
dat6 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_17F_50.csv')
dat7 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_17G_50.csv')
res <- pbmclapply(c('dat1','dat2','dat3','dat4','dat5','dat6','dat7'),function(x) replicate_pcm_analysis(get(x),nbdif = 3,difsize = 0.3))
write.csv(res[[1]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_17A_50.csv')
write.csv(res[[2]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_17B_50.csv')
write.csv(res[[3]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_17C_50.csv')
write.csv(res[[4]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_17D_50.csv')
write.csv(res[[5]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_17E_50.csv')
write.csv(res[[6]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_17F_50.csv')
write.csv(res[[7]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_17G_50.csv')
###################################### Scenario 18
dat1 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_18A_50.csv')
dat2 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_18B_50.csv')
dat3 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_18C_50.csv')
dat4 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_18D_50.csv')
dat5 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_18E_50.csv')
dat6 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_18F_50.csv')
dat7 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_18G_50.csv')
res <- pbmclapply(c('dat1','dat2','dat3','dat4','dat5','dat6','dat7'),function(x) replicate_pcm_analysis(get(x),nbdif = 3,difsize = 0.3))
write.csv(res[[1]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_18A_50.csv')
write.csv(res[[2]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_18B_50.csv')
write.csv(res[[3]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_18C_50.csv')
write.csv(res[[4]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_18D_50.csv')
write.csv(res[[5]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_18E_50.csv')
write.csv(res[[6]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_18F_50.csv')
write.csv(res[[7]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_18G_50.csv')
###################################### Scenario 19
dat1 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_19A_50.csv')
dat2 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_19B_50.csv')
dat3 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_19C_50.csv')
dat4 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_19D_50.csv')
dat5 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_19E_50.csv')
dat6 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_19F_50.csv')
dat7 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_19G_50.csv')
res <- pbmclapply(c('dat1','dat2','dat3','dat4','dat5','dat6','dat7'),function(x) replicate_pcm_analysis(get(x),nbdif = 3,difsize = 0.5))
write.csv(res[[1]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_19A_50.csv')
write.csv(res[[2]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_19B_50.csv')
write.csv(res[[3]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_19C_50.csv')
write.csv(res[[4]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_19D_50.csv')
write.csv(res[[5]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_19E_50.csv')
write.csv(res[[6]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_19F_50.csv')
write.csv(res[[7]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_19G_50.csv')
###################################### Scenario 20
dat1 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_20A_50.csv')
dat2 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_20B_50.csv')
dat3 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_20C_50.csv')
dat4 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_20D_50.csv')
dat5 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_20E_50.csv')
dat6 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_20F_50.csv')
dat7 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_20G_50.csv')
res <- pbmclapply(c('dat1','dat2','dat3','dat4','dat5','dat6','dat7'),function(x) replicate_pcm_analysis(get(x),nbdif = 3,difsize = 0.5))
write.csv(res[[1]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_20A_50.csv')
write.csv(res[[2]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_20B_50.csv')
write.csv(res[[3]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_20C_50.csv')
write.csv(res[[4]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_20D_50.csv')
write.csv(res[[5]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_20E_50.csv')
write.csv(res[[6]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_20F_50.csv')
write.csv(res[[7]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/scenario_20G_50.csv')

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RProject/shinyapps/results-dashboard/app.R
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library(shiny)
library(shinydashboard)
library(shinyBS)
library(shinyWidgets)
conditionalPanel2 <- function(condition, ..., ns = NS(NULL), inline = FALSE, container = if (inline) span else div) {
container(`data-display-if` = condition, `data-ns-prefix` = ns(""), ...)
}
conditionalMenuItem <- function(label,tabName,iconName,condition) {
t <- menuItem(
label,
tabName = tabName,
icon = icon(iconName)
)
t$attribs <- list('data-display-if'=condition,'data-ns-prefix'='')
t
}
# Define UI for application that draws a histogram
ui <-
dashboardPage(
dashboardHeader(title = "ResCenter",
dropdownMenu(type = "notifications",
notificationItem(
text = "Return to services list",
icon = icon("right-from-bracket"),
href = 'https://service.corentinchoisy.xyz',
status = 'danger'),
badgeStatus = NULL,
icon = icon('right-from-bracket'),
headerText = ''
),
dropdownMenu(type='messages',
messageItem(from = 'View source on Gitea',
message = 'Browse and download',
icon = icon('git'),
href = 'https://gitlab.com/corentinchoisy/kids'),
badgeStatus = NULL,
icon = icon('circle-info'),
headerText = "App info")
),
dashboardSidebar(
collapsed=TRUE,
sidebarMenu(
menuItem("Tables", tabName = "tables", icon = icon("table"))
#,conditionalMenuItem(condition='input.predictions == 1',label = "Autres métriques", tabName = "metriques", iconName = "square-poll-vertical")
)
),
dashboardBody(
tabItems(tabItem('tables',
fluidRow(
box(title = "Input",status="success",width=12,
pickerInput(
inputId = "typeres",
label = "DIF recovery",
options=list(style='btn'),
choices = c("None", "Perfect", "ROSALI", "Residuals")),
conditionalPanel2(condition='input.typeres == "ROSALI" | input.typeres == "Residuals"',checkboxInput(inputId = "weak",label = "Show only weak detection scenarios (p.moreflexible<0.15)")
,conditionalPanel2(condition="!input.dif",checkboxInput(inputId = "causal",label = "Hide DIF detection data")),
conditionalPanel2(condition='!input.causal',checkboxInput(inputId = "dif",label = "Hide causal inference data"))
)
)
),
fluidRow(
box(title = "Compiled results",status="primary",width = 12,solidHeader = T,DT::dataTableOutput("res"))
)
)
)
,tags$head(tags$style(HTML('
.content-wrapper { overflow: auto; }
#options .box-header{ display: none}
button.btn.dropdown-toggle.btn-default {
background-color: #d32927;
border-color: #d32927;
border-radius: 0px;
}
.box.box-danger{
background:#f5eceb
}
.box.box-warning{
background:#f7f4ed
}
.box.box-danger .form-control{
background-color:#f5eceb !important
}
.box.box-success{
background:#e1fff1
}
.box.box-success .form-control{
background-color:#e1fff1 !important
}
.box.box-primary{
background:#ebf4f9
}
.box.box-solid{
background:#ffffff
}
.navbar-nav > .messages-menu > .dropdown-menu > li .menu, .navbar-nav > .notifications-menu > .dropdown-menu > li .menu, .navbar-nav > .tasks-menu > .dropdown-menu > li .menu {
max-height: 500px; overflow-y: hidden;
}
.content {
height: auto; overflow-y: auto;
}
/* navbar (rest of the header) */
.skin-blue .main-header .navbar {
background-color: #d32927;
}
/* navbar (rest of the header) */
.skin-blue .main-header .logo {
background-color: #d32927;
}
/* logo when hovered */
.skin-blue .main-header .logo:hover {
background-color: #931c1b;
}
/* toggle button when hovered */
.skin-blue .main-header .navbar .sidebar-toggle:hover{
background-color: #931c1b;
}
/* main sidebar */
.skin-blue .main-sidebar {
background-color: #4e4c4c;
}
/* active selected tab in the sidebarmenu */
.skin-blue .main-sidebar .sidebar .sidebar-menu .active a{
background-color: #282828;
border-left: 3px solid #d32927;
}
/* other links in the sidebarmenu when hovered */
.skin-blue .main-sidebar .sidebar .sidebar-menu a:hover{
background-color: #282828;
border-left: 3px solid #d32927;
}
'))))
)
# Define server logic required to draw a histogram
server <- function(input, output) {
res.dat <- read.csv("res_dat.csv")
res.dat.dif <- read.csv("res_dat_dif.csv")
res.dat.dif.resali <- read.csv("res_dat_dif_resali.csv")
res.dat.dif.rosali <- read.csv("res_dat_dif_rosali.csv")
df_res <- reactive({
if(input$typeres=="None") {
dd <- res.dat
}
if(input$typeres=="Perfect") {
dd <- res.dat.dif
}
if(input$typeres=="ROSALI") {
dd <- res.dat.dif.rosali
}
if(input$typeres=="Residuals") {
dd <- res.dat.dif.resali
}
dd
})
df_res_r <- reactive({
rs <- df_res()
if(input$typeres=="None") {
rs <- rs[,c('scenario','N','J','M','eff.size',"nb.dif","dif.size","m.beta","se.empirical.beta","se.analytical.beta",
"m.low.ci.beta","m.high.ci.beta","true.value.in.ci.p","h0.rejected.p","beta.same.sign.truebeta.p",
"beta.same.sign.truebeta.signif.p","bias")]
rs <- dplyr::mutate_if(rs,is.numeric,round,3)
rs <- dplyr::mutate_all(rs,as.character)
}
if(input$typeres=="Perfect") {
rs <- rs[,c('scenario','N','J','M','eff.size',"nb.dif","dif.size","m.beta","se.empirical.beta","se.analytical.beta",
"m.low.ci.beta","m.high.ci.beta","true.value.in.ci.p","h0.rejected.p","beta.same.sign.truebeta.p",
"beta.same.sign.truebeta.signif.p","bias")]
rs <- dplyr::mutate_if(rs,is.numeric,round,3)
rs <- dplyr::mutate_all(rs,as.character)
}
if(input$typeres=="ROSALI") {
rs <- rs[,c('scenario','N','J','M','eff.size',"nb.dif","dif.size","m.beta","se.empirical.beta","se.analytical.beta",
"m.low.ci.beta","m.high.ci.beta","true.value.in.ci.p","h0.rejected.p","beta.same.sign.truebeta.p",
"beta.same.sign.truebeta.signif.p","bias","dif.detected","prop.perfect","flexible.detect","moreflexible.detect","any.detect")]
if (input$causal) {
rs <- rs[,c('scenario','N','J','M','eff.size',"nb.dif","dif.size","m.beta","se.empirical.beta","se.analytical.beta",
"m.low.ci.beta","m.high.ci.beta","true.value.in.ci.p","h0.rejected.p","beta.same.sign.truebeta.p",
"beta.same.sign.truebeta.signif.p","bias")]
}
if (input$dif) {
rs <- rs[,c('scenario','N','J','M','eff.size',"nb.dif","dif.size","dif.detected","prop.perfect","flexible.detect","moreflexible.detect","any.detect")]
}
if (input$weak) {
rs <- rs[rs$moreflexible.detect<0.15 & !is.na(rs$moreflexible.detect),]
}
rs <- dplyr::mutate_if(rs,is.numeric,round,3)
rs <- dplyr::mutate_all(rs,as.character)
}
if(input$typeres=="Residuals") {
rs <- rs[,c('scenario','N','J','M','eff.size',"nb.dif","dif.size","m.beta","se.empirical.beta","se.analytical.beta",
"m.low.ci.beta","m.high.ci.beta","true.value.in.ci.p","h0.rejected.p","beta.same.sign.truebeta.p",
"beta.same.sign.truebeta.signif.p","bias","dif.detected","prop.perfect","flexible.detect","moreflexible.detect","any.detect")]
if (input$causal) {
rs <- rs[,c('scenario','N','J','M','eff.size',"nb.dif","dif.size","m.beta","se.empirical.beta","se.analytical.beta",
"m.low.ci.beta","m.high.ci.beta","true.value.in.ci.p","h0.rejected.p","beta.same.sign.truebeta.p",
"beta.same.sign.truebeta.signif.p","bias")]
}
if (input$dif) {
rs <- rs[,c('scenario','N','J','M','eff.size',"nb.dif","dif.size","dif.detected","prop.perfect","flexible.detect","moreflexible.detect","any.detect")]
}
if (input$weak) {
rs <- rs[rs$moreflexible.detect<0.15 & !is.na(rs$moreflexible.detect),]
}
rs <- dplyr::mutate_if(rs,is.numeric,round,3)
rs <- dplyr::mutate_all(rs,as.character)
}
rs
})
output$res <- DT::renderDataTable(df_res_r(),
options = list(columnDefs = list(list(className = 'dt-center',width=ifelse(input$dif & !is.na(input$dif),"101px","50px"), targets = "_all")),
pageLength=100,autoWidth=T,scrollY=400,scrollX = T,server=F,buttons=c("csv","excel")),
rownames = FALSE,
selection="single",
filter=list(plain=F,clear=F,position="top"))
}
# Run the application
shinyApp(ui = ui, server = server)
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