From a48f36606f1400f5dc50f94f486a4170edced695 Mon Sep 17 00:00:00 2001 From: Nathan Muncy Date: Mon, 8 Mar 2021 15:23:20 -0500 Subject: [PATCH] added LD/GI scores, regression --- afq_step3_stats.R | 281 +- analyses/Master_dataframe.csv | 255002 +++++++++++++++---------------- analyses/Stats_AN_LDI.txt | 6 + analyses/Stats_AN_LGI.txt | 6 + ari_code/ari_code.R | 55 + 5 files changed, 127764 insertions(+), 127586 deletions(-) create mode 100644 analyses/Stats_AN_LDI.txt create mode 100644 analyses/Stats_AN_LGI.txt create mode 100644 ari_code/ari_code.R diff --git a/afq_step3_stats.R b/afq_step3_stats.R index 9719af5..f3dd13b 100644 --- a/afq_step3_stats.R +++ b/afq_step3_stats.R @@ -6,8 +6,9 @@ library("fitdistrplus") library("ggplot2") library("itsadug") library("mgcViz") -# library("ez") +library("ez") library("dplyr") +library("lme4") # Orienting vars @@ -27,8 +28,6 @@ privateDir <- "/Users/nmuncy/Projects/emu_private/" # # Sex: 0 = female, 1 = male # -# GroupSex: 0-2 = F-LMH, 3-5 = M-LMH -# # Writes analyses/Master_dataframe.csv func_makeDF <- function(){ @@ -47,7 +46,8 @@ func_makeDF <- function(){ # add group, pars6, pds, age # add d-primes, sex df_afq$Group <- df_afq$Pars6 <- df_afq$PDS <- df_afq$Age <- NA - df_afq$NegDP1wk <- df_afq$NeuDP1wk <- NA + # df_afq$NegDP1wk <- df_afq$NeuDP1wk <- NA + df_afq$NegLDI <- df_afq$NeuLDI <- df_afq$NegLGI <- df_afq$NeuLGI <- NA df_afq$Sex <- NA for(subj in subjList){ @@ -77,37 +77,69 @@ func_makeDF <- function(){ h_sex <- substr(df_full[ind_full,]$sex, 1, 1) if(h_sex == "f"){h_sexF <- 0}else if(h_sex == "m"){h_sexF <- 1} - # calculate d-primes + # Get Beh counts neg_num_hit <- df_full[ind_full,]$negtarght_cnt_1WK neg_num_miss <- df_full[ind_full,]$negtargms_cnt_1WK - neg_num_cr <- df_full[ind_full,]$neglurecr_cnt_1WK - neg_num_fa <- df_full[ind_full,]$neglurefa_cnt_1WK - + neg_num_Lcr <- df_full[ind_full,]$neglurecr_cnt_1WK + neg_num_Lfa <- df_full[ind_full,]$neglurefa_cnt_1WK + neg_num_Fcr <- df_full[ind_full,]$negfoilcr_cnt_1WK + neg_num_Ffa <- df_full[ind_full,]$negfoilfa_cnt_1WK + neu_num_hit <- df_full[ind_full,]$neutarght_cnt_1WK neu_num_miss <- df_full[ind_full,]$neutargms_cnt_1WK - neu_num_cr <- df_full[ind_full,]$neulurecr_cnt_1WK - neu_num_fa <- df_full[ind_full,]$neulurefa_cnt_1WK + neu_num_Lcr <- df_full[ind_full,]$neulurecr_cnt_1WK + neu_num_Lfa <- df_full[ind_full,]$neulurefa_cnt_1WK + neu_num_Fcr <- df_full[ind_full,]$neufoilcr_cnt_1WK + neu_num_Ffa <- df_full[ind_full,]$neufoilfa_cnt_1WK - for(check in c("neg_num_hit", - "neg_num_miss", - "neg_num_cr", - "neg_num_fa", - "neu_num_hit", - "neu_num_miss", - "neu_num_cr", - "neu_num_fa")){ + # adjust 0 counts + for(check in c("neg_num_hit", + "neg_num_miss", + "neg_num_Lcr", + "neg_num_Lfa", + "neg_num_Fcr", + "neg_num_Ffa", + "neu_num_hit", + "neu_num_miss", + "neu_num_Lcr", + "neu_num_Lfa", + "neu_num_Fcr", + "neu_num_Ffa")){ check_val = get(check) if(check_val == 0){ assign(check, 0.1) } } + + # Calculate Neg, Neu d' + # dp_neg <- qnorm(neg_num_hit/(neg_num_hit + neg_num_miss)) - + # qnorm(neg_num_Lfa/(neg_num_Lfa + neg_num_Lcr)) + # + # dp_neu <- qnorm(neu_num_hit/(neu_num_hit + neu_num_miss)) - + # qnorm(neu_num_Lfa/(neu_num_Lfa + neu_num_Lcr)) - dp_neg <- qnorm(neg_num_hit/(neg_num_hit + neg_num_miss)) - - qnorm(neg_num_fa/(neg_num_fa + neg_num_cr)) + # Calculate Neg, Neu LDI + # LDI = p(N|L) - p(N|T) + # LGI = p(O|L) - p(O|F) + neg_LDI <- round( + (neg_num_Lcr / (neg_num_Lcr + neg_num_Lfa)) - + (neg_num_miss / (neg_num_miss + neg_num_hit)), + 2) + + neu_LDI <- round( + (neu_num_Lcr / (neu_num_Lcr + neu_num_Lfa)) - + (neu_num_miss / (neu_num_miss + neu_num_hit)), + 2) - dp_neu <- qnorm(neu_num_hit/(neu_num_hit + neu_num_miss)) - - qnorm(neu_num_fa/(neu_num_fa + neu_num_cr)) + neg_LGI <- round( + (neg_num_Lfa / (neg_num_Lcr + neg_num_Lfa)) - + (neg_num_Ffa / (neg_num_Ffa + neg_num_Fcr)), + 2) + neu_LGI <- round( + (neu_num_Lfa / (neu_num_Lcr + neu_num_Lfa)) - + (neu_num_Ffa / (neu_num_Ffa + neu_num_Fcr)), + 2) # fill df_afq[ind_afq,]$Group <- h_group @@ -116,30 +148,14 @@ func_makeDF <- function(){ df_afq[ind_afq,]$Age <- h_age df_afq[ind_afq,]$Sex <- h_sexF - df_afq[ind_afq,]$NegDP1wk <- round(dp_neg, 2) - df_afq[ind_afq,]$NeuDP1wk <- round(dp_neu, 2) + # df_afq[ind_afq,]$NegDP1wk <- round(dp_neg, 2) + # df_afq[ind_afq,]$NeuDP1wk <- round(dp_neu, 2) + df_afq[ind_afq,]$NegLDI <- neg_LDI + df_afq[ind_afq,]$NeuLDI <- neu_LDI + df_afq[ind_afq,]$NegLGI <- neg_LGI + df_afq[ind_afq,]$NeuLGI <- neu_LGI } - # add GroupSex - GroupSex <- df_afq$Sex - - ind0 <- which(df_afq$Group==0 & df_afq$Sex==0) - ind1 <- which(df_afq$Group==1 & df_afq$Sex==0) - ind2 <- which(df_afq$Group==2 & df_afq$Sex==0) - ind3 <- which(df_afq$Group==0 & df_afq$Sex==1) - ind4 <- which(df_afq$Group==1 & df_afq$Sex==1) - ind5 <- which(df_afq$Group==2 & df_afq$Sex==1) - - GroupSex[ind0] <- 0 - GroupSex[ind1] <- 1 - GroupSex[ind2] <- 2 - GroupSex[ind3] <- 3 - GroupSex[ind4] <- 4 - GroupSex[ind5] <- 5 - - df_afq$GroupSex <- as.factor(GroupSex) - - # write csv outFile <- paste0(dataDir, "Master_dataframe.csv") write.csv(df_afq, file=outFile, quote=F, row.names = F) @@ -149,7 +165,110 @@ df_afq <- func_makeDF() -### --- Step 2: Model tract, no covariates + +### --- Step 2: Check Memory behavior +# +# Run ANOVA for LGI, LDI +# +# Writes to analyses/Stats_AN_L?I.txt +func_memStats <- function(){ + + # get data, make lists + df_afq <- read.csv(paste0(dataDir, "Master_dataframe.csv")) + df_afq$Group <- factor(df_afq$Group) + df_afq$Sex <- factor(df_afq$Sex) + + subjList <- unique(df_afq$subjectID) + tractList <- unique(df_afq$tractID) + nodeList <- unique(df_afq$nodeID) + + # set up LDI df + df_LDI <- as.data.frame(matrix(NA,nrow=2*length(subjList), ncol=4)) + colnames(df_LDI) <- c("Subj", "Group", "Meas", "Value") + + df_LDI$Subj <- rep(subjList, 2) + df_LDI$Meas <- c( + rep("NegLDI", length(subjList)), + rep("NeuLDI", length(subjList)) + ) + + df_LDI$Group <- rep( + df_afq[which( + df_afq$nodeID == nodeList[1] & df_afq$tractID == tractList[1] + ),]$Group, + 2) + + df_LDI$Value <- c( + df_afq[which( + df_afq$nodeID == nodeList[1] & df_afq$tractID == tractList[1] + ),]$NegLDI, + df_afq[which( + df_afq$nodeID == nodeList[1] & df_afq$tractID == tractList[1] + ),]$NeuLDI + ) + + # plot + boxplot(Value ~ Group*Meas, data=df_LDI) + hist(df_LDI[which(df_LDI$Meas == "NegLDI"),]$Value) + hist(df_LDI[which(df_LDI$Meas == "NeuLDI"),]$Value) + + # stats + stats_LDI <- ezANOVA(df_LDI, + dv = Value, + wid = Subj, + between = Group, + within = Meas, + type = "III" + ) + + # write + capture.output(stats_LDI, file = paste0(dataDir, "Stats_AN_LDI.txt")) + + + # repeat for LGI + df_LGI <- as.data.frame(matrix(NA,nrow=2*length(subjList), ncol=4)) + colnames(df_LGI) <- c("Subj", "Group", "Meas", "Value") + + df_LGI$Subj <- rep(subjList, 2) + df_LGI$Meas <- c( + rep("NegLGI", length(subjList)), + rep("NeuLGI", length(subjList)) + ) + + df_LGI$Group <- rep( + df_afq[which( + df_afq$nodeID == nodeList[1] & df_afq$tractID == tractList[1] + ),]$Group, + 2) + + df_LGI$Value <- c( + df_afq[which( + df_afq$nodeID == nodeList[1] & df_afq$tractID == tractList[1] + ),]$NegLGI, + df_afq[which( + df_afq$nodeID == nodeList[1] & df_afq$tractID == tractList[1] + ),]$NeuLGI + ) + + boxplot(Value ~ Group*Meas, data=df_LGI) + hist(df_LGI[which(df_LGI$Meas == "NegLGI"),]$Value) + hist(df_LGI[which(df_LGI$Meas == "NeuLGI"),]$Value) + + stats_LGI <- ezANOVA(df_LGI, + dv = Value, + wid = Subj, + between = Group, + within = Meas, + type = "III" + ) + + capture.output(stats_LGI, file = paste0(dataDir, "Stats_AN_LGI.txt")) +} +func_memStats() + + + +### --- Step 3: Model tract, no covariates # # Plot data, determine distribution, # compare model families. @@ -160,10 +279,9 @@ df_afq <- func_makeDF() df_afq <- read.csv(paste0(dataDir, "Master_dataframe.csv")) df_afq$Group <- factor(df_afq$Group) df_afq$Sex <- factor(df_afq$Sex) -df_afq$GroupSex <- factor(df_afq$GroupSex) # Tract -tract <- "UNC_R" +tract <- "UNC_L" df_tract <- df_afq[which(df_afq$tractID == tract), ] df_tract$dti_fa <- round(df_tract$dti_fa, 3) @@ -217,7 +335,7 @@ summary(fit_gamma) # R-sq = 0.819 -### --- Step 3: Model tract, covariates +### --- Step 4: Model tract, covariates fit_cov_pds <- bam(dti_fa ~ Group + Sex + @@ -233,7 +351,7 @@ gam.check(fit_cov_pds, rep = 500) # Test cov model against gamma # infoMessages('on') -compareML(fit_gamma, fit_cov_pds) #PDS wins +compareML(fit_gamma, fit_cov_pds) # PDS wins summary(fit_cov_pds) # R-sq = 0.85 @@ -255,12 +373,12 @@ df_pred <- data.frame(Group=df_tract$Group, ggplot(data = df_pred) + geom_smooth(mapping = aes(x=nodeID, y=fit, color=Group)) + - ggtitle("Tract: L. Uncinate") + + ggtitle("GAM Fit of L. Uncinate FA Values") + ylab("Fit FA") -### --- Step 4: Test for differences +### --- Step 5: Test for differences # # Check for group differences in spline. @@ -269,17 +387,26 @@ par(mfrow=c(1,3)) p01 <- plot_diff(fit_cov_pds, view="nodeID", comp=list(Group=c("0", "1")), - rm.ranef = T) + rm.ranef = T, + main = "Difference Scores, Low-Med", + ylab = "Est. FA difference", + xlab = "Tract Node") p02 <- plot_diff(fit_cov_pds, view="nodeID", comp=list(Group=c("0", "2")), - rm.ranef = T) + rm.ranef = T, + main = "Difference Scores, Low-High", + ylab = "Est. FA difference", + xlab = "Tract Node") p12 <- plot_diff(fit_cov_pds, view="nodeID", comp=list(Group=c("1", "2")), - rm.ranef = T) + rm.ranef = T, + main = "Difference Scores, Med-High", + ylab = "Est. FA difference", + xlab = "Tract Node") par(mfrow=c(1,1)) @@ -289,49 +416,33 @@ max_node_02 <- as.numeric(which(abs(p02$est) == max(abs(p02$est)))) - 1 max_node_12 <- as.numeric(which(abs(p12$est) == max(abs(p12$est)))) - 1 + +### --- Step 6: Regress +# # regress node FA value on behavior -df_tract$Fit <- df_pred$fit -df_reg <- as.data.frame(df_tract[which( +df_max <- as.data.frame(df_tract[which( df_tract$nodeID == max_node_01 | df_tract$nodeID == max_node_02 | df_tract$nodeID == max_node_12 ),]) -df_reduce <- as.data.frame(df_reg[,-c(1:2, 5, 7:10, 14:16)]) +df_reduce <- as.data.frame(df_max[,-c(1:2, 5, 7:10, 14:16)]) df_reduce$nodeID <- factor(df_reduce$nodeID) -ind_pos01 <- which(df_tract$nodeID == max_node_01 & - (df_tract$Group == 0 | df_tract$Group == 1)) -df_pos01 <- as.data.frame(df_tract[ind_pos01,]) - -multi_reg <- lm(cbind(NegDP1wk, NeuDP1wk) ~ dti_fa, data = df_pos01) -summary(multi_reg) - -ggplot(df_pos01, aes(x=dti_fa, y=NegDP1wk)) + - geom_point() + - stat_smooth(method = lm) -lm_01_neg <- lm(NegDP1wk ~ dti_fa, data=df_pos01) -summary(lm_01_neg) +ind_pos02 <- which(df_reduce$nodeID == max_node_02 & + (df_reduce$Group == 0 | df_reduce$Group == 2)) +df_pos02 <- as.data.frame(df_reduce[ind_pos02,]) -ggplot(df_pos01, aes(x=dti_fa, y=NeuDP1wk)) + +# negLGI x group +ggplot(df_pos02, aes(x=dti_fa, y=NegLGI)) + geom_point() + - stat_smooth(method = lm) -lm_01_neu <- lm(NeuDP1wk ~ dti_fa, data=df_pos01) -summary(lm_01_neu) - - -ind_pos02 <- which(df_tract$nodeID == max_node_02 & - (df_tract$Group == 0 | df_tract$Group == 2)) -df_pos02 <- as.data.frame(df_tract[ind_pos02,]) + geom_smooth(method = "lm") + + facet_wrap(~ Group) -multi_reg <- lm(cbind(NegDP1wk, NeuDP1wk) ~ dti_fa, data = df_pos02) -summary(multi_reg) +# xyplot(NegLGI ~ dti_fa, groups=Group, data=df_pos02, type='l') +fit <- lmList(NegLGI ~ dti_fa | Group, data = df_pos02) +summary(fit) -ind_pos12 <- which(df_tract$nodeID == max_node_12 & - (df_tract$Group == 1 | df_tract$Group == 2)) -df_pos12 <- as.data.frame(df_tract[ind_pos12,]) -multi_reg <- lm(cbind(NegDP1wk, NeuDP1wk) ~ dti_fa, data = df_pos12) -summary(multi_reg) diff --git a/analyses/Master_dataframe.csv b/analyses/Master_dataframe.csv index e2e1868..831a38b 100644 --- a/analyses/Master_dataframe.csv +++ b/analyses/Master_dataframe.csv @@ -1,127501 +1,127501 @@ -Counter,tractID,nodeID,dti_fa,dti_md,subjectID,sessionID,Age,PDS,Pars6,Group,NeuDP1wk,NegDP1wk,Sex,GroupSex -0,ATR_R,0,0.222089001416551,0.000667956624475753,4001,S2,10,5,13,2,1.65,0.24,0,2 -1,ATR_R,1,0.320605231374579,0.000631813189276072,4001,S2,10,5,13,2,1.65,0.24,0,2 -2,ATR_R,2,0.383212542705734,0.000608635985876381,4001,S2,10,5,13,2,1.65,0.24,0,2 -3,ATR_R,3,0.420811317603995,0.000590239071392926,4001,S2,10,5,13,2,1.65,0.24,0,2 -4,ATR_R,4,0.448531226180907,0.000576348783983048,4001,S2,10,5,13,2,1.65,0.24,0,2 -5,ATR_R,5,0.461359734034259,0.000570116432899198,4001,S2,10,5,13,2,1.65,0.24,0,2 -6,ATR_R,6,0.470965875313985,0.00056482329903287,4001,S2,10,5,13,2,1.65,0.24,0,2 -7,ATR_R,7,0.47756832403968,0.000558119737771446,4001,S2,10,5,13,2,1.65,0.24,0,2 -8,ATR_R,8,0.489150318477631,0.000553934211773189,4001,S2,10,5,13,2,1.65,0.24,0,2 -9,ATR_R,9,0.494855411604216,0.000551812412724308,4001,S2,10,5,13,2,1.65,0.24,0,2 -10,ATR_R,10,0.4904314924401,0.000547652304975783,4001,S2,10,5,13,2,1.65,0.24,0,2 -11,ATR_R,11,0.482071360247748,0.000551266341274254,4001,S2,10,5,13,2,1.65,0.24,0,2 -12,ATR_R,12,0.469574265977379,0.000551260327542295,4001,S2,10,5,13,2,1.65,0.24,0,2 -13,ATR_R,13,0.464104059846804,0.000549371848789073,4001,S2,10,5,13,2,1.65,0.24,0,2 -14,ATR_R,14,0.465837480745699,0.000547473190271125,4001,S2,10,5,13,2,1.65,0.24,0,2 -15,ATR_R,15,0.45953882455441,0.000547115073137788,4001,S2,10,5,13,2,1.65,0.24,0,2 -16,ATR_R,16,0.459925747885086,0.000544780443504341,4001,S2,10,5,13,2,1.65,0.24,0,2 -17,ATR_R,17,0.463557749584775,0.000543413240890232,4001,S2,10,5,13,2,1.65,0.24,0,2 -18,ATR_R,18,0.465674905165918,0.00054533574581507,4001,S2,10,5,13,2,1.65,0.24,0,2 -19,ATR_R,19,0.468847635444686,0.000546467999450608,4001,S2,10,5,13,2,1.65,0.24,0,2 -20,ATR_R,20,0.473772113708314,0.000545015684326831,4001,S2,10,5,13,2,1.65,0.24,0,2 -21,ATR_R,21,0.474896981393045,0.000543444468470148,4001,S2,10,5,13,2,1.65,0.24,0,2 -22,ATR_R,22,0.475432372247503,0.000541336705091488,4001,S2,10,5,13,2,1.65,0.24,0,2 -23,ATR_R,23,0.476806036064816,0.000543580151310391,4001,S2,10,5,13,2,1.65,0.24,0,2 -24,ATR_R,24,0.48273100465117,0.000545116863155825,4001,S2,10,5,13,2,1.65,0.24,0,2 -25,ATR_R,25,0.493351147130969,0.000546316381463313,4001,S2,10,5,13,2,1.65,0.24,0,2 -26,ATR_R,26,0.504779341477538,0.000546117679827624,4001,S2,10,5,13,2,1.65,0.24,0,2 -27,ATR_R,27,0.499127473537645,0.000543093912540071,4001,S2,10,5,13,2,1.65,0.24,0,2 -28,ATR_R,28,0.498821607066635,0.000544182746456967,4001,S2,10,5,13,2,1.65,0.24,0,2 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-1486,UNC_R,86,0.449637169541181,0.000675187987544451,4008,S2,10,1.5,0,0,0.28,-0.34,1,3 -1487,UNC_R,87,0.440116620612001,0.000677385021973647,4008,S2,10,1.5,0,0,0.28,-0.34,1,3 -1488,UNC_R,88,0.431499115197122,0.000679642970889808,4008,S2,10,1.5,0,0,0.28,-0.34,1,3 -1489,UNC_R,89,0.424788187864885,0.000680606706572772,4008,S2,10,1.5,0,0,0.28,-0.34,1,3 -1490,UNC_R,90,0.415297371827878,0.000681968974272805,4008,S2,10,1.5,0,0,0.28,-0.34,1,3 -1491,UNC_R,91,0.406794395564639,0.000684116302016729,4008,S2,10,1.5,0,0,0.28,-0.34,1,3 -1492,UNC_R,92,0.395471203814492,0.000685983980988593,4008,S2,10,1.5,0,0,0.28,-0.34,1,3 -1493,UNC_R,93,0.383942529635087,0.000689340121031516,4008,S2,10,1.5,0,0,0.28,-0.34,1,3 -1494,UNC_R,94,0.374013348862071,0.000693639172192932,4008,S2,10,1.5,0,0,0.28,-0.34,1,3 -1495,UNC_R,95,0.356409029886051,0.000697923827230051,4008,S2,10,1.5,0,0,0.28,-0.34,1,3 -1496,UNC_R,96,0.336725697687259,0.000701293878301075,4008,S2,10,1.5,0,0,0.28,-0.34,1,3 -1497,UNC_R,97,0.306503939473134,0.000708023447274224,4008,S2,10,1.5,0,0,0.28,-0.34,1,3 -1498,UNC_R,98,0.265162415831185,0.000721321357056487,4008,S2,10,1.5,0,0,0.28,-0.34,1,3 -1499,UNC_R,99,0.219277302622186,0.000732584904122041,4008,S2,10,1.5,0,0,0.28,-0.34,1,3 -1500,UNC_L,0,0.218699820357582,0.000752346022092866,4008,S2,10,1.5,0,0,0.28,-0.34,1,3 -1501,UNC_L,1,0.253060175873471,0.000750451551992583,4008,S2,10,1.5,0,0,0.28,-0.34,1,3 -1502,UNC_L,2,0.277059344891409,0.000744751075024071,4008,S2,10,1.5,0,0,0.28,-0.34,1,3 -1503,UNC_L,3,0.298009234849087,0.000739412649952322,4008,S2,10,1.5,0,0,0.28,-0.34,1,3 -1504,UNC_L,4,0.315641461233467,0.000737680483270253,4008,S2,10,1.5,0,0,0.28,-0.34,1,3 -1505,UNC_L,5,0.328690940413513,0.00073708626164267,4008,S2,10,1.5,0,0,0.28,-0.34,1,3 -1506,UNC_L,6,0.341185745235203,0.000734909752648774,4008,S2,10,1.5,0,0,0.28,-0.34,1,3 -1507,UNC_L,7,0.349526405551122,0.000732893841458508,4008,S2,10,1.5,0,0,0.28,-0.34,1,3 -1508,UNC_L,8,0.353329489084596,0.000730898460781054,4008,S2,10,1.5,0,0,0.28,-0.34,1,3 -1509,UNC_L,9,0.355114545005532,0.00072959286863484,4008,S2,10,1.5,0,0,0.28,-0.34,1,3 -1510,UNC_L,10,0.358452762851964,0.000726596666329787,4008,S2,10,1.5,0,0,0.28,-0.34,1,3 -1511,UNC_L,11,0.36303373111394,0.000722584760407346,4008,S2,10,1.5,0,0,0.28,-0.34,1,3 -1512,UNC_L,12,0.373369466822955,0.00072087204224794,4008,S2,10,1.5,0,0,0.28,-0.34,1,3 -1513,UNC_L,13,0.387140944675519,0.000721156942142043,4008,S2,10,1.5,0,0,0.28,-0.34,1,3 -1514,UNC_L,14,0.394858131854654,0.000721826023319345,4008,S2,10,1.5,0,0,0.28,-0.34,1,3 -1515,UNC_L,15,0.402163402903445,0.00072036318282293,4008,S2,10,1.5,0,0,0.28,-0.34,1,3 -1516,UNC_L,16,0.410239509945847,0.00071815323034523,4008,S2,10,1.5,0,0,0.28,-0.34,1,3 -1517,UNC_L,17,0.413786172170361,0.000715784487929535,4008,S2,10,1.5,0,0,0.28,-0.34,1,3 -1518,UNC_L,18,0.412804765848323,0.000712092206258262,4008,S2,10,1.5,0,0,0.28,-0.34,1,3 -1519,UNC_L,19,0.413963179582085,0.000707829008080416,4008,S2,10,1.5,0,0,0.28,-0.34,1,3 -1520,UNC_L,20,0.416417566593688,0.000706113003257611,4008,S2,10,1.5,0,0,0.28,-0.34,1,3 -1521,UNC_L,21,0.420461480593195,0.00070392684841945,4008,S2,10,1.5,0,0,0.28,-0.34,1,3 -1522,UNC_L,22,0.42481618881804,0.000701003973097187,4008,S2,10,1.5,0,0,0.28,-0.34,1,3 -1523,UNC_L,23,0.430633094233391,0.00069949758128751,4008,S2,10,1.5,0,0,0.28,-0.34,1,3 -1524,UNC_L,24,0.435829071450825,0.00069961266143702,4008,S2,10,1.5,0,0,0.28,-0.34,1,3 -1525,UNC_L,25,0.440977551942745,0.000697881784513218,4008,S2,10,1.5,0,0,0.28,-0.34,1,3 -1526,UNC_L,26,0.447406194151022,0.000695861176221065,4008,S2,10,1.5,0,0,0.28,-0.34,1,3 -1527,UNC_L,27,0.45355392485776,0.00069307663513839,4008,S2,10,1.5,0,0,0.28,-0.34,1,3 -1528,UNC_L,28,0.459802887442388,0.000691559237667328,4008,S2,10,1.5,0,0,0.28,-0.34,1,3 -1529,UNC_L,29,0.463399489045171,0.000691128904713058,4008,S2,10,1.5,0,0,0.28,-0.34,1,3 -1530,UNC_L,30,0.46685170060436,0.000690233822372888,4008,S2,10,1.5,0,0,0.28,-0.34,1,3 -1531,UNC_L,31,0.470081350255271,0.00068925980279551,4008,S2,10,1.5,0,0,0.28,-0.34,1,3 -1532,UNC_L,32,0.470346294260484,0.00069029728893567,4008,S2,10,1.5,0,0,0.28,-0.34,1,3 -1533,UNC_L,33,0.470873947084606,0.000689469074055747,4008,S2,10,1.5,0,0,0.28,-0.34,1,3 -1534,UNC_L,34,0.475386313594604,0.000687134962458793,4008,S2,10,1.5,0,0,0.28,-0.34,1,3 -1535,UNC_L,35,0.480380164446977,0.000685643379046335,4008,S2,10,1.5,0,0,0.28,-0.34,1,3 -1536,UNC_L,36,0.484022157157244,0.000684828865244863,4008,S2,10,1.5,0,0,0.28,-0.34,1,3 -1537,UNC_L,37,0.487450236871358,0.000684499109814,4008,S2,10,1.5,0,0,0.28,-0.34,1,3 -1538,UNC_L,38,0.486503080032679,0.00068423807666861,4008,S2,10,1.5,0,0,0.28,-0.34,1,3 -1539,UNC_L,39,0.483239853301165,0.000684204375594665,4008,S2,10,1.5,0,0,0.28,-0.34,1,3 -1540,UNC_L,40,0.483741211135793,0.000683100630505758,4008,S2,10,1.5,0,0,0.28,-0.34,1,3 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-1491,UNC_R,91,0.401970976527889,0.000693136795438919,4033,S2,12,3.5,3,0,1.25,0.97,1,3 -1492,UNC_R,92,0.387101894902524,0.000698755702677978,4033,S2,12,3.5,3,0,1.25,0.97,1,3 -1493,UNC_R,93,0.371651003700307,0.000704542342829841,4033,S2,12,3.5,3,0,1.25,0.97,1,3 -1494,UNC_R,94,0.357857073850485,0.000711543405293413,4033,S2,12,3.5,3,0,1.25,0.97,1,3 -1495,UNC_R,95,0.338857309474362,0.000720142982830913,4033,S2,12,3.5,3,0,1.25,0.97,1,3 -1496,UNC_R,96,0.317464351143774,0.00072654155748407,4033,S2,12,3.5,3,0,1.25,0.97,1,3 -1497,UNC_R,97,0.290156081579866,0.000733777519796276,4033,S2,12,3.5,3,0,1.25,0.97,1,3 -1498,UNC_R,98,0.257776129498676,0.00074356231382702,4033,S2,12,3.5,3,0,1.25,0.97,1,3 -1499,UNC_R,99,0.220404266951865,0.000751959369959608,4033,S2,12,3.5,3,0,1.25,0.97,1,3 -1500,UNC_L,0,0.224832117834139,0.000767262062159013,4033,S2,12,3.5,3,0,1.25,0.97,1,3 -1501,UNC_L,1,0.262506229387817,0.000761862792297885,4033,S2,12,3.5,3,0,1.25,0.97,1,3 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-1524,UNC_L,24,0.449065698214202,0.000679668917699669,4033,S2,12,3.5,3,0,1.25,0.97,1,3 -1525,UNC_L,25,0.452739951100942,0.000678289288271327,4033,S2,12,3.5,3,0,1.25,0.97,1,3 -1526,UNC_L,26,0.455099785962449,0.000677554590548728,4033,S2,12,3.5,3,0,1.25,0.97,1,3 -1527,UNC_L,27,0.455103986513301,0.00067635086794292,4033,S2,12,3.5,3,0,1.25,0.97,1,3 -1528,UNC_L,28,0.45411850210969,0.000676114519538415,4033,S2,12,3.5,3,0,1.25,0.97,1,3 -1529,UNC_L,29,0.453002122913231,0.000675847264654117,4033,S2,12,3.5,3,0,1.25,0.97,1,3 -1530,UNC_L,30,0.451233231614,0.000675274067999705,4033,S2,12,3.5,3,0,1.25,0.97,1,3 -1531,UNC_L,31,0.452278829051743,0.000674501614780396,4033,S2,12,3.5,3,0,1.25,0.97,1,3 -1532,UNC_L,32,0.450941134202278,0.000675037227023999,4033,S2,12,3.5,3,0,1.25,0.97,1,3 -1533,UNC_L,33,0.449031876642478,0.000675422074737361,4033,S2,12,3.5,3,0,1.25,0.97,1,3 -1534,UNC_L,34,0.445384940030404,0.000675814843290867,4033,S2,12,3.5,3,0,1.25,0.97,1,3 -1535,UNC_L,35,0.444570856445614,0.00067658778599122,4033,S2,12,3.5,3,0,1.25,0.97,1,3 -1536,UNC_L,36,0.443260260375913,0.000676629982688518,4033,S2,12,3.5,3,0,1.25,0.97,1,3 -1537,UNC_L,37,0.444561981836893,0.000674921756289174,4033,S2,12,3.5,3,0,1.25,0.97,1,3 -1538,UNC_L,38,0.447495557798596,0.000673823443375711,4033,S2,12,3.5,3,0,1.25,0.97,1,3 -1539,UNC_L,39,0.448039047856942,0.000672553267970709,4033,S2,12,3.5,3,0,1.25,0.97,1,3 -1540,UNC_L,40,0.450156579497806,0.000671529782945732,4033,S2,12,3.5,3,0,1.25,0.97,1,3 -1541,UNC_L,41,0.458767572037574,0.000667583174135659,4033,S2,12,3.5,3,0,1.25,0.97,1,3 -1542,UNC_L,42,0.466834448143918,0.000664067735457465,4033,S2,12,3.5,3,0,1.25,0.97,1,3 -1543,UNC_L,43,0.469982160053043,0.000663020331325364,4033,S2,12,3.5,3,0,1.25,0.97,1,3 -1544,UNC_L,44,0.469825668382446,0.00066498590769003,4033,S2,12,3.5,3,0,1.25,0.97,1,3 -1545,UNC_L,45,0.469509872728504,0.000666977336630688,4033,S2,12,3.5,3,0,1.25,0.97,1,3 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-1279,UNC_R,79,0.446193443630051,0.000658948576492285,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1280,UNC_R,80,0.447847614707697,0.000661628771867854,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1281,UNC_R,81,0.442416959802228,0.000664147811847377,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1282,UNC_R,82,0.437112668332507,0.000666005628032951,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1283,UNC_R,83,0.431626752569138,0.000666877658798526,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1284,UNC_R,84,0.427249552720882,0.000667335479883746,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1285,UNC_R,85,0.422916659664213,0.000667575677808745,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1286,UNC_R,86,0.420053050917002,0.000668426780060397,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1287,UNC_R,87,0.416000833679622,0.000670472432093419,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1288,UNC_R,88,0.411233926496744,0.000672584413073838,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1289,UNC_R,89,0.405271174148048,0.000674204447209123,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1290,UNC_R,90,0.395449845117488,0.000676874465759221,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1291,UNC_R,91,0.388593228280619,0.000681141823965315,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1292,UNC_R,92,0.378014289252199,0.000685353677654176,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1293,UNC_R,93,0.364763092833896,0.000689943749833296,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1294,UNC_R,94,0.348500397497727,0.000694297568283604,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1295,UNC_R,95,0.331726386973439,0.000698768730085571,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1296,UNC_R,96,0.310021926119406,0.000705312293321779,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1297,UNC_R,97,0.283980161360262,0.000714215312951108,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1298,UNC_R,98,0.253154850446714,0.000724570604067112,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1299,UNC_R,99,0.218424922074886,0.000736136149907039,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1300,UNC_L,0,0.218544238604828,0.000743271199947482,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1301,UNC_L,1,0.249106180079537,0.000737681888545103,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1302,UNC_L,2,0.272551434429371,0.000731534247979748,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1303,UNC_L,3,0.291014344493542,0.000727065550815734,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1304,UNC_L,4,0.31063069341403,0.000719230421371359,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1305,UNC_L,5,0.328790186608047,0.000713730021820545,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1306,UNC_L,6,0.342835050349632,0.000709153231984632,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1307,UNC_L,7,0.35392018548539,0.000703323240986348,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1308,UNC_L,8,0.359999246681309,0.000698405448098829,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1309,UNC_L,9,0.365558510802236,0.00069491091734098,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1310,UNC_L,10,0.372820667214845,0.000692083599544996,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1311,UNC_L,11,0.38279299271604,0.000689465909556044,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1312,UNC_L,12,0.39346597212415,0.000689099014682001,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1313,UNC_L,13,0.404861022008915,0.000686317430045805,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1314,UNC_L,14,0.413602208059695,0.0006835729591217,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1315,UNC_L,15,0.421850128045041,0.000681967893774173,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1316,UNC_L,16,0.430762383570255,0.000681496635081444,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1317,UNC_L,17,0.43882373466634,0.000679601849716766,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1318,UNC_L,18,0.447013368374969,0.00067803061517677,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1319,UNC_L,19,0.454242200730142,0.000676369305464028,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1320,UNC_L,20,0.458542706582824,0.000676637593130688,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1321,UNC_L,21,0.461022767389356,0.000676680083928577,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1322,UNC_L,22,0.463589250608635,0.000677198458509131,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1323,UNC_L,23,0.465126387127087,0.000675724631604229,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1324,UNC_L,24,0.467852409383725,0.000673177631659099,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1325,UNC_L,25,0.468788204799651,0.00067113081999271,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1326,UNC_L,26,0.469101863119869,0.000669742824858839,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1327,UNC_L,27,0.4721276000405,0.000668265858807815,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1328,UNC_L,28,0.473502923513602,0.000667103548826551,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1329,UNC_L,29,0.47438577918741,0.000666844366484065,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1330,UNC_L,30,0.478363051248652,0.000666160200000601,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1331,UNC_L,31,0.480189346308248,0.000664437461763246,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1332,UNC_L,32,0.479877000851058,0.000664431833701646,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1333,UNC_L,33,0.480212947652749,0.000664452330339264,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1334,UNC_L,34,0.48317555750156,0.000663944429575992,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1335,UNC_L,35,0.483660487012541,0.000663477559107308,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1336,UNC_L,36,0.48532148550735,0.000662120880929505,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1337,UNC_L,37,0.487330794899288,0.000660961068829877,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1338,UNC_L,38,0.490327479237211,0.000660411352524862,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1339,UNC_L,39,0.492979226345696,0.000660336306474018,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1340,UNC_L,40,0.495727149968436,0.000661111952148986,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1341,UNC_L,41,0.500726146353268,0.000661295551971764,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1342,UNC_L,42,0.503290569233484,0.000661419889074253,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1343,UNC_L,43,0.498606916767069,0.000662022033785339,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1344,UNC_L,44,0.492511824905355,0.000663912387453823,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1345,UNC_L,45,0.489892101783574,0.000665153849887775,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1346,UNC_L,46,0.49146277326755,0.000664865290566797,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1347,UNC_L,47,0.492633015846229,0.000664883040648537,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1348,UNC_L,48,0.493770469620888,0.000665523787009787,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1349,UNC_L,49,0.494874287646295,0.00066565930221292,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1350,UNC_L,50,0.496444893114739,0.000665202921853847,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1351,UNC_L,51,0.497820396053358,0.000664298664638145,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1352,UNC_L,52,0.492898490929049,0.000664399875324379,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1353,UNC_L,53,0.484538816677077,0.000664987896751828,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1354,UNC_L,54,0.476626494964033,0.000665888440972236,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1355,UNC_L,55,0.474869643421327,0.000666321061207827,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1356,UNC_L,56,0.473295581944936,0.000666220348655296,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1357,UNC_L,57,0.470529590963699,0.000666575237471107,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1358,UNC_L,58,0.466573916296429,0.000667066216984479,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1359,UNC_L,59,0.462437842862782,0.000665903294508646,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1360,UNC_L,60,0.46011922743986,0.000662645936534421,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1361,UNC_L,61,0.458685008738721,0.00065973691614002,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1362,UNC_L,62,0.457662162266332,0.00065642311391478,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1363,UNC_L,63,0.456205318582223,0.000654462718310623,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1364,UNC_L,64,0.455129912810579,0.000653759233323297,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1365,UNC_L,65,0.456101842343349,0.000654050424344037,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1366,UNC_L,66,0.457755259062586,0.000654236481885018,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1367,UNC_L,67,0.455174217348572,0.000654907702256918,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1368,UNC_L,68,0.449338773350649,0.000655794097276376,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1369,UNC_L,69,0.44414979546528,0.000656989015710789,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1370,UNC_L,70,0.440682370000367,0.000658602864856252,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1371,UNC_L,71,0.436435825513401,0.000659408920684738,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1372,UNC_L,72,0.43200575558885,0.000660873551004204,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1373,UNC_L,73,0.429863865150377,0.000661563071542362,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1374,UNC_L,74,0.427315507373041,0.000661494010302182,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1375,UNC_L,75,0.421678359922394,0.000663142179194236,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1376,UNC_L,76,0.416631839722633,0.000664949454516249,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 -1377,UNC_L,77,0.41289113456779,0.000666021911583872,4036,S2,13,2.5,14,2,1.15,-0.22,0,2 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-1439,UNC_R,39,0.601420466114405,0.000650355008725202,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1440,UNC_R,40,0.600611807621852,0.000651589817177168,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1441,UNC_R,41,0.600797331385385,0.000652217027079348,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1442,UNC_R,42,0.602469513471134,0.000651900946249236,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1443,UNC_R,43,0.606903353213934,0.000651859190684081,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1444,UNC_R,44,0.611639618364288,0.000652167695802414,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1445,UNC_R,45,0.61446791580768,0.000652081549565066,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1446,UNC_R,46,0.615111584904656,0.000651503769359876,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1447,UNC_R,47,0.621095577490597,0.00065032964516333,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1448,UNC_R,48,0.619551831237161,0.00064911908696238,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1449,UNC_R,49,0.620914061893332,0.000647911160069532,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1450,UNC_R,50,0.621775490638098,0.00064772968679823,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1451,UNC_R,51,0.619830043533529,0.000647827715005832,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1452,UNC_R,52,0.618354372715808,0.000647514661033128,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1453,UNC_R,53,0.619308922018622,0.000647919689338684,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1454,UNC_R,54,0.619253282423554,0.000649109388457093,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1455,UNC_R,55,0.619791440475995,0.000649980732705589,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1456,UNC_R,56,0.618769554662531,0.000649865239178548,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1457,UNC_R,57,0.614688596083733,0.000650166659743833,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1458,UNC_R,58,0.611774133468971,0.000650928543282578,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1459,UNC_R,59,0.610262899959144,0.000650177588471629,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1460,UNC_R,60,0.607547957880941,0.000648412636330433,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1461,UNC_R,61,0.604201908037108,0.000646906306608464,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1462,UNC_R,62,0.600725633329816,0.000646265723908818,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1463,UNC_R,63,0.594604908246022,0.000644803849198168,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1464,UNC_R,64,0.593255930970094,0.000648263651229011,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1465,UNC_R,65,0.589973180270281,0.000649802918454582,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1466,UNC_R,66,0.586568638777075,0.000649252016299974,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1467,UNC_R,67,0.584605422635147,0.000648748443428036,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1468,UNC_R,68,0.580792769725865,0.000648378901361717,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1469,UNC_R,69,0.574217982449958,0.000649214911121836,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1470,UNC_R,70,0.56904174547261,0.00065019877210621,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1471,UNC_R,71,0.566180569657817,0.000650810792256563,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1472,UNC_R,72,0.564058709083479,0.000650620354021943,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1473,UNC_R,73,0.561630381189445,0.000650028652074047,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1474,UNC_R,74,0.560282801735903,0.000650034932426306,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1475,UNC_R,75,0.555790944808719,0.000649878877727894,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1476,UNC_R,76,0.550581244372518,0.000649841414321205,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1477,UNC_R,77,0.545259290830089,0.000649692393618639,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1478,UNC_R,78,0.537592612112042,0.000649287039111765,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1479,UNC_R,79,0.531437336026138,0.000649102648323482,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1480,UNC_R,80,0.526027480254543,0.000649259019668744,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1481,UNC_R,81,0.515788561695664,0.000650447937547605,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1482,UNC_R,82,0.504900928945739,0.000651184279261654,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1483,UNC_R,83,0.494816651544566,0.000651691002841782,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1484,UNC_R,84,0.484689092519941,0.00065294538342717,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1485,UNC_R,85,0.475964583648265,0.000653698898696838,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1486,UNC_R,86,0.466981238783095,0.00065383268880828,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1487,UNC_R,87,0.461003705114654,0.000654177773592016,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1488,UNC_R,88,0.453430404109441,0.000654698574974595,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1489,UNC_R,89,0.445857921758386,0.00065530340796182,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1490,UNC_R,90,0.439581345539946,0.000655913765680837,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1491,UNC_R,91,0.43383698828895,0.000656690578668794,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1492,UNC_R,92,0.425029453736265,0.00065953983405751,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1493,UNC_R,93,0.414064639341651,0.000663443227253926,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1494,UNC_R,94,0.39704439261001,0.000668287916042921,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1495,UNC_R,95,0.370735786507061,0.000675314008037756,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1496,UNC_R,96,0.33886457181168,0.000684572160029569,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1497,UNC_R,97,0.302586467862108,0.000695258263963531,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1498,UNC_R,98,0.261805397902831,0.000702952656769698,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1499,UNC_R,99,0.220292132205022,0.000704468918690662,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1500,UNC_L,0,0.226158110911378,0.000670449437852515,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1501,UNC_L,1,0.287702071356415,0.000703021145258133,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1502,UNC_L,2,0.329088826211564,0.000721570667682991,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1503,UNC_L,3,0.348577531351791,0.000727577835496144,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1504,UNC_L,4,0.360064064626975,0.000727591552536425,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1505,UNC_L,5,0.370148956730645,0.000724428209305456,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1506,UNC_L,6,0.380256445735429,0.000720413094320325,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1507,UNC_L,7,0.389974627830742,0.000715946831144893,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1508,UNC_L,8,0.401987047185546,0.000712101008252554,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1509,UNC_L,9,0.413302061226801,0.000707831757361896,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1510,UNC_L,10,0.419749065127971,0.000701254612230659,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1511,UNC_L,11,0.424627028062839,0.000697281939521587,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1512,UNC_L,12,0.431775184943189,0.000695317943137068,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1513,UNC_L,13,0.43663142280269,0.000691913165742391,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1514,UNC_L,14,0.437357743103927,0.000689729239149114,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1515,UNC_L,15,0.43835774151241,0.000688302223889825,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1516,UNC_L,16,0.441463021025843,0.000687354009223625,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1517,UNC_L,17,0.44632144336812,0.000685262294607094,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1518,UNC_L,18,0.453610633918628,0.000682625745848238,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1519,UNC_L,19,0.459521232951594,0.000680975815400854,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1520,UNC_L,20,0.461793732358898,0.000679576718253609,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1521,UNC_L,21,0.46321728515061,0.000676634916235784,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1522,UNC_L,22,0.465037307409042,0.000674745613591473,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1523,UNC_L,23,0.469161757483732,0.000673778067577437,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1524,UNC_L,24,0.476054590893559,0.000671344951298173,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1525,UNC_L,25,0.482630802369815,0.000669254947633311,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1526,UNC_L,26,0.489033843098164,0.000668609857848031,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1527,UNC_L,27,0.493776137552174,0.000669631369984343,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1528,UNC_L,28,0.498315258545843,0.000670231301009816,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1529,UNC_L,29,0.500095458563238,0.000670736436604058,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1530,UNC_L,30,0.502874943388989,0.000669164988059317,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1531,UNC_L,31,0.504407780641895,0.000667605201039378,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1532,UNC_L,32,0.50415347299281,0.000666985039547655,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1533,UNC_L,33,0.506367142488288,0.000665992891137999,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1534,UNC_L,34,0.508153803015841,0.000666579784276084,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1535,UNC_L,35,0.511362944632765,0.000667028501150069,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1536,UNC_L,36,0.511439791268497,0.000665325681332732,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 -1537,UNC_L,37,0.51401133468725,0.000663201343952407,4057,S2,12,3.5,14,2,1.07,-0.05,1,5 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-1443,UNC_R,43,0.61172415274719,0.000658406037015315,4066,S2,10,2.5,6,1,1.15,1.41,0,1 -1444,UNC_R,44,0.612945890797914,0.000659065790065804,4066,S2,10,2.5,6,1,1.15,1.41,0,1 -1445,UNC_R,45,0.618610347411611,0.000659598462807689,4066,S2,10,2.5,6,1,1.15,1.41,0,1 -1446,UNC_R,46,0.621656042154575,0.000659045363660129,4066,S2,10,2.5,6,1,1.15,1.41,0,1 -1447,UNC_R,47,0.61879607618318,0.000656685549189905,4066,S2,10,2.5,6,1,1.15,1.41,0,1 -1448,UNC_R,48,0.618480782813927,0.000655221295287111,4066,S2,10,2.5,6,1,1.15,1.41,0,1 -1449,UNC_R,49,0.615536889134815,0.000655403723498596,4066,S2,10,2.5,6,1,1.15,1.41,0,1 -1450,UNC_R,50,0.606973403984453,0.000656611921819592,4066,S2,10,2.5,6,1,1.15,1.41,0,1 -1451,UNC_R,51,0.598777613507006,0.000657182307892078,4066,S2,10,2.5,6,1,1.15,1.41,0,1 -1452,UNC_R,52,0.589928915125214,0.000657187089693136,4066,S2,10,2.5,6,1,1.15,1.41,0,1 -1453,UNC_R,53,0.587225861965861,0.000655798277201133,4066,S2,10,2.5,6,1,1.15,1.41,0,1 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-1487,UNC_R,87,0.436444030062687,0.000662843251930537,4066,S2,10,2.5,6,1,1.15,1.41,0,1 -1488,UNC_R,88,0.427075958131165,0.000664561008960124,4066,S2,10,2.5,6,1,1.15,1.41,0,1 -1489,UNC_R,89,0.422847520598965,0.000665781239686474,4066,S2,10,2.5,6,1,1.15,1.41,0,1 -1490,UNC_R,90,0.417876059825232,0.000667379081688068,4066,S2,10,2.5,6,1,1.15,1.41,0,1 -1491,UNC_R,91,0.407172526540301,0.000669297690443581,4066,S2,10,2.5,6,1,1.15,1.41,0,1 -1492,UNC_R,92,0.392286760655562,0.000671457412978793,4066,S2,10,2.5,6,1,1.15,1.41,0,1 -1493,UNC_R,93,0.377013566589376,0.000673378938427482,4066,S2,10,2.5,6,1,1.15,1.41,0,1 -1494,UNC_R,94,0.361603053153157,0.000675385573897366,4066,S2,10,2.5,6,1,1.15,1.41,0,1 -1495,UNC_R,95,0.346733723834052,0.000678650134493595,4066,S2,10,2.5,6,1,1.15,1.41,0,1 -1496,UNC_R,96,0.328102008663464,0.000684814796828903,4066,S2,10,2.5,6,1,1.15,1.41,0,1 -1497,UNC_R,97,0.299508570954311,0.000692818434733935,4066,S2,10,2.5,6,1,1.15,1.41,0,1 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-1471,UNC_R,71,0.524119506070001,0.000645407835972415,4080,S2,10,2,0,0,0,-0.57,1,3 -1472,UNC_R,72,0.524602004414014,0.000645266695550037,4080,S2,10,2,0,0,0,-0.57,1,3 -1473,UNC_R,73,0.52307166098761,0.000645018139411107,4080,S2,10,2,0,0,0,-0.57,1,3 -1474,UNC_R,74,0.522881260102604,0.000642909176876873,4080,S2,10,2,0,0,0,-0.57,1,3 -1475,UNC_R,75,0.521317521477327,0.000641908249609941,4080,S2,10,2,0,0,0,-0.57,1,3 -1476,UNC_R,76,0.516405820506568,0.000641674507764222,4080,S2,10,2,0,0,0,-0.57,1,3 -1477,UNC_R,77,0.511886629747072,0.000641508744584238,4080,S2,10,2,0,0,0,-0.57,1,3 -1478,UNC_R,78,0.506102630491863,0.000641195901608088,4080,S2,10,2,0,0,0,-0.57,1,3 -1479,UNC_R,79,0.502918164003727,0.000641151229199257,4080,S2,10,2,0,0,0,-0.57,1,3 -1480,UNC_R,80,0.501572703701347,0.000641408282742098,4080,S2,10,2,0,0,0,-0.57,1,3 -1481,UNC_R,81,0.498135922393132,0.000641721293144471,4080,S2,10,2,0,0,0,-0.57,1,3 -1482,UNC_R,82,0.492360756754376,0.000641050071767066,4080,S2,10,2,0,0,0,-0.57,1,3 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-1507,UNC_L,7,0.393074428207281,0.000743139563609131,4080,S2,10,2,0,0,0,-0.57,1,3 -1508,UNC_L,8,0.40287975931178,0.000737935077981073,4080,S2,10,2,0,0,0,-0.57,1,3 -1509,UNC_L,9,0.409319757295462,0.000732057124895349,4080,S2,10,2,0,0,0,-0.57,1,3 -1510,UNC_L,10,0.418447432236673,0.0007268379500511,4080,S2,10,2,0,0,0,-0.57,1,3 -1511,UNC_L,11,0.425230296786772,0.000723312454967669,4080,S2,10,2,0,0,0,-0.57,1,3 -1512,UNC_L,12,0.429390302071503,0.000718370052316109,4080,S2,10,2,0,0,0,-0.57,1,3 -1513,UNC_L,13,0.432721082962078,0.000711825271351676,4080,S2,10,2,0,0,0,-0.57,1,3 -1514,UNC_L,14,0.438602921793664,0.00070691382060217,4080,S2,10,2,0,0,0,-0.57,1,3 -1515,UNC_L,15,0.445899851342382,0.000701122844959739,4080,S2,10,2,0,0,0,-0.57,1,3 -1516,UNC_L,16,0.452302503437611,0.000695861572497828,4080,S2,10,2,0,0,0,-0.57,1,3 -1517,UNC_L,17,0.459900348503419,0.000689425611940851,4080,S2,10,2,0,0,0,-0.57,1,3 -1518,UNC_L,18,0.469162798474065,0.000685343167817551,4080,S2,10,2,0,0,0,-0.57,1,3 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-1403,UNC_R,3,0.356154081622956,0.000693551169261452,4086,S2,12,2.5,6,1,0.46,-0.03,1,4 -1404,UNC_R,4,0.386929567809504,0.000687653183811314,4086,S2,12,2.5,6,1,0.46,-0.03,1,4 -1405,UNC_R,5,0.413877062004608,0.000680652953266812,4086,S2,12,2.5,6,1,0.46,-0.03,1,4 -1406,UNC_R,6,0.433589885092265,0.00067307956859065,4086,S2,12,2.5,6,1,0.46,-0.03,1,4 -1407,UNC_R,7,0.444288094075464,0.000667400793560374,4086,S2,12,2.5,6,1,0.46,-0.03,1,4 -1408,UNC_R,8,0.452009383104349,0.000662787731474213,4086,S2,12,2.5,6,1,0.46,-0.03,1,4 -1409,UNC_R,9,0.460124146488944,0.000659306716456762,4086,S2,12,2.5,6,1,0.46,-0.03,1,4 -1410,UNC_R,10,0.468451752025868,0.000656849178295537,4086,S2,12,2.5,6,1,0.46,-0.03,1,4 -1411,UNC_R,11,0.476350306648922,0.000654952415363033,4086,S2,12,2.5,6,1,0.46,-0.03,1,4 -1412,UNC_R,12,0.480352602337333,0.000653540359551111,4086,S2,12,2.5,6,1,0.46,-0.03,1,4 -1413,UNC_R,13,0.483569025522417,0.000652001477740264,4086,S2,12,2.5,6,1,0.46,-0.03,1,4 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-1396,ARC_L,96,0.461520815436689,0.000586256026448405,4088,S2,11,1.5,8,1,-0.18,1.97,1,4 -1397,ARC_L,97,0.427804323742628,0.000599920011196771,4088,S2,11,1.5,8,1,-0.18,1.97,1,4 -1398,ARC_L,98,0.334471474979654,0.000629241373199506,4088,S2,11,1.5,8,1,-0.18,1.97,1,4 -1399,ARC_L,99,0.21763708078254,0.000667540589650183,4088,S2,11,1.5,8,1,-0.18,1.97,1,4 -1400,UNC_R,0,0.218222418656299,0.000792947678415476,4088,S2,11,1.5,8,1,-0.18,1.97,1,4 -1401,UNC_R,1,0.256269934044726,0.000766942360328515,4088,S2,11,1.5,8,1,-0.18,1.97,1,4 -1402,UNC_R,2,0.288235825179552,0.0007491708856681,4088,S2,11,1.5,8,1,-0.18,1.97,1,4 -1403,UNC_R,3,0.314235219647028,0.000735685052238499,4088,S2,11,1.5,8,1,-0.18,1.97,1,4 -1404,UNC_R,4,0.332860891795243,0.000726055149861609,4088,S2,11,1.5,8,1,-0.18,1.97,1,4 -1405,UNC_R,5,0.348458293660974,0.000719708940916306,4088,S2,11,1.5,8,1,-0.18,1.97,1,4 -1406,UNC_R,6,0.363190007233994,0.000713646042618581,4088,S2,11,1.5,8,1,-0.18,1.97,1,4 -1407,UNC_R,7,0.379505005459248,0.000709058637178242,4088,S2,11,1.5,8,1,-0.18,1.97,1,4 -1408,UNC_R,8,0.3979920550337,0.000703471306552684,4088,S2,11,1.5,8,1,-0.18,1.97,1,4 -1409,UNC_R,9,0.410246177906458,0.000700970641208084,4088,S2,11,1.5,8,1,-0.18,1.97,1,4 -1410,UNC_R,10,0.414343077769732,0.000701053565917964,4088,S2,11,1.5,8,1,-0.18,1.97,1,4 -1411,UNC_R,11,0.421424368953289,0.000699569696399273,4088,S2,11,1.5,8,1,-0.18,1.97,1,4 -1412,UNC_R,12,0.430785397872342,0.000693450934119646,4088,S2,11,1.5,8,1,-0.18,1.97,1,4 -1413,UNC_R,13,0.441708539718528,0.000688155561067552,4088,S2,11,1.5,8,1,-0.18,1.97,1,4 -1414,UNC_R,14,0.452063559918474,0.000685334945163817,4088,S2,11,1.5,8,1,-0.18,1.97,1,4 -1415,UNC_R,15,0.45986293255038,0.00068306214949185,4088,S2,11,1.5,8,1,-0.18,1.97,1,4 -1416,UNC_R,16,0.469167843043679,0.000680798678773969,4088,S2,11,1.5,8,1,-0.18,1.97,1,4 -1417,UNC_R,17,0.477841151551602,0.000678336534587747,4088,S2,11,1.5,8,1,-0.18,1.97,1,4 -1418,UNC_R,18,0.486546808087538,0.000674340998226886,4088,S2,11,1.5,8,1,-0.18,1.97,1,4 -1419,UNC_R,19,0.486370861235755,0.000671726950502938,4088,S2,11,1.5,8,1,-0.18,1.97,1,4 -1420,UNC_R,20,0.491856836414966,0.000668714056602671,4088,S2,11,1.5,8,1,-0.18,1.97,1,4 -1421,UNC_R,21,0.506053430634123,0.000666513127121573,4088,S2,11,1.5,8,1,-0.18,1.97,1,4 -1422,UNC_R,22,0.515977082280406,0.000662529775534625,4088,S2,11,1.5,8,1,-0.18,1.97,1,4 -1423,UNC_R,23,0.52280749254667,0.000660771661706382,4088,S2,11,1.5,8,1,-0.18,1.97,1,4 -1424,UNC_R,24,0.524614034752375,0.000660024545946476,4088,S2,11,1.5,8,1,-0.18,1.97,1,4 -1425,UNC_R,25,0.525164561179566,0.000658756613823723,4088,S2,11,1.5,8,1,-0.18,1.97,1,4 -1426,UNC_R,26,0.52833367534812,0.000657124941151397,4088,S2,11,1.5,8,1,-0.18,1.97,1,4 -1427,UNC_R,27,0.533285765148399,0.000656719966691746,4088,S2,11,1.5,8,1,-0.18,1.97,1,4 -1428,UNC_R,28,0.539258402407494,0.000655114545977074,4088,S2,11,1.5,8,1,-0.18,1.97,1,4 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-1440,UNC_R,40,0.553692546096281,0.000643993933829735,4088,S2,11,1.5,8,1,-0.18,1.97,1,4 -1441,UNC_R,41,0.556043612842085,0.000642144045160424,4088,S2,11,1.5,8,1,-0.18,1.97,1,4 -1442,UNC_R,42,0.55554264221911,0.000640248234835592,4088,S2,11,1.5,8,1,-0.18,1.97,1,4 -1443,UNC_R,43,0.560643667010886,0.000640355526895096,4088,S2,11,1.5,8,1,-0.18,1.97,1,4 -1444,UNC_R,44,0.547845922647471,0.000639545980496867,4088,S2,11,1.5,8,1,-0.18,1.97,1,4 -1445,UNC_R,45,0.544411926517754,0.000638317535041787,4088,S2,11,1.5,8,1,-0.18,1.97,1,4 -1446,UNC_R,46,0.542485537445507,0.000637159008550463,4088,S2,11,1.5,8,1,-0.18,1.97,1,4 -1447,UNC_R,47,0.538974704886372,0.00063721950345005,4088,S2,11,1.5,8,1,-0.18,1.97,1,4 -1448,UNC_R,48,0.536482523911004,0.000637269259405796,4088,S2,11,1.5,8,1,-0.18,1.97,1,4 -1449,UNC_R,49,0.534112189600585,0.000637173339876645,4088,S2,11,1.5,8,1,-0.18,1.97,1,4 -1450,UNC_R,50,0.530623885142096,0.000636779854085113,4088,S2,11,1.5,8,1,-0.18,1.97,1,4 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-1400,UNC_R,0,0.222006895978872,0.00073487680435937,4091,S2,10,2.5,16,2,0.86,1.01,0,2 -1401,UNC_R,1,0.267237844408772,0.000741327052965934,4091,S2,10,2.5,16,2,0.86,1.01,0,2 -1402,UNC_R,2,0.305133807220679,0.000743442469449607,4091,S2,10,2.5,16,2,0.86,1.01,0,2 -1403,UNC_R,3,0.336960836391038,0.00074334972894373,4091,S2,10,2.5,16,2,0.86,1.01,0,2 -1404,UNC_R,4,0.359552355362532,0.000741128420337423,4091,S2,10,2.5,16,2,0.86,1.01,0,2 -1405,UNC_R,5,0.377719825087695,0.000738540578305363,4091,S2,10,2.5,16,2,0.86,1.01,0,2 -1406,UNC_R,6,0.390845669759297,0.000735319134776632,4091,S2,10,2.5,16,2,0.86,1.01,0,2 -1407,UNC_R,7,0.396089530950813,0.000731304137933889,4091,S2,10,2.5,16,2,0.86,1.01,0,2 -1408,UNC_R,8,0.403304531602667,0.000729832789767737,4091,S2,10,2.5,16,2,0.86,1.01,0,2 -1409,UNC_R,9,0.4113096489174,0.000729063284631711,4091,S2,10,2.5,16,2,0.86,1.01,0,2 -1410,UNC_R,10,0.418478514540019,0.000727745210613628,4091,S2,10,2.5,16,2,0.86,1.01,0,2 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-1380,UNC_R,80,0.45179142196729,0.000653466075616694,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1381,UNC_R,81,0.45019750520465,0.000654228820913927,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1382,UNC_R,82,0.44479261711249,0.000654474036900417,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1383,UNC_R,83,0.4415503572665,0.000655261434489835,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1384,UNC_R,84,0.4342580270368,0.000655931874384297,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1385,UNC_R,85,0.430393259133525,0.000656001648211804,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1386,UNC_R,86,0.429109641922599,0.000657252745847596,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1387,UNC_R,87,0.426693281956394,0.000659216144018754,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1388,UNC_R,88,0.424242076767879,0.000660536593394614,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1389,UNC_R,89,0.424621586722551,0.000663975746244837,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1390,UNC_R,90,0.422280082610278,0.000667279324519131,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1391,UNC_R,91,0.416461755633963,0.000670377419800018,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1392,UNC_R,92,0.406429923457311,0.000674137276930285,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1393,UNC_R,93,0.392830355325884,0.000678971195192256,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1394,UNC_R,94,0.378192119710111,0.000684997270366173,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1395,UNC_R,95,0.35928539151406,0.000689883216448981,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1396,UNC_R,96,0.336987654549658,0.000695497556896928,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1397,UNC_R,97,0.310436907452901,0.000702399034859948,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1398,UNC_R,98,0.271113917139903,0.000711569562383935,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1399,UNC_R,99,0.221306963819564,0.000719661545328697,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1400,UNC_L,0,0.221487940364178,0.000758299725287933,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1401,UNC_L,1,0.259667821569566,0.000759696623119413,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1402,UNC_L,2,0.294188430971694,0.000754726127947673,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1403,UNC_L,3,0.327400784723539,0.000749074737826336,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1404,UNC_L,4,0.348736850247484,0.000738634140751307,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1405,UNC_L,5,0.360186030304777,0.000732476311556557,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1406,UNC_L,6,0.37084616987826,0.000730409972686229,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1407,UNC_L,7,0.376902793374898,0.000731279962704268,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1408,UNC_L,8,0.383153836159456,0.000731590537954788,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1409,UNC_L,9,0.386018006483958,0.00072634863574498,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1410,UNC_L,10,0.392200796302748,0.000720233393859289,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1411,UNC_L,11,0.402003494910463,0.000713123278489449,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1412,UNC_L,12,0.412411538332244,0.000707598973864571,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1413,UNC_L,13,0.424413962304452,0.000704141410420072,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1414,UNC_L,14,0.43604167191079,0.000698833198966272,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1415,UNC_L,15,0.443972257790513,0.000693118372211808,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1416,UNC_L,16,0.449620778697902,0.000688345396755894,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1417,UNC_L,17,0.445767074334923,0.000692582544536688,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1418,UNC_L,18,0.442363139596572,0.000695886202741054,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1419,UNC_L,19,0.441644636880679,0.000698602525073062,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1420,UNC_L,20,0.444459593795909,0.0006956305401049,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1421,UNC_L,21,0.448371921914103,0.000691750974254428,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1422,UNC_L,22,0.44351747242202,0.000690937544426021,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1423,UNC_L,23,0.43697009852513,0.000688712502193305,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1424,UNC_L,24,0.433821925323168,0.000687735232921842,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1425,UNC_L,25,0.434271404182303,0.000686595210657882,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1426,UNC_L,26,0.430350199782051,0.000685940124379058,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1427,UNC_L,27,0.417941626294812,0.000687399743551252,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1428,UNC_L,28,0.407833307367351,0.000688809509435341,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1429,UNC_L,29,0.435346538930365,0.000684543511128707,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1430,UNC_L,30,0.453399202086964,0.000681157301946098,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1431,UNC_L,31,0.465054468167147,0.00067943513103343,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1432,UNC_L,32,0.470852804930036,0.000679297662988848,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1433,UNC_L,33,0.473262072183264,0.000678684414185342,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1434,UNC_L,34,0.475099375876409,0.000675591959072696,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1435,UNC_L,35,0.477021922844121,0.000671609267047154,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1436,UNC_L,36,0.478350172728231,0.000669703633939114,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1437,UNC_L,37,0.481566403160657,0.000668746698316414,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1438,UNC_L,38,0.485446834635642,0.000667730172967169,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1439,UNC_L,39,0.482118427019742,0.000666538948931245,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1440,UNC_L,40,0.479082118308995,0.000664111171620419,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1441,UNC_L,41,0.478760243371581,0.000661318071276286,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1442,UNC_L,42,0.481603382385911,0.00065771496416474,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1443,UNC_L,43,0.482903905883848,0.000654012983089255,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1444,UNC_L,44,0.485655089304892,0.000653061721481309,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1445,UNC_L,45,0.486384180646155,0.000653088358865393,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1446,UNC_L,46,0.489712111689941,0.000653061817838623,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1447,UNC_L,47,0.496565266085613,0.000652001199771781,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1448,UNC_L,48,0.499104555247984,0.000650798790611034,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1449,UNC_L,49,0.502308943804421,0.000650069384564323,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1450,UNC_L,50,0.507470246750883,0.000650231146318573,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1451,UNC_L,51,0.513558777294033,0.000651139578850514,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1452,UNC_L,52,0.521144438549364,0.000650315500659364,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1453,UNC_L,53,0.524790455326044,0.000649918543963397,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1454,UNC_L,54,0.522867377259483,0.000649564441442924,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1455,UNC_L,55,0.517042276651888,0.000649837529250391,4107,S2,13,3.5,3,0,0.42,0.57,1,3 -1456,UNC_L,56,0.512605718339384,0.000649905487765482,4107,S2,13,3.5,3,0,0.42,0.57,1,3 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-1466,UNC_R,66,0.539746384281896,0.000648118182110801,4108,S2,11,2.25,2,0,1.24,0.84,1,3 -1467,UNC_R,67,0.537183792289208,0.000649552037619381,4108,S2,11,2.25,2,0,1.24,0.84,1,3 -1468,UNC_R,68,0.526545111971456,0.000649895978587616,4108,S2,11,2.25,2,0,1.24,0.84,1,3 -1469,UNC_R,69,0.517851030821318,0.000648065215810036,4108,S2,11,2.25,2,0,1.24,0.84,1,3 -1470,UNC_R,70,0.51756206484216,0.000646076504414682,4108,S2,11,2.25,2,0,1.24,0.84,1,3 -1471,UNC_R,71,0.513050846452625,0.000644630694323564,4108,S2,11,2.25,2,0,1.24,0.84,1,3 -1472,UNC_R,72,0.507477824211453,0.000642836488571076,4108,S2,11,2.25,2,0,1.24,0.84,1,3 -1473,UNC_R,73,0.498846933040346,0.000642461331827002,4108,S2,11,2.25,2,0,1.24,0.84,1,3 -1474,UNC_R,74,0.495542390104523,0.000643343239359227,4108,S2,11,2.25,2,0,1.24,0.84,1,3 -1475,UNC_R,75,0.495767551485889,0.000644095165422821,4108,S2,11,2.25,2,0,1.24,0.84,1,3 -1476,UNC_R,76,0.491669026283365,0.000645605155799844,4108,S2,11,2.25,2,0,1.24,0.84,1,3 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-1499,UNC_R,99,0.219103155658761,0.000758590641034368,4108,S2,11,2.25,2,0,1.24,0.84,1,3 -1500,UNC_L,0,0.221949238496619,0.000749387363873488,4108,S2,11,2.25,2,0,1.24,0.84,1,3 -1501,UNC_L,1,0.275427490109378,0.000751781004350269,4108,S2,11,2.25,2,0,1.24,0.84,1,3 -1502,UNC_L,2,0.315240709221319,0.00075042128073333,4108,S2,11,2.25,2,0,1.24,0.84,1,3 -1503,UNC_L,3,0.347477485399158,0.000746162200215536,4108,S2,11,2.25,2,0,1.24,0.84,1,3 -1504,UNC_L,4,0.36987930778004,0.000743040787008055,4108,S2,11,2.25,2,0,1.24,0.84,1,3 -1505,UNC_L,5,0.389959810469816,0.000736095087081438,4108,S2,11,2.25,2,0,1.24,0.84,1,3 -1506,UNC_L,6,0.402200994082363,0.000731092691692629,4108,S2,11,2.25,2,0,1.24,0.84,1,3 -1507,UNC_L,7,0.409788959959561,0.000725668262853065,4108,S2,11,2.25,2,0,1.24,0.84,1,3 -1508,UNC_L,8,0.408972987904848,0.000720334839006376,4108,S2,11,2.25,2,0,1.24,0.84,1,3 -1509,UNC_L,9,0.408826079314028,0.000717287101051329,4108,S2,11,2.25,2,0,1.24,0.84,1,3 -1510,UNC_L,10,0.414362624400452,0.000716257004707664,4108,S2,11,2.25,2,0,1.24,0.84,1,3 -1511,UNC_L,11,0.424854868607052,0.000714231897362709,4108,S2,11,2.25,2,0,1.24,0.84,1,3 -1512,UNC_L,12,0.446129931429945,0.000711162526426797,4108,S2,11,2.25,2,0,1.24,0.84,1,3 -1513,UNC_L,13,0.448035418126584,0.000709789137439405,4108,S2,11,2.25,2,0,1.24,0.84,1,3 -1514,UNC_L,14,0.449841651776761,0.000708259976205187,4108,S2,11,2.25,2,0,1.24,0.84,1,3 -1515,UNC_L,15,0.45359375272069,0.000707053544109288,4108,S2,11,2.25,2,0,1.24,0.84,1,3 -1516,UNC_L,16,0.454737969086144,0.000706517121551407,4108,S2,11,2.25,2,0,1.24,0.84,1,3 -1517,UNC_L,17,0.454019042239065,0.000704460942990563,4108,S2,11,2.25,2,0,1.24,0.84,1,3 -1518,UNC_L,18,0.456608446862408,0.000702375171358481,4108,S2,11,2.25,2,0,1.24,0.84,1,3 -1519,UNC_L,19,0.463425132374103,0.000701987136421025,4108,S2,11,2.25,2,0,1.24,0.84,1,3 -1520,UNC_L,20,0.472602311572155,0.000700290222882212,4108,S2,11,2.25,2,0,1.24,0.84,1,3 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-1196,UNC_R,96,0.320443331601973,0.000684305025613629,4117,S2,12,1.5,3,0,0.48,1.05,1,3 -1197,UNC_R,97,0.295039048026198,0.000695663809703246,4117,S2,12,1.5,3,0,0.48,1.05,1,3 -1198,UNC_R,98,0.263769370666391,0.000711895384289762,4117,S2,12,1.5,3,0,0.48,1.05,1,3 -1199,UNC_R,99,0.223388647695414,0.000724917976694866,4117,S2,12,1.5,3,0,0.48,1.05,1,3 -1200,UNC_L,0,0.221812529638595,0.000703019577136533,4117,S2,12,1.5,3,0,0.48,1.05,1,3 -1201,UNC_L,1,0.268129851976477,0.000714415363935769,4117,S2,12,1.5,3,0,0.48,1.05,1,3 -1202,UNC_L,2,0.306546853937293,0.000717081050420027,4117,S2,12,1.5,3,0,0.48,1.05,1,3 -1203,UNC_L,3,0.335218518905871,0.000714068927924675,4117,S2,12,1.5,3,0,0.48,1.05,1,3 -1204,UNC_L,4,0.355572846980491,0.000709759402743028,4117,S2,12,1.5,3,0,0.48,1.05,1,3 -1205,UNC_L,5,0.378025898127962,0.000705613614428644,4117,S2,12,1.5,3,0,0.48,1.05,1,3 -1206,UNC_L,6,0.398808669786153,0.00070110963443392,4117,S2,12,1.5,3,0,0.48,1.05,1,3 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-1229,UNC_L,29,0.489999600361947,0.000647996965833026,4117,S2,12,1.5,3,0,0.48,1.05,1,3 -1230,UNC_L,30,0.487876609191216,0.000646998978745213,4117,S2,12,1.5,3,0,0.48,1.05,1,3 -1231,UNC_L,31,0.487809309367047,0.000646434785471854,4117,S2,12,1.5,3,0,0.48,1.05,1,3 -1232,UNC_L,32,0.492009251742471,0.00064543394816203,4117,S2,12,1.5,3,0,0.48,1.05,1,3 -1233,UNC_L,33,0.494360957355372,0.000644915078797852,4117,S2,12,1.5,3,0,0.48,1.05,1,3 -1234,UNC_L,34,0.498015201671062,0.000643490668986364,4117,S2,12,1.5,3,0,0.48,1.05,1,3 -1235,UNC_L,35,0.501630381240905,0.000641552025771949,4117,S2,12,1.5,3,0,0.48,1.05,1,3 -1236,UNC_L,36,0.505194334505526,0.000639939901431347,4117,S2,12,1.5,3,0,0.48,1.05,1,3 -1237,UNC_L,37,0.508046983713357,0.000637933687140821,4117,S2,12,1.5,3,0,0.48,1.05,1,3 -1238,UNC_L,38,0.510407497814826,0.00063619684874106,4117,S2,12,1.5,3,0,0.48,1.05,1,3 -1239,UNC_L,39,0.51267173184799,0.000634744378110726,4117,S2,12,1.5,3,0,0.48,1.05,1,3 -1240,UNC_L,40,0.517257471737656,0.00063353219562526,4117,S2,12,1.5,3,0,0.48,1.05,1,3 -1241,UNC_L,41,0.522052109564633,0.000632703011819927,4117,S2,12,1.5,3,0,0.48,1.05,1,3 -1242,UNC_L,42,0.525350538135706,0.00063252034812505,4117,S2,12,1.5,3,0,0.48,1.05,1,3 -1243,UNC_L,43,0.525173186181149,0.000633671243550282,4117,S2,12,1.5,3,0,0.48,1.05,1,3 -1244,UNC_L,44,0.526418465116659,0.000635309715680797,4117,S2,12,1.5,3,0,0.48,1.05,1,3 -1245,UNC_L,45,0.529934580969083,0.000636685752682697,4117,S2,12,1.5,3,0,0.48,1.05,1,3 -1246,UNC_L,46,0.5296818293936,0.000637292461817725,4117,S2,12,1.5,3,0,0.48,1.05,1,3 -1247,UNC_L,47,0.533099775355681,0.000637847918425084,4117,S2,12,1.5,3,0,0.48,1.05,1,3 -1248,UNC_L,48,0.533819468577105,0.000638010855085481,4117,S2,12,1.5,3,0,0.48,1.05,1,3 -1249,UNC_L,49,0.533606040159492,0.00063775808211672,4117,S2,12,1.5,3,0,0.48,1.05,1,3 -1250,UNC_L,50,0.532418133665942,0.000636947026504582,4117,S2,12,1.5,3,0,0.48,1.05,1,3 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-1293,ARC_L,93,0.469547474116001,0.000582254618448787,4138,S2,11,3.5,13,2,0.62,-0.49,0,2 -1294,ARC_L,94,0.476820935988775,0.000577362789592846,4138,S2,11,3.5,13,2,0.62,-0.49,0,2 -1295,ARC_L,95,0.471893631216158,0.000578379553581588,4138,S2,11,3.5,13,2,0.62,-0.49,0,2 -1296,ARC_L,96,0.434814886143313,0.000585234801346584,4138,S2,11,3.5,13,2,0.62,-0.49,0,2 -1297,ARC_L,97,0.383834411516935,0.000600739506518194,4138,S2,11,3.5,13,2,0.62,-0.49,0,2 -1298,ARC_L,98,0.314756198509785,0.000620866567863563,4138,S2,11,3.5,13,2,0.62,-0.49,0,2 -1299,ARC_L,99,0.219928925592842,0.000650844654191273,4138,S2,11,3.5,13,2,0.62,-0.49,0,2 -1300,UNC_R,0,0.220128070493175,0.000709823774859264,4138,S2,11,3.5,13,2,0.62,-0.49,0,2 -1301,UNC_R,1,0.259405338893991,0.000714354809718418,4138,S2,11,3.5,13,2,0.62,-0.49,0,2 -1302,UNC_R,2,0.297695587207745,0.000712423155442835,4138,S2,11,3.5,13,2,0.62,-0.49,0,2 -1303,UNC_R,3,0.326788530877758,0.000708349739813679,4138,S2,11,3.5,13,2,0.62,-0.49,0,2 -1304,UNC_R,4,0.348878061725328,0.000703048060182798,4138,S2,11,3.5,13,2,0.62,-0.49,0,2 -1305,UNC_R,5,0.369270725947343,0.000696354184320422,4138,S2,11,3.5,13,2,0.62,-0.49,0,2 -1306,UNC_R,6,0.383776561906577,0.00069256218338789,4138,S2,11,3.5,13,2,0.62,-0.49,0,2 -1307,UNC_R,7,0.393728932663785,0.000691617995888479,4138,S2,11,3.5,13,2,0.62,-0.49,0,2 -1308,UNC_R,8,0.40622029285181,0.000689614972400607,4138,S2,11,3.5,13,2,0.62,-0.49,0,2 -1309,UNC_R,9,0.414917927273329,0.000689139969577942,4138,S2,11,3.5,13,2,0.62,-0.49,0,2 -1310,UNC_R,10,0.425719243650826,0.00068672643002662,4138,S2,11,3.5,13,2,0.62,-0.49,0,2 -1311,UNC_R,11,0.438905152851216,0.000682808767261505,4138,S2,11,3.5,13,2,0.62,-0.49,0,2 -1312,UNC_R,12,0.443158642152459,0.000678988699626732,4138,S2,11,3.5,13,2,0.62,-0.49,0,2 -1313,UNC_R,13,0.448851841088997,0.000675708892940975,4138,S2,11,3.5,13,2,0.62,-0.49,0,2 -1314,UNC_R,14,0.451555255051763,0.000672215397190614,4138,S2,11,3.5,13,2,0.62,-0.49,0,2 -1315,UNC_R,15,0.454997734393412,0.000670203588009392,4138,S2,11,3.5,13,2,0.62,-0.49,0,2 -1316,UNC_R,16,0.457732667571557,0.000668359321856409,4138,S2,11,3.5,13,2,0.62,-0.49,0,2 -1317,UNC_R,17,0.457577262444467,0.000667218743297141,4138,S2,11,3.5,13,2,0.62,-0.49,0,2 -1318,UNC_R,18,0.456314191088412,0.0006668380672844,4138,S2,11,3.5,13,2,0.62,-0.49,0,2 -1319,UNC_R,19,0.458727343382683,0.000665569394413568,4138,S2,11,3.5,13,2,0.62,-0.49,0,2 -1320,UNC_R,20,0.460529970727798,0.000666406296974203,4138,S2,11,3.5,13,2,0.62,-0.49,0,2 -1321,UNC_R,21,0.462770976048148,0.00066759808497836,4138,S2,11,3.5,13,2,0.62,-0.49,0,2 -1322,UNC_R,22,0.467175406216653,0.000668510103367387,4138,S2,11,3.5,13,2,0.62,-0.49,0,2 -1323,UNC_R,23,0.470562080134639,0.000668633353915685,4138,S2,11,3.5,13,2,0.62,-0.49,0,2 -1324,UNC_R,24,0.475138678294568,0.000667271248424044,4138,S2,11,3.5,13,2,0.62,-0.49,0,2 -1325,UNC_R,25,0.477446016114692,0.000665146262343432,4138,S2,11,3.5,13,2,0.62,-0.49,0,2 -1326,UNC_R,26,0.47885505860792,0.000663680895350978,4138,S2,11,3.5,13,2,0.62,-0.49,0,2 -1327,UNC_R,27,0.474577642751467,0.000662444847285801,4138,S2,11,3.5,13,2,0.62,-0.49,0,2 -1328,UNC_R,28,0.473788962248421,0.000662484264097029,4138,S2,11,3.5,13,2,0.62,-0.49,0,2 -1329,UNC_R,29,0.477136498705013,0.000661440950570427,4138,S2,11,3.5,13,2,0.62,-0.49,0,2 -1330,UNC_R,30,0.479716693033908,0.000661006337120434,4138,S2,11,3.5,13,2,0.62,-0.49,0,2 -1331,UNC_R,31,0.484561250215258,0.000660494406983439,4138,S2,11,3.5,13,2,0.62,-0.49,0,2 -1332,UNC_R,32,0.488665751318835,0.000659990258682732,4138,S2,11,3.5,13,2,0.62,-0.49,0,2 -1333,UNC_R,33,0.49040133499658,0.00065934318882189,4138,S2,11,3.5,13,2,0.62,-0.49,0,2 -1334,UNC_R,34,0.488592389614779,0.000657925812174511,4138,S2,11,3.5,13,2,0.62,-0.49,0,2 -1335,UNC_R,35,0.486311914038853,0.00065653722790045,4138,S2,11,3.5,13,2,0.62,-0.49,0,2 -1336,UNC_R,36,0.490154858457981,0.000654367585187476,4138,S2,11,3.5,13,2,0.62,-0.49,0,2 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-1408,UNC_R,8,0.382162877507898,0.000716781792103269,4142,S2,10,2,17,2,-0.17,-0.58,1,5 -1409,UNC_R,9,0.39032867056201,0.000709782590746354,4142,S2,10,2,17,2,-0.17,-0.58,1,5 -1410,UNC_R,10,0.40046618290316,0.000703876952514452,4142,S2,10,2,17,2,-0.17,-0.58,1,5 -1411,UNC_R,11,0.406776551168306,0.000702469711679168,4142,S2,10,2,17,2,-0.17,-0.58,1,5 -1412,UNC_R,12,0.409777729444396,0.000703079739614514,4142,S2,10,2,17,2,-0.17,-0.58,1,5 -1413,UNC_R,13,0.415364778291367,0.000703944033073543,4142,S2,10,2,17,2,-0.17,-0.58,1,5 -1414,UNC_R,14,0.423092750826065,0.000702802030658432,4142,S2,10,2,17,2,-0.17,-0.58,1,5 -1415,UNC_R,15,0.428974439219824,0.00070031869743416,4142,S2,10,2,17,2,-0.17,-0.58,1,5 -1416,UNC_R,16,0.438113293451322,0.000697034726729254,4142,S2,10,2,17,2,-0.17,-0.58,1,5 -1417,UNC_R,17,0.44893929102374,0.000695819500415963,4142,S2,10,2,17,2,-0.17,-0.58,1,5 -1418,UNC_R,18,0.456764576109307,0.00069669019773574,4142,S2,10,2,17,2,-0.17,-0.58,1,5 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0.07018569 0.013270519 +4 Group:Meas 2 70 1.019015 0.36624155 0.008041229 + diff --git a/analyses/Stats_AN_LGI.txt b/analyses/Stats_AN_LGI.txt new file mode 100644 index 0000000..e68473f --- /dev/null +++ b/analyses/Stats_AN_LGI.txt @@ -0,0 +1,6 @@ +$ANOVA + Effect DFn DFd F p p<.05 ges +2 Group 2 70 4.201172 1.891972e-02 * 0.07602317 +3 Meas 1 70 67.624128 7.083006e-12 * 0.23304865 +4 Group:Meas 2 70 1.907971 1.560183e-01 0.01685759 + diff --git a/ari_code/ari_code.R b/ari_code/ari_code.R new file mode 100644 index 0000000..feece01 --- /dev/null +++ b/ari_code/ari_code.R @@ -0,0 +1,55 @@ + +# Intx +GroupSex <- df_tract$Sex + +ind0 <- which(df_tract$Group==0 & df_tract$Sex==0) +ind1 <- which(df_tract$Group==0 & df_tract$Sex==1) +ind2 <- which(df_tract$Group==1 & df_tract$Sex==0) +ind3 <- which(df_tract$Group==1 & df_tract$Sex==1) +ind4 <- which(df_tract$Group==2 & df_tract$Sex==0) +ind5 <- which(df_tract$Group==2 & df_tract$Sex==1) + +GroupSex[ind0] <- 0 +GroupSex[ind1] <- 1 +GroupSex[ind2] <- 2 +GroupSex[ind3] <- 3 +GroupSex[ind4] <- 4 +GroupSex[ind5] <- 5 + +df_tract$GroupSex <- as.factor(GroupSex) + +fit2 <- bam(dti_fa ~ Group + + Sex + + s(nodeID,by=GroupSex,k=40) + + s(PDS, by=Sex) + + s(subjectID,bs="re") , + data = df_tract, + family = Gamma(link = "logit"), + method = "REML") + +plot_diff(fit2, view="nodeID", comp=list(GroupSex=c("0", "1")), rm.ranef = T) +plot_diff(fit2, view="nodeID", comp=list(GroupSex=c("2", "3")), rm.ranef = T, col='blue',add=T) +plot_diff(fit2, view="nodeID", comp=list(GroupSex=c("4", "5")), rm.ranef = T, col='red',add=T) + + +# Plots +df_pred <- predict.bam( + fit_cov_pds, + exclude_terms = c("PDS", "Sex","subjectID"), + values=list(PDS = NULL, Sex = NULL), + se.fit=T, + type="response") + +names(df_pred) +head(df_pred$fit) + +df_pred <- data.frame(Group=df_tract$Group, + Sex=df_tract$Sex, + subjectID=df_tract$subjectID, + PDS=df_tract$PDS, + nodeID=df_tract$nodeID, + fit=df_pred$fit, + se.fit=df_pred$se.fit) + +ggplot(data = df_pred) + + geom_smooth(mapping = aes(x=nodeID, y=fit, color=Group))