From aaf3c0a411da8ed0e9c7c0c7a2d0fbfefb98dfb5 Mon Sep 17 00:00:00 2001 From: Chad Coleman Date: Thu, 13 Oct 2016 09:23:39 -0400 Subject: [PATCH] Assignemtn --- .RData | Bin 0 -> 42 bytes .Rhistory | 447 ++++ CMA Outlier Check.png | Bin 0 -> 6164 bytes CMA and TMA Side by Side Comparison.png | Bin 0 -> 38968 bytes Missing Value Clusters.png | Bin 0 -> 20078 bytes Missing Values Plot.R | 61 + Missing Values.png | Bin 0 -> 11700 bytes Plot Average TMA and CMA Scores.R | 53 + Plot TMA and CMA Side by Side.R | 5 + ...sers and Plot Average TMA and CMA Scores.R | 103 + Tidy_Data_fff_2014j_Dataset.csv | 1838 +++++++++++++++++ 11 files changed, 2507 insertions(+) create mode 100644 .RData create mode 100644 .Rhistory create mode 100644 CMA Outlier Check.png create mode 100644 CMA and TMA Side by Side Comparison.png create mode 100644 Missing Value Clusters.png create mode 100644 Missing Values Plot.R create mode 100644 Missing Values.png create mode 100644 Plot Average TMA and CMA Scores.R create mode 100644 Plot TMA and CMA Side by Side.R create mode 100644 Remove Outlisers and Plot Average TMA and CMA Scores.R create mode 100644 Tidy_Data_fff_2014j_Dataset.csv diff --git a/.RData b/.RData new file mode 100644 index 0000000000000000000000000000000000000000..ee2a47a4b33934e5266e6c8298153c3eb891964c GIT binary patch literal 42 tcmb2|=3oE=HtwQMgGXHtk`fXUk`mI=QWBEbj3oatG6=NZP!$I%0RZit3u*uW literal 0 HcmV?d00001 diff --git a/.Rhistory b/.Rhistory new file mode 100644 index 0000000..f15fede --- /dev/null +++ b/.Rhistory @@ -0,0 +1,447 @@ +install.packages("ggplot2") +packs <- installed.packages() # Get the currently installed packages +exc <- names(packs[,’Package’]) # Get the names in a vector +av <- names(available.packages()[,1]) #Get names of available packages in Cran +ins <- av[!av %in% exc] #Make a list of all packages that you havent installed +i +install.packages("lime") +install.packages("googlesheets") +install.packages("bigrquery") +install.packages("jsonlite") +install.packages(c("e1071", "rpart", "igraph", "nnet", "randomForest", "caret", "kernlab", "glmnet", "ROCR", "gbm", "party", "arules", "tree", "klar", "rweka", "ipred", "lars", "earth", "corelearn", "mboost", "bigQueryR", "blscrapeR", "cdlTools", "dataRetrieval", "eechidna", "GetHFData", "googleAnalyticsR", "googleway", "gutenbergr", "ie2miscdata", "macleish", "muckrock", "nasadata", "oec", "osi", "pewdata", "TCGAretriever")) +df4 <- read.csv("Normalized_fff_2014j_Dataset.csv") +# Select all numeric values +source('~/GitHub/Feature-Engineering-Project/Viz Assignment/Missing Values Plot.R') +setwd("~/GitHub/Feature-Engineering-Project/Viz Assignment") +source('~/GitHub/Feature-Engineering-Project/Viz Assignment/Missing Values Plot.R') +plot(ggplot_missing(df1), heatmap(is.na(df1)*1, scale='none')) +par(mfrow=c(2,1)) +plot(ggplot_missing(df1), heatmap(is.na(df1)*1, scale='none')) +par(mfrow=c(2,1)) +ggplot_missing(df1) +heatmap(is.na(df1)*1, scale='none') +plot(ggplot_missing(df1)) +plot(heatmap(is.na(df1)*1, scale='none')) +par(mfrow=c(2,1)) +plot(ggplot_missing(df1)) +plot(heatmap(is.na(df1)*1, scale='none')) +par(mfrow=c(1,2)) +plot(ggplot_missing(df1)) +plot(heatmap(is.na(df1)*1, scale='none')) +p1 <- ggplot_missing(df1) +p2 <- heatmap(is.na(df1)*1, scale='none') +multiplot(p1, p2, cols=1) +library(ggplot2) +multiplot(p1, p2, cols=1) +#################################### +multiplot <- function(..., plotlist=NULL, file, cols=1, layout=NULL) { +library(grid) +# Make a list from the ... arguments and plotlist +plots <- c(list(...), plotlist) +numPlots = length(plots) +# If layout is NULL, then use 'cols' to determine layout +if (is.null(layout)) { +# Make the panel +# ncol: Number of columns of plots +# nrow: Number of rows needed, calculated from # of cols +layout <- matrix(seq(1, cols * ceiling(numPlots/cols)), +ncol = cols, nrow = ceiling(numPlots/cols)) +} +if (numPlots==1) { +print(plots[[1]]) +} else { +# Set up the page +grid.newpage() +pushViewport(viewport(layout = grid.layout(nrow(layout), ncol(layout)))) +# Make each plot, in the correct location +for (i in 1:numPlots) { +# Get the i,j matrix positions of the regions that contain this subplot +matchidx <- as.data.frame(which(layout == i, arr.ind = TRUE)) +print(plots[[i]], vp = viewport(layout.pos.row = matchidx$row, +layout.pos.col = matchidx$col)) +} +} +} +p1 <- ggplot_missing(df1) +p2 <- heatmap(is.na(df1)*1, scale='none') +multiplot(p1, p2, cols=1) +multiplot(p1, p2, cols=1) +p2 <- heatmap(is.na(df1)*1, scale='none') +multiplot(p1, p2, cols=1) +multiplot(p1, p2, cols=2) +ggplot_missing(df1) +heatmap(is.na(df1)*1, scale='none') +#################### +## Load Libraries ## +#################### +library(ggplot2) +library(dplyr) +library(reshape2) +##################### +## Load Data Frame ## +##################### +setwd("~/GitHub/Feature-Engineering-Project/Viz Assignment") +df <- read.csv("Tidy_Data_fff_2014j_Dataset.csv") +############################################ +## Check for missing values in data frame ## +############################################ +df1 <- subset(df, select = c(TMA, CMA) +df1 <- subset(df, select = c(TMA, CMA)) +View(df1) +plot(df1) +df1 <- subset(df, select = c(id_student, TMA, CMA)) +plot(df1) +aes(df1$id_student, df1$TMA) +ggplot(aes(df1$id_student, df1$TMA)) +ggplot2::aes_auto(df1) +df1 <- subset(df, select = c(x, TMA, CMA)) +df1 <- subset(df, select = c(X, TMA, CMA)) +plot(df1) +plot(df1$X, df1$TMA) +plot(df1$X, df1$CMA) +scatter.smooth(df1$TMA) +scatter.smooth(df1$TMA, df1$CMA) +View(df) +ggplot(visual1, aes(x,TMA)) + geom_point() + geom_smooth(fill="blue", colour="darkblue", size=1) +ggplot(df1, aes(x,TMA)) + geom_point() + geom_smooth(fill="blue", colour="darkblue", size=1) +ggplot(df1, aes(X,TMA)) + geom_point() + geom_smooth(fill="blue", colour="darkblue", size=1) +ggplot(df1, aes(X,CMA)) + geom_point() + geom_smooth(fill="red", colour="red", size=1) +tma <- ggplot(df1, aes(X,TMA)) + geom_point() + geom_smooth(fill="blue", colour="darkblue", size=1) +cma <- ggplot(df1, aes(X,CMA)) + geom_point() + geom_smooth(fill="red", colour="red", size=1) +tma_cma <- cma + tma +tma_cma <- tma + geom_point(data=df1, aes(X,CMA)) + +geom_smooth(data=df1, fill="red", colour="red", size=1) +print(tma_cma) +visual1$group <- ggplot(df1, aes(X,TMA)) + geom_point() + geom_smooth(fill="blue", colour="darkblue", size=1) +df1$group <- ggplot(df1, aes(X,TMA)) + geom_point() + geom_smooth(fill="blue", colour="darkblue", size=1) +df1$group2 <- ggplot(df1, aes(X,CMA)) + geom_point() + geom_smooth(fill="red", colour="red", size=1) +visual12 <- rbind(visual1, visual2) +p <- ggplot(visual12, aes(x=ISSUE_DATE, y=COUNTED, group=group, col=group, fill=group)) + +geom_point() + +geom_smooth(size=1) +df1$group <- data.frame(df1$X, df1$TMA) +df1$group2 <- data.frame(df1$X, df1$CMA) +visual12 <- rbind(visual1, visual2) +visual12 <- rbind(df1$group, df1$group2) +df1$group <- data.frame(df1$X, df1$TMA) +df1$group2 <- data.frame(df1$CMA) +visual12 <- rbind(df1$group, df1$group2) +View(df1) +df1 <- subset(df, select = c(X, TMA, CMA)) +visual12 <- df1 +p <- ggplot(visual12, aes(x=ISSUE_DATE, y=COUNTED, group=group, col=group, fill=group)) + +geom_point() + +geom_smooth(size=1) +p <- ggplot(visual12, aes(x=ISSUE_DATE, y=COUNTED, group=group, col=group, fill=group)) + +geom_point() + +geom_smooth(size=1) +p <- ggplot(visual12, aes(x=X, y=TMA, group=group, col=group, fill=group)) + +geom_point() + +geom_smooth(size=1) +print(p) +print(P) +visual1 = data.frame(df$X,df$TMA) +visual2 = data.frame(df$X,df$CMA) +visuals = rbind(visual1,visual2) +View(visual1) +visual1 = data.frame(X,TMA, data = df) +visual1 = data.frame(X,TMA, data = df) +visual1 = data.frame(c(X,TMA), data = df) +visual1 = data.frame(df$X,df$TMA) +visual2 = data.frame(df$X,df$CMA) +View(visual2) +df1 <- subset(df, select = c(X, TMA, CMA)) +tma <- ggplot(df1, aes(X,TMA)) + geom_point() + geom_smooth(fill="blue", colour="darkblue", size=1) +cma <- ggplot(df1, aes(X,CMA)) + geom_point() + geom_smooth(fill="red", colour="red", size=1) +tma +cma +`names<-`(visual1, c(x, score)) +visual1 = data.frame(df$X,df$TMA) +colnames(visual1) <- c("X","Score") +visual2 = data.frame(df$X,df$CMA) +colnames(visual2) <- c("X","Score") +visuals = rbind(visual1,visual2) +visuals$vis=c(rep("visual1"),rep("visual2")) +ggplot(visuals, aes(ISSUE_DATE,COUNTED,group=vis,col=vis)) + +geom_point() + geom_smooth() +ggplot(visuals, aes(X,Score,group=vis,col=vis)) + +geom_point() + geom_smooth() +TMA = data.frame(df$X,df$TMA) +colnames(TMA) <- c("X","Score") +CMA = data.frame(df$X,df$CMA) +colnames(CMA) <- c("X","Score") +visuals = rbind(TMA,CMA) +visuals$vis=c(rep("TMA"),rep("CMA")) +ggplot(visuals, aes(X,Score,group=vis,col=vis)) + +geom_point() + geom_smooth() +ggplot(visuals, aes(X,Score,group=vis,col=Assessment)) + +geom_point() + geom_smooth() +visuals$Assessment =c(rep("TMA"),rep("CMA")) +ggplot(visuals, aes(X,Score,group=vis,col=vis)) + +geom_point() + geom_smooth() +ggplot(visuals, aes(X,Score,group=Assessment,col=Assessment)) + +geom_point() + geom_smooth() +#################### +## Load Libraries ## +#################### +library(ggplot2) +library(dplyr) +library(reshape2) +##################### +## Load Data Frame ## +##################### +setwd("~/GitHub/Feature-Engineering-Project/Viz Assignment") +df <- read.csv("Tidy_Data_fff_2014j_Dataset.csv") +################################################## +## Create Data Frame of only CMA and TMA Scores ## +################################################## +df1 <- subset(df, select = c(X, TMA, CMA)) +tma_only <- ggplot(df1, aes(X,TMA)) + geom_point() + geom_smooth(fill="blue", colour="darkblue", size=1) +cma_only <- ggplot(df1, aes(X,CMA)) + geom_point() + geom_smooth(fill="red", colour="red", size=1) +################################################################################### +TMA = data.frame(df$X,df$TMA) +colnames(TMA) <- c("X","Score") +CMA = data.frame(df$X,df$CMA) +colnames(CMA) <- c("X","Score") +visuals = rbind(TMA,CMA) +visuals$Assessment =c(rep("TMA"),rep("CMA")) +ggplot(visuals, aes(X,Score,group=Assessment,col=Assessment)) + +geom_point() + geom_smooth() +TMA +tma_only +cma_only +cma_and_tma <- ggplot(visuals, aes(X,Score,group=Assessment,col=Assessment)) + +geom_point() + geom_smooth() +na.omit(df1) +df1 <- subset(df, select = c(X, TMA, CMA)) +df1 <- na.omit(df1) +######################################## +## Plot average scores on assessments ## +######################################## +tma_only <- ggplot(df1, aes(X,TMA)) + geom_point() + geom_smooth(fill="blue", colour="darkblue", size=1) +cma_only <- ggplot(df1, aes(X,CMA)) + geom_point() + geom_smooth(fill="red", colour="red", size=1) +######################################## +## Plot both assessments on one image ## +######################################## +TMA = data.frame(df$X,df$TMA) +colnames(TMA) <- c("X","Score") +CMA = data.frame(df$X,df$CMA) +colnames(CMA) <- c("X","Score") +visuals = rbind(TMA,CMA) +visuals$Assessment =c(rep("TMA"),rep("CMA")) +cma_and_tma <- ggplot(visuals, aes(X,Score,group=Assessment,col=Assessment)) + +geom_point() + geom_smooth() +TMA = data.frame(df1$X,df$TMA) +colnames(TMA) <- c("X","Score") +CMA = data.frame(df1$X,df$CMA) +TMA = data.frame(df1$X,df1$TMA) +colnames(TMA) <- c("X","Score") +CMA = data.frame(df1$X,df1$CMA) +colnames(CMA) <- c("X","Score") +visuals = rbind(TMA,CMA) +visuals$Assessment =c(rep("TMA"),rep("CMA")) +cma_and_tma <- ggplot(visuals, aes(X,Score,group=Assessment,col=Assessment)) + +geom_point() + geom_smooth() +cma_and_tma +cma_only +cma_and_tma <- ggplot(visuals, aes(X,Score,group=Assessment,col=Assessment)) + geom_point() + geom_smooth() +cma_and_tma +df3 <- df1 +outlierTMA <- function(df3, var) { +TMA <- eval(substitute(var),eval(df3)) +na1 <- sum(is.na(TMA)) +m1 <- mean(TMA, na.rm = T) +par(mfrow=c(2, 2), oma=c(0,0,3,0)) +boxplot(TMA, main="With outliers") +hist(TMA, main="With outliers", xlab=NA, ylab=NA) +mo <- mean(outlier) +outlier <- boxplot.stats(TMA)$out +TMA <- ifelse(TMA %in% outlier, NA, TMA) +boxplot(TMA, main="Without outliers") +hist(TMA, main="Without outliers", xlab=NA, ylab=NA) +title("Outlier Check", outer=TRUE) +na2 <- sum(is.na(TMA)) +cat("Propotion (%) of outliers:", round((na2 - na1) / sum(!is.na(TMA))*100, 1), "n") +cat("Outliers identified:", na2 - na1, "n") +cat("Mean of the outliers:", round(mo, 2), "n") +m2 <- mean(TMA, na.rm = T) +cat("Mean without removing outliers:", round(m1, 2), "n") +cat("Mean if we remove outliers:", round(m2, 2), "n") +response <- readline(prompt="Do you want to remove outliers and to replace with NA? [yes/no]: ") +if(response == "y" | response == "yes"){ +df3[as.character(substitute(var))] <- invisible(TMA) +assign(as.character(as.list(match.call())$df3), df3, envir = .GlobalEnv) +cat("Outliers successfully removed", "n") +return(invisible(df3)) +} else{ +cat("Nothing changed", "n") +return(invisible(TMA)) +} +} +outlierCMA <- function(df3, var) { +CMA <- eval(substitute(var),eval(df3)) +na1 <- sum(is.na(CMA)) +m1 <- mean(CMA, na.rm = T) +par(mfrow=c(2, 2), oma=c(0,0,3,0)) +boxplot(CMA, main="With outliers") +hist(CMA, main="With outliers", xlab=NA, ylab=NA) +outlier <- boxplot.stats(CMA)$out +mo <- mean(outlier) +CMA <- ifelse(CMA %in% outlier, NA, CMA) +boxplot(CMA, main="Without outliers") +hist(CMA, main="Without outliers", xlab=NA, ylab=NA) +title("Outlier Check", outer=TRUE) +na2 <- sum(is.na(CMA)) +cat("Outliers identified:", na2 - na1, "n") +cat("Propotion (%) of outliers:", round((na2 - na1) / sum(!is.na(CMA))*100, 1), "n") +cat("Mean of the outliers:", round(mo, 2), "n") +m2 <- mean(CMA, na.rm = T) +cat("Mean without removing outliers:", round(m1, 2), "n") +cat("Mean if we remove outliers:", round(m2, 2), "n") +response <- readline(prompt="Do you want to remove outliers and to replace with NA? [yes/no]: ") +if(response == "y" | response == "yes"){ +assign(as.character(as.list(match.call())$df3), df3, envir = .GlobalEnv) +df3[as.character(substitute(var))] <- invisible(CMA) +cat("Outliers successfully removed", "n") +return(invisible(df3)) +} else{ +cat("Nothing changed", "n") +return(invisible(CMA)) +} +} +outlierTMA(df3, TMA) +outlierCMA(df3, CMA) +outlierTMA(df3, TMA) +outlierTMA <- function(df3, var) { +TMA <- eval(substitute(var),eval(df3)) +m1 <- mean(TMA, na.rm = T) +par(mfrow=c(2, 2), oma=c(0,0,3,0)) +boxplot(TMA, main="With outliers") +hist(TMA, main="With outliers", xlab=NA, ylab=NA) +mo <- mean(outlier) +TMA <- ifelse(TMA %in% outlier, NA, TMA) +boxplot(TMA, main="Without outliers") +outlier <- boxplot.stats(TMA)$out +title("Outlier Check", outer=TRUE) +cat("Outliers identified:", na2 - na1, "n") +na2 <- sum(is.na(TMA)) +cat("Propotion (%) of outliers:", round((na2 - na1) / sum(!is.na(TMA))*100, 1), "n") +cat("Mean without removing outliers:", round(m1, 2), "n") +cat("Mean if we remove outliers:", round(m2, 2), "n") +cat("Mean of the outliers:", round(mo, 2), "n") +response <- readline(prompt="Do you want to remove outliers and to replace with NA? [yes/no]: ") +df3[as.character(substitute(var))] <- invisible(TMA) +assign(as.character(as.list(match.call())$df3), df3, envir = .GlobalEnv) +cat("Outliers successfully removed", "n") +if(response == "y" | response == "yes"){ +} else{ +return(invisible(TMA)) +cat("Nothing changed", "n") +return(invisible(df3)) +} +outlierCMA <- function(df3, var) { +} +na1 <- sum(is.na(TMA)) +na1 <- sum(is.na(CMA)) +m1 <- mean(CMA, na.rm = T) +hist(TMA, main="Without outliers", xlab=NA, ylab=NA) +par(mfrow=c(2, 2), oma=c(0,0,3,0)) +hist(CMA, main="With outliers", xlab=NA, ylab=NA) +boxplot(CMA, main="With outliers") +m2 <- mean(TMA, na.rm = T) +mo <- mean(outlier) +outlier <- boxplot.stats(CMA)$out +CMA <- eval(substitute(var),eval(df3)) +CMA <- ifelse(CMA %in% outlier, NA, CMA) +boxplot(CMA, main="Without outliers") +hist(CMA, main="Without outliers", xlab=NA, ylab=NA) +title("Outlier Check", outer=TRUE) +na2 <- sum(is.na(CMA)) +cat("Outliers identified:", na2 - na1, "n") +cat("Propotion (%) of outliers:", round((na2 - na1) / sum(!is.na(CMA))*100, 1), "n") +cat("Mean of the outliers:", round(mo, 2), "n") +m2 <- mean(CMA, na.rm = T) +cat("Mean without removing outliers:", round(m1, 2), "n") +cat("Mean if we remove outliers:", round(m2, 2), "n") +response <- readline(prompt="Do you want to remove outliers and to replace with NA? [yes/no]: ") +if(response == "y" | response == "yes"){ +df3[as.character(substitute(var))] <- invisible(CMA) +assign(as.character(as.list(match.call())$df3), df3, envir = .GlobalEnv) +cat("Outliers successfully removed", "n") +return(invisible(df3)) +} else{ +cat("Nothing changed", "n") +return(invisible(CMA)) +} +} +outlierTMA(df3, TMA) +outlierCMA(df3, CMA) +View(df3) +outlierCMA(df3, CMA) +tma_only_no_outliers <- ggplot(df3, aes(X,TMA)) + geom_point() + geom_smooth(fill="blue", colour="darkblue", size=1) +cma_only_no_outliers <- ggplot(df3, aes(X,CMA)) + geom_point() + geom_smooth(fill="red", colour="red", size=1) +TMA_outleirs = data.frame(df3$X,df3$TMA) +colnames(TMA) <- c("X","Score") +CMA_outliers = data.frame(df3$X,df3$CMA) +colnames(CMA) <- c("X","Score") +visuals = rbind(TMA_outleirs,CMA_outliers) +TMA_outleirs = data.frame(df3$X,df3$TMA) +colnames(TMA) <- c("X","Score") +CMA_outliers = data.frame(df3$X,df3$CMA) +colnames(CMA) <- c("X","Score") +visuals = rbind(TMA_outleirs,CMA_outliers) +visuals$Assessment =c(rep("TMA"),rep("CMA")) +visuals = rbind(TMA_outleirs,CMA_outliers) +visuals_outliers = rbind(TMA_outleirs,CMA_outliers) +visuals_outliers = rbind(TMA_outleirs,CMA_outliers) +visuals_outliers$Assessment =c(rep("TMA"),rep("CMA")) +par(mfrow=c(2,2)) +ggplot(df3, aes(X,TMA)) + geom_point() + geom_smooth(fill="blue", colour="darkblue", size=1) +ggplot(df3, aes(X,CMA)) + geom_point() + geom_smooth(fill="red", colour="red", size=1) +ggplot(df1, aes(X,TMA)) + geom_point() + geom_smooth(fill="blue", colour="darkblue", size=1) +ggplot(df1, aes(X,CMA)) + geom_point() + geom_smooth(fill="red", colour="red", size=1) +install.packages("gridExtra") +library(gridExtra) +grid.arrange(cma_only, cma_only_no_outliers, tma_only, tma_only_no_outliers, ncol=4) +grid.arrange(cma_only, cma_only_no_outliers, tma_only, tma_only_no_outliers, ncol=2) +outlierCMA(df3, CMA) +######################################## +## Plot average scores on assessments ## +######################################## +tma_only_no_outliers <- ggplot(df3, aes(X,TMA)) + geom_point() + geom_smooth(fill="blue", colour="darkblue", size=1) +cma_only_no_outliers <- ggplot(df3, aes(X,CMA)) + geom_point() + geom_smooth(fill="red", colour="red", size=1) +## Plot images to compare outliers and non outliers ## +library(gridExtra) +grid.arrange(cma_only, cma_only_no_outliers, tma_only, tma_only_no_outliers, ncol=2) +TMA = data.frame(df1$X,df1$TMA) +colnames(TMA) <- c("Student ID","Score") +CMA = data.frame(df1$X,df1$CMA) +colnames(CMA) <- c("Student ID","Score") +visuals = rbind(TMA,CMA) +visuals$Assessment =c(rep("TMA"),rep("CMA")) +cma_and_tma <- ggplot(visuals, aes(X,Score,group=Assessment,col=Assessment)) + geom_point() + geom_smooth() +df2 <- na.omit(df1) +View(df2) +colnames(df2) <- c("Student ID","TMA","CMA") +######################################## +## Plot average scores on assessments ## +tma_only <- ggplot(df2, aes("Student ID",TMA)) + geom_point() + geom_smooth(fill="blue", colour="darkblue", size=1) +cma_only <- ggplot(df2, aes("Student ID",CMA)) + geom_point() + geom_smooth(fill="red", colour="red", size=1) +grid.arrange(cma_only, cma_only_no_outliers, tma_only, tma_only_no_outliers, ncol=2) +tma_only <- ggplot(df2, aes("Student ID","TMA")) + geom_point() + geom_smooth(fill="blue", colour="darkblue", size=1) +tma_only +tma_only <- ggplot(df2, aes(Student_ID,TMA)) + geom_point() + geom_smooth(fill="blue", colour="darkblue", size=1) +tma_only +colnames(df2) <- c("Student_ID","TMA","CMA") +tma_only <- ggplot(df2, aes(Student_ID,TMA)) + geom_point() + geom_smooth(fill="blue", colour="darkblue", size=1) +tma_only +cma_only <- ggplot(df2, aes(Student_ID,CMA)) + geom_point() + geom_smooth(fill="red", colour="red", size=1) +cma_only +grid.arrange(cma_only, cma_only_no_outliers, tma_only, tma_only_no_outliers, ncol=2) +tma_only_no_outliers <- ggplot(df3, aes(X,TMA)) + geom_point() + geom_smooth(fill="blue", colour="darkblue", size=1) + ggtitle("Computer Measured Assessments") + labs(x="Student ID", y="Score") +tma_only_no_outliers +tma_only_no_outliers <- ggplot(df3, aes(X,TMA)) + geom_point() + geom_smooth(fill="blue", colour="darkblue", size=1) + ggtitle("Tutor Measured Assessments - No Outliers") + labs(x="Student ID", y="Score") +cma_only_no_outliers <- ggplot(df3, aes(X,CMA)) + geom_point() + geom_smooth(fill="red", colour="red", size=1) + ggtitle("Computer Measured Assessments - No Outliers") + labs(x="Student ID", y="Score") +tma_only <- ggplot(df2, aes(Student_ID,TMA)) + geom_point() + geom_smooth(fill="blue", colour="darkblue", size=1) + ggtitle("Tutor Measured Assessments") + labs(x="Student ID", y="Score") +cma_only <- ggplot(df2, aes(Student_ID,CMA)) + geom_point() + geom_smooth(fill="red", colour="red", size=1) + ggtitle("Computer Measured Assessments") + labs(x="Student ID", y="Score") +grid.arrange(cma_only, cma_only_no_outliers, tma_only, tma_only_no_outliers, ncol=2) diff --git a/CMA Outlier Check.png b/CMA Outlier Check.png new file mode 100644 index 0000000000000000000000000000000000000000..fa4b8b3706aa06521db7302099c4b926d682e654 GIT binary patch literal 6164 zcmd6rc|25K|G=lOB1=S~g^@OEgh3djNJ3LdWG!kMdr}y~D3qe26uOF`vX!MUW30)R zxEWhw2HCE4Y-5|o^1IXb`#jI<^?Ut(uix`L|2)5Wz3x5dv)pq&=X}mR_dVyqnbW3Q z1a=7^5Qr^iCymb`5Pv}MCAXOe)(o;dufs*$8H@8KaEU*>1e?ef|3g5lV z8IIw2Ev&7~yRY|rTUhhFai}kQyqK-Rx=W}hiQo(#x8+{9bv0a{y#sM{I|nv_;kTi| zBgM&O%25j$hE6D-M(YxXbW`VwRQzUIu=q96#(}Y-wVsv5BxZjKv3wr#w=E#MNrqBZ zDTJNHHnmj_Jf68BewsM3k_4j`DGgQL1irf4(Chplddi9Z1TAo4!`JRp^wE_rhb5cp z?2`TOBRQ5BOw1GyO2(v1=qvN^a2k7};|C*)$SCe5T95ofC#!{Onn*=WL`*aaUJKQf z3cE~V%j@EtzLzhI5ZTd?Wv=<>#>;+_p}BID!$K&TTF|Jm2#OQ|n~y(N4Ua$Ad7z(4 z!yc_pyo$yd2xwPiDr%47I?Bdk3{i#{BXjLjY+9MwGF97o&AFxG5|5)1%XiXHLi|yg z5+|iCc-76*`&_${T7tpK%q^o2%DH0S-{vqsu+0B}hc&nyOvt2;SgGbJ6Mqrk4!dT~ zEi9h77<}r-`$AM_Bw=EjCW?}2Og)n4Z$F$u{O}og%s%dyF7hV(Z^g$4>V)g@&r@Tl9da zs!37SRj9@ zcEV79H_~~fXFsYzfbLecG_-pzP?MsDW?F1a@Buq!#QaRRQ9cq2y&kc9rJZe5el&(o z1CcZO?0aY@&@%sfJvir88K_`++fYQ@l5#_ST<{IPFq`q(yvaF_H%euy{*hjVZh-C0 z5lVyBkf_JhK_d^AE8(zXRRa4=S4~;P$?nRcnzFH=Z}t0%Z=bLr%f{HUmPUq~RRSkM zwpH&|%M0!1w=!=Mkx`>mH;m7)=L9>i?4G-?shv<>S@N!LdfkO6#IzG0d11AU6@=?r z5%|lTS}^NQM5#H4K48}$ZIN>5SkiL%7;`7h%&Fwgn=Lopszdk<9pb#c?EB7en!J!8 zGor9EAY-Gpp17#Z;-r}^wk@?0caK`>Gb`Ues@hJyhsJ{Dl3$_7=#(+Jin^7L_a{EH z=gnL8m)0;gg@jPUN=UAF!QXBh(0Bgjz2qPJ4^j!Nf6&F-%!flNa3GD(1pm`>2%x@U zHWF(ew`5pX^5VuR6811*9E~S&xS%+(>x7h;C81z7gb$y{I=C;7cS_tZwrB@N)cQMO$!*nh?OL z>--Vy7SyYx)=$6_mROQ-cH z&jMK?#oQ-o!H8qb`@`o=!yulm?xxBax?(7q+h_D#bUL1p*oeOcu#Fci4TJbKhV?Y& zf+}@@NcLzC>QKs?cA9kr0t`pTHISvi`U{$-{Qal4oaF-oHi0d{km9keDNumF)yWI- zH|-xouJ1~~@*eT0&kyv(zh?i)_ExX1Z)yqdRXlbZQkK6bBgZSJ1z!7MY2?J38Latf zoPl5N5pUPD`SDoZ0Q4EQI2x}rew3AKoWb_BLa&kqsYziakj_-e!l=7$Da7%zmY~PV zSUl@QS36RWIQ>#cBe+Ql9LaGJcuHHTw?T{mc$IQGQJp|wI$aC8x~N3v(5|!dfI-=yQkrUka+>I;2x=7j;wpLyit zs(pwO-0c3kJ%qyagU!Fgmx)b=C^t@Moe}?=$8&rE; zdZL0O9@GSxr=m5`(DQg(xYsN<;xD?nbzLsJW>2oy`MCo&!vn*G^pdK^Ph#nE1^!pA z59;WEOtSsG+Qu2NgK~NP`+ZHPHjKF$xbZvP$6nnAHj~)*$M<$Qyeq#$j56!5WAV@! zdb5noxsIrf-ssS)j0$DkTH*>Sg%V{nKQ9gv;!+@f75OxF`;`oQlwcIjK$Gg0JfyV- zS7y^%} zrN&42*H}8THcnaBxKJxgNfd*?35r19{#^Xi=wiQqC8V}t^#H6OQH3AE$vcsUf4Zay z{Q+0&^6-BwDSq6Y)NEh7=V|B4g>RX?rZr(M8;4Ta{dKVi;uBx9h0x1KT-*V<{QJ8* zZyi`w)KzP3`+>^qO<`uD$9o-&SjBY@sx(7q&bAS5T6$C_tGk2m678N6x4%lHXr~a35Z>8JYkF z<3H{8!qwv?Uf+ZjDQ<0XX!a;2$2X{gPj8B&hg*wfpr(r-tq1ffiq4xoFwG6LQ%^3n zA3W-OqXk|1fnA>COH%E^A-7Zv_+Imn8ja=y`*(>n3sg-XOF3e>D0CEY!XQMws|D@W zD(clciAzR}-PiK*M`3`Q#!1?GfSjdn8ki&v#vPPyfxyR*S=?hB3v0@HV`f^2FL?cr z{rZ1_N4c*Yzq6k2#tTaqp4Yq*$hYSe0=?(DFj>N&_pZvooxrMJb!q%<$n6Hh^IdD^ zN9P_!ekKoLqMkO%8K!e&cssp!`&8om&nyl?R)2b)Q|Ys?As5l9LiC2WE3X=~P=tc$ zCfelmt&Z@IGEs)1s4_o(T(U~Km1o3Q%F=vgCGh@ufwub=(Az0x@s_SUr_zCZ&|^f5 zhISO@vGm1vPVYmhCK%FRRLw|seIq`f`!tDDxhvfxyq&q+=kpq+&BADC>~P>g0cRLijiS~~sz@DZ{O^F#XZ~8_~_=yU8%Xz9t@-G4Yf4nv0w`@0?_dV;FJZo!-MxW-zgjKSxcNDYyA%|cJRs~qm zN|l6iMfvgP0UM5s^$WyytI1Ps@5#@Gn2TXB88t& zm9wg2V-?zgJ{Vn@6mjt4WrD_K)G=fNq;)>y6@U9&4t3PgWy-eeh%Q;%wby?}j8(2z zk?WA3u->aFa<^qO-T_ETd>@lEOefBs0}!D|dBA)4(q0duz4b`ncz%UbE-8nvna4zO zX%KR-=!ts}Fd`-!W8tUGZiJPyDOU^G03yg=UcvFqPxVA}M`s3gI zm%_4jGq6)AKai*m)8QgGa$u>u^h;pcYv|^oJ34DL&)J!^`uke(mhs*|TTuirSl(*p z=YmZ3i}`5N=Ugp_Ln`srJy;t(f=l(d^K9(Mrt-ET@#~K=uHCy>XSx5Xs2$@WPKN!O{$i?KWowljRTpAvF*dy(bw!Y7|m1bPsg(HzUnceY(-vKJH1*22m{ z4}-Sr2U9lHHg$h+?sQJUpY;81NYXZC70ysv2hxqzFp+jftVtu*c}+v_Z#lrq3BO3v0R(SDIF(Nkvxyw$`&UM+hTnYJEdXHd{pQmPv|#n$Z1g|1aODkN zy>0Ci34a0Lz#qxr+I_=0zBDu;xV#U|tp%&kxtod+?iGeXj^^rxcA%Vs zrm=Jd?;!=xM{T7%My#!G?`2loWGVPO3Wo~fcclrZZZbi|6tr)>wfT^I8vZ40K8}O4 zGN=qcw=K8OqSUxu=D$0*8MX9nK&3n^w$CM#j*MBNQJB{-I^W!T(g%5t_4A$m9FXFF zt9ZB`+Mp>?S)w`cO0nk!7eGIxk}t;`Wvy+nuwv~@UmXWJWmQw0TxsY}8&Hzp%M=s( zXbc`{zC%?ul%aaa@{5RQuwU3is2>(J4Y?G_;Hefg>u)tQm1ZB3|B53r#4(l3V??t9 zK(oC`#`ul4;L4n@F1zPA$ut5T`ODhQ#paYeZm8KR8sN^tCMWk%u2&Ld zVKkyrq!QFxo3rT7BX$26%gubVjr)DwQ7-tyAbkhI8Te(%jvw_yrBLD7g7ewz0NZI& zU}=Kl+6e~r-ROB~AQHyvnt}-lfS@3&imu(4=18G2%=z*Ca!55V(+J4v)E7aNDT}}1 zy|gH^XdDxJe2k*WS0o%l`sRAG|lHq^2cZm3G+MUm^hN8cdy)*Ps< z*W4n3-^LDG5~7qttrVNv+XW{ug&a|K(jQJ+#-S<^YSF&rN8h;J61TeZ0ZW^}kZ?G9 z*<;M3tO^p<2c1*s`7JuK%D=`09_1H7p8z8tuc$#v)Z@2l)C94)&o=1OrS{RvPVYu- z6@L$8N78F{#O5L%kP`+~7{N2JHPxSlccwA4pLiHtqVJLh2fI*jwx{|(Y%Nf zNX4f;Ti})CbbujL?+?xukE@jeZ$07%>!NzzOac7h zwyV?rVGX zb=t9TB;$vFa~P!i$p9%QX&rs1qJO{H590q9h1-wD{y+i`xluERA}M1G*J(aXEze0=k6}t3H=izCL1~ zx2g74b4L{x*L$s_mG~Chx2aafDJW;lcc%hUW>xBS?GulaoM0v`zu_PuTYAmSTVx^Y v&CMlh$u(aAsoCY2(~um%{!F%&WqR literal 0 HcmV?d00001 diff --git a/CMA and TMA Side by Side Comparison.png b/CMA and TMA Side by Side Comparison.png new file mode 100644 index 0000000000000000000000000000000000000000..b7b1c637f51d249047286bf9392af68d4de81b85 GIT binary patch literal 38968 zcmafacQjmI^slH9okS-@OA&-oMrKBDQKKX}(TP5SnP@?xM(<@t@0}2W=$)%Zgy@Wt zXrm3no9}z?_vc%0*37zd&)xfT*E#p>d-mCTeh_nt;HLfFO!MTAD!GjzBt&z|M}qu2D=(41WRNBu!u^ zjsMu$Nyo)W$IWa0_i@$KjL~#0*Nhp!YvOh6@IrW{xH!AUM!Uuv{AE{7S69s#S6BSE z+_ilD^Ji?#|JI4ojEVX0LV3)O`DZ=S!IpTD_TFLzzPx!K*_ z#eV*LgYP09vC$4MikJIOX}$ag4{-CJ9$xn5=EiNy_ZU9_U6Xs^OyUqiCG*d$o_ zZfZg3&5cPTr>tF11VcLc-5|m;QCI}ifXaGAcu0t#{!E+Z>q_G4{83KlCkbq72nPYv+dMc#CL7+%G*kofB}2F-egWuw(c2 zkdhL`njR9_()dZaIDR4zD|++V{j1b<|MpgKYT)I#h3`Mt<FW zOxa_#uQBxuKi+sk!s|8AF^YuO=YiQB$MK35GZL=Jbu2?L7|u;#z#bZVU~{BJ7MJ-| zCXD^>`f3R>;9*+p6nfx&!PdO}&GkXXY5w;>Z=}KH^@^{zbAJ?%#`*Tf5`=BOLyMuTO(KBr#;UHZ`q$0QOlUsc~&f0bI4fj~pOa*meE zfA!(VUS+PoTXQ2EQ-GmEX)Ruc$+cFZ6k@LH5~K2WaPgjp>pC+`Dz5^rW}5(Nm14~< z4+gJ*50^h7_iXkoad9TIxECCAPZo&Cto|i$FX z4w^%Y|6xXvUDQndhYzU(ret*eSZhAce(qj(=SmUrm!>CXe-Ob??y~UMmc>>ZKz>qL z6L7iS8m>ptkaw-)kglE$|BZ07FY45{m3Om6s-?Spw!b*LT`Gnxo2hMpW)F|*K2A1g_ptinVp1rWFSvs{G#ZsLf%>4(_Q!q#Oe!;Q-0u*c_|>S_{vKJw z0ld)Gb+$#G&ZxD~#6To2FOXF#8hpQZHouzsispKZdVLxD9{X?k`UFd7n+0L-F{;p3 z4i4(=&EQG;-rr2#&tC5JsQ9;rGr&Zx z_@_^0%3!oZslKJuw@I5x+~86JcZ_7Bx6u?R7`;31%-VLZ-M$;wuE_cE_UifOq1f0LU1a6lb3~fG~-(RG06h*%d-4EMY=)m0TO}P9jRff9%*R&FAzUo^T zD*1P#dtl`oRq;OR-^NDGTd;+(@SmvJwJMtfk!bMC?R??Ox5YOtr_0*V()SbhKMLC) z?|=0vW{P>^c}#DY4*M!aaG=eduvPwR6K`W`b1RM`*1lfVoc=PWP4^QszlZKK$i;a7 zH|vD!IsA?rjKv+3>wFvxfZ+;r_8D)x|KG{~?=3800L(XRTonI=UM^6LkK$SnE(~es zB4Iv6UcxX*vW6X8mERue)~4SpsKwAWUWk3X4D;=%nJp(1YjooGsQBy;94=dq+8@HW z2Dy&e&tMC)7VCl0Tb0Q6C+KgtTEJ)nAk`BI{6D~Sp@C=fvu0;2XMoH@7~M_9;jidoLW6!6cmcnL^$!I%7B zx18Uerx>+g!d> zELV)rzxG`(6eE74mlm)6s57u(Qr4}m4uJtrq5Iw1MVekI1wL&U43n+{jw~wDvfd2h z!acDThd{vO0hZC~Jk0!R^Dat8=6f{e2}I`gRYp9<7D){O&e=cMhoXd!ul$^aFpCuI zE?=5TiOwUQ3DVqkfIXY(MOMuxP?oJ<%(YYemD`ELtI0FFc+Ddfs6X^K`l11nAu7A zUt1THTiPb}&<`>?B|J4d4hKBnJ>CC!* zYP*_p_*i^H`4&zQB`l9sUvi4yHIKsRNxW?bh6UxYQNFN`n`$gS+ff3YpOs)!oYv!5 ztLu?&_=-!YFsT=6-Z+yVnVas|dmp*%xwnNQG5H~W?B}0>X(P?B2*a#xT!G#QgM@#W z+oRXFa2xX}N+(yr!{aCEjjQiB6;Y|C%6~2?NQMh$Q6G}}gw7l>nwPXDS#l>=330E- zu_un^bvE!tl=doOLaBimIFrXlyx$i2xQnBlPkBC#O&KcKGg#2~M0r<}7C4c`s1SVF z<6oK*_RKw&zswqgUthKEfPa}nUYpxci7sx0PgfdVj$Y!Yr9c29pR^Uc9L4s;Y~qOQ z;w$xR(iv;I}0d7_XKj`}t%;Ob0Xkb>cH_>zJG`mo@WR?Tf3 z2`G%s9k~?z_Yq1vACW<$KJLeX($2xH0>Cg=GG*oo^n%mq>u4n6^&}RX-sDL(HKND} z#_|~pAv@WZFQ})FN|)=H3e1X_@wRI&v{gUR+MrKVa~Jq$g!q0mo~iV1&PZAtD~~F6 zfPKPnjy@MtK0n1uMq>0F+KW(^Tl8NF5=k zogi+eP*8s&Dj)ZXiNBM{AjW@!;+9Ed)0ZhT=U>ht(BR zY#g$i_<0-4X0s#)QYEh;d=Vc`oAdT^vJTce!zpu1aH6{>}R}Dd^$EcHd&Z41uH}qeDl5QdL2Q= z-x6g8eBSA$f}K64Ni4JQ$~})O^g`-h)@=}4gS6Cmmz#H=%EA4{ zt5@z#m{K45!ZJ4BZZ!{h*%^EGJcJ4?*ztL;h0l2>+$Xa=X5Tx3g(SSW>t8i*Py6?a zVk|=uUAFTlLHTr*phxs&6JjbRQ}FZ-%982umq;xKSR^KIym9a1j!4j-cBKayeON-M zPu4jE1NyEAn4HK5e|9>SABR;?l%6&wv)@`a(gwtz^0r#FpaNnh;9V}mvl6)&Su63E zqG9?;-_d)MPw%OFndV_&we*?X-ET7l47;{nKlw)u_;Q*jizXyRY|_J}b@ zb6Vb9oGPmSgEuN>fFSRFY@`CgdzO2V$9}wk@HG4doZRd2C=@k}ngCg>;K1}|7_ki{ z>;O#WtT;+Ta>vF{_o)Aj+x@{2A99q8|PFRI@+Mj7@ zug$=$Dk+&SH<2me2Ls~Arg?TYkJNi`0*HV;EvDYLBL5=qL`eAwg;}=|kXCp2))v8O zktbN}vBNMYOn3+Jwxm#dhF)l=2xF6G{>rSmgk<5;nY<^|jc&aTSryK;O-sOk$5Pkh z8oUWt@qW{GPV_?C|yHN}AL<5-tl0M)@8Uhk;oH_U8$v>`jaz{_zpVkalZ zW{l*a&drq*YhF9R=x4<4lkyCoE}Ulw$7Rp(-yDb{$XJ0&7F3n3Uj-FZgrY4&M+ zKG;b+-`DlYM#0cNr9$6MGjA9s1(q0lZ4#SZHN5EswUWMDr;!%A8H&kZax~Ef?y+Sw zct}3@{MbC8{$76?rAeTl`uKUr`mbI7#xt4jeMful!oV+Agi?TSi%zGwh)?#I)zW@ms7OF1)`sIe)CED8$0b; z5)HXZB+*dMu;w-!bG>u9)S7}w)@JNj@*U?oJ&N!&g3c1t3TXC~u%(kq(at?^d}r1J za%ec33?C#G`CO47G1W#5Ptghv2+-1%g_Ne`-RmyBdX|E5=BluH%c5f+7HV6GY6rE%*mj_R|#Sng*#kt>f>lokhJMyH~TQ!Zr{l{pw{P$43HqzvSck=PQxu#&D(<-WRaA`(=98s`3^ zRqhT)G5A=GmesS)8lrT03S}w%IXp2p{L`~dHId{#E+R?TWwNG z1e}760t5tm9*iX3@kzul*+P5*c{p#WjnJK|Z^z#+vW;okWd| z4Jf_5L|={bPnb=^8S2P<&(QRaW65*e!yrvvE5^el3`m}#0a19Ey$1U9s zxfFR1dnaU}VX7{78db=~b_0)2`4)3qw6 z7Sluz^Qx)yq7<(d4=%-DU-$(jDD!#^6!kxITE6S4$i-kzOtn7T_7J5Yh<7mq48F$s zROuMXCbB*oj+IP|FicsQp0<#x%^8(`CVKh8Ae!CS*Ny!XLwL=gx4R|3%GTYwNqF6- zv|ALtxtMNhOpvfK$L*1Zd2@-3d1GXiE>X#|;53hkx1tPXp0`HBl>VFvMklEL{81lK z=tu?hs#-13@TwCi21fhaG)tVyWgS)ABijnSJ2lSk%ehkEVBUv)HuJeL1-0vbOR6s? z)1WW=5_R8Q?lJ4-Tj9f1$2ia?%28q4E3IXm-)o~O8MLM#Law~nMq&l(2DDE5-t;&g zP&P}>jk5{Dxj~Pav?`;0Os$hD3owUaYMHss<8Ze7qtWP~;AwWU4q=>pF|h=%*1h?_g0nQ_o)N9w zmd5;@T%LrQS5yPMVG3_aj%swRHRR$xq(6PUIH&gDlZ}IZ8nxyM<7}Zj(vo z<>XlP7RXn$P+O`~wSl5HpSjPoXT=mDVB(rZX;n|FF|_Ov@(fT;=?@9w3@pn~{@kkS zYsz@Sp=JH!4o2~hv6Q;5F0RH~;@t+%>#9mTZ=pWP88j{Ho~3$oM(p<#4A<4%B!_V zZ^&xesD5zcC+LJjl{#JEpeDkcSq{gy+s%u_Tjj~2`vnI!N{X}Za@Mxh%9)8}Ya5VA z<~i+mXBc`Ec_Q)M_p4maj?+6-SJNLJaGv~CR+GuJT9MTBx_r+?;#5y>1Z*{5o3Z4( z@IjeQ`X53vol;W(eehbt?zUWCbgL z0nP`fH3S5jyUoEBv-}4N&;0@nSI>${uc&W^7S(;*QK(@{FQ{U*R#5g7vsMQ0HZfc* zQ9AKaebp{)jT1Vdd3h=*V&h}$Inq@x*;#bdK8LkA+ewd9#rrGLBX2E~LD9Ng@;GwI zpI2nrx&PG^e1wJ0x8nX97{_1pS(K@1P!of!vCSFNFj!fe^q^dQYe^zrBknJ#jr^y` zAfcXRrPLb#D{0Q|;8%L6j+=y^Zd>jdJ*v7IkVJ_oi9k!u>!$UC)&+uNi>5~qAmaD<>uR* z)<0&;jfU3EF_-ix3ps#IlZuX2J)K;Rlmx81xNasZ5L_LT9;{^i2NWD_KJD^~dxm;$ zPGltXz7VImX}nTfiQ%G6%Dwn84XR*@yRe>=J5%u-M#0Qks8&ZPSttP{J)6<6Sd2I# z(j|_JB<~9`pW4&>X4lu!rFm9UR9}BkC!gKM<0#{CIOUQiA%pOBlQ6w6Va$b1ZZE|h zPSQVzbR{;TP)$LV$#?S*2IAcd8Hv8C^=?=P0p{~O6HJDIi+_w=zz#xCSQI0W3knE8u+afnSHCDH!J5P^&`KBdqr(L5a2F z`(WKrSZI#@ls>V^OMpjyKrTPidWaV=$aq#?mR$C8IAkytN;qFkWR*mUmNCmFI) zBQjK`U-U2&+({}+FS*SKNh+iDhNajb$=Iwsx5IaB`yVuBmKF7PQbm1pS6KjUL4|(3 zZmu{^1~M%1e^4Q&#sHfFM{FeL#5*G!LqRGvC=-wBW0clx4S6*xT0u;_;vh1dsQK*|zZI+5*o8K?b0sv3CZu@l z`Kls7WY9267kVyv(w;4F6#p|IyOYpSQ?Lr}$kEU&1=5TXnhbD}Yfo!uO$oc*_F0X| z)NFLk_1`8Ocu3ov-Io|@=0!)aNN*+Ec>a5luO&p6Uk=bKuiu&EuynRp$U3kM&3)P+ z(C9vqGK(bwYB>(E8A;=&wz&q!FL;epUI-T#^-o{8vad&CoHXD5>}B-GDX}&MqD)rq z0sza4FQTN({WYr>+!HnLR=uVJHq{aB38?!xYBS9cuO6$k_3WF%w?p(T|JKc7-#jl( zENu?juxvu4IX2xB5;b=h6pBkE?M!iqmb0E;6_aHtZGPF6Ab9uACq9NvYX@HWdVw`^ z+r~)LeT3HIoP2}YH`*r0m z>_v`&acH+Iw{vq+4hG@6GIXLZUo`Ib2zmn>z-}FP40q z9CM!Q<%Oo7TP3}5)eNwq{1xa-VfOi%^AU{b5i7YJ%Bh~QQuY@?nXCBQyHb$(E@TyA zPx;fWqCD+!NF`=jRf~#Bm4rs*aikh-moJD)Y8dNII(8!RrDaNC)Q?m*M7QRVgGO{B zL?)X=NZ(?j!U$KOrQPDBpzd}%VH#O#=NHbG(8sMfGGtoNE z&~Uc@U4X(x7clUuNT}0{v;dFJ6OU$pBNfOpUi_+8No<^e0a16s;YL{|j<1mk@hv#_#&2)AxN==cBX;Vr` z;+E*mnAxyVk-snC zN4fvJa*otqxIWnaOZK~j!g{9w!vlXR45Aa_Jt}%id>wN8=b{WnM0*K}Z7Y<62rwDO z;vDvl7G~iE_VR^ZYcwq$lmOKz2P&-3Afl|A9Jcn*tO1vz3;V#Fz}>4`x$l)k_4=#$7Dv~670yrFZwQ&o2%v&i0zB`*)k8SN-Ay=S5!F9Y}45>68;sJjJesD0PSJU!JwU^SHy{ ztW?%?pRzKiZc)Mdbo#K9jn(KwXoA)VoAE260V2~;ncUUTuL?k%j-FeLS@V}g11ybG zw^aPrlmko|$R(tFo6{U_P*7crkUDgX*>~ydn_`0q0pBe?Vfe{KON<;{2j78C<4F~; zFCmhamNwkLedTe8J}RZZt@CY0>`yfMJV5GCfJeiCU7K`!N+t zK2bTCV7-Uh9THxnxu|q_v1hkqBI}@vt%ba{R5@H2hxEdSDp-80{zb2X!LK2b<_RF} zqt@DWLc%*4>0|MbVz1Fd_RV*>QR9BZz(l3BQplM0-M}j^E~L-kwV%|Rl*Av4S?{H! zQ`D(c`iok9RvuaX*tg132-wT{(AEI^GtPG&TO4op6!EUAqr^<}ttENM zwMu|xH}kcs`&(}XJEb|U*>OFZXm4*dq6x=)q)%3ww6PSY7;+TTWY)peE%VL(8PKRY zis3Qp8^{MCbjP-I<}r#Ve?!OL!C?%R&ah-8=Jt>+{0CcLY$pi(VYCxI@xaay)vX>k zcZ%7+9+vza`#pd|QV0Pp{vO)Z4h6P3g`;#=Eo^9Lj!9D5O*v&dSo{?M99b^W-QNd~ zUzy$a4rL~XroLvog>;4Al<+!w;qEjuUsvTZiNbCie?I8!#U10_n;0%>!XK}MFwvX& z*PNhG9@Yei#qPujk-zyXd3cJI*~3J#hX~%nFSy#WNUoF)?Y7IpVHT@FemH0*$*%tYjYn{Ez>X{Tr>!R#~=K}n9 z`#OC8PVrlOoV;oHu9wYC7EW2}AR4&R`AvT4$X$A>tkm%OUo_h74L*$oCpQbzENTYH zTwivdi5;>F=Y(->Wnn(6W0O!*-g^6Y-}C+*I%yRjCHiP%Kb5w$76wm_0_jY6kpmHD zQ>81-ez{@3oqbz~?;beZE)XfRBp*>F#z-G8^1eFnIs4Cd2OsQSi<-&_u`2U*-X{CT zX+N1W8Q*?toA>~kRZ9BYP=1n59LF&>l3$hWPT$`@xJg4}{b#&P;md-o{xdQKC70=; zp_8l$zev=#+OLdX{~TmZWyNK|6-HDF1dCY)3YZ_<+_Q#? zyde({U-J5_Qen)_%y09!Z0$#7n)pG0wD|XsGhY$Ud0l)4wI2fno{W|N=;ClrnukWJ zU8GFp7xbv|iK8AhnR3uPQGx4WH_h=3b4Vqr1q7Ky!+0;eLAOH|iu$J&!0Ml0ZCYaG zwahI_tn+i7c1=~hq=Ee=-2k5f6&{DjQwl$d3tcAi-5ZCvZYP3XFT7=8)nkPIROE=y zFYkMn$g`m?{E5;*De-NbhdAnA#63>GeBT&@bt{^Ogq~5Fl+R{#P%|(3yXim{hx>B# z&pC(hsHNGGuDgjWBZ7&7!Er{jZ6Tf1`y=|{1ofTaLYex7g>a@=N01TpT5tybIjKnH z<0kLzl#Y0Umte~6A;!+1iUF}R@E2GJ;6knD`_oc#QAjpf!Hpq@t?m)$g>>~NQJTi} zYpdFI)|9CJ;j(sxySvR#**WNVG}Z-9k50VY-FaGrHg~U}4kbwpk3UOFaS3mj5rOk>7M)u!e>(IOMLd3RDd=X?JMn62xI{>{hN zq(MHfBx=|?KZP=J*RH4THska@3ysFdd(-kxOu*3?uitOl@mLiFhG0fuvahITOhHP^ zcrBJY7x~GXPs=Fsp``=Q_QW0*Nga$b>HcMmMD;1N8u*n(T!An2JAygvevTL9+$+=` zfyb?xELCz;GxooS9~Z{P->O8Ll4=v~7kf#`etYnBWO5n3f!qQ$f6D#W%>IDPs!Gv2 zu`vdv?rg*En0#1594DiKj?}|^^rnYuhs_LmN$K)JlHSvniOw}l7 zy9{>fFxM=Hw>t2+Jqkk!< zyGO!c$-dM4?+RfI@U`nh*~DpGRh^M#as6XsEE_-6enlep6!3Y1@@2io!jL3eac0G? z;zI~j|CK>qREQ#H1gH3m$|^dR$sQ?|65`QBq>yfUZnNC9W&Vdh#&8xObq1@$q+Tbe zoBWETIU19f@CbU}udBr=IQEr+IfZ4^(qk=amxk9HuX{T-qYNG?&kIFap{E~Y%4y(V*y@G-I` ziUldh>4tD#og_%{M@BID-V;uKkN7F(!M47yb;Zrd^TraCb@p%L2|FWik~zCD3?+Gy z&eqj{i4}7OP#$^5?KlS$G=8FX#VUiCiejC03c~S~O>?X@Yn5eL9<%e*)LK$xeLGCG zwN-=Kzw?eSauB*)#(@RsDk@%d-45E{=5;KL+?Zsi;+7U#6Uo|N_25W3Y+VMs5b*Ll z=}1wWw7$WVvX6{lXO2y?u^%1@(~Fw*ES9~o)jW809SxDBK9=u!ukhF%_V@T+;>g{? z*WH3^q?kr(nu6zrnCl0Rjqhkv?$yNWuk)WkNW{(LwtD!&2F-P!0&H@ID@oEiyCVDR zE+4L26SJR8`B4Ju=&2!yBuhpn+k+UMVavo(nf_NvsrOD6%3tLWHSnzpln+QV_ln1i zhvj2DEA&8T^V{8*!mcAmL}$xM+60ukft79sj9(sxfRDplgXnJDdHRd=buEKNB-QlB z@G&J+YzjlCz6OEa_BaSQTCgO5z7|t>#~~+qeu*7x$vZ^YO%@%1#b_1PQ^|g${d_o- zTb#SVXKirjjj5cjWvF}>bHB?=Xlj9&j}TR2@$~0eDTjx`T-ht*=Uc`~x8Vz{gv+cc zR+{HI&Bkd}XjODOU1U@kRa1o3Bkch&)s$L>W|QWJK1=w>>WOv;&GV5~j*$D=oWG*miLO?|&^g7m1wdq2HPcDp0;GC;si zd?fGh{N0Ic#fLHwvf7BkDa9_2Ien@4p<8i1cLPAJ1KE+_#MEi{VcFm&59t^}h#`64 z(}-nS(d66JCeU_kfn#jAFtKutefd5g)wcrl-O;IFb+L}P62jWx^a<|>iS;_n=uGDsRH>NII=u`IDK63e(22YI2Vk%S?Oayr9C}PI)_%S$WSo(mX)L=9gK^w}az*SHiR{ z>-AnK8K2ccma0(olm)J>=BVG|&y3O^usrk&TyNHyy7x&c_Hd!sI!7dCe5ufA-3S;j z-{xRFPL}EuoLji#`u^cn`Hl0{aNiDTa$0K&3QK&@?rVqrBOIYNGCgn!~CpW;0vi=oP6$ZXDbS2AF(K1o7yV5A-Eh}u;$69 zr6qm+Rwgpx38}uYidWma$K1Rzbr1pR#8XU`f-3`E^O=iv4#rqd6kc778GBc$Wpuk) zox;~##1oc5Q&}9SjD`HDQU&^_7Oc~xKIE=BRQ=Sv(#hEU_F`yjSBJW1tPO=?D2pa< z(&6Ye@^pA(JvcLwn#1-Gy>OE@Xb9tN;f`2;d;MaP#c`D+!bZ%V#YcK&lc_d>+{;*Q zBTRr+P`g)gDF~JNS4`c}T(?9YEh)#JSk+?!|(#k}1GFZ2!e@lmueDCn)}+G5@91}fQckkk)~q`%&`5E%+u4zRTs z^UQYl`sK59&ie2&E!0+h$Z!cHtBx5M^o&MM+C?3l1$KX z%m>j?saNJg!%FFkwc^bME!mkoIyyp$OIz&mPA*Q)yAJ(Uf3H@yQo=I4{@m`I<3J0&6j$J9UaC*51F?VN^w0*eVp;@x7Oq+CnMCU7;ta6s$mVYgv&eyJNp$PATU!F## z5(vEV?n8`4uz2ngtYf}JVFtE(_Yh&>`(f^4-_L8j9UB&s&9W#y+A zh>Fd1WlJc~l-Z@2F_=$i?C*-jkEIpD8XKujF9&B2j%fLhd2LhyKPg4g#3lX=GBImg z)vfH|-SP*d_ofeC@JHso%naUEUeZ$-+j6**M<587dno&gYf+FZky@~FFORl2TA6B$ z)bU4NJFW}${AGMkoe(8qCyTyLSH;r?8Jg1W%b17Ei=Kv=&DNQvzVuCfO2T@1+QAQ6 z#BQZMBx3Y2khOiSxjge>aBkK9f!2<38=|8|z_08sExH-Om_7Ea8$2k~3KJcJW(fH1 z>8DRZM&Z?@lqDesdZJDGLFRuPj@^hY2C(d-ZowE7>ifkx`o8(q@zJ&h67}0HQOMsXg=2+zvm-(FSQ!@# za;MzNToyWv$btq#RVb@8+$I%Ra?eD|sqWRgssvf2wlfLnJT)~}?l zAO7tALaz1i0)IJ1De1<95BpPoAb`h+qpQv@b_L;%K7M2wt`|J3p+-2G;cfMUdr3k_ zLIqfoX_dN~Z9^OtryoOV83whdc=PtR4N=&qjeLY;+-wXy7gZ~PTXNJ`Ra|o-Ygp2o ze-OYHgdxIAdB4fZ+)?DRhC%O@ix1yNIht2sP{h&eI9V(`N-v{6)7?F?@-*!e zX{HCc`IjTvY&eQFa9+0up80yV*uBvIVun{1Yt!?X|Ht-fxK~ z`F~~B?rtMwxS+zQ9r7%URTaJ<^Dljd0Dsc}wia~18e`=#>t#L#I`c)vuKOn82ukGE zy-JE)Ni){4DgA2{6L<=TX&+YN`fmbVnkeLqP;*n(``%Xbk*z8PQ5$W-CEwJGE^b#S zw3zwf0L8RB1GX`snsYPcBGVu5J13BH zjq%nrOupk-6lMq9yBuv05nO%k?oMsDh?Hh8$BZp%i?cw{vT$s`R%Sk09ig>oFId-6 z;ai2gs-&z+JwT=MCJt;d+emfEC@UJdnS+sO^Q+Z_Hmxx1lvh1~`uK9X9Ulc)I0XD5?Dx&9AME?b zoQ2;2UNyOC-s61rh>`Y-Oz{vZW27Q&6TiHa=GxrZeLMjtz5`R>Q2Dq*8b~*ag`lJ1 z5FnobbO9$E90Izrj-aOfu&M%#Rw4bs38VP8;X!I!+uB0+l>&EZ)6=2Xw0U{owzcFsftJA9JWtu^KM0AM(3dJG8XAyP1jj<63HQy^Jy)6xzV zo7?O!1G?de0v|&<+kSFWP$Z;KP8CdZASYfMw0_a^muM6n-T|+?TrA!lWu~Tsy!I~z zMxwjOX2-UcyKI~aLEjAlhBNNbJ@@IA0#DQ>&+84G5=eLrr;4tUwAPPgS_fZb4Z;7j z*Q^!O3q7AJdxxmw7-N9!L!p zZj3_2EM(qaozoR|B}$5a;-kl%Noea4)Bc+oigseaLBFG{ui#sVTC*g1D*Klx0ki?B zAde&LUR|*cd5$&0^~5jF%mg@z8li`}E#q*45)1UjwR&2+u~6;a>+BEb`uDi+D$9yN z<;JW(-X8nYmH*>s6Y4T=c^j7$X`^}IcV#2)VuX4Rx<3dPFUm|asGYWgSeOI%W1oy1 zYJrR(_-FhVi8c0u4blR&<2m6_L6o>spo6L4?b)0r_g9~0ZJ z5-H{<<3*XGFM3gMA#YFo4O49N;d~vR`@{Qy3n35x0Gw-VYai;)F z?jb+%Z=xX~94M*bEDFUa)!2x#=Wx*gI8gI;;=YW~@6-T86?>KvNc&8?2zLQtvZj}f za%?}wrs$5{{{6!*idtIS7-$X0Ab*KMW)=E{JKgNS4+~*f<=+WKb0~D`HUeg>wbYDm zx{Fy@0~dl_83m^NBq72@xZCHcySN01@FdnVL-;Dd!Q;nMKvQ(6>*?~XlTx7?`W~d+ zGeDRhNxF1<)>=fQsjN~a>oDpG2?Sk%5&M4M7#8uDZt zfeYysKe>8U!29dVEv*%ON2m_V+`_oYFJwu>vJ#g`T|$ozTHCeJ@9(lXYDu( zdX$;5+ykk5k)BxBZ#n3twSsGyZOON*SV<(_^V?dMQwR$uv0R4{;VePQjqP+#q zd+N|6#I%Z&aBL?-y+>Z}Y)Aaf*bcnTyF8rQ|G$ir=xMkk#WuLXZh?lDSqt_>%}jc{ ziI|%S`@DR(&%es|*(u3!Ytm*SY^g39W&PHBX%Y!RD`V+0iv}D0Gu)CfF{mjTPyh3^ z-Ie}tOYJBFpx>qgQ4{VcsQQ*&HwU8`xm8r03*0NdYdmTcy7i>ZZXpN7H037*y&wNU zKEt8|%i=JGfSp_?D|?qdmBWr6`bDF@U;e)F_v60!KbaGEU%88@kcnYldlmYg`zXqSc2DwfjlQmC8k@Kj2kJyo>c>Dm z*K(G>$l32De-9hn$`=RiW7n#EhR-d9V3@!HW41p zo|hcz3tydI0L86C6nZbt6OS!=(9dVFbepDeWgezN+5Q^bqfPmkRA~K^9KbN+H5BbS zc2dHo!Z$Sox4M5F%g`;1uQqk2+!RIgRG(&5lQT`w13>CH_EAn<%1wfrr%Qlb*^hXo zN6S9Jn_}Cz5)7vP{RlW)8Q$*3vR~vkFZvl1H4dQxHA~PaHpP?=F+*kA4+DRGxw<;B zPxWu#kbiOnK6L_+PtFXs;2Ft>#qP53&VFIhSKe}~zgGTaAjceFsi@eRRhMBu{Id>y zLM#)5p_pv_Lkf=Bq}al(;i-t%j7)xX7v1~ln~ReM01Y@4E`7^-2?)#)!Z3yFU=_AW zxW`T#bvB;N<=FlbS`86~H!_b3Y$HBxVs~+wL_qBQAv4?=I#qrw#^Hr;mGYkuj2PT= z7&+$u%jGqg>n)E%yCzh41pz;UEY+dl=rPy!+cXo{wbad)Ccr%D3Wv?Q^yJ-$tLI4o z?LR+GJK=K~>JsDG`&|jZ_dBg#0g3IRLD8RcaYZK!y9^56!`RPLet1ep1*$l^@Q@ZN zXX=|Q#moEf31nP_$Q7&Akc2D^DTXBD9M zyj26BaKv{;`@oMA$^;W4m5#ue6yr91$BwUxQ-v><91oqEF;AyHR7Aw_~v1)i3HZShdEVMW3askYklu7z4ZowScOTdp{G9oRFn2DB+Dnfp6DxciM$*8~1}ls*&b<@B#y<#U#do4^N=q@hbS+i3vFItB5mz3ZH@} zy>l^9fvNCEcqU~mo;5$tn1?rvfN~`4)OHB;u>3#bX650P@`>NEUa^`^8DNn83i_Sx zKl0@lOk`6T2G8Zf(=Yq6zjtx#7)~*3iT|kuuyV5604gsRzM+m2sG6?t6Hy70a}*?t{OG)GImUe|N4cdhrCS@X`UnGZAH`a^Y{bE@j>Q+wC` z|Mnuqzb%>yfiPqx+}vL)qwT(oz?$pzAnAwJS{Z)K={(=YC zqp3hKDOA?G3h?g7wEu0(2ktxpKxE$hUumhUD!LdVmoq4Cn3nxlV5+$dV_BE}{g1}9 znL|e4c3aS2O=!&jx~la5QHkpRT4(o50lB~{rCI+!R~YTia(DpIzv|b5uiwVoc3>yX zh$*U*%Wr@M^2_y4w=$GP&p(1$;Gv8JxR%ZRt3VA1sD-t-ITdIj3G`cPzxcUZ1{fav zGYV45V|=6KD8rm`DKkxU;PtN?wB^*%zhC|X&A*~kYyK1`BkAk;1t&xCT-e6hr2(wt zBh`n~Z|Hb|r~hOD7@h){^N}0Q={T&V95mT1b{;4zMem4!Mt`|2eyZU&5OIGP?X>pd z#Lo^~X*3w4zenZzX#11DI^P`YWANrxE-GZ@EJi?;Z=YYZ8mnbzGBMEz;nL-WVw3^)t_Ds&$!X9LI-ul%jLAuSHDpb42FN4(ugl zRd&xBWdj53AwT|3FgT3;)S(8e(4(9|%|FQD{b0G)L#d=63=-yZzw$=Pb3lXctpWbr?(jZPLNvj_L*fz6j)9RhNoo2u@=HFFV3Ew|+Mi4{={Fgn8pVB-6zuABF@XY`; z1@Z&@!!G!THBa#OzjkT=Y>^#(iX7iPuYm7ME`h)Q+S77Wt8CLBQ;%8v_A<~eqNe!% z)6f6Qy88b$qt&j57Wo}xyEx|R+XWgL-!7?ypPUQrSW5(Bqu8K=pX3|Cc>6MPz>DIi zdC>k{!0sKm*du=4-7R(8I~JVF1Y-6N{sr}S;P;yo8#8Imt%H6WCO1+XRC3M-@-1y95Cr8&1xUHkiKd= z&W%^3-Y=5Dk0lAj;t6Q}{=oo@{PLE)z|af?`u_dHT9O3)24@$_eV?PWZl3t*qKX=* z_cuH6y9MUE4a@@4^9DbGo9od-l>}&=`^{x}pycPthfR3DW1(DX+2}^*RoQ2?G>Bgz z0JwQ?{oxPV@g50`G-{Z*Ite9rWA(Y&@{>xDL+ZCXzP-&^g=4ngNIV2M<_ShmKV$Cx zRq;zuvn{mV9E~1|e_LA=Tx1Ir9dZelF-rvR-xR$6)Bn2v&Vj45!RyOD1Gk!q-?bk2 z)sm-)Uz?q|SoU+-ee=$kd;${CXzkyCK;tCU;{|?Tcgx_qB;uZr1$RL$GPa{+9n+K%_7Cpt%F+(*D@}C%L9yZWmtP?kDK| z$8?`R`EizuTyJ)&jezKn+vwd>h5s{31i0(?53A?DO=Sm4MqCp!ksc9p^Xq2%z8mUt zkZ^yX?W)P*`nXnVVTy{>pxmojA7z0qLsi=)sEBtunlm<+`{JP^gt$WkU4bR=LD>_^6 zU0aj;#f(U}MuWamwK$2~_v>$+a-N-%aZ*IYkY7x@JQGgenuaj1ji)iwdz#uy6z#aE z&cHwGPfoZ3&$l<;^(92ejMnuGkM{5ww7PA7|4NfT?e*$CU|3%U@GPvI{bU-%OsS9G zuGW?#5fJ+!>+9iU58?X7sbAhGQx54wfSb12?{df-9%4u!#8vtG^^tZ$@#*ii-KiG0 z(nfo*Nj%tO9!|`FI%U^7xYYNrdg&rz01Kchhj*l%jNC=#n42#?&bu}#7+=4>M~xpWg3d$2PlurpLP z>OPayMHvi!E;{?;+U*=_%G`G~;;6yZDRDaZegd2}yZ69s-Tw}K>A%hB{~d(W|D&Bi zt-x9R9v}D~GWX5mdNA{#Z2QLfOj`gQNbJ#a|0dD(qr|9i;O-(wg_8X_#(gn&Ge5DG zlT);`PLjeT!*p|gta){Jrwr&t#;hGi1$rDi!!Df1V%Cn-M}_2)oi6I7i}$Ppz4PI+ z>o^dIY$-fIPPq*ENfLEgjM*9p#0akS9sZv0+?CJ~0e9{u_0mOqmbU|;SoqIwXoZ#bFwJ(YgMx5>dSVH`SobsO8m{vpd2dl_;>n^ zPn%?S1}3DHO-QQ_jeEE%DHYUpb1oMivv$>EIUzDI9uxWwyz143eMD8K+~pLcfh~*X z_Iq55Y1f|pjM{{VtRXVA8k(&QDvskAcq16uG!6YSVeuOdQfRzKOc{F!>aCNQv)G7M zrFlW7)b@1JRDw21DEQL*|E>on54V2SP04PTwn)YkuP&dG*yBXRto@mp%nG=8gW_!? ztaJYH&Au3h3%KQEzrqnznN84SR-?7}sk|4@?Ykv22HA$io_^)%XSNb=mfCGLK1y-z z{0lA`0B7^%QAqpa4%QffZDK_j)M_B+$<#sbuRl-s9sOq2%ozb5ds;u)9h$B4xV|Xe zf1yr4rZDE~^#+VE^Iz)+jDt^qnd-MDFA3Quv=0n$tH>lAdI7KQ9W$mc{`_Z9Pgf<| zaeSd|lB*`%xcO~?J|35Mz9z{4v#!O4Zr~lqqfoNi?r_P60`Y4)jF&}$g_5MDIlhG( zf*^f~LnCL-q>bL3L1Gk3Qjwg?pp~dqWC(>iAx!AkUbvh{x0hjFm3d3GEydsb?Jw2I z+FBrf|6u3j(6JcoPZ>}`m;4_Aow7bk|Ia+9>VJj>`_!UKz2ncSz6B#_d_l{3HT8ML zKNX|nCv(2@`DXdo-V$)%70WB7fN?Ip)^OjPD+R;c9Cx6o_v^UtfRh(cW(;d-y+~>hLcmd*@Rxq{2xE@y%2aJbX z)!w8yG4CHA3Lm<^3maTk;$=BM?qgBukNFF2iU6Ta9 z<~qF1Q~!*1(nUl|;AMJxPu0fptIC_I5O9sQCTq$1K=$?H_0G43uNNH0E;71u;4e<| z`%a{&-Y_TLzH|JMy95)ASF+^xDexBzkjXabNGnkH3&(Mxsz`Wm&vp9^4i+oMXY zMgMvxVgEBF3G^|${)I9nAzT0BW5WJt_z?(iqxyG$pZ29$8;lrD15R3oV19eX)qniU zn}S_1(LH&%(6}L+_AkJwVaX^8b@OLCYUL^cdJ)`&*nx5sd#}{(2_HC^pZ?QBb%R_r zyrbpcdwnBg|DWsg$yB4!)%*XtP^Rcz3}y#YrZqc>$?3e_yX?QQXSnuLpAxORK-zhC z%k)k4Wo8kjV@}=NXyA1l za?^0V*~kO>f&Unm0uh*oqNzivT^_i-LkEAekS|a3Q~S&*BLc zzcs~Kdl7iraCYM3YG|r4N&Vq0?&y;L#E(p?su)NYO1g;kN;(y64w)fXYUl@EwyMZj z1OvO7#W+MpNs1u#4|D`pcZ! zndJkLls;Pfm4>Tl)5m_!Z5*=dO9DNEVm|y)vdQtXfznGtFUCCh4;T%Ypj2X`L|bR; zS=L7NyO_m_PajbUnz_S*xo2N?xfUn=4{?CbM_2rZp@qCx?vy zhb>OiTGG0uZxBy1c8d(;KDj>lrGr*EG$lg4+q~F-p*9Ka5CC-26a${kG$ndh0vwjR zK?7kXX>-^)+$fC`sqgu^5iJ!Sp{Rt(oL=`*Kvga)G{SPL=n=}W0LNdki7*Q^Ww`0I{&7IK`0{m589g6Rz zL0ZLUPVjgvf?F|PlrhB*ctW&Ao{Qp13|R}I+ut#f%>Q96P6IsB^B2Z$9^<>*iS#jB zzDGPEeQ{4iTAfPqd@NMYnP>M*5uy9xVSO^vC!y=pOPC4mPKxxfs4qkSv+a)l9;PMN z7HW(zanagtM$vooeCKesegl)u-UQi4WZi`BLT=pz6V3*Yh31S5cAo2?$ciIEMaB7@ zcD}|=x_p_L^SVyws&~9|Ps&sP6e*`*=q9!igty{!D=pa5c($Zo^hI$q*Bux+*^17( z>DK9=%yU4B@$P>$lJO35*Lt~t3|MdEi({&ifzeGu(yxd5=78oR7(Uu?9C~+xV6s;p z2QQ~@Q&?F5Jk_dIw1$0uXpJYeQ>cqC_$CTVsHEU@s`Dcy)g<% z?d3+7)qFy!)7pZP7BK!xv(;R9_VO}oJE^A)N@MNJ`-CmX{zh?zrz#FvTW7cj`I2)8V=7#Ey9G2N7o5Kbe|ZOwCA;|jxp zj~8;RD(TxD&mz9pJ9G~y_OzrG6$LW6`RY=}?aoJ_%DKAmu z9{*h_iT)kyS9O+##FDqiPNQRnX&m5eR-c5X-aZg(l0bX2X@Zj=|PudJdnPClPEnYato^=&OydZ?Y z2uAIr#k~ChRZU3xh_IO?qKanVLNPs(f+gkoCOB78JGb-SUnP^`%OtQp%jK&C;%ZH8 zgtfJT_lBiC_7sGc9;J8&RvmC6ts6CeC&}I8$%@?#``&A>!*0b?vqx5G3r7tL#Qw}6 z$xhDe;$0nQJb}bN3<7Bl5(~y9VeQ0JxX2gqF2IIB;tFYfthO+7Y8D`5ncX(kljhu%u+#v}8?MjZ9JT5tx%R}Rs) zT~3C*B=KT@Aus%C8dBO}+8Mg$fOm#i_jua4C#pGeuY!BAvLCMpinfE(A{Z| z9kj7x?Hu;0`q4EhCCjXGz^)qo11FU49OdCk9>J2cDaq5{?6SC zsFmB;TJ@fz+PO!nQK(+|1A7H>S9%5B zp9-8L&t9A3)0sWR<(8r0qbDltisJC91%OOH2MKoO?;%PTRxchXH`#Sb>T`YGlCl#> zdYAE{eXQZc)bMG4Uaf2EgnU^T|KnsJ7huUQg0$R%XCqWCo;>`5-3NNw)_tb3K{|H# zG3sllC7=2&z`GBM}xuSg>%}`)wWLdd4>WKR=96 zyyq{)i+GX;#Whht>$9hlRqjkPl?;y{gxM_HTvG&%bAbM^cd=o!)*0!~1A#{B+q1)Y zsB*07JxM}KBU`b~)LWQ}3r`yu$Rv@7LVU(Z_T+r~)&h5R`%2{H@kx@msc0m!ibmTd zVuSo{;j|9h2f6ZeNtFTm7CkHHe)tq~FB#8@D8onNCssq-QkWs0JZqu(LT-nxLP5@T zN`6<>xXkFrB2-i16RdM9#0BJZ24dR^3bUn%n5YoT4x{`!r2n?7$Y z2%KS=N`M$WN?DA{X0`k<^a<3%B9S{Kv#Znr%w1DuRc{;Y$R;`-3T0<}r>#+OFirJ! z8f!v!)B!`77?c_zO!9z8lnwq?r1Ha=xXVvbnSra@+fP*#bdiOYbKTvE#GH|(FcUqr z^exr0Z1f*6RkQ^7s2B|VW>-k>p-!YvaMv^P33u> z<=oIJ=@_Q*3-t{2q%lKL%_&i}VTbc|S?Q>I(-hAOnFPtWm_K#5cIMu1M}9R)=Ox3M z3$CxUDm<`j4O9R2#(-_@W&KtdQSTi0gb%k!O}7rz^W>xMoOf zms-iQJXD2B1ly4dZJN*qH8xulQ%Fk&z;ksCEdY>!Q>~hfYSfUju+@eMul>7PyR<8f zo;iO4&$7Z#?@A0Z3Fu19jcnxwc(TRmQ0j)3PayFst_MRk4E&ux)cYRHtIoeaMlP~v zd(j5#C$0ECSlpj`_~R51BV&=2wdpxzKDwY%BT)SQz|uM1C)_5)DSW+Ls8;@5*Z)(8 z=rotiM>mONy^_0*pI&5t8Bkn!(Hf4rEv2#QN$lyh{xBJ8=Njm|=UKxSJi{B$Z!=ul z;P4~(Ae(+umwoK*>k#s|VJlQ$Vxth%$Mm8RH^~FpmxDz`t`^aoadG*4^Hq(gl>ep(wY-_4*L71e;HNBvOndbrROb#b@@&Cd*L3`dD{Czne!Y&d!5CW@(5 zjQ1F>Pt)ZA^*(&_ zC-?3W%o^x~jeP#o7>x2gi74rxSRB$SP+s{ecpHJ6yK;wo`@t)Scek_OZN`OL>R6Z8 zL}L88$?vxF=nx^!;xkFNHpkmMf3Ui0eC0t}Xko;znLI1xr$n8zx^#_Rk!YT7YcPw#pi%Y@#|bwMTKP(%{k86+buQZ8ydmEuuY7u2WRx zi+3f`Jod|21CGAVPqcL*Tr)Z>K816ykqC?`qCo@o= z=x&=rqfvk#w(e>ZSb#7dYe>2Ed`@il_kVH$WDKix3xVHuOEid3SL%ZbsVRu}>}#K7 ziVlW8sEpovccJ-4&jemT&BZa|pCojO7S6V0+4TrLlOy`wQWD!gN@AFk@MEn~<07xgHJ;43 zD66RAsy?F5XzT-FFiFCRfAp$O9$e^9ilpj2xtL|k!UzN;&)Z;46JjOdDZhWxTZHpX zTrwWtCBx!pzDI?vr~4buS*kC0lvVS-KN69_MKyKQuq=?Rs$GB|4$Ttw3tDD9WfE(; zARF?=NvaChIy*KVtJvV&2rrkavbg-%AguHzNgMq8rcyeYBp!66Eh^d+n)D*o#f0Ap z$*aP}T=)xBf+-q#`aAz}JXCsL^jwUTc;cjz&g+l2-+GFm6QKXx6+YB1DsbzaSpAS= z_q)qzh6?7LU*;oxA3_LKB7!yP>n5NZ(v?8krV&aVccwaL?G_piCvK8|SZT|N*iSDH zo!Zj0dr^U{zJAQON$>r}GQ~b0AQH%a#LGJV{eJ%IdQOkWfsbEHvMZ-WC6wYHKpKVa z*r_$NAuS&~^yYu!2qLp|1$005ODv6&qgJH2)s@kM9Qlh%4|qov(I*cW8s&q;QWF@z z9ML1<^N|28WU=+Z&rh`2Ve0QiyYO3d^HvVRPsmMl(PGbZap6>38EQ|J`r}SJaEJQS z_O%a-J#%&HpZg^P@%kfJ`ia)%_jDP(C7(7Y>y&dG*q4_EOHuOB$~At$aZ~RwjT_!B z(c~Qu8x)C4G=9Ci-TW+;P^q}YL&G~$QRG+Udb1XO1z&h?NTa@(-XKSb=0T7w8anX^ zh*~37anKfangSIbp=qXAJzt-Z21mH-`?YBC2JB&uk-dE`AQ)i!eM6xM7CjFeoYtAf zAyg##cAXQ=h~4)YA-!4x5qhJiUqZbdp!p!6;Q7k4*H8A{v)69cX-rh{f|qCHY-Etp z{seJm8}D%l=Itb0;AfJc&maPqcQ3Sg>~lgv?nDnkS?9;8i^O3&nS=^VRtfXB&+G6} zM!lGM#wgWyXArxDu7@mC|0#wSEyi@kiVUsl9v5>i+@5pZ!OC&t*=p{gZ_6@vtalW? z%gLA4vX#zhlHfJ-e6Yd#IPXl_bnit9LBE0IXUQz(j;%y%wNUor<)oW@){)AWqV2td zg(z#GLG0QD`&NDC2fy83p+KBnED2e`2dN{*0@jeXABpHc>G$JeI38e%#3^NI+_zzp z%RyL`%ptj7ue$pUDb?mze#!ZFD6j9`$O z`^AL#tJSL4WUH_Ggv{9P5>WSzrEN>G=1x0%B)8}F;(v60F)lP^*`eb3rj9K{14oN9 zCr4s4gFlafweqbYgLIEtl$jE`M@T)1ALS%<{cVt<2uK4g{Yp_hnW9UDn=iGbG^&-U zn;dKEkW`j6g}K&cxCt=C6hRzOeDU{=zIOXu#A~T3YpT%!7n7=dARcx`>-TgMJIPYi zF087;Z0nY#vS)speu3?#$3)?sNfR26I9tA38%pKX+(#Vdj8(O%2lvMgFnnHjo_6ap zBtI6wH(UUvvm(;Ujh;3V@)1+9H6NbdecP$QJul_xofz;r{T}5BvbAW`(wvn>>(eS2 zEaXP@41Iv$e)SrhE7elZe-Ba(%fGx#7WCSpILx%j{JeNZx4MSswIzbz@7Q8S0?f-t zesp4saXVs#JSf?EW}o&z#iy)Qe$Db>VteVYh$EJu!Kb}pE&zHl+3dL@!;9s zIAj=F{bKuGEqlQyhU3h#Z-S!(e!?dc-LLr7~cEwPx|aO0i4$DXK(nshZI8j5(l=a>1UcxD&rvlS`+ zS+PZZ6EL21Fcd7*+1V!%Y1&vbIYb80qTSPs8$CBX5oGp5W!#b}d!p-8^@s=V3E5H_ z5v5bzmddrd z-Wq;jf|o&N(UxEr3d}GR zy$eJn_X~yBve`<^amYTjNAhQJ;9=$PiJx<_h?_p5e3Gf~PIsW1MwIWlK$dB;_Zto> z71`V97&}zX!|OlWPmcLpKSC&(}yb72@=J%lIUWz964zHS%y*eJFc|ePPdJp(nD&m%k_WaXFy9| z9@qb{BgEr95@ReOOg;++o)_Gb50CmMJFf%~e`jo3(xy(W9Q?tj%4p_U02IMfG!!+I z;;H#e-jT_N_~>FuEW5B^Q!>hK;gzwGA*S13(#)Rp2#dHis&(hy&h{%x>;c zQk)DOT-I+#yeI&rioL0u9_R~wzcJCwO(irs(C_-v@JHX6JWwlGQWmLCbN4pE%FrAhdfS@s!g$*A?5jL| z=?jeqAsZnjpH%w~1b(vxlIFUnu1igBLMK=Z>FBH+IVsVD6YfUtGR&LQo@2c~oQ7zIpmdG(nXQ%{MBCd(Gp=rocOThh(@P zM0?)sK;s;o@7eU>UJQxTSw1}v?LjyD-<^m01UMmIC^J6_W*X{ueeTp0Hd`yHa|Pt= zQK@Fk)AQcK6F$HnBnlT4mZu=9Gg3VUDgKi}!j#X@91i#I8nR~=UPWH3Kctt{L%^+WpoZ+isIuNU!#(o5I3@RbtA#A7;YL4r|eIo z3x=WEsB_89)a`ln=(;zERnWS5hLRJ4%Trvw|D?EOd!K=enz=G@Yj~%5 zJp2r{Kf!2G#W50#NC!9Ap@4DizyWd)GJ%;nFr8TZ&Jy0lEryOlQlMg@BX5On>c)^5 zsA9rSE~DycYqXM7ZEmbllq1f73|3dz9?d218rnz{RL`8t^f9iaY3$%|gz4+hI8(g6(QRcMydy z`;aC2C;1hR?yXW@(LB~KDYY{Noaqd?36{s`QTJAYp5F;e$v8xgUq%(d)?pPycSvF%P)!?rhMw7{ zO__VDM+4bRs`e6%5`EA=Y+XUYpG9xuk7oN1OCkhLF3@5=RB3~u@maR5+AJy1E?1ZE zmYfh22~9!=eYo3QHf0kh@*h%O!DfnX-FklANkfjT9wWRYS(FneoOtFb3$snWP}Ds_99}ls{M`6~QxNGDf$6HW>nAVl!VD`MdX$?QI@?Or zVcyZoX0}YN%&Xr+K`P{ZUZ7oXl`~Edv#QItly1dLFFUIgF##@k$n{f%o@nJ8?cg{- zh;|s+@?QCh+rL-GU?nR znL&~5%B4UCGCad`yx)mC^uC_Z7~#Ir6TxQ@bWBnQkr4Yg6?|>ytw>_#2bK`A#rB^w zu)0;3pq$E{)MeXbEazUu{&=C08~+=+<2EwSL!bE40rrP75mw^8q|c^4^Hkc+5j51= zGJW|QG^Y6_;MWwdyoo7k!wxUh|~%}?N+cqF^Le)WbtYK zG9g|H?0hYy#9>85xGPlaO1r>?JS*-;2D*%?<)!-K)#;A9mMqYP@rCzEL@4Z@W1ACOz0=6zq+e1I)Zp3b8(95c9#muaQaQ7K8h{q z{+(oNk2mM}BQf*kO5-O;hvQm0oT1DfJPZw!qGp@kt2wyY#efc$*jol?9U1LOBnG)| zKET0KSLg*IFM495QIGH$-P`$LSg*xR;v` zC1PI%4i>5{hU(=`Hc9U7`P=~(CgEE7j&JE4dktpRqF@#wnhCmk=ALllDO|vgErl$O zS|BxUY;P zmu>rb{-BM3hYuR}KAI@((U%-9_IZxC9FHlt&7ymWj96-{JU>B-6Mc*~qFsVPv{Q7H zo<&dKqGzm^V=K#mWGq>Tu8qIe%?y`IZRy8p+?VjJ<*}?GLlq2e-MHhIiS8aw%{y7@ z^xXKZ_apfYrX3)c@LQ@m4(Pk)Qu})vYCqTWl#U8&iu@!eCd1}xvkw_V7}btR?P%PL3AM?2rKIn_ z2lsf76+bMPbVv!hLcpMtHH-88_ENv&4Upn+@{L|H8hzimm$mNb@=_Q5MsCIh2^cb* zx2E}ik$flnM6U#>c}Ho|&=d>wCRl?Na|m?@cDoDowg-H(SoRe}y7FL~B=yDA2NDeQ z=@G)AA9@^h1>c&n#fURmUpI}3zD9qRu+A)sSL#xUiOEQ zs6?BJjhWwQqk=ZA)~(o{x5)J4@J_kXLNc6_#-M%4U8_iJ!IVNIg zfQCM|=u8g%J-oXp!u3X6>;BH1qfQ);`A)tw%c6Vi z-CU}upyh`RwL6;r;gz>yT)fD8Wk*R{Oj}IR4NP~v;Wk-T%4!?@(->CiTigtjH^==1 z+Wya^H?mG+%v<#&cwYv+sLJn0Y%iKAI%`^rR!ucOr%hGC;i(c~wX>6yVNmDNailEe z=(Q34-Th#*j-2s{tXr`AG~VQ=rJ|v+7j_OzygY)9?#JPYq}WD0+4m@F)|0}h(wY-l z*xSpZI6vpB9x8Y#eIZol-t6{pX#S?O9mheamH;7neZ0inasnk3Dw0c8U->RT5idPg z@9su^3n4-RX=MiW@tl@%k@Nt!+tKABr};tRUE1jNmf~BNN_v)f6lZ4r7%PM}&`cqm z_Z%$6;gNPLX@%gegebX|_!#8Ck7ab8AOl}?V6<+;{>NOYgBp|RbI+xzND#hHB_jZ< zTqx5ccOAkJ(-0lhK@gvZ1u%t%u5ChV&R;?@C)U{SNhJZlUL*b;b{rjYS^s zq)K{Yue%xBbLF_O!DTanA_`o3;y!U-5H}8Jb+6{hBUCl&D0H*@Od~d}PTMcWPb4$H z7!-SCWS?_riYgNuu7J2DaBoFPP9i2XMa=N$KBa571{vO|bq;jBR_vC@F>I2joz}1! zXEpVpm6Ro3lrBWfJ^9+vJ={)8TJ%HkCYhbANJ=BsG5BWGK$==KSUE*O-75$d6SOu& z0LV?Ld+d%{AzDxCAO9Q?UyDSsJ=f=?@Mg6W=mwuV9;K^S^r&#}YwdIw+EmP7Amcjr1(;k!Q1 zgg7DAWQ6eAh$nE6Aq>Td==$N@ltvaAE_`>t=skK?d(K@^3NZUk;I?4}@ab6;r%rM7 zR>kZ9mMou(%R!+{$$X94RI5qZh(~HAmD2m~-jB4O^Yr=RgG^Xb= z&X~8^Ljtk+k%JVe05W*FVyI_WHKFCeW>FU28wL2j+dF+8m2VIk9l$8MZ>2zB} zC?(ToM39L_{OnjZeM2`b_#RXYLh{yl{O`&{#7u1K#Hr;^c})4BT3)}1Eeu|PBr()t znKaa}%;U!3i26JWhwi+Is&b>kKMLoOU-e-56e)@&;)TgE6#cw)7$%w%0w`<#5tjWV z{1+{Jh#bKgr&r zak{p^48|FSp|#Y=L?zVmcOSx-eywwt3~$50x-cn0VfR-VBlkz$S;uWWtG(C84!gMh0)Se!M`~pFq@N{yrp_al+L&bfzB-QoEru)D|kA1(|1j5HuKM4%vFtchOO9 zv`T@C8Cb&lU=<`~Zw}^Af5jBuJ0w*!edz<6XR6RHa{9M$IDf@j;fdQx< zHP(8#Yk7_qkCvBQs`K({v_~pmxcuj;QQ>;8c|Ao`Wj;`MWQy~1OnpuGx`i5l?TtOo z->D^h0CyEh(s&)ciT%>bx6+5-B>4;9CiX|4^cLjipSF#|KTnUZdbrXLk^ZKSNygD# zrSdYj8P_C)M2Dg2?{$4-akvQ8cA6EY7R$1?C#@YKGo3SiLx0uMR>bLvw({dV`TES! z94vMU*3rNbh6k{qd%kGtB}j70Z29wR>Xacip(em zma^9N)M2O@XoU0=yD700R8Bvkf|(2&{**Qxcut;C(*AAQJ=Q;f$x>RBBl2X05bm1j z{l#t8mb`LjuRGJ}cT_Hx2Tvia3oz+Fg1pE6bccVX*($sofT^V3arspzmil#VT>A9` zQE$fghl^MU1vDR8KW`l0l!f2;*Q$GV^X3jLZ(}iqa$O^3^tb`D1(SPt#3-{vuyW(} z%MYa2gpZ6Fs6EZ6Ys7cFBC2vM||z*FIbgev}6MO zS^%<5;j!DW?>{&YT*K_Vww2pD5oG?o5k4U?M1PWgc(oNxh^Y#fwF;j0^ z_@OTR06mQP)Uw6UbytRwN>^J4KV_`&Qw9iDQ=B3knMx@j1^h5hVW7DX$IW^XBKiq);Mc=l!mKbZraTCZL%{e3%5jL+4OK9> z3LEQhgQJS2(l?}DV`U;$gj#NSOkiPASF0(?>s5blzB^LxF5BhT1u1@ev$J|JYvz5r zx;hwP3=2qsG))zekE^f^eZfE(yif^Qnyog1+r}k#Wg2AsJ)~FQcl-)dpg+2UU2pr61iv*N;r2XP#X*;kv-<}`s^$UmO zbckj*ew5UHg@Qj1aED&s@AK0cs}n@8K#s|b+0ex%3a~Nm$Em>VRr2b3475q^rl6Cw z{pw7?`*ip^`1o5pwp)tx&)2^#4$TWBUhuUWvU*L(;KRT8M|&AAcuto3+_^)2Sk&dT zNW{@I+O^0IqzTbT0@Kg!@BCrX7fjdJl&jvlwu<@2EZ{qII-9RD-un1dA%*A&08*Cr z;_tap8>qJ2x2TYFQ}ZA9)zn=(eBk|^C#yO1@%RtlWXS=$im}}`gxb!0hG8=^!Z}e+ z&ij z0x!lQnAwqBg6LJhV={S~w&OOA!!xh%3rnAnhNTW~LYi?lm5{hc$TrgUi|X4e`m^XY zN~MK}JR_0=R}~xA)6jVg zU(MrH%Cqbx-4_JM?o>4#R6i!qqFM$J>R0nclXa`WMAka2GJ)9}*HdU!LVrRraSY18 ziG(CD#U(<4x3U2KNFS2q0u_N-$cQ*H75n=j806$qOpIJRg)3)A*vLYC3sPbZheiGUDiRcY3Yr^4BArC-x8E3(x8qDrX1L z+PNxPsHtjV0gBz|GdGP0%$$;PxOXLkv7W*6Z_%Sr4M)G`3}8cwEvg5Za7dP5R-&K` zwijPr>}%r(ruV3+BSp%Cf($gk^A-a%Iz)IhaK%I4QO zJ*jUo8?eV&V?;%r#j1`ds1Vv%&fbb?x$W+zCn^H{nikWD6hH#lW3R2hKSU4WHow6j zc{8bicYB(q2^+9@iS=yC9L!{j`md+Ixl^cVj=yF|!}#|Y8riS6UF>{Pj%$U`@QyHM zK(9a?W_}BrgE7dM-7pn)8Qf@N#5^6N8OA6MsMaaN%;l@RV=e?fq^+!%)cl&TL)UeK zm9F35*p@=HQ>k2M9-?16bi;T?c%bHdXlvxGq?x>Sf9{#B5NW5qa znzg!Wb3}oa$Heau>f!)j?fF9X>$~n01ij`LFfuGjQvbTn zz=$*dt5DG+Ns=~=O<37t9+NP-nz>IQy8AZ;y}XbvL7F5EE+e zDq@5Zkxa1aNP>{O;g>lP8c_o+J~QyY)pn&pQ7qZ|&J{rcfp=Nl5CpCwm&>BK&{)_5 zh>XhOunIJbBBD5gP;jxJp$8CAP!y$Eq$yMcWOdkVi>*Oa8fdyuHh~5dx+wu|pi9JN z>nVM6f4nzue#}I?ipZ#_tP>|QzwhM9lMxwtAW1$V#3N8s+A71vjHT|{Hel`#X&l%h zo)ZC4MDE9%78_m1x90HpPz<=G!#Dn+-@gl!)J%lFohb&TM~qrRgm{VdT!iBMbZ2Ol&ZHk^*G|WRCk(bnc(_q#=YvFBV!MVWXp0hKC-M~lidMin&GCStRfR7e}`1*w3pD>@(IY$ zCU7Tb>m~24_|&)9ZD20Kqh8N5I7B1CPf;M;MT>hE8TyyZy0FpPb3x-6}24l9*UAZ$eMHEkBEL zeI?$D#>?y-`P+@f$$!K{-VeCo+XRwd3RqUw!HR--D<%jp~~+WD|V`@ z=gbTQx)$k}C7u?5upK%b&yQ2f0rIshtkunO9R9)FPbFELeG^YtTyo7}aXO(lp#=cB z?|B;z4!d`!-}v)i;*l%>MKW6V@92pG_fHULb~mcOmrjict~|I(&btuRS)C2IYa|Q= z2Ix_aLv)3SJyl}qqup(@XEMQ<$tn)&G!_lN+^A-i@uXt7_v?!<+XA_}xkCNST;{B8 zKiqcU7GD1(kMNSaGeW!tQU?T71&#s8ZKYVjCNgHiHjLWyw_^+k^Qq97uwePfaP*$X zaTs4G@HOPu+cTKsR1MAsu(26XEYFQHx)qV}6}GM|-^Uj(!<7-~^m#ljkPmgepwUrM zUg@{$f?m@AzeX4cxL2pl5Ptp1ODfNp4_z&sZSQ}M8>qXqfdvcpO{79YqH^*E<3c(%`e8yI{zhoG(J_|qbU7^OHHz%NhMTmFv6{D3j9ky4%Q=gbJb)#cPw_Qz`o=nkR zyEyAdWb*NtUF2R1@GVUS;&W65kmJhs>ZW>2qF(imooxW0=M0l?9M|}8_Yd+Dq~I0C znnNP$3E%oNnmO5Rcncv5G$Xsh)zQJqv7!`QbwYgp{#f^hT(H?I`TqP@f40CfDjq8@vs|@cA+Jw8|}Gemy5?KPOyoh=_mIW;v!HD z^ShNVt{7`m|8NHn$n8k0%%!I9uy#F9WEwtvoQV0Mr&)h4OGGfD5I$RW$_wmR5ht!6cy=@1bLixUHA( z>GdQP)>@`w>S*bXGP_y7SIQ8)zta<`37yTpOqRu$S9|^YhZ~+<7M&tC^${JA@^a>! zN@+Vm3C}Sy82Q@J_$scmsjXeZdk|oI}T>~bW z_CXi}4Tp~kcR<;1dt(k~7&gZ#d>9xVkitJ*Qs6*)nn)$BOW2C_heBQ5uDY8XbpG;` zq4Qk5^&YaW@#u?Xb=X#Kf^r92+T77#5@G?PpNi^FG)yPO0fojka0~cz1LL@8dByq( zHsndpMNJ@KwMroOZZ4)W!NzN0J#I}8a&3}>>W{D@8!Ir+v$(B~r^_!r12^x)2T!-5 zpe!*)7xZV$)wqApeJdXb4xSO?0|3?zMv#vwG?o>bqRfS5F%>ouKvA3;`43%g=@`5v z{i%fmA2LC08&fd@AQdYk%0(aoVqvs`d5}*M)u(I;30ez=2WUVeFHG=~&F9_SPda1Q zf#6evNuYja$w8cr?}P_&Y81@I)e742dgMEqc7&!uq8Qkw5|;B#t4Y7=-8~_*Tg+22 zJKL=x#60kNzy_V*v$8JV^!eBNJA@}_qju0eJ?9)uKmL8^7`f^FI1O6%a6V(Ed9Z zKRC-+tS^1HfW$h{(%!6tjz2^jj&e!eYI+zO--jWcK7U97P+|RRfZ0Y80ZbzifSMTa zk(~tM@Ock5Xbltj>8)0RV{spm4<)t_a#phGL1eJ(o?;ApWLvKP4TymEOL?dKZ<^bM zeg|x*6TJH!F=PM;4*Jg_!>!F-fUuhNL|^o~)fj$%1edhYji1xV)^!i#bNiK{k@o7f z*rqOCBO6~!Fjn;)Zf#VRcxQY*45LK+80?<}xbd$8K0V6Q82DY_^a>?a_dh16>nTj4 zU0F{YY6^m9;QN{Ys zX&962O`-fYOzZ}AHE(0b2{+}OQ@FiuJtq~LWpsv>1FR)Mc*GLczwpGcZh^cV&6xeJ zB8K5aIFa|H>`4l=T2#37Nih6mrgkWIL<`;c4+;2p3C1+G)YkC{)l>j8g+mQrgO$(a z4}J;_Zv4=@3B05b-e(-p7bzj`Go5T(|5*XYv&>c1j?tzqymB5!#3zy_FwX^fDq`dL zpb}t3&DBp|y)GxB200`olpCYbL`OXrD1Pwh>g9p%lzIFmpsH5e2QE!(u-LIMC`;#ymy*3RF0WFFYw-zR&BsUy#5s1jDvK+o zb~tZ19*@};WY2Q=TOkD$u}j6W=l%zPDo{{6!Q2!v^UG|RAB)OQ@DaW5n*I$Is`sMG zm7*x4(jLMC=!f^EX64m5KBk-XswDwTE&T+KqN)^*dKulatf%NH(ZB|Gy`Ez^;b$h! zm8k^g+t&~la*=)Pf$LPMj)~2Md_qOBLC>3+FA3Y%#XYx#t(2t7tk~eXxclMjAO#Dh zYK0m$h;2*>be3fQS@K!vTsRV{NONs2bM&uBG%J%2+&4)+tW)?xc0$cG_%=rHZbMW0 zW8R2{%NVsa@l`!a|GfzvLI9WIr8s*6QC0uQ& z|NPk#7miA_JV-lSjhRhQJRtdecwo1EIAMY-tsg7wUkbh~KXaM-^~>zl>OGHZ9!ZqS z7(eM}dcLD3<9Pgtci_skZD;()LL0}bjUU&X;VW(U{r5B`)6mdUE4BYa->c_inP6|Y zD?Qa}@1<`&ip6)LOrSp;jVNB#o?NAkY@2qb1UV#m=5tRwY~<{eu1Wu_`H=2(dMzl& z2%Zu?q96(QFwF6xZMTbF3mhQ$@u#N(gh+NHP~RYX+7=!VEX$xP>rg#Hp* z5KLB0?6W*k)Fi%R38VQspqrP-rAG^)86IsZYBQ8=nTqx?zNFzRjMl8vJC zI6`4(Hi_d13<_HYPoW>PhYutcBC9x=hdtBSfM;1{2Q4=st#WRP7C$(ojv0YkCb_g8-)o}7jCT-2YeC{s8cXsDIN6UEF zA%B@1!pvG*>28rkf%!O!npHRlKljsoulO(>k=*dz)#3Z#6OQF1N*C^|N?6Rn_=Ena z{wMcr-;%sqUZ9lQBq9?PZhKwvM*_JR%3~1g(Xbks?3Gel!ENhdotiLl+;B0!D`0w2 z5#!!?Vq7Gb#tMvX_bD41KiB|8O9Ei5vX{rG;5yKc`#jwtbwnUGww`$Kt010SqXx|@ z(TmN5axK3oK_F!i8|nZ5j|G}sU=zZZy=8^Ds=0KH!pgz%r`~&vf$1-XuY#__q(VAF zMPDl}HKv@lJu`bv0s?V>qObm+k3&!`qviy0ktL~U4G<9s9MSRdJ1L#$D}E4&k~jba zl4YYb0FGDwpN}Q{q-e;RME&QJ_YPmLftsILK6}*il%_CJk&f=l z`>zYbFF8n~uhJQ+*(42b|Muel9VJ?M=enFFK>(*S^r9gSlq&?L`Sn@(%I9OhC(gfb z%68gj+?%updhjw6^kQaDDSzPzds2G{_uZur5BA? zWA0J8l3AE?Y&?GtW-kK;|CVr~6pYjc1^g$%ybVA)51r3wg1O^;g?~kMT>0VMkfUc4 zKObxYA&>#$56tR0scf7>MM>%U|6&IJ_xzT8yBkGQIqt=C&~7QA4_c-)cz-9@i}f|| z_ovtYdm(|D4e0*$OYLP_fVp%F@h~SF>H8b;eg#!L+)l@=4{LAa3Xzc!fZh|amVy3z ze9cD+a?MY?`f`0PWNMlglm?s>$RG9kSX(NKF#q3||G!2HcL0c^^DPY#xfeyjj}IIn zGxJQq_9PS(AOeAIz3%|_>g7>6OLr`?lBc^2RVTkR>y`fyBGq07{QGk)s7@{^WW72! z%nFluQ6X6NQqI!kj@wmP@;jy>bsyv7wfE5Zj4YeCsGQrI7(Ez#4vz z&{p`OAv3gGv&H0h5z4m{k)o8IOKL?0tjNO(yTnD|WVLI7wdFfl29fQhkgAt}!pcUuPni zut@Qpo7@V&l(rR?VN)HaowRp_l{qrtJE7rIh;o*_924t8fv?SMtKLtOhF(!d{3%c| zctakK5r#hDx_GxrW@P#>JNAX^CkD>0u(_PcsS8s}$zi+@DK@wT`c;@}` zyBA{*boo`!wWQ**1QZ%)#l*DT(s+miV!9Xta_x!Uk9Tdc%&WZ?duLvT^qqY%^6qJ4 zc%2$B;?-7;eE8xnhK6iZ{b+E zxyHEdM)wKorJB;s?cRF0U~hRZaOE|tJR8ge`xTJcxNDE&fuomPquwO1gjH${Y03jk zIL$++KXYz%>o@@rFgv9k6O`_{1h;ZjGCkkBS~nDVY(i&?X(e|~LKVHrRKYDNUjFNQ z0w6;9>uov)pxnt}r((C=WoUi@s#vB#x_fH1P;$*=_Edl6kv#oD8OO-mIt>y&kS6LI zdn*%Y628Dg1udxAKNoI9If^INABcfn$>IV(1o2?PsO6ifeO?8UpUl&CF+B0*u-m+r z;n*3v#ALJ*uC2e-3aNl1Yc;^&$2mKDrr<4=ouD7!q!1wU$TG~hZqap0usuejj&C2R zpypl;uU78Y*EM+YqRxf0H=02QWi3stCbXD|0xFTs?kkxZ?d+|c)r0#9t$k}>l8S8E z0;jRF6k*X>tq=J#_=Js_iP_3p6gr>X-MbN`9JbEoOy|bCSTH+mD2Cm9Vf3^vFY9l> zPD*H>Z4508oN2a~ApD51S;;aO^la&lpszv!2&yHk;(UbR;T7Rye`!25eSj5I@?A8o zDwZ6ZSVJ{dYCv#%Nb_>&&g=&Yg61HeN?pF>gAHx^702dd?jYhJ=!egp)*~DChd5qz z+5Y}*T#CV*=LX|epIh)a`E7NQbVbX&+7G1}OOuNSicv?tB!v08BHRHBn)1D-Y@_+H zZl^VNQ#<1KWZYkZVTIru5)vCAK3SoOVfOX;Iglg{EBZnGW$;l@)PDJ zvL;a$kp=E%flINda-MGSjhh*jX-_UQjeGuwG$ggQPG5-BGl<92<@2L*doZ}lZ;Ph9 zHSNyjQ>+X0tjpHoT{d3|CuGfQKrv6_H_q-SaC!rkOqQX@&Ycl^)lW#N_0GweiJjW2 zioM^g{c5VvD~9Jl{Q6I`D$mSLSa(;4suCIxBqA@rk0!e z9R%?>Yd!w{RdSzxK2-kig4#`i4Y}y{kfJt0uJZZCSVI4D%oG zxTt@;jTSoTe36Qj#62?dMWcQ(RV%>LC4Cz^)K)^|AA)259>dfE=)qlX6&$SXEoOT> zLRui5ZHMCM+C6zSjak>0voBd5jg{@Wv$U|uReVMb;t`H}KTZX{yC8ShT>EXy{a=Nn z6lyUi*wBtO)s;Sl_|XY$2klJ6pS;#c;u;(hgMtJOj|A@72N#^YwKD#X7wg`{QPfIm1l3&Cv= zzki$L2rKHDf-_=8On>}TZSGif@(Ue0=CtrnyZf(Nu1;1lsw=*bNGskMPw$hHJen_* zpo#W6JR~0t7!2ZhR_b^i#4&K9F76~McKrMkQgVTMq$2112xD$p`atC8V*|$L=6tFo z`L9MC0)oxWA6rv^sKqTBl%20^XI=~-jJEE06#kz1tJg9yCspRz7UlYO(r2GKoyFS# zeHZAyeq@R?Bs*@|!tUo6Bs8M2GeY%VI;8_AGm&)MWI%fr6Vi(zV0}NG%+^}VgKC4Y zXvOVAB;@CW&|~~Cf^29ys~u1^Gn9xx`PiG4)S=~8bx28-M*c~x7dyhenX~PNyjYJ_ zp6fv+NcN$@+{s*plfll@Ev>7S<{h@vi#4#G33iV}UJ6c1gC-ju&K9CwH5v4g~lq~575QvCKhK8WWYsfXx&nl#I|g1%DE zUy*}FhO^;@t+E0#NSBXPXFE=Uw`c6AvPQjqzpm0Bstp zq>hFaX5@?Ik61c$1%F6;rTXg^<$H$U-Kgg#9i}qRnb)bPN^?-9Ro-!1q$qdnmg`hp z7(;0{Vz#>7(|;|p;}+@li2DusSCq32GG?wnVlS>M`@t6KdJu(Nwlu{c@0bb!D|=b8 z1ha{h5-iQo+)>iy)>AIOsG{dC{+`aw6!Wo+79=E-(+YQHY&T2|1avpc_E-h~`dgi6 zmCpkj?uZ+$HQ{0s@qN)~JZbX;H)$UUa||t7N(WjD$8VwRXM5m}hhxQ&3aHXt159I-CzIx$JXLCwEfpf!5UStYD=*E zpCEaM{78oPPbScapve<=M=kxWP(^Wx2AR8zX{L!xBXb`+C=EU`NIHHcrE$J~_jl`j zk@(Hh;9puAM^4$zg~ZWLR8%?k?Ni_sF4M}kBhw+JB(XuMpbq8}t;MV9GHj~7BO2nt zytB-dKjZPWZC}>pWcpe0NO@5^7NyLynPS_$Z4T?XrWk%&br2F1mh@W%HNajrtasM? zf%5}FE@^FSm}Dv~RrKkXdZ3%_PYNsKt*Y1W{chHMPYKNMK#hNwP9T(89`ycB7cxy+ z%X+pB0-4*dtD7BmpZelK>w!pq+Vl4tyD`ym$0a`!T5SOXgTt|QC&FMt$rk;8ZOh#XK2E8=Z61CXqmM=koEBO46~(M)c8G% zU!%den(@Wxr+fIG+x9?vB$3U?!KgBFYq+{Z#jgS1EI&Muf}BXs-9Phttkp^j``GzW zfa5Z6IPE#^m6~YSN5`QCw}g7XeKNxXnU~w+G*ZeHj+J&2+*TtP3*PRs!iOH+z{hlHDmI>PK{9Fqcn<6p7 z>?-3mtZ4wWy};+^go57m%=zi=INC!NA@?iv$!{(12xGmp_TuSj@ zbEs>k)wV`|*+?FH@y)*sKQJ8zZ88p2)6IlTJ+VWcTFXoi`9)ovb-fm4Wlw)KYbj4R z11|gh4gQhSRM2~dHBT{!Lqi$2$Y?B~)0>31kez3T5!=_SLpL8)C0h_OgR-d%(8g(+ zB!>iQEv%s2+UaH~Cwt7;SlE~a_(8-P%>C)aY*Ts|G=!9`31CfF{mT%upr~>$n_{Hz zo9|AkCpJJIv62vgmh-w?(O&J)1kwjSp-GH4H>xl{DbxX!_F^M4?q3eYFYcHfQO9xi zY<=T=#tbgjV#4a=2GB{pHOKe>eG&(o>Pv%WO1E$jrP18J!WUC`o93JcJV%^Xe0CX; z;u|CskgjB@QqrWE&PNF{-^dqYd*25D+Tj@D1VK|O>*;lHIa4ld|(u7%-{7B!E^{zbThM@kp!=JBGQmr`CiSN88BZDD9rE}_8utlPHaw`J1C(ZY<*BPT6+`C^Ug ztnM?&5Rn#pS&JO?Z?^o>dyh43F}v0*feavRY}lQL+ul>0YUwUrxgO(tEUoe8kd(Og znQn)17D6(z)~mPmK)*7j=nv&#i#=mEfznlwswKsz?oog|bNO#=b%90H5XvJMQwQSq z8@o1S-r??-NJ6uD$Ub)5BGBU@lpQYf7LNMHR8Y(^RzLT2`rxTBtw?ie(0~QszXVAP zCsyGl`d*P6IUzuz^_S&38Tyeb(#RpX{Lgp+_jCdF>lwd5BE8^ixG=f041JagMy}f}IsLjlBy5ilE<7 z`L_Oa{YjmwG|3CLGH{0PmFHoQ$ValqvSh9E?T?R&ZSMO1?ylK-vPybQ0ql)Mi8s?Y z+sv50&28VXTAz7572CUwPWzO_OsGg@z!tTZC5yRT1F zQc^f~Ju-#J_3C>Tro14IXWP4`)yob@zeLkSOLe_bq9^2hS_= z{Cl1lzkpwT`QQX|-jxCy<&IeAWplc{5`83 z5$k3Aj9gFGqu6sq{YVYOywgg13T_NFO2TD za1g^eWCu4LDzf^30uF~9``M*9j-44D@G@@WHuAWUrApwXFep7gr@0k-8rK*422|7WSP|HsZL>Y2it|R0c0BxUg)5Zi1)TCm(dQJM`ACi80 zjdOe%&5R~5hy|5P4|8bT(ZA7K^KLE{;u)9NBKD_p-!9?P5axFDRM==Bz&l>2=}b>M z*9uk}Z<6~1>Z$Wq|0Fr~z`W1tLg#$S1J*7g(%2hYw9R*>Z^BmWCd!2K!nhb>UR3rtFpOLY3O~y383ZYC`!zl{W@6qj{q(O?a!;7ckhca0B zqy*1^*HNUxdGlNUwZM*B;b!h%I9`(lC2%Q7QpgS(i}%JdMFfp6UbviYb8e5!Qfn(b zt@n%Hy{2}O@)q`5T~U)wUBNQAlI|v`RZ5QF*WV;DxTRp3C|sjxDB~IbiRq#{?fuD@ zk|A%pzTt@laBL=<_~&3Z4OyII;=cNAG;aBwk;``153!S^k!?5FLY9z6tqI>2R2Xs( z2c*o&Ked(}((x573=3D@cQLK)86IcAFpttcwU02VL#DKMH#XD-*?@#XO5RLyd)Y7RZux>^ z2jyN65())c8DNCYV((FdIuCv-PQ1L!z~H(yFncmnfSR0On=Kd|o?d7)VrMHm?SmR% zS7a14IZlIktjGruf=7@rSO+NTmQOm}Fztg*xC9t%x!E#SH?nNu7atuL!X!|I>CFi> z!r4SzEZOgAq>4cBubtnwN&Z79FOc>V5*KZH`kDfr&17o7Q`|OLHkF9lYi>Z=6iCR6 z%>+jKY1(Xw^i<*;LWJE^j&iYFtCb zf*7zf5BAw|sdCtWc8yF#?|Kjs@ek=uts;1%Xc|Au_z!P`BuLTBJn!d~na9MU79_wH zip$q)9>Ki=+tL+J1v*_ETxDZ>?Dl){g=O&N7L%LE88PL7%j}u>?Zj>by5>84or#Zo@EDE*HmRk@Y~4pqR5SeEe13GA}^abT}*7JW9NP z1~WzkO6%Cx?`_){QLHf+*;owNq`$gDfsHrFz9Db$f-Ap`^^09NB9CI94i1W(wK+?sLq*;bw~Y_Ol+p)bZ~ye9qDS7h_-<_?_K8smNV z7c>=3+OxyaS-7B{QY$6F@1jZo|BB$vPzbS5Y!~m<3%nJ?QyPW-dOL8;3Y7N+F%W}k zwO-szlD2r${!S{+>a^8j?&~LDw^)D=f2WMxJPj*Zf-&K3O~>Wn_7F1pon9{_eQ2J0JkQ(=FB=@suW~4D?GJV-Ja?pg<-s{ z!t#qNbVc|nvMVr#D4!ifx1_C#-TaUtjl99CP_{8LJc$g9$nVA;tKq`ZwqV1iF521g zmui8X)1M!aRtCRUOWQaP{tDidWm|5`lR6Qi6Dv3H?)5k32>8bk zewVzR@|CttcWBJ^3JYC6=`uc8$aqH>@BdBbYc&h-wVhCi^%*>SkkVO@S5qcYyptfh zb8cL^eAm1Dsnw4w_*7{`cJC&%!r4{nuJnp`i}BepeR5tAbVu1n&g0bRVfV_EttlwSxf~-)Cc&&~MSyeO7WV*3Hx| z!CUXk=GrYPu~SO!0Je5x0D0c9Y8+UtO47f7cVNr|GP5R}2o;0%TnCtnRmlUPFRcI& zxs-+yL+*b$w@yMzt|Ar@E0wORGT6V@_>cbF_CHnK@1+TR322p|OwH{hm13{8>vNRn zyOn4hyS;+b#d>$D^YyJtDCu*)9mdflsa>an<}AzN~T3BH*AzR$v8A{kp*0W&pF0F{`rYkr|l!2 z(c?qmqo2|)<)kMA$=3GWmJ;GG)X z9Rz?Sziv#WeaA}ljk-G1(}mDp4v5c5v)2*#>fWkH9dG-8A^AIhZ^DXlAe#0J!7?(P>dTWKQgr`%%UX5BlePCd0%@PV=zM`2m|sq6+D=mcmNPQ>xP6UU9%cOr^ZE^b95>Vs zDyzdaVHKj}w7FGhG#S+YKKc!&zm-Z(!=J$X8-Nhw{pG5e^5xS_7VT+$rlunf5&XF9 z8dhRFWWV!W#-O?#mpzTNNMfMtYM6VYKzHMEW?YA{&e*#U{_d(|yVtpY(tH&(!w(AU~*w%26MO;qgHNOP@r+bOz zHf!BOn1y>bsq--cqW>Z+KlxZ>`9K$@u2;Qo75s0NQ*>t@!k7;n2g_{3X7#q?S=BE| z5A;wkt#!eOJj$SWJv!}^B59N6WBIu&AlaD#6E1(I;T=epCN|} z)l_Z{+N8Xx2jMiI{}YIcB9Y6wzP9muf#|X`zFM0UD}z|8-ukgOj$D_^m~pr^`<2QY zS0sdChVv{mx=mvoN{@TCnDENl99`}EMi@&(Wn|=)5;`HMT3EHH$($h21YGhv zwiPE37%E*0oemG4jpGzj(dd?n5z(Ususgv1bQ(QANyCWrVt-DA>q{4#KR;i42R|%t zL(7TbFaOA7k`+)N4;7HoqfF%AvEMY%7F1i=&2`Dt;BfqWW}SH_xK43YJ9l~+9TpUz z?8$LXb642GpNp0N4kJ!tp)IbRR?4(L4u-*2qkNwYuUX+4FAgBEelI#@l(;Rtg16fu zZ>M1BsL}z?0w^;E`g-lx^B#_~q=gK8 z1Yq~&t3IST-s0Q%V`l2STed<;S^{$2}Q#VlH?WbnqK2qz9R95 zgt4MY;pFXn7s|{zk8;~^JGm%Ec9*R1bywx72>}aKM6X2Clo%D~8<4AvS z5D73^kkz2yI!F0XbJ3=usSY&enJO;36wS-7)N0?J2HW}@MtaZ^OzMKp1*J})Oy6tfgEc0-j$oK!5 z3Ka^n-qgb42u#tf??tp?<>p+Md$nS!@|T3#+M)Z|hh>xGzk*WF#>9Goe2MohD07NL ziqg*B^Em6DTEzyPvhB>2`0d_FHi)>99!rm-;fS>|ke?$0Ra%(bIiR}1@2{nFooQ+s z(ELPPap;ukL|`ZO2RFG?J8r;Fsi*=wg5U3m&^e2UbN62(Y42_k4PUhHJ;|dV)sAGG_)F9{o`cQHm8LcXR_UT zuLIb;iQDd;*16K0&!7~1?N7J88ckr#zY9(B@aJ0otkG55?CBBBgVNVpR*P_*Pj2B! z^UJMgQrWhlzK%F&8DZ6$&x8u^3qDJ_WMIGU_vR$0l?M+MRY!g)Cj-h3mBD}A1cn*a z#?cwxR#EVDBgovCGxE^e+bZz)B%nHS{(coj1{$fejkTLpW7L@vn>j>!?p>Q|SP6|x z0H8X4KM$@c3NO1a<@oIDyB}A*O13V@0v|hm%)KOp-<`av7F?Y-%305#EcQ6yg`Vo2 zrTx;G{uhZ)>f^OH<5pBN>O}3Ti{q9n?lV~_k^&;~<&ONOq$gG2t?j+NGvaaJs5f>} z_g^LzfVzkY+a1ce;9lBe8nM*j`h_mn>@GQjq$T6kS7@>y-og?JVmDo+oGdVt$GEV2 zCrLxen3HL2p}plvh`CZIylMiic?H3P;W@BKG7u&I;dDA@T5X>NHQ9E}kF)AASuLm% zwo2NDCs>v|`Fc4ZO{Y~YkM!p|{C=2Y=^dBD@EuL~P{z-*1&jsIxj1=thX-u@TZbD~ z5+k*8fxhoj>NdlCUzzNjXNU3f-T8hnzyfc=OD&gq-}T_iO8L}Ci#qH;f>8(N?mmG8 zWNEHV(^z2>X5#0nmh`A#$s`mZXx$k_RBhJRfZ@)!X%%}H$-v<<%D{i)lgdCyT1a+8 zj3MX;(#?D4Iw}IHPPscufjOF`oqJ+(oA_I-DPW>Hb-C7{cRtIG&X<}z{P0azZuc^) z4S3EZ6^U$mSe6}~zZb=)-oZ6p#A??7J29RnNt8@U@k~nO)5)cR1 zc24XYDoC;+S@_&>%j2#F31Ab6pOoHSf*qo}^_jJcivhFJzX84ZVz;axITSZ0laoES za-o3qRxhZ9a6P#=)aZ5YKH0upau9E zk`oL20SPgq)JQm4-NNmk>e;*bG@2Q@NK(JL>*d|-3;T-P`Z19Y*c5>*?oHl$G46s( z8u8{+b^V02_&6T|H1+uO{^gxVS4(MY75fnMd+yHK)}W)e0YHo6tIUpZOTBx&qs`1a zI8C}#mx#c-y1cS~c;B7ZyEAHW!zW>WD#I#fBIMt@JV!dXBuDTJ9p<5ES4&OmdOMu} z)d*igMFbA`aa^mPaQT)#jK>>WhLqI!hT_{h{_aO}5!EpDA&;JAwM2>R-#)vv_W za7U3T>n^YL?bWu{yLmBYhXtJFeWdb+3oD``eVI=V8N zT)1=xH#?1mNWn&@Fu(efgmj0@xN9#ngKehFhj7nzKiJf?_y)Az?rWR@1L}MBg6hhZ zPg#H^L-nJ9d~lsCD5z*!eMC}lwEE-3y6Co=wV0RgiNWmhA)kOQT^Cy!2lXdW5T&fU z$E>|Lzj1bPs^kxR9J%8@ub7t)cuZ3MEAY|G2ex&-8FlDFglwNx?NKK)octdR zn9S(%H}~abvX8JuR;9Qk9)HOJSQiQ3)9f+H^Fq9FfJSVr+%SwBqrv-ojD;9Nc>Ras zLIYT=#AC{(k)1837OlOJS~G<(^z_a|a_$&S+@0g+kh*LJskoe_x6a66J^54vyud76r1j-Cc7tLZSSG^cjGDs^!XUCD5-D zsl<_(G`G0*ht)2!Cb21V4P}|SU@(njMHjxt)B*tAW%hdBRgfL~A+HqOL5-;(M+VG+ z%7gpDF~+2#PJ3m>ZMN*`C0`5#ivMUB&F)hpTc=p3>IARD&eQ!_sleq=7KMQG3rk(S zGG^UN8>}q=*aDT)5)Fr6M@cC_>tg&ms%@teSkC$u3{WW7otkDmfWO>^t2wZQ(9)Wnx^-pkqKp1mx`eMXF)i^ryxh^P!~|8w23)~9dyWhQz>PXroB z9KyGJTWk`TTDjD-pp>QKDkY41O@oOdAOZ}mRZHh8=J^AIv2w!(2L%ny?jja(b}P>+ zJ0_UDbd+M_da3cY3ujsZ_s>Wh8Ng+C)x2TZZ@VYVp)YiN=UbvLx5%OAm`9#O62!*Q zU^P3o{E~?QOmcQ90_erhtm@CNynLfnD$!aCi<`FW9yEVq+u-N21FNd{2%B8++z5QE z9X1w-r;=z&B01=#*qnn%iEjQ-H22|I&?~61NkXhbX)g*GKmk}_I?d%|X)9fEhh}a*`$rNQ=#4~v%*>O@-}X$0O!A+D`nzwDE~kU)t3W|7!)(%tVjW9n z_9+sre|~q@#8OKbGDtiBoIcxF*jw#6B8K%!LS&yC$b5QU2kM~a}0?$hyI|AfzugUV2w#2vf- zIEv)#sX+2rd@BS1gW()~;w^0Q(y98KnH=&VUl7411e=w9DNNBj5?3$tBRvcrG4N5~ zpV=!rNwYTr$-95kel8A}S(GN8-MNY1y?@D4=!xRg1uJbrca(%7CkAe6uS4(Dx9 z*Ei;Bj1vAIgxi03GoOHULP)I-V!QrwY%Akm(R=wOW2d3QwQB8XFB_^qE&ZPk?!awM z+8I8RzkXLHySUN%f68q}q)mg~kUjEY^;M~Ftts3=w=ai%&c0KL+a6T?w3%WG59R#N zqqCYtO=CaxOt{sH(LPkG?+fdE3jugHGHX^P`t@H^pflpKr-5Ft?zO>f*RHl*s|SOZ zIwkZI^8YE|wg=u{#>(c>VR|hLc@N6NaA_U_3&FkKt72e(`~(P}oLv|d)0IVT4odN{ zyVFj`y1t+k1B3&EEU?KPkZdH`%=yr9orOXh^}CZw_#@<9oQ=G0nj~P6pe7EgV*|Zc zb`{JWuMSQ6S!^n9D7@v`zRu%1_{xMU5P$i4J!&N!@aNx` zgwNquC-uRMXQ)s#9h>dZjv}etrLE%8F>%1b>!{7SbZ_HL4<~)c)#`x!fBHQB6lz#M z5>5UpDW_@!>&-4~CV;OHlQYGMC?hx6r00y2fIj&@j16FHv7pPTfMj~ zdVGI;+4rn}NDIy}#=19AZ~S3)8|kF~pNj8jwq2%pmQ$LjD|B&61cxX64$(BUUNaKl z>MjdFK4f$LNiO^77422{=O$INVJ*49dZ9*FC~WTJaasC!tvO_RaTDvbZd;-d;$g*C zphZt74LIsFxr*H{a)rr0jp-#%!WBTT2Qy{~w*r`T%wCRcDdW@E-t4=xI zi1mt;PAQ#_1!QhNLTLA>J3_bGbCpfJZ`v!kE^9tJ6meu83JoKnGJDOn-Ni{kZA{!g zPWhheD$D3~vp0E51#71o6MKyzd9BiCsfx<=Q_>B2ef3#8zin?juDgIOv9!{6E69ix zEmiV!#kD$QWkXub?mzEcDGR&1k?gkCuF@l&j9)xw1~7~$dbhHasLQQ z(o2V4<2|^xe;N;dd-|`i=x1!8a6|9Z#cDL>gpm8Cyse{HKlHz@1@HuSe*}Rl--a6Y zNS^hHW0uR+hqjvSMe2%rf=vRtfOv?ldHwA%D88cEe%zujsgNHk{&T9GdE3qCxJZNX z5$W=Ouoqpm^Qfc9dim$fQk80@jm29UBy8<$t8e1z4+M9MTg-;8f^v-ms~InHShJoE+jw-U?_@_Z{*SJ$*%ZSTUX4!29X$eRJMFH_rHHNi^HqMX-SKZgF8ALV;gRHX zDaZpv*Jw_@4i=CcP2d)G(SD?Pc6hR=J2HH13=;3uee=*yZH{+VNC0boNd~L(khx&f z=AS>J31p7It(gQh3ti9bIJH-ZrAd_1=qPW%Fb^6xiV16ZKhBziVGws|D8l~zjs?LP?`Dy{T5W%toGis z*SDgx0ESya^cLNF++SBjnb&AHj;qBq=eK>TyO(^_!9(FS*Hgx# z{F$Q@3QV3+9rEbhy4tJP=$}O%zy$-Vx_u#TofgOKGwwSY@5~<>r<@%^dFW4+%N>%C zg}v|K{}_&pg7ywWkDMt|IN>Zjr(iKKDG)5(_-2A_AMobjZ}qXQQ0len^c$%*yWm1R zSN?w0`7-5eZa=Vlt*pLw73MxVI9A<}ztL_8upwJaA3H9i=!upH#Rhec`i?IgF&|4I z{c5_Qad8nMq)YoRyK+eYX__9Xh7)O2sBU+A=he$zOrLk-5<(2-YH!&{%)6EkpHiPB zUt~ciyp4tTSN|tM^OkxIjzi%hyx-TWwghET3U=r`fD*DTbjbyNwIbITwz>k!e_TFZ zY3>JELh^14uXY#|A8q%yb508NTy}L?)B(Kc=L8^K=fg19l^O27^#UdS;m{+yy)4k)IJ~NWI=UgRXQ<}6Tn#gW%;DB&?!(#BKKrMk4TA&HJIof}0D!7mSjs{M*e9**1YH;B*5eoM zB4u|z!+P6gd`p9ZEcqIDZr`_;R{;`<#d~6q9c!F+@9o2r6*uH;UY&8$HF4(YVOF*n zzhl1@yuAr1qFhryls>f`5eKwYuN5t!&Sx^Ng)pL$J)OgWoDEbV1}R@;qS~e^(nrpu zG7+OQ-E&Og#jXfH0s0`k!yWuOK8N;dYRThMzm8WbAWB-;H1eA(@-YNDD6>~|q7$b& zKe2^gxn0ayNS0N~ulgiFjNa;RknDRBaz-rSx@$45nmF|0`?l43@45mCwN74#n7D-b zF*;hkzl!>j?gTPblSq-6NI{8cKN{#qMl01RWSX6>)+bLjbcbhv>!#gTtM99v_)<}I zo;nk8;(KXtz0}=w8c(ZhgEphCGp%i%aoaVcu{(9`EGhTA`J7g+T|-#Qn^Fn`UXWHP z_kI!0mVFRM@29{S#q-yzi|G9Qf@oaqE^Wl*!`2V!&iafz5WHDk2FSz|u! zU;38qLfx7`l&ZDP=vL2RuM-SrJpygjSyANI+{=HwCDHTk(oNnzego8^f#o0m)xWEj zfx$3+(E;uqqTNYGS2F&@R}^!=PcvY2o1e#pIA%q{n=p3$3#Q3>A|EQ&z@19f8QPKM zH(`Eh{ZuKrC*cqzyh15TDepY~mJ8_;XT2oiMMZTo4Xtp%!Py5CXy>B%JQ#M@n~$pSEyv267;9i{<3VO2Y57>HGFdLiK4L z-jGBnKR~y_rNOJ{e&z8o4}om&l1_Vw)bj1y2be`9O!2%K!CxrGH8@szmWnhldHPk6 zUzLa$xjU42i^P@e!+6L}u?;pk_7p%LNw>cwDqw5Il!Svk&-i=WhYK*f@|6z>saeZD z19t*)jlrTr?l$v8mHd6d7GQqr_4}9H7S>-S@Yld9ID0bVL*C@#6|y}xZu(8kg;lXfO$^6XS)b$Vs zhMWYzM*#@e+<$yV#3LnuSCtn>j_a^MuD({@b{4)EUEdlRdys7H=#l8p6uUe-T83P*n^)RuEfm0(Jtr3q zvH0ah@RY`)XKCZxLG&*zN1PEQ#|_uZ1`rOBcKxo#Sed%rprD|4G6&5?dsYz&VRX@) zH2D%1xz@|9H-I^alqY|GuN-x2;-!P3%PSN2>?FtT59W5AJ}bXE`D@}le6%f*^S1^l zfM(;l;uoUL5Th}BR)XQ;O=`Brz4Ny^kU6i?j{R2a`8Y3On0Zgu%5%H`Mx@R1f&J$1 z&}a0&3ag@BJW2ua^kX(5cSHBJ3wd%f6^$L0;t5Q{rCW~k3a5nn!ffI#8)v|8@!(W4 zv$; z-il@(sZa`|gzlD0VOxnk{^mkQ`V0i`)K&oZn`{;6>6_fY-a5tczRN^FG1Ca#g2cLF zhC~EW^$GdtE-75sL9cV{66A4Ii+cx_X?6H|Mhq2 zL49h@hbTre|*Lxw|$gcOJU8C7mO=>{=dJU8K2JT0{yp{U@bQ5*deI`=8cio>!i}sdO$_k%2s%Lfxik? z$N}qAP_D=tcDYDZoYdcn`lnvu&wvR3(S|Isv&hu^LHfXf9l1iuhB0VX&!r|S(xn>A0gwrkYRsQ14I0=un(3&-bRmyOHrIfz+lTu zTs~Crtq=P>JtIlE%FTUtqbcv6BsZ-mM3tJFh{YxW5c6)5;J+8Z@6ioz+N3@G5tcx2 zbv-_=6F-T#ikroBe#d9vU3uzFs$r4AlS$w)y%V*(Slj~yG~;kt=YZtisT~n6@8&vH z6y-tL4|j2qpSFm3LqyRt>?EV%n8W6ieUk0=#@N=EK2$@+cGNe{bwB4gCLAWhQl}+1 zHAd5`c17^e!rj14smlb9um({$h2s6F?ef|sN9{zl@e&@m){I0;s5}A z<)%u|8aes?Xlk5vpZWOy_k?46>Rl~rGt6qLG znK$xbB_w`4p*RdRHA_)?ak{0xfq&np6S`-_ZgNK>x!4@>LM7Rlk`rFEao}X25lvyC z=Yr!a7uD5D9#eKUEvGBY814D<6Cn2VQ$6%68Ph#@DkeGWpd9Z>1O+~el1jhcA$Kh{ zW-V)wD*L&xnLaYh)4q0-H+VabPJnXh=A9yg>6Z#jy5YZBBjk>*D&#RYSX0Al7a*7PXIL0<5F~XSDLhhs=RWxwzG5*Uw3rXLqjNy7%!n z*D#`gG$TOpHOs3?ZkYV7$uIQAjW%qz?wu+Vod;l3IjNTGJT!h>f37Pn2kZ>cTrb_3 z=`Y~6HM^VzICGOw$A&@H&Ras{4NQR5J736%hBa?$2>8Z1IqwAt)eTem)=0|0)IiZ; zkSp*l6x!RX)qkKIXJgH47#aBn!~6>-H;C374F#Ur?}P<7#{6$L#O?RJ-{o<4rZ)J%yvNf6(57yHx2Wvn5(g3BWJi%ULIri29fm#FxZK)LoGgftzEkSub3{GEBgTE>bx{j&MU zSl`&^D%pG`k1YB5OF1v4eT0Gj-*5gGIvj?7pwDg+1m`uq)ZLL#oJN_{tgmQvbiGa_Bv<5 z@9E9H%pe`$QkEecT=zIX?sU-C%!!hjjcLM*RhLrl%ZnD|Z;fOY6px}w}YFUftCv3jEZm`eA zwCM1U^Um`j^8ntPz>@uRI5C=4(j{Ab8|kPLUDFUP5&4d?S&$ftI67q0cRi_X#Ut`BV$PG$sPJL`KIh!-IGA-$x_V{iD z?w8Q@Av!v_t#?44u3OTZ>*y&`eKc)^KlDVWbY{T(<-Alhd0F) zJKn!ScBcounzukK9M}Zra1wd{#2GB@xyX~Wk2_cHezJMo0i=TtOKG{T&x75M`~OO} zx$)UD{Vo1hr)NS=O{2YVuRv1h=uR{4CED>dSD5;TFGI7$FtvF=M)HNK)5Egya+WoWYS)%T0SV@aDuOX}Rc>U9_3aCyPT1y!C zjutYSuLM7mfYI?XHpX`hWU-3V7+_!p>nExug zXR>plyJ#wr&m_!YE(_u<`lEwmBe!&(H*B9Uz$E&?h$xl_^;7ke8R}y7P|hEYN@&Z2gD;aFP)#y_FJKIj z1);06?N&okAFrx0Nsy60nZcLl#zF9+gD;b=kLBVpCo|Za3s8-=Wrf1BsEdf1?4s3$ zMNt0j68B8P9H!qQ=1yIYTKOr=btCZh>L?0+_HP(Vb7LUzPgK>*q?Hhsi}QPt zE>U;$pq>Suokzd163V=R;36NCIb|7Z|DTVlR5L-R9?l=GkDsWRd=)T+$b#Aldb^XratdyXin%O^p^k;_YUVf$mPaeZQ*(pVP+yD7I~Eq7I&Xb!rC(jk zoYplDJfiGk7(j9Xo&|A+i7%!XWPsk!R4#cUAGNxli@7 z*f{JUP`-xY788dU4RaV6LY&d->rV>LwmwG6 zs@_2$#G$3~HS}N1UQXMx0@I$;#C%FZy$fSth+g0R`t_j0Q^gY#c< zTk0KnXz7&Ki{hhIva506Ew+&)tQbO^c}p|+6vb2F>Ts9K`z$cMMx{gz5mXVq0Y8%w zteo-|DM|lTT;@uEK|~fH8CXb*n8_`j*Rpu7j%pnXt@aIux5-hlsbitF;=01JHhxd) z8gp4tQ-RN64!Rz-eq_&^E6dv>nacu{l3ldAbIAt%GubXHjZZ9L!~S%kmj$&G{6m=f z#MHn0H+|i{?9!z~zWXiWge|tyBolQ3sAHWQ*R(FV@6=QDS~hly4EyE8TQ< z*(Q>6KU1ah1t~GRmDQ4$gIDVu+%ivik4mrXqSb{(A|lykg~GC^t3hosFofC(ehzc+ z^{92DZQ07Xl^ug!pW<+uG=OLjSx`FzhPo@BnwMSl#RbdTt(L{I)U@A!D9nOSpa&f3#xF>^5LsYQ|BYIr zcmx1IGBGd&gE}{s-V)8^BLD!BiO7Q5888#2efffw6?KpVe*^&ajWaz`gn=OdKtge* zN4n6<0su%T&h$tZA`5Ej)Qu@mJ&Jf3N-lCv`D$kX3TJwx%l`-1QsuLI-eyPu0000< KMNUMnLSTZLaEB!T literal 0 HcmV?d00001 diff --git a/Missing Values Plot.R b/Missing Values Plot.R new file mode 100644 index 0000000..c136cdf --- /dev/null +++ b/Missing Values Plot.R @@ -0,0 +1,61 @@ +#################### +## Load Libraries ## +#################### + +library(ggplot2) +library(dplyr) +library(reshape2) + +##################### +## Load Data Frame ## +##################### + +setwd("~/GitHub/Feature-Engineering-Project/Viz Assignment") + +df <- read.csv("Tidy_Data_fff_2014j_Dataset.csv") + +############################################ +## Check for missing values in data frame ## +############################################ + +apply(df,2,function(x) sum(is.na(x))) + +####################################################################### +## Create new Data frame with only features that have missing values ## +####################################################################### + +df1 <- subset(df, select = -c(id_student, homepage, gender, region, highest_education, imd_band, age_band, num_of_prev_attempts, studied_credits, disability, final_result, date_registration.x, date_registration.y, date_unregistration.x, date_unregistration.y)) + +################################### +## Create missing value function ## +################################### + +ggplot_missing <- function(x){ + + x %>% + is.na %>% + melt %>% + ggplot(data = ., + aes(x = Var2, + y = Var1)) + + geom_raster(aes(fill = value)) + + scale_fill_grey(name = "", + labels = c("Present","Missing")) + + theme_minimal() + + theme(axis.text.x = element_text(angle=45, vjust=1)) + + labs(x = "Variables in Dataset", + y = "Number of Observations") +} + +######################### +## Plot Missing Values ## +######################### + +## This function shows the severity of missing values for each feature. + +ggplot_missing(df1) + +## The heatmap function clusters rows and columns, in this case by missingness. + +heatmap(is.na(df1)*1, scale='none') + diff --git a/Missing Values.png b/Missing Values.png new file mode 100644 index 0000000000000000000000000000000000000000..5641808200efe7932a8e031937a43271ac7a16b3 GIT binary patch literal 11700 zcmd6NcRbba|2It~NdwtYls%3eWh*No$;zHl_9hatE9)E_BP$}55+) zN5K^bg$vB!19wkVTLFBMkVue_SdvIckVt^{7!pfM5=-!2CL|;T2EbJb5=+7$;Q_wH zNLX4*Se8k|#7M+|_hC!oVz9=NIFGOzj1wMZmN7AwU_x1$W!XWD1W62Wag3!zjHM+Q zAZ$SRD2s_1Ccc%$3=hW)ACy^=lvzrY#aMy?!qT$gGB6IVAC#3H43`}obaZqK$4Csv zSPqwgXBlA;m_m3QfLY*e_~2k>W@dYP8|-yZ7IQERo?sn#f{}xg>Cg*+=~GXY^_)pa z&ejuNq|J`G<|HI6BzNRxv^|oSQ=k@NP_p3EGk8q6OY!-)nWPW%=-#*8Z*Eq({o2r04LHqJ%Hd2%H ze|-sA?^Bd)t(8#^71)z@2HHsD`($Aj(4dEX?YZS$0ajliaBsVGlpsomd(lGMz`CyV zF|@P#bC+cjh9!POkdqhkLysRdJNC%BRMq)hyVvDQG;}|?6EV(?JfHNk#X~KsBVLhH zcu=e2kO=A_ZZtzfiIHMs@QIt`*;^y}(_y=Z$+(TTH-eBtZ<`VJQZ3vQV=(LrU%sx zv5}5ggD45=TK3I95MZfH<)|X?Ya+z6cKgbe%2dt(n^+=KH`*-a%rXH3{3xAFfyV@{ zRd5Sk9v`npOkLM-HanKR#ovZzXk{>bka^(@o!o2wsLY!vs%dFf+$Vns9X*c;gOb{X zS5E3I8>a(bTn!-z$R>(GCQ>h?iGvx{1Sz$y3Y!w0KMsI&gPw}rH~AwOo8!DpQa_4 z$Dug$ z4;_;32hw@y$ZJe3Ti8wZ+j8G`6V;aO=>|Cw(Zltxy`SkNq|ue0O($|xAo?#w`n)P} zTBY6|lwXKDR5AC9CPkulzSz}l%^|no!;O>M7Pa06Rd#-he)7+wGz$x6IrHy3znGt9 zJe$9@Id-|aX0?{vam0U{Su;^=eq_4MOT-K!LYL>x>DpXpQ}bxIWdqYLiErQBd$TxF z$-FAtCGb7b^_>pqQN@LnuCXsqp$8Lb{$TlXgS9j83-Y(``fia?n8-123wNZFm; zkJUF}hVkRZ22vE?cVQ>k)g?qZUFEuH`R_ZjwR}2D`8W{+ql9k`YrsE<(u69XW2Yoh zu12>?CO;SA+1ZO7&&620ZYP*gYRiab#P<Vq(GmQ0IC~b^k=Y_F{hcV;WU*As<7E!vrpuie`|p7aINf0&K^rh#HHsre69OPqLz7z8Ec3VDm1+@#^uP;KY{|JnPC|qN zu_clUWQvb6?H4VsXp7L@{+H8El|YKlMxImwsipn|xH7r;e>uM!p5K67HwIsFe&H9CRT_Mdiw#% z_jj=3zB#JNPSAuT*Xvi!`?ZeqKdFu>3VQ)D7I{@vVw1W!m)`(kZrVzlvGn%eE2-8M zw{DFCK1D;zPr>p)@VQD?V=o#@RXoC!pGW~hl1O^)VVDs>V#Y=IpM6IHV~^o_{BBG! zCNIkjkc2P)IiT8ZV10%*kEUBV4ySUjVdd-`txboQh|}?i9`ePwx~&(Jj5TO`r7no> zIeu)vhb#`mkEAr00y6i=7Z-~gc)d(!OBBGf+9qca5qGY=>wpPlH&NO3Ue}&VTkB~{ zpkJeCBO?_Tf_>B);zRx<5N~DP1dNl#m1(*ZauChG36GD6$i?S#nCEn9=JG7|9*;@tlnGFb$#=Q-sEKSfD;x7tjD3qbj|B!*L8mbPGRu z+G);I&MHFAB`SD^^KTV^7>NFxW~StU>P8t54z1}#dr*v1`*MQkcSN>oms^4FYP8N= zp+ox|qdTgO=S)e&Y#H$;a5)b~$Z&q^vkm~1iTC;-#R6__CI6A4fC)Nu19R>l5l;C< z=2WTNnDif1o0P%V-?1=!%N+`QS5$#Q!J8f@| z?F)`~&j_NP{?!(z69!VYp_VxOp21l8Aobivr)u(4#mn%11G75i>VSu>1Ciyw87Cyd zq;?%@S&K|k5MjjNHnIMzLMil-NkROm8F6E#KxU7!#{Df2$uSS;(q-C*cs9xX_C5$) z2DJ;T8E(|f75^z$-mGrkDCOGg!ph|}VXDd;3t~?6+LryD6OZJM2_DVH6H{t45`+3Uvu$w-g)o;4M7GJk9kll9 zRIU!y%S$#6G?MyIXgu7tle$MFBqE9-_ z5c|b;pzZT?&Oh-mZ&anO416E(V*`cX)30NTxbu1YjCTR6WC9KU=zFRrRZDa8VrJws zl{}0x!TQ(9%+8(C5UX`9bd*q*>>#LuA}x4Isy4|5+`{GhA~Igv=j{)-~CzY-Z}b&ebJ2; zy+9j@ zM|%Y6`^rXr_C%{eVaYi<`p6#1`?&q{F1QITe=QG0Ir`Rqmji9#R`(u4!dOY0aZnmY z!X~`3yb+BbDQl~|@g-y*fknb6pv=B(;nSSgBb&ZaWRwL^p^SC>7_;BL7f+!_7PR+r z4RD(GBk9yuE_aPYHl=i<__L@!9ehAnZGmz=oc7b(B-dlgr-{jnCjhhKAU)%nJ+qLv zf^v^;Ag6LR2y8oyl}tHXkmn=kPA1yvKv`P3LQ&(LqE84JeKrv^8) zNmcb%$jn&Cql>*Cl@Rjv7{LVIjiNI^W{c*x6lD7#dRUmtHOad{l4Ad9twJL5G@K)o z+Fv#WT@ti>fI{FYr@3y2yxzIp7X;cZQRw)5p8>JpNU?HfcQ{G2DFX7Ko0#M|K8XO#*;x&1OCY^f!0cLJaCYO$8K zz$J7bUzTrm#wqiB-qFJyKDtY7cBaI(!&TpVRu`Q{op2H(WMz6m_L9tM^e%$Ab_oIB zFY{H+^-jy!n_y;iaxD5Ow@ex8js)H6ti(2FH|@`dDF1^kw4X0pnxenDB4cM_zptkH z>&Ca9+mg)#24{)IAD9H!b>Eqh%kh*P@bC>%z;C{4+M41>@%V&MS=LBkggynZ_7~SvV>+0b~y| zdljoyJVxj{fw?@*9WEwTYGUSR-g}C^3Ui1?!Q^f$krE6ZKmc;m!nt+jI{ZR1}W?i~8ZVW9vPFn(d*Oa=sMPt6G1^*5s9*5`FVugeH9saVm7e(dVeap0x^v?Fy+VW3OY-ODr4HX$*=U! z8NBn3i>fwoASS@~;`bdZbmxIcME7&1+h=}9IkC}v7goLm{aJb#+n?M{QvBKzcS*n0 z2Y-%`+%sh+g;5+|Fn@4~zk(A&?K}@}lLGSw_&QL3iXA@XMdRc)k4I%3<5epLHxAWS-f|~Z|q74JzgO>WE(Wz;VRUwMk;zZ-; zpSEM&G(Wh=LX~%hR))|$5R5s8kJuX6cM$@OTn+pAc~r3@iz#sbH!9BJW-%UoKb=AO zsA}I;BL5&PQH*Et4d}FQ7nqwuXT4X2WL=r5A|nrLzSl*oIiP{3lVCkz-j91B8c!%t zt!t_gGVSJn&>hl-yX+$9BT{k=4dQKfmxxg-cnF zB^k52+>#seUbq?ApWZU_Bi0=ZJ(ll2HU%9AwB5sH>xM8D21J1x!>SYoVOCVep?E&^ z6uH=^Mh+c$*>m@5+ScjayVP0vX&_V($}ubG3RAiXl4F>vhgiR7x@Dbv$n+KN`7-Lr zYouVQI^q@S;Kt2~$m4xn&qbj{>0u2_bJwjq3`8JI+@KOmwvD1}m-^iwlovSWx5T;T z8Ue#iYs-EdzDK|}XrCr|6QQ^SKJwtJ!2bUBd4~lfKgu~FxJ5_cei7)kvOWKHdi6DT z)PEyT02KOzgMAzW&G&Br&~^bO+($0ZRx|h-G;qzgQKO>g4QtDXX+{^U@ocA^K=+r) zXBELhM=uqIV7r{VRpI-jeXXh1wQz?jILz6g|LN*`R^Y4&Za0q#8*h7eAy(jzCZIBb^#dR}h2(ae~9<8^(#YTj0h&hM|EB^*5qSm}{ z3y>ln0s;##NW(q|{5cfTIdkkgC)(#cL4JP;(i|ILkjWGPB^dx;n=Ndj0Jup6qcf{y z+POov@3**KC*m6bznvy)TfQvwanb-ZVE~)UWJk^X1%GBDQNotI^mLT*L?lRq^nCa6 z6RHV+A-p!lqrj7%=><{$1$45vE?UG&(MX_K2|#Z`7P86f$|0Cbf0#rdM~GfVz?G)H zfWDFdn-jnQ0`mC;%GP3W_IDT8mA%Cs))hpAwg3-CmVL1vIww?#+LBfnw4b(x5O)Ii zxEmAT%*cI+&%^G?e~biFVixmCn2DRPy$VjS^lU8GW26WH z)g8N*D{w>{MX(WoE%pD!vj`yFUts<(u5_3@z`AF8)daEp+0ywx6jU0U-%SK_--?P9 zsp}j&1ctR79Xejv@RB>N$Ck9DUa^>_<00rU`!~|3q!tw4dS004^Kqhxsyzz}+Aqtk zAiEMyv=RYkfGe7JW^bKI#H=M^IDlb*vlFtvaPZQ3m%mYyH(#^}K$x_E@f6n=_L1>i zFaj21-^EIKzNjt029z26sJ}ef(tR?wi)SF7dQ6o7C-{5zFipnl-S-Fn9!tBXiz&Gr zq-_tS1ixs(XxvW;+wkg&&?D(0{{zVW_mM$)flAi` zKPm)(<4phxv#|Ml;sb!1f84|El*C`CA1I3N!j~AQ-!=&}YG6^CUfc~L5RkZ1*B>Qn zYB{F1p8{x_$7uq>atAj$H90C&EcGW9azIbVzS~-B+T&3FQ;4WTF0m@$mUnXYFl-r; zAt29oSjbI%x$Aa`MZr0zTubV-%f*=A@Sv8C0>K5&1RWI+ITbs$dy)M*$l6c98QkEJ ze-76C$-Pf`z4~(`C(nLS}$-hx0mPK#Xl!_q1>DB|3?RN|Ci^4Le>s%zhJHE z;Z)@iRoulge0XDInU{OCyH=UPrEJe5mCYed#i;Szg*enxhv>9FpcMGJjGCXDe zpp-^I|7TCU!p@Dni|Abj+jEu3y=hzyN~yNepBC4HzX-`-?^_(&bq{acXy4vecxN+X z28GL=HAUdzyDNT3>+Qyw;hJvzx>KYVo*^&6e6Q;>^2Tm;r|t4LH5^F~i`xd;@@bW~ z!Lh>Qz8ZX83|0$R9JBNa+s6GRCK%HQVsP17)6U%i%8Xub-eu`CKIU+X!sq;uk@K3O zxYoh$Vz8suN2Bat^)X49#fnT0_*VZ+ z-4W^ZA2c{YCrktVEFEE*8T2q`c*xri*ZdHD^`@(0I14&C+n zNF&F#&!^dM$3iRhgjgjTmWpfLBD~Z)GZ>;xJ5LrbM~p3OUrXF{vr|^MMJ)@CXij%W zeHlp$dU!FTA68Nj*m^G+<51q!axrzsR_O#-zLF1HzH-COxS%ELw%5hsZ*vNY+@oPE z1`GyfIf{3WRTd3-C4^Ik>dAXm-!Kt=fA1A~x3kubah|z8MfsLsXeU#psoE@!2j6FA zml&1jJ=fhj4N032Zp_bJCfTk9qL!mqhP`wrG(!Eo-9I(|gvYMtYi8X~#;83gN)o^O9lq^uyW+~jg9T%%7Vzqx8+~q_uxg+15cy7 zja#FQBRStVK@PBa@E;GAEZy^BzbH$G#*&bn(I@;Dz)qufCn2HB)v`9iLpuCxv}wwD ztZ}d%mgDL-L`7%kHv5=)6z{uLHtG-<{k4TBg?v-_8M|>liNb^GUisG>t!upPryZ2I zcP#8L1<_t+*jP6{V7)oheXvnrH?3Iw;e2|{Sjw@C3+MOgOnj9f$;pY?8b1<1jdj9yKjXr9Y5(nk)9JB?X`^>Pj+ov9<1fswWMww zZC(==f3>WBHvM@}rT$`j%ZrAJ6f#xgIaUp$8vW4keoxe0KC~I;aF1%fGBCccyLJ)P zoGH%JbR+}u>V6C+Wj367yty!}W!`M^*eKuklLuk7MKPCkJVJu*mRBBSMa)QVa}CuR zi?NCbTtJ&E_l(AbJa_l_&<5vdS#19qx9h%2XT0dTLqWMe_aWo$JI}=}j7XxJ?Y4)v zMo}UE9=OKL9)TP!|+pZIdBTIV$qlJjj;>44LZA#8q%ePUgTdA-Nkn^`68qof_5 z;mMx2!#=cjN%XGr*<3YINkgBZiHSyvowt_tCchoLNo<|28@|NK>r^3R{PS*Vi$-PM zR>Uz%!D^jUB*a({>P}ZFOL8xuJ1k~~q$L?j!Z*?4{V^tE2QF?pIH!yL?P z?N_|{XZ&;DmC}K$cO_r#SuEAa`j=6-g?IRj*X(`A54btBMOADs6(;I_xf5P5wK@^Z z=w*@dLBb7#qf!bl#O_{vFilPCl`rOOU1K!D-)`f3a1kqjC$JS`%~mQeU{_wTzGz=t*q8C%z=4n zh*v^E7+9^*)*a!sHMSAE?KsVn97hW_sp!#@edn1Q-Q-r@-RNLnVD@v{XvcTkw!$2D zp>`wA?jHk1<+j~hp1ONA>atg0uih8)o2f8bPtl&6zv{K9+97OhegvYwsS@;0SbRH_D3k#mx9 z6n4C&{fWPw`csQQta>O{|LCpH?qSFan+rZSH5^jH2QjEjEuQHil!*mI@JScEF39Bu z`S?l2NYgz*GS5vbuMrEJr(6B&-e%I#NiDZ#n#-}I44#tmJC>wtPQyA>MoDQWqoU^G z>`LVjE>zsxqZdBA@>-&AimAKi35y*rK@7ihUs#R!%jq0i{$Io!W4NtLck$e<&4zVZKxz4C%{y zr35M!<8H>g*!Hn_ZQSwR9o0f;OiHhiN?~oOY#zF_71mb1q*dba38AZD{3;_|aoKL& zq*!z;r9p#r`E~=GrOY_lcXR0IKt>hxF~#iQRM;rp%EKt?U><(RAcPU+RwBg&k)tBZl&<*9=U51ZBpWfh(1sFGH=q{&SjV!L*@2WDI@pPX81%7Q)RlkK*w9dT`aWB z@LSRx>esrY`EIXAL3dGj^>n>f`Wt1$5~BJ*vu=8$w^k~C!gEs}QMTWg^E2|?w8CSA z#D!XTF>+{orKNY)Ps7va=S_oW{rZXz)?4i4z1n#F+|^WuofXxMMwV^NGmUAy^D1A- zzTY(K?#fEYKjSy)P3L6$Eyc1mybjA-i8EW_<7>_TfPJZGN}XUpk+ZVT#-5#YL$ZJ3 zdy&F3=iN$paQ|@9Fgn*guv~BOS1*Sevzklc$1|Nmw(4+8_w|cErM(P?42_!jsFLXE zhA%(M&|>RTYYnrpY%9F3v1##NOX-w-^P9j3byEGKhc3&C_xWg+y zThga&4<<}_GNF7E+Idt&o2ARJs?vcYl$G_P7o6qTgpf;MkIIAcFdL`i0p6#ylCgS~ z1L;eJ-fX&4N3k=e10#YOHNgqFR@eH|vQpU3q*}sKQ^ht5`LbxNn1;n$T6(F$Hd1V3 z!kli*bh>UDV<+oJd@h9e^%d@%Yv>C^=5+7{sX`Itj9<_Ni}O>>V=(#XsvYF!&j)KS z75jS+c#tRVxcjWzS8&XUk4`x87llrZy-?=PH#&nn!9&@QIL+_KD7IPIObN}uWh!3f zYj9;Z9#ND?PnV>tw#qmj)31G8nq4)dUAF4jx9Yq=uhNA{UTH3Gnd$Ciy}7jbPkX)U z1{@2|g8OxvTC9s@VnH!|V^TU(JR5;D@Dp$KFrA3DqKJG}K_0 z+-!$??U+f#I?|dvxcnR`8?mn2xv7yX55L4ZuKlITWGAo%BH~CR5je^^h?Z;_I-YW!yGBdL#X}oXA#nEd0i!j?v#bj9?ey7-dEek@x69o zi+|@89q${nqiLH?hnh-tr=&yGD1Wbg$e(58HQ4N-A_Z+8kKTxxG3wrL{r0J3guE^C z0_XRefg=%O6qRQb>$rDl9R*O=tQxkwv>XFIlXq$+Vq}FTk1kwGU78l?Y<>*2qM!P% z;Z~A3%f^qwZ;kOfnk^#vQIV(r|9MT77v0D1cfuTh42?1SR`+5yul(#EsCDC}Nk!Kd zwmNoXAn49yi_08XJXudDD~7_0*T-*EBc=9#b_JhY86q=^||^Fj_gmn6_+m>81U>KIPQDV#+TPRuK0WT z(`LIs5oYObd|0@s|FYZGql!^OM6YrqB*$9Pc6_m7CD2Itz{-347bX~cP=eezaGpJ= zSlF-S8>Dc1go07z7w%v?&thj6{WRPLj0`DSmkc0G%-QV1oW>I|LPIM{j~zEUFE3}xPT8iO&P zM$|S!+~qRf>@oSxt1!D+LCq2|ki~pHU#n%M_Qffg_6fexf!*!KXjHW8l3%zD_Nw&Y z%0xoVx`}(X_)8o0Qtw?EMEsPh!AQy`W}nY5J4>`zBYS=CCv*w5*F0ri>t0mLa2H=` zSELZBt?K-;cd~E?S?;y=l`#?pDE7o<*76Ri4?fvc=oG&7XlVuieRp+x=4X4lOKoKq l3dWX*Q9S;?``W$r`S{)UDj#kU{+~^9M?qb_Q1)@)e*s+`Hn;!) literal 0 HcmV?d00001 diff --git a/Plot Average TMA and CMA Scores.R b/Plot Average TMA and CMA Scores.R new file mode 100644 index 0000000..c3fcc5c --- /dev/null +++ b/Plot Average TMA and CMA Scores.R @@ -0,0 +1,53 @@ +#################### +## Load Libraries ## +#################### + +library(ggplot2) +library(dplyr) +library(reshape2) + +##################### +## Load Data Frame ## +##################### + +setwd("~/GitHub/Feature-Engineering-Project/Viz Assignment") + +df <- read.csv("Tidy_Data_fff_2014j_Dataset.csv") + +################################################## +## Create Data Frame of only CMA and TMA Scores ## +################################################## + +df1 <- subset(df, select = c(X, TMA, CMA)) + +## Remove N/A Values ## + +df2 <- na.omit(df1) + +colnames(df2) <- c("Student_ID","TMA","CMA") + +######################################## +## Plot average scores on assessments ## +######################################## + +tma_only <- ggplot(df2, aes(Student_ID,TMA)) + geom_point() + geom_smooth(fill="blue", colour="darkblue", size=1) + ggtitle("Tutor Measured Assessments") + labs(x="Student ID", y="Score") + +cma_only <- ggplot(df2, aes(Student_ID,CMA)) + geom_point() + geom_smooth(fill="red", colour="red", size=1) + ggtitle("Computer Measured Assessments") + labs(x="Student ID", y="Score") + +######################################## +## Plot both assessments on one image ## +######################################## + +TMA = data.frame(df1$X,df1$TMA) +colnames(TMA) <- c("X","Score") + +CMA = data.frame(df1$X,df1$CMA) +colnames(CMA) <- c("X","Score") + + +visuals = rbind(TMA,CMA) +visuals$Assessment =c(rep("TMA"),rep("CMA")) + +cma_and_tma <- ggplot(visuals, aes(X,Score,group=Assessment,col=Assessment)) + geom_point() + geom_smooth() + + diff --git a/Plot TMA and CMA Side by Side.R b/Plot TMA and CMA Side by Side.R new file mode 100644 index 0000000..59e823a --- /dev/null +++ b/Plot TMA and CMA Side by Side.R @@ -0,0 +1,5 @@ +## Plot images to compare outliers and non outliers ## + +library(gridExtra) + +grid.arrange(cma_only, cma_only_no_outliers, tma_only, tma_only_no_outliers, ncol=2) diff --git a/Remove Outlisers and Plot Average TMA and CMA Scores.R b/Remove Outlisers and Plot Average TMA and CMA Scores.R new file mode 100644 index 0000000..d1ac89b --- /dev/null +++ b/Remove Outlisers and Plot Average TMA and CMA Scores.R @@ -0,0 +1,103 @@ +#################### +## Load Libraries ## +#################### + +library(ggplot2) +library(dplyr) +library(reshape2) + +##################### +## Load Data Frame ## +##################### + +setwd("~/GitHub/Feature-Engineering-Project/Viz Assignment") + +df <- read.csv("Tidy_Data_fff_2014j_Dataset.csv") + +################################################## +## Create Data Frame of only CMA and TMA Scores ## +################################################## + +df1 <- subset(df, select = c(X, TMA, CMA)) +df3 <- df1 + +############################## +## Plot and Remove Outliers ## +############################## + +outlierTMA <- function(df3, var) { + TMA <- eval(substitute(var),eval(df3)) + na1 <- sum(is.na(TMA)) + m1 <- mean(TMA, na.rm = T) + par(mfrow=c(2, 2), oma=c(0,0,3,0)) + boxplot(TMA, main="With outliers") + hist(TMA, main="With outliers", xlab=NA, ylab=NA) + outlier <- boxplot.stats(TMA)$out + mo <- mean(outlier) + TMA <- ifelse(TMA %in% outlier, NA, TMA) + boxplot(TMA, main="Without outliers") + hist(TMA, main="Without outliers", xlab=NA, ylab=NA) + title("Outlier Check", outer=TRUE) + na2 <- sum(is.na(TMA)) + cat("Outliers identified:", na2 - na1, "n") + cat("Propotion (%) of outliers:", round((na2 - na1) / sum(!is.na(TMA))*100, 1), "n") + cat("Mean of the outliers:", round(mo, 2), "n") + m2 <- mean(TMA, na.rm = T) + cat("Mean without removing outliers:", round(m1, 2), "n") + cat("Mean if we remove outliers:", round(m2, 2), "n") + response <- readline(prompt="Do you want to remove outliers and to replace with NA? [yes/no]: ") + if(response == "y" | response == "yes"){ + df3[as.character(substitute(var))] <- invisible(TMA) + assign(as.character(as.list(match.call())$df3), df3, envir = .GlobalEnv) + cat("Outliers successfully removed", "n") + return(invisible(df3)) + } else{ + cat("Nothing changed", "n") + return(invisible(TMA)) + } +} + +outlierCMA <- function(df3, var) { + CMA <- eval(substitute(var),eval(df3)) + na1 <- sum(is.na(CMA)) + m1 <- mean(CMA, na.rm = T) + par(mfrow=c(2, 2), oma=c(0,0,3,0)) + boxplot(CMA, main="With outliers") + hist(CMA, main="With outliers", xlab=NA, ylab=NA) + outlier <- boxplot.stats(CMA)$out + mo <- mean(outlier) + CMA <- ifelse(CMA %in% outlier, NA, CMA) + boxplot(CMA, main="Without outliers") + hist(CMA, main="Without outliers", xlab=NA, ylab=NA) + title("Outlier Check", outer=TRUE) + na2 <- sum(is.na(CMA)) + cat("Outliers identified:", na2 - na1, "n") + cat("Propotion (%) of outliers:", round((na2 - na1) / sum(!is.na(CMA))*100, 1), "n") + cat("Mean of the outliers:", round(mo, 2), "n") + m2 <- mean(CMA, na.rm = T) + cat("Mean without removing outliers:", round(m1, 2), "n") + cat("Mean if we remove outliers:", round(m2, 2), "n") + response <- readline(prompt="Do you want to remove outliers and to replace with NA? [yes/no]: ") + if(response == "y" | response == "yes"){ + df3[as.character(substitute(var))] <- invisible(CMA) + assign(as.character(as.list(match.call())$df3), df3, envir = .GlobalEnv) + cat("Outliers successfully removed", "n") + return(invisible(df3)) + } else{ + cat("Nothing changed", "n") + return(invisible(CMA)) + } +} + +outlierTMA(df3, TMA) +outlierCMA(df3, CMA) +y + +######################################## +## Plot average scores on assessments ## +######################################## + +tma_only_no_outliers <- ggplot(df3, aes(X,TMA)) + geom_point() + geom_smooth(fill="blue", colour="darkblue", size=1) + ggtitle("Tutor Measured Assessments - No Outliers") + labs(x="Student ID", y="Score") + +cma_only_no_outliers <- ggplot(df3, aes(X,CMA)) + geom_point() + geom_smooth(fill="red", colour="red", size=1) + ggtitle("Computer Measured Assessments - No Outliers") + labs(x="Student ID", y="Score") + diff --git a/Tidy_Data_fff_2014j_Dataset.csv b/Tidy_Data_fff_2014j_Dataset.csv new file mode 100644 index 0000000..989e5f3 --- /dev/null +++ b/Tidy_Data_fff_2014j_Dataset.csv @@ -0,0 +1,1838 @@ +"","id_student","dataplus","dualpane","forumng","glossary","homepage","htmlactivity","oucollaborate","oucontent","ouwiki","page","questionnaire","quiz","repeatactivity","resource","subpage","url","CMA","TMA","gender","region","highest_education","imd_band","age_band","num_of_prev_attempts","studied_credits","disability","final_result","date_registration.x","date_unregistration.x","date_registration.y","date_unregistration.y" +"1",31296,NA,NA,1.57142857142857,NA,2.80952380952381,NA,NA,7.63461538461539,1,NA,NA,13.1904761904762,NA,1.1,2.32394366197183,1.83333333333333,75,53.6,"M","East Midlands Region","Lower Than A Level","30-40%","0-35",1,60,"N","Fail",-20,NA,-20,NA +"2",35747,NA,NA,4.55555555555556,NA,4.61904761904762,1.25,1,6.7741935483871,2,NA,1.66666666666667,1,NA,1.33333333333333,1.97619047619048,1.9,NA,54,"M","North Western Region","A Level or Equivalent","0-10%","35-55",0,120,"N","Withdrawn",-15,12,-15,12 +"3",35796,NA,NA,2.62790697674419,NA,3.80645161290323,1.33333333333333,NA,5.5,NA,2,NA,4.66666666666667,NA,1,1.95744680851064,1,NA,82,"M","Wales","A Level or Equivalent","20-30%","0-35",0,60,"N","Fail",-66,NA,-66,NA +"4",40857,NA,NA,2.375,NA,4.94117647058824,2,NA,2.65217391304348,1,1,NA,2.2,NA,1.14285714285714,1.88095238095238,1,NA,86,"F","North Western Region","A Level or Equivalent","30-40%","0-35",0,120,"Y","Withdrawn",-89,108,-89,108 +"5",40878,2,NA,2.65714285714286,NA,3.84883720930233,1.33333333333333,1,6.07643312101911,3,1.22222222222222,1.33333333333333,7.11538461538461,NA,1.04761904761905,1.94285714285714,1.28571428571429,91.8571428571429,88.8,"M","North Western Region","Lower Than A Level","0-10%","0-35",0,120,"N","Distinction",-86,NA,-86,NA +"6",42552,3.5,1,2.36086956521739,3.8,6.62773722627737,1.83333333333333,2.44444444444444,5.78909090909091,2.95238095238095,1.14285714285714,1.41666666666667,9.85606060606061,NA,1.8974358974359,1.93073593073593,1.19298245614035,68.7142857142857,74.2,"F","East Anglian Region","A Level or Equivalent","80-90%","0-35",0,90,"N","Pass",-150,NA,-150,NA +"7",43958,NA,NA,1.74789915966387,NA,3.43478260869565,1,NA,5.64179104477612,4.25,NA,NA,10.5454545454545,NA,1.33333333333333,1.66233766233766,1.25,90.3333333333333,90,"M","Wales","A Level or Equivalent","90-100%","35-55",1,60,"N","Fail",-115,NA,-115,NA +"8",45423,3.5,NA,4.77272727272727,NA,6.4375,1.44444444444444,1,9.10050251256281,2.79166666666667,1.7,1.25,12.6885245901639,NA,2.30555555555556,2.66517857142857,1.35555555555556,69.7142857142857,54.4,"M","South West Region","Lower Than A Level","70-80%","35-55",0,60,"N","Fail",-31,NA,-31,NA +"9",47861,6.66666666666667,NA,4.68933823529412,1,11.055,1.44444444444444,2.0625,5.76524390243902,2.26086956521739,1,1,11.8144329896907,NA,1.66666666666667,1.85185185185185,1.64102564102564,53.2857142857143,53.4,"M","South East Region","A Level or Equivalent","50-60%","0-35",0,60,"Y","Pass",-103,NA,-103,NA +"10",52275,NA,NA,5,NA,4.6,1,NA,4.7,NA,NA,NA,NA,NA,1,1.125,NA,NA,38,"M","London Region","No Formal quals","0-10%","0-35",0,90,"N","Fail",-136,NA,-136,NA +"11",56637,3.28571428571429,3,3.90427698574338,NA,7.10909090909091,1,1.51515151515152,4.92490118577075,2.15384615384615,1,1.09375,6.59090909090909,NA,1.03703703703704,1.77348066298343,1.13636363636364,83.8571428571429,90.8,"M","East Midlands Region","Lower Than A Level","50-60%","0-35",0,90,"Y","Distinction",-99,NA,-99,NA +"12",56667,2,NA,2.6,NA,2.65217391304348,NA,NA,3.20454545454545,2,NA,NA,15.5833333333333,NA,1.05555555555556,1.61290322580645,2,68.8571428571429,64.75,"M","Yorkshire Region","Lower Than A Level","40-50%","35-55",2,120,"N","Fail",-46,NA,-46,NA +"13",58884,3.44444444444444,2,2.94533762057878,NA,5.17514124293785,1,2,6.9478527607362,2.33333333333333,1.13333333333333,1.05714285714286,5.75903614457831,NA,1.07142857142857,1.66393442622951,1.56962025316456,88.8571428571429,91.2,"M","South Region","A Level or Equivalent","40-50%","35-55",0,90,"Y","Distinction",-50,NA,-50,NA +"14",63112,NA,NA,5.26086956521739,NA,4.15,2,3,5.37037037037037,1,1,NA,NA,NA,1.76,1.76470588235294,1,NA,49.3333333333333,"M","South East Region","Lower Than A Level","80-90%","35-55",0,60,"N","Withdrawn",-150,130,-150,130 +"15",64427,2.7,1,2.48936170212766,NA,3.50273224043716,1.66666666666667,1,9.60789473684211,2.6,1.07142857142857,1.05882352941176,9.65454545454545,NA,1.825,2.00420168067227,1.22222222222222,91.4285714285714,83.8,"M","London Region","A Level or Equivalent","0-10%","0-35",0,60,"N","Distinction",-78,NA,-78,NA +"16",66892,NA,NA,2.16666666666667,NA,3.57142857142857,NA,1,3.97297297297297,NA,1,NA,NA,NA,1.33333333333333,1.79487179487179,1,NA,66,"M","London Region","A Level or Equivalent","20-30%","0-35",1,60,"N","Withdrawn",-17,72,-17,72 +"17",69439,NA,NA,2.38461538461538,NA,4.15384615384615,1,2,2,NA,NA,1.5,14,NA,1.33333333333333,1.21739130434783,1,75,64,"M","East Midlands Region","Lower Than A Level","80-90%","0-35",0,90,"N","Withdrawn",-24,12,-24,12 +"18",71159,1,2,4.21511627906977,NA,5.125,1,2,7.99685534591195,1.47619047619048,1.75,1.44444444444444,9.74683544303798,NA,1.18823529411765,2.26760563380282,1.16216216216216,70.1428571428571,57.6,"M","North Region","Lower Than A Level","","35-55",0,60,"N","Pass",-44,NA,-44,NA +"19",74165,NA,NA,3.16216216216216,NA,3.75,1.5,1.1,6.04838709677419,2,1,NA,10.4655172413793,NA,1.0952380952381,1.43877551020408,1.30769230769231,91.7142857142857,81.8,"M","West Midlands Region","A Level or Equivalent","30-40%","0-35",0,60,"N","Pass",-72,NA,-72,NA +"20",75107,6.2,2,2.59878419452888,NA,5.73142857142857,2,1.8,5.66433566433566,4.07142857142857,1.11764705882353,1.13513513513514,5.21904761904762,NA,1.19444444444444,1.97029702970297,1.24444444444444,91.5714285714286,92.8,"M","North Region","Lower Than A Level","","35-55",0,60,"N","Distinction",-92,NA,-92,NA +"21",77692,NA,NA,3,NA,6.71428571428571,1.25,NA,11.2063492063492,3.22222222222222,1,1.5,10.0925925925926,NA,1.36842105263158,2.53846153846154,1.53333333333333,91.7142857142857,82.4,"M","Wales","HE Qualification","50-60%","35-55",0,60,"N","Pass",-46,NA,-46,NA +"22",77995,NA,NA,1.17647058823529,NA,2.9,NA,1.11764705882353,3.4047619047619,1.83333333333333,NA,NA,15.2702702702703,NA,1.33333333333333,1.53658536585366,1,74.5714285714286,71.25,"M","East Midlands Region","A Level or Equivalent","10-20","0-35",0,60,"N","Pass",-15,NA,-15,NA +"23",79610,NA,NA,5.72,NA,3.18478260869565,2,NA,5.71794871794872,4.8,NA,1.66666666666667,6.30827067669173,NA,1.26315789473684,1.99122807017544,1.27272727272727,68.4285714285714,86.6,"M","West Midlands Region","A Level or Equivalent","60-70%","0-35",0,60,"N","Pass",-61,NA,-61,NA +"24",80438,NA,NA,2.28671328671329,NA,5.47,1.5,1.28888888888889,3.7603305785124,1,1,NA,24.3768115942029,NA,1.17647058823529,1.75483870967742,1.15384615384615,96.7142857142857,69.75,"M","East Midlands Region","A Level or Equivalent","90-100%","0-35",0,120,"N","Pass",-86,NA,-86,NA +"25",82201,NA,NA,NA,NA,2,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,65,"F","London Region","Lower Than A Level","50-60%","0-35",1,60,"N","Fail",-16,NA,-16,NA +"26",84604,3,1,3.3006329113924,NA,6.64102564102564,1.16666666666667,1.35714285714286,7.75452716297787,2.625,1,1.08571428571429,7.14432989690722,NA,1.21666666666667,2.2626582278481,1.20833333333333,92.4285714285714,88.2,"F","North Region","A Level or Equivalent","60-70%","35-55",0,90,"N","Distinction",-79,NA,-79,NA +"27",85241,NA,NA,2.25,NA,3.0625,NA,NA,2.59259259259259,NA,1,NA,NA,NA,1.4,1.33333333333333,NA,NA,48,"M","South West Region","Lower Than A Level","50-60%","0-35",0,120,"Y","Withdrawn",-10,125,-10,125 +"28",87264,5.61538461538461,6.5,3.699604743083,NA,7.53714285714286,1.25,1,7.30985915492958,1.95238095238095,1.4,1.20454545454545,9.81761006289308,NA,1.14285714285714,1.79328165374677,1.43859649122807,95.2857142857143,91.6,"M","South East Region","Lower Than A Level","30-40%","0-35",0,60,"N","Distinction",-36,NA,-36,NA +"29",87322,NA,NA,2.95774647887324,NA,3.97058823529412,1.2,2.625,4.6,1.42857142857143,1,NA,13.2272727272727,NA,1.15,1.55038759689922,1.14285714285714,75.8571428571429,78.25,"M","Wales","Lower Than A Level","50-60%","0-35",0,120,"Y","Pass",-28,NA,-28,NA +"30",91801,NA,NA,2.96907216494845,NA,4.91489361702128,1,NA,5.76712328767123,4.125,1,1.5,14.2857142857143,NA,2.72727272727273,2.26744186046512,1.08333333333333,62,76,"M","Yorkshire Region","Lower Than A Level","50-60%","35-55",1,60,"N","Withdrawn",-146,79,-146,79 +"31",94749,NA,NA,1.90598290598291,NA,2.7,1,NA,7.21666666666667,2.66666666666667,1,1.5,12.8928571428571,NA,1.07142857142857,1.36046511627907,1,82.5,51.6666666666667,"M","Wales","Lower Than A Level","90-100%","0-35",0,60,"N","Fail",-22,NA,-22,NA +"32",98256,NA,NA,3.3469387755102,NA,3.42857142857143,1.66666666666667,NA,2.23076923076923,NA,NA,NA,3,NA,1.4,1.37037037037037,1,NA,68,"M","West Midlands Region","Lower Than A Level","40-50%","0-35",0,120,"N","Withdrawn",-101,12,-101,12 +"33",101217,NA,NA,2.21739130434783,NA,2.25806451612903,1.25,1.66666666666667,1.43137254901961,1,1.66666666666667,NA,1,NA,1.3125,1.52307692307692,1.25,NA,68,"M","London Region","A Level or Equivalent","40-50%","35-55",2,60,"Y","Fail",-44,NA,-44,NA +"34",102854,2.83333333333333,2,2.16428571428571,NA,2.40686274509804,1,1.66666666666667,6.00537634408602,2.33333333333333,1.18181818181818,1.16666666666667,8.08064516129032,NA,1.18918918918919,1.54263565891473,1.07692307692308,88,91.4,"M","South East Region","Lower Than A Level","40-50%","0-35",0,60,"N","Distinction",-116,NA,-116,NA +"35",105125,NA,NA,2.16666666666667,1,4,1,1.5,6.33333333333333,3.21428571428571,NA,1.5,7.57142857142857,NA,1.25,1.27777777777778,1,NA,62,"M","Yorkshire Region","Lower Than A Level","0-10%","0-35",0,60,"N","Withdrawn",-61,47,-61,47 +"36",105939,2,1,1.98214285714286,NA,4.41414141414141,1.33333333333333,NA,6.96938775510204,2.07692307692308,1.125,1.125,9.71641791044776,NA,1.0952380952381,1.51612903225806,1,78.4285714285714,79,"M","North Region","A Level or Equivalent","70-80%","0-35",0,60,"N","Pass",-50,NA,-50,NA +"37",107455,NA,NA,3.3030303030303,NA,3.57446808510638,1.8,NA,5.81818181818182,NA,2,NA,7.83333333333333,NA,1.23529411764706,2.14529914529915,1.26666666666667,NA,71.8,"M","Ireland","HE Qualification","50-60%","0-35",0,120,"N","Fail",-22,NA,-22,NA +"38",108949,NA,NA,NA,NA,1.77777777777778,NA,NA,1.47368421052632,1.5,NA,NA,NA,NA,1,1.24,1,NA,79.75,"M","North Western Region","Lower Than A Level","10-20","0-35",2,60,"N","Fail",-60,NA,-60,NA +"39",109577,NA,NA,2.66666666666667,NA,3.63793103448276,1,NA,5.54237288135593,1,2,NA,12.4081632653061,NA,1.26666666666667,1.5462962962963,1.33333333333333,73.8571428571429,71.25,"M","North Western Region","A Level or Equivalent","70-80%","0-35",0,120,"N","Pass",-50,NA,-50,NA +"40",110820,NA,NA,2.88571428571429,NA,3.5,1,1,5.44642857142857,2.5,NA,1.5,6.76190476190476,NA,1.33333333333333,1.41791044776119,1.16666666666667,86,76,"M","East Anglian Region","A Level or Equivalent","40-50%","0-35",0,60,"Y","Withdrawn",-108,90,-108,90 +"41",113702,NA,NA,2.88888888888889,1,5.46031746031746,1.75,1,5.1970802919708,5.24,1,1.5,4.69444444444444,NA,1.27272727272727,1.8448275862069,1.16666666666667,70,92,"M","Ireland","A Level or Equivalent","60-70%","0-35",0,60,"N","Withdrawn",-10,115,-10,115 +"42",116529,NA,NA,NA,NA,1.85714285714286,NA,NA,3.5,NA,1,NA,1.75,NA,NA,1.2,1,93,84.6666666666667,"M","West Midlands Region","Lower Than A Level","30-40%","0-35",1,120,"N","Fail",-46,NA,-46,NA +"43",119310,2,NA,3.43689320388349,2.33333333333333,3.57142857142857,3,2,7.57983193277311,1,1.5,1.5,11,NA,1.30508474576271,1.82307692307692,1.18181818181818,77,79.4,"M","North Western Region","Lower Than A Level","20-30%","0-35",0,150,"N","Pass",-57,NA,-57,NA +"44",119865,NA,NA,3.38095238095238,NA,3.5,1,4,4.20481927710843,1,1,1.42857142857143,14.5,NA,1,1.515625,1.27272727272727,91.7142857142857,87,"M","South West Region","A Level or Equivalent","30-40%","0-35",0,60,"N","Distinction",-37,NA,-37,NA +"45",125063,5.625,NA,4.11206896551724,NA,4.21904761904762,1.14285714285714,1.9,8.16022099447514,2.52380952380952,1.375,1.03571428571429,10.6969696969697,NA,1.26923076923077,1.83125,1.51851851851852,79.8571428571429,77.4,"M","London Region","Lower Than A Level","60-70%","35-55",0,60,"N","Fail",-136,NA,-136,NA +"46",127179,NA,NA,1.92307692307692,NA,7.375,1,NA,7.80769230769231,3,NA,NA,1,NA,1.25,2.28571428571429,1.25,NA,69,"M","South West Region","A Level or Equivalent","0-10%","0-35",0,60,"N","Withdrawn",-81,12,-81,12 +"47",129907,2.25,1,4.06106870229008,NA,6.26027397260274,1.66666666666667,1,7.63519313304721,3.06666666666667,1.11111111111111,1.13636363636364,8.57777777777778,NA,1.20833333333333,2.35911602209945,1.30769230769231,86.4285714285714,89.6,"M","East Anglian Region","HE Qualification","90-100%","35-55",0,60,"N","Distinction",-18,NA,-18,NA +"48",130409,NA,NA,1.72222222222222,1,3.91111111111111,1,1,3.66666666666667,1,NA,NA,11.6081081081081,NA,1.45454545454545,1.74528301886792,1,78.2857142857143,50.8,"M","South East Region","Lower Than A Level","20-30%","0-35",0,60,"Y","Pass",-143,NA,-143,NA +"49",131597,NA,1,1.93693693693694,NA,5.91666666666667,1,1,7.47272727272727,1.5,1,1.125,13.5813953488372,NA,1.05555555555556,1.49579831932773,1.25,74.5714285714286,72,"M","Scotland","A Level or Equivalent","40-50%","0-35",0,430,"N","Pass",-52,NA,-52,NA +"50",132423,NA,NA,4.07692307692308,NA,7.11111111111111,1.33333333333333,1,5.52941176470588,1.5,NA,NA,3.83333333333333,NA,1.75,1.6,NA,NA,92,"M","London Region","A Level or Equivalent","40-50%","0-35",0,240,"N","Withdrawn",-21,12,-21,12 +"51",132475,2.5,NA,2.76335877862595,1,4.04838709677419,1,2.625,4.84126984126984,4.66666666666667,1,1,8.10377358490566,NA,1.64583333333333,1.75,1.20689655172414,77.2857142857143,73.2,"F","Scotland","HE Qualification","20-30%","0-35",0,60,"N","Pass",-100,NA,-100,NA +"52",135280,2,1,9.55952380952381,7,4.63157894736842,1.5,1,2.04245283018868,2.4,1,1.11111111111111,9.22916666666667,NA,1.17142857142857,2.35294117647059,1.1304347826087,91.8571428571429,89.8,"M","North Region","Lower Than A Level","","0-35",0,120,"N","Distinction",-23,NA,-23,NA +"53",136944,NA,NA,3.18181818181818,NA,2,1.5,1,6.95833333333333,6,NA,NA,12.5714285714286,NA,1.14285714285714,1.38095238095238,1.28571428571429,89,NA,"M","Scotland","A Level or Equivalent","40-50%","0-35",1,90,"N","Pass",-15,NA,-15,NA +"54",139206,3.4,1.5,4.29545454545455,4,3.69014084507042,1.5,NA,7.28700906344411,3.27272727272727,1,1.125,6.3030303030303,NA,1.33333333333333,1.91428571428571,1.24324324324324,89.2857142857143,86.2,"M","Wales","Lower Than A Level","30-40%","0-35",0,60,"N","Distinction",-23,NA,-23,NA +"55",142310,3.75,NA,2.13888888888889,NA,3.71014492753623,1,NA,7.12422360248447,2.09090909090909,1.33333333333333,1.0625,10.2372881355932,NA,1.14285714285714,1.63636363636364,1.26666666666667,85.2857142857143,76.4,"M","Scotland","A Level or Equivalent","40-50%","0-35",0,180,"N","Pass",-94,NA,-94,NA +"56",143755,1,1,3.034375,1,5.79207920792079,1,1.59090909090909,4.97154471544715,2.61904761904762,1.09090909090909,1.57142857142857,11.1089108910891,NA,1.22033898305085,1.72522522522523,1.06521739130435,89.5714285714286,93.3333333333333,"F","East Midlands Region","Lower Than A Level","50-60%","35-55",0,60,"N","Pass",-144,NA,-144,NA +"57",144959,NA,NA,1.66666666666667,NA,2,NA,NA,5.05882352941176,NA,NA,NA,12.4285714285714,NA,1,1.375,1,76,68,"M","Ireland","A Level or Equivalent","90-100%","0-35",1,90,"N","Withdrawn",-11,188,-11,188 +"58",149178,NA,NA,3.19444444444444,1,4.07079646017699,1,2.33333333333333,5.125,3.25,1,NA,11.8135593220339,NA,1.16666666666667,1.66666666666667,1,72.2857142857143,88,"M","London Region","A Level or Equivalent","0-10%","0-35",0,60,"N","Pass",-18,NA,-18,NA +"59",149964,NA,NA,4.11111111111111,NA,1.88888888888889,1,NA,1.45454545454545,NA,1,NA,14,NA,1.33333333333333,2.1875,1,79,NA,"M","East Anglian Region","Lower Than A Level","70-80%","0-35",0,240,"N","Withdrawn",-75,NA,-75,NA +"60",150282,NA,NA,2.82051282051282,NA,2.59375,1.25,1,5.09090909090909,NA,1,NA,11.7966101694915,NA,1.07692307692308,1.79166666666667,1.3,74.2857142857143,82.4,"M","Ireland","A Level or Equivalent","80-90%","0-35",0,60,"N","Pass",-16,NA,-16,NA +"61",152524,3.36363636363636,NA,3.46053853296193,NA,10.8131868131868,1.16666666666667,NA,4.22727272727273,1.87096774193548,1.25,1.18421052631579,6.70992366412214,NA,1.11764705882353,1.73722627737226,1.06818181818182,91.4285714285714,92,"M","West Midlands Region","A Level or Equivalent","70-80%","35-55",0,120,"N","Distinction",-94,NA,-94,NA +"62",152917,3.6,1,3.75806451612903,1,6.18354430379747,1.16666666666667,1.5,6.61346633416459,2.19047619047619,1.08333333333333,1.11111111111111,12.6470588235294,NA,1.2280701754386,1.81742738589212,1.33333333333333,90.5714285714286,87.4,"M","North Western Region","A Level or Equivalent","20-30%","35-55",0,150,"Y","Distinction",-56,NA,-56,NA +"63",155938,NA,NA,2.16901408450704,NA,4.29787234042553,1.5,NA,5.64102564102564,3.125,1,NA,9.79411764705882,NA,1.08695652173913,1.71111111111111,1.22222222222222,81.7142857142857,85.2,"M","South Region","A Level or Equivalent","","0-35",0,60,"N","Pass",-102,NA,-102,NA +"64",157225,NA,NA,2.4,NA,6.30434782608696,1.4,3,5.48780487804878,2,1,1.5,2.75,NA,1.18518518518519,1.91358024691358,1,NA,76,"M","South East Region","A Level or Equivalent","60-70%","35-55",0,150,"N","Withdrawn",-34,128,-34,128 +"65",159906,NA,NA,2.5,NA,3.51351351351351,1,2.71428571428571,3.875,2,1,1.5,11.8,NA,1.07692307692308,1.81609195402299,1,81.7142857142857,67,"M","East Midlands Region","Lower Than A Level","70-80%","35-55",0,60,"N","Pass",-64,NA,-64,NA +"66",159947,2,1,3.78974358974359,NA,4.18556701030928,2.33333333333333,NA,5.67132867132867,2.69230769230769,1.33333333333333,1.33333333333333,6.94736842105263,NA,1.36842105263158,1.87943262411348,1.51282051282051,93,72.2,"M","Wales","HE Qualification","10-20","35-55",0,120,"N","Fail",-14,NA,-14,NA +"67",164148,2,2,2.55339805825243,NA,4.57446808510638,1.5,1,6.54430379746835,4.11111111111111,1,1.33333333333333,6.43229166666667,NA,2,1.98775510204082,1.28571428571429,94.5714285714286,84.6,"F","North Region","A Level or Equivalent","10-20","0-35",0,60,"N","Pass",-46,NA,-46,NA +"68",166123,2,NA,3.30555555555556,NA,3.85106382978723,2,4,7.41758241758242,2.88888888888889,1.2,1.2,8.63513513513514,NA,1.25,1.72549019607843,1.5,78.1428571428571,72,"M","East Anglian Region","Lower Than A Level","90-100%","0-35",0,60,"N","Pass",-28,NA,-28,NA +"69",169596,NA,NA,4.76315789473684,NA,2.42391304347826,1.25,NA,3.63636363636364,4.44444444444444,1.09090909090909,2,1.71428571428571,NA,1.22222222222222,1.52542372881356,1.36363636363636,NA,72,"M","West Midlands Region","Lower Than A Level","80-90%","35-55",2,90,"N","Fail",-14,NA,-14,NA +"70",170874,NA,NA,2.13333333333333,NA,3.125,1,1.25,5.22727272727273,1.5,1,NA,12.1851851851852,NA,1.46666666666667,1.65873015873016,1.11111111111111,61,56.4,"M","North Region","A Level or Equivalent","20-30%","0-35",0,60,"N","Pass",-89,NA,-89,NA +"71",171692,NA,NA,3.5,NA,2.3,NA,1,2.11764705882353,NA,NA,NA,NA,NA,1.57142857142857,1.60869565217391,NA,NA,25.6666666666667,"F","Wales","A Level or Equivalent","0-10%","0-35",1,150,"N","Withdrawn",19,153,19,153 +"72",172493,2.625,2,1.94366197183099,NA,4.08547008547009,1,2,7.48449612403101,2.1,1,1.11764705882353,9.07352941176471,NA,1.14285714285714,1.93048128342246,1.21875,79.8571428571429,83.6,"M","North Region","A Level or Equivalent","30-40%","0-35",0,90,"N","Pass",-56,NA,-56,NA +"73",173412,NA,NA,4,NA,4.84,NA,NA,6.12162162162162,NA,NA,NA,14.1764705882353,NA,1,1.55555555555556,1,84.75,86,"M","North Region","HE Qualification","20-30%","0-35",1,60,"N","Withdrawn",-72,171,-72,171 +"74",177492,3.8,4,3.74522292993631,NA,4.66165413533835,1.16666666666667,1,7.02734375,2.16666666666667,1.09090909090909,1.12121212121212,6.34862385321101,NA,1.02469135802469,1.88372093023256,1.23913043478261,86.1428571428571,90.4,"M","West Midlands Region","HE Qualification","10-20","0-35",0,60,"N","Distinction",-22,NA,-22,NA +"75",184627,NA,NA,6.36363636363636,NA,3.5,1,3.5,4.71052631578947,NA,NA,NA,1,NA,2.33333333333333,2.43589743589744,1,NA,32,"F","London Region","HE Qualification","0-10%","35-55",4,240,"N","Withdrawn",-155,12,-155,12 +"76",184720,NA,NA,3.31818181818182,NA,3.58974358974359,2,NA,4.46666666666667,NA,1,NA,12.5,NA,1.18181818181818,1.56521739130435,1,89,75,"M","Wales","Lower Than A Level","10-20","0-35",3,60,"N","Fail",-58,NA,-58,NA +"77",185994,4,2,2.66037735849057,NA,3.18556701030928,3,2,6.31489361702128,4.53333333333333,1,1.11111111111111,7.51666666666667,NA,1.06896551724138,1.44915254237288,1.08,92.7142857142857,83.8,"M","East Anglian Region","A Level or Equivalent","20-30%","0-35",0,60,"N","Pass",-114,NA,-114,NA +"78",191504,NA,NA,1.71794871794872,NA,3,1.2,NA,2.73684210526316,NA,NA,1.5,11.3333333333333,NA,1.82352941176471,1.27272727272727,1,NA,76,"M","Ireland","Lower Than A Level","10-20","0-35",0,90,"N","Withdrawn",-53,151,-53,151 +"79",194163,4,1,2.41935483870968,NA,3.56451612903226,1.5,NA,6.12623762376238,4.26086956521739,1,1.21739130434783,6.46464646464646,NA,1.36708860759494,1.45622119815668,1.11111111111111,91.7142857142857,88.2,"M","Yorkshire Region","Lower Than A Level","10-20","0-35",0,90,"N","Pass",-31,NA,-31,NA +"80",195246,NA,NA,2.5,NA,3.4811320754717,1.5,1.4,2.15966386554622,2.66666666666667,1.16666666666667,1.16666666666667,12.9830508474576,NA,1.08045977011494,1.66447368421053,1.39285714285714,55.5714285714286,57,"M","West Midlands Region","Lower Than A Level","10-20","0-35",0,60,"N","Fail",-124,NA,-124,NA +"81",195552,2,NA,2.41258741258741,NA,3.73728813559322,1.33333333333333,1.55555555555556,6.51342281879195,1.85714285714286,1.66666666666667,1.09090909090909,14.0503597122302,NA,1.19047619047619,1.53365384615385,1.21052631578947,87.8571428571429,95.8,"M","Yorkshire Region","A Level or Equivalent","20-30%","0-35",1,120,"N","Pass",-88,NA,-88,NA +"82",197536,NA,NA,2.625,1.5,3.3030303030303,2,NA,8.88524590163934,2.2,1.66666666666667,NA,12.5409836065574,NA,1.66666666666667,2.25252525252525,1.33333333333333,69.7142857142857,77,"F","Yorkshire Region","A Level or Equivalent","80-90%","0-35",0,90,"N","Pass",-49,NA,-49,NA +"83",199009,NA,1,2,NA,2.69902912621359,NA,NA,5.792,2.33333333333333,1,1,14.9722222222222,NA,1.1,1.26271186440678,1.21052631578947,90,78.2,"M","Scotland","Lower Than A Level","70-80%","0-35",0,90,"N","Pass",-58,NA,-58,NA +"84",204117,NA,NA,1.94230769230769,NA,5.67567567567568,2,NA,6.64935064935065,3,2,1.5,9.90909090909091,NA,1.2,2.09230769230769,1,79,88,"M","London Region","Lower Than A Level","70-80%","0-35",0,60,"Y","Withdrawn",-66,136,-66,136 +"85",226955,NA,NA,2.27397260273973,4,4.8936170212766,1,NA,7.21052631578947,4.33333333333333,1,1.5,14.2272727272727,NA,1.30434782608696,2.15315315315315,1.66666666666667,84.25,79,"M","East Midlands Region","A Level or Equivalent","40-50%","0-35",0,60,"N","Fail",-141,NA,-141,NA +"86",228633,2,NA,2.87309644670051,8.5,3.21052631578947,2.5,NA,4.40760869565217,1.16666666666667,1,NA,5.20833333333333,NA,1.18918918918919,1.4228855721393,1.47619047619048,88.2857142857143,84.8,"M","West Midlands Region","Lower Than A Level","50-60%","0-35",0,110,"N","Pass",-68,NA,-68,NA +"87",229498,3.33333333333333,NA,3.67716535433071,NA,4.05309734513274,1.125,1.85714285714286,8.95939086294416,3.41666666666667,1.2,1.33333333333333,8.58974358974359,NA,1.45454545454545,2.05325443786982,1.27272727272727,72.8571428571429,90,"M","Scotland","A Level or Equivalent","0-10%","0-35",4,60,"N","Pass",-56,NA,-56,NA +"88",230947,NA,NA,2.11111111111111,NA,3,1,NA,3,NA,1,NA,NA,NA,1,1.35714285714286,1,NA,76,"M","North Western Region","Lower Than A Level","40-50%","0-35",0,90,"N","Fail",-128,NA,-128,NA +"89",232173,1.5,NA,3.57766990291262,NA,2.01538461538462,1.33333333333333,2,7.89723320158103,3.17857142857143,1,1.125,8.97402597402597,NA,1.16666666666667,1.67088607594937,1.51282051282051,69.4285714285714,68,"M","North Western Region","Lower Than A Level","30-40%","0-35",0,60,"N","Pass",-142,NA,-142,NA +"90",234661,NA,1,2.64848484848485,NA,4.52884615384615,1.25,NA,7.07894736842105,3.33333333333333,1.5,1.16666666666667,10.3363636363636,NA,1.26923076923077,1.86802030456853,1.3,91.7142857142857,88.4,"M","South Region","Lower Than A Level","80-90%","0-35",1,60,"N","Pass",-18,NA,-18,NA +"91",235747,NA,NA,NA,NA,5.25,1,NA,4.76923076923077,NA,NA,NA,12.6666666666667,NA,1.33333333333333,1.5,NA,61,74,"M","South West Region","A Level or Equivalent","50-60%","0-35",0,60,"N","Withdrawn",-31,12,-31,12 +"92",235768,NA,NA,4.07017543859649,NA,4.66666666666667,1.5,3.66666666666667,4,1,1,NA,13.4912280701754,NA,1.46666666666667,2,1.33333333333333,72.1428571428571,83.25,"M","South West Region","A Level or Equivalent","60-70%","35-55",0,60,"N","Pass",-115,NA,-115,NA +"93",235971,1,NA,2.56147540983607,NA,2.96666666666667,4,NA,5.26976744186047,2.25,1,1.375,5.18115942028986,NA,1.11764705882353,1.51388888888889,1.33333333333333,86,87.8,"M","West Midlands Region","A Level or Equivalent","10-20","0-35",0,60,"N","Pass",-107,NA,-107,NA +"94",236090,NA,NA,3.19047619047619,1,3.77777777777778,1,1.5,7.11111111111111,2.28571428571429,1,1.27272727272727,7.95918367346939,NA,1.38636363636364,1.86857142857143,1.15625,71,64.4,"F","East Anglian Region","Lower Than A Level","50-60%","0-35",0,180,"N","Fail",-137,NA,-137,NA +"95",237891,NA,NA,1.65882352941176,NA,3.54081632653061,1.33333333333333,NA,4.63841807909604,1.5,NA,1,9.94339622641509,NA,1.22222222222222,1.49324324324324,1.2,85,72.4,"M","Scotland","A Level or Equivalent","50-60%","0-35",1,120,"N","Pass",-37,NA,-37,NA +"96",249357,5,NA,3.33333333333333,NA,5.36986301369863,2,NA,8.06666666666667,2.2,1,1.66666666666667,10.7931034482759,NA,2.04761904761905,2.35757575757576,1.1304347826087,88.1428571428571,75.6,"M","North Region","Post Graduate Qualification","","35-55",0,60,"N","Pass",11,NA,11,NA +"97",251166,4.66666666666667,1,3.4321608040201,NA,5.34965034965035,1.2,1.66666666666667,6.2280701754386,4.45454545454545,1.85714285714286,1.2,10.6463414634146,NA,1.36111111111111,2.20512820512821,1.40384615384615,78.4285714285714,72.8,"M","South West Region","A Level or Equivalent","50-60%","0-35",0,60,"N","Fail",-95,NA,-95,NA +"98",253633,NA,NA,3.578125,3,4.21590909090909,2,NA,8.75647668393782,2.27272727272727,1,NA,10.7777777777778,NA,1.2,1.93854748603352,1.25,86.5714285714286,83.4,"M","South West Region","Lower Than A Level","30-40%","0-35",0,60,"N","Pass",-37,NA,-37,NA +"99",253763,1.8,1,3.125,NA,5.57894736842105,1,1,7.88836104513064,6.27777777777778,1.6,1.16666666666667,12.047619047619,NA,1.07142857142857,1.91095890410959,1.28125,85,84.6,"M","Wales","A Level or Equivalent","20-30%","35-55",0,90,"N","Distinction",-23,NA,-23,NA +"100",258245,3,NA,2.11340206185567,NA,3.39080459770115,2.33333333333333,1,5.12698412698413,NA,NA,1.5,11.0694444444444,NA,1.17391304347826,1.47590361445783,1.2,69,65.2,"F","North Western Region","Lower Than A Level","0-10%","0-35",0,60,"Y","Pass",-120,NA,-120,NA +"101",258509,NA,NA,1.72727272727273,NA,2.72897196261682,1,1,5.01683501683502,1,1.2,1,7.75903614457831,NA,1.04545454545455,1.42657342657343,1.03846153846154,87.8571428571429,75.6,"M","Scotland","HE Qualification","90-100%","0-35",0,90,"N","Pass",-37,NA,-37,NA +"102",258978,NA,NA,2.09090909090909,NA,4.0655737704918,1,NA,4.54464285714286,1,NA,NA,14.4342105263158,NA,1.425,1.72077922077922,1.41666666666667,69.4285714285714,77.4,"F","South Region","A Level or Equivalent","20-30%","0-35",1,60,"N","Pass",-115,NA,-115,NA +"103",261863,NA,NA,1.97058823529412,NA,2.69230769230769,1,1,2.93333333333333,2.22222222222222,2,NA,1.25,NA,1.5,1.31481481481481,1,NA,60.6666666666667,"M","Scotland","Lower Than A Level","20-30%","0-35",0,120,"N","Withdrawn",-107,192,-107,192 +"104",262025,NA,NA,3.38078291814947,NA,4.93396226415094,1.75,3.5,5.49668874172185,3,1,NA,7.6031746031746,NA,1.26666666666667,1.82170542635659,1.3,90.8571428571429,95,"F","Scotland","A Level or Equivalent","60-70%","35-55",0,60,"N","Pass",-79,NA,-79,NA +"105",262394,NA,NA,2.20833333333333,NA,2.16981132075472,1,1,7.625,NA,NA,NA,9.63513513513514,NA,1.33333333333333,1.54117647058824,1,65.7142857142857,58.8,"M","South Region","A Level or Equivalent","40-50%","0-35",0,60,"N","Fail",-148,NA,-148,NA +"106",263862,4.625,NA,2.54320987654321,NA,4.12676056338028,1,NA,6.37662337662338,2.36363636363636,1,1.18518518518519,13.6842105263158,NA,1.14285714285714,1.5,1.18518518518519,91.2857142857143,89.2,"M","West Midlands Region","A Level or Equivalent","90-100%","35-55",0,60,"N","Distinction",-37,NA,-37,NA +"107",265497,NA,NA,5.20754716981132,NA,3.07017543859649,1,2.27272727272727,4.775,2,NA,NA,10.2820512820513,NA,1.84615384615385,1.79710144927536,1.33333333333333,92.1428571428571,91.25,"M","North Western Region","HE Qualification","0-10%","0-35",0,60,"N","Pass",-30,NA,-30,NA +"108",268823,NA,NA,1,NA,3.5,NA,NA,5.8,3,NA,NA,10.4285714285714,NA,1.5,1.23076923076923,2,84,88,"M","Wales","No Formal quals","10-20","0-35",0,60,"N","Fail",-31,NA,-31,NA +"109",269584,1.66666666666667,NA,1.36842105263158,NA,2.96296296296296,1.33333333333333,NA,4.72058823529412,NA,1,NA,8.88571428571429,NA,1.05882352941176,1.64646464646465,1.18181818181818,90.8571428571429,62,"M","Scotland","A Level or Equivalent","40-50%","35-55",0,90,"N","Pass",-36,NA,-36,NA +"110",270421,NA,NA,4.28888888888889,NA,4.93478260869565,NA,NA,8.18791946308725,NA,1,NA,23.2638888888889,NA,1.59259259259259,2.24742268041237,1.66666666666667,98,78.6,"F","West Midlands Region","A Level or Equivalent","40-50%","0-35",2,90,"N","Pass",-28,NA,-28,NA +"111",275127,NA,NA,3.77777777777778,NA,3.85714285714286,1,NA,6.7,1,NA,NA,NA,NA,1.55555555555556,2.05263157894737,NA,NA,50,"M","Wales","A Level or Equivalent","80-90%","0-35",0,120,"N","Withdrawn",-15,NA,-15,NA +"112",276265,4.5,1,2.77777777777778,NA,4.36170212765957,NA,NA,9.22006472491909,2.09090909090909,1,NA,13.9333333333333,NA,1.15789473684211,2.22222222222222,1.44444444444444,73.8571428571429,75.2,"M","Scotland","A Level or Equivalent","80-90%","0-35",2,60,"Y","Pass",-15,NA,-15,NA +"113",276337,NA,NA,2.33333333333333,NA,3.40909090909091,1,NA,2.27777777777778,1,NA,NA,7.25,NA,1.125,1.37931034482759,NA,NA,75,"M","South Region","Lower Than A Level","90-100%","0-35",1,120,"Y","Withdrawn",-128,128,-128,128 +"114",277384,NA,NA,2.83870967741935,NA,5.48648648648649,1,NA,8.87012987012987,8.875,NA,1.5,3.58620689655172,NA,1.2,2.06896551724138,1.1,NA,73,"M","London Region","Lower Than A Level","30-40%","0-35",0,120,"N","Withdrawn",-122,12,-122,12 +"115",278380,1,NA,5,NA,3.04347826086957,1.2,NA,7.03517587939699,3.2,1.5,1.5,15.84375,NA,1.21052631578947,1.832,1.5,82.1428571428571,68.2,"M","North Region","Lower Than A Level","60-70%","0-35",0,60,"N","Pass",-70,NA,-70,NA +"116",279440,4.5,2,3.16,1,4.06593406593407,3,1.33333333333333,4.75688073394495,2.8,1,1.15625,7.71428571428571,NA,1.15625,1.71641791044776,1.14285714285714,91.5714285714286,89.6,"F","Scotland","HE Qualification","0-10%","0-35",0,60,"N","Pass",-29,NA,-29,NA +"117",279653,2.5,2,2.84210526315789,NA,4.64238410596027,1.6,NA,5.87333333333333,3.22222222222222,1,1.16666666666667,6.89285714285714,NA,1.14705882352941,1.90613718411552,1.28846153846154,92.5714285714286,86.6,"F","South Region","HE Qualification","90-100%","35-55",0,120,"N","Distinction",-102,NA,-102,NA +"118",279883,NA,NA,1.73333333333333,NA,3.63636363636364,1,NA,4.32258064516129,1,1,NA,5.3,NA,1,1.48148148148148,1,NA,56,"M","East Midlands Region","A Level or Equivalent","0-10%","0-35",0,180,"N","Withdrawn",-25,12,-25,12 +"119",281134,2.83333333333333,2,2.48809523809524,NA,4.47204968944099,1.66666666666667,1.66666666666667,5.45192307692308,2.5,1.33333333333333,1.07692307692308,6.81196581196581,NA,1.29166666666667,1.44255319148936,1.34782608695652,88,83,"F","Scotland","A Level or Equivalent","20-30%","0-35",0,90,"N","Pass",-28,NA,-28,NA +"120",282849,NA,NA,2.25,NA,4.76190476190476,1.5,NA,8.52278820375335,1.44444444444444,1,1.5,8.11340206185567,NA,1.08333333333333,1.69201520912548,1.4,77.5714285714286,80.8,"M","North Western Region","A Level or Equivalent","0-10%","0-35",0,60,"N","Pass",-15,NA,-15,NA +"121",283402,1,NA,3.16438356164384,NA,5.0078125,1.25,3,6.63973063973064,4.2,1.75,1.36363636363636,18.025974025974,NA,1.62790697674419,2.66037735849057,1.40625,75.1428571428571,90.8,"M","London Region","HE Qualification","30-40%","0-35",0,60,"N","Pass",-11,NA,-11,NA +"122",286778,NA,1,3.22689075630252,NA,3.5049504950495,1.75,1,5.96888888888889,4.5,3,NA,10.3392857142857,NA,2.04,1.688,1.25,84.5714285714286,87.2,"F","Wales","A Level or Equivalent","40-50%","0-35",0,60,"N","Distinction",-14,NA,-14,NA +"123",287079,NA,NA,3.60810810810811,NA,3.51923076923077,1.25,1.33333333333333,6.65317919075145,4.5,NA,1.5,10.8552631578947,NA,1.42222222222222,1.83703703703704,1.46153846153846,59.8571428571429,50.6,"M","London Region","HE Qualification","40-50%","35-55",2,60,"N","Fail",-44,NA,-44,NA +"124",287258,3.11111111111111,2,2.68544600938967,NA,3.96521739130435,1.14285714285714,1.625,6.66071428571429,2.33333333333333,1,1.14814814814815,8.91803278688525,NA,1.14285714285714,1.6125,1.35483870967742,74.8571428571429,83.2,"M","Scotland","A Level or Equivalent","60-70%","35-55",0,60,"N","Pass",-136,NA,-136,NA +"125",289247,NA,NA,1.55,NA,4.70588235294118,1.33333333333333,NA,6.95652173913043,1.25,1,1.22222222222222,10.9433962264151,NA,1,1.63522012578616,1.52631578947368,85.8571428571429,86.8,"M","South Region","HE Qualification","80-90%","0-35",0,90,"N","Distinction",-25,NA,-25,NA +"126",294112,NA,NA,3.15503875968992,NA,4.93506493506494,1.5,1.875,4.76190476190476,2.23076923076923,1.5,1.5,4.89285714285714,NA,1.33333333333333,2.06338028169014,1.09090909090909,NA,81,"M","Scotland","A Level or Equivalent","40-50%","0-35",0,150,"N","Fail",-28,NA,-28,NA +"127",294219,7.75,1,3.14659685863874,NA,6.30656934306569,1.25,1.33333333333333,7.188,6.41176470588235,1.375,1.28571428571429,8.7962962962963,NA,1.09090909090909,1.90376569037657,1.22222222222222,91.2857142857143,93,"F","North Western Region","A Level or Equivalent","30-40%","35-55",0,60,"N","Distinction",-45,NA,-45,NA +"128",294920,NA,NA,3.71428571428571,NA,10.25,1.14285714285714,2,6.25862068965517,3.14285714285714,1.25,NA,5.8695652173913,NA,1.66666666666667,2.46320346320346,1.32142857142857,NA,83,"M","Scotland","Post Graduate Qualification","20-30%","35-55",0,60,"N","Withdrawn",-93,93,-93,93 +"129",294929,1,NA,5.03225806451613,NA,4.50714285714286,2,1,8.5,12.7142857142857,NA,2,5.9620253164557,NA,3.07692307692308,2.46710526315789,1,50.8571428571429,70.25,"M","North Western Region","A Level or Equivalent","50-60%","35-55",0,90,"N","Pass",-148,NA,-148,NA +"130",295893,NA,NA,1.7,NA,4,NA,NA,3.76923076923077,NA,NA,NA,1.83333333333333,NA,1,1.57142857142857,1,NA,23,"M","East Midlands Region","A Level or Equivalent","10-20","0-35",0,60,"Y","Fail",-43,NA,-43,NA +"131",297218,NA,NA,1.77551020408163,NA,2.6734693877551,1,2,2.66037735849057,3.33333333333333,1,1,7.09278350515464,NA,1.46428571428571,1.41025641025641,1.35135135135135,88.4285714285714,78.2,"M","Yorkshire Region","A Level or Equivalent","60-70%","0-35",0,210,"N","Pass",-9,NA,-9,NA +"132",297341,2.5,NA,2.31578947368421,NA,3.5875,1.33333333333333,1.85714285714286,3.51829268292683,2.1,1.16666666666667,1.5,12.7474747474747,NA,1.23076923076923,1.53416149068323,1.30769230769231,90.4285714285714,90.5,"F","East Midlands Region","A Level or Equivalent","10-20","0-35",0,120,"Y","Pass",-22,NA,-22,NA +"133",301074,1,NA,2.425,NA,4.44144144144144,1,NA,5.50617283950617,3.83333333333333,NA,1.25,11.2068965517241,NA,1.25,1.68840579710145,1.0952380952381,86.8571428571429,87.4,"M","South Region","Lower Than A Level","20-30%","0-35",1,120,"N","Pass",-120,NA,-120,NA +"134",301561,NA,NA,4.1,NA,5,1.5,NA,2,NA,1,NA,8.33333333333333,NA,1.16666666666667,2.03448275862069,1,NA,68,"M","South West Region","Lower Than A Level","30-40%","0-35",1,60,"N","Withdrawn",-52,159,-52,159 +"135",305064,NA,NA,2.7115987460815,NA,5.98765432098765,1.8,1.2,6.35,2.07692307692308,1,1.33333333333333,10.4666666666667,NA,1.19565217391304,1.66375545851528,1.27083333333333,81.8571428571429,91.6,"M","South Region","Lower Than A Level","20-30%","0-35",0,180,"N","Pass",-86,NA,-86,NA +"136",305659,7.66666666666667,4,2.44,NA,4.07407407407407,1,1,6.17796610169492,2.75,1,NA,10.8292682926829,NA,1.05882352941176,1.58585858585859,1.22727272727273,91.1428571428571,87.8,"M","South East Region","A Level or Equivalent","80-90%","0-35",0,90,"N","Distinction",-28,NA,-28,NA +"137",310205,1.5,NA,2.81720430107527,NA,3.47435897435897,1.25,NA,8.55555555555556,2.16666666666667,NA,1.26666666666667,16.15,NA,1.17391304347826,1.62121212121212,1.16666666666667,64.7142857142857,67.6,"M","South West Region","Lower Than A Level","40-50%","0-35",1,60,"N","Fail",-79,NA,-79,NA +"138",312126,NA,NA,3.28787878787879,NA,5.25,1.66666666666667,1,3.63333333333333,1.5,1,NA,12.2666666666667,NA,1.22222222222222,1.74193548387097,2,80.5,77,"M","East Anglian Region","Lower Than A Level","60-70%","0-35",0,60,"N","Withdrawn",-22,12,-22,12 +"139",312231,NA,NA,2.55555555555556,NA,4,NA,NA,6.01923076923077,1,1,NA,12.0238095238095,NA,1.06666666666667,2.12,1.4,82.8571428571429,89,"M","East Midlands Region","HE Qualification","30-40%","0-35",0,60,"N","Pass",-81,NA,-81,NA +"140",312960,NA,NA,1.5,NA,2.41666666666667,NA,NA,4.76923076923077,NA,NA,NA,13.2619047619048,NA,1,2.12698412698413,2,84.8571428571429,44,"M","East Anglian Region","HE Qualification","80-90%","0-35",0,120,"N","Pass",-72,NA,-72,NA +"141",315795,NA,NA,3.015625,NA,3.80357142857143,1.5,1,3.23423423423423,1,1,NA,6.56410256410256,NA,1.17391304347826,1.82352941176471,1.5,45.7142857142857,48.6,"M","South Region","Lower Than A Level","70-80%","0-35",0,60,"N","Pass",-10,NA,-10,NA +"142",316082,NA,NA,2.79518072289157,NA,3.13953488372093,2,NA,5,1,1,NA,17.2972972972973,NA,1.48484848484848,1.73493975903614,1.6,72.5714285714286,85.8,"M","East Anglian Region","A Level or Equivalent","20-30%","0-35",0,60,"N","Distinction",-68,NA,-68,NA +"143",318139,NA,NA,4.25,NA,3.81481481481481,1.75,NA,2.19047619047619,1.5,1,NA,5.88461538461539,NA,1.2,1.84210526315789,1,71,67,"M","Yorkshire Region","A Level or Equivalent","50-60%","0-35",0,120,"N","Withdrawn",-68,79,-68,79 +"144",318147,3.25,3,2.95744680851064,NA,4.5,1.66666666666667,NA,8.44805194805195,2.36363636363636,1,1.16666666666667,7.00714285714286,NA,1.3953488372093,2.02439024390244,1.68965517241379,82.2857142857143,68.4,"M","East Anglian Region","Lower Than A Level","50-60%","0-35",0,60,"N","Pass",-64,NA,-64,NA +"145",319073,NA,1,3.38405797101449,NA,4.05263157894737,1.33333333333333,4.5,6.48969072164948,3.6,1,1.5,12.0350877192982,NA,1.22727272727273,2.1875,1.125,81.4285714285714,76.2,"F","Ireland","A Level or Equivalent","50-60%","0-35",0,120,"N","Pass",-22,NA,-22,NA +"146",320133,4.61538461538461,3,2.5,NA,5.88888888888889,1.66666666666667,1,8.27608695652174,2.07692307692308,1.33333333333333,1.11904761904762,5.50632911392405,NA,1.3030303030303,1.68787878787879,1.24074074074074,95.1428571428571,88.8,"F","South Region","A Level or Equivalent","10-20","0-35",0,90,"N","Distinction",-25,NA,-25,NA +"147",320612,3.16666666666667,2,2.49458483754513,NA,3.93827160493827,1.16666666666667,1.45714285714286,6.60057471264368,3.04761904761905,1.07692307692308,1.1875,5.14835164835165,NA,1.17241379310345,1.90774907749077,1.23333333333333,84.8571428571429,84.8,"M","East Midlands Region","HE Qualification","80-90%","35-55",0,60,"N","Distinction",-25,NA,-25,NA +"148",322499,NA,NA,2.47142857142857,NA,2.60526315789474,1.33333333333333,NA,5.26923076923077,3.8,1,1.5,5.73684210526316,NA,1.14285714285714,1.72727272727273,1.5,91,85,"M","Scotland","A Level or Equivalent","90-100%","0-35",0,120,"N","Withdrawn",-32,234,-32,234 +"149",324331,NA,NA,6.55555555555556,NA,5,NA,1,1.8,NA,NA,NA,2.5,NA,NA,1.71428571428571,NA,84,43.3333333333333,"M","North Western Region","Lower Than A Level","70-80%","35-55",1,60,"N","Fail",-32,NA,-32,NA +"150",325750,1,2,6.83333333333333,NA,11.4,1,NA,8.39473684210526,2,NA,NA,17.7428571428571,NA,1,2.73684210526316,1,70.8571428571429,60.8,"M","Scotland","HE Qualification","10-20","35-55",2,120,"N","Pass",-88,NA,-88,NA +"151",328797,NA,NA,3.5,NA,6.02702702702703,1.5,1,4.2,2.66666666666667,1,1.5,3,NA,2.23076923076923,2.90361445783133,1.71428571428571,NA,65.75,"M","Scotland","HE Qualification","70-80%","35-55",1,60,"N","Fail",-42,NA,-42,NA +"152",329895,NA,NA,3,NA,2.32258064516129,NA,NA,5.61111111111111,1,NA,NA,12.7631578947368,NA,1.36363636363636,1.51724137931034,1,83.4285714285714,79.5,"M","East Anglian Region","A Level or Equivalent","50-60%","35-55",3,60,"N","Pass",-21,NA,-21,NA +"153",331789,3.5,NA,1.75,NA,4.41059602649007,1.66666666666667,2,5.13819095477387,3.25,1,1.175,10.25,NA,1.06896551724138,1.69958847736626,1.17073170731707,62.7142857142857,70.4,"M","South East Region","Lower Than A Level","60-70%","0-35",0,60,"N","Pass",-108,NA,-108,NA +"154",332237,NA,NA,1.66666666666667,NA,2,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,76,"M","South Region","HE Qualification","90-100%","0-35",1,60,"N","Fail",-34,NA,-34,NA +"155",333993,3,1,3.24137931034483,NA,3.84536082474227,1,1.8,4.46,3.14285714285714,3,1.5,7.34782608695652,NA,2,1.80729166666667,1.19444444444444,86.2857142857143,79,"M","North Western Region","A Level or Equivalent","20-30%","0-35",0,60,"N","Pass",-106,NA,-106,NA +"156",334224,NA,NA,2.35714285714286,NA,2.76923076923077,NA,NA,3.63157894736842,NA,1,NA,2,NA,1.05263157894737,1.51515151515152,NA,NA,33.3333333333333,"M","North Western Region","Lower Than A Level","0-10%","0-35",2,60,"Y","Withdrawn",-59,145,-59,145 +"157",335095,NA,NA,2.16551724137931,4,3.21621621621622,1,3.5,5.23563218390805,2.36363636363636,1,1.5,8.0625,NA,1.11538461538462,1.64429530201342,1.0625,83.4285714285714,84.75,"M","South West Region","A Level or Equivalent","80-90%","0-35",1,120,"N","Pass",-103,NA,-103,NA +"158",337000,3.25,NA,2.19298245614035,NA,3.01197604790419,1.33333333333333,NA,5.01796407185629,1.4,1.16666666666667,1.0952380952381,7.578125,NA,1.08695652173913,1.88118811881188,1.32142857142857,87.4285714285714,73.4,"M","South West Region","Lower Than A Level","10-20","35-55",0,60,"N","Pass",-22,NA,-22,NA +"159",338689,1.66666666666667,NA,1.84210526315789,NA,2.93181818181818,1.5,1,3.35789473684211,2.8,1,1,8.81481481481481,NA,1.18181818181818,1.50833333333333,1.125,90.7142857142857,83.6,"M","West Midlands Region","HE Qualification","0-10%","0-35",0,150,"N","Pass",-66,NA,-66,NA +"160",338806,NA,NA,2.32432432432432,NA,2.5,NA,NA,4.1358024691358,NA,1,NA,13.8863636363636,NA,1.25,2.03333333333333,1.875,69.8571428571429,51.4,"M","North Region","Lower Than A Level","70-80%","0-35",3,120,"N","Pass",-23,NA,-23,NA +"161",339519,4.09090909090909,2,2.81578947368421,NA,4.83720930232558,1.25,1.2,5.67753623188406,2.25,1.53846153846154,1.07692307692308,12.6440677966102,NA,1.25,1.84571428571429,1.5625,70.5714285714286,63.2,"M","South East Region","Lower Than A Level","40-50%","0-35",0,120,"N","Pass",-32,NA,-32,NA +"162",340831,NA,NA,2.30434782608696,NA,2.66666666666667,1.5,NA,2.81481481481481,NA,NA,NA,1,NA,1.81818181818182,1.56818181818182,1.28571428571429,NA,62,"M","West Midlands Region","A Level or Equivalent","30-40%","35-55",0,120,"N","Withdrawn",-29,69,-29,69 +"163",341093,NA,NA,1.61111111111111,NA,2.33333333333333,1,NA,4.75,2,1,1.5,2.6,NA,1.75,1.25925925925926,1.5,NA,70,"M","South West Region","A Level or Equivalent","10-20","0-35",2,120,"N","Fail",-93,NA,-93,NA +"164",341457,NA,NA,3.37209302325581,8,5.125,1.28571428571429,1,7.01351351351351,4.42857142857143,1,1.2,11.25,NA,1.21428571428571,2.23809523809524,1.0625,86,76.6666666666667,"F","Scotland","HE Qualification","0-10%","0-35",0,60,"N","Withdrawn",-144,135,-144,135 +"165",341629,1,1,2.74157303370787,NA,4.0126582278481,1,1.5,7.30508474576271,2.8,1.25,1,10.1132075471698,NA,1.43478260869565,1.68503937007874,1.5,81.1666666666667,82,"M","Wales","HE Qualification","10-20","0-35",0,150,"N","Fail",-21,NA,-21,NA +"166",343709,NA,NA,2.25,NA,3.32142857142857,1,NA,2.8,NA,1,NA,17.2972972972973,NA,1.2,2.16176470588235,1,66.8571428571429,54.8,"M","North Western Region","Lower Than A Level","10-20","0-35",0,60,"N","Pass",-36,NA,-36,NA +"167",345271,NA,NA,4.57043073341094,NA,10.4932735426009,1.33333333333333,5.14285714285714,7.98477157360406,2.82608695652174,1,1.57142857142857,14.0340909090909,NA,1.26470588235294,1.87096774193548,1.5,88.2857142857143,92.4,"M","North Region","A Level or Equivalent","30-40%","35-55",1,60,"N","Distinction",-109,NA,-109,NA +"168",347197,3,NA,3.88059701492537,1,5.24271844660194,1.5,1,7.78181818181818,1.6,1,1.4,9.84684684684685,NA,1.41176470588235,2.07575757575758,1.33333333333333,94.7142857142857,92.6,"M","North Western Region","Lower Than A Level","80-90%","35-55",0,60,"N","Distinction",-49,NA,-49,NA +"169",348108,1,NA,2.02702702702703,NA,3.15189873417722,1,1.5,4.66666666666667,1.75,2,NA,11.9310344827586,NA,1.175,1.76363636363636,2.1,84.4285714285714,77.2,"M","Scotland","A Level or Equivalent","50-60%","0-35",1,120,"N","Pass",-56,NA,-56,NA +"170",348324,NA,NA,2.16,NA,3.66666666666667,1,1.21428571428571,3.34328358208955,3,NA,1.5,14.3863636363636,NA,1.07407407407407,1.42268041237113,1.45833333333333,68.2857142857143,74,"M","South West Region","Lower Than A Level","30-40%","35-55",0,60,"N","Pass",-50,NA,-50,NA +"171",349515,NA,NA,3.45,2,4.24444444444444,1.6,1,4.59210526315789,1.8125,2,NA,12.4615384615385,NA,1.31034482758621,1.64356435643564,1.47619047619048,73.5714285714286,71,"M","South Region","Lower Than A Level","30-40%","0-35",0,60,"N","Pass",-53,NA,-53,NA +"172",351147,2.25,NA,2.27777777777778,NA,4.17557251908397,1.33333333333333,1.18181818181818,5.85849056603774,2.375,1,1,10.9803921568627,NA,1.07142857142857,1.74834437086093,1.23529411764706,84.5714285714286,83.8,"M","Scotland","HE Qualification","40-50%","0-35",0,60,"N","Pass",-79,NA,-79,NA +"173",354698,NA,NA,3.2,NA,5.51724137931035,1,NA,9.13253012048193,NA,NA,NA,12.7948717948718,NA,1.07692307692308,2.29411764705882,1,82,58,"M","North Region","Lower Than A Level","","35-55",2,90,"N","Pass",-17,NA,-17,NA +"174",355293,1,NA,1.5,NA,3.02173913043478,1,NA,5.32758620689655,NA,1,NA,13.5102040816327,NA,1.1,1.90769230769231,1,68.2857142857143,51,"M","East Midlands Region","Lower Than A Level","30-40%","0-35",2,60,"N","Pass",-123,NA,-123,NA +"175",364066,3,1,3.23481308411215,NA,4.77027027027027,1,1.5,2.66124661246612,1.84615384615385,1.375,1.42857142857143,7.42666666666667,NA,1.375,1.50340136054422,1.22857142857143,84.2857142857143,90.6,"M","London Region","Lower Than A Level","30-40%","0-35",2,150,"N","Distinction",-142,NA,-142,NA +"176",366140,4,1.5,2.9390243902439,NA,3.87012987012987,3,1,7.18696883852691,8.75,1.07692307692308,1.1,11.7115384615385,NA,1.08571428571429,2.08558558558559,1.20689655172414,86.2857142857143,84.4,"M","Yorkshire Region","Lower Than A Level","90-100%","0-35",0,60,"N","Pass",-94,NA,-94,NA +"177",367151,NA,NA,2.92405063291139,NA,4.38961038961039,1,1.5,8.47953216374269,2.85714285714286,NA,1.5,10,NA,1.04545454545455,1.44654088050314,1.28571428571429,62.3333333333333,79.25,"M","East Anglian Region","A Level or Equivalent","60-70%","0-35",0,60,"N","Withdrawn",-120,191,-120,191 +"178",369242,4.11111111111111,1,2.20588235294118,NA,2.79166666666667,1.5,1,6.2020202020202,3,1,1.11111111111111,6.42528735632184,NA,1.23076923076923,1.6953642384106,1.15,85.8571428571429,73,"M","South East Region","A Level or Equivalent","40-50%","0-35",0,150,"N","Pass",-72,NA,-72,NA +"179",369450,3,NA,3.03225806451613,NA,3.52694610778443,1,1.34615384615385,5.10724637681159,2.33333333333333,1.11111111111111,1.18181818181818,16.3571428571429,NA,1.29411764705882,1.74439461883408,1.2,77.2857142857143,72.2,"M","South East Region","Lower Than A Level","40-50%","35-55",0,60,"N","Pass",-144,NA,-144,NA +"180",369644,NA,NA,3.0989010989011,NA,5.87234042553191,1,1.25,5.32857142857143,3.13333333333333,1.25,NA,7.22222222222222,NA,1.8125,1.53012048192771,1.26666666666667,NA,71,"F","Yorkshire Region","Lower Than A Level","10-20","0-35",0,150,"N","Withdrawn",-16,67,-16,67 +"181",370735,NA,NA,2.30065359477124,NA,4.94871794871795,1,1.33333333333333,5.35135135135135,1.4,1,NA,10.9466666666667,NA,1.125,1.90070921985816,1.23529411764706,76,80.4,"M","South Region","Lower Than A Level","90-100%","0-35",0,60,"N","Pass",-67,NA,-67,NA +"182",372345,NA,1,3.16,NA,4.97777777777778,2.5,5,7.34782608695652,1.2,1,1.5,11.28,NA,1.14285714285714,1.85057471264368,1,89.7142857142857,84,"M","South West Region","A Level or Equivalent","70-80%","0-35",0,60,"N","Pass",-59,NA,-59,NA +"183",372509,NA,NA,3.35294117647059,NA,3.40384615384615,NA,NA,1.78,1.25,1,NA,14.271186440678,NA,1.05263157894737,1.67592592592593,1.66666666666667,65,72.6,"M","South Region","A Level or Equivalent","70-80%","0-35",0,60,"N","Pass",-17,NA,-17,NA +"184",372511,NA,NA,1.3,NA,3.40350877192982,1,NA,2.98484848484848,1,1,2,8.72727272727273,NA,1.69565217391304,2.125,1.9,72.8571428571429,76.4,"M","North Region","HE Qualification","","0-35",0,150,"N","Pass",-1,NA,-1,NA +"185",374353,NA,NA,2.41666666666667,NA,4.40909090909091,1.33333333333333,NA,11.1904761904762,2.66666666666667,NA,NA,7.26666666666667,NA,3.2,2.76190476190476,1,80,51,"F","Yorkshire Region","Lower Than A Level","0-10%","35-55",0,150,"N","Withdrawn",-67,81,-67,81 +"186",375527,NA,NA,4.65,NA,3.525,1,NA,4.49315068493151,NA,NA,NA,17.6046511627907,NA,1.53333333333333,1.87654320987654,1.2,68.2857142857143,56,"M","South Region","A Level or Equivalent","30-40%","0-35",0,120,"N","Pass",-25,NA,-25,NA +"187",378705,NA,NA,3.55172413793103,NA,3.89655172413793,1,1,6.42622950819672,1,NA,1.5,7.95833333333333,NA,1.3,1.57407407407407,1.33333333333333,88,87,"M","Yorkshire Region","Lower Than A Level","0-10%","35-55",0,60,"N","Fail",-31,NA,-31,NA +"188",378946,4.27272727272727,3,2.42156862745098,NA,5.48618784530387,1.1,1.13636363636364,8.50826446280992,2.48387096774194,1.11764705882353,1.09677419354839,5.43127962085308,NA,1.21621621621622,1.56111111111111,1.14893617021277,87.8571428571429,83,"M","South East Region","Lower Than A Level","40-50%","35-55",0,60,"N","Pass",-94,NA,-94,NA +"189",379278,NA,NA,2.16666666666667,NA,3.97916666666667,2,2,11.4139534883721,2.28571428571429,2,1,7.125,NA,1.41176470588235,2.57303370786517,1.15384615384615,NA,77.6666666666667,"M","Scotland","HE Qualification","40-50%","0-35",0,60,"N","Fail",-94,NA,-94,NA +"190",379311,NA,NA,4.68852459016393,NA,4.22222222222222,1.4,1.33333333333333,2.26470588235294,1,NA,1.5,10.8888888888889,NA,1.30769230769231,1.8,1.28571428571429,NA,75,"M","South East Region","Lower Than A Level","80-90%","0-35",1,120,"N","Fail",-108,NA,-108,NA +"191",379563,NA,NA,3.5,NA,2.85714285714286,1,NA,3.64285714285714,NA,NA,NA,NA,NA,1,1.5,2.33333333333333,NA,70,"M","South West Region","A Level or Equivalent","60-70%","0-35",0,60,"N","Withdrawn",-17,52,-17,52 +"192",380952,NA,NA,2.71428571428571,NA,3.75510204081633,1.25,NA,5.76388888888889,3.5,NA,NA,11.7380952380952,NA,1.24,2.01136363636364,2.25,87.7142857142857,64,"F","South East Region","Lower Than A Level","70-80%","0-35",0,60,"N","Pass",-5,NA,-5,NA +"193",381257,3.2,1,2.79444444444444,6.2,3.64968152866242,1.25,2,5.3525,2.31578947368421,1,1.08823529411765,7.22857142857143,NA,1.08333333333333,1.804,1.14893617021277,84.5714285714286,83.2,"F","Scotland","A Level or Equivalent","40-50%","0-35",0,60,"N","Pass",-22,NA,-22,NA +"194",381414,NA,NA,2.14814814814815,NA,1.83050847457627,1,1.45454545454545,2.11494252873563,1,1,1,12.6595744680851,NA,1.03846153846154,1.32692307692308,1,81.4285714285714,72.2,"M","South East Region","Lower Than A Level","60-70%","35-55",2,60,"N","Pass",-34,NA,-34,NA +"195",381428,NA,NA,2.19354838709677,NA,3.43076923076923,1,1.25,3.97752808988764,3,1,1.5,11.125,NA,1.33333333333333,1.34848484848485,1,87,72,"M","West Midlands Region","Lower Than A Level","10-20","0-35",0,120,"Y","Withdrawn",-102,87,-102,87 +"196",381529,NA,NA,4.95,NA,3.83333333333333,1,NA,10.7391304347826,5,1,NA,3.66666666666667,NA,1.2,1.54166666666667,NA,NA,58,"M","South West Region","A Level or Equivalent","10-20","0-35",0,60,"N","Withdrawn",-115,74,-115,74 +"197",383445,NA,NA,2.1038961038961,NA,2.82051282051282,1,1,1.57894736842105,NA,NA,NA,1,NA,1.14285714285714,1.33333333333333,NA,NA,43.5,"M","North Western Region","A Level or Equivalent","0-10%","0-35",0,60,"Y","Fail",-29,NA,-29,NA +"198",383602,NA,1,3.16346153846154,NA,6.63063063063063,1.25,NA,6.22926829268293,2.33333333333333,1.125,1,9.68468468468468,NA,1.57777777777778,2.10152284263959,1.05263157894737,87.7142857142857,89.8,"F","South Region","Lower Than A Level","80-90%","0-35",0,120,"N","Pass",-102,NA,-102,NA +"199",383629,NA,NA,2.22222222222222,NA,5.51612903225806,1,NA,7.70673076923077,1,1,NA,12.314606741573,NA,2.63888888888889,1.95544554455446,1.41666666666667,77.2857142857143,71.6,"M","West Midlands Region","Lower Than A Level","70-80%","0-35",2,60,"N","Pass",-67,NA,-67,NA +"200",384107,NA,NA,2.68571428571429,NA,4.70588235294118,1,NA,8.74358974358974,5.16666666666667,1,NA,16.7435897435897,NA,1.2,2.81927710843373,1.125,72.7142857142857,57.75,"M","Yorkshire Region","Lower Than A Level","70-80%","0-35",0,60,"N","Fail",-35,NA,-35,NA +"201",386121,NA,NA,3.28571428571429,1,5.44444444444444,1.33333333333333,NA,2.9,1.66666666666667,1,NA,1,NA,1,1.38775510204082,1,NA,62,"M","London Region","Lower Than A Level","0-10%","0-35",0,180,"N","Withdrawn",-46,37,-46,37 +"202",386389,2,NA,2.69047619047619,NA,2.64130434782609,1.33333333333333,1.33333333333333,5.14124293785311,3,1,1,11.9047619047619,NA,1.18518518518519,1.74528301886792,1.09090909090909,85.7142857142857,80.8,"M","North Region","Lower Than A Level","10-20","35-55",1,120,"N","Pass",-143,NA,-143,NA +"203",386956,NA,NA,4.27551020408163,NA,4.28571428571429,1,NA,4.58064516129032,1,1,NA,8.75,NA,1.36363636363636,1.72413793103448,1,NA,67,"F","Wales","Lower Than A Level","10-20","35-55",1,60,"Y","Withdrawn",-31,109,-31,109 +"204",389853,NA,NA,2.64285714285714,NA,2.42553191489362,1.125,3,3.13461538461538,NA,1,NA,8.5,NA,1.27272727272727,1.6271186440678,1,87,72,"M","North Western Region","A Level or Equivalent","70-80%","0-35",1,60,"N","Withdrawn",-46,195,-46,195 +"205",390070,NA,NA,2.56818181818182,NA,2.83018867924528,1,NA,4.74157303370786,NA,1,NA,10.9047619047619,NA,1.55,1.89887640449438,1.11111111111111,76,84.4,"M","North Region","A Level or Equivalent","30-40%","35-55",0,60,"N","Fail",-21,NA,-21,NA +"206",393141,NA,NA,2.55555555555556,NA,6.5,2,1.66666666666667,4.42,5.33333333333333,1,NA,10,NA,1.5,1.78571428571429,1.33333333333333,63,60,"M","East Midlands Region","Lower Than A Level","40-50%","0-35",0,90,"Y","Fail",-115,NA,-115,NA +"207",395758,NA,NA,3.02631578947368,NA,3,NA,NA,5.25,NA,1,NA,13.3333333333333,NA,1.14285714285714,1.64,1,NA,82,"M","North Region","HE Qualification","10-20","0-35",1,60,"N","Withdrawn",-67,62,-67,62 +"208",396683,NA,NA,3.72868217054264,NA,5.44827586206897,1.4,1,5.11643835616438,1.42857142857143,1,NA,13.3488372093023,NA,1.64864864864865,2.33557046979866,1.28571428571429,79.8571428571429,66,"M","Scotland","HE Qualification","20-30%","0-35",0,120,"N","Pass",-28,NA,-28,NA +"209",396834,NA,NA,2.54545454545455,1,2.50666666666667,1,NA,4.01176470588235,NA,NA,NA,13.7,NA,1.2,1.75641025641026,1,74.5,78,"M","South East Region","A Level or Equivalent","50-60%","0-35",0,240,"N","Pass",-15,NA,-15,NA +"210",396907,NA,NA,3.63809523809524,NA,4.49295774647887,1.8,2,7.85365853658537,1.66666666666667,1,1.5,15.9692307692308,NA,1.26666666666667,2.47286821705426,1.33333333333333,65,79.3333333333333,"M","London Region","Lower Than A Level","70-80%","0-35",1,60,"N","Fail",-18,NA,-18,NA +"211",397219,3.77777777777778,2,2.0513698630137,NA,5.60112359550562,2.66666666666667,1.66666666666667,10.8910675381264,3.82608695652174,1.125,1.09375,7.625,NA,1.05882352941176,1.79757085020243,1.27272727272727,88.4285714285714,84.8,"M","Scotland","HE Qualification","20-30%","0-35",0,60,"N","Distinction",-70,NA,-70,NA +"212",397292,NA,NA,3.51724137931034,NA,4.77777777777778,2,NA,4.38888888888889,NA,1,NA,NA,NA,1.82352941176471,2.25,1,NA,47,"F","North Western Region","Lower Than A Level","0-10%","0-35",1,60,"N","Fail",-108,NA,-108,NA +"213",397671,7,1,3.1647855530474,3.5,3.52380952380952,1.66666666666667,1,2.58746736292428,1.9,1.21739130434783,1.10526315789474,7.67213114754098,NA,1.64893617021277,1.83380281690141,1.14788732394366,92,97.4,"F","East Anglian Region","Lower Than A Level","70-80%","35-55",0,90,"N","Distinction",-100,NA,-100,NA +"214",398550,3.33333333333333,NA,1.74603174603175,NA,2.96470588235294,1,2,4.44497607655502,2,1,NA,8.4406779661017,NA,1.2,1.39156626506024,1.17391304347826,92.5714285714286,95.2,"M","West Midlands Region","A Level or Equivalent","30-40%","0-35",2,90,"N","Distinction",-155,NA,-155,NA +"215",398630,3,NA,2,NA,2.31481481481481,1,NA,7.54205607476636,NA,1,NA,17.4722222222222,NA,1.52631578947368,1.8375,1,68.1428571428571,51.8,"M","East Anglian Region","Lower Than A Level","70-80%","35-55",0,60,"N","Pass",-88,NA,-88,NA +"216",399429,3.33333333333333,1,2.31223628691983,NA,5.859375,1.5,1.55172413793103,5.38461538461539,3.28571428571429,1.11111111111111,1.19047619047619,8.35971223021583,NA,1.22222222222222,1.57251908396947,1.2,89.2857142857143,87.6,"F","East Midlands Region","A Level or Equivalent","60-70%","0-35",1,60,"N","Distinction",-64,NA,-64,NA +"217",402695,1,NA,2.22368421052632,NA,4.74468085106383,1,1.45454545454545,7.31683168316832,4.25,NA,1.16666666666667,13.4545454545455,NA,1.16666666666667,1.61016949152542,1.45454545454545,81.7142857142857,83.6,"M","East Midlands Region","Lower Than A Level","40-50%","35-55",2,90,"N","Pass",-123,NA,-123,NA +"218",405193,4.21428571428571,2,2.73529411764706,NA,4.22222222222222,8.25,1.90625,8.64896755162242,2.81818181818182,1.29411764705882,1.23684210526316,13.4368932038835,NA,2.07692307692308,2.26046511627907,1.4,87.5714285714286,95.4,"F","East Midlands Region","A Level or Equivalent","80-90%","35-55",1,60,"N","Pass",-108,NA,-108,NA +"219",407232,2.33333333333333,1,2.62730627306273,1,5.16891891891892,2.2,1.2,8.97304582210243,3.25,1.125,1.1304347826087,13.8212560386473,NA,1.30769230769231,1.77220077220077,1.17647058823529,91.1428571428571,82.4,"M","Ireland","A Level or Equivalent","30-40%","0-35",0,180,"N","Pass",-46,NA,-46,NA +"220",408499,NA,NA,3.6258064516129,NA,4.91666666666667,1,5,6.72,3.71428571428571,1,1.5,4.84615384615385,NA,1.8,1.58823529411765,1.125,91,86,"F","East Anglian Region","A Level or Equivalent","90-100%","35-55",0,120,"Y","Withdrawn",-31,94,-31,94 +"221",410407,4.35714285714286,2,5.45,4,4.09937888198758,1.5,1,4.96615384615385,2.97560975609756,1.18181818181818,1.43478260869565,12.234375,NA,1.40506329113924,2.24626865671642,1.28260869565217,91,91.8,"M","South Region","HE Qualification","90-100%","35-55",0,60,"N","Distinction",-60,NA,-60,NA +"222",410883,NA,NA,5.88235294117647,3,3.5,1.25,NA,6.46428571428571,NA,1,NA,13.0952380952381,NA,1.05555555555556,2.08823529411765,1.5,84.2857142857143,74.6,"M","South West Region","Lower Than A Level","70-80%","0-35",0,60,"N","Pass",-94,NA,-94,NA +"223",411304,2.375,NA,3.23076923076923,NA,3.43434343434343,1,1.13636363636364,4.11587982832618,2.6,1,1.05882352941176,12.6428571428571,NA,1.45098039215686,1.47552447552448,1.33333333333333,63.4285714285714,43.4,"F","West Midlands Region","A Level or Equivalent","0-10%","0-35",0,60,"N","Pass",-115,NA,-115,NA +"224",412353,4.85714285714286,1,4.12377850162866,NA,6.125,1.4,1.75,4.98791540785498,4.30434782608696,1,1.33333333333333,7.90291262135922,NA,1.25471698113208,2.20344827586207,1.24358974358974,82.8571428571429,94,"M","West Midlands Region","A Level or Equivalent","60-70%","55<=",0,60,"N","Pass",-29,NA,-29,NA +"225",413180,NA,NA,2.55769230769231,NA,3.34426229508197,1,1.25,3.17857142857143,1,NA,1,15.8888888888889,NA,1.41666666666667,1.74766355140187,1,79.8571428571429,74.4,"M","London Region","A Level or Equivalent","60-70%","0-35",1,120,"N","Pass",-156,NA,-156,NA +"226",413709,NA,NA,1.96527777777778,NA,2.73394495412844,1,1.4,4.68831168831169,1.66666666666667,1,1.28571428571429,14.8095238095238,NA,1.26315789473684,1.56,1.25,80.8571428571429,87.6,"M","Ireland","A Level or Equivalent","80-90%","0-35",2,120,"N","Pass",-52,NA,-52,NA +"227",413949,3.66666666666667,3,2.41496598639456,NA,3.10897435897436,1.25,NA,6.08651399491094,4.60526315789474,1.36363636363636,1.08108108108108,9.31944444444444,NA,1.1219512195122,1.4695652173913,1.11764705882353,70.1428571428571,72.8,"F","Scotland","Lower Than A Level","10-20","0-35",0,60,"Y","Pass",-67,NA,-67,NA +"228",416199,NA,NA,2.34444444444444,NA,5.97590361445783,1,3.4,5.97630331753555,2,1,NA,14.2230215827338,NA,1.28333333333333,1.93227091633466,1.35294117647059,82,80.6,"M","West Midlands Region","Lower Than A Level","10-20","0-35",1,60,"N","Pass",-81,NA,-81,NA +"229",416407,NA,NA,2.77777777777778,NA,3.09821428571429,1.5,1.46666666666667,7.03804347826087,2.63636363636364,1.5,1.44444444444444,14.6346153846154,NA,1.10714285714286,1.90604026845638,1.4,79.2857142857143,79.6,"M","North Region","Lower Than A Level","","35-55",1,60,"N","Pass",-43,NA,-43,NA +"230",418201,NA,NA,2.40677966101695,NA,5.22784810126582,1.33333333333333,1.2,5.1685393258427,2.5625,1,1.5,20.2916666666667,NA,1.0625,1.63302752293578,1.7,87,80.3333333333333,"M","West Midlands Region","A Level or Equivalent","0-10%","0-35",0,60,"N","Fail",-18,NA,-18,NA +"231",419059,NA,NA,3.67241379310345,NA,3.88392857142857,1.16666666666667,3.96296296296296,6.94907407407407,2.66666666666667,1.33333333333333,1.25,18.4237288135593,NA,1.40860215053763,1.65853658536585,1.16326530612245,81,86.6,"M","West Midlands Region","Lower Than A Level","0-10%","0-35",0,60,"N","Distinction",-70,NA,-70,NA +"232",419081,NA,NA,3.57142857142857,NA,3.4,2.5,NA,5.39655172413793,2.5,1,NA,8.66666666666667,NA,1.66666666666667,1.72340425531915,1.25,NA,63,"F","North Western Region","A Level or Equivalent","0-10%","0-35",0,90,"N","Fail",-29,NA,-29,NA +"233",420834,NA,NA,3.46428571428571,NA,6.62857142857143,1,3,8.02941176470588,2.5,1,NA,4.5,NA,1.08333333333333,1.79310344827586,1.4,NA,88,"M","Scotland","HE Qualification","50-60%","0-35",0,60,"N","Withdrawn",-23,95,-23,95 +"234",421070,NA,NA,1.8125,NA,5.18181818181818,1,NA,3.53846153846154,16,1,NA,11.75,NA,1.4,2.14814814814815,1.42857142857143,NA,94,"F","Scotland","HE Qualification","50-60%","35-55",1,90,"N","Withdrawn",-64,79,-64,79 +"235",423210,3.33333333333333,NA,2.2258064516129,NA,5,1,1,6.77835051546392,1,NA,NA,13.16,NA,1.16666666666667,1.65753424657534,1.21428571428571,77.1428571428571,75.2,"M","Scotland","A Level or Equivalent","10-20","0-35",0,60,"N","Pass",-32,NA,-32,NA +"236",423488,NA,NA,2.98305084745763,NA,7.38709677419355,1.8,2,9.93421052631579,1.33333333333333,2,1.5,18,NA,1.30769230769231,2.45544554455446,1.33333333333333,69.8571428571429,62,"M","Wales","Lower Than A Level","50-60%","0-35",0,60,"N","Fail",-28,NA,-28,NA +"237",423781,NA,2,1.92207792207792,NA,3.08181818181818,1,NA,6.51704545454545,1,1,NA,8.07407407407407,NA,1.3125,1.47029702970297,1,82.2857142857143,72.6,"M","South West Region","A Level or Equivalent","90-100%","0-35",0,90,"N","Pass",-36,NA,-36,NA +"238",427256,4,1,5.59459459459459,NA,4.35779816513761,1,1.2,7.9647577092511,3.40909090909091,1.125,1.6875,6.42857142857143,NA,2.69230769230769,2.21590909090909,1.32258064516129,92.5714285714286,79.8,"M","South Region","Post Graduate Qualification","90-100%","35-55",0,120,"N","Pass",-23,NA,-23,NA +"239",429832,NA,NA,1.54545454545455,NA,2.5531914893617,NA,NA,6.89473684210526,NA,NA,NA,9.17073170731707,NA,1.1875,1.82978723404255,1.66666666666667,65.1666666666667,46.8,"M","Ireland","HE Qualification","","0-35",2,90,"N","Fail",-41,NA,-41,NA +"240",431139,1,NA,2.85507246376812,NA,5.17894736842105,2,NA,4.39204545454545,1.2,1,1,12.6739130434783,NA,1.07142857142857,1.63448275862069,1.09090909090909,87.1428571428571,80.2,"M","North Region","Lower Than A Level","","0-35",0,120,"N","Pass",-17,NA,-17,NA +"241",434476,2.33333333333333,5,3.95296167247387,NA,9.15948275862069,1.11111111111111,1.71428571428571,9.57838660578387,2.72413793103448,1,1.14814814814815,8.15308641975309,NA,1.87619047619048,2.23760683760684,1.35964912280702,82.8571428571429,83.2,"M","London Region","A Level or Equivalent","30-40%","35-55",2,120,"Y","Pass",-121,NA,-121,NA +"242",438063,NA,NA,2.29268292682927,NA,2.25,1.5,NA,11,1,NA,NA,9.25,NA,1,1.30555555555556,1,78,64,"M","Wales","A Level or Equivalent","20-30%","35-55",2,60,"Y","Fail",-122,NA,-122,NA +"243",438644,NA,NA,1.75,NA,2.72,1,1.38461538461538,5.3125,NA,NA,NA,NA,NA,1,1.45,1.4,NA,64,"F","North Region","A Level or Equivalent","","35-55",3,60,"N","Fail",-93,NA,-93,NA +"244",439950,NA,NA,2.41463414634146,4,2.72727272727273,1.5,NA,2.40816326530612,NA,NA,NA,9.60344827586207,NA,1.125,1.69491525423729,NA,69.5,80.6666666666667,"M","Ireland","Lower Than A Level","20-30%","0-35",2,90,"N","Fail",-15,NA,-15,NA +"245",439995,NA,NA,2.74683544303797,NA,4.04,1.5,NA,5.7,1,1.25,1,12.5396825396825,NA,1,1.65413533834586,1.375,64.1428571428571,69.6,"M","East Anglian Region","A Level or Equivalent","40-50%","0-35",3,60,"N","Pass",-24,NA,-24,NA +"246",440818,4.4,2.33333333333333,3.08666666666667,NA,7.05025125628141,1.44444444444444,1.30769230769231,5.63478260869565,3.58333333333333,1.55555555555556,1.11764705882353,6.22093023255814,NA,1.2741935483871,1.84366576819407,1.28421052631579,67.2857142857143,80.2,"M","Scotland","Lower Than A Level","30-40%","35-55",0,60,"N","Pass",-16,NA,-16,NA +"247",441165,NA,NA,2.62820512820513,NA,3.62857142857143,2.5,1.58333333333333,3.4965034965035,1.5,1,NA,6.856,NA,1.4,2.1044776119403,1.22222222222222,67.5,58.4,"M","South Region","A Level or Equivalent","60-70%","0-35",1,120,"Y","Pass",-7,NA,-7,NA +"248",441421,NA,NA,2.80357142857143,NA,3.53488372093023,1,1,5.61194029850746,3,NA,1.66666666666667,10.125,NA,1.625,1.42,1,NA,67.6666666666667,"M","South West Region","Lower Than A Level","40-50%","0-35",1,60,"N","Fail",-66,NA,-66,NA +"249",442199,1,NA,4.65853658536585,NA,4.62962962962963,1,NA,6.67142857142857,NA,NA,NA,12.95,NA,1.26666666666667,2.41666666666667,1,82.2857142857143,54.5,"M","East Anglian Region","Lower Than A Level","10-20","0-35",0,60,"N","Pass",-73,NA,-73,NA +"250",442347,NA,NA,4.1025641025641,NA,5.59090909090909,1.5,1,4.54761904761905,3.16666666666667,1,1.5,12.6875,NA,1.33333333333333,2.26470588235294,1.8,85,86,"M","South West Region","Lower Than A Level","80-90%","0-35",1,120,"Y","Withdrawn",-88,95,-88,95 +"251",442563,NA,NA,2.64485981308411,NA,3.3134328358209,1.2,1,5.1866028708134,2.57142857142857,1,1.5,8.96363636363636,NA,1.17391304347826,1.640625,1.35714285714286,89.5714285714286,86.4,"M","North Region","A Level or Equivalent","0-10%","0-35",0,60,"N","Pass",-46,NA,-46,NA +"252",442802,2,NA,3.01363636363636,NA,4.47706422018349,1.5,1,5.0530303030303,4,1.2,1.5,11.5538461538462,NA,1.075,2,1.03846153846154,90.8571428571429,88.6,"M","South West Region","A Level or Equivalent","80-90%","35-55",0,60,"N","Pass",-15,NA,-15,NA +"253",443151,1,NA,2.53125,NA,2.66216216216216,1,2,6.70945945945946,1,1,1,14.8666666666667,NA,1.05555555555556,1.68382352941176,1.33333333333333,88.7142857142857,83.6,"F","East Anglian Region","Lower Than A Level","30-40%","0-35",0,120,"N","Pass",-149,NA,-149,NA +"254",443514,5,1,1.84324324324324,NA,3.89583333333333,1,1,5.27631578947368,1.11111111111111,1,1,12.0612244897959,NA,1.17857142857143,1.58653846153846,1.76,73.8571428571429,79,"M","Ireland","HE Qualification","70-80%","0-35",0,90,"N","Pass",-146,NA,-146,NA +"255",443696,NA,NA,2.80722891566265,NA,4.06060606060606,NA,NA,6.48717948717949,2,1,NA,11.7155963302752,NA,1.56521739130435,1.84827586206897,1.85714285714286,61.1428571428571,54.6,"F","London Region","A Level or Equivalent","80-90%","0-35",3,180,"N","Fail",-67,NA,-67,NA +"256",444011,NA,NA,3.65573770491803,NA,1.96511627906977,2,NA,4.51162790697674,1.5,1,1.5,8.78260869565217,NA,1,1.60240963855422,1.14285714285714,77.8571428571429,84,"M","East Anglian Region","A Level or Equivalent","30-40%","0-35",0,180,"Y","Pass",-64,NA,-64,NA +"257",444619,3.25,1.5,4.41806722689076,NA,6.552,1,3,6.08450704225352,1.5,1.5,1,14.7101449275362,NA,1.14285714285714,1.7816091954023,1.52173913043478,98.7142857142857,82.8,"M","South Region","A Level or Equivalent","50-60%","35-55",1,120,"N","Pass",-113,NA,-113,NA +"258",444907,4.5,NA,2.36764705882353,NA,2.39240506329114,1.5,1,7.72571428571429,2.28571428571429,1.25,1.3,11.5,NA,1.04,1.43103448275862,1.43333333333333,85.1428571428571,83.6,"M","East Midlands Region","A Level or Equivalent","90-100%","0-35",0,120,"N","Pass",-38,NA,-38,NA +"259",445686,NA,NA,2.65116279069767,NA,3.11627906976744,1.66666666666667,1,2.5968992248062,1,1,1,14.7727272727273,NA,1.04545454545455,1.45669291338583,1.09090909090909,81,68.8,"M","Ireland","A Level or Equivalent","80-90%","0-35",0,90,"N","Pass",-22,NA,-22,NA +"260",464522,NA,NA,3.93548387096774,NA,4.81818181818182,1.2,NA,4.32142857142857,NA,2,NA,3,NA,1.125,1.58064516129032,1.11111111111111,NA,78,"M","East Anglian Region","Lower Than A Level","50-60%","0-35",1,120,"Y","Withdrawn",-16,12,-16,12 +"261",465009,NA,NA,5.2,1,5.25,1.66666666666667,3,2.73684210526316,1.5,1,NA,2,NA,1.68292682926829,1.57692307692308,1,NA,82,"M","North Region","A Level or Equivalent","","35-55",2,120,"N","Withdrawn",-31,82,-31,82 +"262",465078,NA,NA,3.32835820895522,NA,5.4390243902439,1.25,1.5,4.57534246575342,8.88888888888889,1,1.66666666666667,9.81578947368421,NA,1.63636363636364,1.58333333333333,1.09090909090909,76,74,"M","Yorkshire Region","Lower Than A Level","0-10%","0-35",1,60,"Y","Withdrawn",-103,69,-103,69 +"263",465121,NA,NA,2.18115942028985,NA,3.359375,2,2,2.94318181818182,1,NA,1,15.5609756097561,NA,1,1.81159420289855,1.66666666666667,65.7142857142857,85.5,"M","Wales","A Level or Equivalent","50-60%","0-35",1,180,"N","Fail",-65,NA,-65,NA +"264",465294,3.2,1,2.43055555555556,NA,3.05263157894737,1,2.5,5.47389558232932,4.39130434782609,1,1.20689655172414,7.55263157894737,NA,1.37037037037037,1.85820895522388,1.34782608695652,82.2857142857143,76.2,"M","South Region","A Level or Equivalent","40-50%","35-55",0,60,"N","Pass",-38,NA,-38,NA +"265",466120,NA,NA,3.27692307692308,NA,3.60714285714286,1.25,NA,6.13084112149533,2.57142857142857,1,1.5,4.09090909090909,NA,1.06666666666667,1.57954545454545,1,NA,76.25,"M","East Anglian Region","Lower Than A Level","10-20","0-35",1,60,"N","Fail",-109,NA,-109,NA +"266",466807,NA,NA,1.92857142857143,NA,3.8125,NA,NA,4.25806451612903,NA,NA,NA,NA,NA,1,1.56,1,NA,74.6666666666667,"M","Ireland","Lower Than A Level","90-100%","0-35",1,60,"N","Withdrawn",-28,145,-28,145 +"267",466987,NA,NA,1.73913043478261,NA,2.33333333333333,1.5,NA,6.0625,2.5,1.33333333333333,1.75,12.0441176470588,NA,1.11764705882353,1.55045871559633,1.05,80.5714285714286,74.4,"M","North Region","Lower Than A Level","","0-35",0,60,"N","Pass",-10,NA,-10,NA +"268",467363,NA,1,4.34615384615385,NA,5.26086956521739,1.2,NA,6.09782608695652,1.83333333333333,1,1.5,14.4473684210526,NA,1.2,2.09210526315789,1.0952380952381,70.6666666666667,56,"M","Ireland","A Level or Equivalent","30-40%","0-35",0,60,"N","Fail",-99,NA,-99,NA +"269",469499,NA,NA,2.22222222222222,NA,3.91037735849057,2,1,5.7047619047619,1.2,1,1.5,18.9631901840491,NA,1.64406779661017,1.78995433789954,1.2,79.4285714285714,79.6,"M","North Region","A Level or Equivalent","0-10%","0-35",0,60,"N","Pass",-46,NA,-46,NA +"270",471284,NA,NA,3.95670995670996,NA,3.22988505747126,2,1,6.23529411764706,1,NA,NA,13.9152542372881,NA,1.21052631578947,1.63207547169811,1.60869565217391,70.2857142857143,56.4,"M","Yorkshire Region","Lower Than A Level","40-50%","0-35",1,60,"N","Fail",-80,NA,-80,NA +"271",474667,NA,NA,3.21243523316062,NA,3.85714285714286,1.4,1.4,9.11340206185567,NA,NA,NA,13.3287671232877,NA,1.08333333333333,2.41525423728814,1.41666666666667,68.2857142857143,76,"M","London Region","Lower Than A Level","60-70%","0-35",1,60,"N","Pass",-50,NA,-50,NA +"272",475015,NA,NA,3.18620689655172,2,3.05785123966942,1.2,1.14285714285714,4.42745098039216,2.35714285714286,NA,1.2,7.16822429906542,NA,1.21875,1.72784810126582,1.14285714285714,67.7142857142857,78.4,"M","Wales","A Level or Equivalent","60-70%","0-35",1,60,"N","Pass",-23,NA,-23,NA +"273",476401,NA,NA,2.51552795031056,NA,4.98514851485149,1,1.53846153846154,9.25821596244131,5.5,1,NA,12.2330097087379,NA,1.375,2.27467811158798,1.2,55.5714285714286,64.2,"M","Ireland","A Level or Equivalent","0-10%","0-35",2,90,"N","Pass",-30,NA,-30,NA +"274",476629,NA,NA,3.52597402597403,1,5.05555555555556,1.33333333333333,1.4,5.33571428571429,2.88888888888889,1,2,9.22784810126582,NA,1.48,2.29447852760736,1.625,68.2857142857143,58.2,"F","Wales","Lower Than A Level","80-90%","0-35",0,60,"N","Pass",-14,NA,-14,NA +"275",477833,2.75,NA,2.0125,NA,4.64835164835165,1,2.2,5.86290322580645,2.75,1,1.1875,12.8809523809524,NA,1.71875,1.77734375,1.66666666666667,69.2857142857143,63.8,"M","London Region","Lower Than A Level","50-60%","35-55",1,60,"Y","Fail",-100,NA,-100,NA +"276",479939,6.33333333333333,3,3.06349206349206,3,4.425,1.33333333333333,4.5,6.16627078384798,4.41176470588235,1.33333333333333,1.4,6.11049723756906,NA,1.76923076923077,2.49382716049383,1.42105263157895,70.8571428571429,67.8,"F","North Region","No Formal quals","","0-35",0,60,"N","Pass",-21,NA,-21,NA +"277",480303,NA,NA,6.02439024390244,NA,4.35,1.66666666666667,1,7.96296296296296,7.5,1.5,2,19.75,NA,1.42857142857143,2.20408163265306,1.25,NA,65,"M","Wales","Lower Than A Level","50-60%","35-55",0,60,"N","Fail",-79,NA,-79,NA +"278",481240,NA,NA,NA,NA,1.55172413793103,1,NA,3.18518518518519,1,1,NA,13.2352941176471,NA,1.16666666666667,1.26923076923077,1,100,69.6666666666667,"M","Yorkshire Region","A Level or Equivalent","30-40%","0-35",0,150,"N","Withdrawn",-30,236,-30,236 +"279",481717,3,2,2.47272727272727,NA,4.24154589371981,2,1.5,4.2967032967033,3.94117647058824,1.125,1.28571428571429,11.4756097560976,NA,1.17857142857143,2.10149253731343,1.26760563380282,89.7142857142857,81.4,"M","North Western Region","A Level or Equivalent","80-90%","0-35",0,60,"N","Pass",-21,NA,-21,NA +"280",482644,NA,NA,2.39285714285714,NA,3.11650485436893,1.5,1,7.55111111111111,1.83333333333333,1,1.66666666666667,11.375,NA,1.44943820224719,1.61805555555556,1.2,91.1428571428571,91,"M","London Region","HE Qualification","10-20","0-35",0,60,"N","Pass",-8,NA,-8,NA +"281",483037,2.6,2,2.81,NA,2.775,1.14285714285714,2.25,4.90764331210191,4.44444444444444,1,1.15625,9.99009900990099,NA,1.37333333333333,1.51136363636364,1.359375,70.7142857142857,63.6,"M","London Region","No Formal quals","10-20","35-55",0,60,"N","Pass",-35,NA,-35,NA +"282",483656,NA,NA,2.52777777777778,NA,3.82758620689655,1,1,3.21875,3,1.25,NA,8.41666666666667,NA,1.52,1.71014492753623,1.11111111111111,NA,67,"F","East Midlands Region","Lower Than A Level","0-10%","0-35",0,60,"N","Withdrawn",-77,82,-77,82 +"283",484010,NA,NA,4.23076923076923,NA,2.96703296703297,1,NA,4.52127659574468,1.88888888888889,1,1.66666666666667,9.625,NA,1.22222222222222,1.55405405405405,1,94,81,"M","East Anglian Region","A Level or Equivalent","70-80%","35-55",0,60,"N","Fail",-109,NA,-109,NA +"284",484494,NA,NA,1.93333333333333,NA,3.57142857142857,1,NA,2.48571428571429,NA,NA,NA,2.25,NA,1.75,1.31707317073171,1,NA,70,"M","South West Region","Lower Than A Level","60-70%","0-35",0,120,"N","Withdrawn",-44,12,-44,12 +"285",484594,3.8,3,4.39772727272727,NA,5.52873563218391,2.33333333333333,1.4,6.38424821002387,2.05263157894737,1.3,1.10714285714286,10.7435897435897,NA,1.08108108108108,1.66147859922179,1.39473684210526,84.4285714285714,69.2,"F","South West Region","A Level or Equivalent","50-60%","35-55",0,60,"N","Pass",-29,NA,-29,NA +"286",485228,2.25,NA,1.89473684210526,NA,3.84821428571429,1.33333333333333,1,10.375,4.66666666666667,1,1.375,12.2083333333333,NA,2.08510638297872,1.91282051282051,1.875,63.7142857142857,57.8,"F","Scotland","Lower Than A Level","0-10%","35-55",0,60,"Y","Fail",-87,NA,-87,NA +"287",486087,1.75,NA,2.90740740740741,2,3.51648351648352,1,2,6.25263157894737,9,1,1.4,10.9245283018868,NA,1.11111111111111,1.66129032258065,1.1875,84.7142857142857,86.4,"M","Yorkshire Region","A Level or Equivalent","0-10%","0-35",0,120,"N","Distinction",-25,NA,-25,NA +"288",486964,NA,NA,2.61111111111111,NA,2.45454545454545,1,NA,3.21153846153846,1,NA,NA,10.1724137931034,NA,1,1.34090909090909,1.25,90.1428571428571,80.8,"M","Scotland","Lower Than A Level","50-60%","0-35",0,120,"N","Pass",-15,NA,-15,NA +"289",488525,2,NA,1.53846153846154,NA,4.27027027027027,1.66666666666667,2,6.52413793103448,1.75,1,1.125,10.375,NA,1.48780487804878,1.53271028037383,1.36363636363636,85.4285714285714,73.4,"M","North Region","A Level or Equivalent","","0-35",1,120,"N","Pass",-136,NA,-136,NA +"290",489553,NA,NA,2.44827586206897,NA,2.65217391304348,NA,1.25,2.16666666666667,NA,2,NA,16.7692307692308,NA,1.66666666666667,1.82857142857143,NA,60.1428571428571,NA,"M","West Midlands Region","HE Qualification","50-60%","0-35",1,60,"N","Fail",-74,NA,-74,NA +"291",490297,NA,NA,1.25,NA,4.25,1,NA,2.90909090909091,NA,NA,NA,1,NA,1,2.11111111111111,1,NA,33,"M","Scotland","Lower Than A Level","10-20","0-35",0,150,"Y","Fail",-23,NA,-23,NA +"292",491077,NA,NA,2.44444444444444,NA,3.3015873015873,1,NA,7.83333333333333,1,NA,NA,NA,NA,1.25,2.1,1.33333333333333,37,60,"M","West Midlands Region","Lower Than A Level","0-10%","35-55",2,120,"N","Withdrawn",-59,96,-59,96 +"293",491126,2.57142857142857,1,3.175,NA,3.11764705882353,1,1.14285714285714,5.30075187969925,2.44444444444444,1,1.16666666666667,6.5,NA,1.31034482758621,1.79775280898876,1.05,88.8571428571429,91.8,"M","West Midlands Region","A Level or Equivalent","40-50%","0-35",0,60,"Y","Pass",-29,NA,-29,NA +"294",491756,NA,NA,2.38636363636364,NA,2.06382978723404,1,NA,3.90243902439024,1.5,1,NA,NA,NA,1.07692307692308,1.69767441860465,1,NA,65.5,"M","West Midlands Region","Lower Than A Level","60-70%","0-35",2,90,"Y","Withdrawn",-15,184,-15,184 +"295",491863,7,NA,2.19318181818182,1,3.203125,1.25,NA,3.56028368794326,2.5,1,1.33333333333333,8.55223880597015,NA,1.12,1.54918032786885,1.27272727272727,85.7142857142857,82.2,"M","North Western Region","Lower Than A Level","60-70%","0-35",0,90,"N","Pass",-57,NA,-57,NA +"296",491959,NA,NA,2.8,NA,5.52380952380952,1,NA,4.15789473684211,1.66666666666667,2,NA,10.9,NA,1.77777777777778,1.64,1.07142857142857,46,86,"M","West Midlands Region","HE Qualification","20-30%","0-35",0,60,"N","Withdrawn",-52,163,-52,163 +"297",492024,NA,NA,3.2375,NA,5.390625,1.33333333333333,NA,6.2032967032967,3,1,NA,15.8548387096774,NA,1.22727272727273,2.02068965517241,1.66666666666667,84.7142857142857,71,"M","Scotland","Lower Than A Level","80-90%","0-35",0,90,"N","Pass",-88,NA,-88,NA +"298",492557,NA,NA,1.28571428571429,NA,2.57142857142857,1,NA,6,NA,NA,NA,NA,NA,1,1.68181818181818,NA,75.5,67.5,"M","North Western Region","Lower Than A Level","10-20","0-35",2,120,"N","Withdrawn",-115,62,-115,62 +"299",493793,NA,NA,2.56756756756757,NA,2.79787234042553,1,2,6.92441860465116,1.5,1,1,12.8333333333333,NA,1,1.37037037037037,1.04761904761905,86.1428571428571,78.6,"M","South Region","A Level or Equivalent","40-50%","0-35",0,120,"Y","Pass",-140,NA,-140,NA +"300",494046,5.25,NA,2.38636363636364,NA,3.74545454545455,1,NA,4.8130081300813,5.25,NA,1.5,12.9206349206349,NA,1.025,1.43243243243243,1.125,86,74,"M","Yorkshire Region","Lower Than A Level","50-60%","35-55",2,60,"N","Pass",-85,NA,-85,NA +"301",494184,NA,NA,2.59776536312849,NA,4.17117117117117,1,NA,5.40816326530612,1.5,1,1.5,17.027027027027,NA,1.19230769230769,2.25,1.16666666666667,66.5714285714286,71,"M","Ireland","Lower Than A Level","0-10%","0-35",3,90,"N","Pass",-51,NA,-51,NA +"302",496493,NA,NA,3.94117647058824,NA,4.06666666666667,1.33333333333333,NA,7.93548387096774,2,1,NA,23.3333333333333,NA,1.45833333333333,2.51515151515152,1.09090909090909,NA,66,"F","Scotland","A Level or Equivalent","20-30%","0-35",0,60,"Y","Withdrawn",-92,97,-92,97 +"303",497415,NA,NA,3.16883116883117,NA,4.10714285714286,1.6,NA,8.6953125,3,1.16666666666667,1.5,9.94805194805195,NA,2.6551724137931,2.02247191011236,1.4,74.1428571428571,78.6,"M","Ireland","A Level or Equivalent","80-90%","0-35",0,60,"N","Pass",-49,NA,-49,NA +"304",498442,4.5,NA,2.27374301675978,NA,5.48091603053435,1.25,1.41666666666667,5.58415841584158,2.88888888888889,1.25,1.5,23.7314814814815,NA,1.11538461538462,1.92631578947368,1.1875,90.5714285714286,90.4,"M","Ireland","A Level or Equivalent","50-60%","0-35",0,120,"N","Distinction",-10,NA,-10,NA +"305",499244,NA,NA,2.7,NA,2.82051282051282,1.33333333333333,1.33333333333333,4.75,NA,1,NA,6,NA,1.55555555555556,1.37777777777778,1,NA,66,"M","South Region","Lower Than A Level","70-80%","0-35",3,60,"N","Withdrawn",-149,149,-149,149 +"306",499404,NA,NA,1.9874213836478,NA,4.11004784688995,1,NA,5.1844262295082,2.66666666666667,1,1.27272727272727,9.15625,NA,1.37037037037037,1.84179104477612,1.81818181818182,74.5714285714286,76,"F","North Western Region","A Level or Equivalent","30-40%","0-35",2,60,"N","Pass",-95,NA,-95,NA +"307",500068,NA,NA,2.60377358490566,NA,6.80769230769231,1,2,5.66896551724138,2.25,1.28571428571429,1.44444444444444,8.38686131386861,NA,1.06153846153846,1.795,1.46428571428571,92.2857142857143,84.8,"M","West Midlands Region","Lower Than A Level","10-20","0-35",0,60,"N","Pass",-156,NA,-156,NA +"308",500618,NA,NA,2.72131147540984,NA,4.63380281690141,1,NA,3.80952380952381,1,1,NA,8.20481927710843,NA,1,1.59223300970874,1.57142857142857,77.7142857142857,82.6,"M","East Anglian Region","A Level or Equivalent","80-90%","0-35",0,120,"Y","Pass",-25,NA,-25,NA +"309",501444,4,NA,2.83613445378151,NA,2.56589147286822,1,1.6,5.43910256410256,3.16,1,1.125,11.4390243902439,NA,1.23076923076923,1.38513513513514,1.23529411764706,86.4285714285714,86.6,"M","South Region","Lower Than A Level","10-20","0-35",0,60,"N","Distinction",-59,NA,-59,NA +"310",501897,NA,1,2,NA,3.11475409836066,1.66666666666667,1,4.93063583815029,2.5,1,1.44444444444444,6.81818181818182,NA,1.17647058823529,1.6036036036036,1.125,NA,71.5,"M","West Midlands Region","A Level or Equivalent","20-30%","0-35",0,150,"N","Withdrawn",-14,202,-14,202 +"311",502011,NA,1,3.65094339622642,NA,3.296875,2.66666666666667,3.05882352941176,4.22033898305085,2,1.6,1.2,10.2,NA,1.09302325581395,1.61176470588235,1.04166666666667,87.4285714285714,71.4,"F","East Midlands Region","Lower Than A Level","20-30%","0-35",0,60,"N","Pass",-70,NA,-70,NA +"312",503684,NA,NA,5.66666666666667,NA,3.75,1.5,1,3.84615384615385,NA,NA,NA,1,NA,1.5,2.41666666666667,1.25,NA,68,"M","East Anglian Region","Lower Than A Level","40-50%","35-55",1,180,"N","Withdrawn",-34,12,-34,12 +"313",504270,NA,NA,1.66666666666667,NA,3.2,NA,NA,6.7,NA,NA,NA,NA,NA,1.07692307692308,1.66666666666667,NA,NA,51,"M","North Region","A Level or Equivalent","","0-35",1,60,"N","Fail",-93,NA,-93,NA +"314",505773,5.09090909090909,3,3.38996138996139,NA,5.18390804597701,1,1.33333333333333,6.64354066985646,3.54545454545455,1.21428571428571,1.1025641025641,9.72173913043478,NA,1.21875,1.76602564102564,1.33846153846154,88.2857142857143,86.6,"M","Scotland","HE Qualification","60-70%","35-55",0,60,"N","Distinction",-72,NA,-72,NA +"315",506705,NA,NA,1.90909090909091,NA,2.5625,1.5,1,6.69387755102041,2.6,1,1.5,11.4634146341463,NA,1.125,1.48333333333333,2.2,87.8571428571429,79.6,"M","South West Region","A Level or Equivalent","80-90%","0-35",0,120,"N","Pass",-81,NA,-81,NA +"316",507311,NA,NA,2.61764705882353,NA,3.52941176470588,1,3,2.8,1,NA,NA,6.88888888888889,NA,1,1.5,1.25,NA,66,"M","South East Region","Lower Than A Level","10-20","0-35",0,120,"N","Fail",-93,NA,-93,NA +"317",507743,4.66666666666667,NA,2.02970297029703,2,3.51948051948052,1.0952380952381,1,7.46742209631728,1.75,1,1,9.26086956521739,NA,1.14634146341463,1.55384615384615,1.22222222222222,83.8571428571429,77.2,"M","South East Region","A Level or Equivalent","50-60%","0-35",0,120,"N","Pass",-24,NA,-24,NA +"318",507935,2.375,1.5,4.9708265802269,8,7.29577464788732,1.33333333333333,1,4.15625,3.15789473684211,1.5,1.11111111111111,9.58064516129032,NA,1.12903225806452,1.60135135135135,1.3953488372093,90.1428571428571,90.8,"M","South East Region","A Level or Equivalent","10-20","0-35",0,60,"Y","Distinction",-41,NA,-41,NA +"319",508626,12.3333333333333,2,2.84069097888676,1,6.4367816091954,1.42857142857143,1.40740740740741,6.23442136498516,3.4,1.22222222222222,1.13636363636364,7.67,NA,1.42268041237113,1.49606299212598,1.28333333333333,69,74,"M","London Region","Lower Than A Level","30-40%","35-55",0,60,"N","Pass",-46,NA,-46,NA +"320",509536,2.58333333333333,NA,2.56363636363636,NA,4.14851485148515,1,1.66666666666667,7.56875,3.09677419354839,1.125,1.28571428571429,9.43362831858407,NA,1.29268292682927,1.71331058020478,1.6078431372549,84.7142857142857,78.4,"M","East Midlands Region","Lower Than A Level","90-100%","35-55",0,60,"N","Pass",-154,NA,-154,NA +"321",511309,NA,NA,2.58558558558559,NA,3.30357142857143,1.5,NA,4.03448275862069,2,1,NA,13.734693877551,NA,2,1.96969696969697,1.08333333333333,63.7142857142857,61.8,"M","Wales","A Level or Equivalent","40-50%","0-35",1,60,"N","Pass",-25,NA,-25,NA +"322",511350,NA,NA,NA,NA,1.90909090909091,NA,NA,2.58823529411765,NA,NA,NA,NA,NA,2.11111111111111,1.26315789473684,NA,NA,44.6666666666667,"M","Yorkshire Region","Lower Than A Level","20-30%","0-35",1,90,"Y","Fail",-4,NA,-4,NA +"323",511981,NA,2,2.60913705583756,NA,2.92763157894737,1,1,3.45,1.66666666666667,1,2,13.0597014925373,NA,1.125,1.36170212765957,1.36363636363636,60,50.2,"M","South East Region","Lower Than A Level","10-20","0-35",0,90,"N","Pass",-155,NA,-155,NA +"324",512335,NA,NA,1.5,NA,2,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,47,"M","South West Region","A Level or Equivalent","70-80%","35-55",4,60,"N","Withdrawn",-46,12,-46,12 +"325",513272,NA,NA,2.21428571428571,NA,3.625,NA,1.33333333333333,1.55555555555556,1,NA,1.5,1,NA,1.2,1.87878787878788,NA,NA,60,"F","North Western Region","Lower Than A Level","20-30%","0-35",1,60,"N","Fail",-77,NA,-77,NA +"326",513422,NA,1,3.23529411764706,NA,2.37254901960784,1,NA,2.33333333333333,2,1,NA,10.7558139534884,NA,1.61111111111111,1.88607594936709,2.13333333333333,67.4285714285714,76.2,"F","South East Region","A Level or Equivalent","30-40%","0-35",0,120,"N","Pass",-4,NA,-4,NA +"327",513428,NA,NA,2.67164179104478,8,3.14473684210526,NA,NA,4.23255813953488,NA,NA,NA,10.4444444444444,NA,1.38888888888889,1.84732824427481,2,74.4285714285714,91.6,"F","Wales","A Level or Equivalent","0-10%","0-35",2,90,"N","Pass",-14,NA,-14,NA +"328",514078,NA,NA,2.46666666666667,NA,3.94339622641509,1.25,1.5,6.34722222222222,4.45454545454545,1,1.10526315789474,19.9418604651163,NA,2.11111111111111,1.52739726027397,1.4,73.4285714285714,65.8,"M","North Western Region","Lower Than A Level","50-60%","0-35",0,60,"N","Pass",-38,NA,-38,NA +"329",514556,NA,1,3.92727272727273,3,3.51162790697674,1.5,1.5,4.9051094890511,3.44444444444444,1,1.42857142857143,9.125,NA,1.14285714285714,1.64601769911504,1.0625,NA,54,"F","East Midlands Region","A Level or Equivalent","20-30%","35-55",0,180,"N","Fail",-25,NA,-25,NA +"330",516602,NA,NA,3.77272727272727,NA,2.71929824561404,1.16666666666667,1.27272727272727,4.62105263157895,1,1,NA,13.4,NA,1.10526315789474,1.47297297297297,1.16666666666667,85.1428571428571,85.6,"M","North Region","HE Qualification","80-90%","0-35",0,60,"N","Distinction",-73,NA,-73,NA +"331",517551,1.5,NA,1.68,NA,3.43617021276596,1,4,7.07758620689655,NA,1,NA,14.0384615384615,NA,1.19047619047619,1.5607476635514,1.22222222222222,63.4285714285714,60.2,"M","North Region","A Level or Equivalent","70-80%","0-35",2,60,"N","Pass",-121,NA,-121,NA +"332",519115,5,NA,2.16216216216216,NA,3.12,1.5,1.5,3.93835616438356,NA,1.33333333333333,1,11.4444444444444,NA,1.64,1.8671875,1.14285714285714,62,69,"M","North Western Region","Lower Than A Level","70-80%","0-35",0,90,"N","Fail",-88,NA,-88,NA +"333",521032,NA,NA,3.7027027027027,NA,4.46428571428571,1.5,NA,2.61818181818182,1.5,1,NA,1,NA,1.1875,1.89230769230769,1,NA,66,"M","East Anglian Region","Lower Than A Level","30-40%","0-35",1,150,"N","Withdrawn",-92,12,-92,12 +"334",521115,4,2,2.95212765957447,1,2.43502824858757,1.33333333333333,NA,4.8502994011976,1.93333333333333,1,1,7.38709677419355,NA,1.04166666666667,1.55737704918033,1.31395348837209,90.2857142857143,84.6,"M","North Western Region","HE Qualification","10-20","0-35",0,120,"N","Pass",-10,NA,-10,NA +"335",521153,NA,NA,5.28571428571429,NA,3,1.5,NA,2.23809523809524,NA,1,NA,NA,NA,1.11111111111111,2.61904761904762,1,NA,79,"M","Wales","Lower Than A Level","0-10%","0-35",0,60,"N","Fail",-35,NA,-35,NA +"336",521255,NA,NA,2,NA,2.77777777777778,NA,1,4.14912280701754,NA,1.42857142857143,NA,1.21052631578947,NA,1,1.47297297297297,1.14285714285714,NA,56.6,"M","London Region","Lower Than A Level","70-80%","0-35",2,60,"N","Fail",-23,NA,-23,NA +"337",521703,NA,NA,4.8695652173913,NA,4.88235294117647,1,2.5,4.09677419354839,1.5,NA,NA,10.4,NA,1.025,1.51851851851852,2,87.5,NA,"M","East Anglian Region","Lower Than A Level","60-70%","0-35",2,120,"N","Withdrawn",-113,12,-113,12 +"338",522082,5.83333333333333,2,2.73913043478261,NA,3.392,1.2,NA,5.72307692307692,2.625,1,1.07142857142857,17.25,NA,1,1.44144144144144,1.21052631578947,78.8571428571429,70,"F","North Western Region","A Level or Equivalent","0-10%","35-55",1,60,"N","Pass",-45,NA,-45,NA +"339",523017,3,NA,2.98039215686275,13,3.37383177570093,2,NA,6.44155844155844,NA,NA,1.5,8.54471544715447,NA,1.29032258064516,2.26016260162602,1.36363636363636,82.1428571428571,74.6,"M","London Region","No Formal quals","20-30%","0-35",0,60,"N","Pass",-93,NA,-93,NA +"340",523249,NA,NA,2.28571428571429,NA,4.56451612903226,1.5,NA,4.86134453781513,NA,1.5,1.25,9.4390243902439,NA,1.15384615384615,1.78672985781991,1.07692307692308,83.1428571428571,85.6,"M","West Midlands Region","Lower Than A Level","60-70%","0-35",0,120,"N","Pass",-58,NA,-58,NA +"341",523589,NA,NA,5.66666666666667,NA,8.23076923076923,1.25,1.5,3.89655172413793,2.66666666666667,1,NA,10,NA,1.71875,2.2962962962963,1.16666666666667,93,NA,"M","London Region","A Level or Equivalent","20-30%","0-35",0,120,"Y","Withdrawn",-73,10,-73,10 +"342",524827,NA,NA,2.09677419354839,NA,6.17241379310345,1,NA,3.95652173913043,2.21428571428571,1,NA,6.33333333333333,NA,1.07142857142857,1.7037037037037,1.16666666666667,NA,65,"M","North Western Region","Lower Than A Level","10-20","35-55",0,60,"N","Withdrawn",-70,51,-70,51 +"343",526721,3.5,2,2.02884615384615,NA,3.73170731707317,1.66666666666667,1.6,5.77714285714286,1.73333333333333,1,1.17241379310345,10.2873563218391,NA,1.07407407407407,1.47643979057592,1.175,90.1428571428571,97.6,"M","West Midlands Region","A Level or Equivalent","20-30%","0-35",0,120,"N","Distinction",-102,NA,-102,NA +"344",526819,NA,NA,2.68,NA,2.07575757575758,NA,1,8.33689839572192,1,NA,NA,16.8372093023256,NA,1,1.53623188405797,1.23076923076923,73.5714285714286,49.4,"M","London Region","A Level or Equivalent","10-20","0-35",3,90,"N","Fail",-59,NA,-59,NA +"345",527619,NA,NA,1,NA,2.45454545454545,1.5,NA,8.2,NA,1,NA,NA,NA,1.33333333333333,1.57142857142857,1,NA,87,"M","Ireland","A Level or Equivalent","80-90%","0-35",1,90,"Y","Withdrawn",-155,72,-155,72 +"346",529693,2.42857142857143,1,3.3974358974359,NA,4.4,1,5.5,7.69194312796209,2,2.33333333333333,1.66666666666667,19.3571428571429,NA,1.43333333333333,2.19178082191781,1.22222222222222,72.8571428571429,73.4,"M","Scotland","Lower Than A Level","30-40%","35-55",1,60,"N","Pass",-66,NA,-66,NA +"347",529991,NA,NA,3.86363636363636,NA,3.04166666666667,NA,3,3.9010989010989,1.5,NA,NA,8.34459459459459,NA,1.35714285714286,1.61818181818182,1.28571428571429,80.8571428571429,46,"M","South Region","Lower Than A Level","80-90%","35-55",4,60,"N","Pass",-7,NA,-7,NA +"348",530148,NA,NA,2.73076923076923,NA,3.3,1,1,3.89333333333333,NA,1,NA,16.3333333333333,NA,1.45454545454545,1.4578313253012,1.25,68.5714285714286,49.5,"M","Scotland","A Level or Equivalent","50-60%","0-35",1,60,"N","Withdrawn",-7,240,-7,240 +"349",531018,2.33333333333333,NA,1.91847826086957,2,4.81208053691275,1.25,NA,6.3482428115016,5.08333333333333,1.4,1.15,9.02127659574468,NA,1.22222222222222,1.76691729323308,1.09090909090909,91.4285714285714,88.4,"F","Scotland","HE Qualification","20-30%","0-35",0,90,"N","Distinction",-92,NA,-92,NA +"350",531871,NA,NA,2.20689655172414,NA,4.03846153846154,1,1.71428571428571,6.70440251572327,2.375,1.33333333333333,NA,13.3076923076923,NA,1.07692307692308,1.63888888888889,1.41666666666667,84.6666666666667,74.8,"M","Wales","HE Qualification","40-50%","0-35",0,60,"N","Pass",-28,NA,-28,NA +"351",532254,NA,NA,4.40845070422535,NA,4.76,1.5,NA,10.6407766990291,NA,1,NA,29.6379310344828,NA,1.66666666666667,2.52671755725191,2,80.1428571428571,83.2,"M","North Western Region","A Level or Equivalent","30-40%","0-35",4,120,"N","Pass",-22,NA,-22,NA +"352",533418,3.85714285714286,1,2.53883495145631,NA,4.51428571428571,1.6,1,6.41176470588235,4.17391304347826,1,1.08333333333333,8.54411764705882,NA,1.40740740740741,1.43349753694581,1.45945945945946,90,88.6,"M","West Midlands Region","A Level or Equivalent","","35-55",0,60,"N","Distinction",-92,NA,-92,NA +"353",534018,NA,NA,3.54545454545455,NA,5.61904761904762,1,1,5.74074074074074,3.6,NA,NA,4.4,NA,1.375,1.80555555555556,1,NA,64,"M","East Anglian Region","Lower Than A Level","30-40%","0-35",0,120,"Y","Withdrawn",-109,33,-109,33 +"354",534112,NA,NA,2.72164948453608,NA,5.25531914893617,1.16666666666667,1.83333333333333,3.3448275862069,1.5,1,NA,10.9130434782609,NA,1.24,1.59677419354839,1.16,81.5,83.25,"F","Wales","A Level or Equivalent","70-80%","35-55",0,60,"N","Withdrawn",-24,198,-24,198 +"355",534457,5.66666666666667,NA,2,NA,5.02739726027397,1.2,1.25,5.79279279279279,2.42857142857143,1,NA,11.4857142857143,NA,1.54545454545455,2.07758620689655,1.61538461538462,68.1428571428571,63.8,"F","Scotland","HE Qualification","50-60%","0-35",0,60,"Y","Pass",-67,NA,-67,NA +"356",535542,NA,NA,3.425,NA,5.78260869565217,1.33333333333333,3,7.05263157894737,3.375,NA,1.5,5.14285714285714,NA,2.66666666666667,2.11111111111111,1,NA,64,"M","Scotland","Lower Than A Level","80-90%","0-35",0,150,"N","Withdrawn",-15,59,-15,59 +"357",535671,3.44444444444444,NA,2.45454545454545,NA,3.33962264150943,NA,NA,7.71538461538462,2.33333333333333,1,1.09375,10.8378378378378,NA,1.36363636363636,1.82828282828283,1.42857142857143,85.5714285714286,81.6,"F","Scotland","HE Qualification","50-60%","0-35",1,90,"N","Pass",-141,NA,-141,NA +"358",535997,NA,NA,3.1,NA,2.44444444444444,1.25,2.33333333333333,3.86666666666667,1,1,NA,13.8529411764706,NA,1.45,1.93478260869565,1,57.25,45,"F","North Western Region","Lower Than A Level","70-80%","0-35",0,120,"N","Withdrawn",-57,163,-57,163 +"359",536351,NA,NA,3.07575757575758,NA,3.69767441860465,1.66666666666667,1.4,6.36125654450262,2.2,1,1.2,9.0327868852459,NA,1.41818181818182,1.87719298245614,1.17391304347826,81.2857142857143,85,"M","South East Region","Lower Than A Level","50-60%","0-35",0,120,"N","Pass",-115,NA,-115,NA +"360",536475,NA,NA,3.52173913043478,NA,5.18181818181818,1,NA,12.719512195122,3.28571428571429,1,NA,13.02,NA,1.77777777777778,2.15294117647059,2.09090909090909,74.5714285714286,78,"M","Wales","HE Qualification","70-80%","35-55",0,60,"N","Fail",-16,NA,-16,NA +"361",536963,NA,NA,3.09677419354839,NA,4.02352941176471,2,2,4.53383458646617,3,1,NA,21.1058823529412,NA,1.5,1.60919540229885,1.38461538461538,69.5714285714286,88.2,"F","South Region","A Level or Equivalent","60-70%","35-55",0,180,"N","Pass",-17,NA,-17,NA +"362",537322,2.5,NA,2.01273885350318,NA,3.45394736842105,1,1.91666666666667,6.37704918032787,1.375,1,1.33333333333333,7.18181818181818,NA,1.16363636363636,1.51943462897526,1.7037037037037,86.4285714285714,77.2,"M","Scotland","A Level or Equivalent","70-80%","35-55",1,120,"N","Pass",-24,NA,-24,NA +"363",537606,NA,NA,2.57575757575758,NA,3.1304347826087,1.33333333333333,NA,2.39393939393939,NA,NA,NA,15.4,NA,1.375,1.75,1,96.5,74,"F","London Region","A Level or Equivalent","60-70%","0-35",0,60,"N","Fail",-85,NA,-85,NA +"364",537811,4.2,1,4.1177370030581,NA,8.71428571428571,1,1.39285714285714,4.79347826086957,4.125,1,1.10526315789474,13.9037037037037,NA,1.07017543859649,1.6441717791411,1.31818181818182,100,97.4,"F","East Midlands Region","A Level or Equivalent","50-60%","0-35",0,120,"Y","Distinction",-53,NA,-53,NA +"365",539308,NA,NA,1.88607594936709,NA,2.97087378640777,2,NA,3.16447368421053,1,NA,NA,11.2588235294118,NA,1.04,1.40540540540541,1.6,48.4285714285714,54.4,"M","South Region","A Level or Equivalent","20-30%","0-35",1,90,"N","Fail",-15,NA,-15,NA +"366",539945,6.5,NA,2.69178082191781,NA,3.34831460674157,1,1.55555555555556,10.6107784431138,1.5,NA,1,17.9791666666667,NA,1.11111111111111,1.79746835443038,1.16666666666667,85.1428571428571,83.2,"F","South Region","A Level or Equivalent","90-100%","0-35",1,60,"N","Pass",-84,NA,-84,NA +"367",540723,3.09090909090909,1.25,3.4010152284264,NA,6.1125,1.66666666666667,2,6.68094218415418,1.4,1.16666666666667,1.25,15.0813953488372,NA,1.33823529411765,2.66573816155989,1.5,58.2857142857143,66.4,"M","West Midlands Region","Lower Than A Level","70-80%","35-55",1,60,"N","Pass",-45,NA,-45,NA +"368",541532,NA,NA,1.81132075471698,NA,3.42962962962963,1.5,NA,5.34666666666667,3.4,NA,2,16.9487179487179,NA,1.66666666666667,1.63218390804598,1.6,62,69.25,"F","North Region","HE Qualification","","0-35",0,330,"N","Withdrawn",-29,237,-29,237 +"369",541921,5.625,1,2.88118811881188,NA,3.9041095890411,1.2,1.54545454545455,5.42995169082126,1.96774193548387,1.11111111111111,1.2,9.93137254901961,NA,2.07692307692308,1.63821138211382,1.125,75,80.8,"M","South East Region","HE Qualification","40-50%","35-55",1,120,"N","Pass",-49,NA,-49,NA +"370",542202,8,NA,2.27433628318584,NA,3.576,2,1.78260869565217,7.96989966555184,4.875,1,1.5,11.6153846153846,NA,1.18181818181818,1.825,1.22727272727273,74.5714285714286,76,"M","West Midlands Region","A Level or Equivalent","0-10%","0-35",0,60,"N","Pass",-14,NA,-14,NA +"371",542550,NA,NA,2.85106382978723,NA,3.42307692307692,NA,1,8.19230769230769,6,NA,NA,15.5714285714286,NA,1.875,1.47619047619048,2,80,NA,"M","North Region","A Level or Equivalent","0-10%","35-55",2,120,"N","Withdrawn",-155,9,-155,9 +"372",543010,1.25,1,2.27477477477477,NA,3.53435114503817,2,NA,7.6159169550173,3.71428571428571,NA,1.125,17.85,NA,1.425,1.45660377358491,1.3030303030303,61,51.4,"M","East Anglian Region","HE Qualification","30-40%","35-55",2,120,"N","Fail",-79,NA,-79,NA +"373",543432,NA,NA,2.82758620689655,NA,4.12765957446809,2.33333333333333,NA,6.63636363636364,2.75,1.5,1.5,9.95454545454546,NA,1.14634146341463,1.94666666666667,1.85714285714286,84.6666666666667,74.6666666666667,"M","South Region","A Level or Equivalent","10-20","0-35",0,120,"N","Withdrawn",-78,97,-78,97 +"374",544141,NA,NA,6.47368421052632,NA,5.05882352941176,1.33333333333333,NA,13,10,NA,1.75,9.59259259259259,NA,1.55555555555556,3.08510638297872,1,63.5,47,"M","Ireland","A Level or Equivalent","50-60%","0-35",0,60,"N","Fail",-17,NA,-17,NA +"375",544745,NA,NA,3.90526315789474,NA,3.94029850746269,2,NA,6.11976047904192,1.5,1,1.5,14.6666666666667,NA,1.26315789473684,1.55833333333333,1.15384615384615,90,81.75,"M","South Region","A Level or Equivalent","30-40%","0-35",1,90,"N","Fail",-100,NA,-100,NA +"376",545164,4.66666666666667,NA,2.83969465648855,NA,4.83333333333333,1.6,1.14285714285714,4.5,1.4,NA,NA,10.2222222222222,NA,1.07407407407407,1.80097087378641,1.22222222222222,71.5,71.4,"M","South East Region","Lower Than A Level","10-20","0-35",1,60,"N","Pass",-154,NA,-154,NA +"377",545962,2.66666666666667,1.5,3.04580152671756,NA,7.04201680672269,2,1,6.27881040892193,5.33333333333333,1.2,1.26666666666667,9.41176470588235,NA,1.48888888888889,1.83928571428571,1.23076923076923,68.8571428571429,72.4,"F","East Anglian Region","HE Qualification","20-30%","35-55",0,90,"N","Pass",-149,NA,-149,NA +"378",546547,2.5,1,3.04545454545455,NA,6.72839506172839,1,NA,7.84563758389262,2.77777777777778,1.125,1.0625,9.40776699029126,NA,1.26666666666667,1.80861244019139,1.55,73,70,"F","Scotland","Lower Than A Level","20-30%","0-35",1,60,"N","Pass",-95,NA,-95,NA +"379",546645,NA,NA,2.06440677966102,NA,2.91082802547771,1.33333333333333,1.375,7.73809523809524,5.76923076923077,1,1.33333333333333,14.5915492957746,NA,1.09090909090909,1.23943661971831,1.15384615384615,78,81,"M","Wales","Lower Than A Level","10-20","0-35",1,60,"N","Pass",-52,NA,-52,NA +"380",547347,4.66666666666667,NA,2.53846153846154,NA,2.59493670886076,NA,2.8,4.90076335877863,1,NA,NA,13.6279069767442,NA,1.38095238095238,1.38461538461538,3.2,72.4285714285714,72.6,"M","London Region","A Level or Equivalent","20-30%","0-35",0,60,"N","Pass",-28,NA,-28,NA +"381",549219,NA,NA,2.60625,NA,4.09243697478992,1,1.26666666666667,8.215,1.5,1,1,12.9883720930233,NA,1.09302325581395,1.5679012345679,1.29166666666667,66.1428571428571,84.6,"M","East Midlands Region","A Level or Equivalent","30-40%","0-35",1,60,"N","Pass",-67,NA,-67,NA +"382",549321,3.55555555555556,2,3.3013698630137,NA,3.63218390804598,1,1,6.49407114624506,2.14285714285714,1,1.13793103448276,10.2857142857143,NA,1.22916666666667,1.62015503875969,1.31818181818182,89.8571428571429,88.2,"M","North Western Region","HE Qualification","60-70%","0-35",0,90,"N","Distinction",-144,NA,-144,NA +"383",549523,NA,NA,3.62244897959184,NA,7.6969696969697,1,2,6.89411764705882,2.8,1,1.5,12.4202898550725,NA,1.75,2.31632653061224,1.2,75,74,"F","Ireland","A Level or Equivalent","0-10%","0-35",2,120,"Y","Fail",-29,NA,-29,NA +"384",549847,4.16666666666667,1.6,2.225,NA,4.21951219512195,1,NA,6.36643026004728,2.4,1.66666666666667,1.25,10.2857142857143,NA,1.37837837837838,1.80971659919028,1.56923076923077,75.2857142857143,79,"M","South East Region","Lower Than A Level","40-50%","0-35",0,90,"N","Pass",-31,NA,-31,NA +"385",550420,2.75,NA,2.39090909090909,NA,3.95789473684211,1.5,1,6.08032128514056,3.08333333333333,1.25,1.15789473684211,8.77941176470588,NA,2.3030303030303,1.98305084745763,1.22727272727273,91.5714285714286,88,"M","North Region","A Level or Equivalent","20-30%","0-35",0,60,"N","Distinction",-52,NA,-52,NA +"386",550703,6.71428571428571,3,3.18260869565217,17.9090909090909,4.71681415929203,1.42857142857143,1,6.59036144578313,4.65,1.46153846153846,1.21621621621622,17.9230769230769,NA,1.1,2.10566037735849,1.53061224489796,93,87.8,"M","South Region","A Level or Equivalent","40-50%","0-35",0,60,"N","Distinction",-134,NA,-134,NA +"387",552173,1.33333333333333,NA,5.79192546583851,NA,3.57837837837838,1,1.77777777777778,8.34099616858238,4,1.5,1.33333333333333,14.6538461538462,NA,1,1.50666666666667,1.38,66.8571428571429,61,"M","Scotland","Lower Than A Level","50-60%","0-35",0,60,"N","Pass",-106,NA,-106,NA +"388",553031,NA,NA,2.52941176470588,NA,4.4375,1,1,7.65277777777778,5.2,1,1.5,14.0701754385965,NA,1.76271186440678,1.54222222222222,1.38461538461538,75.5714285714286,82.6,"M","South Region","A Level or Equivalent","80-90%","35-55",0,60,"N","Pass",-147,NA,-147,NA +"389",553284,NA,NA,2.33333333333333,NA,4.55555555555556,1.66666666666667,1.33333333333333,4.90909090909091,1.54545454545455,1,1,9.08854166666667,NA,1.14285714285714,1.72265625,1.41666666666667,85,92.8,"F","East Midlands Region","Lower Than A Level","90-100%","0-35",0,60,"N","Pass",-137,NA,-137,NA +"390",553813,NA,NA,1.90909090909091,NA,2.87931034482759,NA,NA,10.140350877193,NA,NA,NA,9.45360824742268,NA,1.3,2.41666666666667,1,73.8571428571429,85,"M","West Midlands Region","Lower Than A Level","40-50%","0-35",1,60,"N","Pass",-74,NA,-74,NA +"391",554063,2,2,2.36875,NA,4.15447154471545,1.75,1.66666666666667,5.1525974025974,1,1.66666666666667,1.5,9.67777777777778,NA,1.07692307692308,1.51476793248945,1.2,88.7142857142857,95.2,"M","Wales","A Level or Equivalent","80-90%","0-35",0,180,"Y","Distinction",-23,NA,-23,NA +"392",554525,5,1,2.62025316455696,NA,3.05309734513274,1.16666666666667,NA,8.3859649122807,1.33333333333333,1,1.375,10.7764705882353,NA,1.25,1.90131578947368,1.3,87.7142857142857,69.2,"M","South West Region","A Level or Equivalent","90-100%","35-55",0,60,"N","Pass",-109,NA,-109,NA +"393",555049,1.85714285714286,1,3.19138755980861,10,3.49152542372881,2,1,6.02601156069364,6.2,1,1.4,11.6178861788618,NA,1.09677419354839,1.71641791044776,1.33333333333333,90.2857142857143,87.8,"M","South Region","Lower Than A Level","60-70%","0-35",0,120,"N","Distinction",-142,NA,-142,NA +"394",555827,NA,NA,2.3,NA,2.08695652173913,1.33333333333333,NA,2.86046511627907,NA,1,NA,2.66666666666667,NA,1.15384615384615,1.33333333333333,1,NA,81,"M","Yorkshire Region","Lower Than A Level","10-20","0-35",0,60,"N","Fail",-114,NA,-114,NA +"395",556126,NA,NA,2.57446808510638,NA,4.07843137254902,1,1.71428571428571,8.36551724137931,NA,2.8,NA,13.2258064516129,NA,1.21739130434783,2.22641509433962,1.69230769230769,77.1428571428571,77.2,"M","London Region","A Level or Equivalent","80-90%","35-55",2,60,"Y","Pass",-115,NA,-115,NA +"396",557085,2.8,2,2.34763948497854,1,6.76388888888889,1.33333333333333,1.4,7.14285714285714,2.4,3,1.18181818181818,19.530303030303,NA,1.07407407407407,1.76357827476038,1.41463414634146,100,89.6,"F","Yorkshire Region","Lower Than A Level","20-30%","35-55",0,120,"N","Distinction",-18,NA,-18,NA +"397",557290,NA,NA,3.4468085106383,NA,4.0650406504065,1.25,1.15384615384615,3.59514170040486,1.625,1,1,14.575,NA,1.03703703703704,1.46285714285714,1.05555555555556,80.2857142857143,71.4,"M","South East Region","Lower Than A Level","0-10%","35-55",1,90,"N","Pass",-87,NA,-87,NA +"398",557792,NA,NA,2.21428571428571,NA,4.5,1,NA,4.27272727272727,1.33333333333333,1,NA,1,NA,1.2,2.52631578947368,1.33333333333333,NA,60,"M","South Region","Lower Than A Level","50-60%","0-35",1,60,"N","Withdrawn",-65,38,-65,38 +"399",557830,NA,NA,3.35135135135135,NA,4.74074074074074,1.75,1.16666666666667,4.18181818181818,2.875,1,NA,7.41176470588235,NA,1.43478260869565,1.56410256410256,1.11111111111111,50,86,"M","North Western Region","A Level or Equivalent","40-50%","0-35",0,60,"N","Fail",-17,NA,-17,NA +"400",558044,2.5,1,2.56796116504854,NA,2.91975308641975,1.22222222222222,1.22222222222222,3.68436578171091,2.28571428571429,1.13333333333333,1.11428571428571,6.04651162790698,NA,1.28846153846154,1.37264150943396,1.08,92.2857142857143,93.8,"M","North Region","Lower Than A Level","","0-35",0,90,"N","Distinction",-37,NA,-37,NA +"401",558342,NA,NA,3.20833333333333,NA,4.42105263157895,1,NA,3.45714285714286,5,1,1.5,2.33333333333333,NA,1.375,1.5,1.14285714285714,NA,58,"M","Yorkshire Region","Lower Than A Level","40-50%","0-35",0,120,"N","Fail",-23,NA,-23,NA +"402",558764,NA,NA,2.16352201257862,NA,4.13541666666667,1.4,2.09090909090909,7.09633027522936,2.66666666666667,1,1.57142857142857,11.5301204819277,NA,1.25,1.61538461538462,1.52173913043478,69.8571428571429,84,"M","East Midlands Region","Lower Than A Level","10-20","0-35",0,60,"N","Pass",-10,NA,-10,NA +"403",560047,2.66666666666667,2,2.08571428571429,NA,2.59047619047619,1.5,2,11.7305699481865,2.6,1.5,1.08333333333333,12.075,NA,1.08333333333333,1.5531914893617,1.48148148148148,85.1428571428571,81.6,"M","East Anglian Region","A Level or Equivalent","90-100%","0-35",0,60,"N","Pass",-79,NA,-79,NA +"404",560459,NA,NA,4.58620689655172,NA,3.45652173913043,1,2.42857142857143,6.73684210526316,1,1,1.25,13.125,NA,1.27272727272727,1.6,1.3,55,31,"M","London Region","A Level or Equivalent","30-40%","0-35",1,60,"Y","Withdrawn",-10,12,-10,12 +"405",560645,7,1,3.25870646766169,NA,5.0390625,1.4,1.2,7.10591900311526,3.92307692307692,1.33333333333333,1.05,7.27027027027027,NA,1.22222222222222,1.83011583011583,1.32432432432432,80.1428571428571,86.8,"M","Scotland","HE Qualification","","0-35",0,60,"N","Pass",-113,NA,-113,NA +"406",560765,NA,NA,3.65734265734266,NA,6.16666666666667,1.14285714285714,1.75,5,3.41666666666667,1.33333333333333,1.5,5.1,NA,1.17647058823529,1.71830985915493,1.1,NA,78,"M","East Midlands Region","Lower Than A Level","20-30%","35-55",1,120,"Y","Withdrawn",-25,48,-25,48 +"407",561231,2.8,1,4.72,NA,4.81372549019608,1,1,6.90816326530612,3.2,1.14285714285714,1,14.6338028169014,NA,1.12903225806452,1.87564766839378,1.2258064516129,92.5714285714286,78.6,"F","North Western Region","Lower Than A Level","0-10%","0-35",0,60,"N","Pass",-45,NA,-45,NA +"408",562064,1,NA,1.33333333333333,NA,4,NA,1,4.37086092715232,NA,1,NA,9.58666666666667,NA,1.0625,1.76344086021505,1.3,75.7142857142857,61.6666666666667,"F","North Western Region","A Level or Equivalent","50-60%","0-35",1,120,"N","Pass",-22,NA,-22,NA +"409",562754,NA,NA,2.20909090909091,NA,3.55434782608696,1.33333333333333,2,3.95454545454545,3.2,1,NA,11.9642857142857,NA,1.05,1.36842105263158,1.2,76.1428571428571,61.2,"M","East Anglian Region","A Level or Equivalent","60-70%","0-35",0,150,"N","Pass",-153,NA,-153,NA +"410",562990,NA,NA,1.875,NA,3.16216216216216,1,NA,5.05309734513274,3.66666666666667,NA,NA,10.2535211267606,NA,1.5,1.62857142857143,1.66666666666667,68.5714285714286,58.75,"M","East Anglian Region","A Level or Equivalent","30-40%","0-35",0,150,"N","Pass",-155,NA,-155,NA +"411",563108,NA,1,2.22222222222222,NA,2.38888888888889,1.125,NA,4.45360824742268,1.5,1,NA,11.7083333333333,NA,1.4,1.49397590361446,1.53846153846154,76.1428571428571,86,"F","East Anglian Region","Lower Than A Level","60-70%","35-55",0,60,"N","Pass",-53,NA,-53,NA +"412",563414,2.75,1,2.13939393939394,NA,4.83928571428571,1.375,1.36170212765957,5.54838709677419,2.69565217391304,1.14285714285714,1.15,10.3193277310924,NA,1.10810810810811,1.5551724137931,1.26315789473684,85,81.2,"M","East Midlands Region","Lower Than A Level","90-100%","0-35",0,60,"N","Pass",-115,NA,-115,NA +"413",564243,2.5,1,3.06024096385542,2.72727272727273,2.78313253012048,1.33333333333333,1.57142857142857,8.0446735395189,2.77777777777778,1.28571428571429,1.14285714285714,10.1623376623377,NA,1.27777777777778,1.56716417910448,1.16666666666667,83,81.2,"M","North Western Region","Lower Than A Level","50-60%","0-35",0,90,"N","Pass",-7,NA,-7,NA +"414",564617,5,NA,3.15384615384615,NA,7.76153846153846,1.66666666666667,2.33333333333333,7.79784366576819,3.24,1.28571428571429,1.18181818181818,10.6,NA,1.41666666666667,1.95471698113208,1.28571428571429,71.1428571428571,73.4,"F","East Anglian Region","Lower Than A Level","20-30%","35-55",0,60,"N","Fail",-7,NA,-7,NA +"415",564770,NA,NA,3.5,NA,4,NA,NA,10.5333333333333,NA,NA,NA,1,NA,1.15384615384615,2,1,NA,81,"M","South West Region","Lower Than A Level","70-80%","0-35",2,90,"N","Fail",-115,NA,-115,NA +"416",564821,NA,NA,3.01694915254237,NA,3.06521739130435,1,1,2.25,NA,NA,NA,14.4166666666667,NA,1.10526315789474,1.46875,1,76.5,48,"M","North Region","Lower Than A Level","0-10%","0-35",1,60,"N","Withdrawn",-148,157,-148,157 +"417",564933,NA,NA,3.38095238095238,NA,3.50980392156863,2,1.5,6.5,1.8,1.33333333333333,NA,10.6875,NA,1.13333333333333,1.54205607476636,1.09090909090909,90.8571428571429,91.2,"M","East Anglian Region","A Level or Equivalent","30-40%","35-55",0,60,"N","Distinction",-70,NA,-70,NA +"418",565017,4.83333333333333,1,3.09737827715356,NA,4.70949720670391,1.77777777777778,2,8.80060422960725,10.2142857142857,1.75,1.4375,8.82291666666667,NA,1.36363636363636,2.31391585760518,1.93877551020408,81,74.8,"M","South Region","Lower Than A Level","80-90%","35-55",0,60,"N","Pass",-51,NA,-51,NA +"419",566823,NA,NA,2.35294117647059,NA,4.15384615384615,NA,NA,9,NA,NA,NA,14.5,NA,1,1.28571428571429,1,84,72,"M","London Region","A Level or Equivalent","10-20","0-35",1,60,"N","Fail",-140,NA,-140,NA +"420",568987,NA,NA,3.03225806451613,NA,4,1,NA,4.375,NA,NA,NA,NA,NA,1.17647058823529,1.93023255813953,4,NA,74.3333333333333,"F","South Region","A Level or Equivalent","10-20","0-35",1,90,"N","Fail",-150,NA,-150,NA +"421",568998,NA,NA,1.9047619047619,NA,3.07692307692308,1,NA,6.65217391304348,NA,1,NA,NA,NA,1.11111111111111,1.39130434782609,1,NA,66,"M","South Region","A Level or Equivalent","50-60%","0-35",1,60,"Y","Withdrawn",-134,114,-134,114 +"422",569034,3.55555555555556,1,3.1037037037037,NA,7.73480662983425,1.5,1.33333333333333,7.55772994129159,3.78787878787879,1.69230769230769,1.06060606060606,9.34545454545455,NA,1.7536231884058,2.16624040920716,1.27397260273973,76.5714285714286,83.2,"F","North Western Region","Lower Than A Level","80-90%","35-55",0,60,"N","Pass",-49,NA,-49,NA +"423",569080,3,4,2.96111111111111,NA,4.11347517730496,1.25,1,6.2532981530343,2.7,1.11111111111111,1.22222222222222,6.51724137931035,NA,1.37037037037037,1.92763157894737,1.48648648648649,90.2857142857143,81.6,"M","London Region","A Level or Equivalent","10-20","35-55",0,90,"N","Pass",-137,NA,-137,NA +"424",569108,3,NA,2.94623655913978,NA,4.03973509933775,1.25,1.25,5.95203836930456,4.91666666666667,1.66666666666667,1.125,8.44444444444444,NA,1.09302325581395,1.75182481751825,1.5,93.4285714285714,88,"M","South East Region","A Level or Equivalent","70-80%","0-35",0,90,"Y","Distinction",-23,NA,-23,NA +"425",569876,6.25,2,2.53807106598985,NA,4.04819277108434,1.75,1.44444444444444,7.12994350282486,3.45,2.16666666666667,1.10714285714286,15.1196581196581,NA,1.22033898305085,1.87548638132296,1.10416666666667,93,77.8,"M","North Region","HE Qualification","","0-35",0,90,"N","Pass",-18,NA,-18,NA +"426",570004,NA,NA,2.5531914893617,NA,2.48936170212766,NA,NA,2.29166666666667,NA,NA,NA,10,NA,1.63461538461538,1.43548387096774,1,74.75,69.3333333333333,"M","East Anglian Region","Lower Than A Level","80-90%","0-35",1,60,"Y","Fail",-106,NA,-106,NA +"427",570213,2,1,2.28813559322034,NA,2.28846153846154,1,NA,8.79411764705882,2.75,1,1.3125,9.89189189189189,NA,1.4,1.59602649006623,1.29411764705882,66.5714285714286,53.6,"M","South Region","A Level or Equivalent","70-80%","35-55",1,60,"N","Fail",-28,NA,-28,NA +"428",570280,NA,NA,NA,NA,2.33333333333333,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,51,58.75,"M","Ireland","A Level or Equivalent","90-100%","0-35",1,120,"N","Fail",-29,NA,-29,NA +"429",570689,NA,NA,5.3,NA,3,NA,3,1.21428571428571,NA,NA,NA,7.83333333333333,NA,1.19354838709677,2.05882352941176,NA,67,72.6666666666667,"M","East Midlands Region","A Level or Equivalent","90-100%","0-35",1,60,"N","Fail",-113,NA,-113,NA +"430",571074,3.22222222222222,1,3.03061224489796,NA,5.61855670103093,1.2,1.45454545454545,6.76487252124646,2.86666666666667,1.375,1.19047619047619,6.50340136054422,NA,1.72972972972973,1.73046875,1.21951219512195,84.2857142857143,90.4,"F","South East Region","A Level or Equivalent","90-100%","35-55",0,120,"N","Distinction",-31,NA,-31,NA +"431",571950,NA,NA,2.17142857142857,NA,2.91304347826087,1,NA,5.11111111111111,4.4,NA,NA,10.25,NA,1.1,1.5,1,NA,64,"M","North Western Region","No Formal quals","0-10%","35-55",0,270,"N","Withdrawn",-92,38,-92,38 +"432",572071,NA,NA,5.38461538461539,NA,5.66666666666667,1,NA,3,NA,1,NA,NA,NA,1.25,1.4375,1,NA,78,"M","East Midlands Region","Lower Than A Level","70-80%","0-35",1,60,"N","Fail",-102,NA,-102,NA +"433",572074,NA,NA,7.39130434782609,1,2.58823529411765,1,1.83333333333333,6.07954545454545,1,1,NA,36.0652173913044,NA,1.58823529411765,2.91071428571429,3,78.8571428571429,56.25,"F","South West Region","A Level or Equivalent","20-30%","0-35",0,60,"N","Pass",-101,NA,-101,NA +"434",572213,NA,NA,3.24271844660194,NA,3.90588235294118,1.5,1.75,6.13903743315508,5.75,1,1.5,13.4390243902439,NA,1.04761904761905,1.63963963963964,1.13333333333333,78.7142857142857,85,"F","East Anglian Region","HE Qualification","90-100%","0-35",1,60,"N","Distinction",-124,NA,-124,NA +"435",572265,NA,NA,2,NA,1.83333333333333,1,NA,3.7,NA,NA,NA,NA,NA,1.16666666666667,1.5625,NA,NA,50,"M","London Region","A Level or Equivalent","30-40%","0-35",1,90,"N","Fail",-46,NA,-46,NA +"436",573007,NA,NA,2.22222222222222,NA,4.1,NA,NA,2.63157894736842,NA,NA,NA,NA,NA,3,1.89655172413793,NA,NA,72,"M","Ireland","Lower Than A Level","70-80%","0-35",1,90,"N","Withdrawn",-87,156,-87,156 +"437",573583,NA,NA,2.64285714285714,NA,5.36,1,NA,7.4421768707483,1,NA,NA,13.1666666666667,NA,1.44,1.6013986013986,1.2,81.2857142857143,68.2,"M","Scotland","Lower Than A Level","30-40%","0-35",0,60,"N","Pass",-24,NA,-24,NA +"438",573697,NA,NA,2.91666666666667,NA,2.77083333333333,1,NA,2.58823529411765,1,NA,NA,2.33333333333333,NA,NA,1.37931034482759,NA,81,88,"F","South Region","HE Qualification","70-80%","0-35",1,60,"N","Withdrawn",-71,11,-71,11 +"439",574527,2.75,1,2.21182266009852,NA,3.11111111111111,2.25,1.66666666666667,7.42116182572614,1.46428571428571,1,1.225,12.7777777777778,NA,1.33333333333333,1.56756756756757,1.18421052631579,56.7142857142857,60.2,"M","London Region","Lower Than A Level","20-30%","0-35",0,60,"Y","Fail",-80,NA,-80,NA +"440",574695,NA,NA,3.18181818181818,NA,4.42857142857143,1.33333333333333,NA,10.4583333333333,1,1,NA,18,NA,3.25,2.89285714285714,1.16666666666667,NA,62,"M","Scotland","Lower Than A Level","90-100%","35-55",1,120,"N","Withdrawn",-147,43,-147,43 +"441",575069,1.66666666666667,2,1.91954022988506,NA,3.51162790697674,1,1.66666666666667,5.94222222222222,2,1,1.6,11.9577464788732,NA,1.75510204081633,1.68181818181818,1.52941176470588,68.1428571428571,73.2,"M","East Anglian Region","Lower Than A Level","50-60%","0-35",0,180,"N","Pass",-53,NA,-53,NA +"442",575112,NA,NA,2.74137931034483,NA,4.56470588235294,1,1,11.2,4.5,NA,NA,12.9268292682927,NA,1.11764705882353,1.63057324840764,1.5,82.8571428571429,84.6,"M","Yorkshire Region","A Level or Equivalent","60-70%","0-35",0,60,"N","Pass",-74,NA,-74,NA +"443",575302,3,3,2.70945945945946,1,6.61702127659574,1.33333333333333,1,7.96264367816092,2.94444444444444,1.1,1.0952380952381,9.58571428571429,NA,1.07692307692308,2.23870967741935,1.18181818181818,93.2857142857143,84.2,"M","North Region","Lower Than A Level","20-30%","35-55",0,90,"N","Pass",-85,NA,-85,NA +"444",575685,NA,NA,2.65384615384615,2,3.1,1.25,NA,1.63333333333333,1.33333333333333,NA,NA,NA,NA,1.78571428571429,1.29032258064516,2,NA,38.3333333333333,"M","London Region","A Level or Equivalent","10-20","0-35",1,60,"N","Fail",-147,NA,-147,NA +"445",575710,NA,NA,4.40740740740741,NA,4.375,1.2,1,4.66666666666667,4,NA,NA,14.1764705882353,NA,1.8,1.4,1,58,NA,"M","North Western Region","HE Qualification","0-10%","0-35",0,120,"N","Withdrawn",-29,11,-29,11 +"446",577032,NA,NA,2.30769230769231,NA,2.84722222222222,1.4,2,3.7375,1,1,1.5,6.35714285714286,NA,1,1.40579710144928,1,90,69.75,"M","South East Region","Lower Than A Level","50-60%","0-35",0,60,"Y","Fail",-109,NA,-109,NA +"447",577429,NA,2,3.02816901408451,NA,6.34883720930233,1,3,9.20168067226891,9.92307692307692,1.25,1.57142857142857,11.7586206896552,NA,1.19047619047619,3.01438848920863,1.0625,81.5,88,"M","Scotland","HE Qualification","80-90%","35-55",0,180,"N","Fail",-115,NA,-115,NA +"448",577533,1,NA,2.54901960784314,NA,3.49122807017544,NA,1.66666666666667,4.29213483146067,1.5,1,NA,11.5454545454545,NA,1.07692307692308,1.67164179104478,1.33333333333333,75.5714285714286,79,"M","East Midlands Region","A Level or Equivalent","30-40%","0-35",1,90,"N","Pass",-128,NA,-128,NA +"449",578152,NA,NA,1.82608695652174,NA,3.41964285714286,1,NA,4.05090909090909,NA,1,1,9.08433734939759,NA,1.11538461538462,1.47282608695652,1.31818181818182,85.4,69,"M","Wales","Lower Than A Level","90-100%","0-35",1,60,"N","Pass",-147,NA,-147,NA +"450",578495,NA,NA,3,NA,2.6,1,NA,2.96428571428571,NA,1,NA,NA,NA,1.14285714285714,1.32258064516129,1,NA,74,"M","South East Region","HE Qualification","60-70%","0-35",0,60,"N","Withdrawn",-14,79,-14,79 +"451",578847,NA,NA,3.34020618556701,NA,3.55421686746988,1.75,1.5,4.82743362831858,5.14285714285714,1.25,1.25,19.8701298701299,NA,1.50819672131148,1.81679389312977,1.1875,83.1428571428571,84.8,"M","Ireland","A Level or Equivalent","90-100%","0-35",0,60,"Y","Distinction",-95,NA,-95,NA +"452",579221,NA,NA,4.57777777777778,NA,2.10714285714286,1.25,1,8.04255319148936,4.57142857142857,2,1.5,9.8421052631579,NA,1.375,1.83673469387755,1,91,97,"F","Scotland","Lower Than A Level","30-40%","0-35",0,60,"Y","Withdrawn",-101,170,-101,170 +"453",579660,NA,NA,1.74193548387097,NA,3,1.33333333333333,1.16666666666667,3.22151898734177,7,1,1.5,17.2295081967213,NA,1.09090909090909,1.30081300813008,1.375,83.8571428571429,84.2,"M","London Region","Lower Than A Level","70-80%","0-35",0,60,"N","Pass",-41,NA,-41,NA +"454",579686,3,3,2.78723404255319,NA,3.44047619047619,1,NA,6.22344322344322,1.5,1.5,1,14.675,NA,1.3,1.42675159235669,1.10526315789474,73.7142857142857,75,"M","Wales","A Level or Equivalent","40-50%","0-35",0,90,"N","Pass",-85,NA,-85,NA +"455",580459,4,2,2.13636363636364,NA,4.39583333333333,1.16666666666667,1.5,5.5794701986755,1.52380952380952,1,1.07692307692308,6.75,NA,1.25806451612903,1.57978723404255,1.11111111111111,87,80.4,"M","North Region","A Level or Equivalent","50-60%","0-35",0,60,"N","Pass",-135,NA,-135,NA +"456",580834,5.07142857142857,2.5,3.51071428571429,10.4285714285714,6.69182389937107,1.33333333333333,1,8.89213483146067,2.47619047619048,1,1.12820512820513,7.95575221238938,NA,1.48936170212766,2.13245033112583,1.25806451612903,92.7142857142857,89.2,"M","East Anglian Region","Lower Than A Level","50-60%","35-55",0,60,"N","Distinction",-123,NA,-123,NA +"457",580845,1,NA,2.20454545454545,NA,3.65263157894737,1,6,5.40723981900453,3.33333333333333,1,1,9.91011235955056,NA,1.09090909090909,1.82775119617225,1.05882352941176,82.4285714285714,78.8,"M","Scotland","HE Qualification","30-40%","0-35",0,120,"N","Pass",-115,NA,-115,NA +"458",580926,NA,NA,1.2,NA,3.58333333333333,NA,NA,3.95918367346939,1,1,NA,1,NA,1.08333333333333,1.46666666666667,2,NA,52.6666666666667,"M","North Western Region","Lower Than A Level","30-40%","0-35",2,120,"Y","Fail",-25,NA,-25,NA +"459",581219,NA,NA,1.5,NA,4.46153846153846,NA,NA,7.89285714285714,NA,NA,NA,6.33333333333333,NA,1,1.5625,1,NA,46,"M","North Western Region","Lower Than A Level","80-90%","0-35",1,60,"N","Fail",-65,NA,-65,NA +"460",581253,5.14285714285714,1,1.69705882352941,NA,4.32919254658385,1,2,7.84415584415584,1.95454545454545,1,1.33333333333333,6.92021276595745,NA,1.18518518518519,1.24584717607973,1.07142857142857,61.7142857142857,47.6,"M","West Midlands Region","Lower Than A Level","50-60%","35-55",1,120,"N","Pass",-38,NA,-38,NA +"461",581659,2.84615384615385,2,2.88421052631579,NA,9.11016949152542,1.6,2,6.34351145038168,1.92307692307692,1.14285714285714,1.10869565217391,5.43478260869565,NA,1.21621621621622,2.14864864864865,1.32432432432432,93.7142857142857,85.6,"F","South Region","Lower Than A Level","10-20","0-35",0,60,"N","Distinction",-155,NA,-155,NA +"462",581779,NA,NA,2.05882352941176,NA,2.70786516853933,1.5,NA,6.55752212389381,2,1.5,NA,9.41111111111111,NA,2.28571428571429,1.76536312849162,1.35714285714286,80,79.4,"F","Scotland","A Level or Equivalent","40-50%","0-35",0,60,"N","Pass",-115,NA,-115,NA +"463",582034,NA,NA,2.6551724137931,NA,3.25925925925926,1.5,NA,7.48235294117647,6.77777777777778,NA,1.16666666666667,11.7272727272727,NA,1.64285714285714,1.73529411764706,2.11111111111111,57,63,"M","Yorkshire Region","Lower Than A Level","60-70%","0-35",0,60,"N","Withdrawn",-23,135,-23,135 +"464",582117,6,NA,2.19858156028369,NA,2.09333333333333,1,NA,4.46428571428571,1.85714285714286,1,1.5,14.0576923076923,NA,1.2,1.40540540540541,1.07692307692308,80.2857142857143,83.8,"M","South West Region","Lower Than A Level","30-40%","0-35",0,60,"N","Pass",-32,NA,-32,NA +"465",582266,NA,NA,1.69565217391304,NA,3.94285714285714,1,NA,4.64444444444444,4,1,1.5,10.1875,NA,1.28571428571429,2.01515151515152,1,46,30.5,"M","South West Region","Lower Than A Level","30-40%","0-35",0,150,"N","Fail",-135,NA,-135,NA +"466",582332,4,NA,2.61616161616162,6.5,4.28333333333333,1,1,8.77672955974843,2.9,1.27272727272727,1.19047619047619,5.79761904761905,NA,1.4,1.47641509433962,1.2,97.7142857142857,92.6,"M","Scotland","Post Graduate Qualification","60-70%","35-55",0,60,"N","Distinction",-50,NA,-50,NA +"467",582530,NA,NA,2.59090909090909,NA,6.42857142857143,2,NA,1.42857142857143,NA,NA,NA,NA,NA,1.33333333333333,2.71428571428571,1.125,NA,63,"M","North Western Region","HE Qualification","0-10%","35-55",1,150,"N","Fail",-107,NA,-107,NA +"468",582653,NA,NA,1.32352941176471,NA,2.39583333333333,1,1,4.18918918918919,1,NA,1.5,9.1063829787234,NA,1.11764705882353,1.58510638297872,1.14285714285714,86,78.2,"M","South Region","A Level or Equivalent","30-40%","0-35",0,60,"N","Pass",-78,NA,-78,NA +"469",582670,NA,NA,2.41666666666667,NA,3.2962962962963,1.33333333333333,1.25,3.97826086956522,1.83333333333333,1,NA,13.25,NA,1.11764705882353,2.49230769230769,1,57.7142857142857,NA,"M","South Region","Lower Than A Level","90-100%","35-55",0,60,"Y","Fail",-129,NA,-129,NA +"470",583056,NA,NA,2.23936170212766,NA,5.16049382716049,NA,NA,2.6046511627907,NA,NA,NA,15.1372549019608,NA,1.92857142857143,2.58571428571429,1,57.1428571428571,48.75,"M","Ireland","A Level or Equivalent","60-70%","0-35",1,60,"N","Fail",-35,NA,-35,NA +"471",583318,NA,NA,2.48,NA,3.38775510204082,1,1.25,3.22077922077922,1,2,NA,11.8571428571429,NA,1.4,1.65079365079365,1.375,73,70.6,"M","South Region","A Level or Equivalent","40-50%","0-35",0,90,"Y","Pass",-153,NA,-153,NA +"472",583487,3.66666666666667,1,6.77753464624362,NA,16.5,1.55555555555556,1.28571428571429,9.48797250859107,2.24137931034483,1,1.25,8.32978723404255,NA,1.25641025641026,2.47816091954023,1.43333333333333,85.1428571428571,80.6,"M","Scotland","Lower Than A Level","90-100%","35-55",0,60,"N","Pass",-92,NA,-92,NA +"473",584210,NA,NA,9,NA,2,1,NA,5.8,NA,NA,1.5,1.66666666666667,NA,1,1,NA,NA,70,"M","South West Region","Lower Than A Level","70-80%","0-35",1,60,"N","Withdrawn",-66,12,-66,12 +"474",584515,NA,NA,4.16296296296296,NA,8.19117647058824,2.33333333333333,1,5.89147286821705,2.43478260869565,1,1.44444444444444,10.4594594594595,NA,1.21428571428571,2.19333333333333,1.5,75.5714285714286,85.8,"F","Yorkshire Region","A Level or Equivalent","0-10%","0-35",0,60,"N","Pass",-135,NA,-135,NA +"475",584673,NA,NA,1.9873417721519,NA,4.36734693877551,1,NA,7.05645161290323,4,NA,1.5,6.42857142857143,NA,1.13636363636364,2.10309278350515,1,NA,69,"M","London Region","A Level or Equivalent","10-20","0-35",1,90,"N","Fail",-18,NA,-18,NA +"476",585224,2.14285714285714,1,1.86428571428571,NA,2.59459459459459,1,1,7.69888475836431,3.42857142857143,1.08333333333333,1.09677419354839,8.43956043956044,NA,1.37142857142857,1.68783068783069,1.38095238095238,60.1428571428571,68.8,"M","Wales","Lower Than A Level","50-60%","0-35",1,60,"N","Pass",-44,NA,-44,NA +"477",585261,3.66666666666667,1.5,3.71125265392781,NA,6.39375,1,4,7.39935064935065,3.5,1,1.30769230769231,8.40540540540541,NA,1.1,2.16990291262136,1.14285714285714,81.4285714285714,91.25,"M","North Western Region","HE Qualification","20-30%","35-55",0,60,"N","Pass",-32,NA,-32,NA +"478",585284,NA,NA,2.44117647058824,NA,2.79775280898876,1.66666666666667,NA,5.58282208588957,2,1,1,13.5535714285714,NA,1.41176470588235,1.58709677419355,1.70588235294118,84.5714285714286,79.8,"M","Yorkshire Region","Lower Than A Level","0-10%","0-35",0,120,"N","Pass",-128,NA,-128,NA +"479",585503,7.09090909090909,1.66666666666667,3.71627906976744,1,2.84967320261438,2.33333333333333,1.07692307692308,9.75633528265107,3.94736842105263,1.3125,1.15384615384615,5.32608695652174,NA,1.10810810810811,1.4203821656051,1.09756097560976,97.1428571428571,88.8,"M","North Region","HE Qualification","","35-55",0,120,"N","Distinction",-24,NA,-24,NA +"480",585572,NA,NA,2.42777777777778,NA,4.81818181818182,1,1.15384615384615,4.83870967741935,5.75,1,1.42857142857143,12.9787234042553,NA,1.23076923076923,1.72033898305085,1.45454545454545,76.6,75.5,"M","East Midlands Region","Lower Than A Level","0-10%","0-35",0,120,"N","Fail",-17,NA,-17,NA +"481",585724,NA,NA,5,NA,2.4,NA,NA,4,NA,NA,NA,NA,NA,NA,1,NA,92.5,64,"M","Yorkshire Region","Lower Than A Level","0-10%","35-55",1,90,"N","Fail",-98,NA,-98,NA +"482",585825,NA,NA,2.26865671641791,NA,5.25,1.33333333333333,3,5.86131386861314,NA,1.33333333333333,NA,12.5483870967742,NA,1.51282051282051,1.82828282828283,1,89.5,84.3333333333333,"M","Wales","Lower Than A Level","80-90%","0-35",1,60,"N","Withdrawn",-14,136,-14,136 +"483",585958,7.71428571428571,2,3.03225806451613,NA,2.22429906542056,1,NA,7.51052631578947,2,1,1.20833333333333,6.66129032258065,NA,1.0625,1.65740740740741,1.1,95.2857142857143,81.6,"M","South West Region","Lower Than A Level","90-100%","0-35",0,90,"Y","Pass",-32,NA,-32,NA +"484",586811,NA,NA,6.33333333333333,NA,2.88888888888889,1,NA,5.66666666666667,NA,1,NA,1,NA,1.33333333333333,1.5,NA,NA,54,"M","South Region","A Level or Equivalent","90-100%","0-35",1,60,"N","Fail",-52,NA,-52,NA +"485",586906,1,NA,4.96875,3,3.26373626373626,1.66666666666667,NA,5.87916666666667,4.33333333333333,1.5,1.5,7.5,NA,1.44,1.57803468208092,1.4375,79.8571428571429,83,"M","Scotland","HE Qualification","30-40%","0-35",2,60,"Y","Pass",-100,NA,-100,NA +"486",587509,NA,NA,3.25714285714286,NA,4.81578947368421,1.25,1.33333333333333,2.41509433962264,NA,1,NA,16,NA,1.8,1.61702127659574,1,68,74,"M","East Midlands Region","A Level or Equivalent","80-90%","0-35",0,150,"N","Fail",-23,NA,-23,NA +"487",587571,7.3,2.5,3.83625730994152,2,4.75984251968504,1.375,1.625,8.26110124333925,6.35555555555556,1.22222222222222,1.14893617021277,7.86407766990291,NA,1.11111111111111,1.83682008368201,1.21276595744681,89.5714285714286,90.8,"M","London Region","A Level or Equivalent","0-10%","35-55",0,60,"N","Distinction",-65,NA,-65,NA +"488",587654,NA,NA,3.53846153846154,NA,5.42857142857143,1,NA,9.75609756097561,3.25,NA,1.5,11.2941176470588,NA,1.33333333333333,1.59259259259259,1.2,NA,75,"M","South Region","A Level or Equivalent","80-90%","35-55",0,60,"N","Withdrawn",-95,81,-95,81 +"489",587706,NA,NA,2.25,NA,5.05263157894737,1.5,NA,5.4390243902439,5.5,1,NA,5.25,NA,1.66666666666667,1.93103448275862,1.33333333333333,NA,65,"M","Scotland","HE Qualification","10-20","0-35",0,60,"N","Fail",-72,NA,-72,NA +"490",588128,NA,NA,2.82352941176471,NA,3.88679245283019,1,NA,4.68354430379747,NA,NA,1,12.3448275862069,NA,1.19230769230769,1.7047619047619,1.25,67.1428571428571,70.8,"M","East Anglian Region","A Level or Equivalent","10-20","0-35",1,90,"N","Pass",-46,NA,-46,NA +"491",588628,5.63636363636364,5,4.11753371868979,NA,5.38157894736842,1.16666666666667,1.21428571428571,5.94736842105263,2.55555555555556,1,1.21153846153846,8.12903225806452,NA,1.13157894736842,1.5859872611465,1.2972972972973,83.8571428571429,80,"M","South West Region","A Level or Equivalent","60-70%","55<=",0,60,"N","Pass",-44,NA,-44,NA +"492",589080,4,2.5,2.51904761904762,27.7142857142857,5.67088607594937,1,1.21428571428571,8.09779951100244,1.92,1.08333333333333,1.21428571428571,8.72631578947368,NA,1.24242424242424,1.87132352941176,1.2089552238806,90.1428571428571,89.6,"M","North Region","HE Qualification","","0-35",0,60,"N","Distinction",-32,NA,-32,NA +"493",589162,2.5,1,1.88888888888889,NA,3.76612903225806,1.4,1.25,6.61395348837209,2.3,1.4,1.15789473684211,8.67619047619048,NA,1.34285714285714,1.46987951807229,1.16,87.8571428571429,84.8,"M","London Region","A Level or Equivalent","0-10%","0-35",0,60,"N","Pass",-32,NA,-32,NA +"494",589332,2.2,NA,3.51717557251908,NA,6.16352201257862,1.71428571428571,1.46153846153846,4.48376623376623,2.23076923076923,1.16666666666667,1.13636363636364,8.6283185840708,NA,1.45070422535211,1.78114478114478,1.03030303030303,78.4285714285714,81.8,"F","Scotland","A Level or Equivalent","40-50%","35-55",0,90,"N","Pass",-114,NA,-114,NA +"495",589389,NA,NA,2.2,NA,2.62068965517241,1,1.5,1.6,NA,NA,NA,13.1346153846154,NA,1.2280701754386,1.69736842105263,NA,68,73,"M","South West Region","Lower Than A Level","40-50%","0-35",0,90,"N","Pass",-115,NA,-115,NA +"496",589441,NA,NA,3.28571428571429,NA,2.80952380952381,NA,1,6.18032786885246,1,NA,NA,NA,NA,1.11111111111111,1.71153846153846,1.5,NA,56,"M","South Region","Lower Than A Level","70-80%","0-35",1,90,"N","Withdrawn",-93,104,-93,104 +"497",589798,NA,NA,NA,NA,2,NA,NA,5,NA,NA,NA,NA,NA,1.25,1.5,NA,NA,84,"M","East Anglian Region","Lower Than A Level","30-40%","0-35",1,210,"N","Withdrawn",-80,12,-80,12 +"498",589828,NA,NA,1.77777777777778,NA,3.4,1,4.5,3.76859504132231,NA,1,NA,9.58208955223881,NA,1.09090909090909,1.29850746268657,1.6,72.4285714285714,50,"M","East Anglian Region","Lower Than A Level","60-70%","0-35",1,60,"Y","Pass",-24,NA,-24,NA +"499",590120,NA,NA,2.97872340425532,NA,4.2,1.33333333333333,1,7.74766355140187,2.44444444444444,1,1.5,7.81111111111111,NA,1.27272727272727,2.10891089108911,1,85.4285714285714,83.6,"F","Scotland","HE Qualification","40-50%","0-35",0,60,"N","Pass",-114,NA,-114,NA +"500",590462,NA,NA,3.14285714285714,NA,3.51219512195122,1.25,1,2.56666666666667,1.25,1,NA,NA,NA,1.42857142857143,1.55,1.3,NA,94,"M","North Western Region","A Level or Equivalent","0-10%","0-35",1,120,"N","Withdrawn",-153,96,-153,96 +"501",590818,NA,NA,2,NA,2.6875,NA,1.5,3.36170212765957,NA,NA,NA,NA,NA,1.91666666666667,1.79166666666667,1,NA,53,"M","West Midlands Region","A Level or Equivalent","80-90%","0-35",0,60,"N","Fail",-7,NA,-7,NA +"502",591525,2.33333333333333,NA,2.86187845303867,NA,4.05494505494505,2.33333333333333,3,2.49173553719008,2.72727272727273,1.33333333333333,2,9.92941176470588,NA,1.05555555555556,1.64035087719298,1.38095238095238,77.1428571428571,78.2,"M","South East Region","A Level or Equivalent","70-80%","35-55",0,120,"N","Pass",-67,NA,-67,NA +"503",591581,NA,NA,4.68965517241379,NA,1.97916666666667,1,1,7.98882681564246,2.75,NA,1.5,15.5106382978723,NA,1.53333333333333,1.43617021276596,1,56.4285714285714,58.6,"M","South East Region","Lower Than A Level","10-20","0-35",1,150,"N","Pass",-57,NA,-57,NA +"504",591655,NA,NA,NA,NA,1.4,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,66.3333333333333,"M","North Region","Lower Than A Level","70-80%","0-35",1,90,"N","Fail",-38,NA,-38,NA +"505",591746,NA,NA,1.8695652173913,NA,2.70212765957447,2.5,3,6.03061224489796,5.4,1,2,3.83783783783784,NA,1.33333333333333,2.25333333333333,1.44444444444444,84,69.3333333333333,"M","Wales","HE Qualification","90-100%","0-35",0,120,"N","Withdrawn",-64,121,-64,121 +"506",591946,NA,NA,1.69811320754717,NA,3.84905660377358,1.33333333333333,NA,7.21739130434783,4.33333333333333,1,NA,14.3947368421053,NA,1.0625,1.71739130434783,1.5,82.7142857142857,79.4,"M","Wales","A Level or Equivalent","10-20","0-35",1,90,"N","Pass",-155,NA,-155,NA +"507",592218,3.90909090909091,3,3.04,NA,3.31775700934579,1,NA,6.08502024291498,2.66666666666667,1.08333333333333,1.11764705882353,8.56060606060606,NA,1.03448275862069,1.68387096774194,1.13793103448276,82.2857142857143,84,"F","South West Region","A Level or Equivalent","90-100%","35-55",0,60,"N","Pass",-93,NA,-93,NA +"508",592295,NA,NA,1.47058823529412,NA,3.77142857142857,1,NA,5.36024844720497,3,NA,NA,13.3214285714286,NA,1.07142857142857,1.43119266055046,1,85.8571428571429,76.6,"M","South Region","Lower Than A Level","90-100%","0-35",0,60,"Y","Pass",-22,NA,-22,NA +"509",592558,1,NA,2.19753086419753,NA,4.64035087719298,1,1.33333333333333,10.1060070671378,4,2,1.30769230769231,16.8987341772152,NA,1.6,1.93155893536122,1.34615384615385,80.7142857142857,82.8,"M","North Western Region","Lower Than A Level","20-30%","0-35",0,60,"N","Pass",-80,NA,-80,NA +"510",592939,5,NA,2.08,NA,2.88679245283019,1,NA,5.6875,1.66666666666667,NA,1.16666666666667,12.16,NA,1.16,1.58904109589041,2,78.5714285714286,57,"M","Scotland","HE Qualification","0-10%","0-35",2,90,"N","Pass",-56,NA,-56,NA +"511",593136,NA,NA,3.46428571428571,NA,4.30921052631579,1,1,4.81927710843374,2.5,1,NA,10.8518518518519,NA,1.125,1.57541899441341,1.05,78,73.2,"F","West Midlands Region","A Level or Equivalent","50-60%","0-35",0,60,"N","Pass",-94,NA,-94,NA +"512",593563,4.75,4,2.76404494382022,NA,4.2621359223301,1.2,1,7.23115577889447,2.16666666666667,1.66666666666667,1.66666666666667,8.82278481012658,NA,1.25714285714286,1.34042553191489,1.17391304347826,73.2857142857143,87.4,"M","South Region","Lower Than A Level","90-100%","35-55",1,90,"N","Pass",-154,NA,-154,NA +"513",593722,NA,NA,2.390625,NA,4.37179487179487,1,1,7.23557692307692,3.75,1,1.26666666666667,9.82,NA,1.91666666666667,1.81528662420382,1.42857142857143,77.6,72.8,"M","London Region","Lower Than A Level","20-30%","0-35",0,60,"N","Fail",-56,NA,-56,NA +"514",593796,3.11111111111111,NA,2.7463768115942,1,5.44776119402985,1.125,1,10.0704225352113,3.95833333333333,1,1.07407407407407,7.015625,NA,2.46153846153846,2.16269841269841,1.33928571428571,77,86.4,"F","East Anglian Region","Lower Than A Level","40-50%","0-35",0,60,"Y","Distinction",-22,NA,-22,NA +"515",594065,2.66666666666667,4,2.62337662337662,NA,3.47692307692308,1.66666666666667,2,4.6744966442953,2.57142857142857,1,1.05882352941176,7.90277777777778,NA,1.375,1.67149758454106,1.32258064516129,95,89.8,"M","South East Region","A Level or Equivalent","40-50%","0-35",0,60,"N","Distinction",-92,NA,-92,NA +"516",594122,3,1,1.81578947368421,NA,3.41463414634146,1.5,1,5.90573770491803,6,1.33333333333333,1.16666666666667,13.5957446808511,NA,1.1,1.60752688172043,1.60869565217391,78.2857142857143,70.4,"M","North Region","A Level or Equivalent","20-30%","0-35",1,120,"N","Pass",-71,NA,-71,NA +"517",594229,1.625,1.5,2.18604651162791,NA,5.48780487804878,1,NA,7.36607142857143,2.57142857142857,1,1.2,7.89247311827957,NA,1.13793103448276,1.84324324324324,1.31428571428571,79.7142857142857,63.8,"M","South West Region","Lower Than A Level","10-20","35-55",0,60,"N","Pass",-98,NA,-98,NA +"518",594258,1,NA,1.375,NA,3.16129032258065,NA,1,3.07692307692308,1,1,1,11.3888888888889,NA,1.27272727272727,1.6,1.2,64,47.6,"M","North Western Region","Lower Than A Level","0-10%","0-35",1,90,"Y","Fail",-14,NA,-14,NA +"519",594406,NA,NA,2.73770491803279,NA,2.62068965517241,1,NA,7.60655737704918,NA,NA,NA,12.7333333333333,NA,1.25,1.63013698630137,1.61538461538462,74.5,60.5,"M","North Western Region","HE Qualification","0-10%","0-35",1,180,"N","Fail",-5,NA,-5,NA +"520",594615,NA,NA,2.77272727272727,NA,3.2,1,NA,6.33333333333333,NA,NA,NA,3.66666666666667,NA,1,1.69565217391304,1,NA,72,"M","Wales","Lower Than A Level","80-90%","35-55",1,60,"N","Fail",-25,NA,-25,NA +"521",594636,2,NA,2.74285714285714,NA,4.58169934640523,1,1.33333333333333,8.37765957446809,3.18518518518519,1,1.25,10.5762711864407,NA,1.07692307692308,1.86769230769231,1.24528301886792,70,64.8,"M","South Region","Lower Than A Level","60-70%","0-35",1,120,"Y","Pass",-22,NA,-22,NA +"522",595246,NA,NA,1.8,NA,2.44444444444444,NA,NA,5.25,NA,NA,NA,NA,NA,1.02941176470588,1.5,NA,NA,70,"M","North Western Region","Lower Than A Level","20-30%","0-35",1,60,"N","Withdrawn",-46,150,-46,150 +"523",595262,NA,NA,3.09459459459459,NA,2.08080808080808,1.25,NA,4.94964028776978,2,1,1.5,2.96666666666667,NA,1.53333333333333,1.54117647058824,1.2,91,82.6666666666667,"M","West Midlands Region","Lower Than A Level","0-10%","0-35",0,90,"N","Withdrawn",-31,NA,-31,NA +"524",595676,NA,NA,NA,NA,2.6,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,84,63,"M","London Region","Lower Than A Level","10-20","35-55",1,60,"N","Fail",-149,NA,-149,NA +"525",595721,1.5,NA,2.36363636363636,NA,4.56410256410256,1.25,1,3.68075117370892,1.66666666666667,1.66666666666667,NA,14.1666666666667,NA,1.12,1.84285714285714,1.22222222222222,70.4285714285714,91,"M","London Region","Lower Than A Level","50-60%","0-35",0,120,"N","Pass",-150,NA,-150,NA +"526",595943,5.4,1,2.8047619047619,NA,3.92622950819672,1.16666666666667,NA,5.28571428571429,2.80952380952381,1.09090909090909,1.25,9.05714285714286,NA,1.21428571428571,1.49397590361446,1.13157894736842,89.5714285714286,93.2,"M","South Region","A Level or Equivalent","90-100%","0-35",0,60,"N","Pass",-50,NA,-50,NA +"527",596052,NA,NA,3.125,NA,4.14285714285714,1,5,8.5,11.3333333333333,1,1.5,10.8333333333333,NA,1.28571428571429,1.84,1,64,64,"M","South East Region","Lower Than A Level","20-30%","0-35",0,120,"Y","Withdrawn",-25,12,-25,12 +"528",596203,NA,NA,2.31818181818182,NA,4.30434782608696,1.33333333333333,NA,6.35294117647059,1.2,1,2,9.28571428571429,NA,1.01652892561983,1.60606060606061,1.04,64,66,"F","North Region","Lower Than A Level","0-10%","35-55",0,90,"N","Withdrawn",-102,94,-102,94 +"529",596243,4.66666666666667,NA,2.63636363636364,NA,3.25,1,1.5,8.6474358974359,2.72727272727273,1,1.5,23.8307692307692,NA,1.16666666666667,1.984375,1.41176470588235,95,74.2,"M","East Anglian Region","Lower Than A Level","10-20","0-35",1,60,"Y","Pass",-42,NA,-42,NA +"530",596253,NA,NA,1.888,NA,5.75903614457831,1.5,NA,6.16906474820144,3.25,1,1,7.57471264367816,NA,1.13636363636364,1.72988505747126,1.45454545454545,83.8571428571429,79.6,"M","East Anglian Region","Lower Than A Level","70-80%","0-35",0,60,"N","Pass",-29,NA,-29,NA +"531",596464,NA,NA,2.94444444444444,NA,2.25,NA,NA,2.27586206896552,NA,NA,NA,1,NA,1.25,1.08695652173913,NA,NA,74,"M","Scotland","Lower Than A Level","0-10%","0-35",0,90,"N","Withdrawn",-65,164,-65,164 +"532",596758,4.85714285714286,2,1.87068965517241,NA,3.70769230769231,1,1.68181818181818,5.75555555555556,2.875,1.2,1.15789473684211,7.47126436781609,NA,1.125,1.52910052910053,1.34375,90.7142857142857,83.8,"M","East Midlands Region","Lower Than A Level","30-40%","0-35",0,60,"N","Pass",-149,NA,-149,NA +"533",596805,NA,NA,2.25,NA,2.85714285714286,1,NA,2.86666666666667,NA,1,1.5,1,NA,1.2,1.53571428571429,1,NA,76,"M","Scotland","HE Qualification","","0-35",2,60,"N","Withdrawn",-24,114,-24,114 +"534",597740,1,NA,3.20175438596491,NA,3.33333333333333,1.8,NA,5.23841059602649,2.92857142857143,1.25,1,10.2285714285714,NA,1.68852459016393,1.43283582089552,1.30769230769231,83.5714285714286,68.6,"M","South West Region","Lower Than A Level","80-90%","0-35",0,60,"N","Pass",-28,NA,-28,NA +"535",597937,3,1,1.65060240963855,NA,2.77403846153846,1.5,1,4.89770354906054,2.5,1,1.13636363636364,12.1052631578947,NA,1.43589743589744,1.31286549707602,1.33333333333333,62.5714285714286,48,"M","South Region","Lower Than A Level","50-60%","0-35",0,60,"N","Fail",-51,NA,-51,NA +"536",598308,2.83333333333333,NA,3.45454545454545,NA,3.80582524271845,1,NA,7.744,1.25,1,1.28571428571429,13.12,NA,1.04347826086957,2.125,1.4,79.5714285714286,51.4,"M","Ireland","Post Graduate Qualification","","0-35",1,90,"N","Pass",-32,NA,-32,NA +"537",598540,3,1,3.33904761904762,9,5.17261904761905,1,1,7.63111111111111,2.07843137254902,1,1.33333333333333,11.25,NA,1.27272727272727,2.13656387665198,1.14814814814815,88.1428571428571,79.8,"M","North Western Region","Lower Than A Level","80-90%","35-55",0,90,"N","Pass",-153,NA,-153,NA +"538",598559,3,NA,2.2109375,NA,4.41843971631206,1.25,1,6.328,2.5,1,1.375,4.97602739726027,NA,1.36,1.49174917491749,1.20689655172414,91.8571428571429,85.8,"M","Yorkshire Region","A Level or Equivalent","30-40%","0-35",0,60,"Y","Pass",-155,NA,-155,NA +"539",598757,NA,NA,2,NA,7.14285714285714,1,NA,4.5,NA,1,1.5,13.25,NA,2.14285714285714,2.59090909090909,1,76,44,"M","South Region","A Level or Equivalent","90-100%","35-55",1,90,"N","Fail",-14,NA,-14,NA +"540",599297,NA,NA,2.78571428571429,1,3.25,1,NA,1.47058823529412,NA,NA,NA,1,NA,1.2,1.87878787878788,1,NA,61,"M","Yorkshire Region","A Level or Equivalent","10-20","0-35",1,120,"N","Fail",-9,NA,-9,NA +"541",599865,NA,NA,3.3,NA,2.76923076923077,1.4,2,4.66666666666667,2,1,NA,NA,NA,1.5,1.53846153846154,1.5,NA,71,"M","South East Region","A Level or Equivalent","30-40%","35-55",0,60,"N","Fail",-28,NA,-28,NA +"542",600071,NA,NA,2.24712643678161,NA,2.22018348623853,1,1.27272727272727,9.84065934065934,2.03448275862069,1,1.5,8.92063492063492,NA,1.04761904761905,1.26712328767123,1.17857142857143,77.7142857142857,65.6,"M","North Region","Post Graduate Qualification","","35-55",0,60,"N","Pass",-32,NA,-32,NA +"543",600405,NA,NA,3.03225806451613,NA,3,1.33333333333333,NA,3.92125984251969,NA,1,1.5,8.4,NA,1.28571428571429,1.44871794871795,1.2,NA,60,"M","Wales","Lower Than A Level","90-100%","0-35",1,120,"N","Fail",-22,NA,-22,NA +"544",600615,NA,NA,5.5,NA,1.6,1,NA,13,NA,NA,NA,3.66666666666667,NA,NA,1.5,NA,NA,60,"M","South West Region","Lower Than A Level","0-10%","0-35",1,60,"N","Withdrawn",-18,12,-18,12 +"545",600773,NA,NA,2.02631578947368,NA,3.14925373134328,1.5,NA,7.50335570469799,9.88888888888889,NA,1.5,10.5373134328358,NA,1.4,1.63829787234043,1.75,88.5,73,"M","London Region","Lower Than A Level","30-40%","0-35",0,60,"N","Withdrawn",-52,204,-52,204 +"546",600893,NA,NA,4,NA,2.4,NA,NA,2.93548387096774,NA,NA,NA,16.3333333333333,NA,1,1.65384615384615,1,60.2857142857143,57,"F","Yorkshire Region","Lower Than A Level","0-10%","0-35",1,180,"N","Fail",-37,NA,-37,NA +"547",601008,NA,NA,2.31578947368421,NA,6.26829268292683,1,NA,6.51612903225806,2,4,NA,12.59375,NA,1.42857142857143,1.9468085106383,1.6,81.5714285714286,88.4,"M","Wales","Lower Than A Level","50-60%","0-35",1,180,"N","Pass",-21,NA,-21,NA +"548",601180,NA,NA,NA,NA,3.4,1,NA,3,NA,NA,NA,NA,NA,NA,2.5,1,NA,62.5,"M","Scotland","HE Qualification","70-80%","35-55",1,60,"N","Fail",-16,NA,-16,NA +"549",601235,1.85714285714286,1,2.05128205128205,NA,3.168,1,1,6.15140845070423,2,1.33333333333333,1.15384615384615,9.27522935779817,NA,1.15384615384615,1.46666666666667,1.16666666666667,73.8571428571429,73.2,"M","East Anglian Region","Lower Than A Level","80-90%","0-35",0,120,"N","Pass",-28,NA,-28,NA +"550",601271,NA,NA,1.88679245283019,NA,2.9375,1.5,NA,3.23668639053254,2.57142857142857,1,NA,11.359375,NA,1.06451612903226,1.37837837837838,1.13636363636364,67,61.6,"M","South West Region","Lower Than A Level","40-50%","0-35",1,60,"Y","Fail",-137,NA,-137,NA +"551",601680,NA,NA,3,NA,3.02941176470588,1,1,6.64285714285714,2.4,1,2,4.47058823529412,NA,1.3,1.55882352941176,1,92,84,"M","London Region","A Level or Equivalent","0-10%","0-35",0,60,"N","Withdrawn",-25,171,-25,171 +"552",601820,NA,NA,1.56521739130435,NA,3.6875,1,NA,3.04081632653061,NA,NA,1,15.6842105263158,NA,1.08333333333333,1.58695652173913,1,82.4285714285714,83,"M","North Region","HE Qualification","","0-35",0,120,"N","Pass",-2,NA,-2,NA +"553",602594,3.4,1,3.03964757709251,NA,3.28925619834711,1.4,1.10526315789474,5.39208633093525,2.38888888888889,1.5,1.06896551724138,17.9041095890411,NA,1,1.84210526315789,1.21739130434783,74.8571428571429,77.6,"M","South Region","Lower Than A Level","60-70%","0-35",0,60,"N","Pass",-36,NA,-36,NA +"554",603423,NA,NA,NA,NA,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,67,"M","North Region","A Level or Equivalent","0-10%","35-55",1,60,"N","Fail",-147,NA,-147,NA +"555",603648,5.28571428571429,2,2.52857142857143,NA,4.09219858156028,1.5,1.91666666666667,6.98823529411765,2.35294117647059,1.44444444444444,1.35294117647059,11.962962962963,NA,1.10204081632653,2.37777777777778,1.40350877192982,68.5714285714286,76,"M","Scotland","HE Qualification","90-100%","0-35",0,60,"N","Pass",-17,NA,-17,NA +"556",603931,NA,NA,2.91666666666667,NA,2.25,1,1,1,NA,NA,NA,7.33333333333333,NA,NA,2,NA,NA,65,"M","North Region","Lower Than A Level","10-20","0-35",1,60,"N","Withdrawn",-115,110,-115,110 +"557",604142,NA,NA,NA,NA,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,69,"M","West Midlands Region","Lower Than A Level","0-10%","0-35",1,120,"N","Withdrawn",-78,12,-78,12 +"558",604567,3.33333333333333,NA,3.44705882352941,NA,2.5,1,1.25,5.9559748427673,1.92307692307692,1,2,9.72,NA,1.08333333333333,1.53097345132743,1.22222222222222,86.5714285714286,84.2,"M","Scotland","HE Qualification","60-70%","35-55",0,60,"N","Pass",-52,NA,-52,NA +"559",604614,NA,NA,2.50980392156863,NA,4.28813559322034,1.5,NA,8.36904761904762,1.09090909090909,1,NA,14.1875,NA,1.23255813953488,2.58125,1.28571428571429,69.2857142857143,73.2,"M","London Region","A Level or Equivalent","30-40%","0-35",1,120,"N","Pass",-149,NA,-149,NA +"560",604907,NA,NA,2.1,NA,3.44444444444444,2,4,5.5,NA,1,NA,10.0555555555556,NA,1.625,1.59090909090909,1.33333333333333,75,64,"M","North Western Region","Lower Than A Level","20-30%","0-35",0,60,"N","Fail",-32,NA,-32,NA +"561",605180,NA,NA,2.5,NA,3.97674418604651,1,NA,7.82352941176471,1,NA,NA,12.5957446808511,NA,1.27777777777778,1.64634146341463,2.4,72.4285714285714,68.2,"M","North Region","A Level or Equivalent","10-20","0-35",0,60,"N","Pass",-141,NA,-141,NA +"562",605228,NA,NA,5.26923076923077,NA,3.12820512820513,1,NA,2.70967741935484,NA,2,NA,6.79166666666667,NA,3,2.22727272727273,1,24.6666666666667,54.5,"F","London Region","Lower Than A Level","70-80%","0-35",2,120,"N","Fail",-81,NA,-81,NA +"563",605394,2,NA,4,NA,5.04,1,NA,7.12987012987013,NA,1,NA,14.7254901960784,NA,1.4,2.15,1.8,63.2857142857143,44.75,"M","North Western Region","A Level or Equivalent","80-90%","0-35",1,90,"N","Fail",-22,NA,-22,NA +"564",605682,3.77777777777778,2,2.68794326241135,3,3.20754716981132,1.28571428571429,1,5.94019933554817,2.72727272727273,1,1.08823529411765,7.3010752688172,NA,1.03225806451613,1.59116022099448,1.14285714285714,83.5714285714286,81.2,"M","North Region","A Level or Equivalent","70-80%","0-35",0,60,"N","Pass",-58,NA,-58,NA +"565",606257,3.5,1,2.18672199170124,NA,4.17045454545455,1.75,1,6.27649769585253,2.28571428571429,1,1.16666666666667,14.4298245614035,NA,1.06060606060606,1.46,1.31034482758621,95.7142857142857,89.2,"F","North Region","HE Qualification","","0-35",0,120,"N","Pass",-43,NA,-43,NA +"566",606428,NA,NA,3.23076923076923,NA,2.54545454545455,1,1.66666666666667,7.56862745098039,NA,1,1.5,8.66666666666667,NA,1.63636363636364,1.64912280701754,1.28571428571429,89,91,"M","North Region","A Level or Equivalent","10-20","0-35",1,60,"N","Withdrawn",-53,101,-53,101 +"567",606805,NA,NA,3.72727272727273,NA,4.13513513513514,1.5,NA,10.6635514018692,2.14285714285714,NA,1.5,3,NA,1.1,1.54320987654321,1,NA,75,"M","London Region","A Level or Equivalent","40-50%","0-35",1,90,"N","Withdrawn",-80,143,-80,143 +"568",606904,NA,NA,2.61904761904762,NA,3.36,1,NA,3.83561643835616,NA,1,NA,14.875,NA,2.27777777777778,1.53623188405797,1.06666666666667,75.5714285714286,57.6,"F","South Region","A Level or Equivalent","80-90%","0-35",1,90,"N","Fail",-34,NA,-34,NA +"569",607243,2.75,NA,3.92676056338028,16,6.9327731092437,1.16666666666667,1.52941176470588,6.93213572854291,4.14285714285714,1.25,1.13513513513514,12.390243902439,NA,1.34,2.13470319634703,2.03448275862069,90.4285714285714,85,"M","London Region","Lower Than A Level","20-30%","0-35",0,60,"Y","Pass",-56,NA,-56,NA +"570",607303,3,1,4.48333333333333,NA,3.37142857142857,1,1,7.95121951219512,2.62068965517241,1,1.14814814814815,9.2093023255814,NA,1.2,1.56363636363636,1.18181818181818,83.7142857142857,86,"F","West Midlands Region","Lower Than A Level","60-70%","35-55",0,60,"N","Pass",-24,NA,-24,NA +"571",607501,3.2,1,2.9765625,NA,5.39495798319328,1.6,1.33333333333333,8.79359430604982,2.6,1,1.13636363636364,10.2611464968153,NA,1.53333333333333,2.03571428571429,1.57575757575758,84.5714285714286,86.8,"M","London Region","A Level or Equivalent","50-60%","0-35",0,60,"N","Pass",-95,NA,-95,NA +"572",607679,6,1.5,2.28358208955224,NA,5.29347826086957,1.66666666666667,NA,7.15634218289086,2.5,1,1.11111111111111,11,NA,1.43636363636364,1.52380952380952,1.24390243902439,80.1428571428571,81.6,"M","Wales","A Level or Equivalent","10-20","0-35",0,90,"N","Pass",-129,NA,-129,NA +"573",607700,5,NA,2.36842105263158,NA,3.28301886792453,1.4,2,5.08333333333333,3.875,NA,NA,7,NA,1.58333333333333,1.67924528301887,1.4,81.5714285714286,68.2,"M","Ireland","A Level or Equivalent","","35-55",0,90,"N","Pass",-98,NA,-98,NA +"574",607733,NA,NA,2.76470588235294,NA,2.6,1.5,1.5,4.88235294117647,1.5,NA,1.5,11.7272727272727,NA,1.15384615384615,1.32,1,NA,84,"F","London Region","A Level or Equivalent","60-70%","0-35",0,90,"N","Withdrawn",-43,46,-43,46 +"575",607866,NA,NA,3.2,NA,2.69230769230769,NA,NA,5.3728813559322,1,NA,NA,14.4390243902439,NA,1.5,1.54545454545455,NA,67.5714285714286,63,"M","South Region","Lower Than A Level","40-50%","0-35",1,60,"Y","Pass",-80,NA,-80,NA +"576",609142,4.33333333333333,2,3.63404255319149,NA,5.78205128205128,1.5,2.52941176470588,6.79945799457995,5.31428571428571,1.1875,1.12903225806452,5.4551724137931,NA,1.5,1.66778523489933,1.21428571428571,95.8571428571429,93.2,"F","East Anglian Region","A Level or Equivalent","70-80%","35-55",0,60,"N","Distinction",-25,NA,-25,NA +"577",609240,1.4,1,2.44354838709677,NA,3.89565217391304,1.5,3,6.31847133757962,3.33333333333333,1,1.15789473684211,7.546875,NA,1.24137931034483,1.6875,1.29032258064516,89.7142857142857,90.6,"M","West Midlands Region","HE Qualification","30-40%","35-55",0,60,"N","Pass",-121,NA,-121,NA +"578",611603,NA,NA,1.75641025641026,NA,3.5,1,1,5.6219512195122,NA,1,NA,20.5322580645161,NA,1.08333333333333,1.53012048192771,1.22222222222222,94.2857142857143,84.2,"M","West Midlands Region","A Level or Equivalent","0-10%","0-35",0,60,"N","Pass",-22,NA,-22,NA +"579",612842,NA,NA,2.11111111111111,NA,3.32673267326733,1.25,1,6.63120567375887,2,1,NA,10.9826086956522,NA,1.1025641025641,1.70792079207921,1.66666666666667,81.1428571428571,73.2,"F","East Midlands Region","A Level or Equivalent","70-80%","35-55",0,60,"N","Pass",-155,NA,-155,NA +"580",613165,NA,NA,2.5,NA,3.92,2,NA,5.86111111111111,1,2,1,33.4385964912281,NA,1.21052631578947,1.86764705882353,1.5,94.5714285714286,80.8,"F","Yorkshire Region","A Level or Equivalent","20-30%","0-35",0,120,"N","Pass",-21,NA,-21,NA +"581",613330,5.25,1,3.44910179640719,NA,6.53781512605042,1.66666666666667,5,8.36121673003802,4.375,1,1.44444444444444,13.6037735849057,NA,1.46428571428571,2.04504504504505,1.27272727272727,73.1428571428571,89.8,"F","London Region","Lower Than A Level","10-20","35-55",0,60,"N","Pass",-79,NA,-79,NA +"582",613634,1,1,2.72,NA,4.375,1.28571428571429,1.25,5.73883161512027,2.71428571428571,1.28571428571429,1.66666666666667,6.25925925925926,NA,1.21428571428571,1.72413793103448,1.17647058823529,87.1428571428571,75.6,"M","South Region","Lower Than A Level","60-70%","0-35",0,60,"Y","Pass",-67,NA,-67,NA +"583",613899,4.71428571428571,1.5,3.51900584795322,10.5,9.47540983606557,1.88888888888889,1.28571428571429,6.12349914236707,2.10526315789474,1.09090909090909,1.08571428571429,7.16037735849057,NA,1.38095238095238,2.05543710021322,1.50704225352113,94.7142857142857,91.4,"M","North Region","Lower Than A Level","","35-55",0,120,"N","Distinction",-144,NA,-144,NA +"584",613966,NA,NA,2.51851851851852,NA,6.33333333333333,2.5,1.5,7.51376146788991,4.08695652173913,1,1.5,7.02857142857143,NA,1.29411764705882,2.13445378151261,1.28125,94,79,"M","Scotland","A Level or Equivalent","20-30%","0-35",0,60,"N","Fail",-22,NA,-22,NA +"585",614059,3.5,1,2.04210526315789,NA,3.72972972972973,1,1.4,2.81683168316832,1,2,1,11.6792452830189,NA,1.08108108108108,1.59473684210526,1.375,91,75,"M","South Region","HE Qualification","90-100%","35-55",1,60,"Y","Pass",-155,NA,-155,NA +"586",614984,NA,NA,3.48979591836735,NA,3.38202247191011,1,1.125,3.6969696969697,3,1.2,NA,11.123595505618,NA,1.35483870967742,1.68983957219251,1.15555555555556,73.7142857142857,58.6,"M","South West Region","Lower Than A Level","0-10%","35-55",1,60,"N","Pass",-142,NA,-142,NA +"587",615266,4.33333333333333,NA,1.73101265822785,NA,2.82857142857143,1.25,1.28571428571429,6.11428571428571,2.16666666666667,1,1.23076923076923,12.3617021276596,NA,1.15384615384615,1.28571428571429,1.2,86.1428571428571,88.6,"F","South Region","A Level or Equivalent","30-40%","0-35",0,120,"N","Distinction",-155,NA,-155,NA +"588",615299,1.77777777777778,3,2.88372093023256,NA,6.02459016393443,1.5,1.625,5.62448979591837,1.5,1.5,1.28571428571429,19.496,NA,1.21276595744681,2.24324324324324,1.19148936170213,84,88.2,"F","Wales","A Level or Equivalent","40-50%","0-35",0,60,"N","Distinction",-14,NA,-14,NA +"589",615301,2.75,1,3.29319371727749,NA,6.71612903225806,1.3,1.4,9.32089552238806,2.4,2.08333333333333,1.48148148148148,6.98936170212766,NA,1.51785714285714,1.92528735632184,1.70833333333333,81.4285714285714,78.6,"F","Wales","A Level or Equivalent","0-10%","0-35",0,60,"N","Pass",-14,NA,-14,NA +"590",615302,2,NA,2.54867256637168,NA,3.48863636363636,1,1.625,7.24679487179487,NA,1,1,18.9347826086957,NA,1.33333333333333,1.52631578947368,1.15384615384615,85.2857142857143,82.8,"M","Wales","A Level or Equivalent","10-20","0-35",0,60,"N","Pass",-14,NA,-14,NA +"591",615306,NA,1,2.99492385786802,NA,5.48717948717949,1.4,1.4,5.68461538461538,2.66666666666667,1,1.5,12.8727272727273,NA,1.46511627906977,2.11877394636015,1.33333333333333,69.1428571428571,75.4,"M","Wales","Lower Than A Level","30-40%","35-55",0,60,"N","Pass",-14,NA,-14,NA +"592",615328,NA,NA,3.90322580645161,NA,5.86538461538461,1,1.5,6.69924812030075,1,2,NA,12.8333333333333,NA,1.53846153846154,2.31304347826087,1.25,78,76,"F","Wales","A Level or Equivalent","10-20","0-35",0,60,"N","Withdrawn",-14,153,-14,153 +"593",615340,NA,NA,2,NA,5.14814814814815,1,NA,6.20512820512821,1,NA,2,19.0277777777778,NA,1.5,2.11594202898551,1.71428571428571,59.5,41,"F","Wales","A Level or Equivalent","10-20","0-35",0,60,"N","Pass",-14,NA,-14,NA +"594",615342,NA,NA,3.44827586206897,3,4.77049180327869,2,2.5,2.69798657718121,NA,1,NA,15.08,NA,2.04545454545455,2.15315315315315,2,68.3333333333333,47.8,"F","Wales","A Level or Equivalent","30-40%","0-35",0,60,"N","Pass",-14,NA,-14,NA +"595",615356,NA,NA,2.56043956043956,NA,4.77011494252874,1.5,1,5.26162790697674,NA,1,NA,11.1632653061224,NA,1.625,2.16666666666667,1.18181818181818,67.2,72,"F","Wales","A Level or Equivalent","90-100%","0-35",0,60,"N","Pass",-14,NA,-14,NA +"596",616517,2.6,2,2.03100775193798,NA,4.51239669421488,1,2,7.40304182509506,1.44444444444444,1,1.5,8.47222222222222,NA,1.41025641025641,1.86781609195402,1.40909090909091,89.2857142857143,89.8,"M","London Region","A Level or Equivalent","90-100%","0-35",1,120,"N","Distinction",-23,NA,-23,NA +"597",616912,2.33333333333333,NA,2.72049689440994,NA,3.65263157894737,1,1,4.71176470588235,2.33333333333333,1.2,1.5,11.2549019607843,NA,1.04166666666667,1.85,1.21428571428571,81.8571428571429,89.4,"M","North Western Region","Lower Than A Level","20-30%","0-35",0,60,"N","Distinction",-144,NA,-144,NA +"598",617010,2,3,2.77272727272727,NA,3.60992907801418,1.5,1.11111111111111,4.93594306049822,1.83333333333333,1.16666666666667,1.25,11.0428571428571,NA,1.1304347826087,1.76616915422886,1.07407407407407,70.5714285714286,75.2,"F","North Western Region","A Level or Equivalent","0-10%","0-35",1,60,"N","Pass",-44,NA,-44,NA +"599",617119,3.6,NA,3.15909090909091,NA,6.19178082191781,2.75,1.66666666666667,8.86637931034483,1.375,1.33333333333333,1.2,12.2553191489362,NA,1.15789473684211,1.94505494505495,1.41379310344828,87,83,"F","Wales","A Level or Equivalent","80-90%","35-55",0,60,"N","Pass",-14,NA,-14,NA +"600",617130,NA,NA,4,NA,1.4,NA,NA,1.44444444444444,NA,NA,NA,1,NA,NA,1,NA,NA,79,"M","Ireland","A Level or Equivalent","90-100%","0-35",1,120,"N","Withdrawn",-49,198,-49,198 +"601",617150,NA,2,3.65454545454545,NA,3.91666666666667,1,1.75,6.57246376811594,4.33333333333333,1,1.5,3.38235294117647,NA,1.18867924528302,2.08823529411765,1.19047619047619,NA,64,"M","South East Region","Lower Than A Level","20-30%","0-35",0,90,"N","Withdrawn",-7,89,-7,89 +"602",617332,NA,NA,2,NA,2.83333333333333,1.66666666666667,NA,2.26086956521739,1,1,NA,4.625,NA,1.4,1.75675675675676,1,NA,68,"M","Wales","A Level or Equivalent","40-50%","0-35",1,120,"N","Fail",-30,NA,-30,NA +"603",617436,NA,NA,2.34375,NA,3.44615384615385,1,NA,6.33333333333333,2.55555555555556,1,1.5,4.21621621621622,NA,1.05,1.60204081632653,1.2,92,72.6666666666667,"M","East Anglian Region","Lower Than A Level","30-40%","0-35",0,90,"N","Withdrawn",-129,174,-129,174 +"604",617580,5.375,1,10.4439024390244,NA,17.4065934065934,1.11111111111111,1.57142857142857,5.3905325443787,4.36,1.5,1.26666666666667,9.32231404958678,NA,1.55223880597015,2.2879746835443,1.98507462686567,81.1428571428571,86,"F","South Region","Lower Than A Level","40-50%","0-35",0,60,"Y","Pass",-34,NA,-34,NA +"605",617783,NA,NA,3.19047619047619,1,4.68518518518519,1,1.84615384615385,3.28205128205128,NA,1,NA,10.4242424242424,NA,1.04545454545455,1.66393442622951,1.35714285714286,80,65,"M","East Midlands Region","HE Qualification","10-20","0-35",0,60,"N","Fail",-30,NA,-30,NA +"606",617922,2.5,NA,2.70059880239521,NA,3.31538461538462,1,3,7.16568047337278,NA,1,1.2,9.35593220338983,NA,1.31578947368421,1.4780487804878,1.33333333333333,87.4285714285714,92.4,"M","Scotland","A Level or Equivalent","0-10%","35-55",0,60,"N","Pass",-87,NA,-87,NA +"607",618252,NA,NA,3.66666666666667,NA,5.0625,1,NA,4.96875,9.4,1,NA,5.125,NA,1.375,2.68888888888889,1,NA,68,"M","Yorkshire Region","A Level or Equivalent","0-10%","35-55",0,90,"N","Withdrawn",-109,32,-109,32 +"608",618663,2.33333333333333,NA,1.8,NA,6.60869565217391,1.5,NA,5.6063829787234,NA,1,NA,23.68,NA,1.52380952380952,1.91666666666667,1.2,74,82,"F","West Midlands Region","A Level or Equivalent","20-30%","0-35",0,60,"N","Pass",-21,NA,-21,NA +"609",619204,NA,NA,3.28,NA,2.44444444444444,1,2,3.01388888888889,2,1,NA,5.8135593220339,NA,1.11111111111111,1.74257425742574,1,60.1428571428571,67.8,"F","South Region","Lower Than A Level","60-70%","0-35",1,90,"N","Pass",-155,NA,-155,NA +"610",619292,4,4,2.5599173553719,3.16666666666667,4.26060606060606,1.2,1.5,7.96518987341772,4.55555555555556,1,1.16666666666667,5.5609756097561,NA,1.07692307692308,1.69888475836431,1.22857142857143,93.4285714285714,95.4,"M","North Region","A Level or Equivalent","","35-55",0,60,"N","Distinction",-36,NA,-36,NA +"611",619321,NA,NA,2.02325581395349,3.375,3.78807947019868,1,1,6.70532915360502,3.5,1.2,1.22222222222222,7.48275862068965,NA,1.72972972972973,1.40566037735849,1.31578947368421,67.2857142857143,85.4,"M","West Midlands Region","Lower Than A Level","60-70%","0-35",0,60,"N","Pass",-34,NA,-34,NA +"612",619502,6,NA,1.97959183673469,11,3.61176470588235,1.33333333333333,NA,7.9746192893401,1,1,NA,10.86,NA,1.15789473684211,1.72067039106145,1.7,79.5714285714286,73,"M","Scotland","HE Qualification","10-20","0-35",1,60,"N","Pass",-14,NA,-14,NA +"613",620094,3.15789473684211,1.5,4.21566632756867,1,10.4664031620553,1.33333333333333,1.92307692307692,6.65257595772787,3.15625,1.91666666666667,1.21052631578947,8.384,NA,1.4,2.26465028355388,1.42,97.2857142857143,94.6,"F","London Region","HE Qualification","90-100%","35-55",0,90,"N","Distinction",-155,NA,-155,NA +"614",620112,NA,NA,2.375,NA,2.4,1,NA,10.0384615384615,3.4,NA,2,7.14285714285714,NA,NA,1.63636363636364,NA,NA,74,"M","South East Region","Lower Than A Level","60-70%","0-35",1,60,"N","Withdrawn",-106,116,-106,116 +"615",620269,NA,NA,2.96629213483146,2,4.015625,1,4.33333333333333,5.50526315789474,3.25,1,1.5,12.9636363636364,NA,1.31818181818182,1.86813186813187,1.2,70.2857142857143,85.6,"M","East Midlands Region","A Level or Equivalent","70-80%","0-35",0,60,"Y","Pass",-44,NA,-44,NA +"616",620349,NA,NA,1.83783783783784,NA,3.96808510638298,1,1.25,7.20888888888889,3.8,NA,1.66666666666667,7.82758620689655,NA,1.11764705882353,1.72340425531915,1.1,93.5,83,"M","South East Region","A Level or Equivalent","50-60%","0-35",0,60,"N","Withdrawn",-28,179,-28,179 +"617",620431,2,NA,3.06060606060606,NA,4.16867469879518,1.66666666666667,NA,7.74204946996466,3,1,1.5,14.4509803921569,NA,1.8448275862069,2.47619047619048,1.24137931034483,80,76.2,"M","South Region","A Level or Equivalent","30-40%","0-35",1,60,"N","Pass",-78,NA,-78,NA +"618",620740,2,NA,1.56,NA,4.54545454545455,1.75,1.5,7.13716814159292,2.16666666666667,1,1,12.1428571428571,NA,1.72972972972973,2.68,1.40909090909091,60.5714285714286,61.4,"M","South East Region","A Level or Equivalent","90-100%","35-55",0,60,"N","Pass",-143,NA,-143,NA +"619",620750,NA,1,2.79166666666667,NA,7.8,1,1,3.8125,3.4,1,1,10.125,NA,1.52380952380952,1.64285714285714,1.31818181818182,NA,81,"F","South East Region","Lower Than A Level","30-40%","0-35",1,60,"N","Withdrawn",-102,116,-102,116 +"620",620810,1,NA,2.94186046511628,6,3.27777777777778,3,1.27272727272727,2.20670391061453,3.625,NA,NA,10.038961038961,NA,1.11688311688312,1.78709677419355,1.2,88.2857142857143,93,"M","London Region","A Level or Equivalent","40-50%","35-55",0,60,"N","Pass",-21,NA,-21,NA +"621",622275,NA,NA,2.83962264150943,NA,3.1969696969697,1.25,1.57142857142857,5.52032520325203,2.125,1.33333333333333,NA,7.61538461538461,NA,1.05263157894737,1.77777777777778,1.15384615384615,84.5,80.3333333333333,"M","South East Region","Lower Than A Level","10-20","0-35",0,60,"N","Withdrawn",-129,150,-129,150 +"622",622362,NA,NA,2.81481481481481,NA,3.61538461538462,1,NA,5.27272727272727,NA,1,NA,NA,NA,1.27272727272727,1.82758620689655,NA,NA,54,"M","North Western Region","Lower Than A Level","0-10%","0-35",0,60,"N","Withdrawn",-156,51,-156,51 +"623",622481,1,NA,3.26618705035971,NA,3.40769230769231,1,1.2,6.37827715355805,1,1.1,1,11.9354838709677,NA,1.28571428571429,2.0462962962963,1.14705882352941,80.7142857142857,87,"M","North Western Region","Lower Than A Level","70-80%","0-35",0,60,"N","Distinction",-146,NA,-146,NA +"624",622760,3,1,4.46341463414634,NA,3.95522388059702,1.25,NA,6.8047619047619,4,1.22222222222222,1.17391304347826,16.4090909090909,NA,1.35,1.79545454545455,1.27777777777778,94.2857142857143,88.2,"M","Yorkshire Region","A Level or Equivalent","80-90%","0-35",0,60,"N","Distinction",-93,NA,-93,NA +"625",622899,NA,NA,4.62068965517241,NA,5.36363636363636,1,1,6.85294117647059,4.46875,1.33333333333333,1.5,1,NA,2,1.26923076923077,1,NA,92,"M","London Region","Post Graduate Qualification","30-40%","35-55",1,90,"N","Withdrawn",-150,6,-150,6 +"626",622934,3,2,4.47422680412371,NA,4.29113924050633,2,1.5625,6.69411764705882,1.75862068965517,1.45,1.33333333333333,27.54,NA,1.11864406779661,2.11363636363636,1.13953488372093,92.4285714285714,79.4,"M","Wales","Lower Than A Level","70-80%","35-55",0,60,"N","Pass",-153,NA,-153,NA +"627",622967,NA,NA,2.71428571428571,NA,5.73913043478261,1.75,NA,2.13432835820896,4,1,NA,8.75,NA,1.13333333333333,1.77142857142857,1.22222222222222,NA,83,"M","Scotland","Lower Than A Level","0-10%","35-55",0,90,"N","Fail",-28,NA,-28,NA +"628",623166,NA,NA,4.17543859649123,NA,4.72727272727273,1,1,7.4,3.42857142857143,1,1.5,8.30555555555556,NA,1.5,2.07058823529412,1.88235294117647,84,74,"M","North Western Region","A Level or Equivalent","30-40%","35-55",0,120,"Y","Withdrawn",-153,72,-153,72 +"629",623230,NA,NA,2.62015503875969,NA,5.2156862745098,1,2,6.33333333333333,2.2,1,1.5,5.86046511627907,NA,1,1.6,1.33333333333333,93.5,81,"M","Scotland","A Level or Equivalent","50-60%","0-35",0,60,"N","Withdrawn",-77,206,-77,206 +"630",623471,4.71428571428571,1,2.28387096774194,NA,4.85,1.2,NA,4.80368098159509,1.85714285714286,1.125,1.12121212121212,7.63529411764706,NA,1.33333333333333,1.38148148148148,1.27906976744186,71.1428571428571,65.4,"M","Ireland","Lower Than A Level","40-50%","0-35",0,60,"N","Pass",-20,NA,-20,NA +"631",623589,3.69230769230769,1,1.888,NA,3.890625,1,1.33333333333333,4.37190082644628,2.0625,1,1.07142857142857,7.43518518518519,NA,1.09090909090909,1.48598130841122,1.23529411764706,88.5714285714286,85.2,"F","Yorkshire Region","A Level or Equivalent","20-30%","0-35",0,60,"N","Distinction",-129,NA,-129,NA +"632",623765,9.5,1,1.63392857142857,NA,4.26797385620915,1,2,6.02798982188295,1.55555555555556,1.28571428571429,1,7.10810810810811,NA,1,1.37777777777778,1.1875,78.8571428571429,76.4,"F","North Western Region","A Level or Equivalent","50-60%","0-35",0,60,"N","Pass",-65,NA,-65,NA +"633",623917,NA,NA,2.16666666666667,NA,2.96666666666667,1,NA,6.5,1,NA,NA,7.75,NA,1.18181818181818,1.69230769230769,1.5,78,52,"M","South Region","Lower Than A Level","30-40%","35-55",1,90,"N","Withdrawn",-147,61,-147,61 +"634",623955,NA,NA,1.33333333333333,NA,2.44444444444444,2,NA,4.9,NA,NA,NA,NA,NA,1.25,1.58333333333333,1,NA,76,"M","South Region","A Level or Equivalent","70-80%","0-35",0,120,"N","Fail",-57,NA,-57,NA +"635",624282,2.85714285714286,NA,4.25688073394495,13.5,4.57,1,1,6.31081081081081,2.52631578947368,1,1.2,7.70408163265306,NA,1.1304347826087,1.58371040723982,1.65625,90.7142857142857,88.6,"M","London Region","HE Qualification","20-30%","35-55",0,60,"N","Distinction",-85,NA,-85,NA +"636",624864,3.8,2,2.13218390804598,1,4.26168224299065,2,2,6.70428015564202,3.33333333333333,1,1.54545454545455,11.6170212765957,NA,1.17391304347826,1.8,1,90,85.6,"M","Ireland","A Level or Equivalent","30-40%","0-35",0,120,"N","Distinction",-56,NA,-56,NA +"637",624970,2,NA,1.40909090909091,NA,5.55714285714286,1,3,7.75984251968504,3.4,1,2,7.48739495798319,NA,1.54838709677419,1.68527918781726,1.42857142857143,91.1428571428571,84.2,"F","Scotland","HE Qualification","70-80%","0-35",1,60,"N","Pass",-36,NA,-36,NA +"638",625245,3,1,2.70142180094787,NA,4.07926829268293,1.33333333333333,1,6.69433962264151,3.33333333333333,1.11111111111111,1.28571428571429,5.18103448275862,NA,1.33333333333333,1.59259259259259,1.4,91.2857142857143,84.8,"M","South East Region","A Level or Equivalent","0-10%","35-55",0,60,"N","Pass",-10,NA,-10,NA +"639",625330,NA,1,4.82403433476395,NA,5.34177215189873,1.66666666666667,1.66666666666667,5.57142857142857,2.57142857142857,1,1.5,8.69767441860465,NA,1.35820895522388,2,1.21212121212121,87.75,82.75,"M","Scotland","A Level or Equivalent","50-60%","35-55",0,60,"N","Withdrawn",-106,190,-106,190 +"640",625515,NA,NA,3.0952380952381,11.75,3,1,1,6.44578313253012,NA,1,NA,15.5111111111111,NA,1.0952380952381,1.52136752136752,1.25,75.2857142857143,69.25,"M","South East Region","Lower Than A Level","60-70%","0-35",0,60,"N","Pass",-60,NA,-60,NA +"641",625609,NA,NA,2.11904761904762,NA,2.9375,1,NA,4.31034482758621,NA,1,NA,12.3333333333333,NA,1.14285714285714,1.54716981132075,1.4,NA,86,"M","North Western Region","Lower Than A Level","30-40%","0-35",1,60,"N","Fail",-42,NA,-42,NA +"642",625743,5,NA,4.33333333333333,1,3.85123966942149,1,1.33333333333333,7.39378238341969,2.66666666666667,1,NA,10.4259259259259,NA,1.81818181818182,2.23497267759563,1.6,83.5714285714286,80.6,"M","South Region","A Level or Equivalent","50-60%","0-35",0,90,"N","Pass",-28,NA,-28,NA +"643",625802,NA,NA,2.83587786259542,NA,3.815,3,1,4.85321100917431,1,1,NA,16.5555555555556,NA,1.47368421052632,1.72916666666667,2.54545454545455,56,53.8,"M","South West Region","Lower Than A Level","0-10%","0-35",0,120,"N","Fail",-44,NA,-44,NA +"644",625838,NA,NA,2.44827586206897,NA,3.74193548387097,1,NA,6.90476190476191,1,NA,1.16666666666667,11.3088235294118,NA,1.10526315789474,1.82142857142857,1,96.2857142857143,57.4,"M","East Anglian Region","A Level or Equivalent","40-50%","0-35",0,60,"N","Pass",-56,NA,-56,NA +"645",626033,NA,NA,2.08074534161491,NA,5.49760765550239,1.5,4,8.37912087912088,3.41176470588235,1.36363636363636,1.28571428571429,6.68508287292818,NA,1.40625,1.64,1.43181818181818,81.2857142857143,93.6,"M","Ireland","A Level or Equivalent","","0-35",0,150,"N","Distinction",-38,NA,-38,NA +"646",626349,NA,NA,3.24242424242424,NA,3.97368421052632,1,2.5,3.08695652173913,NA,NA,NA,8.96666666666667,NA,1.0952380952381,1.80851063829787,3,74.1666666666667,46.2,"M","Scotland","A Level or Equivalent","30-40%","0-35",1,60,"N","Fail",-71,NA,-71,NA +"647",626416,3.55555555555556,1,3.61870503597122,NA,3.88983050847458,1,1.5,5.99420289855072,2.53846153846154,1.08333333333333,1.10714285714286,9.81132075471698,NA,1.08,1.625,1.12903225806452,85.2857142857143,89.4,"F","South Region","A Level or Equivalent","40-50%","0-35",0,60,"Y","Distinction",-109,NA,-109,NA +"648",626454,4.4,3,2.42168674698795,NA,3.30526315789474,1,1,5.48301886792453,1.70588235294118,1.30769230769231,1.13333333333333,7.64864864864865,NA,1.16,1.44354838709677,1.16666666666667,80.8571428571429,81.4,"F","London Region","A Level or Equivalent","60-70%","0-35",0,60,"N","Pass",-45,NA,-45,NA +"649",626477,NA,2,2.20888888888889,NA,3.83333333333333,1,1.4468085106383,4.80769230769231,1,1,NA,6.33333333333333,NA,1.04761904761905,1.42105263157895,1.27777777777778,77.5714285714286,70,"F","East Midlands Region","Lower Than A Level","40-50%","0-35",0,180,"N","Pass",-74,NA,-74,NA +"650",626514,3,NA,4.285,NA,6.78260869565217,1.6,1.66666666666667,7.50515463917526,5.82608695652174,1.33333333333333,1.5,6.95145631067961,NA,1.58620689655172,2.06589147286822,1.32258064516129,87.7142857142857,90.4,"M","East Anglian Region","HE Qualification","90-100%","35-55",0,60,"N","Pass",-149,NA,-149,NA +"651",626539,NA,NA,2.16666666666667,NA,2.41666666666667,NA,NA,4.4,NA,NA,NA,NA,NA,1.23076923076923,1.61111111111111,NA,NA,65,"M","South Region","Lower Than A Level","20-30%","0-35",1,60,"N","Withdrawn",-60,143,-60,143 +"652",626552,NA,NA,2.18918918918919,NA,2.64285714285714,1,NA,7.32110091743119,2,1,NA,9.69090909090909,NA,1.13636363636364,1.30578512396694,1.375,84.4285714285714,78.4,"F","East Midlands Region","A Level or Equivalent","40-50%","0-35",0,300,"N","Pass",-71,NA,-71,NA +"653",626579,NA,NA,2.54545454545455,NA,1.80357142857143,1,NA,3.97297297297297,1,1,NA,14.4782608695652,NA,1.11764705882353,1.25263157894737,1,69.4285714285714,61.2,"F","West Midlands Region","A Level or Equivalent","10-20","0-35",0,120,"N","Fail",-87,NA,-87,NA +"654",627365,2.5,2,3.6030534351145,NA,4.95454545454545,1.5,2,6.54854368932039,3.5,1.16666666666667,1.15789473684211,11.3977272727273,NA,1.2112676056338,1.70093457943925,1.51063829787234,74.1666666666667,85,"F","South East Region","Lower Than A Level","70-80%","35-55",0,60,"N","Distinction",-59,NA,-59,NA +"655",627379,NA,NA,1.66666666666667,NA,5.66666666666667,NA,3,2.83333333333333,NA,NA,NA,NA,NA,1.28571428571429,1.52941176470588,NA,NA,66,"M","London Region","Lower Than A Level","30-40%","0-35",1,90,"N","Withdrawn",-109,NA,-109,NA +"656",627829,2,NA,3.07843137254902,NA,4.42857142857143,1,1.18181818181818,6.7970297029703,4,1,1.5,8.82352941176471,NA,1.68571428571429,1.96116504854369,1.54545454545455,72.2857142857143,58.4,"M","London Region","Lower Than A Level","30-40%","35-55",1,150,"N","Pass",-49,NA,-49,NA +"657",628054,NA,NA,7.48148148148148,NA,7.21428571428571,2.25,1,7.01785714285714,1,1,2,11.7916666666667,NA,1.66666666666667,2.79220779220779,1,82,NA,"M","East Midlands Region","Lower Than A Level","40-50%","35-55",0,150,"N","Withdrawn",-115,95,-115,95 +"658",628149,2.5,3,2.4406779661017,NA,5.4228855721393,1.5,1.66666666666667,6.58019801980198,2,1.21428571428571,1.14285714285714,13.5666666666667,NA,1.16666666666667,1.99071207430341,1.16666666666667,90.4285714285714,81.6,"M","Ireland","Lower Than A Level","0-10%","0-35",0,90,"N","Pass",-108,NA,-108,NA +"659",628157,NA,NA,3.82352941176471,NA,2.1875,1,NA,4.13235294117647,NA,1,NA,11.5217391304348,NA,1,1.44117647058824,1.14285714285714,88.5714285714286,83.4,"F","North Western Region","A Level or Equivalent","10-20","0-35",0,90,"N","Pass",-149,NA,-149,NA +"660",628308,NA,NA,2.29411764705882,NA,2.80645161290323,1.5,NA,3.3125,NA,NA,1.5,NA,NA,1.71428571428571,1.4,1,NA,61,"M","South West Region","Lower Than A Level","20-30%","0-35",0,60,"Y","Withdrawn",-18,173,-18,173 +"661",628383,NA,NA,2.56,NA,4.51785714285714,1,NA,5.79166666666667,10,3,1,9,NA,1.22727272727273,1.69026548672566,1.5,83.7142857142857,83.2,"M","London Region","HE Qualification","20-30%","0-35",0,90,"N","Pass",-52,NA,-52,NA +"662",628521,NA,1,1.6969696969697,NA,4.41818181818182,1.66666666666667,2,5.24107142857143,2,NA,1.5,11.375,NA,1.13333333333333,1.51923076923077,1.33333333333333,82.7142857142857,71.6,"M","West Midlands Region","Lower Than A Level","30-40%","0-35",0,120,"N","Pass",-149,NA,-149,NA +"663",628888,2.33333333333333,1,2.03333333333333,NA,5.50704225352113,1.33333333333333,1.1,8.33898305084746,2.54545454545455,1.5,1.22222222222222,14.2,NA,1.59090909090909,1.73103448275862,1.67857142857143,69,76,"M","East Midlands Region","Lower Than A Level","20-30%","35-55",0,60,"N","Pass",-22,NA,-22,NA +"664",628964,4.36363636363636,1,2.453125,NA,3.01041666666667,1.33333333333333,1,6.02020202020202,3.0625,1.21428571428571,1.07142857142857,5.64,NA,1.41176470588235,1.52517985611511,1.20408163265306,93.5714285714286,83.4,"M","London Region","A Level or Equivalent","30-40%","35-55",0,60,"N","Distinction",-22,NA,-22,NA +"665",629029,NA,NA,2.45,NA,3.71264367816092,1,1.5,5.53333333333333,1.8,1,1.33333333333333,13.9710144927536,NA,1.88679245283019,1.70542635658915,1.37037037037037,56.3333333333333,52.6,"M","West Midlands Region","Lower Than A Level","0-10%","35-55",0,60,"N","Fail",-77,NA,-77,NA +"666",629182,NA,NA,3.125,NA,2.38461538461538,NA,1.5,5.23529411764706,NA,NA,NA,15.6666666666667,NA,1.5,2.22222222222222,2,74.2857142857143,77,"M","East Anglian Region","A Level or Equivalent","60-70%","35-55",1,60,"N","Fail",-74,NA,-74,NA +"667",629491,2.33333333333333,NA,4.60526315789474,NA,5.16935483870968,1,2,10.096,3.16666666666667,1,NA,8.2887323943662,NA,1.71428571428571,2.50179211469534,1.52941176470588,89.8571428571429,74.6,"M","London Region","Lower Than A Level","0-10%","35-55",0,90,"N","Pass",-155,NA,-155,NA +"668",629522,NA,NA,2.94366197183099,NA,3.39024390243902,NA,2,3.33333333333333,NA,2,1.4,11.8444444444444,NA,2,1.75,1,76.4,60.3333333333333,"M","South Region","Lower Than A Level","90-100%","35-55",1,60,"N","Withdrawn",-17,240,-17,240 +"669",629594,NA,NA,1.88461538461538,NA,2.875,1,1,2.84090909090909,2,1,NA,6.25,NA,1.2,1.54901960784314,1,NA,58,"M","East Midlands Region","Lower Than A Level","20-30%","0-35",0,60,"N","Fail",-115,NA,-115,NA +"670",629686,NA,NA,3.16666666666667,NA,5.55555555555556,NA,NA,2.25,NA,NA,NA,NA,NA,2.58333333333333,1.82142857142857,NA,NA,48,"M","Wales","Lower Than A Level","50-60%","0-35",0,120,"N","Withdrawn",-38,62,-38,62 +"671",629818,5,NA,4.26086956521739,2,4.43956043956044,1.33333333333333,1,2.88613861386139,2.15384615384615,1.53846153846154,NA,11.797619047619,NA,1.13513513513514,1.78089887640449,1.475,84.1428571428571,88.6,"M","Wales","A Level or Equivalent","0-10%","35-55",1,90,"N","Distinction",-23,NA,-23,NA +"672",629922,NA,1,2.97058823529412,NA,5.91071428571429,1,1.11111111111111,10.0096153846154,3.25,1,1.42857142857143,10.8923076923077,NA,1.625,1.88268156424581,2.04166666666667,68.7142857142857,66.4,"F","London Region","HE Qualification","20-30%","0-35",0,60,"N","Pass",-37,NA,-37,NA +"673",629944,2,1,3.06451612903226,NA,4.67088607594937,1,1.66666666666667,7.02906976744186,2.36363636363636,1,1.3,20.5636363636364,NA,1.36363636363636,2.3030303030303,1.5,90,87.4,"M","North Western Region","A Level or Equivalent","30-40%","0-35",0,60,"N","Distinction",-85,NA,-85,NA +"674",630109,NA,NA,3.375,NA,3.73529411764706,1.5,1.25,6.30701754385965,1.57142857142857,1.2,1.5,11.1132075471698,NA,1.30769230769231,1.82407407407407,1,78.5714285714286,76.2,"M","London Region","A Level or Equivalent","10-20","0-35",1,60,"N","Pass",-73,NA,-73,NA +"675",630158,4.25,1,2.11061946902655,NA,3.83333333333333,3.14285714285714,1.6,7.39414414414414,3.67857142857143,1.42105263157895,1.18,9.1375,NA,1.34090909090909,1.70261437908497,1.3956043956044,68.7142857142857,58.6,"M","North Western Region","Lower Than A Level","30-40%","0-35",0,60,"N","Pass",-80,NA,-80,NA +"676",630168,NA,NA,3.38461538461538,NA,4.11111111111111,1,1,7.13793103448276,3,1,NA,NA,NA,1,1.69565217391304,1,NA,88,"M","South East Region","A Level or Equivalent","20-30%","0-35",1,60,"Y","Withdrawn",-8,124,-8,124 +"677",630186,NA,NA,2.12244897959184,NA,3.75862068965517,1.25,1,6.32,NA,NA,NA,6.07692307692308,NA,2.44444444444444,1.80952380952381,1,NA,72,"M","East Midlands Region","A Level or Equivalent","90-100%","0-35",0,120,"N","Withdrawn",-155,31,-155,31 +"678",630745,NA,NA,2.14754098360656,NA,3.16666666666667,1.5,1,5.26751592356688,2.33333333333333,1,1.5,3.43333333333333,NA,1.39393939393939,1.6036036036036,1.15384615384615,79,64,"M","London Region","Lower Than A Level","40-50%","0-35",0,120,"N","Withdrawn",-115,158,-115,158 +"679",630835,2.625,1,2.86274509803922,NA,5.82242990654206,1.66666666666667,NA,6.6131221719457,2.2,1.75,1.08571428571429,12.8362573099415,NA,1.27659574468085,1.8328173374613,1.09756097560976,90.2857142857143,94.8,"F","South Region","A Level or Equivalent","90-100%","0-35",0,60,"N","Distinction",-154,NA,-154,NA +"680",630905,8.3125,3.5,5.52105697770438,NA,20.6608695652174,2,1.25,6.37946428571429,2.25274725274725,1.21052631578947,1.17777777777778,16.8495575221239,NA,1.225,2.125,2.46,100,90,"M","Wales","HE Qualification","50-60%","0-35",0,120,"N","Distinction",-95,NA,-95,NA +"681",630910,4.375,2,4.04081632653061,NA,4.3695652173913,1.5,NA,11.4144144144144,4.5,1,1.25,8.72602739726027,NA,1.20689655172414,2.13868613138686,1.44444444444444,87.4285714285714,79.6,"M","South West Region","A Level or Equivalent","20-30%","35-55",0,60,"N","Pass",-88,NA,-88,NA +"682",630992,NA,NA,3.35714285714286,NA,2.54545454545455,1.5,1.25,2.84905660377358,NA,1,NA,16.8461538461538,NA,2,2.25925925925926,NA,73.1428571428571,62.75,"F","East Midlands Region","A Level or Equivalent","80-90%","0-35",1,60,"N","Fail",-60,NA,-60,NA +"683",631075,NA,NA,NA,NA,3.16,NA,NA,4.62745098039216,NA,NA,NA,20.5,NA,2.33333333333333,1.68571428571429,2,74,71.25,"M","Scotland","A Level or Equivalent","80-90%","0-35",1,90,"N","Fail",-22,NA,-22,NA +"684",631193,NA,NA,3.46153846153846,NA,3.33333333333333,1.25,1,4.75,13,1,NA,4.25,NA,1.16666666666667,1.27777777777778,1,NA,86,"M","East Midlands Region","Lower Than A Level","30-40%","0-35",0,120,"Y","Withdrawn",-127,41,-127,41 +"685",631438,NA,NA,1.21875,NA,2.8125,1,NA,3.03571428571429,2,NA,NA,9.42857142857143,NA,1.125,1.22222222222222,1.33333333333333,86,80,"M","North Western Region","Lower Than A Level","20-30%","0-35",0,60,"N","Fail",-109,NA,-109,NA +"686",631524,NA,NA,2.60714285714286,NA,5.22388059701493,1,3,9.47826086956522,4,1,2,8.0609756097561,NA,1.47619047619048,2.08196721311475,1.375,75,53.6666666666667,"M","South West Region","A Level or Equivalent","20-30%","0-35",1,60,"Y","Fail",-63,NA,-63,NA +"687",631658,3,1,5.36885245901639,NA,9.28508771929824,1,1,8.95356738391846,3.45454545454545,1.15,1.12121212121212,7.048,NA,1.15384615384615,2.79146141215107,1.68817204301075,90.1428571428571,91.8,"M","East Anglian Region","Lower Than A Level","90-100%","35-55",0,60,"N","Distinction",-108,NA,-108,NA +"688",631681,NA,NA,1.53968253968254,NA,3.13953488372093,1,NA,3.43010752688172,1,1,NA,11.5569620253165,NA,1.45833333333333,2.83453237410072,2.16666666666667,64.8333333333333,51,"F","North Region","Lower Than A Level","10-20","0-35",0,90,"N","Pass",-22,NA,-22,NA +"689",631715,7,2,4.44604316546763,7,7.07142857142857,1,1,4.95454545454545,1.66666666666667,1,1.4,8.61016949152542,NA,1.1,2.17514124293785,1.17142857142857,94,88.4,"M","South Region","HE Qualification","50-60%","35-55",0,90,"N","Distinction",-25,NA,-25,NA +"690",631740,NA,1,3.19512195121951,NA,5.62295081967213,1.25,1,6.6830985915493,NA,1,NA,9.97560975609756,NA,1.47368421052632,2.03703703703704,1.28571428571429,69.2857142857143,78.2,"F","Wales","Lower Than A Level","0-10%","0-35",0,60,"Y","Pass",-94,NA,-94,NA +"691",631837,3.61538461538462,1.5,2.59166666666667,NA,4.38671875,1,1.66666666666667,6.66430260047281,1.6,1.45454545454545,1.31818181818182,4.54802259887006,NA,1.125,1.78384279475983,1.18518518518519,94,91.8,"M","Scotland","HE Qualification","60-70%","35-55",0,90,"N","Distinction",-34,NA,-34,NA +"692",631924,4.6,NA,2.61111111111111,NA,5.59541984732824,1.5,3,8.48728813559322,4.30769230769231,1.33333333333333,1.4375,8.24324324324324,NA,1.68965517241379,2.30733944954128,1.7,84.5714285714286,91.8,"F","North Western Region","A Level or Equivalent","90-100%","0-35",0,120,"N","Distinction",-101,NA,-101,NA +"693",632074,NA,NA,3.9390243902439,NA,3.63855421686747,1,3,8.45,2.1,3,1.4,8.16666666666667,NA,1.44444444444444,1.61290322580645,1.27272727272727,91.5714285714286,85.6,"M","Scotland","A Level or Equivalent","60-70%","0-35",0,60,"N","Distinction",-17,NA,-17,NA +"694",632179,NA,NA,3.03448275862069,NA,5.05882352941176,1,4,5.33333333333333,NA,1,NA,9.63636363636364,NA,1.4,1.41935483870968,1.66666666666667,60,70,"F","East Midlands Region","Lower Than A Level","30-40%","0-35",1,90,"N","Withdrawn",-98,86,-98,86 +"695",632276,NA,NA,1.66666666666667,NA,3.8,1.5,NA,3,NA,NA,NA,9.33333333333333,NA,1.25,1.62962962962963,1,75,74,"F","South Region","A Level or Equivalent","60-70%","0-35",0,120,"N","Withdrawn",-106,12,-106,12 +"696",632290,3.33333333333333,NA,3.35384615384615,NA,3.16949152542373,2,1,6.10526315789474,1,1,1.66666666666667,14.7027027027027,NA,1.14285714285714,1.3125,1.1875,84.1428571428571,84.2,"M","North Region","A Level or Equivalent","0-10%","0-35",1,60,"N","Pass",-80,NA,-80,NA +"697",632458,3.41666666666667,2,4.57363542739444,NA,6.55555555555556,1.28571428571429,1.5,5.2347972972973,2.47457627118644,1.36363636363636,1.12903225806452,7.02325581395349,NA,1.0952380952381,1.86305732484076,1.20588235294118,92.1428571428571,82.6,"M","North Region","Lower Than A Level","0-10%","35-55",0,60,"N","Distinction",-106,NA,-106,NA +"698",632556,NA,NA,3.08823529411765,NA,3.39130434782609,1,1.2,3.12162162162162,NA,NA,1,12.4651162790698,NA,1.04761904761905,1.18181818181818,1,75.7142857142857,71.5,"M","South Region","A Level or Equivalent","70-80%","0-35",0,60,"N","Fail",-22,NA,-22,NA +"699",632597,NA,NA,1.75,7,2.93333333333333,1,NA,6.13333333333333,1,NA,NA,14.3333333333333,NA,1.16666666666667,1.859375,1,82.5714285714286,48.8,"M","Wales","A Level or Equivalent","50-60%","0-35",0,60,"N","Pass",-22,NA,-22,NA +"700",632826,2.57142857142857,2,3.31858407079646,NA,3.37062937062937,1.14285714285714,1.5,4.5819397993311,2.72413793103448,1.35714285714286,1.14285714285714,6.20714285714286,NA,1.02777777777778,1.77777777777778,1.05769230769231,69.2857142857143,75.4,"M","East Anglian Region","A Level or Equivalent","10-20","0-35",0,120,"N","Pass",-9,NA,-9,NA +"701",632836,5.5,5,2.82857142857143,NA,3.51456310679612,1.33333333333333,1,7.70958083832335,3.625,1,1.16666666666667,8.67796610169492,NA,1.16,1.92270531400966,1.35483870967742,89,79,"F","London Region","Lower Than A Level","20-30%","0-35",0,60,"N","Pass",-25,NA,-25,NA +"702",633079,NA,1,4.08620689655172,NA,4.22429906542056,1.66666666666667,2,6.11960132890365,2.9,1.71428571428571,1,5.97647058823529,NA,1.95238095238095,1.6747572815534,1.20689655172414,91.75,77.6,"F","Scotland","Post Graduate Qualification","80-90%","0-35",0,60,"N","Pass",-10,NA,-10,NA +"703",633516,1,NA,3.25333333333333,NA,4.14583333333333,1.2,NA,4.52158273381295,4.25,1,1.33333333333333,7.71951219512195,NA,1.46875,1.84974093264249,1.42857142857143,86.5714285714286,70.4,"M","Ireland","A Level or Equivalent","50-60%","0-35",0,60,"N","Pass",-25,NA,-25,NA +"704",633555,2.8,2,2.04511278195489,NA,3.58048780487805,1.5,1,9.09685863874346,2.06666666666667,1.07692307692308,1.18181818181818,6.48076923076923,NA,1.05084745762712,1.60952380952381,1.34146341463415,90.1428571428571,97.4,"M","Yorkshire Region","A Level or Equivalent","90-100%","0-35",0,60,"N","Distinction",-50,NA,-50,NA +"705",633568,NA,NA,2.06737588652482,3,3.55688622754491,1,2.57142857142857,2.06603773584906,1,NA,NA,20.8378378378378,NA,1.58823529411765,1.54418604651163,1.76470588235294,61.7142857142857,62.2,"M","North Western Region","Lower Than A Level","40-50%","35-55",0,60,"N","Pass",-60,NA,-60,NA +"706",633628,NA,NA,3.45348837209302,NA,3.12121212121212,1,2,2,NA,1,NA,NA,NA,2.28571428571429,1.92857142857143,1,NA,62,"M","Ireland","A Level or Equivalent","20-30%","0-35",1,60,"N","Fail",-78,NA,-78,NA +"707",633867,1,NA,2.08333333333333,NA,2.88181818181818,1.5,1,4.56043956043956,2.54545454545455,1,1.22222222222222,10.5443037974684,NA,1.11940298507463,1.7175572519084,1.08695652173913,84.2857142857143,81,"M","Scotland","Lower Than A Level","60-70%","0-35",0,90,"N","Pass",-30,NA,-30,NA +"708",633931,2.45454545454545,1,2.86752136752137,NA,5.68981481481481,1.4,1.4,5.51304347826087,2.73684210526316,1.1875,1.15151515151515,8.83673469387755,NA,1.58860759493671,1.94375,1.28467153284672,87,91.4,"M","East Midlands Region","A Level or Equivalent","30-40%","35-55",0,90,"N","Distinction",-100,NA,-100,NA +"709",634088,3,1,1.82089552238806,NA,3.01574803149606,1.33333333333333,NA,5.31649831649832,2.23076923076923,1,1.17647058823529,8.26470588235294,NA,1.04166666666667,1.43258426966292,1.0952380952381,91.7142857142857,85.2,"M","North Region","A Level or Equivalent","","0-35",1,90,"N","Distinction",-25,NA,-25,NA +"710",634114,NA,NA,1.4,NA,1.58974358974359,1,NA,5.31428571428571,3,1,NA,13.4,NA,1,1.24,1,84.3333333333333,57,"M","Scotland","Lower Than A Level","0-10%","0-35",1,60,"Y","Fail",-28,NA,-28,NA +"711",634512,4.33333333333333,1,2.2280701754386,NA,3.00769230769231,1,NA,5.01302931596091,2.375,1,1,7,NA,1.12,1.88068181818182,1.08333333333333,92.75,56.6,"M","North Western Region","Lower Than A Level","0-10%","0-35",0,60,"N","Pass",-25,NA,-25,NA +"712",634526,3.5,2,2.22,NA,3.816,1.75,1.78571428571429,7.2063829787234,2.7,1.07692307692308,1.1,7.94871794871795,NA,1.34883720930233,1.67906976744186,1.17647058823529,82.1428571428571,80.2,"M","North Region","A Level or Equivalent","","0-35",1,90,"N","Pass",-3,NA,-3,NA +"713",634601,NA,NA,4.4375,NA,3.53846153846154,1.66666666666667,NA,5.81632653061224,1.5,NA,NA,1.14285714285714,NA,1.72727272727273,1.56363636363636,1,NA,79.6666666666667,"F","West Midlands Region","A Level or Equivalent","50-60%","0-35",0,90,"N","Fail",-60,NA,-60,NA +"714",634749,1.5,2,4.49787234042553,NA,8.16803278688525,1,1.35294117647059,6.290625,1.96428571428571,1.25,1.19230769230769,13.3780487804878,NA,1.05,2.21806853582554,1.68181818181818,94,89.2,"M","South East Region","Lower Than A Level","80-90%","35-55",0,90,"N","Pass",-63,NA,-63,NA +"715",634943,NA,NA,2.73684210526316,NA,3.86666666666667,1.6,NA,3.47368421052632,7,1,NA,6,NA,1.66666666666667,1.75,1.33333333333333,NA,78,"M","South Region","HE Qualification","70-80%","35-55",0,120,"N","Withdrawn",-43,46,-43,46 +"716",635184,NA,NA,2.31111111111111,NA,3.59420289855072,1,4,6.28865979381443,2,1,NA,10.3253012048193,NA,1.24390243902439,1.66968325791855,1.16666666666667,62.8571428571429,45.8,"M","Ireland","Lower Than A Level","20-30%","0-35",0,60,"N","Fail",-50,NA,-50,NA +"717",635410,NA,NA,1.77777777777778,NA,3.0625,1,NA,1.84210526315789,NA,1,NA,6.3,NA,1.16666666666667,1.25,NA,86,58,"M","South Region","A Level or Equivalent","40-50%","0-35",0,150,"Y","Fail",-115,NA,-115,NA +"718",635746,NA,NA,1.52380952380952,NA,2.59259259259259,1,NA,1.66666666666667,1.33333333333333,NA,NA,10,NA,1.25,1.51724137931034,1,NA,82,"M","Yorkshire Region","A Level or Equivalent","0-10%","0-35",0,90,"Y","Withdrawn",-154,59,-154,59 +"719",635751,NA,NA,3.46666666666667,NA,2.67164179104478,NA,1,5.26666666666667,1,1.25,NA,16.48,NA,1.27272727272727,2.20769230769231,1.28571428571429,71.8571428571429,65.5,"M","London Region","Lower Than A Level","30-40%","0-35",0,60,"N","Fail",-37,NA,-37,NA +"720",635795,7.44444444444444,1.5,4.66666666666667,NA,5.73134328358209,1.25,1.45454545454545,7.09442060085837,3.58823529411765,1,1.1025641025641,8.2258064516129,NA,1.1304347826087,1.66666666666667,1.125,84.5714285714286,77,"M","Scotland","A Level or Equivalent","30-40%","0-35",0,60,"N","Pass",-8,NA,-8,NA +"721",635903,NA,NA,3.25,NA,3.54761904761905,1.33333333333333,NA,5.89041095890411,3.16666666666667,NA,1.5,10.9,NA,1.33333333333333,2.06060606060606,1.46153846153846,NA,83.25,"M","Yorkshire Region","Lower Than A Level","40-50%","0-35",0,60,"N","Fail",-129,NA,-129,NA +"722",635985,NA,NA,1.8,NA,2.1875,1,NA,6,NA,NA,NA,12.7142857142857,NA,2,1.9375,1,88,72,"M","North Western Region","A Level or Equivalent","80-90%","0-35",0,120,"N","Fail",-23,NA,-23,NA +"723",636314,2.5,2,2.47260273972603,NA,6.11538461538461,2.25,1.33333333333333,8.09311740890688,2.53333333333333,1,1.13333333333333,6.59602649006623,NA,1.65714285714286,1.97142857142857,1.2,71.4285714285714,81.6,"M","Scotland","HE Qualification","20-30%","0-35",0,60,"N","Pass",-99,NA,-99,NA +"724",636375,NA,NA,4.05405405405405,NA,3.24444444444444,1.6,1.8,4.17241379310345,5,NA,1.375,22.6111111111111,NA,1,1.90322580645161,1.25,82.5,68,"M","South West Region","Lower Than A Level","60-70%","0-35",0,60,"N","Withdrawn",-155,93,-155,93 +"725",636400,4.33333333333333,NA,2.18840579710145,4.5,3.16666666666667,1,2,6.66497461928934,3.25,1,1.15384615384615,27.3260869565217,NA,1.81818181818182,1.85,1.36842105263158,88.7142857142857,87.4,"F","West Midlands Region","A Level or Equivalent","60-70%","0-35",0,60,"N","Pass",-115,NA,-115,NA +"726",636408,NA,NA,3.77551020408163,NA,3.45161290322581,1.5,1.33333333333333,3.23076923076923,NA,NA,NA,17.1707317073171,NA,1.57142857142857,1.63366336633663,2.26666666666667,64.4285714285714,64.2,"F","Wales","A Level or Equivalent","10-20","35-55",0,60,"N","Pass",-31,NA,-31,NA +"727",636469,NA,1,3.11949685534591,NA,4.32773109243697,1.75,1.33333333333333,6.66795366795367,2.625,1,1.14285714285714,9.15384615384615,NA,1.20689655172414,1.95471698113208,1.25806451612903,83.7142857142857,89.2,"M","Scotland","A Level or Equivalent","60-70%","0-35",0,60,"N","Distinction",-102,NA,-102,NA +"728",636492,NA,NA,1.4,NA,3.61538461538462,1,NA,2.73913043478261,NA,1.2,NA,9.75,NA,2.29411764705882,2.82352941176471,1.66666666666667,NA,46,"F","London Region","A Level or Equivalent","0-10%","0-35",0,120,"N","Withdrawn",-85,64,-85,64 +"729",636547,NA,NA,3.07142857142857,NA,3.94871794871795,1.66666666666667,NA,6.64383561643836,6,2,1,4.83333333333333,NA,1.18181818181818,1.66666666666667,1.07692307692308,NA,69.5,"M","West Midlands Region","HE Qualification","60-70%","0-35",0,120,"N","Fail",-22,NA,-22,NA +"730",636565,NA,NA,2.48275862068966,NA,2.63333333333333,NA,NA,2.61643835616438,NA,2,NA,13.8461538461538,NA,1.16666666666667,1.4320987654321,5,73.1428571428571,82.2,"M","East Midlands Region","Lower Than A Level","30-40%","0-35",0,90,"N","Pass",-129,NA,-129,NA +"731",636634,NA,NA,1.81481481481481,NA,4.06666666666667,1.33333333333333,1,4.29787234042553,2,1,NA,11.2222222222222,NA,1.5,1.62745098039216,1,NA,58,"F","East Midlands Region","Lower Than A Level","20-30%","0-35",0,120,"Y","Withdrawn",-140,52,-140,52 +"732",636656,1,1,3.12244897959184,NA,2.73636363636364,1.33333333333333,NA,7.95652173913043,3,1,1.21428571428571,10.3623188405797,NA,1.1,1.46496815286624,1.52631578947368,77,80.2,"M","East Anglian Region","A Level or Equivalent","20-30%","0-35",0,120,"N","Pass",-106,NA,-106,NA +"733",636704,NA,NA,4.38461538461539,NA,3.11111111111111,1.5,1.28571428571429,3,1,1,NA,9.91463414634146,NA,1.04761904761905,1.82222222222222,1.13333333333333,69.1428571428571,60,"F","South Region","A Level or Equivalent","10-20","0-35",0,120,"N","Fail",-30,NA,-30,NA +"734",636783,NA,NA,2.13647642679901,NA,6.04469273743017,1.33333333333333,1,6.63940520446097,3.11111111111111,1.5,1.33333333333333,11.5322580645161,NA,1.3030303030303,1.655,1.35714285714286,91.2857142857143,91.2,"M","North Region","HE Qualification","40-50%","0-35",0,150,"N","Distinction",-88,NA,-88,NA +"735",636830,2.8,1,2.13809523809524,NA,4.62637362637363,1,3,6.34,2.8,1.11111111111111,1.0952380952381,4.77477477477477,NA,1.64864864864865,1.5607476635514,1.37037037037037,88,89,"M","Scotland","HE Qualification","90-100%","0-35",0,60,"N","Distinction",-92,NA,-92,NA +"736",636832,2.28571428571429,1,2.61605584642234,NA,5.63849765258216,1.875,4.27272727272727,7.53592233009709,2.84210526315789,1,1.5,8.18604651162791,NA,1.33333333333333,2.08564814814815,1.38095238095238,74.5714285714286,73.2,"M","Wales","A Level or Equivalent","30-40%","35-55",0,120,"N","Pass",-24,NA,-24,NA +"737",637004,2.66666666666667,1,1.79693486590038,NA,5.37404580152672,1,3.55555555555556,3.7043795620438,1.57142857142857,1.33333333333333,1.5,8.2536231884058,NA,1.19444444444444,1.76036866359447,1.17647058823529,74.5714285714286,72,"F","North Region","Lower Than A Level","30-40%","0-35",0,60,"N","Pass",-155,NA,-155,NA +"738",637089,NA,NA,2.90909090909091,NA,2.13636363636364,1,NA,6.02272727272727,NA,1,NA,1,NA,1.625,2,1,NA,64.3333333333333,"M","Wales","A Level or Equivalent","70-80%","0-35",0,180,"N","Fail",-5,NA,-5,NA +"739",637358,NA,NA,1.89655172413793,NA,3.03896103896104,1.4,NA,4.27683615819209,1.71428571428571,1,NA,15.3968253968254,NA,1.30769230769231,1.56115107913669,1.05,71.4285714285714,85.8,"M","Wales","Lower Than A Level","20-30%","0-35",0,120,"N","Pass",-29,NA,-29,NA +"740",637509,NA,NA,2.15789473684211,NA,3.84615384615385,1,NA,1.575,NA,NA,NA,17.375,NA,1.4,1.51923076923077,1.2,75,44.5,"F","Ireland","Lower Than A Level","","0-35",0,150,"N","Fail",-35,NA,-35,NA +"741",637514,NA,NA,2.53333333333333,NA,3.94736842105263,1,1,3.93617021276596,1,1,NA,3,NA,1,1.47619047619048,1.125,NA,46,"M","Yorkshire Region","A Level or Equivalent","30-40%","0-35",0,60,"N","Withdrawn",-63,199,-63,199 +"742",637563,NA,NA,3.43243243243243,3,5.62962962962963,1,1.33333333333333,4.64705882352941,NA,1,NA,11.4285714285714,NA,2,2.22950819672131,1.18181818181818,89.5,91,"M","East Midlands Region","A Level or Equivalent","90-100%","0-35",0,120,"N","Fail",-66,NA,-66,NA +"743",637582,NA,NA,4.36111111111111,NA,2.6530612244898,NA,2,4.13333333333333,4,1,NA,11.3965517241379,NA,1.63829787234043,2.11016949152542,1.35,61.1428571428571,36.6,"M","East Anglian Region","HE Qualification","20-30%","35-55",0,90,"N","Fail",-21,NA,-21,NA +"744",637708,2.55555555555556,1.5,2.0353982300885,NA,4.168,1.25,1,7.99596774193548,1.5625,1.14285714285714,1.16666666666667,12.4494382022472,NA,1.03448275862069,1.81564245810056,1.26190476190476,96.1428571428571,89.2,"M","East Anglian Region","HE Qualification","80-90%","0-35",0,120,"N","Distinction",-133,NA,-133,NA +"745",637788,NA,NA,1.52631578947368,NA,2.64285714285714,1,1,1.35483870967742,NA,NA,NA,11.1428571428571,NA,1.28571428571429,1.54545454545455,NA,NA,67,"M","East Midlands Region","Lower Than A Level","20-30%","0-35",0,60,"Y","Fail",-109,NA,-109,NA +"746",637800,NA,NA,3.62162162162162,NA,3.35714285714286,1.5,3.5,4.18367346938776,4.33333333333333,NA,1.5,9.45454545454546,NA,1.5,1.89583333333333,1.66666666666667,65,70,"M","Yorkshire Region","Lower Than A Level","0-10%","0-35",0,120,"Y","Withdrawn",-67,114,-67,114 +"747",637906,NA,NA,2.61926605504587,1,3.41071428571429,1,2,3.40441176470588,2.71428571428571,1,NA,11.734375,NA,1.4,1.88961038961039,1.07142857142857,68.7142857142857,77.8,"M","Wales","Lower Than A Level","50-60%","35-55",0,90,"N","Pass",-87,NA,-87,NA +"748",637939,NA,NA,3.80769230769231,NA,3.48648648648649,NA,NA,3.11827956989247,1.66666666666667,1,NA,3.88888888888889,NA,1.45454545454545,1.57575757575758,1,NA,33.25,"M","South West Region","A Level or Equivalent","0-10%","0-35",0,150,"N","Fail",-142,NA,-142,NA +"749",637980,NA,1,1.64556962025316,NA,4.44715447154472,1.75,1.35714285714286,5.68895348837209,2.25,1.25,1,9.3875,NA,1.53571428571429,1.80252100840336,1.20454545454545,73.2857142857143,81,"F","Scotland","HE Qualification","50-60%","0-35",0,60,"N","Pass",-28,NA,-28,NA +"750",638034,5.33333333333333,1,3.29508196721311,NA,5.87610619469027,1,1,4.47783251231527,3.54545454545455,1.11111111111111,1.45454545454545,7.27551020408163,NA,1.11111111111111,2.03289473684211,1.65384615384615,83.4285714285714,79.8,"M","Scotland","A Level or Equivalent","70-80%","0-35",0,120,"N","Pass",-7,NA,-7,NA +"751",638388,NA,NA,2.66666666666667,NA,3.83582089552239,1,2.4,4.0990099009901,3.875,1.66666666666667,1,13.7142857142857,1,1.21428571428571,1.75,1.5,78.5714285714286,89.2,"M","East Anglian Region","A Level or Equivalent","60-70%","0-35",0,60,"N","Pass",-150,NA,-150,NA +"752",638411,6.06666666666667,3.5,4.4213649851632,NA,9.02890173410405,2.14285714285714,1.8,7.54432624113475,3.06024096385542,1.25,1.1,8.22222222222222,NA,1.34210526315789,2.01442307692308,1.46086956521739,84.1428571428571,85.4,"M","West Midlands Region","A Level or Equivalent","40-50%","0-35",0,60,"N","Pass",-53,NA,-53,NA +"753",638498,2,NA,2.336,NA,2.828125,1,1.25,11.1896551724138,2,1,1.15384615384615,10.8181818181818,NA,1.04545454545455,1.55752212389381,2.4,69.8571428571429,72.4,"M","West Midlands Region","Lower Than A Level","10-20","0-35",0,90,"N","Pass",-155,NA,-155,NA +"754",638515,2,NA,2.18181818181818,NA,3.29545454545455,2,NA,9.14457831325301,2.6,NA,1.75,13.875,NA,1.05882352941176,1.46666666666667,2,70.8571428571429,71,"M","West Midlands Region","Lower Than A Level","10-20","0-35",0,90,"N","Pass",-155,NA,-155,NA +"755",638625,3.52941176470588,2.5,2.82080924855491,NA,3.92899408284024,1.5,2,6.05841121495327,4.375,1,1.15151515151515,5.01224489795918,NA,1.21621621621622,1.5952380952381,1.3953488372093,89.5714285714286,91.2,"M","West Midlands Region","A Level or Equivalent","30-40%","0-35",0,60,"N","Pass",-155,NA,-155,NA +"756",638655,NA,NA,2.57286432160804,5,4.19310344827586,1.5,NA,5.83193277310924,3.09090909090909,1,NA,6.1025641025641,NA,1.11764705882353,1.75280898876405,1.32432432432432,90.8571428571429,79.8,"M","South East Region","A Level or Equivalent","50-60%","0-35",0,90,"N","Pass",-60,NA,-60,NA +"757",638677,3.5,NA,2.78181818181818,NA,3.90909090909091,1.25,1.66666666666667,6.73417721518987,1.83333333333333,1,1.2,9.52941176470588,NA,1.04347826086957,1.47560975609756,1.09090909090909,75.5,82.75,"F","East Anglian Region","A Level or Equivalent","60-70%","0-35",0,120,"N","Withdrawn",-123,195,-123,195 +"758",638831,NA,NA,3.81818181818182,NA,3.41666666666667,1,NA,5.58783783783784,2.8,1,1,2.31578947368421,NA,1.0625,1.98630136986301,1.09090909090909,NA,56,"M","Yorkshire Region","Lower Than A Level","70-80%","0-35",0,90,"N","Fail",-149,NA,-149,NA +"759",639028,2,1,2.921875,NA,4.27966101694915,1.125,1.125,5.73799126637555,2.15,1,1.25,6.82222222222222,NA,1.19047619047619,1.64705882352941,1.20588235294118,86.5714285714286,55.4,"F","London Region","Lower Than A Level","20-30%","0-35",0,90,"N","Pass",-71,NA,-71,NA +"760",639231,NA,NA,2.03787878787879,NA,4.24074074074074,1,1.11111111111111,5.875,1.83333333333333,1,1.5,10.2586206896552,NA,1.25,1.42857142857143,1.10526315789474,73.1428571428571,85.6,"M","London Region","Lower Than A Level","50-60%","0-35",0,120,"N","Pass",-142,NA,-142,NA +"761",639234,NA,NA,2.52380952380952,NA,3.21794871794872,1,1,7.23809523809524,3.375,1,1.5,17.9,NA,1.42857142857143,1.65217391304348,1.18181818181818,88.6666666666667,78.75,"M","Scotland","A Level or Equivalent","40-50%","0-35",0,120,"Y","Withdrawn",-79,149,-79,149 +"762",639238,NA,NA,2.74603174603175,NA,3.59722222222222,1.33333333333333,NA,5.125,1,1,NA,1,NA,1.2,1.95774647887324,1,NA,67,"M","North Western Region","Lower Than A Level","60-70%","0-35",0,120,"N","Withdrawn",-154,114,-154,114 +"763",639522,1,NA,4.72,NA,4.21951219512195,NA,2,6.90588235294118,NA,NA,NA,15.15,NA,1.47058823529412,2.14285714285714,1.5,73.4285714285714,73.8,"M","South East Region","A Level or Equivalent","30-40%","0-35",0,90,"N","Pass",-67,NA,-67,NA +"764",639919,NA,NA,2.4,NA,3.57142857142857,1,NA,6.0377358490566,5.125,1,NA,11.1428571428571,NA,2.09090909090909,1.8,1,68,72,"M","East Anglian Region","Lower Than A Level","10-20","0-35",0,60,"N","Withdrawn",-144,72,-144,72 +"765",640098,3.28571428571429,2,2.56551724137931,NA,2.95918367346939,1,1.42857142857143,5.67452830188679,3.73333333333333,1,1.16666666666667,11.9264705882353,NA,1.28,1.78807947019868,1.04545454545455,77.4285714285714,82.4,"F","Scotland","A Level or Equivalent","40-50%","35-55",0,60,"N","Pass",-15,NA,-15,NA +"766",640278,5,3,4.99718309859155,NA,10.6414342629482,1.6,3.14285714285714,9.74291497975709,3.85245901639344,1.66666666666667,1.24242424242424,9.58389261744967,NA,1.6875,2.88089330024814,1.75539568345324,90.1428571428571,83.8,"M","Scotland","HE Qualification","30-40%","35-55",0,60,"N","Pass",-81,NA,-81,NA +"767",640329,NA,1,3.3859649122807,4,3.37254901960784,1.5,3,4.58730158730159,2.6,1,1.5,8.98809523809524,NA,1.48076923076923,1.88125,1.26666666666667,87.7142857142857,79.6,"F","London Region","A Level or Equivalent","70-80%","0-35",0,180,"N","Pass",-154,NA,-154,NA +"768",640429,3.5,NA,2.41714285714286,NA,3.91111111111111,1.25,1.14285714285714,6.86343612334802,2.625,1.25,1.17647058823529,20.6024096385542,NA,1.02898550724638,1.55276381909548,1.26086956521739,100,90.6,"M","North Western Region","A Level or Equivalent","30-40%","0-35",0,90,"N","Distinction",-150,NA,-150,NA +"769",640552,NA,NA,2.11111111111111,NA,2.33333333333333,2,NA,1.64285714285714,NA,1,NA,1,NA,1,1.66666666666667,NA,NA,64,"M","North Western Region","Lower Than A Level","40-50%","35-55",0,120,"Y","Withdrawn",-79,53,-79,53 +"770",640584,NA,NA,2.25,NA,2.27777777777778,1.5,NA,3.66666666666667,NA,NA,NA,1,NA,1,1.69565217391304,1,80,58,"M","East Midlands Region","Lower Than A Level","90-100%","0-35",0,120,"N","Withdrawn",-77,93,-77,93 +"771",640711,3,NA,2.05454545454545,NA,4.02040816326531,1,1.6,5.94258373205742,1.4,1,1,14.1590909090909,NA,1.38235294117647,1.72093023255814,1.23809523809524,79.8571428571429,89.4,"F","Wales","Lower Than A Level","10-20","35-55",0,90,"Y","Pass",-140,NA,-140,NA +"772",640752,NA,1,2.78504672897196,3,4.44086021505376,1.5,1,9.18357487922705,4.2,1,1,10.7971014492754,NA,1.82608695652174,2.43518518518519,1.33333333333333,75.1428571428571,62.8,"M","North Western Region","HE Qualification","50-60%","0-35",0,60,"N","Pass",-15,NA,-15,NA +"773",640848,NA,1,3.11363636363636,NA,6.30188679245283,1.6,NA,6.48550724637681,1.83333333333333,1,NA,12.75,NA,2.0625,1.85185185185185,1.16666666666667,71.2857142857143,76.8,"F","West Midlands Region","Lower Than A Level","30-40%","0-35",0,90,"N","Pass",-144,NA,-144,NA +"774",640892,7,1,2.15217391304348,NA,2.52702702702703,1,3.33333333333333,5,5.5,1,1.61538461538462,10.58,NA,1.32142857142857,1.744,1.08,87.5714285714286,81,"M","North Western Region","A Level or Equivalent","20-30%","35-55",0,60,"Y","Pass",-44,NA,-44,NA +"775",640913,NA,NA,2.17647058823529,NA,3.95833333333333,1,1,10.6024096385542,3,NA,NA,15.5833333333333,NA,1.15789473684211,1.82608695652174,1,80.8571428571429,77.2,"M","West Midlands Region","Lower Than A Level","80-90%","0-35",0,90,"N","Pass",-64,NA,-64,NA +"776",640927,2.42857142857143,1,2.36842105263158,NA,3.04310344827586,2,1.42857142857143,5.62285714285714,1.66666666666667,1.11111111111111,1.13636363636364,10.3894736842105,NA,1.05555555555556,1.42718446601942,1.25806451612903,88.7142857142857,81,"M","South Region","HE Qualification","50-60%","0-35",0,60,"N","Pass",-143,NA,-143,NA +"777",641085,NA,NA,3.15384615384615,NA,2.58333333333333,1,9,2.66666666666667,1,2,NA,5.6,NA,1.1,1.5,1,NA,70,"M","North Western Region","A Level or Equivalent","60-70%","0-35",0,90,"N","Fail",-154,NA,-154,NA +"778",641137,3.33333333333333,2,3.52439024390244,NA,3.49074074074074,1.57142857142857,1.45,3.15547703180212,3.36842105263158,1.07692307692308,1.26666666666667,7.92537313432836,NA,1.20512820512821,2.10245901639344,1.13888888888889,95.7142857142857,87.8,"M","East Anglian Region","Lower Than A Level","70-80%","35-55",0,60,"N","Distinction",-23,NA,-23,NA +"779",641275,NA,NA,1.75,NA,3.83333333333333,1,2,5.11111111111111,NA,1,NA,NA,NA,1,1.91304347826087,NA,NA,31,"M","North Region","Lower Than A Level","60-70%","0-35",0,60,"N","Withdrawn",-95,62,-95,62 +"780",641309,NA,NA,3.64285714285714,NA,3.35227272727273,1,1,9.17338709677419,1.83333333333333,1,1.4,6.75675675675676,NA,1.26086956521739,1.52777777777778,1,75.7142857142857,83.8,"M","West Midlands Region","A Level or Equivalent","20-30%","35-55",0,60,"N","Pass",-63,NA,-63,NA +"781",641311,6.625,1,2.75688073394495,NA,5.95394736842105,1.14285714285714,1.6,7.13370473537604,2,1.15384615384615,1.25925925925926,6.82162162162162,NA,1.14285714285714,1.9208211143695,1.44776119402985,92,86,"M","South East Region","Lower Than A Level","50-60%","35-55",0,60,"N","Distinction",-142,NA,-142,NA +"782",641363,NA,NA,2.625,NA,3.65714285714286,1.5,NA,3.25,NA,1,NA,13.5263157894737,NA,1.07142857142857,1.56701030927835,1.75,88.8571428571429,75,"M","North Region","A Level or Equivalent","70-80%","0-35",0,120,"N","Pass",-143,NA,-143,NA +"783",641401,3.14285714285714,NA,2.49397590361446,2,3.66216216216216,1.25,1,7.30102040816327,2.81818181818182,1,1.15384615384615,11.775,NA,1.67567567567568,1.53448275862069,1.27272727272727,75,92.4,"M","North Western Region","A Level or Equivalent","90-100%","0-35",0,60,"N","Distinction",-9,NA,-9,NA +"784",641404,NA,NA,2.29268292682927,NA,7.28571428571429,1.57142857142857,NA,8.48611111111111,2.6,1.33333333333333,1.5,8.97368421052632,NA,2,2.11688311688312,1.4,NA,70,"M","West Midlands Region","Lower Than A Level","0-10%","0-35",0,120,"N","Withdrawn",-53,47,-53,47 +"785",641433,NA,NA,3.69230769230769,NA,2.05263157894737,1,1.5,4.22058823529412,2.6,1,NA,7.25,NA,1.09090909090909,1.6031746031746,1,NA,72,"M","South East Region","Lower Than A Level","60-70%","0-35",0,60,"N","Fail",-78,NA,-78,NA +"786",641461,NA,1,1.90909090909091,NA,2.20779220779221,1,4,4.38509316770186,2.66666666666667,1,2,8.74193548387097,NA,1.08,1.40566037735849,1.11111111111111,83.7142857142857,87.4,"M","East Anglian Region","Lower Than A Level","90-100%","0-35",0,60,"N","Pass",-142,NA,-142,NA +"787",641470,NA,NA,2.43333333333333,NA,2.7,1,NA,4.54761904761905,4,1,1.5,10.4,NA,1.4,1.34042553191489,1,NA,59.3333333333333,"M","North Western Region","Lower Than A Level","0-10%","0-35",0,60,"N","Fail",-155,NA,-155,NA +"788",641547,NA,NA,5,NA,4.35294117647059,1.25,1.33333333333333,3.67,1.14285714285714,1,1,12.5,NA,1.03030303030303,1.63963963963964,1.08333333333333,76,86.2,"M","South East Region","Lower Than A Level","40-50%","0-35",0,90,"N","Pass",-29,NA,-29,NA +"789",641804,NA,NA,3,NA,4.47058823529412,2,1,3.28571428571429,NA,NA,NA,1,NA,1.25,1.78787878787879,1,NA,65,"M","West Midlands Region","A Level or Equivalent","50-60%","0-35",0,120,"N","Withdrawn",-25,75,-25,75 +"790",641864,2.875,3,3.13227513227513,1,3.97058823529412,1.25,1,5.66283524904215,2.5,1,1.08333333333333,8.46153846153846,NA,1.09090909090909,1.56804733727811,1.07407407407407,84.2857142857143,92.6,"M","South Region","Lower Than A Level","40-50%","0-35",0,60,"N","Distinction",-136,NA,-136,NA +"791",641914,4.28571428571429,1.5,2.79310344827586,NA,4.55704697986577,1.14285714285714,4.16666666666667,6.90238611713666,2.33333333333333,1,1.16666666666667,7.63803680981595,NA,1.21818181818182,2.33734939759036,1.2,87.1428571428571,88.8,"M","Wales","A Level or Equivalent","30-40%","35-55",0,60,"N","Pass",-25,NA,-25,NA +"792",642029,2,NA,2.58389261744966,NA,2.28571428571429,1,1,5.36448598130841,2,1,1.5,14.4583333333333,NA,1.25,1.34090909090909,1.3125,71.1428571428571,74.8,"M","South East Region","A Level or Equivalent","70-80%","0-35",0,60,"N","Pass",-120,NA,-120,NA +"793",642056,4,NA,2.45333333333333,NA,4.17283950617284,1,1.42857142857143,5.01075268817204,2,1,1,11.7380952380952,NA,2.62903225806452,1.76190476190476,1.16666666666667,89,92.6,"M","West Midlands Region","A Level or Equivalent","","0-35",0,60,"N","Distinction",-25,NA,-25,NA +"794",642375,NA,NA,2.28571428571429,NA,3.59183673469388,1,NA,5.29838709677419,2.44444444444444,NA,1.5,10.5882352941176,NA,1.04166666666667,1.5,1.26315789473684,85.8571428571429,87,"M","North Western Region","Lower Than A Level","70-80%","0-35",0,60,"N","Pass",-115,NA,-115,NA +"795",642448,1.5,NA,4.32989690721649,NA,4.61682242990654,2,NA,5.29861111111111,3,1,1.5,12.8970588235294,NA,1.10526315789474,1.57575757575758,1.29411764705882,83.8571428571429,85.8,"M","South Region","Lower Than A Level","30-40%","0-35",0,120,"N","Pass",-79,NA,-79,NA +"796",642449,2.57142857142857,1,3.33333333333333,NA,3.12280701754386,1.75,1.375,4.07486631016043,1.18181818181818,1,2,12.7037037037037,NA,1.57317073170732,1.50187265917603,1.15625,67.8571428571429,52.4,"F","South Region","Lower Than A Level","80-90%","0-35",0,90,"N","Pass",-21,NA,-21,NA +"797",642493,1.33333333333333,NA,4.36363636363636,NA,5.14942528735632,1.25,NA,7.96618357487923,4.8,1,1.5,10.1264367816092,NA,1.15,1.93434343434343,1.09090909090909,83.8571428571429,71.6,"M","Wales","Lower Than A Level","60-70%","0-35",0,60,"N","Pass",-16,NA,-16,NA +"798",642496,NA,NA,2.95744680851064,NA,3.3448275862069,1,NA,4.28301886792453,1.71428571428571,1,1,1.71428571428571,NA,1.22727272727273,1.41025641025641,1.16666666666667,NA,70,"M","East Midlands Region","A Level or Equivalent","50-60%","0-35",0,180,"N","Withdrawn",-25,90,-25,90 +"799",642498,2.5,1.5,2.01282051282051,NA,2.52727272727273,1.33333333333333,1,4.67934782608696,2.5,1.33333333333333,1.57142857142857,20.65625,NA,1.18918918918919,1.5,1.16666666666667,94.7142857142857,86,"M","London Region","A Level or Equivalent","40-50%","0-35",0,60,"N","Pass",-99,NA,-99,NA +"800",642551,2.72727272727273,1,2.37226277372263,NA,3.21,1.16666666666667,1.75,6.85185185185185,3.53333333333333,1.25,1.06060606060606,8.36666666666667,NA,1.17241379310345,1.53374233128834,1.34090909090909,82,79.6,"M","London Region","A Level or Equivalent","40-50%","35-55",0,60,"N","Pass",-146,NA,-146,NA +"801",642626,NA,NA,2.59375,4,3.875,1.33333333333333,1,7.16901408450704,5,1,NA,3.5,NA,1.2,1.97014925373134,1.16666666666667,NA,65,"F","North Western Region","Lower Than A Level","20-30%","0-35",0,120,"Y","Withdrawn",-77,65,-77,65 +"802",642730,NA,NA,3,NA,3.7,1,NA,7.51351351351351,3.14285714285714,1,1.5,6.42857142857143,NA,1.14285714285714,2,1.16666666666667,NA,86,"M","East Anglian Region","Lower Than A Level","80-90%","0-35",0,60,"N","Fail",-129,NA,-129,NA +"803",642740,3.5,1,2.74566473988439,NA,5.11494252873563,1.28571428571429,1.16666666666667,7.43478260869565,4.25,1.07142857142857,1.07692307692308,12.4418604651163,NA,1.44444444444444,1.77364864864865,1.17307692307692,96.1428571428571,93.4,"M","West Midlands Region","A Level or Equivalent","90-100%","0-35",0,60,"N","Distinction",-29,NA,-29,NA +"804",642750,5,2,3.15789473684211,NA,4.28455284552845,1,1.17647058823529,6.22183098591549,2.93333333333333,1,1.18181818181818,3.94886363636364,NA,2.07575757575758,1.60714285714286,1.14634146341463,92.7142857142857,89.6,"M","London Region","HE Qualification","0-10%","35-55",0,90,"N","Distinction",-31,NA,-31,NA +"805",642790,NA,NA,3.61764705882353,NA,5.64102564102564,1,1.2,8.02469135802469,2.44444444444444,1,NA,5.5,NA,1.07142857142857,1.96,1.11111111111111,NA,56,"M","London Region","Lower Than A Level","10-20","35-55",0,150,"N","Withdrawn",-147,12,-147,12 +"806",642840,NA,NA,2.48275862068966,NA,3.95833333333333,1.5,3,7.85384615384615,2.36363636363636,1,1.66666666666667,10.2592592592593,NA,1.81481481481481,1.624,1.14285714285714,73,71.3333333333333,"M","West Midlands Region","Lower Than A Level","40-50%","0-35",0,120,"Y","Fail",-133,NA,-133,NA +"807",642843,5.2,2,3.1195652173913,1,6.68527918781726,1.84615384615385,1.5,6.97122302158273,2.16666666666667,1.81818181818182,1.08333333333333,9.43589743589744,NA,1.35087719298246,2.25078369905956,1.59090909090909,59.5714285714286,63,"M","South Region","Lower Than A Level","80-90%","35-55",0,120,"Y","Pass",-99,NA,-99,NA +"808",642872,NA,NA,2.14705882352941,NA,8.90094339622642,1,1.32941176470588,4.46105919003115,3.875,1,1.41666666666667,12.1361256544503,NA,1.11594202898551,1.60322580645161,1.32692307692308,86.1428571428571,83.2,"M","East Midlands Region","Lower Than A Level","20-30%","35-55",0,90,"N","Pass",-149,NA,-149,NA +"809",642909,NA,NA,3.41379310344828,NA,3.57142857142857,2,1.33333333333333,7.61666666666667,1,1,NA,14.4102564102564,NA,1.05263157894737,1.73417721518987,2.11111111111111,76.1428571428571,50.6,"M","North Western Region","A Level or Equivalent","60-70%","0-35",0,120,"N","Pass",-140,NA,-140,NA +"810",642939,NA,NA,3.70833333333333,NA,4.64705882352941,1.4,NA,6.2156862745098,4.6,NA,1.5,9,NA,1.75,2.52,1,82,70,"M","South Region","Lower Than A Level","50-60%","35-55",0,60,"N","Withdrawn",-136,34,-136,34 +"811",643069,NA,NA,2.0875,6,5,1.75,NA,4.91304347826087,2.16666666666667,1,NA,14.3571428571429,NA,1.36666666666667,1.52201257861635,1.52380952380952,73.4285714285714,57.4,"M","North Western Region","A Level or Equivalent","70-80%","0-35",0,90,"N","Pass",-129,NA,-129,NA +"812",643202,2.71428571428571,1,2.25850340136054,NA,3.20714285714286,1,1.2093023255814,5.39024390243902,2.85714285714286,1,1.04347826086957,8.87951807228916,NA,1.09090909090909,1.56223175965665,1.25,77.2857142857143,85.4,"M","East Midlands Region","HE Qualification","50-60%","0-35",0,60,"N","Distinction",-93,NA,-93,NA +"813",643220,NA,NA,4.01754385964912,NA,3.12903225806452,1.33333333333333,2.2,6.46753246753247,1.4,1,NA,14.8947368421053,NA,1.6875,1.67021276595745,1.33333333333333,77.4285714285714,93,"M","East Midlands Region","HE Qualification","40-50%","0-35",0,60,"N","Distinction",-23,NA,-23,NA +"814",643273,3.66666666666667,1,3.87434554973822,NA,4.03571428571429,1.4,1.88888888888889,8.1505376344086,1.55555555555556,1,1.3,9.79041916167665,NA,1.34375,1.85767790262172,1.35897435897436,85.1428571428571,68,"M","South Region","Lower Than A Level","80-90%","35-55",0,60,"N","Pass",-93,NA,-93,NA +"815",643326,14.4285714285714,1,3.03571428571429,1,4.94565217391304,1.11111111111111,1.41666666666667,9.79960707269155,5.92307692307692,1.375,1.45454545454545,11.9382716049383,NA,2.10169491525424,2.25055928411633,1.38095238095238,64.1428571428571,52,"F","West Midlands Region","A Level or Equivalent","10-20","0-35",0,60,"N","Pass",-37,NA,-37,NA +"816",643372,NA,NA,2.77777777777778,NA,3.57692307692308,2,NA,2.4468085106383,NA,1,NA,1.66666666666667,NA,1.5,1.59183673469388,1,NA,76,"F","North Western Region","A Level or Equivalent","30-40%","0-35",0,60,"N","Fail",-67,NA,-67,NA +"817",643466,2.25,NA,2.52121212121212,NA,4.68421052631579,1.25,1.10526315789474,4.82242990654206,1.16666666666667,1.16666666666667,1.15384615384615,9.92857142857143,NA,1.05,1.4368932038835,1.17142857142857,98.4285714285714,91.8,"M","North Region","HE Qualification","","0-35",0,60,"N","Pass",-21,NA,-21,NA +"818",643477,4.5,1,2.70408163265306,NA,6.008,1.5,2.6,7.42079207920792,3.78125,1.44444444444444,1.1304347826087,5.26666666666667,NA,1.15151515151515,2.02105263157895,1.25490196078431,80.2857142857143,79.6,"M","Scotland","A Level or Equivalent","40-50%","35-55",0,60,"N","Pass",-112,NA,-112,NA +"819",643496,NA,NA,2.60103626943005,NA,5.36274509803922,1,1.5,4.96240601503759,1.66666666666667,1,1.23809523809524,14.8698224852071,NA,1.32142857142857,2.10869565217391,1.30434782608696,93.2857142857143,78.2,"F","South East Region","A Level or Equivalent","50-60%","0-35",0,60,"Y","Pass",-44,NA,-44,NA +"820",643502,NA,NA,2.42857142857143,NA,3.49367088607595,1.25,1,4.08148148148148,NA,1.66666666666667,NA,13.1224489795918,NA,1.05882352941176,1.57522123893805,1.33333333333333,82,79.8,"M","South Region","A Level or Equivalent","90-100%","0-35",0,120,"N","Pass",-67,NA,-67,NA +"821",643591,3,NA,3.17832167832168,1,5.80132450331126,1.16666666666667,1.66666666666667,5.21671018276762,2.57142857142857,1,1.25,10.0804597701149,NA,1.24324324324324,1.5375,1.5,78.5714285714286,90.2,"M","South West Region","A Level or Equivalent","30-40%","0-35",0,60,"N","Distinction",-66,NA,-66,NA +"822",643653,NA,NA,2.70394736842105,NA,4.19642857142857,1,1.28571428571429,6.14012738853503,1.75,1.25,1.26666666666667,11.5057471264368,NA,1.05263157894737,1.77622377622378,1.54166666666667,70.4285714285714,76.4,"F","South Region","A Level or Equivalent","50-60%","0-35",0,60,"Y","Pass",-142,NA,-142,NA +"823",643690,NA,NA,1.42857142857143,NA,4.23529411764706,2,NA,5.2972972972973,NA,1,NA,2.375,NA,1.14285714285714,2.09375,1.6,NA,66,"M","South West Region","Lower Than A Level","40-50%","0-35",0,180,"N","Withdrawn",-84,101,-84,101 +"824",643696,NA,NA,3.1340206185567,NA,4,1.6,4.5,7.77659574468085,3,1.33333333333333,NA,2,NA,1.33333333333333,2.04225352112676,1.09090909090909,NA,66.3333333333333,"M","South West Region","Lower Than A Level","40-50%","0-35",0,120,"N","Fail",-155,NA,-155,NA +"825",643751,4.7,2,4.21296296296296,NA,3.60135135135135,1.09090909090909,1.22222222222222,5.73634651600753,2.58333333333333,1.21739130434783,1.21621621621622,8.64335664335664,NA,1.45762711864407,1.96686746987952,1.10294117647059,88.7142857142857,85.4,"M","South East Region","HE Qualification","50-60%","35-55",0,60,"N","Distinction",-53,NA,-53,NA +"826",643754,NA,NA,3.67313915857605,NA,5.76190476190476,1.28571428571429,2.3,5.7568093385214,2.24242424242424,1,1,19.3620689655172,NA,1.2972972972973,1.93393393393393,1.5,90.1428571428571,91.6,"F","South East Region","HE Qualification","30-40%","0-35",0,60,"N","Distinction",-84,NA,-84,NA +"827",643757,NA,NA,3.41176470588235,NA,3.43243243243243,1,NA,2.73333333333333,NA,NA,NA,1.2,NA,1.17647058823529,1.28378378378378,2,NA,57,"M","West Midlands Region","HE Qualification","0-10%","0-35",0,120,"N","Fail",-70,NA,-70,NA +"828",644025,2,1,1.86301369863014,NA,3.03030303030303,1.66666666666667,1.80645161290323,5.61648745519713,3.22222222222222,1.14285714285714,NA,6.73282442748092,NA,1.51851851851852,1.62980769230769,1.36666666666667,78.8571428571429,75.4,"F","East Midlands Region","A Level or Equivalent","90-100%","0-35",0,120,"N","Pass",-101,NA,-101,NA +"829",644210,NA,1,2.9,NA,3.01694915254237,1,1,8.4,4.4,1,1.25,13.6818181818182,NA,1.5625,1.86776859504132,1.15384615384615,77.8571428571429,70.4,"M","South West Region","Lower Than A Level","80-90%","0-35",0,180,"Y","Pass",-136,NA,-136,NA +"830",644303,NA,NA,2.63157894736842,NA,5.66666666666667,1.66666666666667,NA,8.81081081081081,7.83333333333333,1,NA,3.57142857142857,NA,1.625,2.79411764705882,1.33333333333333,NA,76,"F","East Midlands Region","Lower Than A Level","10-20","0-35",0,60,"N","Withdrawn",-144,72,-144,72 +"831",644343,1,NA,3.2875,NA,3.45,1.25,NA,4.51694915254237,1,1,NA,10.2033898305085,NA,1.5,1.84158415841584,1,66.3333333333333,65.4,"M","South West Region","Lower Than A Level","90-100%","0-35",0,120,"N","Pass",-136,NA,-136,NA +"832",644361,2.4,2,6.37007874015748,NA,16.6258992805755,1.875,1.81818181818182,7.4353982300885,2.55555555555556,1.55555555555556,1.375,11.1809954751131,NA,1.71111111111111,2.42566191446029,1.48484848484848,85.5714285714286,85.4,"F","North Western Region","Lower Than A Level","40-50%","35-55",0,120,"N","Pass",-148,NA,-148,NA +"833",644369,NA,NA,2.77586206896552,NA,2.78723404255319,1,1.5,2.43820224719101,1.33333333333333,1,NA,12.8888888888889,NA,1.6304347826087,1.30612244897959,1,78.1428571428571,77.6,"M","Wales","Lower Than A Level","70-80%","0-35",0,150,"N","Pass",-8,NA,-8,NA +"834",644430,NA,NA,2.81818181818182,NA,3.21052631578947,1,1,3.96296296296296,1,1,NA,NA,NA,1.16666666666667,1.73684210526316,1.4,NA,66,"F","East Anglian Region","Lower Than A Level","40-50%","0-35",0,120,"N","Fail",-15,NA,-15,NA +"835",644450,2.8,3,3.40926640926641,NA,5.83568075117371,2,1.36585365853659,6.27648114901257,2,1.63157894736842,1.15217391304348,7.57894736842105,NA,1.11363636363636,1.7984693877551,1.23880597014925,86.5714285714286,91.6,"M","East Midlands Region","Lower Than A Level","40-50%","0-35",0,60,"N","Distinction",-153,NA,-153,NA +"836",644508,1,NA,3.69798657718121,NA,6.07758620689655,2.6,1.66666666666667,4.65193370165746,1,1,NA,14.6298701298701,NA,1.2962962962963,1.84408602150538,1.46153846153846,73.8571428571429,85.4,"F","South Region","Lower Than A Level","40-50%","0-35",0,60,"N","Pass",-107,NA,-107,NA +"837",644761,NA,NA,3.38934426229508,NA,6.02797202797203,1.33333333333333,1.38095238095238,6.57466063348416,4.25,1,1.5,8.16304347826087,NA,1.25,1.71641791044776,1.56521739130435,89.7142857142857,88,"M","East Midlands Region","A Level or Equivalent","70-80%","0-35",0,60,"N","Pass",-129,NA,-129,NA +"838",644784,NA,NA,3.58041958041958,NA,7.03333333333333,1.25,1.57142857142857,6.13157894736842,4.4,1,1.33333333333333,10.4303797468354,NA,1.55882352941176,2.04807692307692,1.67647058823529,80.7142857142857,70.75,"M","East Midlands Region","A Level or Equivalent","0-10%","0-35",0,60,"N","Pass",-147,NA,-147,NA +"839",644791,4.16666666666667,1,3.50743494423792,NA,4.68032786885246,1.16666666666667,1,6.77777777777778,2.75,1.83333333333333,1.27272727272727,7.89393939393939,NA,1.07317073170732,1.71646341463415,1.3125,89.1428571428571,87.2,"M","East Midlands Region","Lower Than A Level","20-30%","35-55",0,60,"N","Pass",-150,NA,-150,NA +"840",644818,3.66666666666667,1,1.95744680851064,NA,4.28571428571429,1.75,3.1,5.95801526717557,2.24,1,1.125,28.032967032967,NA,1.04545454545455,1.34939759036145,1.26086956521739,98.2857142857143,85.6,"M","Scotland","Lower Than A Level","20-30%","35-55",0,60,"N","Pass",-94,NA,-94,NA +"841",644847,4,1,2.27044025157233,NA,3.89814814814815,1.33333333333333,3.1,4.20703125,2,1.25,1,8,NA,1.45454545454545,1.68508287292818,1.34782608695652,78.7142857142857,67.5,"M","North Western Region","Lower Than A Level","0-10%","0-35",0,150,"N","Pass",-153,NA,-153,NA +"842",644871,NA,NA,2.22222222222222,NA,5.1,1,NA,6.36363636363636,1,1,NA,NA,NA,1.44444444444444,1.32,1,NA,72,"M","North Region","A Level or Equivalent","10-20","0-35",0,60,"N","Withdrawn",-148,12,-148,12 +"843",644936,1,NA,4.6551724137931,NA,3.30357142857143,1,1.25,6.91869918699187,NA,1.66666666666667,NA,10.4259259259259,NA,1.14285714285714,1.76237623762376,1.2,82.2857142857143,62.8,"F","South East Region","A Level or Equivalent","60-70%","0-35",0,120,"N","Pass",-81,NA,-81,NA +"844",644974,3.5,NA,3.59074733096085,NA,3.37229437229437,1,NA,3.26241134751773,7.2,1,1.35483870967742,5.64044943820225,NA,1.225,1.77179487179487,1.26530612244898,94.2857142857143,85.6,"M","London Region","A Level or Equivalent","80-90%","35-55",0,120,"N","Distinction",-155,NA,-155,NA +"845",645003,NA,NA,3.31034482758621,NA,3.06666666666667,1.66666666666667,NA,9.26168224299065,8,1,1.5,10.2857142857143,NA,1.75,1.85074626865672,1.28571428571429,63,80.3333333333333,"M","North Region","Lower Than A Level","10-20","0-35",0,60,"N","Fail",-41,NA,-41,NA +"846",645020,NA,NA,2.21666666666667,NA,4.34814814814815,1.6,1,3.38974358974359,1.90909090909091,1,2,7.85148514851485,NA,1.14814814814815,1.58962264150943,1.24,70.2857142857143,69.2,"M","Ireland","A Level or Equivalent","60-70%","0-35",0,60,"N","Pass",-98,NA,-98,NA +"847",645078,2.5,NA,1.97945205479452,NA,3.62962962962963,1,1.3,7.50798722044728,2.83333333333333,1,1.15384615384615,10.6382978723404,NA,1.07142857142857,1.66812227074236,1.29166666666667,89.2857142857143,88,"M","South East Region","A Level or Equivalent","20-30%","0-35",0,60,"N","Distinction",-86,NA,-86,NA +"848",645145,NA,NA,2.43478260869565,NA,3.875,1,3,1.57142857142857,1,1,NA,1,NA,1.33333333333333,1.64102564102564,1,NA,48.6666666666667,"M","South East Region","Lower Than A Level","60-70%","0-35",0,120,"N","Fail",-141,NA,-141,NA +"849",645366,NA,NA,2.41025641025641,NA,4.20689655172414,1.16666666666667,3,4.89583333333333,1.71428571428571,1,1.5,9.44444444444444,NA,1.45454545454545,2.32608695652174,1.16666666666667,NA,70,"M","North Western Region","Lower Than A Level","10-20","35-55",0,60,"N","Withdrawn",-142,75,-142,75 +"850",645405,6.4,1,2.94809688581315,NA,7.62209302325581,1.5,1.125,8.03475935828877,4.03571428571429,1.7,1.16666666666667,11.1527777777778,NA,1.35714285714286,1.83870967741935,1.66037735849057,89.7142857142857,87.2,"M","South West Region","Lower Than A Level","70-80%","35-55",0,120,"N","Pass",-115,NA,-115,NA +"851",645433,NA,NA,2.9622641509434,NA,2.71794871794872,2.5,1.5,3.32941176470588,1.33333333333333,NA,NA,2,NA,1.2,1.3448275862069,1,NA,88.75,"M","Scotland","A Level or Equivalent","30-40%","35-55",0,60,"N","Withdrawn",-79,164,-79,164 +"852",645496,NA,1,2.09756097560976,1,6.14084507042254,2,2,5.46596858638743,1.81818181818182,1.66666666666667,1.5,7.2962962962963,NA,1.04347826086957,1.79245283018868,1.38709677419355,77.5,63.75,"M","South West Region","Lower Than A Level","0-10%","35-55",0,90,"Y","Fail",-155,NA,-155,NA +"853",645518,NA,1,2.98601398601399,NA,5.67647058823529,2,3.25,6.05381165919283,2.22222222222222,1,1.83333333333333,8.4622641509434,NA,1.84126984126984,1.88317757009346,1.23809523809524,77.8571428571429,83.4,"M","Scotland","Lower Than A Level","80-90%","35-55",0,60,"N","Fail",-51,NA,-51,NA +"854",645586,1,NA,4.92105263157895,2,3.95180722891566,2.33333333333333,1.5,4.14166666666667,3.13333333333333,1,1.33333333333333,10.0526315789474,NA,1.05263157894737,1.65942028985507,1.13333333333333,81.4285714285714,79.8,"M","Scotland","HE Qualification","10-20","0-35",0,90,"N","Pass",-63,NA,-63,NA +"855",645705,3.5,NA,1.78048780487805,26,3.14018691588785,1,1,8.54074074074074,2.5,1,1.41666666666667,16.8837209302326,NA,1.29166666666667,1.59880239520958,1.33333333333333,62.8571428571429,74,"M","Wales","A Level or Equivalent","70-80%","0-35",0,120,"N","Pass",-56,NA,-56,NA +"856",645732,NA,NA,2.7258064516129,NA,3.03846153846154,2,1,7.34653465346535,4,1,1.42857142857143,13.8222222222222,NA,1.14285714285714,1.66304347826087,2.14285714285714,79.5714285714286,82,"M","East Midlands Region","A Level or Equivalent","60-70%","0-35",0,60,"N","Pass",-155,NA,-155,NA +"857",645784,1.625,NA,2.81592039800995,NA,3.8041958041958,1,1,4.79518072289157,2.375,1.16666666666667,1.14814814814815,10.0588235294118,NA,1.03846153846154,1.47428571428571,1.18421052631579,79.7142857142857,69.6,"F","Scotland","Lower Than A Level","10-20","0-35",0,90,"N","Pass",-106,NA,-106,NA +"858",645790,NA,NA,1,NA,2.45454545454545,1.5,NA,1.15384615384615,NA,NA,NA,1,NA,1.66666666666667,1.33333333333333,NA,NA,49,"M","West Midlands Region","A Level or Equivalent","80-90%","0-35",0,120,"N","Fail",-150,NA,-150,NA +"859",645840,2.14285714285714,NA,3.48275862068966,1,6.59440559440559,1.33333333333333,3,6.74129353233831,3,1,1.3030303030303,9.61176470588235,NA,1.28,1.76712328767123,1.17894736842105,61.8571428571429,26.6,"M","Ireland","Lower Than A Level","90-100%","35-55",0,120,"N","Fail",-129,NA,-129,NA +"860",645880,1,1,2.84615384615385,NA,4.86486486486486,1,1.57142857142857,6.69491525423729,1,1,NA,13.7142857142857,NA,1.11764705882353,1.96808510638298,1,67.6666666666667,68.75,"M","Scotland","A Level or Equivalent","0-10%","0-35",0,60,"N","Fail",-91,NA,-91,NA +"861",645948,NA,1,3.44857142857143,NA,4.9438202247191,1,1,1.9,1.54545454545455,1,1.3,8.97260273972603,NA,1.04166666666667,1.62068965517241,1.07692307692308,81.5714285714286,80.75,"M","West Midlands Region","Lower Than A Level","20-30%","0-35",0,90,"N","Pass",-122,NA,-122,NA +"862",645960,NA,NA,2.62307692307692,NA,4.42253521126761,1,1.33333333333333,5.23577235772358,1.25,NA,1.5,9.43421052631579,NA,1.73913043478261,2.29906542056075,1.11764705882353,56.5714285714286,82,"F","Wales","A Level or Equivalent","70-80%","0-35",0,120,"N","Pass",-15,NA,-15,NA +"863",645997,2.14285714285714,2,2.33112582781457,NA,4.44827586206897,1,4,6.04123711340206,2.71428571428571,1.07692307692308,1.22727272727273,7.39041095890411,NA,1.2258064516129,2.18942731277533,1.44444444444444,66.5714285714286,70.2,"M","London Region","HE Qualification","10-20","0-35",0,90,"N","Pass",-60,NA,-60,NA +"864",646015,4.33333333333333,NA,2.98198198198198,NA,2.80555555555556,1.5,1.27272727272727,5.33862433862434,4.26315789473684,1,1.16666666666667,11.6842105263158,NA,1.18518518518519,1.58278145695364,1.14705882352941,88.4285714285714,89.2,"M","South Region","A Level or Equivalent","40-50%","0-35",0,60,"N","Distinction",-148,NA,-148,NA +"865",646017,3.25,NA,3.33285509325682,NA,5.24090909090909,1,1.33333333333333,5.1006160164271,2.33333333333333,1,1.125,8.21176470588235,NA,1.33333333333333,1.73061224489796,1.18421052631579,81.1428571428571,77.8,"M","South West Region","A Level or Equivalent","0-10%","0-35",0,90,"N","Pass",-154,NA,-154,NA +"866",646053,NA,NA,2.05128205128205,NA,4.54545454545455,2,1.66666666666667,6.96875,3.75,1.125,1.5,10.5714285714286,NA,1.34782608695652,1.96363636363636,1.32142857142857,79.7142857142857,85.8,"M","East Anglian Region","A Level or Equivalent","40-50%","0-35",0,120,"Y","Pass",-87,NA,-87,NA +"867",646074,1,1.33333333333333,4.17757009345794,NA,5.425,1.5,1.33333333333333,7.67796610169492,3.33333333333333,1.11111111111111,1.27272727272727,9.25352112676056,NA,1.15384615384615,2.52059925093633,1.46153846153846,88.8571428571429,87,"M","London Region","Lower Than A Level","70-80%","35-55",0,90,"N","Pass",-35,NA,-35,NA +"868",646085,3.5,1.33333333333333,2.52671755725191,2,5.15,1.25,1.13333333333333,6.40983606557377,3.18181818181818,1.14285714285714,1.28571428571429,6.95614035087719,NA,1.56140350877193,1.56363636363636,1.3030303030303,89.2857142857143,92.4,"F","Yorkshire Region","A Level or Equivalent","60-70%","35-55",0,60,"N","Distinction",-36,NA,-36,NA +"869",646091,NA,NA,4.68,NA,3.04347826086957,1,3.5,3.73333333333333,NA,1,NA,17,NA,1.4,1.84615384615385,1,NA,76,"M","North Region","A Level or Equivalent","0-10%","0-35",0,120,"N","Withdrawn",-70,12,-70,12 +"870",646138,4,NA,2.88888888888889,NA,2.64912280701754,1,2,9.45283018867925,2.5,1,1.41666666666667,13.7777777777778,NA,1.30769230769231,1.51851851851852,1.5,77.5714285714286,88.4,"M","North Western Region","Lower Than A Level","80-90%","0-35",0,90,"N","Pass",-154,NA,-154,NA +"871",646313,3.66666666666667,1,3,NA,4.75,1.25,2,9.9025641025641,2.375,1.09090909090909,1.2,8.16483516483516,NA,1.36363636363636,2.19444444444444,1.5625,69.8571428571429,67.6,"F","Scotland","A Level or Equivalent","0-10%","0-35",0,60,"N","Pass",-109,NA,-109,NA +"872",646357,2.71428571428571,NA,2.90128755364807,1,4.23809523809524,1.14285714285714,1,5.92356687898089,2.02941176470588,1.125,1.13333333333333,7.39416058394161,NA,1.36842105263158,1.48524590163934,1.31481481481481,86.2857142857143,92.6,"M","Wales","Lower Than A Level","30-40%","35-55",0,60,"N","Distinction",-38,NA,-38,NA +"873",646402,1.5,1,2.22727272727273,NA,3.90298507462687,1.5,1,4.79081632653061,3.5,1.14285714285714,1,9.50746268656716,NA,1.41666666666667,1.76136363636364,1.58333333333333,87.4285714285714,93.2,"M","Scotland","Post Graduate Qualification","50-60%","0-35",0,120,"N","Pass",-94,NA,-94,NA +"874",646460,1.66666666666667,2,2.69642857142857,NA,4.03092783505155,1.33333333333333,1,9.7603305785124,4,1,1.25,12.6166666666667,NA,1.03846153846154,1.54421768707483,1.17391304347826,70.2857142857143,80.4,"M","South East Region","Lower Than A Level","20-30%","0-35",0,60,"N","Pass",-64,NA,-64,NA +"875",646539,NA,NA,2.89473684210526,NA,4.34920634920635,2,NA,5.42168674698795,1.33333333333333,1,1.75,12.4181818181818,NA,1.21428571428571,1.77678571428571,1,87.5714285714286,70.8,"F","Scotland","HE Qualification","0-10%","0-35",0,90,"N","Pass",-79,NA,-79,NA +"876",646540,2.4,1.5,2.49726775956284,NA,3.59803921568627,1.66666666666667,3,6.48616600790514,2.63636363636364,1,1.09375,11.6688741721854,NA,1.11764705882353,1.56476683937824,1.07407407407407,95.8571428571429,90.8,"M","West Midlands Region","A Level or Equivalent","70-80%","0-35",0,60,"N","Distinction",-24,NA,-24,NA +"877",646551,5.25,1,1.62962962962963,NA,3.54819277108434,1.2,1.25,8.18766756032172,2.44444444444444,1.16666666666667,1.125,10.5885714285714,NA,1.53731343283582,2.07720588235294,1.43478260869565,83.4285714285714,86.2,"M","London Region","A Level or Equivalent","40-50%","35-55",0,60,"N","Pass",-150,NA,-150,NA +"878",646638,NA,NA,1.97142857142857,NA,2.76785714285714,1,NA,4.25974025974026,NA,NA,NA,12.1,NA,1.2,1.52222222222222,3,87.1428571428571,70.2,"M","East Anglian Region","A Level or Equivalent","50-60%","0-35",0,120,"N","Pass",-17,NA,-17,NA +"879",646670,2.66666666666667,NA,2.90697674418605,NA,4.89473684210526,2,4.07142857142857,6.01990049751244,NA,NA,NA,15.4603174603175,NA,1.04,2.14,1.36363636363636,76.4285714285714,67.8,"M","South East Region","A Level or Equivalent","40-50%","0-35",0,120,"N","Pass",-155,NA,-155,NA +"880",646734,NA,NA,1.83783783783784,NA,3.27586206896552,NA,2,4.76470588235294,NA,NA,NA,1,NA,1.5,1.54166666666667,NA,NA,64.5,"M","Scotland","A Level or Equivalent","50-60%","0-35",0,90,"N","Withdrawn",-70,196,-70,196 +"881",646742,NA,NA,2.375,NA,3.83333333333333,1,1.5,3.04347826086957,1.5,1,NA,1,NA,1.28571428571429,2.13157894736842,1,NA,62,"M","North Western Region","A Level or Equivalent","60-70%","0-35",0,210,"N","Withdrawn",-122,75,-122,75 +"882",646750,1,NA,2.29126213592233,NA,2.54651162790698,1.5,2.125,4.04255319148936,1.58333333333333,NA,1.0625,10.40625,NA,1.27272727272727,1.48672566371681,1.4,88.2857142857143,87,"M","North Region","A Level or Equivalent","","0-35",0,120,"N","Pass",-87,NA,-87,NA +"883",646778,1.5,NA,3.78468899521531,NA,4.35087719298246,1.66666666666667,1.5,9.61363636363636,6,1,1.5,7.64444444444444,NA,1.26923076923077,2.03629032258065,1.5,89.7142857142857,83.8,"M","London Region","A Level or Equivalent","30-40%","35-55",0,60,"N","Distinction",-129,NA,-129,NA +"884",646807,NA,NA,1.84375,NA,3.25396825396825,1,1,5.98347107438016,2,1,1.5,8.29032258064516,NA,1.17391304347826,1.7593984962406,1.07692307692308,87.6666666666667,83.6666666666667,"M","East Midlands Region","Lower Than A Level","50-60%","0-35",0,180,"N","Withdrawn",-22,137,-22,137 +"885",646990,1,NA,2.42307692307692,NA,3.16981132075472,1,1,4.79320113314448,2.88888888888889,1,1.36363636363636,8.06106870229008,NA,1.17647058823529,1.76763485477178,1.28571428571429,87.2857142857143,89.6,"M","East Midlands Region","A Level or Equivalent","30-40%","35-55",0,120,"N","Pass",-155,NA,-155,NA +"886",647005,NA,NA,2.73913043478261,NA,3.32258064516129,1.75,11,6.61904761904762,3.1,1,1.71428571428571,13.1666666666667,NA,1.125,1.9,1.125,79,91,"M","West Midlands Region","Lower Than A Level","40-50%","0-35",0,60,"N","Withdrawn",-112,12,-112,12 +"887",647033,NA,NA,2.4,NA,2.69230769230769,1,1,2.65,1,1,NA,1,NA,1.25,2,NA,NA,70,"M","Yorkshire Region","Lower Than A Level","10-20","0-35",0,120,"Y","Withdrawn",-28,12,-28,12 +"888",647040,6,NA,4.34736842105263,NA,4.72307692307692,1.6,1.34782608695652,7.08296943231441,2.54054054054054,1,1.625,12.9591836734694,NA,1.33333333333333,1.57425742574257,1.67692307692308,75.7142857142857,82,"M","London Region","A Level or Equivalent","30-40%","35-55",0,120,"N","Pass",-37,NA,-37,NA +"889",647045,NA,NA,4.92857142857143,NA,7.41379310344828,1.5,1,6.84126984126984,1.25,2,NA,7.3,NA,2.2,2.775,1.04545454545455,NA,48,"F","Wales","Lower Than A Level","0-10%","35-55",0,90,"N","Fail",-150,NA,-150,NA +"890",647154,NA,NA,3.50877192982456,NA,2.97402597402597,3,NA,6.03875968992248,5.25,1,1.66666666666667,14.5079365079365,NA,1.08,1.75471698113208,1.47058823529412,67,65.6,"M","London Region","A Level or Equivalent","10-20","0-35",0,60,"N","Pass",-143,NA,-143,NA +"891",647169,2.16666666666667,2,1.79329608938547,NA,3.55833333333333,1,7,8.09452736318408,2.09090909090909,1.88888888888889,1.42307692307692,8.82666666666667,NA,1.04761904761905,1.52380952380952,1.40909090909091,92.8571428571429,91.6,"M","Yorkshire Region","A Level or Equivalent","70-80%","0-35",0,120,"N","Distinction",-129,NA,-129,NA +"892",647171,NA,NA,2.21428571428571,NA,3.33333333333333,1.33333333333333,1,2.95,NA,1,NA,1,NA,1.14285714285714,1.67857142857143,1.5,NA,68,"M","London Region","Lower Than A Level","10-20","0-35",0,120,"Y","Fail",-154,NA,-154,NA +"893",647210,NA,NA,3.36607142857143,NA,5.08695652173913,1,2,6.71428571428571,2.89473684210526,NA,1.5,8.5,NA,1.125,1.57142857142857,1,NA,80,"M","Yorkshire Region","Lower Than A Level","20-30%","0-35",0,60,"N","Withdrawn",-153,54,-153,54 +"894",647320,NA,NA,3.27896995708155,NA,4.94067796610169,2.33333333333333,1,6.24503311258278,1.72727272727273,1,1.5,14.4583333333333,NA,1.2258064516129,1.84920634920635,1.9047619047619,87,84.2,"F","Ireland","Lower Than A Level","30-40%","0-35",0,120,"N","Pass",-23,NA,-23,NA +"895",647324,4.5,1,2.75842696629213,NA,5.30434782608696,1,1.29545454545455,6.71647509578544,2.21428571428571,1.28571428571429,1.375,12.9466666666667,NA,1.32352941176471,1.39655172413793,1.15789473684211,87.5714285714286,88.6,"M","East Midlands Region","A Level or Equivalent","0-10%","0-35",0,120,"Y","Distinction",-154,NA,-154,NA +"896",647339,NA,NA,3.45205479452055,NA,4.42857142857143,1,2.5,2.02702702702703,2,1,NA,4.42857142857143,NA,1.41025641025641,1.63333333333333,1,NA,85,"M","East Midlands Region","A Level or Equivalent","60-70%","0-35",0,90,"N","Fail",-127,NA,-127,NA +"897",647348,NA,NA,8.45454545454546,NA,5.5,2,NA,4.68181818181818,1,NA,NA,3.66666666666667,NA,1,2.2,1,NA,69,"F","South East Region","A Level or Equivalent","50-60%","0-35",0,60,"N","Withdrawn",-141,12,-141,12 +"898",647391,NA,NA,2.8,NA,3.2,1,2,4.05042016806723,NA,1,NA,15.7611940298507,NA,1.20689655172414,1.696,1.2,76.2857142857143,74.6,"F","Scotland","HE Qualification","0-10%","0-35",0,150,"N","Pass",-78,NA,-78,NA +"899",647398,2,NA,1.91578947368421,NA,3.37301587301587,1.33333333333333,NA,8.77639751552795,3.8,1.5,NA,9.93939393939394,NA,1.11111111111111,1.61313868613139,1.5,71.2857142857143,77,"M","South Region","A Level or Equivalent","70-80%","0-35",0,90,"N","Pass",-155,NA,-155,NA +"900",647399,2.6,1,3.49107142857143,NA,7.32432432432432,2,2,5.68168168168168,2.55555555555556,1,1.21428571428571,8.75221238938053,NA,1.26829268292683,1.63636363636364,1.31818181818182,87.5714285714286,85.2,"F","East Midlands Region","A Level or Equivalent","50-60%","0-35",0,120,"Y","Pass",-154,NA,-154,NA +"901",647417,NA,NA,NA,NA,2.16666666666667,NA,NA,1.22222222222222,NA,NA,NA,9,NA,1,1.3125,1,90.5,NA,"M","West Midlands Region","A Level or Equivalent","10-20","0-35",0,120,"Y","Withdrawn",-77,12,-77,12 +"902",647425,2.73333333333333,1,3.83189655172414,NA,5.36305732484076,1.35294117647059,1.25,7.66822429906542,1.96969696969697,1.11764705882353,1.23809523809524,8.06756756756757,NA,1.375,1.73160762942779,1.1656050955414,78.2857142857143,62.2,"F","Wales","Lower Than A Level","80-90%","35-55",0,120,"N","Pass",-16,NA,-16,NA +"903",647485,NA,NA,2.36082474226804,NA,4.50413223140496,1.4,NA,4.35350318471338,3,1,NA,11.7903225806452,NA,1.25925925925926,1.77165354330709,1.86666666666667,78.1428571428571,62.8,"M","Ireland","A Level or Equivalent","90-100%","0-35",0,60,"Y","Pass",-60,NA,-60,NA +"904",647496,NA,NA,1.525,NA,3.3974358974359,1.33333333333333,NA,3.41791044776119,1,1,NA,9.27380952380952,NA,1.28571428571429,1.47953216374269,1.22222222222222,82.1428571428571,76.5,"M","South West Region","A Level or Equivalent","20-30%","0-35",0,60,"N","Pass",-129,NA,-129,NA +"905",647525,NA,NA,3.97142857142857,NA,4.12121212121212,1,2,4.80434782608696,2.25,1,1.5,5.125,NA,1.57142857142857,2.72222222222222,1.25,NA,66,"M","South West Region","Lower Than A Level","90-100%","0-35",0,60,"N","Withdrawn",-150,67,-150,67 +"906",647765,4.5,NA,2.5,NA,4.52631578947368,1.2,1,7.18181818181818,2.63636363636364,NA,1.5,13.6511627906977,NA,1.27777777777778,1.5959595959596,1.36363636363636,77,72.2,"M","South East Region","Lower Than A Level","30-40%","0-35",0,60,"N","Pass",-127,NA,-127,NA +"907",647784,NA,NA,2.45454545454545,NA,2.82352941176471,1.33333333333333,2,3.17241379310345,NA,1,NA,7.06451612903226,NA,1,1.21875,1,39,38,"F","North Region","HE Qualification","10-20","0-35",0,60,"N","Withdrawn",-154,12,-154,12 +"908",647841,1.71428571428571,NA,2.19512195121951,NA,2.5,1.33333333333333,2,9.15841584158416,4.92857142857143,1,1.33333333333333,10.0857142857143,NA,1.5,1.48611111111111,1.2,69.4285714285714,73,"M","West Midlands Region","Lower Than A Level","50-60%","0-35",0,60,"N","Pass",-108,NA,-108,NA +"909",647898,NA,NA,3.64,NA,3.20879120879121,2.5,NA,5.50602409638554,3,1,1,18.9230769230769,NA,1.38235294117647,2.05185185185185,1.375,94.5714285714286,87.6,"M","Wales","A Level or Equivalent","90-100%","0-35",0,60,"N","Distinction",-37,NA,-37,NA +"910",647910,NA,NA,4.06060606060606,NA,3.89189189189189,NA,NA,8.05357142857143,1,NA,NA,13.6666666666667,NA,1.9,2.33333333333333,NA,NA,37.3333333333333,"F","Yorkshire Region","A Level or Equivalent","10-20","0-35",0,120,"N","Fail",-144,NA,-144,NA +"911",647915,NA,NA,2.84444444444444,NA,4.34615384615385,1.5,3,5.52941176470588,4,1,NA,NA,NA,1,1.65714285714286,1.16666666666667,NA,82,"M","Scotland","A Level or Equivalent","60-70%","0-35",0,180,"N","Withdrawn",-81,60,-81,60 +"912",647945,NA,NA,1.90163934426229,NA,4.08,1.75,1.33333333333333,5.64393939393939,4,1,1.5,9.3125,NA,1.45,1.48701298701299,1.30769230769231,72.4285714285714,80.6,"M","East Anglian Region","Lower Than A Level","40-50%","0-35",0,120,"N","Pass",-150,NA,-150,NA +"913",647987,NA,1,2.65979381443299,NA,3.32631578947368,1.66666666666667,1.5,5.35294117647059,2.16666666666667,1,1.66666666666667,17.2752293577982,NA,1.05555555555556,1.5045871559633,1,78.3333333333333,69.5,"M","East Midlands Region","Lower Than A Level","30-40%","0-35",0,120,"Y","Fail",-105,NA,-105,NA +"914",648027,1,NA,2.45,NA,4.12121212121212,1,1,6.14388489208633,2.8,NA,1.5,9.58461538461538,NA,1.1,1.81456953642384,2,89,77,"M","North Western Region","A Level or Equivalent","70-80%","0-35",0,90,"N","Pass",-102,NA,-102,NA +"915",648037,3.33333333333333,NA,3.6013986013986,NA,4.63186813186813,1,1.66666666666667,6.81412639405204,3.3,1,NA,22.8985507246377,NA,1.6,2.02727272727273,2.38461538461538,85.5714285714286,91.6,"M","South Region","A Level or Equivalent","40-50%","0-35",0,60,"N","Distinction",-143,NA,-143,NA +"916",648038,2.75,NA,2.7719298245614,1,5.42553191489362,1.2,1.27272727272727,5.75,1.84615384615385,1,1.23809523809524,8.79591836734694,NA,1.26923076923077,1.69327731092437,1.34285714285714,78.7142857142857,73.4,"M","North Western Region","Lower Than A Level","0-10%","0-35",0,120,"N","Pass",-155,NA,-155,NA +"917",648040,1,1,3.38032786885246,NA,6.11891891891892,1,1.125,5.56204379562044,2.23529411764706,1,1.66666666666667,6.72222222222222,NA,1.32432432432432,1.52898550724638,1.65853658536585,90.7142857142857,88,"M","Scotland","Lower Than A Level","10-20","0-35",0,60,"N","Pass",-108,NA,-108,NA +"918",648086,NA,NA,1.96153846153846,NA,3.37634408602151,1.16666666666667,2,5.35449735449735,1,1,NA,15.2708333333333,NA,1.14285714285714,1.53378378378378,1.4,76.8571428571429,81.6,"M","East Anglian Region","Lower Than A Level","60-70%","0-35",0,90,"N","Pass",-141,NA,-141,NA +"919",648105,3.5,4,2.07106598984772,2,3.19858156028369,1.2,1.5,5.56744186046512,1.5,1,1.17241379310345,12.6470588235294,NA,1.13513513513514,1.56741573033708,1.80769230769231,95.2857142857143,83.6,"M","Wales","Lower Than A Level","30-40%","0-35",0,60,"N","Pass",-155,NA,-155,NA +"920",648114,NA,NA,1.57427937915743,NA,3.65714285714286,1,1,4.47242206235012,1,1.33333333333333,NA,13.7703703703704,NA,1.70833333333333,1.65489130434783,1.64,72.8571428571429,74.8,"M","Scotland","Lower Than A Level","80-90%","0-35",0,90,"N","Pass",-101,NA,-101,NA +"921",648116,NA,NA,2.72151898734177,1,2.28571428571429,2.5,NA,7.94557823129252,3.25,1,NA,6.5688622754491,NA,1.25,2.16535433070866,1.2,72,72,"F","North Region","Lower Than A Level","10-20","0-35",0,120,"N","Pass",-88,NA,-88,NA +"922",648140,NA,NA,1.90163934426229,NA,2.83516483516484,NA,NA,2.95652173913043,1.66666666666667,1,NA,9.62337662337662,NA,1.17647058823529,1.80434782608696,1.4,83,76,"M","South Region","A Level or Equivalent","80-90%","0-35",0,120,"N","Pass",-105,NA,-105,NA +"923",648190,NA,NA,8.81818181818182,NA,3.22222222222222,1.5,NA,2.13333333333333,1,1,NA,3,NA,1,1.51724137931034,1,NA,64,"M","North Region","Lower Than A Level","10-20","0-35",0,120,"N","Fail",-155,NA,-155,NA +"924",648244,NA,NA,2.81818181818182,NA,4.08333333333333,2,2,5.7,1,NA,NA,NA,NA,1.2,1.88461538461538,1,NA,58,"F","Wales","HE Qualification","40-50%","0-35",0,120,"N","Fail",-43,NA,-43,NA +"925",648254,NA,NA,2.22727272727273,NA,4.21311475409836,1.25,2.63636363636364,8.43650793650794,1.16666666666667,1.25,NA,16.4473684210526,NA,1.54545454545455,2.06766917293233,1.57142857142857,69.7142857142857,81,"M","East Midlands Region","Lower Than A Level","0-10%","0-35",0,60,"N","Pass",-149,NA,-149,NA +"926",648287,2,NA,2.88652482269504,NA,4.29411764705882,1.5,1.8,6.51530612244898,6.25,NA,1.5,9.44827586206897,NA,1.15384615384615,1.51612903225806,1,76,73.4,"M","Wales","A Level or Equivalent","80-90%","0-35",0,150,"N","Pass",-23,NA,-23,NA +"927",648353,NA,NA,2.27027027027027,NA,5.24324324324324,1,NA,2.45238095238095,NA,1.66666666666667,NA,4.42857142857143,NA,1.61538461538462,1.53703703703704,1.2,NA,66,"M","North Western Region","Lower Than A Level","40-50%","0-35",0,120,"N","Fail",-155,NA,-155,NA +"928",648365,3.15384615384615,1.5,2.95467422096317,NA,5.87280701754386,1.375,1,6.21200750469043,3.2,1,1.1219512195122,5.91954022988506,NA,1.16326530612245,2.19786096256684,1.32380952380952,90.4285714285714,81.6,"M","South West Region","HE Qualification","20-30%","0-35",0,60,"N","Pass",-67,NA,-67,NA +"929",648366,1.8,2,3.29136690647482,NA,4.96449704142012,1.28571428571429,1.2,6.78455284552845,4.23076923076923,1.3,1.11764705882353,10.1184210526316,NA,1.34375,2.07926829268293,1.33333333333333,80.8571428571429,93,"M","London Region","A Level or Equivalent","50-60%","0-35",0,60,"N","Distinction",-129,NA,-129,NA +"930",648455,NA,3,2.28571428571429,2,4.91666666666667,2,NA,5.80952380952381,NA,NA,NA,NA,NA,1.08333333333333,2.13636363636364,1.28571428571429,NA,58,"M","East Anglian Region","A Level or Equivalent","90-100%","0-35",0,120,"N","Fail",-149,NA,-149,NA +"931",648457,NA,NA,2.71052631578947,NA,3.81481481481481,1.75,1.33333333333333,4.55428571428571,2,1,NA,9.78846153846154,NA,1.05,1.57446808510638,1.1,86.4,93.2,"M","South East Region","A Level or Equivalent","60-70%","0-35",0,120,"N","Distinction",-140,NA,-140,NA +"932",648470,2.75,1,2.43103448275862,NA,3.26842105263158,1.33333333333333,NA,7.45212765957447,2.71428571428571,1,1.33333333333333,8.18666666666667,NA,1.26086956521739,1.71264367816092,1.2,84.2857142857143,86.2,"F","South East Region","A Level or Equivalent","30-40%","0-35",0,90,"N","Distinction",-133,NA,-133,NA +"933",648508,NA,NA,2.08333333333333,NA,2.92307692307692,1.5,NA,4.6,NA,NA,NA,9.41666666666667,NA,1.06666666666667,1.4,1.33333333333333,95,87,"M","London Region","A Level or Equivalent","20-30%","0-35",0,120,"Y","Fail",-2,NA,-2,NA +"934",648515,NA,NA,2.28571428571429,NA,2.2258064516129,1,1.5,3.66,2,1,1.5,8.5,NA,1.16666666666667,1.3,1,NA,81,"M","Scotland","A Level or Equivalent","50-60%","0-35",0,120,"N","Fail",-87,NA,-87,NA +"935",648531,1,4,2.68333333333333,NA,3.56363636363636,2,1.25,5.68859649122807,1.77777777777778,1.33333333333333,1.07692307692308,8.07482993197279,NA,1.06896551724138,1.7799043062201,1.125,80.8571428571429,87,"M","London Region","Lower Than A Level","80-90%","0-35",0,150,"Y","Distinction",-58,NA,-58,NA +"936",648536,3.5,NA,2.31832797427653,NA,3.49,1.33333333333333,1.22222222222222,4.86702127659574,3.4,1,1,13.9411764705882,NA,1.17391304347826,1.23595505617978,1.22727272727273,63.8571428571429,88,"M","East Midlands Region","A Level or Equivalent","80-90%","0-35",0,120,"N","Distinction",-155,NA,-155,NA +"937",648564,NA,NA,6.06,NA,4.60975609756098,1.33333333333333,NA,10.3333333333333,4.42857142857143,1,1.5,13.6120689655172,NA,1.14285714285714,2.10606060606061,1.21428571428571,90.4285714285714,84,"M","South Region","A Level or Equivalent","40-50%","0-35",0,120,"N","Pass",-35,NA,-35,NA +"938",648571,6.33333333333333,NA,2.41532258064516,NA,4.80503144654088,1.33333333333333,1.2,4.28571428571429,1.76470588235294,1,1.38888888888889,8.03448275862069,NA,1.05263157894737,1.62730627306273,1.32432432432432,88.1428571428571,92.4,"M","Scotland","A Level or Equivalent","90-100%","0-35",0,90,"N","Distinction",-106,NA,-106,NA +"939",648590,NA,NA,2.09615384615385,NA,1.975,1,2,4.11494252873563,5.25,2,NA,11.3620689655172,NA,1.2,1.73015873015873,1.18181818181818,68.5714285714286,76.6,"M","London Region","A Level or Equivalent","90-100%","0-35",0,120,"N","Pass",-155,NA,-155,NA +"940",648613,NA,NA,4.3768115942029,NA,4.4375,1.25,1.2,7.12765957446809,1,2.5,NA,36,NA,1.11627906976744,2.28440366972477,1,95.5714285714286,83.8,"M","East Anglian Region","A Level or Equivalent","50-60%","0-35",0,60,"N","Pass",-148,NA,-148,NA +"941",648661,NA,NA,2.41935483870968,NA,3.21875,1.125,2,2.44,NA,1,NA,2,NA,1.11904761904762,1.95555555555556,1,NA,76,"M","South West Region","Lower Than A Level","0-10%","35-55",0,60,"Y","Fail",-99,NA,-99,NA +"942",648685,5.71428571428571,2,3.7979274611399,NA,5.25961538461539,1.125,1.25,6.68248175182482,4.94117647058824,1.27272727272727,1.26315789473684,10.8461538461538,NA,1.17241379310345,2.14778325123153,1.41666666666667,84.5714285714286,94,"M","West Midlands Region","A Level or Equivalent","10-20","0-35",0,60,"N","Distinction",-74,NA,-74,NA +"943",648725,NA,NA,7,NA,7.85714285714286,1,2,1.65,1,1.33333333333333,NA,9.5,NA,1,2.59259259259259,1,NA,70,"M","South West Region","A Level or Equivalent","60-70%","0-35",0,120,"N","Withdrawn",-155,12,-155,12 +"944",648804,NA,NA,2.89024390243902,NA,3.18390804597701,1,1,3.13265306122449,2.33333333333333,1,NA,11.7428571428571,NA,1.23076923076923,1.85057471264368,1.16666666666667,85,80.75,"M","South East Region","Lower Than A Level","50-60%","0-35",0,60,"N","Fail",-147,NA,-147,NA +"945",648815,4.71428571428571,2,2.39487179487179,NA,4.63483146067416,1.23076923076923,2.2,6.08985024958403,2.73076923076923,1.09090909090909,1.08163265306122,5.39805825242718,NA,1.10975609756098,1.80568720379147,1.22,89.1428571428571,83.4,"M","Scotland","Lower Than A Level","0-10%","0-35",0,120,"N","Pass",-114,NA,-114,NA +"946",648903,NA,NA,2.82857142857143,1,2.89855072463768,1,2,4.87058823529412,1.33333333333333,1,1,10.2948717948718,NA,1.25,1.69767441860465,1.54545454545455,74.8571428571429,61.6,"M","London Region","Lower Than A Level","70-80%","0-35",0,120,"N","Pass",-25,NA,-25,NA +"947",648927,NA,NA,3.96842105263158,NA,8.03636363636364,2.33333333333333,5.75,3.6,3.08333333333333,1,1.33333333333333,8.625,NA,1.19047619047619,1.41228070175439,1.16279069767442,72.5,72,"M","North Region","A Level or Equivalent","0-10%","0-35",0,150,"Y","Withdrawn",-45,69,-45,69 +"948",648972,NA,NA,2.17391304347826,NA,3.23333333333333,1,2,4.07746478873239,NA,1,1.28571428571429,14.3555555555556,NA,1.0625,1.74015748031496,1.25,71.1428571428571,65.2,"M","East Anglian Region","Lower Than A Level","40-50%","0-35",0,60,"N","Pass",-70,NA,-70,NA +"949",648995,NA,NA,3.14285714285714,NA,3.29166666666667,1,2,4.80769230769231,NA,NA,NA,1,NA,2.25,1.3,1,NA,87,"F","West Midlands Region","A Level or Equivalent","10-20","0-35",0,120,"N","Withdrawn",-133,100,-133,100 +"950",649004,2.44444444444444,1,2.04761904761905,1,6.85652173913043,1.25,1.77777777777778,7.64723926380368,3.12121212121212,1.375,1.27777777777778,5.08154506437768,NA,1.48979591836735,2.09230769230769,1.75257731958763,79.7142857142857,65.2,"M","London Region","Lower Than A Level","30-40%","35-55",0,90,"N","Pass",-140,NA,-140,NA +"951",649009,NA,NA,1.8,NA,1.96296296296296,1,NA,1.92156862745098,NA,NA,NA,1,NA,1.76923076923077,1.61666666666667,1.5,NA,78.5,"M","Yorkshire Region","A Level or Equivalent","60-70%","0-35",0,120,"N","Fail",-150,NA,-150,NA +"952",649020,NA,NA,1.57142857142857,NA,3.5,1,NA,2.8695652173913,NA,1,NA,5.5,NA,1.125,1.34146341463415,1.33333333333333,NA,70,"M","London Region","HE Qualification","60-70%","35-55",0,60,"N","Withdrawn",-154,158,-154,158 +"953",649036,NA,NA,2.09090909090909,NA,3.375,NA,NA,2.76923076923077,NA,NA,NA,1,NA,1.33333333333333,2.14285714285714,NA,NA,56,"M","East Anglian Region","A Level or Equivalent","90-100%","0-35",0,120,"N","Withdrawn",-95,88,-95,88 +"954",649079,1.875,NA,2.94418604651163,NA,4.41714285714286,1.28571428571429,1,8.72776769509982,2.4,1.33333333333333,1.09090909090909,5.75,NA,1.2125,1.69421487603306,1.21052631578947,83.8,74.5,"M","London Region","Lower Than A Level","80-90%","35-55",0,60,"N","Withdrawn",-153,237,-153,237 +"955",649084,1,2,2.7,NA,3.50602409638554,1,NA,5.3047619047619,3.45454545454545,1.75,1,7.79816513761468,NA,1.17647058823529,1.60352422907489,1.26315789473684,76.2857142857143,73.2,"M","South Region","Lower Than A Level","50-60%","0-35",0,120,"N","Pass",-150,NA,-150,NA +"956",649093,NA,NA,1.71052631578947,NA,3.6025641025641,1,NA,5.78857142857143,7.66666666666667,NA,1,12.1063829787234,NA,1.5,1.57042253521127,1.33333333333333,76.2857142857143,89.8,"F","London Region","HE Qualification","20-30%","0-35",0,60,"N","Distinction",-60,NA,-60,NA +"957",649118,NA,NA,4.22727272727273,NA,4.02127659574468,2,NA,5.78064516129032,1.33333333333333,1,NA,8.7,NA,1.13333333333333,1.63716814159292,1.5,84.5,66.75,"M","North Western Region","Lower Than A Level","0-10%","0-35",0,60,"N","Pass",-155,NA,-155,NA +"958",649141,NA,1,2.97938144329897,1,3.48611111111111,2.5,1,7.1651376146789,4.23529411764706,1,1.5,8.6,NA,1.20754716981132,1.72321428571429,1.16666666666667,NA,78,"M","Ireland","A Level or Equivalent","70-80%","35-55",0,90,"N","Withdrawn",-137,198,-137,198 +"959",649159,5,NA,3.24299065420561,2,2.76851851851852,1.5,1,5.0979020979021,2.16666666666667,NA,1,11.0533333333333,NA,1.08888888888889,1.2972972972973,1.27777777777778,77,63.4,"M","Ireland","Lower Than A Level","30-40%","0-35",0,60,"N","Pass",-53,NA,-53,NA +"960",649165,NA,NA,2.475,NA,4.06382978723404,2,NA,7.16030534351145,2,NA,1.5,11.1730769230769,NA,1.10526315789474,1.45977011494253,1.66666666666667,86.1428571428571,72.8,"M","South Region","A Level or Equivalent","","0-35",0,60,"N","Pass",-44,NA,-44,NA +"961",649207,3.91666666666667,1,2.01401869158878,NA,3.64634146341463,1.66666666666667,1.5,5.6583850931677,2.55555555555556,1.15384615384615,1.09677419354839,9.13,NA,1.16216216216216,1.74311926605505,1.16666666666667,81.8571428571429,78.4,"M","East Midlands Region","A Level or Equivalent","10-20","0-35",0,60,"N","Pass",-153,NA,-153,NA +"962",649212,1,NA,2.7741935483871,NA,3.45038167938931,1.2,3,8.39175257731959,3,1,1.5,12.8674698795181,NA,1.15789473684211,1.75280898876405,1.5,75.2857142857143,69.4,"M","North Region","Lower Than A Level","10-20","0-35",0,90,"N","Pass",-108,NA,-108,NA +"963",649230,NA,NA,2.88333333333333,NA,3.84313725490196,1.5,2,5.49425287356322,2.66666666666667,1,NA,15,NA,1.35714285714286,1.60227272727273,1.2,59.75,71.75,"F","Scotland","Lower Than A Level","0-10%","0-35",0,180,"N","Withdrawn",-5,170,-5,170 +"964",649258,NA,NA,3.67441860465116,NA,4.68571428571429,3,1.5,3.79605263157895,1.66666666666667,1,NA,19.3777777777778,NA,1.16129032258065,1.93220338983051,1.2,72,88.8,"M","Wales","A Level or Equivalent","70-80%","0-35",0,120,"N","Fail",-22,NA,-22,NA +"965",649284,4,NA,3.40540540540541,1,3.76744186046512,1.71428571428571,1,7.23595505617978,2.66666666666667,1,NA,17.825,NA,1.5,1.89320388349515,1.4,54,52.2,"M","South East Region","Lower Than A Level","30-40%","0-35",0,120,"N","Pass",-16,NA,-16,NA +"966",649325,NA,NA,3.14705882352941,NA,3.44,1,NA,7.39393939393939,1.875,1.5,1.5,7.7,NA,1.41666666666667,1.60714285714286,1.5,NA,89,"F","West Midlands Region","A Level or Equivalent","0-10%","0-35",0,60,"N","Withdrawn",-144,93,-144,93 +"967",649336,NA,NA,2.6,NA,4.55555555555556,1,NA,1.7037037037037,NA,1,NA,10.8461538461538,NA,1.14285714285714,1.81481481481481,1,88,70.3333333333333,"M","South West Region","A Level or Equivalent","40-50%","0-35",0,60,"N","Withdrawn",-144,140,-144,140 +"968",649379,2.33333333333333,1,2.38653846153846,NA,3.54395604395604,2,1.33333333333333,5.26315789473684,1.88888888888889,1,1.1875,15.4797297297297,NA,1.28571428571429,1.5979020979021,1.22222222222222,83.7142857142857,78.6,"F","South East Region","A Level or Equivalent","60-70%","0-35",0,120,"N","Pass",-45,NA,-45,NA +"969",649385,NA,NA,1.73333333333333,NA,2.25,1,1,2.93103448275862,3,1,NA,NA,NA,1.33333333333333,1.67857142857143,1,NA,73,"M","South East Region","A Level or Equivalent","60-70%","0-35",0,90,"Y","Withdrawn",-120,116,-120,116 +"970",649400,NA,NA,2.18181818181818,NA,4.40425531914894,1.33333333333333,NA,7.20168067226891,4.75,1,1.5,12.7916666666667,NA,1.0625,1.61946902654867,1.3,73.8571428571429,81.6,"M","North Western Region","HE Qualification","90-100%","0-35",0,120,"N","Pass",-37,NA,-37,NA +"971",649434,2.5,1,1.73451327433628,NA,4.76086956521739,1,1,8.39920948616601,3.16666666666667,1,1.25,10.03125,NA,1.10714285714286,1.56770833333333,1.23333333333333,75,73.8,"M","London Region","Lower Than A Level","0-10%","0-35",0,120,"N","Pass",-153,NA,-153,NA +"972",649435,NA,NA,2.40776699029126,NA,3.44871794871795,1,1.33333333333333,4.37278106508876,2.83333333333333,1,1.5,15.6279069767442,NA,1.04166666666667,1.57352941176471,1.16666666666667,78,89.2,"M","North Region","Lower Than A Level","","35-55",0,90,"N","Pass",-63,NA,-63,NA +"973",649457,2.6,2,1.82775119617225,NA,3.6875,1.25,1,4.40070921985816,2,1,1.6,9.63333333333333,NA,1.29787234042553,1.39160839160839,1.23684210526316,84.4285714285714,83.8,"F","North Western Region","A Level or Equivalent","80-90%","0-35",0,90,"N","Pass",-60,NA,-60,NA +"974",649469,NA,NA,3.36619718309859,NA,4.76056338028169,1.16666666666667,2,6.08,4.13636363636364,1,1.5,9.48979591836735,NA,1.31578947368421,1.94871794871795,1.04347826086957,89,90,"M","Yorkshire Region","A Level or Equivalent","30-40%","35-55",0,60,"N","Fail",-135,NA,-135,NA +"975",649555,NA,NA,4.17647058823529,NA,2.8125,1,1,4.04545454545455,1,1,NA,10.875,NA,1.33333333333333,1.52,1.14285714285714,85,NA,"M","South Region","Lower Than A Level","50-60%","0-35",0,120,"N","Withdrawn",-88,11,-88,11 +"976",649566,NA,NA,3.9,NA,2.85714285714286,1.66666666666667,NA,3.27450980392157,1,1.16666666666667,NA,11.6315789473684,NA,1.1,1.65909090909091,1,87,48.5,"M","North Region","Lower Than A Level","","0-35",0,120,"N","Fail",-128,NA,-128,NA +"977",649580,NA,NA,2.02631578947368,NA,4.66666666666667,1,NA,3.52777777777778,4.5,1,NA,7.11111111111111,NA,2.375,2.11475409836066,1.14285714285714,NA,80,"M","London Region","A Level or Equivalent","40-50%","0-35",0,60,"N","Withdrawn",-129,12,-129,12 +"978",649619,1.75,NA,2.05882352941176,NA,3.92156862745098,1.5,2,4.44171779141104,1.61904761904762,1.25,1.2,8.21666666666667,NA,1.15384615384615,1.48809523809524,1.23529411764706,93,91.2,"M","East Anglian Region","Lower Than A Level","90-100%","0-35",0,120,"N","Distinction",-153,NA,-153,NA +"979",649735,NA,NA,2.17391304347826,NA,2.31506849315068,1.5,2,5.5,1.5,1,NA,14.5365853658537,NA,1.08333333333333,1.37209302325581,1,74.2857142857143,58,"M","South West Region","A Level or Equivalent","30-40%","0-35",0,90,"N","Pass",-150,NA,-150,NA +"980",649806,NA,NA,4.88888888888889,NA,2.775,1,NA,2.96428571428571,NA,NA,1.5,2.33333333333333,NA,1.09090909090909,1.32608695652174,1,NA,66.75,"M","Yorkshire Region","A Level or Equivalent","70-80%","0-35",0,60,"N","Fail",-43,NA,-43,NA +"981",649891,NA,NA,3.42622950819672,NA,3.82758620689655,1,1,2.21052631578947,1.5,NA,NA,8.66666666666667,NA,1.22222222222222,1.37209302325581,1,97,76.6666666666667,"M","London Region","Lower Than A Level","60-70%","35-55",0,60,"N","Withdrawn",-29,135,-29,135 +"982",649952,2.16666666666667,1,2.43961352657005,NA,3.94170403587444,1.125,2,4.76241900647948,3.41379310344828,1.2,1.38461538461538,10.4939759036145,NA,1.24193548387097,1.78116343490305,1.55339805825243,84.2857142857143,90.2,"M","North Region","Lower Than A Level","","0-35",0,60,"N","Pass",-99,NA,-99,NA +"983",649954,NA,NA,2.91666666666667,NA,5.36065573770492,1.5,1.6,9.50943396226415,2.5,1.2,1.5,14.3333333333333,NA,1.625,2.375,1.05555555555556,80,86.3333333333333,"F","London Region","A Level or Equivalent","10-20","0-35",0,60,"N","Withdrawn",-81,123,-81,123 +"984",649979,NA,NA,1.84,NA,2.88461538461538,1,1,4.70992366412214,2.33333333333333,NA,1.33333333333333,11.3958333333333,NA,1.28571428571429,1.40217391304348,1.9,82,82.6,"M","Yorkshire Region","A Level or Equivalent","70-80%","0-35",0,120,"N","Pass",-136,NA,-136,NA +"985",650031,NA,NA,2.62,NA,3.56521739130435,1,NA,5.21472392638037,4.45454545454545,1,1.5,7.61904761904762,NA,1.29411764705882,1.45,1.33333333333333,NA,63.5,"F","North Western Region","Lower Than A Level","30-40%","0-35",0,120,"N","Fail",-120,NA,-120,NA +"986",650048,NA,NA,1.75,NA,4,NA,NA,3,NA,NA,NA,NA,NA,1.25,1.5,NA,NA,72,"M","South Region","Lower Than A Level","80-90%","0-35",0,120,"N","Fail",-136,NA,-136,NA +"987",650054,NA,NA,2.26530612244898,NA,2.85185185185185,1.5,1,6.93617021276596,2.85714285714286,1,1.5,1,NA,1.23809523809524,1.65094339622642,1.16666666666667,NA,76,"F","London Region","A Level or Equivalent","20-30%","0-35",0,120,"N","Withdrawn",-150,185,-150,185 +"988",650085,NA,NA,4.68115942028986,NA,5.38888888888889,1.75,1,6.64102564102564,2.16666666666667,1,1.5,11.4615384615385,NA,1,1.92156862745098,1.05882352941176,89,86,"M","East Midlands Region","A Level or Equivalent","80-90%","0-35",0,90,"N","Withdrawn",-50,12,-50,12 +"989",650108,3.2,1,2.48235294117647,NA,4.01694915254237,1.2,1.25,5.53312302839117,6.44827586206897,1.1,1.13793103448276,10.8217821782178,NA,1.12903225806452,1.70545454545455,1.5,76.1428571428571,80.4,"F","East Midlands Region","A Level or Equivalent","50-60%","0-35",0,120,"N","Pass",-86,NA,-86,NA +"990",650123,NA,NA,6.27272727272727,2,5.4,1.66666666666667,NA,9.56603773584906,3,1,NA,10.8571428571429,NA,1.375,1.953125,1,NA,71,"F","South East Region","A Level or Equivalent","80-90%","0-35",0,60,"N","Withdrawn",-64,51,-64,51 +"991",650148,NA,NA,3.46153846153846,NA,4.8,1.5,1,2.11538461538462,1.5,1,NA,1,NA,1.2,1.60526315789474,1.33333333333333,NA,74,"M","West Midlands Region","A Level or Equivalent","40-50%","0-35",0,150,"N","Withdrawn",-150,12,-150,12 +"992",650160,2.8,NA,2.5875,NA,4.12857142857143,2.25,1,7.12893081761006,5.75,1,1.35,10.2872340425532,NA,1.13157894736842,2.12558139534884,1.275,91.2857142857143,86.6,"M","Wales","Lower Than A Level","20-30%","0-35",0,120,"N","Distinction",-45,NA,-45,NA +"993",650170,NA,NA,3.06122448979592,NA,8.32,1.71428571428571,1.66666666666667,5.29078014184397,2.5,1.2,1.66666666666667,10.6179775280899,NA,1.10344827586207,2.17874396135266,1.44117647058824,75,66.3333333333333,"M","East Midlands Region","Lower Than A Level","60-70%","0-35",0,60,"N","Fail",-135,NA,-135,NA +"994",650251,2.75,NA,1.89795918367347,NA,4.77777777777778,1.33333333333333,NA,8.45378151260504,2.45454545454545,1.2,1.18518518518519,9.57522123893805,NA,1.42857142857143,1.75943396226415,1.15384615384615,80.5714285714286,86.6,"M","East Midlands Region","A Level or Equivalent","10-20","0-35",0,60,"N","Distinction",-74,NA,-74,NA +"995",650287,NA,NA,3.83928571428571,1,5.75342465753425,1.25,1,7.69540229885058,1.9,1,1,6.58461538461538,NA,1.38235294117647,2.40104166666667,1.16666666666667,77,81,"F","Ireland","Lower Than A Level","0-10%","35-55",0,120,"N","Withdrawn",-65,103,-65,103 +"996",650363,1,NA,2.15584415584416,NA,3.94047619047619,1,NA,4.89071038251366,2.5,1,1,9.82352941176471,NA,1.05,1.58064516129032,1,83.1428571428571,76.8,"M","South East Region","A Level or Equivalent","30-40%","0-35",0,90,"N","Pass",-135,NA,-135,NA +"997",650370,1,NA,2.93150684931507,NA,4.44915254237288,1.25,1.66666666666667,4.08474576271186,1.57142857142857,1,1,10.9666666666667,NA,1.25,2.14705882352941,1.26086956521739,75.5714285714286,82.2,"F","Scotland","HE Qualification","10-20","0-35",0,90,"N","Pass",-113,NA,-113,NA +"998",650424,5,1,2.51973684210526,3,3.64705882352941,2,2.2,7.93220338983051,1.7,1,NA,12.3541666666667,NA,1.21276595744681,1.99337748344371,1.36,81.2857142857143,77.6,"M","West Midlands Region","Lower Than A Level","0-10%","0-35",0,120,"N","Pass",-50,NA,-50,NA +"999",650461,NA,NA,3.47540983606557,NA,3.14285714285714,1.28571428571429,1,5.22368421052632,NA,NA,NA,19.2131147540984,NA,1.06666666666667,1.8,1.22222222222222,57.2857142857143,59.6,"M","Yorkshire Region","Lower Than A Level","40-50%","0-35",0,60,"N","Pass",-122,NA,-122,NA +"1000",650469,NA,NA,1.91983122362869,NA,2.9290780141844,1.5,2,2.96774193548387,5.25,1,1.2,6.78723404255319,NA,1.08695652173913,1.48868778280543,1.28571428571429,83.4,79.6,"M","Yorkshire Region","A Level or Equivalent","70-80%","0-35",0,120,"N","Pass",-71,NA,-71,NA +"1001",650473,3.33333333333333,1,2.58108108108108,NA,4.02643171806167,1.5,NA,5.55102040816327,2.66666666666667,1.3,1.08,8.54929577464789,NA,1.14285714285714,1.86567164179104,1.81967213114754,88,87,"M","West Midlands Region","A Level or Equivalent","0-10%","0-35",0,60,"N","Pass",-52,NA,-52,NA +"1002",650543,NA,NA,3.15789473684211,NA,3.625,1.5,NA,2,NA,1,NA,24.2857142857143,NA,1.5,2.9375,1,87,80,"M","South West Region","A Level or Equivalent","40-50%","0-35",0,60,"N","Fail",-149,NA,-149,NA +"1003",650570,2.33333333333333,2,2.51127819548872,NA,3.12587412587413,1,NA,6.88020833333333,2,1.09090909090909,1.07692307692308,11.7704918032787,NA,1.18181818181818,1.58823529411765,1.52,61,56.8,"M","Yorkshire Region","HE Qualification","70-80%","0-35",0,120,"N","Pass",-149,NA,-149,NA +"1004",650682,NA,NA,2.53846153846154,NA,3.10204081632653,1,1,5,3.5,1,NA,9.86842105263158,NA,1.07692307692308,1.52173913043478,1,70,79.6666666666667,"M","Wales","Lower Than A Level","30-40%","0-35",0,120,"N","Withdrawn",-38,143,-38,143 +"1005",650716,NA,NA,1.5,NA,2.55555555555556,NA,1,5.41666666666667,NA,NA,NA,NA,NA,2.33333333333333,1.92857142857143,1,NA,58,"M","London Region","A Level or Equivalent","70-80%","35-55",0,120,"N","Fail",-144,NA,-144,NA +"1006",650717,NA,NA,2,NA,3.64705882352941,1.66666666666667,NA,9.28,3,1,1.42857142857143,4.83333333333333,NA,1.25,1.58333333333333,1.22222222222222,NA,61,"M","East Anglian Region","Lower Than A Level","30-40%","0-35",0,150,"N","Withdrawn",-58,12,-58,12 +"1007",650758,NA,NA,3.30769230769231,NA,4.11764705882353,2,NA,4.71428571428571,1.5,1,NA,2.33333333333333,NA,1.08333333333333,1.36111111111111,1,NA,60,"M","Yorkshire Region","Lower Than A Level","20-30%","35-55",0,120,"N","Fail",-144,NA,-144,NA +"1008",650861,NA,NA,1.66666666666667,NA,3.44444444444444,1,NA,5.70833333333333,NA,1,NA,10,NA,1.11111111111111,1.83333333333333,1,NA,71.6666666666667,"F","Scotland","Post Graduate Qualification","80-90%","0-35",0,60,"N","Fail",-94,NA,-94,NA +"1009",650866,2.81818181818182,1,2.93865030674847,NA,5.29464285714286,1.22222222222222,1.25,8.15442561205273,3.64,1.35294117647059,1.16129032258065,7.93582887700535,NA,1.3968253968254,2.10352941176471,1.23076923076923,86,77.8,"M","Wales","A Level or Equivalent","30-40%","35-55",0,60,"N","Pass",-35,NA,-35,NA +"1010",650923,4,NA,1.46428571428571,NA,2.48648648648649,1.25,NA,4.6140350877193,3.30769230769231,1.2,1,10.7209302325581,NA,1.1875,1.52222222222222,1.23076923076923,87,71.6,"M","South West Region","A Level or Equivalent","30-40%","0-35",0,60,"N","Pass",-147,NA,-147,NA +"1011",650960,NA,NA,2.06779661016949,NA,2.83673469387755,NA,1,4.62244897959184,NA,1,1,18.4722222222222,NA,1.1875,1.27659574468085,1.4,71,56.6,"M","East Anglian Region","A Level or Equivalent","70-80%","0-35",0,60,"N","Pass",-31,NA,-31,NA +"1012",651040,NA,1,2.11111111111111,1,2.8433734939759,1,2,4.95945945945946,1,1,NA,12.6888888888889,NA,1.54545454545455,1.4468085106383,1,78.5714285714286,72.2,"M","South East Region","A Level or Equivalent","60-70%","0-35",0,120,"N","Pass",-147,NA,-147,NA +"1013",651121,NA,NA,2.546875,NA,4.47517730496454,1.33333333333333,1,2.97014925373134,NA,1,NA,16.3492063492063,NA,1.56410256410256,1.55056179775281,3.16666666666667,66.4285714285714,85.2,"M","West Midlands Region","Lower Than A Level","70-80%","0-35",0,90,"N","Pass",-144,NA,-144,NA +"1014",651126,NA,NA,2.74,NA,3.63888888888889,1,1,5.49193548387097,1.5,1.5,NA,13.2758620689655,NA,1.06666666666667,1.77889447236181,1.5,76.7142857142857,71.8,"M","South East Region","Lower Than A Level","30-40%","0-35",0,120,"N","Pass",-53,NA,-53,NA +"1015",651182,NA,NA,2.28947368421053,NA,5.32692307692308,2,2.5,2.21428571428571,NA,1,NA,9.8,NA,1.14473684210526,1.5503355704698,1,64,67,"M","West Midlands Region","Lower Than A Level","50-60%","0-35",0,60,"N","Pass",-147,NA,-147,NA +"1016",651200,NA,NA,3.9,NA,2.85714285714286,1,NA,1.71428571428571,NA,NA,NA,NA,NA,1.11111111111111,1.4,NA,NA,62.5,"M","North Western Region","A Level or Equivalent","40-50%","0-35",0,60,"N","Fail",-67,NA,-67,NA +"1017",651238,1.5,2,3.31818181818182,2,7.3801652892562,1.14285714285714,1,4.33333333333333,6,NA,1.5,17.7241379310345,NA,1.27272727272727,2.24793388429752,1.53571428571429,79.1428571428571,72.75,"M","North Western Region","Lower Than A Level","40-50%","0-35",0,60,"N","Pass",-32,NA,-32,NA +"1018",651253,NA,NA,2.08333333333333,1,3.06666666666667,1.66666666666667,NA,10.6739130434783,3.8,1,1.5,10.5,NA,1.125,2.09090909090909,1.42857142857143,89,97,"M","Scotland","HE Qualification","30-40%","0-35",0,60,"N","Withdrawn",-100,171,-100,171 +"1019",651330,NA,NA,1.75,NA,3.16666666666667,NA,NA,6.78260869565217,NA,NA,NA,25.4,NA,1.25,1.7,NA,94,83.5,"M","East Midlands Region","A Level or Equivalent","80-90%","0-35",0,150,"Y","Fail",-31,NA,-31,NA +"1020",651334,NA,NA,3.35714285714286,NA,3,1.33333333333333,NA,9.24,2,1,NA,1.66666666666667,NA,1.14285714285714,2.06451612903226,2,NA,66,"M","North Western Region","A Level or Equivalent","10-20","0-35",0,60,"N","Fail",-10,NA,-10,NA +"1021",651354,NA,NA,2.0030303030303,NA,4.20805369127517,1.4,1,5.9467680608365,1.69230769230769,1,1.25,14.7450980392157,NA,1.08108108108108,1.90948275862069,1.66666666666667,78.7142857142857,75,"M","Yorkshire Region","Lower Than A Level","0-10%","0-35",0,90,"N","Pass",-133,NA,-133,NA +"1022",651381,NA,NA,2.42452830188679,NA,5.30666666666667,1.33333333333333,2.5,7.01704545454545,8.44444444444444,1.33333333333333,1.5,14.2280701754386,NA,1.85,2.06349206349206,1.29411764705882,70.7142857142857,64.4,"M","South Region","Lower Than A Level","40-50%","0-35",0,60,"N","Pass",-102,NA,-102,NA +"1023",651398,NA,NA,3.18,NA,2.8,1.66666666666667,NA,3.45161290322581,1,1,1.5,3.6,NA,1.25,1.78688524590164,1.2,NA,72,"M","South Region","Lower Than A Level","","0-35",0,120,"N","Withdrawn",-10,12,-10,12 +"1024",651419,2,NA,2.86617100371747,NA,5.1592039800995,1.25,NA,5.73333333333333,2,1,1.2,8.9030612244898,NA,1.44444444444444,1.8995983935743,1.28571428571429,73.5714285714286,80.2,"M","Wales","Lower Than A Level","90-100%","0-35",0,60,"N","Pass",-31,NA,-31,NA +"1025",651478,5.6,1,2.69938650306748,NA,5.71657754010695,1,3.25,7.98660714285714,1.5,1,1.25,16.995,NA,1.19565217391304,1.85977859778598,1.32432432432432,92,85.4,"M","East Anglian Region","A Level or Equivalent","80-90%","0-35",0,90,"N","Distinction",-144,NA,-144,NA +"1026",651498,5.71428571428571,1,2.3495145631068,NA,5.37894736842105,1.25,3,5.82621951219512,3.30769230769231,1.125,1.125,9.35238095238095,NA,1.33333333333333,1.76190476190476,1.32142857142857,82.5714285714286,74.8,"M","East Anglian Region","Lower Than A Level","80-90%","0-35",0,60,"N","Pass",-56,NA,-56,NA +"1027",651555,1,NA,2.55263157894737,NA,2.94871794871795,NA,NA,6.28703703703704,8,1,1.5,11.25,NA,1.05263157894737,1.75,1.14285714285714,88.8571428571429,88.6,"M","West Midlands Region","A Level or Equivalent","60-70%","0-35",0,60,"N","Distinction",-72,NA,-72,NA +"1028",651598,4.25,NA,2.872,NA,4.03401360544218,1.66666666666667,1.18181818181818,3.86969696969697,2.8,1.45454545454545,1.21428571428571,6.64,NA,1.34,1.93087557603687,1.22916666666667,88.7142857142857,90.4,"F","North Region","Lower Than A Level","","0-35",0,60,"N","Distinction",-115,NA,-115,NA +"1029",651693,NA,NA,1.875,NA,4.07692307692308,1.33333333333333,NA,10.9473684210526,1,NA,NA,9,NA,1.23076923076923,1.76470588235294,2,NA,75.5,"M","Ireland","A Level or Equivalent","30-40%","0-35",0,60,"N","Fail",-93,NA,-93,NA +"1030",651881,NA,NA,2.13008130081301,NA,3.35802469135802,1.33333333333333,1.66666666666667,4.28301886792453,2.28571428571429,1.33333333333333,1.5,13.6951219512195,NA,1.24242424242424,1.48091603053435,1,56.5714285714286,71.6,"M","East Midlands Region","A Level or Equivalent","10-20","0-35",0,60,"Y","Pass",-109,NA,-109,NA +"1031",651886,NA,NA,3.2280701754386,NA,5.45454545454545,1,NA,10.0923076923077,NA,1,NA,NA,NA,2.4,1.82978723404255,1.66666666666667,NA,67,"M","Scotland","HE Qualification","50-60%","0-35",0,90,"N","Withdrawn",-57,135,-57,135 +"1032",651927,3.6,NA,2.26,NA,3.22340425531915,3,NA,6.21917808219178,1.42857142857143,1.11111111111111,1.17857142857143,13.469387755102,NA,1.11764705882353,1.62068965517241,1.19354838709677,86.8571428571429,89,"M","East Anglian Region","A Level or Equivalent","70-80%","0-35",0,120,"N","Distinction",-129,NA,-129,NA +"1033",651972,NA,NA,5.11111111111111,NA,3,1,NA,2.54054054054054,NA,1,NA,NA,NA,1.62222222222222,1.51851851851852,1,NA,66,"F","Ireland","Lower Than A Level","60-70%","35-55",0,60,"N","Fail",-9,NA,-9,NA +"1034",651990,5.2,2,2.85915492957746,NA,2.56,1.33333333333333,NA,6.70059880239521,3.47619047619048,1,1.11111111111111,7.61643835616438,NA,1.28571428571429,1.30088495575221,1.5,85.7142857142857,82.6,"M","South West Region","A Level or Equivalent","30-40%","0-35",0,60,"N","Pass",-108,NA,-108,NA +"1035",652008,NA,NA,1.83333333333333,NA,3.11023622047244,1,5,6.45539906103286,2.5,1,NA,16.3953488372093,NA,1.2,1.64179104477612,1.22222222222222,63.1666666666667,80.4,"M","South Region","HE Qualification","60-70%","0-35",0,60,"N","Pass",-133,NA,-133,NA +"1036",652064,3,2,2.83057851239669,NA,3.75690607734807,1.71428571428571,2.5,6.06933333333333,3.4,1,1.16666666666667,9.29661016949153,NA,1.2093023255814,1.73877551020408,1.30188679245283,96.7142857142857,95.6,"M","South West Region","Lower Than A Level","20-30%","35-55",0,60,"N","Distinction",-136,NA,-136,NA +"1037",652087,NA,NA,2.41284403669725,NA,3.48051948051948,1,NA,3.95419847328244,1,1,NA,13.4901960784314,NA,1.11764705882353,1.38297872340426,1.25,83,77.2,"M","West Midlands Region","A Level or Equivalent","70-80%","0-35",0,60,"N","Pass",-135,NA,-135,NA +"1038",652333,NA,NA,2.93023255813953,NA,3.80412371134021,1,1,5.80952380952381,4.33333333333333,1.22222222222222,1.07142857142857,8.66346153846154,NA,1.26086956521739,1.73170731707317,1.3448275862069,76.8571428571429,70.4,"F","East Anglian Region","Lower Than A Level","20-30%","35-55",0,150,"N","Pass",-137,NA,-137,NA +"1039",652335,2.2,1,4.03030303030303,1,5.42553191489362,1.16666666666667,1.46666666666667,4.09547738693467,4.44642857142857,1.16666666666667,1.06666666666667,7.72602739726027,NA,1.29230769230769,1.67391304347826,1.26865671641791,83.8571428571429,74.4,"M","South Region","Lower Than A Level","90-100%","35-55",0,60,"N","Pass",-74,NA,-74,NA +"1040",652336,NA,NA,2.71794871794872,NA,3.62962962962963,1.66666666666667,NA,6.54347826086957,2,1,1.5,6.35,NA,2.16666666666667,1.6304347826087,1,86,90,"M","Wales","A Level or Equivalent","80-90%","0-35",0,120,"N","Withdrawn",-49,59,-49,59 +"1041",652438,NA,NA,2.54545454545455,NA,2.5,1.33333333333333,2,4.03225806451613,1.75,NA,NA,9.48387096774194,NA,1.33333333333333,1.63235294117647,1,77.5,80,"F","Ireland","Lower Than A Level","","0-35",0,60,"N","Pass",-25,NA,-25,NA +"1042",652576,NA,NA,1.77536231884058,NA,3.5,1,NA,5.25547445255474,NA,2,NA,11.42,NA,1.09090909090909,1.66887417218543,1.7,73,83.8,"M","Wales","HE Qualification","20-30%","0-35",0,120,"N","Pass",-140,NA,-140,NA +"1043",652593,NA,NA,2.38461538461538,NA,2.29411764705882,1,NA,3.07692307692308,1,1,NA,1,NA,1.625,1.82857142857143,NA,NA,86,"M","South Region","Lower Than A Level","80-90%","35-55",0,120,"N","Withdrawn",-59,66,-59,66 +"1044",652625,2,NA,2.24242424242424,NA,4.32743362831858,1.5,1.25,7.34983498349835,1.75,1.16666666666667,1.16666666666667,16.3376623376623,NA,1,1.76255707762557,2.05555555555556,95.2857142857143,95.4,"F","Wales","Lower Than A Level","60-70%","0-35",0,60,"Y","Distinction",-38,NA,-38,NA +"1045",652647,NA,NA,1.63636363636364,NA,3.61702127659574,1,1,3.94545454545455,NA,1,NA,1,NA,1.66666666666667,1.77906976744186,1,NA,64,"M","West Midlands Region","Lower Than A Level","50-60%","0-35",0,90,"N","Fail",-136,NA,-136,NA +"1046",652659,NA,NA,2.1044776119403,NA,4.71428571428571,1.5,1,4.79032258064516,2.66666666666667,1.5,1.5,14.1111111111111,NA,1.14285714285714,1.79166666666667,1.33333333333333,66.1428571428571,90,"M","East Midlands Region","Lower Than A Level","60-70%","0-35",0,60,"N","Pass",-87,NA,-87,NA +"1047",652664,NA,NA,1.92592592592593,NA,2.03703703703704,1,1,3.1219512195122,NA,1,NA,1,NA,1.2,1.14634146341463,NA,NA,80.3333333333333,"M","Yorkshire Region","A Level or Equivalent","60-70%","0-35",0,60,"N","Fail",-137,NA,-137,NA +"1048",652672,3.14285714285714,1,2.31034482758621,NA,2.0875,NA,NA,6.60540540540541,3.18181818181818,1.09090909090909,1.04347826086957,17.765306122449,NA,1.28571428571429,1.8953488372093,1.2,91.2857142857143,88,"F","South Region","A Level or Equivalent","70-80%","0-35",0,60,"N","Pass",-74,NA,-74,NA +"1049",652684,4,NA,3.32352941176471,NA,4.83116883116883,1,1.4,7.04491725768322,2.75862068965517,1.16666666666667,1.22222222222222,15.4,NA,1.76,1.7680608365019,1.59259259259259,91.8571428571429,86.2,"M","North Region","A Level or Equivalent","80-90%","0-35",0,60,"N","Distinction",-121,NA,-121,NA +"1050",652711,NA,1,2.5607476635514,NA,5.21111111111111,1,NA,9.15471698113208,NA,1.5,1.5,8.61052631578947,NA,1.15789473684211,1.66981132075472,1.22222222222222,81.8571428571429,87.8,"M","Wales","Lower Than A Level","50-60%","35-55",0,60,"N","Pass",-37,NA,-37,NA +"1051",652752,NA,NA,4.16666666666667,NA,6.85714285714286,1,NA,6.63636363636364,1,NA,NA,8.75,NA,1.33333333333333,1.5,1.4,NA,64,"M","North Western Region","Lower Than A Level","10-20","0-35",0,120,"N","Fail",-135,NA,-135,NA +"1052",652753,2.66666666666667,NA,2.63898916967509,NA,4.52356020942408,1,1.4375,5.85221674876847,3.5,1,1.33333333333333,10.2407407407407,NA,1.18461538461538,1.62605042016807,1.47826086956522,71,81.8,"M","South Region","A Level or Equivalent","40-50%","0-35",0,120,"N","Pass",-102,NA,-102,NA +"1053",652769,NA,NA,4.2,NA,4.16666666666667,1.5,2,1.625,NA,NA,NA,3.5,NA,1.5,1.89473684210526,1,NA,71,"M","Ireland","A Level or Equivalent","60-70%","0-35",0,60,"N","Fail",-23,NA,-23,NA +"1054",652788,1.6,NA,2.41269841269841,NA,2.80833333333333,1.5,1,5.57950530035336,NA,1,1.33333333333333,7.91603053435114,NA,1.03703703703704,1.50438596491228,1.38461538461538,87,93.4,"M","South Region","Lower Than A Level","30-40%","0-35",0,60,"N","Distinction",-86,NA,-86,NA +"1055",652801,NA,NA,2.91836734693878,NA,3.42105263157895,1,2,5.26666666666667,8.28571428571429,NA,NA,8.82608695652174,NA,1.3125,2.078125,1.5,70,81,"F","Wales","Lower Than A Level","20-30%","35-55",0,60,"Y","Withdrawn",-34,89,-34,89 +"1056",652824,NA,NA,1,NA,2.88888888888889,1,NA,2.35714285714286,NA,2,NA,NA,NA,1.83333333333333,1.84615384615385,NA,NA,52,"M","South West Region","Lower Than A Level","0-10%","0-35",0,60,"N","Fail",-137,NA,-137,NA +"1057",652832,NA,NA,2.90909090909091,NA,3.11111111111111,1,NA,3.45,1.5,NA,NA,NA,NA,2.28571428571429,1.6875,NA,NA,44,"M","South East Region","Lower Than A Level","60-70%","35-55",0,60,"N","Withdrawn",-137,56,-137,56 +"1058",652887,2.5,NA,1.68027210884354,NA,3.18965517241379,1,1.33333333333333,4.67796610169492,2,1,1.2,8.27027027027027,NA,1.45454545454545,1.51162790697674,1.90909090909091,79,80.6,"F","Scotland","A Level or Equivalent","40-50%","0-35",0,120,"N","Pass",-99,NA,-99,NA +"1059",652890,NA,NA,2.3968253968254,NA,4.14634146341463,1.25,NA,7.6865671641791,3.14285714285714,1.5,NA,9.91666666666667,NA,1.16666666666667,1.57446808510638,1.16666666666667,70.5,68.2,"M","West Midlands Region","Lower Than A Level","10-20","0-35",0,120,"N","Fail",-72,NA,-72,NA +"1060",652898,2.55555555555556,NA,2.94776119402985,NA,3.52898550724638,1.25,1,8.2734375,2.33333333333333,1.14285714285714,1.1,6.95454545454545,NA,1.26315789473684,1.70817120622568,1.17241379310345,81.8571428571429,72.6,"M","North Western Region","Lower Than A Level","10-20","0-35",0,90,"N","Pass",-129,NA,-129,NA +"1061",652994,NA,NA,1.85714285714286,NA,2.72727272727273,NA,NA,5.23404255319149,1,NA,NA,16.2631578947368,NA,1.18518518518519,1.86111111111111,2.33333333333333,68.1428571428571,64,"M","North Western Region","Lower Than A Level","10-20","0-35",0,120,"N","Pass",-122,NA,-122,NA +"1062",652998,NA,NA,1.71428571428571,NA,5.66666666666667,1.33333333333333,NA,1.53333333333333,NA,NA,NA,1,NA,1.6,1.15789473684211,NA,NA,58,"M","South Region","Lower Than A Level","90-100%","0-35",0,60,"N","Fail",-93,NA,-93,NA +"1063",653045,NA,NA,2.34,NA,4.21527777777778,1.33333333333333,1,5.8068669527897,2.84615384615385,1,1.5,9.02666666666667,NA,1.12820512820513,1.63366336633663,1.15384615384615,89.2857142857143,88.2,"M","Ireland","Lower Than A Level","90-100%","35-55",0,60,"N","Pass",-81,NA,-81,NA +"1064",653115,NA,NA,2.75,NA,2.64,1,1,4.73381294964029,2.4,1,1.4,7.08,NA,1.2,1.42741935483871,1,86.8571428571429,65,"F","Yorkshire Region","HE Qualification","0-10%","35-55",0,120,"N","Pass",-129,NA,-129,NA +"1065",653144,NA,NA,3.25,NA,3.81632653061224,1.33333333333333,2,2.6,1.33333333333333,1,NA,11.375,NA,1.16666666666667,1.67901234567901,1.75,81,66.25,"M","Scotland","HE Qualification","50-60%","0-35",0,90,"N","Withdrawn",-77,177,-77,177 +"1066",653183,NA,NA,4.25,NA,5,1.4,NA,7.64705882352941,NA,NA,NA,6,NA,2.2,1.73333333333333,1,NA,64,"M","East Midlands Region","Lower Than A Level","30-40%","0-35",0,90,"N","Withdrawn",-102,79,-102,79 +"1067",653297,1.8,1,2.32124352331606,1,4.32038834951456,1.375,1.0625,4.97701149425287,1.84615384615385,1,1.57142857142857,14.2340425531915,NA,1.06060606060606,1.50684931506849,1.19298245614035,68.5714285714286,68.4,"M","North Region","Lower Than A Level","","0-35",0,60,"N","Pass",-5,NA,-5,NA +"1068",653301,1.5,2,2.40756302521008,NA,4,1.2,NA,6.03333333333333,3.3125,1,1.14285714285714,11.0886075949367,NA,1.43333333333333,1.71966527196653,1.20833333333333,71.5714285714286,77.4,"F","Ireland","A Level or Equivalent","70-80%","0-35",0,90,"N","Pass",-38,NA,-38,NA +"1069",653356,NA,NA,3.66666666666667,NA,4.21875,1.66666666666667,NA,5.69230769230769,NA,2,NA,10.3636363636364,NA,1.28571428571429,2.03030303030303,1,77,64,"F","Yorkshire Region","Lower Than A Level","50-60%","0-35",0,60,"N","Withdrawn",-133,101,-133,101 +"1070",653372,NA,NA,2.88235294117647,NA,5.35,1.33333333333333,2,5.34210526315789,NA,1.5,NA,1,NA,1.125,1.86363636363636,1,NA,80,"M","North Western Region","A Level or Equivalent","10-20","0-35",0,60,"N","Withdrawn",-91,73,-91,73 +"1071",653381,3.4,NA,2,NA,2.65467625899281,1.33333333333333,NA,5.80295566502463,2.6,1,1.17647058823529,17.3913043478261,NA,1.14285714285714,1.3780487804878,1.53846153846154,90.2857142857143,81.2,"M","East Anglian Region","A Level or Equivalent","50-60%","0-35",0,120,"N","Pass",-115,NA,-115,NA +"1072",653417,3.5,NA,2.22222222222222,NA,4.18518518518519,2,1,3.38613861386139,1.5,2,NA,8.90909090909091,NA,1.31818181818182,1.56349206349206,1.33333333333333,81.5714285714286,67.6,"M","London Region","A Level or Equivalent","70-80%","0-35",0,120,"N","Pass",-136,NA,-136,NA +"1073",653536,NA,NA,2.93548387096774,NA,3.60714285714286,1.25,1.1,5.69662921348315,1.5,1,1,17.1694915254237,NA,1.04081632653061,1.83870967741935,1.09090909090909,88.1428571428571,92.5,"M","East Midlands Region","Lower Than A Level","10-20","0-35",0,60,"N","Pass",-136,NA,-136,NA +"1074",653558,NA,NA,2.28571428571429,NA,3.98888888888889,1,2.66666666666667,8.01734104046243,1.5,1,1.5,10.865671641791,NA,1.32,1.63428571428571,1.61538461538462,83.4285714285714,83.6,"M","South East Region","Lower Than A Level","10-20","0-35",0,60,"N","Pass",-78,NA,-78,NA +"1075",653567,3.28571428571429,2,3.31868131868132,NA,4,1.33333333333333,1,4.95726495726496,2,1.375,1.2,10.2692307692308,NA,1.36734693877551,2.09036144578313,1.21739130434783,76.8571428571429,76.6,"M","North Region","A Level or Equivalent","90-100%","0-35",0,60,"N","Pass",-99,NA,-99,NA +"1076",653595,3.625,1,3.86111111111111,NA,4.92391304347826,1.25,1.25,6.38376383763838,3,1,1.0625,10.4040404040404,NA,1.17241379310345,2.01092896174863,1.4375,77,81.6,"M","South East Region","HE Qualification","10-20","0-35",0,60,"N","Pass",-108,NA,-108,NA +"1077",653653,NA,NA,2.69117647058824,NA,3.16666666666667,2.25,1.44444444444444,4.36290322580645,1,1,NA,12.188679245283,NA,1.06666666666667,1.6,1.33333333333333,71.8571428571429,69,"M","South Region","Lower Than A Level","10-20","0-35",0,90,"Y","Pass",-135,NA,-135,NA +"1078",653659,NA,NA,1.92307692307692,NA,3.4,1,NA,2.80952380952381,1,1,NA,1,NA,1.25,1.58333333333333,NA,NA,63,"M","North Region","A Level or Equivalent","20-30%","0-35",0,60,"N","Fail",-66,NA,-66,NA +"1079",653773,3.85714285714286,2,3.44444444444444,NA,5.2734375,1.16666666666667,1.5,6.06028368794326,3.88888888888889,1.11111111111111,1.11111111111111,11.3804347826087,NA,1.81481481481481,1.82795698924731,1.57894736842105,64.2857142857143,65.8,"M","London Region","A Level or Equivalent","20-30%","0-35",0,60,"Y","Pass",-129,NA,-129,NA +"1080",653797,NA,NA,2.85507246376812,NA,2.47058823529412,1,1,4.94117647058824,2,1,NA,7.5,NA,1.14285714285714,1.53623188405797,1,100,72,"M","South East Region","Lower Than A Level","30-40%","0-35",0,60,"Y","Withdrawn",-121,95,-121,95 +"1081",653841,NA,NA,2.44578313253012,NA,4.23809523809524,1,2,6.29120879120879,1.25,1,1.5,8.79347826086956,NA,1.42307692307692,1.91525423728814,1,69.4285714285714,67.75,"M","Yorkshire Region","Lower Than A Level","60-70%","0-35",0,90,"N","Pass",-109,NA,-109,NA +"1082",653846,NA,NA,2.94339622641509,NA,3.25,2,NA,6.44736842105263,2.6,1,1.5,1.83333333333333,NA,1.57142857142857,1.66666666666667,1.16666666666667,87,88,"M","North Western Region","A Level or Equivalent","40-50%","35-55",0,120,"N","Withdrawn",-32,48,-32,48 +"1083",653857,NA,NA,3.15942028985507,NA,3,1.41666666666667,1,4.76687116564417,1,NA,1.09090909090909,12.8181818181818,NA,1.33333333333333,1.87037037037037,1.375,77.5,NA,"M","Scotland","HE Qualification","30-40%","35-55",0,90,"N","Fail",-32,NA,-32,NA +"1084",653988,NA,NA,4.65384615384615,NA,5.75,1,2,5.15,2.25,1,NA,1,NA,1.125,2,1.5,NA,78,"M","London Region","No Formal quals","10-20","0-35",0,120,"N","Fail",-67,NA,-67,NA +"1085",654045,1,5,2.27272727272727,1,6.98901098901099,1,2.875,5.02941176470588,1.44444444444444,1.33333333333333,1.30769230769231,7.31632653061224,NA,1.18823529411765,1.76838235294118,1.02439024390244,90.1428571428571,81.4,"F","Wales","HE Qualification","50-60%","35-55",0,60,"N","Pass",-35,NA,-35,NA +"1086",654048,NA,NA,2.35384615384615,NA,4.09090909090909,1.25,1,5.07462686567164,1.875,1,1.5,8,NA,1.22222222222222,1.53521126760563,1.0952380952381,96,85,"M","Yorkshire Region","Lower Than A Level","30-40%","0-35",0,240,"N","Withdrawn",-77,12,-77,12 +"1087",654094,NA,NA,2.5,NA,2.18181818181818,1,NA,3.36842105263158,2,NA,2,8.2,NA,1.2,1.33333333333333,1,NA,50,"M","Scotland","Lower Than A Level","60-70%","0-35",0,60,"Y","Withdrawn",-71,104,-71,104 +"1088",654112,NA,NA,5.47619047619048,NA,4.1,1,NA,11.0322580645161,1.5,1,NA,25.5,NA,1.16,1.725,1.05,89.5,70,"M","South Region","Lower Than A Level","90-100%","35-55",0,60,"N","Withdrawn",-122,89,-122,89 +"1089",654114,1,NA,2.0059880239521,3,3.00588235294118,1,1,4.20915032679739,2.85714285714286,1,1,9.42307692307692,NA,1.29761904761905,1.41711229946524,1.34883720930233,82.8571428571429,70.8,"M","Yorkshire Region","Lower Than A Level","0-10%","0-35",0,120,"N","Pass",-128,NA,-128,NA +"1090",654169,3.77777777777778,1,3.96,4,3.04545454545455,1.16666666666667,1.66666666666667,6.96652719665272,1.55555555555556,1,1.10714285714286,11.1549295774648,NA,1,1.71875,1.03225806451613,76.4285714285714,57,"M","North Region","Lower Than A Level","","0-35",0,60,"N","Pass",-74,NA,-74,NA +"1091",654217,NA,NA,1.77777777777778,NA,4.234375,1.6875,1.5,5.475,1.5,1,1.5,10.1392405063291,NA,1.45454545454545,1.67647058823529,1.81818181818182,73.8571428571429,63.2,"M","North Region","Lower Than A Level","70-80%","35-55",0,60,"N","Pass",-120,NA,-120,NA +"1092",654228,NA,NA,2.8,NA,4.5,1,1,3.03636363636364,NA,1.5,NA,5,NA,1.27272727272727,2,1,NA,75,"F","Scotland","Post Graduate Qualification","90-100%","35-55",0,60,"N","Withdrawn",-94,130,-94,130 +"1093",654236,NA,NA,2.19148936170213,NA,2.76543209876543,1,1.75,7.45762711864407,1.28571428571429,1,NA,22.15,NA,1.04347826086957,1.82666666666667,2.08333333333333,59.2857142857143,69.4,"M","North Region","A Level or Equivalent","","0-35",0,90,"N","Pass",-46,NA,-46,NA +"1094",654260,NA,1,2.91358024691358,NA,4.52564102564103,1.75,1,4.93229166666667,2,1,1.5,10.7301587301587,NA,1.45161290322581,1.6962962962963,1.5,90.1428571428571,92.4,"M","Ireland","A Level or Equivalent","","0-35",0,120,"N","Distinction",-23,NA,-23,NA +"1095",654339,NA,NA,2.76288659793814,NA,3.87179487179487,2.66666666666667,1.11111111111111,5.66666666666667,2.28571428571429,1,1.16666666666667,14.15,NA,1.08,1.52173913043478,1.2,71,70.8,"M","South Region","Lower Than A Level","50-60%","35-55",0,60,"N","Pass",-10,NA,-10,NA +"1096",654351,NA,NA,3.28571428571429,NA,7,1,2,2.07142857142857,NA,NA,NA,NA,NA,1.25,2.05555555555556,1,NA,80,"M","Scotland","HE Qualification","80-90%","0-35",0,90,"N","Fail",-66,NA,-66,NA +"1097",654441,5.42857142857143,1,2.22357723577236,1,5.09868421052632,1.16666666666667,NA,10.2228116710875,3.85185185185185,1.11111111111111,1.09090909090909,5.90588235294118,NA,1.14814814814815,1.89497716894977,1.33333333333333,86.4,83.4,"M","Yorkshire Region","A Level or Equivalent","60-70%","0-35",0,60,"N","Fail",-63,NA,-63,NA +"1098",654563,NA,NA,2.98901098901099,1,5.31481481481481,1.8,1.75,4.1047619047619,3.57142857142857,1.2,NA,8,NA,1.42857142857143,1.58163265306122,1.15384615384615,90,87,"M","East Midlands Region","Lower Than A Level","20-30%","0-35",0,60,"N","Withdrawn",-94,75,-94,75 +"1099",654565,NA,NA,2.55555555555556,NA,3.28378378378378,2,1.14285714285714,4.48253968253968,1.55555555555556,1,NA,22.921875,NA,1.08196721311475,1.6751269035533,1.46153846153846,81.4285714285714,87.8,"M","East Anglian Region","A Level or Equivalent","90-100%","0-35",0,120,"N","Pass",-79,NA,-79,NA +"1100",654578,NA,NA,4.08474576271186,NA,4.73214285714286,1,1.44444444444444,7.22099447513812,2,1,NA,11.8493150684932,NA,1.0952380952381,1.79850746268657,1,82.1428571428571,81.6,"M","North Region","A Level or Equivalent","80-90%","0-35",0,60,"N","Pass",-129,NA,-129,NA +"1101",654597,1,NA,2.79220779220779,NA,4.07476635514019,2.5,NA,8.68817204301075,4,1,1.23076923076923,10.9718309859155,NA,1.12,2.14569536423841,1.375,79.1428571428571,85,"M","East Anglian Region","Lower Than A Level","80-90%","0-35",0,120,"N","Pass",-43,NA,-43,NA +"1102",654684,NA,NA,2.375,NA,2.25423728813559,1.83333333333333,3,4.90666666666667,2,1,NA,13.6666666666667,NA,1.2,1.71428571428571,1.8,69,31,"F","North Region","Lower Than A Level","","0-35",0,90,"N","Withdrawn",-93,172,-93,172 +"1103",654692,NA,NA,2.66666666666667,NA,2.59047619047619,1.5,NA,8.05208333333333,2.42857142857143,4,NA,11.6964285714286,NA,1.32,1.66666666666667,1.375,65.1428571428571,70,"M","Ireland","A Level or Equivalent","80-90%","0-35",0,60,"N","Fail",-58,NA,-58,NA +"1104",654738,NA,NA,2.73333333333333,NA,5.85714285714286,1.33333333333333,1,3.1,NA,NA,NA,8,NA,2,1.5,1,NA,78,"M","East Midlands Region","Lower Than A Level","90-100%","0-35",0,120,"N","Withdrawn",-66,24,-66,24 +"1105",654819,3,NA,4.02463054187192,NA,18.6496062992126,1.4,1,7.66398390342052,3.03333333333333,1,1.2,13.362962962963,NA,1.11904761904762,1.75862068965517,1.28571428571429,95,95.4,"M","Wales","Lower Than A Level","0-10%","0-35",0,90,"Y","Distinction",-23,NA,-23,NA +"1106",654824,7,NA,3.75895765472313,NA,4.71153846153846,1.85714285714286,1.85714285714286,5.63903743315508,3.75,1,1.1304347826087,9.05,NA,1.08163265306122,1.74789915966387,1.24,80.1428571428571,76.2,"M","North Region","Lower Than A Level","","35-55",0,60,"N","Pass",-59,NA,-59,NA +"1107",654834,5,2,3.95876288659794,NA,4.22641509433962,1.66666666666667,1,7.77804878048781,3.55555555555556,1.17647058823529,1.22857142857143,8.45192307692308,NA,1.02898550724638,2.18390804597701,1.22641509433962,88.4285714285714,95.4,"M","West Midlands Region","A Level or Equivalent","30-40%","0-35",0,120,"N","Distinction",-129,NA,-129,NA +"1108",654852,NA,NA,3.97058823529412,NA,6.609375,1.2,1.76923076923077,5.77127659574468,8.61538461538461,1.7,1.66666666666667,5.03508771929825,NA,1.65454545454545,2.72784810126582,1.25531914893617,NA,77,"F","East Midlands Region","Lower Than A Level","30-40%","0-35",0,60,"N","Withdrawn",-29,125,-29,125 +"1109",654867,3.125,2.5,3.1272365805169,NA,4.65425531914894,1.25,1.1875,5.46467391304348,3.75,1,1.09090909090909,6.99137931034483,NA,1.15151515151515,1.63320463320463,1.2027027027027,88,90.8,"F","Scotland","HE Qualification","70-80%","0-35",0,60,"N","Distinction",-109,NA,-109,NA +"1110",654947,NA,NA,3.2,NA,3.1025641025641,1.5,NA,6.68539325842697,1,1,1,10.890625,NA,1.03448275862069,1.89915966386555,1.09090909090909,66,66.5,"M","West Midlands Region","Lower Than A Level","0-10%","0-35",0,60,"N","Fail",-52,NA,-52,NA +"1111",655028,NA,NA,1.77777777777778,NA,3.56,1.33333333333333,6,3.58536585365854,2,1,NA,6.71428571428571,NA,1.3,1.83333333333333,1,NA,59.6666666666667,"M","North Western Region","Lower Than A Level","40-50%","0-35",0,120,"N","Fail",-25,NA,-25,NA +"1112",655088,NA,NA,3.125,NA,2.66666666666667,1,NA,6.11764705882353,NA,1,NA,1,NA,1.25,1.57692307692308,1.5,86,70,"F","East Anglian Region","Lower Than A Level","60-70%","0-35",0,120,"Y","Withdrawn",-106,51,-106,51 +"1113",655113,NA,NA,2.42307692307692,NA,2.91666666666667,1.33333333333333,NA,2,NA,1,NA,1.75,NA,2.13333333333333,1.33333333333333,1.5,NA,68,"M","East Midlands Region","Lower Than A Level","10-20","0-35",0,120,"N","Withdrawn",-127,12,-127,12 +"1114",655115,3,1,2.32954545454545,NA,3.81967213114754,1.33333333333333,1.33333333333333,8.09090909090909,2.6,1,1.26315789473684,25.16,NA,1.36734693877551,1.75657894736842,1.44444444444444,93,80.6,"M","North Region","Lower Than A Level","","0-35",0,60,"Y","Pass",-23,NA,-23,NA +"1115",655124,NA,NA,5.64,NA,2.45833333333333,1,1,3.08823529411765,NA,1.33333333333333,NA,7.7,NA,2.11111111111111,1.70491803278689,1,87,64,"M","South Region","Lower Than A Level","10-20","0-35",0,60,"N","Fail",-91,NA,-91,NA +"1116",655127,2.71428571428571,NA,2.24705882352941,NA,3.17931034482759,1.33333333333333,1,4.87798408488064,4.05555555555556,1,1.22222222222222,10.4426229508197,NA,1.26470588235294,1.55426356589147,1.175,84.7142857142857,86.2,"F","Ireland","A Level or Equivalent","30-40%","0-35",0,90,"N","Distinction",-85,NA,-85,NA +"1117",655353,NA,NA,4.23029045643154,3.66666666666667,5.06030150753769,1.5,1,5.12295081967213,1.375,1.5,NA,8.45454545454546,NA,1.10810810810811,1.86530612244898,1.4,87.8571428571429,84.25,"M","London Region","HE Qualification","70-80%","35-55",0,150,"N","Pass",-91,NA,-91,NA +"1118",655386,4,3,3.25174825174825,NA,3.58441558441558,1.71428571428571,4,5.52214452214452,3.5,1.57142857142857,1.27777777777778,13.2911392405063,NA,1.29032258064516,2.0981308411215,1.20754716981132,92.2857142857143,94.6,"M","North Western Region","Lower Than A Level","0-10%","0-35",0,60,"N","Distinction",-106,NA,-106,NA +"1119",655412,3,1,2.57894736842105,NA,3.20238095238095,1.2,NA,7.73568281938326,3.23529411764706,1,1.11538461538462,10.0128205128205,NA,1.04761904761905,1.62913907284768,1.35714285714286,82.1428571428571,69.2,"M","Yorkshire Region","Lower Than A Level","70-80%","0-35",0,60,"N","Pass",-127,NA,-127,NA +"1120",655416,NA,NA,2.5,NA,2.11111111111111,1,NA,1.54545454545455,1.5,1,NA,2,NA,1.66666666666667,1.44444444444444,NA,NA,59,"M","South East Region","A Level or Equivalent","70-80%","0-35",0,60,"N","Withdrawn",-127,104,-127,104 +"1121",655445,2.875,4,1.73584905660377,NA,2.07692307692308,1,1.15384615384615,5.11353711790393,2.2,1.14285714285714,1,7.8,NA,1.19047619047619,1.41304347826087,1.1,86.4285714285714,85,"M","Yorkshire Region","A Level or Equivalent","40-50%","0-35",0,120,"N","Pass",-120,NA,-120,NA +"1122",655569,4,1,3.19047619047619,NA,3.63541666666667,1.25,1,5.99487179487179,2.125,1,1.5,9.84158415841584,NA,1.11764705882353,1.71232876712329,1.18181818181818,84.4285714285714,70.2,"M","West Midlands Region","Lower Than A Level","60-70%","0-35",0,120,"N","Pass",-106,NA,-106,NA +"1123",655629,NA,NA,4,NA,5.375,1,1,4.375,1.33333333333333,1,NA,NA,NA,1.66666666666667,1.79310344827586,1.2,NA,60,"F","South West Region","A Level or Equivalent","20-30%","0-35",0,120,"N","Withdrawn",-15,12,-15,12 +"1124",655796,NA,NA,1.93333333333333,NA,3.76785714285714,1,NA,6.50632911392405,2.75,1,NA,11.3174603174603,NA,1.37037037037037,1.57142857142857,1.90909090909091,81.5714285714286,60,"M","North Region","A Level or Equivalent","30-40%","0-35",0,120,"N","Pass",-123,NA,-123,NA +"1125",655852,NA,NA,2,NA,5.44444444444444,1.66666666666667,NA,3.11538461538462,1.66666666666667,1,NA,NA,NA,1.16666666666667,2.57894736842105,1.11111111111111,NA,70,"M","East Anglian Region","A Level or Equivalent","50-60%","0-35",0,60,"N","Withdrawn",-65,66,-65,66 +"1126",655927,1.66666666666667,NA,3.0958904109589,NA,2.20689655172414,1.5,NA,2.02072538860104,1,NA,NA,10.7543859649123,NA,1.02941176470588,1.62209302325581,1.15384615384615,75.1666666666667,73.2,"M","Ireland","A Level or Equivalent","40-50%","0-35",0,120,"N","Pass",-9,NA,-9,NA +"1127",655981,NA,NA,3.18181818181818,NA,3.54545454545455,1,1.66666666666667,7.32038834951456,7,1,NA,8.65333333333333,NA,1.04545454545455,1.61146496815287,1.4,84.4285714285714,84.8,"M","East Midlands Region","HE Qualification","80-90%","35-55",0,60,"N","Pass",-58,NA,-58,NA +"1128",656029,NA,NA,3.15,NA,4.42424242424242,1,1,7.26666666666667,3,1,NA,1.66666666666667,NA,1.125,2.15789473684211,1,NA,60,"M","South Region","Lower Than A Level","70-80%","35-55",0,150,"N","Withdrawn",-28,30,-28,30 +"1129",656065,NA,NA,2.24698795180723,NA,2.7047619047619,NA,1.46666666666667,5.28855721393035,2.42857142857143,1.2,NA,12.1298701298701,NA,1.19512195121951,1.33834586466165,1.13636363636364,62.8571428571429,73.6,"F","South East Region","HE Qualification","80-90%","0-35",0,60,"N","Pass",-78,NA,-78,NA +"1130",656086,NA,NA,2.11267605633803,NA,2.96078431372549,1,1.2,7.83018867924528,2.5,1,3,7.84090909090909,NA,1.23076923076923,1.46315789473684,1,79.6666666666667,72.6666666666667,"M","North Region","A Level or Equivalent","10-20","0-35",0,90,"N","Withdrawn",-115,130,-115,130 +"1131",656092,3,3,2.54658385093168,NA,2.2283950617284,1.33333333333333,1.14285714285714,4.54360465116279,1.5,1,1.28571428571429,6.45689655172414,NA,1.07692307692308,1.73056994818653,1.1304347826087,88,77.2,"M","North Region","A Level or Equivalent","","0-35",0,120,"N","Pass",-112,NA,-112,NA +"1132",656107,NA,NA,NA,NA,1.75,1.5,NA,3,3,NA,NA,NA,NA,1.5,1.16666666666667,1,NA,88,"M","Scotland","A Level or Equivalent","30-40%","0-35",0,60,"N","Fail",-43,NA,-43,NA +"1133",656131,3.90909090909091,3,2.41085271317829,NA,4.19594594594595,1.4,NA,5.14920634920635,4.16666666666667,1.11111111111111,1.11111111111111,9.74766355140187,NA,1.11764705882353,1.61111111111111,1.5531914893617,92.1428571428571,84.8,"M","Wales","Lower Than A Level","0-10%","35-55",0,60,"N","Pass",-49,NA,-49,NA +"1134",656145,NA,NA,4.22222222222222,NA,2.64705882352941,NA,NA,2,NA,2,NA,5,NA,1.28571428571429,2.10714285714286,NA,NA,61,"M","South Region","A Level or Equivalent","40-50%","0-35",0,120,"Y","Withdrawn",-115,94,-115,94 +"1135",656158,1.6,NA,2.48717948717949,NA,3.57142857142857,1,2.25,4.11858974358974,1.63636363636364,1,1.15,9.89814814814815,NA,1.29032258064516,1.62237762237762,1.05128205128205,74.4285714285714,80.6,"F","North Western Region","A Level or Equivalent","40-50%","0-35",0,120,"N","Pass",-43,NA,-43,NA +"1136",656159,2.66666666666667,2,2.54074074074074,NA,4.78620689655172,1.5,3.5,5.04231625835189,2.64285714285714,1.46153846153846,1.4,16.1585365853659,NA,1.29411764705882,1.73087071240106,1.38888888888889,91,91.6,"M","London Region","Lower Than A Level","10-20","0-35",0,60,"N","Distinction",-52,NA,-52,NA +"1137",656165,NA,NA,3.1125,NA,5.02380952380952,2,NA,8.23921568627451,5.11111111111111,1,2,11.0151515151515,NA,1.41379310344828,1.76811594202899,1.46153846153846,80.5714285714286,73.6,"M","Yorkshire Region","A Level or Equivalent","10-20","0-35",0,60,"N","Pass",-23,NA,-23,NA +"1138",656234,5.82352941176471,2,2.64646464646465,NA,3.45736434108527,1.28571428571429,1.25,3.93963782696177,2.15384615384615,1.30769230769231,1.05555555555556,8.60869565217391,NA,1.12121212121212,1.91240875912409,1.16666666666667,86.5714285714286,91,"M","Ireland","Lower Than A Level","","0-35",0,60,"N","Pass",-30,NA,-30,NA +"1139",656323,NA,NA,1.86301369863014,NA,2.67391304347826,1,2.4,6.78703703703704,1,1,NA,14.9710144927536,NA,1.3,2.06211180124224,1.55,76.7142857142857,58.8,"M","South West Region","Lower Than A Level","90-100%","0-35",0,120,"Y","Pass",-102,NA,-102,NA +"1140",656353,3,NA,5.61111111111111,NA,6.35,1,1.5,4.80402010050251,2.85714285714286,2,1.5,10.641975308642,NA,1.77215189873418,1.93513513513514,1.22222222222222,87.4285714285714,88,"M","London Region","A Level or Equivalent","30-40%","35-55",0,120,"N","Pass",-98,NA,-98,NA +"1141",656360,NA,1,3.45205479452055,NA,5.23809523809524,2.2,1.5,4.62857142857143,4.875,1,1,6.38888888888889,NA,2.08888888888889,2.19117647058824,1.05882352941176,79,NA,"M","London Region","Lower Than A Level","20-30%","0-35",0,180,"N","Withdrawn",-115,12,-115,12 +"1142",656414,NA,NA,2.46242774566474,NA,3.6865671641791,1,1,4.69907407407407,2,1.66666666666667,1.5,14.0740740740741,NA,1.45161290322581,1.69098712446352,1.81818181818182,86.1428571428571,87.8,"M","East Midlands Region","A Level or Equivalent","50-60%","0-35",0,60,"N","Pass",-74,NA,-74,NA +"1143",656436,NA,NA,3.13333333333333,NA,2.77272727272727,2,1.28571428571429,2.62886597938144,1.66666666666667,1,NA,13.0810810810811,NA,1.46875,1.43589743589744,1.23076923076923,85,84.5,"M","South West Region","A Level or Equivalent","50-60%","35-55",0,90,"N","Pass",-10,NA,-10,NA +"1144",656510,NA,NA,3,NA,6.375,1.33333333333333,2,3.33333333333333,NA,NA,NA,3,NA,1.22222222222222,1.73913043478261,1,NA,62,"M","East Anglian Region","Lower Than A Level","40-50%","0-35",0,90,"N","Fail",-120,NA,-120,NA +"1145",656529,NA,1,5.2156862745098,NA,7.44444444444444,1.25,4.83333333333333,8.24747474747475,2.75,1.2,1.5,12.6764705882353,NA,1.47368421052632,2.78534031413613,1.92,86,80.8,"M","Ireland","A Level or Equivalent","50-60%","35-55",0,60,"N","Pass",-87,NA,-87,NA +"1146",656579,3,NA,2.82692307692308,NA,5.8,1,4,10.4394366197183,2.61111111111111,2.5,1.25,10.2363636363636,NA,1.4,2.22014925373134,1.21052631578947,91.2857142857143,84,"F","South West Region","A Level or Equivalent","50-60%","0-35",0,60,"N","Distinction",-58,NA,-58,NA +"1147",656607,4.33333333333333,NA,3.06481481481481,4.66666666666667,4.22,1,1,6.91228070175439,2.25,1,1.11111111111111,7.15238095238095,NA,1.21739130434783,2.06024096385542,1.35294117647059,80,67.4,"F","London Region","Lower Than A Level","0-10%","0-35",0,60,"N","Pass",-73,NA,-73,NA +"1148",656651,1,NA,1.92682926829268,NA,2.25833333333333,1.08333333333333,1,2.49382716049383,1,1,NA,11.2028985507246,NA,1.03571428571429,1.41212121212121,1.11764705882353,80.5714285714286,70.6,"M","South West Region","A Level or Equivalent","20-30%","0-35",0,120,"N","Pass",-115,NA,-115,NA +"1149",656693,NA,NA,2.52380952380952,NA,7.08333333333333,2,1,4.54166666666667,1,1.5,NA,1,NA,2.11111111111111,2.5,1.14285714285714,NA,82,"M","South East Region","A Level or Equivalent","0-10%","0-35",0,60,"N","Withdrawn",-120,12,-120,12 +"1150",656734,4.33333333333333,1.5,4.22955145118734,NA,6.21505376344086,1.5,1,6.04619565217391,2.70588235294118,1,1.26923076923077,7.63945578231293,NA,1.34146341463415,2.14161849710983,1.26666666666667,83.4285714285714,85.6,"F","South West Region","Lower Than A Level","70-80%","0-35",0,120,"N","Distinction",-108,NA,-108,NA +"1151",656791,4,1,2.5709219858156,NA,5.8252427184466,1.33333333333333,1,6.48765432098765,4.30769230769231,1.2,1.33333333333333,6.09170305676856,NA,2.11475409836066,1.68226600985222,1.14583333333333,73.8571428571429,70.6,"M","London Region","A Level or Equivalent","10-20","35-55",0,90,"N","Pass",-79,NA,-79,NA +"1152",656800,NA,NA,3.64,NA,4.23076923076923,1.4,NA,2.82608695652174,2.625,NA,NA,2.25,NA,1.8,1.33333333333333,1,NA,80,"M","West Midlands Region","Lower Than A Level","20-30%","0-35",0,240,"N","Withdrawn",-113,12,-113,12 +"1153",656882,NA,NA,3.77121771217712,NA,5.25949367088608,1.25,1.5,6.42857142857143,3.625,1.5,1,9.16058394160584,NA,1.72413793103448,2.07853403141361,1.70833333333333,88.5714285714286,87.6,"M","Yorkshire Region","A Level or Equivalent","80-90%","35-55",0,60,"N","Distinction",-78,NA,-78,NA +"1154",656988,NA,NA,3.08205128205128,7,3.94366197183099,2,NA,4.62820512820513,1,1,NA,12.1176470588235,NA,1.25,1.47368421052632,1,84.5,85.75,"M","Wales","Lower Than A Level","50-60%","0-35",0,60,"N","Fail",-64,NA,-64,NA +"1155",656996,2.5,NA,2.19672131147541,1,3.71717171717172,2,1,3.89393939393939,NA,1,NA,10.0862068965517,NA,1.33333333333333,1.6171875,1.42307692307692,86.4285714285714,66,"M","East Anglian Region","Lower Than A Level","50-60%","0-35",0,60,"N","Pass",-49,NA,-49,NA +"1156",657048,NA,NA,1.80645161290323,NA,2.58241758241758,1,NA,6.23717948717949,1.2,1,NA,11.4736842105263,NA,1.25,1.48701298701299,1.28571428571429,82.1428571428571,76.8,"M","Scotland","HE Qualification","0-10%","0-35",0,120,"N","Pass",-93,NA,-93,NA +"1157",657181,NA,NA,1.83333333333333,NA,2.07692307692308,1,NA,2.71428571428571,1.5,1,NA,2.75,NA,1.2,1.1,1,NA,68,"M","London Region","Lower Than A Level","10-20","0-35",0,120,"N","Withdrawn",-115,36,-115,36 +"1158",657220,1,NA,2.14545454545455,NA,3.08695652173913,1.33333333333333,2,5.92156862745098,3.5,1,1.5,11.433734939759,NA,1.41176470588235,1.55757575757576,1.15789473684211,85.5714285714286,74.2,"M","Yorkshire Region","Lower Than A Level","60-70%","0-35",0,60,"N","Pass",-30,NA,-30,NA +"1159",657330,1.85714285714286,NA,2.78365384615385,NA,3.58474576271186,1.2,1.35294117647059,6.30165289256198,1.85714285714286,1.4,1.11111111111111,15.3953488372093,NA,1.19354838709677,1.63636363636364,1.29166666666667,75.1428571428571,87.8,"M","North Region","A Level or Equivalent","10-20","0-35",0,60,"N","Distinction",-60,NA,-60,NA +"1160",657344,3.66666666666667,1,3.29677419354839,NA,4.3121387283237,1.25,1.36363636363636,5.38766519823789,3.7,1,1.23529411764706,8.43835616438356,NA,1.18181818181818,1.51592356687898,1.27272727272727,80.5714285714286,88,"M","East Anglian Region","Lower Than A Level","30-40%","35-55",0,60,"N","Distinction",-114,NA,-114,NA +"1161",674222,4.71428571428571,2,2.20535714285714,NA,4.35460992907801,2,1,6.22818791946309,2.5,1.25,1.21052631578947,11.5342465753425,NA,1.48717948717949,1.68717948717949,1.32142857142857,83.4285714285714,93.6,"M","Ireland","HE Qualification","","35-55",0,60,"N","Pass",-22,NA,-22,NA +"1162",674226,NA,NA,3.01818181818182,NA,2.57692307692308,1.5,1,5.94021739130435,2.66666666666667,1,1,13.421875,NA,1.21428571428571,1.53932584269663,1.125,73.5714285714286,75.6,"M","London Region","A Level or Equivalent","30-40%","0-35",0,60,"N","Pass",-15,NA,-15,NA +"1163",674236,NA,NA,3.98648648648649,NA,3.9047619047619,1,2.5,9.67857142857143,1,1.33333333333333,1,11.0545454545455,NA,1.44117647058824,2.26347305389222,1.55555555555556,88.2857142857143,84.8,"M","Wales","A Level or Equivalent","0-10%","0-35",0,120,"N","Distinction",-23,NA,-23,NA +"1164",674260,NA,NA,7.73529411764706,1,4.33333333333333,1.5,NA,7.375,1,1,NA,8.42857142857143,NA,1.75,2,2.09090909090909,NA,86,"M","South West Region","A Level or Equivalent","40-50%","0-35",0,120,"N","Fail",-105,NA,-105,NA +"1165",674262,3.75,1.5,2.65923566878981,NA,4.95491803278689,1.2,1,5,1.72727272727273,1,1.1025641025641,7.86896551724138,NA,1.06666666666667,1.51830985915493,1.31884057971015,95.5714285714286,95.6,"F","Wales","HE Qualification","40-50%","0-35",0,90,"N","Distinction",-46,NA,-46,NA +"1166",674320,1,1,3.48901098901099,NA,2.6036036036036,1,1.4,7.02013422818792,1.75,2,1,11.8095238095238,NA,1.10526315789474,1.59405940594059,1.38461538461538,86,89.2,"M","South East Region","Lower Than A Level","10-20","0-35",0,120,"N","Pass",-109,NA,-109,NA +"1167",674387,3.1,2,2.768,NA,4.359375,1.125,1.69230769230769,6.99708454810496,4.25925925925926,1.5,1.15,5.19354838709677,NA,1.11764705882353,2.22916666666667,1.22077922077922,89.7142857142857,79.4,"M","North Western Region","Lower Than A Level","30-40%","35-55",0,60,"N","Pass",-43,NA,-43,NA +"1168",674406,NA,NA,2.25396825396825,NA,3.52,1.2,1.28571428571429,5.41860465116279,2.25,NA,NA,11.6481481481481,NA,1.52941176470588,1.77477477477477,1.07692307692308,78.5714285714286,79.75,"M","East Midlands Region","A Level or Equivalent","30-40%","0-35",0,120,"N","Pass",-114,NA,-114,NA +"1169",674451,5.83333333333333,1,3.60194174757282,NA,3.0234375,1,1.16666666666667,5.69938650306749,1.58333333333333,1,1.5,12.46,NA,1.33333333333333,1.61111111111111,1,79.2857142857143,83,"M","Scotland","HE Qualification","60-70%","0-35",0,60,"N","Pass",-85,NA,-85,NA +"1170",674478,NA,NA,1.97938144329897,NA,3.54545454545455,1,1,7.95384615384615,2.5,1,NA,3,NA,1.96774193548387,1.65822784810127,1,NA,58.3333333333333,"F","London Region","A Level or Equivalent","10-20","0-35",0,120,"N","Fail",-114,NA,-114,NA +"1171",674484,4,3,2.27868852459016,NA,3.32352941176471,1.66666666666667,1.66666666666667,7.53589743589744,2.61111111111111,1.15384615384615,1.08571428571429,7.22352941176471,NA,1.125,1.47761194029851,1.16666666666667,92.8571428571429,83,"M","Scotland","A Level or Equivalent","30-40%","0-35",0,60,"N","Pass",-77,NA,-77,NA +"1172",674497,5.42857142857143,NA,2.69090909090909,NA,3.13924050632911,1,NA,6.96511627906977,1,1,1.04347826086957,9.14285714285714,NA,1.17647058823529,1.52795031055901,1.08333333333333,83.8571428571429,77,"M","Wales","A Level or Equivalent","60-70%","0-35",0,120,"N","Pass",-25,NA,-25,NA +"1173",674509,4.125,2,4.08928571428571,NA,9,1.83333333333333,2.3,8.99719101123596,2.89230769230769,1.7,1.17241379310345,5.69230769230769,NA,1.21951219512195,2.1523178807947,1.63157894736842,94.8571428571429,80,"M","Scotland","HE Qualification","30-40%","35-55",0,60,"N","Pass",-95,NA,-95,NA +"1174",674584,2.16666666666667,3,2.26356589147287,NA,2.59047619047619,1.33333333333333,1.1,4.36873156342183,1,1.14285714285714,1.25,10.9166666666667,NA,1.11904761904762,1.33149171270718,1.1,88.4285714285714,87.6,"M","North Region","A Level or Equivalent","","0-35",0,60,"N","Distinction",-108,NA,-108,NA +"1175",674594,NA,NA,3.26666666666667,NA,4.59183673469388,2.5,NA,7.43010752688172,3,1,NA,8,NA,1.27777777777778,2.20238095238095,1.07692307692308,52,85.3333333333333,"M","Yorkshire Region","Lower Than A Level","20-30%","0-35",0,60,"N","Fail",-114,NA,-114,NA +"1176",674644,NA,NA,2.71028037383178,2,3.36082474226804,1,1.33333333333333,6.53631284916201,2.6875,1.5,NA,13.4,NA,1.33333333333333,1.53846153846154,1.27272727272727,82.4285714285714,88.2,"M","London Region","A Level or Equivalent","30-40%","0-35",0,60,"N","Pass",-109,NA,-109,NA +"1177",674657,NA,1,2.89814814814815,NA,4.37142857142857,1.5,1.33333333333333,6.09230769230769,1.42857142857143,1,NA,12,NA,1.43589743589744,1.77777777777778,1.44,84.2857142857143,77.8,"M","South Region","HE Qualification","20-30%","35-55",0,150,"N","Pass",-56,NA,-56,NA +"1178",674671,2.8,4,2.90909090909091,NA,6.1063829787234,1,NA,6.40070921985816,2,1.33333333333333,1.07894736842105,7.06451612903226,NA,1.18181818181818,2.03370786516854,1.78571428571429,82.5714285714286,73.6,"M","East Anglian Region","Lower Than A Level","20-30%","0-35",0,60,"N","Pass",-98,NA,-98,NA +"1179",674691,3,3,2.99183673469388,1,5.13259668508287,1.66666666666667,1.1,9.33240223463687,4.52173913043478,1.3125,1.11904761904762,8.58333333333333,NA,1.18918918918919,1.65727699530516,1.30612244897959,79.1428571428571,96.2,"F","South Region","HE Qualification","40-50%","0-35",0,60,"N","Distinction",-91,NA,-91,NA +"1180",674694,NA,1,3.69444444444444,NA,3.98717948717949,1,1,9.66428571428571,NA,NA,1.5,26.2777777777778,NA,1.75,2.03191489361702,2.14285714285714,89.7142857142857,86.2,"M","East Midlands Region","A Level or Equivalent","40-50%","0-35",0,120,"N","Pass",-113,NA,-113,NA +"1181",674699,2.16666666666667,NA,2.79381443298969,NA,3.03478260869565,1.25,2,6.58018867924528,1.90909090909091,1.5,1.33333333333333,9.92307692307692,NA,1.2,1.74213836477987,1.225,86.1428571428571,88.4,"F","South Region","No Formal quals","90-100%","0-35",0,120,"N","Distinction",-57,NA,-57,NA +"1182",674751,4,NA,2.51538461538462,NA,4.66393442622951,1.6,1,6.43548387096774,2.375,1,1.5,10.9880239520958,NA,1.30769230769231,2.00609756097561,1.53846153846154,93.2857142857143,90.2,"M","North Western Region","A Level or Equivalent","90-100%","0-35",0,60,"N","Distinction",-99,NA,-99,NA +"1183",674831,NA,NA,1.90909090909091,NA,1.68181818181818,1.33333333333333,1.11111111111111,8.21301775147929,1.85714285714286,1,1,10.5609756097561,NA,1.15384615384615,1.38961038961039,1,84,79.6,"M","East Midlands Region","Lower Than A Level","40-50%","0-35",0,60,"Y","Pass",-112,NA,-112,NA +"1184",674870,2.5,NA,2.88095238095238,3,8.09883720930233,1.33333333333333,NA,5.57731958762887,3.71428571428571,1.36363636363636,1.23076923076923,9.24870466321244,NA,1.14492753623188,1.96747967479675,1.85416666666667,87.2857142857143,86.8,"F","West Midlands Region","A Level or Equivalent","10-20","0-35",0,120,"N","Pass",-107,NA,-107,NA +"1185",674921,NA,NA,5.17391304347826,NA,4.59124087591241,2.5,1,8.22699386503067,4.16666666666667,1.16666666666667,1.5,8.51282051282051,NA,1.20833333333333,2.56020942408377,1.24137931034483,89,93.2,"M","London Region","Lower Than A Level","60-70%","0-35",0,60,"N","Distinction",-21,NA,-21,NA +"1186",675021,5.625,2,4.73228346456693,3,5.73076923076923,1.5,1.14285714285714,7.74019607843137,3.33333333333333,1.5,1.3125,10.3636363636364,NA,1.14285714285714,2.45045045045045,1.20408163265306,86.1428571428571,89,"M","Scotland","HE Qualification","80-90%","35-55",0,60,"N","Distinction",-85,NA,-85,NA +"1187",675054,5.75,NA,2.85470085470085,NA,4.19277108433735,1.5,1,4.08225108225108,6,1.66666666666667,NA,10.0363636363636,NA,1.1304347826087,1.6241134751773,1.27272727272727,90.4285714285714,90.8,"M","London Region","HE Qualification","30-40%","0-35",0,120,"N","Pass",-109,NA,-109,NA +"1188",675193,NA,NA,2.0952380952381,NA,2.36363636363636,1.33333333333333,NA,6.3402489626556,1.5,1.25,1.44444444444444,9.22033898305085,NA,1.22222222222222,1.27564102564103,1.18181818181818,83,80,"M","South West Region","Lower Than A Level","40-50%","0-35",0,60,"N","Pass",-60,NA,-60,NA +"1189",675225,4,1,3.7910447761194,NA,2.20833333333333,1.33333333333333,2,6.032,4.25,1,1.25,12.6545454545455,NA,1.25,1.48051948051948,1.35,86.2857142857143,81,"M","North Western Region","Lower Than A Level","0-10%","0-35",0,120,"Y","Pass",-23,NA,-23,NA +"1190",675233,5.5,2,3,NA,5.16463414634146,1.5,1.5,9.34037558685446,2.76470588235294,1.23076923076923,1.40909090909091,8.29333333333333,NA,1.22222222222222,2.4115523465704,1.54545454545455,84.1428571428571,90.6,"M","North Western Region","HE Qualification","0-10%","0-35",0,90,"N","Pass",-107,NA,-107,NA +"1191",675261,NA,NA,2.26666666666667,NA,4.078125,1,1,5.15503875968992,3,1.5,1,12.462962962963,NA,1.28571428571429,1.81372549019608,1.11111111111111,72,75.75,"F","South West Region","A Level or Equivalent","30-40%","0-35",0,120,"N","Pass",-52,NA,-52,NA +"1192",675273,NA,1,1.67857142857143,NA,2.20408163265306,1,1,3.77142857142857,1,1,NA,12.3382352941176,NA,1.55555555555556,1.5959595959596,1.25,59.2857142857143,55.2,"F","London Region","HE Qualification","10-20","0-35",0,120,"N","Fail",-7,NA,-7,NA +"1193",675279,2,NA,4.50568181818182,NA,11.010989010989,2.42857142857143,4,6.0233918128655,1.84,3,1.21428571428571,8.68115942028986,NA,1.17977528089888,2.30864197530864,1.09090909090909,68.1428571428571,74.8,"M","Scotland","HE Qualification","50-60%","35-55",0,60,"Y","Pass",-36,NA,-36,NA +"1194",675315,4.66666666666667,NA,2.03819444444444,NA,4.29239766081871,1.33333333333333,1.68181818181818,4.68279569892473,1.5,1,NA,15.4128440366972,NA,1.61111111111111,2.06735751295337,1.35616438356164,78.1428571428571,83.8,"M","West Midlands Region","HE Qualification","90-100%","0-35",0,150,"N","Pass",-45,NA,-45,NA +"1195",675328,NA,NA,2.35294117647059,NA,3.76086956521739,1.2,3,7.26455026455026,2.25,1,1.5,12.4576271186441,NA,1.40740740740741,1.76774193548387,1.24137931034483,70.2857142857143,70.2,"M","North Western Region","HE Qualification","10-20","35-55",0,120,"N","Pass",-100,NA,-100,NA +"1196",675337,NA,NA,NA,NA,4.71428571428571,NA,NA,6.86666666666667,4.25,NA,NA,18,NA,2.66666666666667,2,NA,NA,68,"M","East Anglian Region","Lower Than A Level","40-50%","0-35",0,90,"N","Withdrawn",-4,12,-4,12 +"1197",675474,NA,NA,4.73684210526316,NA,4.02941176470588,1,2,2.82857142857143,1,NA,NA,12.8139534883721,NA,1.2,1.81578947368421,2,76,82.2,"M","Wales","Lower Than A Level","60-70%","0-35",0,90,"N","Pass",-107,NA,-107,NA +"1198",675486,NA,NA,3.1,NA,4.94736842105263,1.66666666666667,1.33333333333333,3.2156862745098,2.54545454545455,NA,1.5,3.58333333333333,NA,1.44444444444444,1.54385964912281,1.16666666666667,NA,84,"F","North Western Region","Lower Than A Level","10-20","0-35",0,180,"Y","Withdrawn",-64,65,-64,65 +"1199",675514,NA,NA,1.94117647058824,NA,1.8125,1,1,5.12903225806452,NA,1,NA,1,NA,1.25,1.29032258064516,NA,NA,74,"M","East Midlands Region","Lower Than A Level","50-60%","0-35",0,60,"N","Fail",-88,NA,-88,NA +"1200",675566,NA,NA,2.3,NA,2.72727272727273,1.5,2,5.63380281690141,3.28571428571429,1.1,1,14.0789473684211,NA,1.41176470588235,1.36781609195402,1.33333333333333,80.7142857142857,87.8,"M","South West Region","Lower Than A Level","30-40%","0-35",0,60,"N","Distinction",-108,NA,-108,NA +"1201",675577,NA,NA,3.54545454545455,NA,3.22368421052632,1.25,NA,5.67832167832168,3,1,1.5,6.63636363636364,NA,1.27777777777778,1.91397849462366,1,NA,69.6666666666667,"M","East Anglian Region","A Level or Equivalent","60-70%","0-35",0,60,"Y","Fail",-44,NA,-44,NA +"1202",675636,2.77777777777778,1,2.85576923076923,NA,3.09302325581395,1,1.75,6.91071428571429,2.64705882352941,1,1.14814814814815,6.9585798816568,NA,1.24242424242424,1.7890625,1.21428571428571,82.2857142857143,64.4,"M","North Region","Lower Than A Level","0-10%","0-35",0,60,"N","Pass",-106,NA,-106,NA +"1203",675710,2.28571428571429,5,3.25555555555556,NA,4.04854368932039,1.4,1.52,5.04983388704319,2.51851851851852,1.46153846153846,1.11111111111111,7.31481481481481,NA,1.04166666666667,1.85975609756098,1.22222222222222,94.7142857142857,89.6,"M","South East Region","A Level or Equivalent","60-70%","35-55",0,60,"N","Distinction",-53,NA,-53,NA +"1204",675843,NA,NA,2.17073170731707,NA,3.08333333333333,1,NA,6.76470588235294,1.6,1,1.5,11.7142857142857,NA,1.42857142857143,1.54761904761905,1,NA,64,"M","East Anglian Region","Lower Than A Level","30-40%","0-35",0,60,"Y","Withdrawn",-29,84,-29,84 +"1205",675947,NA,NA,3,NA,5.42857142857143,1.2,NA,6.41379310344828,1,1.5,NA,2,NA,2.125,2.42307692307692,1.11111111111111,NA,58,"M","West Midlands Region","Lower Than A Level","10-20","35-55",0,60,"N","Withdrawn",-106,37,-106,37 +"1206",675989,8.5,2,2.1501976284585,NA,3.43347639484979,1,1,6.00886524822695,1.75193798449612,1.07142857142857,1.14285714285714,4.65060240963855,NA,1.31818181818182,1.4572864321608,1.19444444444444,86,87.2,"M","London Region","A Level or Equivalent","50-60%","35-55",0,60,"N","Distinction",-102,NA,-102,NA +"1207",676007,NA,NA,1.85955056179775,1,3.19672131147541,1.25,1,3.09,1,1,NA,13.4727272727273,NA,1.07407407407407,1.25974025974026,1,68.2857142857143,68.25,"M","South West Region","A Level or Equivalent","70-80%","0-35",0,60,"N","Pass",-106,NA,-106,NA +"1208",676040,NA,NA,2.24,NA,3.11538461538462,1.2,3.5,9.42105263157895,3.5,1,1.5,11.8571428571429,NA,1.6271186440678,1.56896551724138,1.375,81,81,"M","North Western Region","Lower Than A Level","20-30%","0-35",0,60,"N","Withdrawn",-106,62,-106,62 +"1209",676064,1,NA,2.40845070422535,NA,5.13698630136986,1,1,5.53913043478261,3.44444444444444,1,1.21052631578947,9.36363636363636,NA,1.46464646464646,1.76608187134503,1.31578947368421,87.8571428571429,92.4,"M","West Midlands Region","A Level or Equivalent","40-50%","0-35",0,60,"N","Distinction",-63,NA,-63,NA +"1210",676103,3.33333333333333,NA,4.07692307692308,NA,3.98571428571429,1.66666666666667,2,6.56331877729258,3.6,1.5,NA,11.3396226415094,NA,1.33333333333333,2.07142857142857,1.75,81.2857142857143,74.4,"M","South West Region","A Level or Equivalent","60-70%","0-35",0,120,"N","Pass",-22,NA,-22,NA +"1211",676139,NA,NA,2.68518518518519,NA,5.37931034482759,1,1,4.45945945945946,3.3,1,1.5,5.81481481481481,NA,1.0625,1.66216216216216,1,83.6666666666667,79.3333333333333,"M","East Anglian Region","A Level or Equivalent","50-60%","35-55",0,60,"N","Fail",-67,NA,-67,NA +"1212",676190,2.8,1,2.98701298701299,NA,4.62025316455696,2.25,2.6,7.96325459317585,5.31034482758621,1.66666666666667,1.36666666666667,6.1505376344086,NA,1.53333333333333,2.02822580645161,1.44736842105263,89.5714285714286,88,"M","Wales","A Level or Equivalent","90-100%","0-35",0,60,"N","Distinction",-52,NA,-52,NA +"1213",676265,2.8,1,2.76404494382022,NA,4.04255319148936,1,1,6.80528052805281,3.36363636363636,1.14285714285714,1.27272727272727,8.34426229508197,NA,1.08695652173913,1.53191489361702,1.68421052631579,87.2857142857143,80.6,"M","South West Region","Lower Than A Level","80-90%","0-35",0,60,"N","Pass",-78,NA,-78,NA +"1214",676272,NA,NA,4,NA,3.38461538461538,1.5,NA,6.85714285714286,NA,NA,NA,13.6458333333333,NA,1.66666666666667,2.95121951219512,1.5,64,37.75,"M","Wales","Lower Than A Level","0-10%","0-35",0,60,"N","Fail",-53,NA,-53,NA +"1215",676303,NA,NA,2.63636363636364,NA,3.90540540540541,1,1,5.44137931034483,1.75,1,NA,14.4782608695652,NA,1.27777777777778,1.73275862068966,1.22222222222222,78,79,"M","London Region","Lower Than A Level","50-60%","0-35",0,120,"N","Pass",-105,NA,-105,NA +"1216",676378,3,NA,2.565,NA,5.16666666666667,1.14285714285714,1.16666666666667,4.49698795180723,2.33333333333333,1.25,1.2,7.7029702970297,NA,1.35714285714286,1.75471698113208,1.11538461538462,76.5714285714286,87.8,"M","Ireland","HE Qualification","","35-55",0,60,"N","Distinction",-22,NA,-22,NA +"1217",676444,4.41666666666667,2.5,2.00722891566265,NA,5.67058823529412,1.75,1.96153846153846,6.77395577395577,2.66666666666667,1.28571428571429,1.11111111111111,4.1531914893617,NA,1.05555555555556,1.45434782608696,1.44615384615385,86.8571428571429,92.8,"M","West Midlands Region","Lower Than A Level","20-30%","0-35",0,60,"N","Distinction",-102,NA,-102,NA +"1218",676458,1.5,NA,2.52307692307692,NA,3.35365853658537,1,1,4.87234042553191,1.5,1.25,1.06666666666667,10.4347826086957,NA,1.86666666666667,1.45454545454545,1.0952380952381,73.5,58.75,"M","South West Region","Lower Than A Level","10-20","0-35",0,60,"N","Fail",-102,NA,-102,NA +"1219",676459,4,1.5,2.79545454545455,NA,3.64666666666667,1.5,NA,6.43916913946587,2.86666666666667,1,1.26315789473684,7.9873417721519,NA,1.35416666666667,2.308,1.37777777777778,83,71,"M","Scotland","Lower Than A Level","30-40%","0-35",0,60,"N","Pass",-86,NA,-86,NA +"1220",676478,3.5,2,2.79881656804734,NA,3.33333333333333,1,1,5.88,4.17647058823529,1.06666666666667,1.10810810810811,6.16831683168317,NA,1,1.875,1.1,95,94,"M","South West Region","A Level or Equivalent","70-80%","35-55",0,60,"N","Distinction",-45,NA,-45,NA +"1221",676492,2.07692307692308,1,2.74594594594595,NA,4.76136363636364,1.66666666666667,1,6.12166172106825,1.66666666666667,1.15384615384615,1.28571428571429,12.5364238410596,NA,1.06521739130435,2.24233983286908,1.15277777777778,74.2857142857143,78,"M","Yorkshire Region","HE Qualification","60-70%","0-35",0,150,"N","Pass",-52,NA,-52,NA +"1222",676600,NA,NA,2.33333333333333,NA,4.46428571428571,1.5,NA,4.97297297297297,5.5,1,NA,6.5,NA,1.4,1.70689655172414,1.07692307692308,NA,90,"F","Yorkshire Region","Lower Than A Level","10-20","0-35",0,60,"N","Withdrawn",-102,25,-102,25 +"1223",676610,NA,NA,4.23611111111111,NA,5.8695652173913,1,1.54545454545455,5.22372881355932,1,1.5,1.5,10.4453781512605,NA,1.13157894736842,1.80740740740741,1.29268292682927,84.1428571428571,86.8,"M","North Region","A Level or Equivalent","","0-35",0,120,"N","Distinction",-13,NA,-13,NA +"1224",676626,NA,2,2.37373737373737,5.16666666666667,5,1.2,1,6.81506849315068,5.8,1.125,1.33333333333333,7.56666666666667,NA,1.03703703703704,1.948,1.4390243902439,84.5714285714286,90.6,"M","Wales","A Level or Equivalent","50-60%","0-35",0,60,"N","Distinction",-45,NA,-45,NA +"1225",676627,NA,NA,3,NA,2.25,1,1,3.44,9,1,NA,12.75,NA,3.16666666666667,1.6875,1,NA,56,"F","East Anglian Region","Lower Than A Level","40-50%","0-35",0,120,"N","Withdrawn",-23,87,-23,87 +"1226",676866,NA,NA,3.43243243243243,NA,4.375,1.5,NA,9.85641025641026,1.6,1,1,10.7222222222222,NA,1.15789473684211,2.11111111111111,1.27272727272727,83.4285714285714,88,"M","South Region","A Level or Equivalent","50-60%","0-35",0,90,"N","Pass",-101,NA,-101,NA +"1227",676882,NA,4,2.78102189781022,NA,4.60504201680672,1,3.25,6.53787878787879,2.44444444444444,1.66666666666667,1.42857142857143,12.8,NA,1.77272727272727,1.88292682926829,1.33333333333333,70.8571428571429,83,"M","North Region","Lower Than A Level","10-20","0-35",0,60,"N","Pass",-95,NA,-95,NA +"1228",677081,NA,NA,2.33333333333333,NA,5.15384615384615,1,NA,4.96,2.75,NA,NA,10.75,NA,1.16666666666667,1.55555555555556,1,NA,84,"M","South West Region","Lower Than A Level","0-10%","0-35",0,240,"N","Withdrawn",-51,12,-51,12 +"1229",677085,4,3,1.68367346938776,NA,2.875,1,1.46153846153846,5.34313725490196,2.33333333333333,1.25,1.83333333333333,9.78181818181818,NA,1.06666666666667,1.33793103448276,1.5,85.5714285714286,72.8,"M","North Region","HE Qualification","","0-35",0,150,"N","Pass",-73,NA,-73,NA +"1230",677111,1.5,NA,2.71627906976744,1,7.18181818181818,1.25,1.25,5.46927374301676,2.73333333333333,1,1.27272727272727,6.71223021582734,NA,1.43333333333333,2.0989010989011,1.52173913043478,74.8571428571429,79.6,"F","West Midlands Region","Lower Than A Level","20-30%","0-35",0,120,"N","Pass",-79,NA,-79,NA +"1231",677138,3,1,2.79816513761468,NA,4.56338028169014,1.33333333333333,1,8.26521739130435,2,1,1.13636363636364,7.91954022988506,NA,1.10526315789474,1.78125,1.33333333333333,89.7142857142857,87.6,"M","East Anglian Region","A Level or Equivalent","50-60%","0-35",0,120,"N","Distinction",-100,NA,-100,NA +"1232",677155,NA,NA,2.46046511627907,2,5.2,1.66666666666667,2.81818181818182,6.91849529780564,2.57142857142857,2,NA,8.61594202898551,NA,1.85106382978723,1.81615598885794,1.23529411764706,57.7142857142857,58.4,"F","North Western Region","Lower Than A Level","0-10%","35-55",0,60,"N","Pass",-64,NA,-64,NA +"1233",677167,6,1,3.5974025974026,NA,5.93548387096774,2.4,1.33333333333333,6.32456140350877,3,1.5,1.14814814814815,15.1973684210526,NA,1.37209302325581,1.6890756302521,1.3,89.2857142857143,79.2,"F","North Western Region","A Level or Equivalent","20-30%","0-35",0,60,"N","Pass",-95,NA,-95,NA +"1234",677206,2.33333333333333,1,1.74117647058824,NA,4,1.5,1.41666666666667,5.26859504132231,2.66666666666667,1.18181818181818,1,10.2315789473684,NA,1.69230769230769,1.65566037735849,1.28571428571429,68,73.6,"F","West Midlands Region","A Level or Equivalent","40-50%","0-35",0,60,"N","Pass",-65,NA,-65,NA +"1235",677221,2.375,1,3.60714285714286,12,5.49704142011834,2,1,8.02201257861635,4,1,1.12,10.6772151898734,NA,1.76,2.16299559471366,1.33333333333333,76.4285714285714,87.2,"F","Scotland","HE Qualification","30-40%","0-35",0,60,"N","Distinction",-74,NA,-74,NA +"1236",677235,NA,NA,1.23529411764706,NA,2.08571428571429,1.66666666666667,1.5,1.41304347826087,NA,NA,NA,15.8333333333333,NA,1.45454545454545,1.63076923076923,1,82.4285714285714,62.8,"M","Wales","Lower Than A Level","30-40%","0-35",0,60,"N","Fail",-37,NA,-37,NA +"1237",677327,NA,NA,2.7,NA,2.76470588235294,1,NA,2.61904761904762,NA,NA,NA,15.48,NA,2,1.47826086956522,NA,80,70,"F","South West Region","Lower Than A Level","80-90%","0-35",0,60,"N","Withdrawn",-99,59,-99,59 +"1238",677382,NA,NA,2.92708333333333,NA,4.53225806451613,2,1.71428571428571,9,3.66666666666667,1.4,1.5,21.9886363636364,NA,1.375,2.23717948717949,1.40909090909091,72.5714285714286,65.2,"M","East Midlands Region","A Level or Equivalent","10-20","0-35",0,120,"N","Fail",-99,NA,-99,NA +"1239",677400,5.5,NA,3.07671957671958,NA,5.83453237410072,1,1,6.2289156626506,3.93333333333333,1,1.28571428571429,14.5116279069767,NA,1.33333333333333,1.83177570093458,1.93333333333333,79.5714285714286,94.2,"F","Wales","HE Qualification","70-80%","35-55",0,60,"N","Distinction",-15,NA,-15,NA +"1240",677436,NA,NA,1.74576271186441,NA,3.03333333333333,1.2,1,6.33050847457627,1.8,1,1.2,10.5483870967742,NA,1.26666666666667,1.45744680851064,1.11111111111111,81.8571428571429,82.4,"M","East Midlands Region","Lower Than A Level","20-30%","35-55",0,60,"N","Pass",-67,NA,-67,NA +"1241",677456,4,1,3.67021276595745,NA,4.52173913043478,1.2,1,7.75524475524475,2.56521739130435,1.1,1.13888888888889,7.94326241134752,NA,1.30769230769231,2.06976744186047,1.28125,76.7142857142857,77,"M","Scotland","Lower Than A Level","0-10%","35-55",0,60,"N","Pass",-91,NA,-91,NA +"1242",677486,NA,NA,3.1,NA,2.52173913043478,1,NA,6.64220183486239,2.88888888888889,1,2,13.75,NA,2,1.70408163265306,1.41666666666667,NA,58.5,"M","London Region","HE Qualification","60-70%","0-35",0,60,"N","Withdrawn",-50,233,-50,233 +"1243",677546,NA,NA,2.26,NA,3.23404255319149,1.5,1.1,5.33742331288344,4.5,1,1.5,14.5161290322581,NA,1.54838709677419,1.81212121212121,1.42857142857143,48.7142857142857,69.4,"F","London Region","A Level or Equivalent","40-50%","0-35",0,120,"N","Pass",-93,NA,-93,NA +"1244",677582,NA,NA,2.41489361702128,NA,3.41463414634146,2,1.5,5.82706766917293,6,1,1.66666666666667,1,NA,1.21428571428571,1.32098765432099,1.16666666666667,NA,77.75,"M","Wales","A Level or Equivalent","0-10%","0-35",0,120,"N","Withdrawn",-67,219,-67,219 +"1245",677608,NA,2,5,1,11.7058823529412,1.16666666666667,2,10.1122448979592,7.28571428571429,3,1.5,7.22727272727273,NA,1.21428571428571,3.00892857142857,1.08333333333333,NA,68,"M","North Western Region","Lower Than A Level","0-10%","0-35",0,120,"N","Withdrawn",-95,54,-95,54 +"1246",677655,2.5,NA,3,NA,5.19548872180451,1.42857142857143,4,4.86394557823129,1.64285714285714,1.16666666666667,1.0625,17.4175824175824,NA,1.83333333333333,1.76608187134503,1.24324324324324,73.8571428571429,77.8,"M","North Western Region","Lower Than A Level","40-50%","35-55",0,60,"N","Pass",-66,NA,-66,NA +"1247",677687,NA,NA,1.95454545454545,NA,2.48936170212766,1.25,1.5,2.80882352941176,1,NA,1.5,6.14285714285714,NA,1.2,1.53125,1,NA,56.75,"M","South East Region","Lower Than A Level","70-80%","0-35",0,60,"Y","Fail",-10,NA,-10,NA +"1248",677701,NA,NA,4.94117647058824,NA,3.89473684210526,1.8,1,4.23913043478261,3,1,NA,1.2,NA,1.125,2,1.66666666666667,NA,60,"M","South Region","Lower Than A Level","50-60%","35-55",0,180,"N","Withdrawn",-86,44,-86,44 +"1249",677748,NA,NA,4.1025641025641,NA,3.76470588235294,1,1,11.1269035532995,1.75,1.5,1,11.5862068965517,NA,2.35555555555556,2.46551724137931,1.5,58.2857142857143,53.6,"M","West Midlands Region","A Level or Equivalent","0-10%","35-55",0,120,"N","Fail",-84,NA,-84,NA +"1250",677767,NA,NA,2.26136363636364,NA,4.07142857142857,1,NA,4.38129496402878,3,2,1.09090909090909,15.0217391304348,NA,1.27272727272727,1.58620689655172,1,73,80.6,"F","Wales","A Level or Equivalent","80-90%","0-35",0,120,"N","Fail",-37,NA,-37,NA +"1251",677833,6.33333333333333,NA,2.5,NA,6.28395061728395,1,1.28571428571429,12.7610619469027,19,1,NA,9.98969072164948,NA,1.3,2.54502369668246,2.14285714285714,80.2857142857143,84.4,"M","South West Region","Lower Than A Level","10-20","35-55",0,60,"N","Pass",-95,NA,-95,NA +"1252",677867,NA,NA,5.89655172413793,NA,6.42857142857143,1.66666666666667,1,9.3219512195122,1,1,1.66666666666667,1.66666666666667,NA,3.25,2.96875,1.2,NA,47,"M","London Region","HE Qualification","50-60%","35-55",0,60,"N","Withdrawn",-64,170,-64,170 +"1253",677869,NA,NA,2.85714285714286,NA,1.45454545454545,2.5,5,2.62068965517241,NA,1,NA,17.9166666666667,NA,1.27272727272727,2.1219512195122,1,61.5714285714286,51.5,"M","Wales","A Level or Equivalent","70-80%","0-35",0,120,"Y","Fail",-95,NA,-95,NA +"1254",678088,1.5,NA,4.72129538763494,4,2.98425196850394,1,1.1,5.21052631578947,3.13793103448276,1,1.33333333333333,9.01315789473684,NA,1.28333333333333,1.64893617021277,1.25,81.8571428571429,73.6,"M","South Region","Lower Than A Level","80-90%","35-55",0,180,"N","Pass",-94,NA,-94,NA +"1255",678203,NA,NA,2.66666666666667,NA,3.88888888888889,1.5,NA,6.11538461538461,NA,1,1,10.3023255813953,NA,1,1.69512195121951,1.57142857142857,90.8571428571429,86.75,"M","Yorkshire Region","Lower Than A Level","50-60%","0-35",0,120,"N","Pass",-94,NA,-94,NA +"1256",678235,4.90909090909091,NA,3.5625,NA,5.98684210526316,1.25,1.76923076923077,7.54498714652956,2.14285714285714,1.25,1.1,5.55307262569832,NA,1.91836734693878,1.92245989304813,1.25,89.2857142857143,95.6,"F","West Midlands Region","A Level or Equivalent","60-70%","35-55",0,120,"N","Pass",-56,NA,-56,NA +"1257",678270,NA,NA,1.54545454545455,NA,2.58181818181818,1,2,2.75,1,NA,NA,17.1515151515152,NA,1.125,1.72602739726027,1,64.5,51.8,"M","West Midlands Region","Lower Than A Level","90-100%","0-35",0,60,"N","Fail",-92,NA,-92,NA +"1258",678381,1,NA,2.84615384615385,NA,4.41,1,1,2.89473684210526,NA,NA,1,12.056338028169,NA,1.1304347826087,1.55421686746988,1.44444444444444,82.5714285714286,73,"M","South West Region","A Level or Equivalent","50-60%","0-35",0,120,"N","Pass",-87,NA,-87,NA +"1259",678407,NA,NA,3.62857142857143,NA,3.93506493506493,1.66666666666667,1,6.91428571428571,8.6,1,1.5,6.66666666666667,NA,1.59183673469388,2.40594059405941,1.2,87,79,"M","Scotland","A Level or Equivalent","10-20","0-35",0,240,"N","Withdrawn",-53,119,-53,119 +"1260",678452,NA,NA,2.4,NA,2.87878787878788,1,NA,8.96341463414634,NA,NA,NA,14.8333333333333,NA,1.4,1.78571428571429,2.66666666666667,75,58.4,"M","South Region","A Level or Equivalent","40-50%","0-35",0,120,"N","Pass",-93,NA,-93,NA +"1261",678528,4.22222222222222,2,3.35714285714286,2,3.23469387755102,1.4,1.4,8.22743682310469,1.75,1.3,1.10810810810811,12.1142857142857,NA,1.32142857142857,2.01990049751244,1.25641025641026,90.2857142857143,79.2,"M","North Region","Lower Than A Level","","0-35",0,60,"N","Fail",-28,NA,-28,NA +"1262",678619,NA,NA,2.54794520547945,NA,2.35849056603774,NA,NA,3.08974358974359,1,1,1.5,3.2,NA,2,1.45348837209302,1,NA,67.3333333333333,"F","Scotland","HE Qualification","80-90%","0-35",0,60,"N","Withdrawn",-23,118,-23,118 +"1263",678628,NA,1,2.11111111111111,NA,3.69318181818182,1.66666666666667,NA,5.29585798816568,3,1,1.5,9.90625,NA,1.19230769230769,1.94230769230769,1.19047619047619,84.5714285714286,79,"M","London Region","A Level or Equivalent","10-20","0-35",0,120,"N","Pass",-77,NA,-77,NA +"1264",678639,NA,NA,5.20652173913043,NA,4.76744186046512,2.33333333333333,2.5,5.25641025641026,1.8,1.33333333333333,1.5,3,NA,1.4,2.71153846153846,1.0625,NA,68,"M","South West Region","Lower Than A Level","30-40%","0-35",0,120,"N","Withdrawn",-92,86,-92,86 +"1265",678659,NA,NA,2.73684210526316,NA,6.11538461538461,1.75,1.88888888888889,6.92056074766355,2.42857142857143,NA,NA,11.5094339622642,NA,1.63333333333333,2.04109589041096,1.56,80.7142857142857,80,"F","South East Region","HE Qualification","70-80%","35-55",0,60,"N","Pass",-79,NA,-79,NA +"1266",678819,5.06666666666667,2,2.89655172413793,NA,4.01388888888889,1.5,2.5,6.43464052287582,2.64705882352941,1.125,1.14705882352941,5.44525547445255,NA,1.17647058823529,1.64814814814815,1.21428571428571,88.5714285714286,91.8,"M","Wales","A Level or Equivalent","40-50%","35-55",0,120,"N","Distinction",-25,NA,-25,NA +"1267",678831,NA,NA,1.69444444444444,NA,3.2962962962963,2,1,3,NA,NA,NA,7.9,NA,1.36363636363636,1.42222222222222,1,NA,73,"F","Scotland","HE Qualification","90-100%","0-35",0,300,"N","Withdrawn",-10,100,-10,100 +"1268",678859,3.5,3,3.19327731092437,NA,3.90082644628099,1.16666666666667,1,8.33333333333333,2.4,1.08333333333333,1.21052631578947,5.38172043010753,NA,1.07407407407407,2.04214559386973,1.30434782608696,92.1428571428571,88.4,"M","North Western Region","A Level or Equivalent","50-60%","0-35",0,90,"N","Distinction",-63,NA,-63,NA +"1269",678877,NA,1,2.84848484848485,NA,3.65853658536585,2,3,5.04651162790698,3.33333333333333,1,1.66666666666667,4.28571428571429,NA,1.16666666666667,1.69354838709677,1.15,NA,60,"F","Scotland","HE Qualification","60-70%","0-35",0,120,"N","Withdrawn",-59,99,-59,99 +"1270",678946,5.66666666666667,1,3.16849816849817,NA,3.74803149606299,1,2,5.45161290322581,1.66666666666667,1.125,1.11538461538462,9.39669421487603,NA,1.25,1.38607594936709,1.05,91.7142857142857,82.8,"M","London Region","HE Qualification","20-30%","0-35",0,60,"N","Pass",-25,NA,-25,NA +"1271",678954,2,1,2.5,NA,3.64044943820225,2,1,7.22418136020151,2.18181818181818,1.16666666666667,1.09090909090909,8.51754385964912,NA,1.64285714285714,1.64402173913043,1.84615384615385,87.1428571428571,84.2,"M","East Anglian Region","HE Qualification","60-70%","0-35",0,90,"N","Distinction",-52,NA,-52,NA +"1272",679019,NA,NA,4.8,NA,4.27027027027027,1.5,NA,8.44897959183673,3,1,NA,6.53846153846154,NA,1.1,2.86206896551724,1,NA,67,"M","Wales","Lower Than A Level","70-80%","0-35",0,120,"N","Fail",-23,NA,-23,NA +"1273",679036,2.66666666666667,1,3.7972850678733,NA,8.09774436090226,2,2.33333333333333,10.5037037037037,7.6875,1.28571428571429,1.12,5.91666666666667,NA,1.15789473684211,2.15183246073298,1.18987341772152,93.7142857142857,92,"F","London Region","HE Qualification","90-100%","35-55",0,60,"N","Distinction",-60,NA,-60,NA +"1274",679111,NA,NA,4.16071428571429,NA,4.63414634146341,2,1,8.59550561797753,3.4375,NA,1,8.25,NA,1.4,1.86486486486486,1.5,NA,72.3333333333333,"M","Scotland","HE Qualification","40-50%","35-55",0,60,"N","Fail",-16,NA,-16,NA +"1275",679189,3.25,NA,2.32608695652174,1,4.57342657342657,1.42857142857143,2.05,9.10855263157895,2.1,1.42857142857143,1.16666666666667,9.86486486486486,NA,1.08,2.37860082304527,1.16129032258065,72.1428571428571,72.2,"M","South East Region","A Level or Equivalent","30-40%","0-35",0,60,"N","Pass",-38,NA,-38,NA +"1276",679227,NA,1,3.66666666666667,NA,4.61946902654867,1.5,2,6.50467289719626,3.25,2,1.5,8.54411764705882,NA,1.12903225806452,1.83760683760684,1.25,89.1428571428571,78.75,"M","Wales","HE Qualification","80-90%","35-55",0,60,"N","Pass",-32,NA,-32,NA +"1277",679237,NA,NA,2.97530864197531,NA,10.4615384615385,1.2,1.83333333333333,10.1906976744186,2.11111111111111,2.33333333333333,NA,12.5833333333333,NA,1.6,3.64864864864865,2.26086956521739,70.5714285714286,50,"M","London Region","A Level or Equivalent","80-90%","0-35",0,120,"N","Fail",-17,NA,-17,NA +"1278",679251,NA,NA,2.75,1,2.640625,1.16666666666667,1,3.7625,1.5,1.5,1.5,13.2391304347826,NA,1.04545454545455,1.92741935483871,1.11111111111111,65.5714285714286,53.75,"M","Wales","Lower Than A Level","50-60%","0-35",0,120,"Y","Fail",-67,NA,-67,NA +"1279",679262,NA,NA,2.32203389830508,NA,2.57746478873239,1,1,2.71578947368421,1.2,2,1,9.625,NA,1.22222222222222,1.45454545454545,1.1,72.1666666666667,66.4,"M","South Region","A Level or Equivalent","70-80%","0-35",0,60,"N","Pass",-37,NA,-37,NA +"1280",679269,NA,NA,1.4375,NA,4.04761904761905,1.25,1.5,4.61290322580645,2.33333333333333,2,1.5,10.375,NA,1.47619047619048,1.76595744680851,1.27272727272727,67,68,"M","East Midlands Region","Lower Than A Level","30-40%","0-35",0,60,"Y","Withdrawn",-87,44,-87,44 +"1281",679278,3.5,NA,3.86885245901639,NA,4.66197183098592,1.66666666666667,2,5.14765100671141,3.22222222222222,1.5,1,12.5161290322581,NA,1.19298245614035,1.70921985815603,1.1875,83.8571428571429,76.2,"M","Yorkshire Region","A Level or Equivalent","40-50%","0-35",0,60,"Y","Pass",-70,NA,-70,NA +"1282",679342,NA,NA,2.43884892086331,NA,3.86363636363636,1,1,6.74528301886792,4.33333333333333,1,NA,1,NA,2.2,1.74137931034483,1.25,NA,41.3333333333333,"M","North Western Region","A Level or Equivalent","40-50%","0-35",0,60,"N","Fail",-71,NA,-71,NA +"1283",679384,NA,NA,1.71830985915493,NA,3.73006134969325,2,NA,8.26666666666667,1.3943661971831,1.28571428571429,1.5,12.7586206896552,NA,1.48275862068966,1.83383685800604,1.27027027027027,78,60.2,"M","North Western Region","HE Qualification","0-10%","35-55",0,60,"N","Pass",-32,NA,-32,NA +"1284",679386,NA,NA,2.36363636363636,NA,5.03125,1,NA,8.19148936170213,NA,NA,NA,12.5,NA,1.23076923076923,1.85897435897436,1,71.1428571428571,63.6,"M","South West Region","Lower Than A Level","70-80%","0-35",0,120,"N","Pass",-23,NA,-23,NA +"1285",679402,5.66666666666667,2,2.58974358974359,NA,2.69285714285714,1.33333333333333,1.25,3.78756476683938,4.22222222222222,1,1.125,8.28787878787879,NA,1,1.38732394366197,1.0625,97.2857142857143,92,"M","East Anglian Region","Lower Than A Level","70-80%","35-55",0,120,"N","Distinction",-87,NA,-87,NA +"1286",679445,3,NA,2.23529411764706,NA,4.06849315068493,1.5,2,9.55367231638418,2.66666666666667,1,1.5,12.5106382978723,NA,1.28571428571429,1.66935483870968,1.4,80.2857142857143,86.4,"M","South East Region","HE Qualification","90-100%","0-35",0,60,"N","Pass",-71,NA,-71,NA +"1287",679448,3.88888888888889,1,5.1830985915493,NA,7.08510638297872,1.2,2.66666666666667,6.81073446327684,5.85714285714286,1.16666666666667,1.11764705882353,11.4660194174757,NA,1.14705882352941,2.1207729468599,1.67241379310345,82.4285714285714,75.6,"F","East Anglian Region","Lower Than A Level","50-60%","35-55",0,90,"N","Pass",-79,NA,-79,NA +"1288",679498,4.66666666666667,1,3.04838709677419,NA,3.86075949367089,1.33333333333333,1,5.79896907216495,2,1,NA,10.8333333333333,NA,1.11764705882353,1.44859813084112,1.07142857142857,82.4285714285714,59.2,"M","South East Region","A Level or Equivalent","10-20","0-35",0,120,"N","Pass",-79,NA,-79,NA +"1289",679502,NA,NA,2.1,NA,2.4375,1,1,7.6551724137931,2.33333333333333,1,1.5,8.6,NA,1.11111111111111,1.27586206896552,1,93,74,"M","South Region","A Level or Equivalent","90-100%","0-35",0,180,"N","Withdrawn",-22,44,-22,44 +"1290",679509,NA,NA,2.60714285714286,NA,2.48979591836735,1,NA,3.94814814814815,2.38461538461538,1,1.33333333333333,20.0172413793103,NA,1.16666666666667,1.53684210526316,1.75,84,80.6,"M","South East Region","HE Qualification","90-100%","0-35",0,60,"N","Pass",-16,NA,-16,NA +"1291",679594,1.5,3,2.45257452574526,NA,5.01304347826087,1,1.5,6.2984693877551,2,1.33333333333333,1.1875,14.7337662337662,NA,1.29411764705882,1.53211009174312,1.05555555555556,94.2857142857143,95.4,"M","London Region","A Level or Equivalent","10-20","0-35",0,60,"N","Distinction",-81,NA,-81,NA +"1292",679676,1,1,3.17094017094017,1,6.04166666666667,1,1.22222222222222,8.51048951048951,3,1,1.25,8.90654205607477,NA,1.57142857142857,2.16860465116279,1.76190476190476,70.5,78.25,"F","Wales","Lower Than A Level","80-90%","35-55",0,60,"N","Withdrawn",-21,166,-21,166 +"1293",679749,NA,NA,3.2,NA,2.375,1,NA,2.07692307692308,NA,1,NA,1,NA,1,2.2,1.25,NA,78,"M","Scotland","HE Qualification","50-60%","0-35",0,120,"N","Withdrawn",-51,58,-51,58 +"1294",679788,NA,NA,3.61538461538462,NA,2.85507246376812,1,NA,5.71304347826087,1,1,NA,12.9607843137255,NA,1.09090909090909,1.88349514563107,1.28571428571429,77.4285714285714,73.2,"M","South Region","HE Qualification","30-40%","0-35",0,120,"N","Pass",-59,NA,-59,NA +"1295",679790,NA,1,2.75384615384615,NA,5.63461538461539,2,NA,5.28735632183908,2.66666666666667,1,2,9.63291139240506,NA,1.36363636363636,1.82835820895522,1.07142857142857,74.2857142857143,66.8,"F","London Region","HE Qualification","70-80%","0-35",0,120,"N","Pass",-46,NA,-46,NA +"1296",679939,NA,NA,1.69047619047619,NA,2.35526315789474,1.5,2,6.29452054794521,1.2,1,NA,10.8,NA,1.2,1.36054421768707,1.18181818181818,89,78.2,"M","East Anglian Region","A Level or Equivalent","90-100%","0-35",0,120,"N","Pass",-37,NA,-37,NA +"1297",680014,3.2,2,2.55913978494624,NA,2.82142857142857,2,NA,7.56969696969697,4.28571428571429,1,1.11111111111111,9.48076923076923,NA,1.42105263157895,1.68595041322314,1.52631578947368,87.1428571428571,85.2,"M","South West Region","A Level or Equivalent","50-60%","0-35",0,60,"N","Distinction",-84,NA,-84,NA +"1298",680018,NA,NA,2.18421052631579,NA,4.28571428571429,1,1.5,5.19402985074627,4,1,1.83333333333333,9,NA,1.41666666666667,2.22033898305085,1,89.5,80.6666666666667,"M","Scotland","A Level or Equivalent","30-40%","0-35",0,120,"N","Withdrawn",-67,170,-67,170 +"1299",680027,NA,1,3.49283667621776,NA,7.09803921568627,1.28571428571429,1.25806451612903,2.96296296296296,1.25,1,1,11.3026315789474,NA,1.66129032258065,1.44808743169399,1.17647058823529,98.8571428571429,97.2,"M","London Region","A Level or Equivalent","30-40%","35-55",0,120,"Y","Distinction",-23,NA,-23,NA +"1300",680080,1,NA,2.97983870967742,NA,6.08333333333333,1,1.875,5.95,1.16666666666667,1,1.75,15.9327731092437,NA,1.48936170212766,1.55555555555556,1.26315789473684,77.7142857142857,81,"M","North Region","A Level or Equivalent","10-20","0-35",0,90,"N","Pass",-85,NA,-85,NA +"1301",680145,NA,NA,3.65909090909091,NA,4.31666666666667,1.33333333333333,NA,7.78571428571429,2,2,1,10.72,NA,1.13333333333333,1.48305084745763,1.54545454545455,80.2857142857143,68.6,"M","North Western Region","Lower Than A Level","30-40%","0-35",0,90,"Y","Pass",-79,NA,-79,NA +"1302",680212,NA,NA,3,NA,3,1,NA,3.06976744186047,1,NA,NA,12.225,NA,1.16666666666667,1.3125,1.5,88,74,"M","East Midlands Region","A Level or Equivalent","30-40%","0-35",0,90,"N","Fail",-25,NA,-25,NA +"1303",680222,NA,NA,3,NA,2.73333333333333,1.66666666666667,NA,3.41666666666667,NA,NA,NA,1,NA,1,1.70833333333333,NA,NA,NA,"F","South East Region","Lower Than A Level","10-20","0-35",0,180,"N","Withdrawn",-81,12,-81,12 +"1304",680231,NA,NA,2.65,NA,4.44444444444444,1,NA,2.96875,2,1,NA,7.05882352941176,NA,1.17391304347826,1.65217391304348,1,95,66,"M","South West Region","Lower Than A Level","30-40%","0-35",0,90,"N","Withdrawn",-59,12,-59,12 +"1305",680255,NA,NA,1,NA,1.5,1,NA,2.68421052631579,NA,2,NA,1,NA,1.5,1.1304347826087,1,NA,82,"M","Yorkshire Region","A Level or Equivalent","50-60%","0-35",0,90,"N","Fail",-73,NA,-73,NA +"1306",680266,3.1,3,1.83544303797468,NA,2.8125,1,1,4.70737913486005,3.52830188679245,1.08333333333333,1.41176470588235,14.1165048543689,NA,1.10344827586207,1.29338842975207,1.0625,100,84.2,"F","Yorkshire Region","HE Qualification","10-20","35-55",0,60,"N","Distinction",-72,NA,-72,NA +"1307",680270,NA,NA,3.29411764705882,NA,4.20967741935484,1,1.27272727272727,5.16216216216216,2.5,NA,NA,9.57746478873239,NA,1.41463414634146,1.87591240875912,1.22222222222222,79.4285714285714,66.4,"M","Ireland","Lower Than A Level","60-70%","0-35",0,60,"N","Fail",5,NA,5,NA +"1308",680273,NA,NA,2.14893617021277,NA,6.93478260869565,1.83333333333333,3,6.77358490566038,10.5625,1,1.5,9.6734693877551,NA,1.66666666666667,1.81746031746032,1.57142857142857,69.5,64,"M","London Region","Lower Than A Level","40-50%","35-55",0,60,"N","Withdrawn",-81,12,-81,12 +"1309",680322,1,NA,1.93066666666667,NA,4.38953488372093,1.66666666666667,1.28571428571429,3.9,2.41666666666667,1,1.5,10.6129032258065,NA,1.08108108108108,1.44078947368421,1.26666666666667,80.1428571428571,83.8,"M","Wales","A Level or Equivalent","80-90%","0-35",0,150,"Y","Pass",-43,NA,-43,NA +"1310",680343,3.35714285714286,2,5.25114155251142,NA,4.50467289719626,1.5,2.07692307692308,5.95718654434251,2.80952380952381,1.30769230769231,1.11627906976744,7.60240963855422,NA,1.16666666666667,2.4321608040201,1.17391304347826,90.8571428571429,86.6,"M","South Region","A Level or Equivalent","70-80%","35-55",0,60,"N","Distinction",-21,NA,-21,NA +"1311",680348,3.14285714285714,NA,1.54237288135593,NA,4.37007874015748,1.16666666666667,NA,8.60986547085202,2.5,1,1.17647058823529,7.1566265060241,NA,1.3,1.73991031390135,1.90909090909091,86.7142857142857,76.8,"M","Scotland","HE Qualification","80-90%","0-35",0,120,"N","Pass",-73,NA,-73,NA +"1312",680410,NA,NA,2.94285714285714,NA,4.53846153846154,1,3,3.69230769230769,2,1,NA,4.33333333333333,NA,1.4,1.48,1,NA,72,"M","North Western Region","A Level or Equivalent","0-10%","0-35",0,150,"N","Withdrawn",-23,59,-23,59 +"1313",680443,4,1,1.67424242424242,NA,4.39795918367347,1.33333333333333,2,5.87465940054496,4.125,1.375,1.22222222222222,5.49740932642487,NA,1.05,1.4962962962963,1.25925925925926,76.5714285714286,86.4,"M","Yorkshire Region","Lower Than A Level","30-40%","0-35",0,180,"N","Distinction",-38,NA,-38,NA +"1314",680464,1,1,2.15686274509804,NA,5.49425287356322,1,2,8.18934911242603,2.875,1.25,1.28571428571429,9.10526315789474,NA,1.375,1.61038961038961,1.54545454545455,86,90.2,"M","Ireland","A Level or Equivalent","80-90%","0-35",0,120,"N","Distinction",-43,NA,-43,NA +"1315",680506,1,NA,4.15254237288136,NA,6.58666666666667,1,2.5,6.21266968325792,1.6,1.5,1.16666666666667,10.26,NA,1.42857142857143,2.86206896551724,1.4,91.1428571428571,92.2,"F","East Anglian Region","HE Qualification","80-90%","0-35",0,60,"N","Distinction",-25,NA,-25,NA +"1316",680517,NA,NA,2.22222222222222,NA,1.9,1,NA,2.94736842105263,1,NA,NA,NA,NA,1.66666666666667,1.52380952380952,1,NA,60,"M","North Western Region","Lower Than A Level","40-50%","0-35",0,120,"N","Withdrawn",-49,52,-49,52 +"1317",680572,13,1,5.34246575342466,NA,10.6774193548387,1,1.33333333333333,4.72413793103448,5.66666666666667,1,1.5,10.6617647058824,NA,1.1875,1.47976878612717,1.375,80.1428571428571,67.8,"M","South East Region","Lower Than A Level","20-30%","0-35",0,150,"N","Pass",-81,NA,-81,NA +"1318",680708,2.8,5,2.32258064516129,NA,3.53846153846154,1,NA,6.65789473684211,3.92857142857143,1.2,1.1875,11.344262295082,NA,1.2,1.32183908045977,1.25,80.4285714285714,67,"F","Scotland","Lower Than A Level","30-40%","0-35",0,120,"N","Pass",-43,NA,-43,NA +"1319",680713,3.875,1,2.63855421686747,NA,2.95744680851064,1.25,1,5.87560975609756,2.88888888888889,1,1.08571428571429,6.75,NA,1.10714285714286,1.535,1.15384615384615,85.4285714285714,86.2,"M","Scotland","A Level or Equivalent","30-40%","35-55",0,60,"N","Pass",-78,NA,-78,NA +"1320",680747,NA,NA,2.51785714285714,NA,3.45918367346939,1.75,1.4,4.14788732394366,2.66666666666667,1,1.6,13.8358208955224,NA,1.16129032258065,1.4,1.14814814814815,72.2857142857143,88.2,"M","West Midlands Region","Lower Than A Level","70-80%","35-55",0,60,"N","Pass",-67,NA,-67,NA +"1321",680775,NA,NA,2.11111111111111,1,3.23529411764706,1.75,1,3.99253731343284,5.11111111111111,1,1,9.98275862068965,NA,1,1.5859872611465,1.33333333333333,82.5714285714286,77,"M","Wales","Lower Than A Level","90-100%","0-35",0,120,"N","Pass",-15,NA,-15,NA +"1322",680810,2,NA,3.30172413793103,NA,7.27536231884058,1,3,8.0242825607064,3.66666666666667,1,1.33333333333333,24.1639344262295,NA,2.78787878787879,2.3125,1.85714285714286,94,93.2,"F","North Western Region","A Level or Equivalent","20-30%","0-35",0,120,"N","Distinction",-14,NA,-14,NA +"1323",680855,NA,NA,2.5,NA,4.8,1,NA,4,NA,NA,NA,7,NA,2.5,1.84615384615385,1,NA,80,"M","Wales","Lower Than A Level","20-30%","35-55",0,60,"N","Fail",-41,NA,-41,NA +"1324",680872,NA,NA,3.11627906976744,NA,3.11320754716981,1.8,NA,5.58620689655172,3,1,NA,10.2045454545455,NA,1.07692307692308,1.68852459016393,1.57142857142857,88.4285714285714,67.75,"M","East Midlands Region","A Level or Equivalent","10-20","0-35",0,60,"N","Pass",-23,NA,-23,NA +"1325",680912,NA,NA,2.34745762711864,NA,2.16521739130435,1,1,6.21965317919075,3.85714285714286,1,1.4,11.7166666666667,NA,1.23809523809524,1.4620253164557,1.11764705882353,68.2857142857143,73.5,"F","Yorkshire Region","Lower Than A Level","30-40%","0-35",0,120,"N","Pass",-79,NA,-79,NA +"1326",680955,3.83333333333333,NA,2.62837837837838,NA,4.39041095890411,1.5,1.11538461538462,5.63340563991323,3,1.25,1.15789473684211,6.03007518796993,NA,1.21739130434783,1.49411764705882,1.2,85.8571428571429,83.2,"M","South West Region","A Level or Equivalent","30-40%","0-35",0,60,"N","Pass",-79,NA,-79,NA +"1327",680974,NA,NA,2.34090909090909,NA,4,1.25,NA,3.26771653543307,1,1,1,12.7105263157895,NA,1.1,1.3695652173913,1.125,85.7142857142857,93.2,"M","East Anglian Region","HE Qualification","80-90%","0-35",0,60,"N","Distinction",-37,NA,-37,NA +"1328",681004,3.4,1,3.42702702702703,NA,3.78861788617886,1,1,5.84697508896797,1.76923076923077,1.22222222222222,1.06060606060606,6.44247787610619,NA,1.28,1.5360824742268,1.06060606060606,89.5714285714286,84,"M","London Region","No Formal quals","20-30%","35-55",0,60,"N","Distinction",-79,NA,-79,NA +"1329",681073,NA,NA,1.91666666666667,NA,6,1,NA,11.3333333333333,2.5,1,NA,9.38461538461539,NA,1.28571428571429,2.25,1.5,73.5,74,"M","Yorkshire Region","Lower Than A Level","40-50%","0-35",0,90,"N","Withdrawn",-79,12,-79,12 +"1330",681152,NA,NA,3.94805194805195,NA,8.81818181818182,1.33333333333333,1,4.7,2.57142857142857,2,NA,6.875,NA,1.9,1.82857142857143,2,93.5,82,"F","South Region","Lower Than A Level","20-30%","0-35",0,120,"N","Withdrawn",-67,102,-67,102 +"1331",681235,NA,NA,2.50909090909091,NA,3.39795918367347,1.75,1,4.71005917159763,3.66666666666667,NA,1,11.5789473684211,NA,1.29411764705882,1.62091503267974,1.16666666666667,80.4285714285714,82.8,"F","West Midlands Region","Lower Than A Level","10-20","0-35",0,120,"N","Pass",-79,NA,-79,NA +"1332",681277,NA,NA,2.42105263157895,NA,3.69230769230769,1.33333333333333,NA,2.54166666666667,NA,1,NA,1,NA,1.08333333333333,1.58064516129032,1,NA,43,"M","London Region","Lower Than A Level","20-30%","0-35",0,120,"N","Withdrawn",-79,52,-79,52 +"1333",681328,3,5,1.94927536231884,1,3.904,1,1,7.90972222222222,2.09090909090909,1.16666666666667,1.13333333333333,6.8,NA,1.31578947368421,1.70388349514563,1.15789473684211,92.5714285714286,94.2,"M","North Western Region","A Level or Equivalent","70-80%","0-35",0,60,"N","Distinction",-71,NA,-71,NA +"1334",681335,NA,NA,3.21276595744681,NA,5.125,1.75,NA,9.52272727272727,2,1,1.5,6.94444444444444,NA,1,2.18518518518519,1.04545454545455,98.5,72,"M","North Western Region","Lower Than A Level","0-10%","35-55",0,120,"N","Withdrawn",-70,12,-70,12 +"1335",681341,NA,NA,3.1830985915493,NA,2.83050847457627,1,1.47368421052632,5.33684210526316,2.375,1,1.5,13.3478260869565,NA,1.23404255319149,1.50980392156863,1,72.8571428571429,79.75,"M","East Midlands Region","A Level or Equivalent","40-50%","0-35",0,60,"N","Fail",-79,NA,-79,NA +"1336",681352,NA,NA,2.37606837606838,NA,2.35,1,2,7.18032786885246,3.4,1,1.5,6.78378378378378,NA,1.2,1.36054421768707,1.25,91.2857142857143,86,"F","South West Region","A Level or Equivalent","0-10%","0-35",0,120,"Y","Pass",-24,NA,-24,NA +"1337",681354,NA,NA,2.42857142857143,NA,3.93023255813953,3,NA,3.85393258426966,2,1,NA,10.0555555555556,NA,1.3125,2.09876543209877,2.14285714285714,80.25,66.4,"M","South Region","A Level or Equivalent","70-80%","0-35",0,60,"N","Pass",-44,NA,-44,NA +"1338",681452,2,NA,1.7,NA,4.89830508474576,1.5,NA,5.08695652173913,NA,1,1,11.64,NA,1.25,1.52293577981651,1.25,90.4285714285714,76.8,"M","East Anglian Region","A Level or Equivalent","50-60%","0-35",0,90,"N","Pass",-46,NA,-46,NA +"1339",681490,4.2,1,2.30501089324619,NA,4.24657534246575,1,1.5,7.16825396825397,2.46153846153846,1.14285714285714,1.21739130434783,10.0982142857143,NA,1,1.94605809128631,1.4,93.8571428571429,93.4,"M","Yorkshire Region","A Level or Equivalent","70-80%","0-35",0,120,"N","Distinction",-59,NA,-59,NA +"1340",681608,NA,NA,4.6,NA,3.45454545454545,1.33333333333333,1,4.71153846153846,2.22222222222222,1,NA,11.8245614035088,NA,1.25,2.72527472527473,1.18181818181818,86.1428571428571,81.6,"M","North Region","A Level or Equivalent","","0-35",0,60,"N","Pass",-36,NA,-36,NA +"1341",681633,3.2,NA,2.62311557788945,NA,4.62903225806452,1,1.16666666666667,6.60597014925373,2.69230769230769,1.16666666666667,1.3125,7.0078125,NA,1.44117647058824,1.74634146341463,1.09677419354839,83.8571428571429,79.8,"F","Scotland","A Level or Equivalent","90-100%","0-35",0,60,"N","Pass",-24,NA,-24,NA +"1342",681652,NA,NA,2.19191919191919,NA,4.25842696629214,1.16666666666667,2,4.22368421052632,4,5,NA,25.375,NA,1.27586206896552,1.56024096385542,1.16129032258065,73.2857142857143,82.4,"M","East Midlands Region","A Level or Equivalent","10-20","0-35",0,90,"N","Pass",-67,NA,-67,NA +"1343",681655,3.5,NA,3.62777777777778,1,4.35384615384615,1.16666666666667,5,6.89169675090253,3.35294117647059,1,1.33333333333333,10.6607142857143,NA,1.11111111111111,1.51666666666667,1.08108108108108,85,76.5,"M","South Region","A Level or Equivalent","70-80%","0-35",0,90,"N","Pass",-58,NA,-58,NA +"1344",681658,NA,NA,2.18181818181818,NA,3.36,1.5,1.27906976744186,4.54639175257732,3,NA,NA,10.3617021276596,NA,1.40740740740741,1.84126984126984,1,77.7142857142857,74.8,"M","East Midlands Region","A Level or Equivalent","70-80%","0-35",0,60,"N","Pass",-38,NA,-38,NA +"1345",681691,NA,NA,1.33333333333333,NA,4.5,1,NA,2.44444444444444,NA,NA,NA,NA,NA,2,1.44444444444444,NA,NA,76,"M","North Western Region","A Level or Equivalent","60-70%","0-35",0,60,"N","Withdrawn",-50,12,-50,12 +"1346",681735,NA,NA,1.75,NA,2.09677419354839,1,NA,4.44444444444444,1,1,NA,1,NA,1.2,1.60869565217391,1,NA,65,"M","Scotland","Lower Than A Level","60-70%","0-35",0,120,"N","Withdrawn",-43,109,-43,109 +"1347",681755,1.66666666666667,NA,2.36290322580645,NA,4.14358974358974,1.33333333333333,2,3.82608695652174,2.25,1,1.23076923076923,10.9347826086957,NA,1.11538461538462,1.67407407407407,1.07692307692308,80.4285714285714,81,"M","North Region","HE Qualification","","0-35",0,120,"N","Pass",-32,NA,-32,NA +"1348",681763,NA,NA,3.18412698412698,NA,5.02238805970149,1,1.33333333333333,4.08602150537634,2.44444444444444,1,1.375,11.5257731958763,NA,1.125,1.88275862068966,1.32432432432432,84.7142857142857,66.8,"M","North Western Region","Lower Than A Level","10-20","0-35",0,60,"N","Pass",-77,NA,-77,NA +"1349",681938,6,NA,2.52795031055901,NA,5.02666666666667,1,1.33333333333333,4.35748792270531,2,1,1,10.0744680851064,NA,1.13636363636364,1.41830065359477,1,85.4285714285714,89.6,"M","South West Region","A Level or Equivalent","90-100%","0-35",0,120,"N","Distinction",-23,NA,-23,NA +"1350",681973,NA,NA,2.50515463917526,NA,4.50943396226415,1.5,2,8.47169811320755,1,NA,NA,12.6764705882353,NA,1.20833333333333,2.15533980582524,1.28571428571429,82,75.6,"M","South East Region","A Level or Equivalent","90-100%","0-35",0,60,"N","Pass",-24,NA,-24,NA +"1351",682015,NA,NA,2.19354838709677,NA,4.41176470588235,1,1,2.58333333333333,NA,1,NA,6.55555555555556,NA,1.66666666666667,1.30555555555556,1,NA,72,"M","North Western Region","Lower Than A Level","30-40%","0-35",0,60,"Y","Withdrawn",-57,40,-57,40 +"1352",682019,NA,NA,1.6875,NA,2.61904761904762,NA,2,7.42857142857143,NA,1,NA,16.6,NA,1.2,2.02380952380952,1,69,63.75,"M","South Region","Lower Than A Level","80-90%","0-35",0,60,"N","Withdrawn",-74,240,-74,240 +"1353",682025,NA,NA,2,NA,2.95,1,1,2.44444444444444,NA,NA,NA,1.4,NA,1.07142857142857,1.45454545454545,1,NA,62,"F","South East Region","Lower Than A Level","20-30%","0-35",0,240,"Y","Withdrawn",-74,12,-74,12 +"1354",682070,3,2,2.28205128205128,NA,3.69948186528497,1,2,4.88655462184874,3.6875,1,1.375,8.56603773584906,NA,1.13793103448276,1.51528384279476,1.84615384615385,84.8571428571429,87.8,"M","Ireland","HE Qualification","30-40%","35-55",0,90,"N","Pass",-32,NA,-32,NA +"1355",682276,NA,NA,1.89655172413793,NA,3.77464788732394,1,1.66666666666667,3.54651162790698,3.5,1.33333333333333,1.5,8.35897435897436,NA,1,1.35658914728682,1.125,92,81.6666666666667,"M","South Region","A Level or Equivalent","90-100%","0-35",0,60,"N","Withdrawn",-46,144,-46,144 +"1356",682298,7.14285714285714,NA,2.44444444444444,NA,4.00819672131148,1,1.5,7.39583333333333,2,2,1.75,8.23214285714286,NA,1.33333333333333,2.03521126760563,1.8,76.1428571428571,84.8,"F","East Midlands Region","A Level or Equivalent","60-70%","0-35",0,120,"Y","Pass",-24,NA,-24,NA +"1357",682358,NA,NA,2.63636363636364,NA,5.23529411764706,1,NA,8.6,NA,1,NA,1,NA,1.63636363636364,3.88135593220339,1.5,NA,64,"M","South Region","A Level or Equivalent","40-50%","35-55",0,180,"Y","Withdrawn",-38,117,-38,117 +"1358",682390,NA,NA,2.80952380952381,NA,3.17808219178082,1,NA,4.18918918918919,NA,NA,1.5,11.3166666666667,NA,1.2,2.14545454545455,1,76.5714285714286,80.4,"M","Scotland","HE Qualification","20-30%","0-35",0,60,"Y","Pass",-66,NA,-66,NA +"1359",682391,NA,NA,2.76190476190476,NA,4.19047619047619,1.66666666666667,2,5.63953488372093,3.75,1,1,8.25,NA,1.14285714285714,1.51724137931034,1,89,94,"M","Scotland","HE Qualification","80-90%","0-35",0,60,"N","Fail",-71,NA,-71,NA +"1360",682436,2.75,NA,4.45,NA,2.9811320754717,2.33333333333333,NA,8.48012232415902,1.5,1.125,1.10526315789474,15.6444444444444,NA,1.1304347826087,1.65354330708661,1.42857142857143,70.8571428571429,68.6,"M","North Region","Lower Than A Level","70-80%","0-35",0,90,"N","Pass",-28,NA,-28,NA +"1361",682437,NA,1,2.89473684210526,NA,4.3735632183908,1.25,1.5,8.2753164556962,3.77777777777778,1,1.66666666666667,8.64356435643564,NA,1.33333333333333,1.92549019607843,1.15625,80.4285714285714,83.8,"M","South Region","Lower Than A Level","40-50%","0-35",0,60,"N","Pass",-38,NA,-38,NA +"1362",682504,NA,NA,2.51923076923077,NA,4.61363636363636,2,1,3.43181818181818,NA,1,NA,9.75,NA,1.2,1.90163934426229,1,84,69,"M","Wales","A Level or Equivalent","90-100%","0-35",0,90,"N","Withdrawn",-66,17,-66,17 +"1363",682511,NA,NA,2.39024390243902,NA,2.65753424657534,1,NA,6.12781954887218,2.75,1,1,12,NA,1.04347826086957,1.46153846153846,1.6,85,79,"M","South West Region","A Level or Equivalent","80-90%","0-35",0,120,"N","Pass",-66,NA,-66,NA +"1364",682539,4.28571428571429,1,2.31465517241379,NA,5.29850746268657,1.375,1,7.47272727272727,3.35714285714286,1.30769230769231,1.2,6.86111111111111,NA,1.33333333333333,1.7741935483871,1.27027027027027,91,86.8,"M","East Anglian Region","A Level or Equivalent","50-60%","0-35",0,120,"N","Distinction",-38,NA,-38,NA +"1365",682546,NA,NA,3.8,NA,3.5,2,1,3.23809523809524,1,1.5,NA,1,NA,1.14285714285714,1.56521739130435,1,NA,56,"M","South East Region","Lower Than A Level","40-50%","0-35",0,120,"N","Withdrawn",-18,12,-18,12 +"1366",682569,2,1,2.61261261261261,NA,4.96153846153846,1.4,1.83333333333333,7.53615960099751,2.07142857142857,1.14285714285714,1.2,11,NA,1.47826086956522,1.83453237410072,1.51612903225806,92.4285714285714,73.4,"M","South Region","A Level or Equivalent","20-30%","35-55",0,120,"N","Pass",-71,NA,-71,NA +"1367",682578,NA,NA,2.31914893617021,NA,2.33333333333333,1.25,2,3.56862745098039,NA,1,1.5,17.75,NA,1.71428571428571,1.40816326530612,NA,87,82,"M","Ireland","Lower Than A Level","50-60%","0-35",0,120,"N","Fail",-18,NA,-18,NA +"1368",682588,3.5,NA,4.1625,NA,5.024,1,3,5.525,4.3,1.2,1.26666666666667,5.15,NA,1.03703703703704,1.45945945945946,1.19354838709677,79,91.25,"M","South East Region","Lower Than A Level","90-100%","35-55",0,60,"N","Fail",-72,NA,-72,NA +"1369",682613,NA,NA,2.08888888888889,NA,4.52631578947368,1.66666666666667,1.6,10.196261682243,2.83333333333333,NA,NA,13.5833333333333,NA,1.23076923076923,2.05084745762712,1.2,79,67,"M","Wales","HE Qualification","40-50%","0-35",0,60,"N","Pass",-37,NA,-37,NA +"1370",682632,2.9,1,2.42276422764228,NA,4.42639593908629,1.75,1.33333333333333,6.08521303258145,3,1.25,1.22222222222222,16.2890625,NA,1.52631578947368,1.77358490566038,1.25641025641026,88.1428571428571,91.6,"F","London Region","A Level or Equivalent","0-10%","0-35",0,60,"N","Pass",-51,NA,-51,NA +"1371",682671,NA,NA,2.80769230769231,NA,4.43478260869565,1.75,2.25,3.52777777777778,2.5,1,1.33333333333333,4.33333333333333,NA,1.58333333333333,1.42592592592593,1.71428571428571,NA,60,"F","North Western Region","Lower Than A Level","10-20","0-35",0,120,"Y","Withdrawn",-37,51,-37,51 +"1372",682695,3.7,1,2.21649484536082,NA,2.73426573426573,1.2,1.33333333333333,5.28070175438596,2.4,1,1.15789473684211,8.43037974683544,NA,1.1875,1.48322147651007,1.21875,74.2857142857143,77.2,"F","East Anglian Region","Lower Than A Level","80-90%","0-35",0,150,"Y","Pass",-72,NA,-72,NA +"1373",682753,NA,NA,2.96261682242991,NA,2.61702127659574,1.33333333333333,1.16666666666667,6.91698113207547,1.8,1.75,1.4,12.9090909090909,NA,1.14285714285714,1.34146341463415,1.08333333333333,76.4285714285714,75.6,"M","South Region","A Level or Equivalent","90-100%","0-35",0,60,"N","Pass",-38,NA,-38,NA +"1374",682839,3.125,1,2.42857142857143,NA,3.24242424242424,1.14285714285714,1.75,9.03856041131105,3.64285714285714,1.41666666666667,1.09375,7.37037037037037,NA,1.16666666666667,1.90909090909091,1.89655172413793,81.5714285714286,86,"M","London Region","Lower Than A Level","80-90%","35-55",0,120,"N","Pass",-38,NA,-38,NA +"1375",682863,NA,NA,2.76923076923077,NA,4.14035087719298,3,NA,4.02173913043478,1,NA,NA,NA,NA,1.35714285714286,1.44578313253012,1.375,NA,68,"F","East Anglian Region","Lower Than A Level","10-20","35-55",0,60,"N","Withdrawn",-71,114,-71,114 +"1376",682894,2,NA,2.31428571428571,NA,3.34065934065934,1,NA,5.54032258064516,3.53846153846154,1,1.5,9.01851851851852,NA,1.24137931034483,1.51072961373391,1.13793103448276,77.25,55.8,"M","South Region","Lower Than A Level","30-40%","0-35",0,60,"N","Withdrawn",-31,229,-31,229 +"1377",682946,NA,NA,4.8,NA,6.42857142857143,1,NA,2,NA,1,NA,NA,NA,1.375,2.08333333333333,1.55555555555556,NA,96,"M","East Anglian Region","Lower Than A Level","40-50%","35-55",0,120,"N","Withdrawn",-32,87,-32,87 +"1378",682963,2.81818181818182,2,2.65957446808511,NA,2.48412698412698,1.25,2.25,7.1156462585034,3,1.25,1.22727272727273,7.52032520325203,NA,1.275,1.78969957081545,1.11428571428571,86.8571428571429,76.2,"M","South Region","HE Qualification","60-70%","35-55",0,120,"N","Pass",-41,NA,-41,NA +"1379",682981,2.4,2,1.67415730337079,NA,2.36521739130435,1.5,1.33333333333333,6.43192488262911,4,1.4,1.11538461538462,7.49462365591398,NA,1.21428571428571,1.55813953488372,1.33333333333333,83.8571428571429,93.4,"M","London Region","A Level or Equivalent","10-20","0-35",0,120,"Y","Distinction",-72,NA,-72,NA +"1380",682982,NA,NA,1.84615384615385,NA,2.54545454545455,1.5,NA,4.83333333333333,1,NA,NA,8.0625,NA,1.25,1.43478260869565,1,NA,82,"M","East Midlands Region","A Level or Equivalent","40-50%","0-35",0,120,"N","Withdrawn",-70,51,-70,51 +"1381",682983,4.71428571428571,NA,2.06741573033708,NA,2.98795180722892,1,NA,8.0762331838565,3,1.66666666666667,1,8.06666666666667,NA,1.13636363636364,1.93464052287582,1.53333333333333,88.5714285714286,82.8,"M","South West Region","A Level or Equivalent","50-60%","0-35",0,60,"N","Pass",-53,NA,-53,NA +"1382",682985,NA,NA,2.9493670886076,NA,4.64705882352941,1.25,2,6.30120481927711,1.33333333333333,1,NA,1.75,NA,1.75,1.52,1.14285714285714,NA,75.75,"M","Scotland","HE Qualification","90-100%","0-35",0,60,"N","Fail",-42,NA,-42,NA +"1383",682990,NA,NA,2.6135593220339,NA,4.52439024390244,1.8,2,8.75975975975976,2.75,1,1.33333333333333,6.70305676855895,NA,1.77777777777778,1.752,1.04761904761905,84.2857142857143,86.2,"M","South East Region","A Level or Equivalent","40-50%","0-35",0,60,"N","Distinction",-30,NA,-30,NA +"1384",683033,7,1,3.30693069306931,NA,4.63768115942029,1.5,1.85714285714286,9.02824858757062,2.35714285714286,1,1,16.1777777777778,NA,1.15384615384615,1.92893401015228,1.19230769230769,80.7142857142857,79,"F","South Region","Lower Than A Level","70-80%","0-35",0,120,"N","Pass",-58,NA,-58,NA +"1385",683094,1,1,1.57971014492754,NA,3.41463414634146,1.2,NA,4.15584415584416,1.5,1.25,1.5,9.97183098591549,NA,1.57142857142857,1.3801652892562,1.31578947368421,66.8571428571429,67.4,"M","Ireland","Lower Than A Level","20-30%","0-35",0,60,"N","Fail",-21,NA,-21,NA +"1386",683177,NA,NA,2.26829268292683,NA,4.0625,2,1,5.40540540540541,4,1,1.5,8.92857142857143,NA,1.22222222222222,1.46153846153846,1.33333333333333,NA,85,"F","South Region","A Level or Equivalent","80-90%","0-35",0,120,"N","Withdrawn",-36,110,-36,110 +"1387",683178,NA,NA,2.714859437751,NA,3.71311475409836,1.625,1,6.89922480620155,2.78947368421053,1.33333333333333,1.22222222222222,14.2352941176471,NA,1.375,1.38536585365854,1.15217391304348,78.5714285714286,85.2,"M","North Western Region","A Level or Equivalent","0-10%","35-55",0,60,"N","Pass",-36,NA,-36,NA +"1388",683243,NA,NA,2.05263157894737,NA,2.45333333333333,NA,1,2.38461538461538,NA,NA,NA,14.1833333333333,NA,1.29411764705882,2.01754385964912,1.28571428571429,62.8571428571429,53.8,"M","West Midlands Region","A Level or Equivalent","40-50%","0-35",0,90,"N","Fail",-64,NA,-64,NA +"1389",683273,NA,NA,NA,NA,1.1,NA,NA,1.66666666666667,NA,NA,NA,NA,NA,1.25,1,NA,NA,78,"M","Yorkshire Region","A Level or Equivalent","0-10%","0-35",0,120,"Y","Fail",-38,NA,-38,NA +"1390",683305,NA,NA,2.94285714285714,NA,4.1044776119403,1,3,4.44347826086956,NA,1,NA,12.3061224489796,NA,1.6,3.62608695652174,1,80.8571428571429,74.2,"F","Wales","HE Qualification","80-90%","0-35",0,120,"N","Pass",-14,NA,-14,NA +"1391",683323,NA,1,2.27272727272727,NA,5.45161290322581,1.83333333333333,1.5,5.98214285714286,2.5,1.5,1.5,6.3,NA,1.41176470588235,2.25,1.08333333333333,79.5,62,"M","Wales","Lower Than A Level","20-30%","0-35",0,120,"Y","Fail",-59,NA,-59,NA +"1392",683346,3,NA,2.57831325301205,NA,3.67391304347826,1.75,1.33333333333333,7.54185022026432,2.41666666666667,1,1.5,10.5232558139535,NA,1.33333333333333,1.975,1.26666666666667,84.7142857142857,89.4,"M","North Region","Lower Than A Level","","35-55",0,60,"N","Distinction",-60,NA,-60,NA +"1393",683347,NA,NA,4,1,5.33333333333333,1,NA,2,NA,NA,NA,1.5,NA,1.4,2.26666666666667,1,NA,66,"M","North Western Region","A Level or Equivalent","60-70%","0-35",0,120,"N","Withdrawn",-28,17,-28,17 +"1394",683352,4.42857142857143,2,2.21739130434783,NA,4.1,2,NA,5.77368421052632,1.875,1,1.05882352941176,8.52631578947368,NA,1.03703703703704,1.45977011494253,1.22857142857143,75.4285714285714,80.2,"M","Yorkshire Region","Lower Than A Level","10-20","35-55",0,60,"N","Pass",-35,NA,-35,NA +"1395",683353,5.2,1,4.08791208791209,NA,4.19631901840491,1.75,1,8.25304136253041,2.66666666666667,1.2,1.07142857142857,15.056338028169,NA,1.71428571428571,2.01345291479821,2.09090909090909,68.4285714285714,77.6,"M","Wales","Lower Than A Level","0-10%","0-35",0,90,"N","Pass",-32,NA,-32,NA +"1396",683375,1,NA,3.93388429752066,NA,4.33928571428571,1.5,1.66666666666667,6.64356435643564,6.54545454545455,1,1.5,8.84375,NA,1.35,2.32467532467532,1.07692307692308,87.8571428571429,88.6,"M","North Western Region","Lower Than A Level","70-80%","0-35",0,120,"N","Pass",-60,NA,-60,NA +"1397",683403,3.1,2,2.27922077922078,NA,3.31658291457286,1.5,1.4,7.52760736196319,3.72727272727273,1.21428571428571,1.07142857142857,7.97222222222222,NA,1.14814814814815,1.875,1.20512820512821,84.5714285714286,87.4,"M","Wales","A Level or Equivalent","20-30%","0-35",0,60,"N","Distinction",-70,NA,-70,NA +"1398",683446,NA,NA,3.14285714285714,NA,4.04166666666667,1.66666666666667,NA,5.38461538461539,1,1,NA,5.30769230769231,NA,1.71428571428571,1.5,1,NA,56,"M","South Region","Lower Than A Level","70-80%","0-35",0,60,"N","Fail",-63,NA,-63,NA +"1399",683467,NA,NA,2.93023255813953,NA,6.80487804878049,2,2,4.72357723577236,1,3,1,16.9384615384615,NA,1.3125,2.23333333333333,1.71428571428571,75.7142857142857,64.2,"M","East Anglian Region","Lower Than A Level","20-30%","0-35",0,120,"Y","Pass",-65,NA,-65,NA +"1400",683508,NA,NA,2.59459459459459,NA,3.52631578947368,1,1,4.95454545454545,NA,1,NA,2,NA,1.25,1.46428571428571,NA,NA,57.5,"M","West Midlands Region","A Level or Equivalent","10-20","0-35",0,60,"N","Fail",-67,NA,-67,NA +"1401",683530,3.22222222222222,2,3.25706214689266,4,6.88953488372093,1.25,1.23809523809524,8.95491803278689,2.32352941176471,1.11111111111111,1.07692307692308,9.2987012987013,NA,1.25,1.771875,1.28735632183908,79,87,"M","North Region","Lower Than A Level","","35-55",0,60,"N","Distinction",-38,NA,-38,NA +"1402",683550,1,NA,2.24,6,2.58536585365854,1,1,3.35714285714286,1.33333333333333,NA,NA,9.46296296296296,NA,1.07142857142857,1.63963963963964,1.1,89.7142857142857,68.8,"M","East Anglian Region","Lower Than A Level","60-70%","0-35",0,60,"N","Pass",-67,NA,-67,NA +"1403",683555,NA,NA,2.125,NA,5.25,1.25,NA,2.25714285714286,1.5,1,NA,2.8,NA,1.125,1.70588235294118,NA,NA,75,"M","East Anglian Region","Lower Than A Level","60-70%","0-35",0,60,"N","Withdrawn",-66,94,-66,94 +"1404",683576,NA,NA,4.54545454545455,NA,6.90909090909091,2.5,NA,7.54545454545455,2,1,NA,11.4,NA,1.83333333333333,1.81818181818182,1,NA,76,"M","Scotland","A Level or Equivalent","80-90%","35-55",0,60,"N","Withdrawn",-36,142,-36,142 +"1405",683604,2.66666666666667,1,2.42574257425743,NA,3.5752688172043,1,2,6.67438494934877,2,1.23076923076923,1.15789473684211,9.48913043478261,NA,1.39189189189189,1.58695652173913,1.21794871794872,76.7142857142857,68,"M","South Region","HE Qualification","70-80%","35-55",0,90,"N","Pass",-23,NA,-23,NA +"1406",683624,2.33333333333333,1,2.3609756097561,NA,7.73863636363636,1.11111111111111,8.57142857142857,6.04814004376368,1.56,1.28571428571429,1.2,10.3216783216783,NA,1.22448979591837,1.6070460704607,1.37704918032787,93.7142857142857,94.2,"M","Wales","Lower Than A Level","30-40%","0-35",0,120,"N","Distinction",-24,NA,-24,NA +"1407",683699,NA,NA,2.94230769230769,NA,2.26923076923077,1.5,1,5.46428571428571,3.25,1,NA,6.76470588235294,NA,1.71428571428571,1.51428571428571,1,NA,72,"F","South East Region","A Level or Equivalent","30-40%","0-35",0,60,"Y","Withdrawn",-36,67,-36,67 +"1408",683745,NA,1,4.18627450980392,NA,4.56603773584906,1.5,NA,5.19718309859155,3.91666666666667,1,1.66666666666667,7.11764705882353,NA,1.07142857142857,2.35211267605634,1,87,65,"M","Scotland","A Level or Equivalent","80-90%","0-35",0,60,"N","Fail",-64,NA,-64,NA +"1409",683764,NA,NA,2.11363636363636,NA,4.05263157894737,1.5,2.5,7.31578947368421,7.66666666666667,1,1,1,NA,1.63636363636364,1.65853658536585,1.33333333333333,NA,78.3333333333333,"M","Scotland","A Level or Equivalent","70-80%","0-35",0,60,"N","Fail",-45,NA,-45,NA +"1410",683772,NA,NA,2.97435897435897,NA,4.51612903225806,1.5,NA,3.68852459016393,NA,1,1.5,9.83333333333333,NA,1.73333333333333,1.41538461538462,1.08333333333333,78.5,NA,"M","Yorkshire Region","A Level or Equivalent","10-20","0-35",0,60,"N","Withdrawn",-66,12,-66,12 +"1411",683820,2.5,NA,3.84669811320755,NA,4.37628865979381,1.42857142857143,2.14285714285714,3.84051724137931,4.5,1,1.10714285714286,9.01428571428571,NA,1.14285714285714,1.68599033816425,1.22857142857143,81.2857142857143,79.8,"M","Scotland","Lower Than A Level","30-40%","0-35",0,90,"N","Pass",-36,NA,-36,NA +"1412",683832,NA,NA,2.41666666666667,NA,4.24,1.16666666666667,2,5.42857142857143,3.33333333333333,1,NA,1,NA,1.55555555555556,1.64814814814815,1,NA,73,"M","West Midlands Region","A Level or Equivalent","0-10%","0-35",0,90,"N","Withdrawn",-37,100,-37,100 +"1413",683902,NA,NA,2.10714285714286,NA,4.45945945945946,1,NA,4.59322033898305,1,1,NA,11.4222222222222,NA,1.38636363636364,1.34444444444444,1.6,80.4285714285714,63.4,"M","East Midlands Region","A Level or Equivalent","0-10%","0-35",0,60,"N","Pass",-66,NA,-66,NA +"1414",683934,NA,NA,2.71171171171171,1,4.56349206349206,1.33333333333333,1.5,5.64885496183206,4.31578947368421,1.4,1.5,8.75609756097561,NA,1.32142857142857,1.53393665158371,1.5,81.5714285714286,73.6,"M","East Midlands Region","Lower Than A Level","80-90%","0-35",0,60,"N","Pass",-45,NA,-45,NA +"1415",684013,2.85714285714286,1,2.72340425531915,NA,3.76315789473684,1.33333333333333,1.45,7.50162866449511,4.45454545454545,1,1.11428571428571,10.3560606060606,NA,1.1025641025641,2.26553672316384,1.64705882352941,83.1428571428571,87,"M","Wales","Lower Than A Level","80-90%","35-55",0,60,"N","Distinction",-37,NA,-37,NA +"1416",684040,NA,NA,2.80952380952381,NA,3.43333333333333,2,NA,6.375,4.16666666666667,1,1.5,15.2272727272727,NA,1.0625,1.72222222222222,1,79,66,"M","North Region","A Level or Equivalent","90-100%","0-35",0,120,"N","Withdrawn",-66,59,-66,59 +"1417",684183,2.5,1,2.3546511627907,NA,3.54867256637168,1.8,1.38461538461538,4.44491525423729,1.7,1.33333333333333,1.47058823529412,17.6896551724138,NA,1.25806451612903,1.51351351351351,1.17910447761194,91,75.2,"M","North Region","A Level or Equivalent","","35-55",0,60,"N","Pass",-21,NA,-21,NA +"1418",684311,4.28571428571429,1,3,NA,1.8,1.2,NA,7.7906976744186,2.33333333333333,1,1.36363636363636,13.0444444444444,NA,1.34782608695652,1.45323741007194,1.1,78.8571428571429,72.6,"M","South Region","A Level or Equivalent","20-30%","0-35",0,90,"N","Pass",-34,NA,-34,NA +"1419",684383,4.5,1,2.18627450980392,NA,3.44444444444444,1.33333333333333,2,6.08032128514056,2.5,1,1.54545454545455,13.0843373493976,NA,1.10526315789474,1.62886597938144,1.38888888888889,74.8571428571429,73,"M","East Anglian Region","A Level or Equivalent","90-100%","0-35",0,60,"N","Pass",-23,NA,-23,NA +"1420",684386,2.5,1,2.97959183673469,NA,2.10752688172043,1,NA,6.47704081632653,2.06666666666667,1.44444444444444,1.27272727272727,5.75609756097561,NA,1.06060606060606,1.70445344129555,1.22222222222222,88.6666666666667,84.6,"M","North Western Region","Lower Than A Level","40-50%","0-35",0,90,"N","Pass",-64,NA,-64,NA +"1421",684526,NA,NA,1.89285714285714,NA,4.29411764705882,1.25,1,6.6271186440678,1.66666666666667,1,1.28571428571429,7.93023255813953,NA,1.15789473684211,1.97709923664122,1,90,88.5,"M","East Anglian Region","Lower Than A Level","20-30%","0-35",0,120,"N","Withdrawn",-64,192,-64,192 +"1422",684592,NA,NA,2.11428571428571,NA,4.46575342465753,1.5,1,7.35766423357664,3.16666666666667,1,1,15.0769230769231,NA,1.26315789473684,1.85245901639344,1.11111111111111,64.4285714285714,64,"M","South West Region","A Level or Equivalent","50-60%","0-35",0,120,"N","Pass",-60,NA,-60,NA +"1423",684594,NA,NA,2.5,NA,3.76315789473684,1.66666666666667,1,1.90740740740741,1,1,NA,2.22222222222222,NA,1.42857142857143,1.29166666666667,NA,NA,78,"M","East Anglian Region","Lower Than A Level","50-60%","35-55",0,90,"N","Withdrawn",-58,151,-58,151 +"1424",684671,NA,NA,4.47727272727273,NA,4.21176470588235,1.33333333333333,1.33333333333333,2.87155963302752,1.16666666666667,1,NA,18.2463768115942,NA,1.2962962962963,2.22794117647059,1.75,71.4285714285714,70.2,"M","South East Region","A Level or Equivalent","90-100%","0-35",0,60,"N","Pass",-59,NA,-59,NA +"1425",684675,NA,NA,1.59259259259259,NA,2.78333333333333,1,NA,4.8252427184466,NA,1,NA,14.4285714285714,NA,1.04347826086957,1.52307692307692,1,81.5714285714286,68.8,"M","South West Region","Lower Than A Level","30-40%","0-35",0,120,"N","Pass",-63,NA,-63,NA +"1426",684882,NA,2,2.97812097812098,NA,6.87745098039216,1.5,2,7.77477477477477,2.72727272727273,1,1.5,8.87218045112782,NA,1.25714285714286,2.2824427480916,1.22727272727273,85.4285714285714,75.2,"M","Wales","A Level or Equivalent","80-90%","0-35",0,120,"N","Pass",-53,NA,-53,NA +"1427",684981,1,1,3.4963503649635,NA,5.17647058823529,1.44444444444444,1,7.02877697841727,3.38461538461538,1.33333333333333,1.7,11.0430107526882,NA,1.72972972972973,2.14718614718615,1.5,94,89.6,"M","North Western Region","Lower Than A Level","0-10%","0-35",0,60,"N","Withdrawn",-60,216,-60,216 +"1428",685004,NA,NA,3.45283018867925,NA,3.32258064516129,1,1,3.04761904761905,1,1,NA,15,NA,1.73333333333333,1.72602739726027,1,71,68,"M","South East Region","Lower Than A Level","10-20","0-35",0,90,"N","Fail",-60,NA,-60,NA +"1429",685042,NA,NA,1.63636363636364,NA,2.92307692307692,1.25,NA,5.2027027027027,2.75,1,1.5,17.6315789473684,NA,1,1.81967213114754,1.125,67.5,NA,"M","South Region","HE Qualification","10-20","0-35",0,150,"N","Withdrawn",-17,12,-17,12 +"1430",685100,NA,NA,3,NA,3.02702702702703,1.2,2,5.19148936170213,2.66666666666667,1,1.5,7.6,NA,1.46153846153846,1.5,1.13333333333333,93,96,"M","East Anglian Region","Lower Than A Level","90-100%","0-35",0,60,"N","Withdrawn",-14,12,-14,12 +"1431",685105,NA,NA,2.86666666666667,NA,3.58064516129032,1,NA,4.6734693877551,1,NA,NA,14.9555555555556,NA,1.375,1.71428571428571,1.5,66.7142857142857,43.5,"M","South West Region","Lower Than A Level","40-50%","0-35",0,180,"N","Fail",-60,NA,-60,NA +"1432",685128,NA,NA,1.67272727272727,NA,4.66176470588235,1,NA,6.3841059602649,3.5,1,NA,9.38372093023256,NA,1.04166666666667,1.71428571428571,1.2,70.7142857142857,71,"M","North Western Region","A Level or Equivalent","0-10%","0-35",0,120,"N","Pass",-28,NA,-28,NA +"1433",685140,NA,NA,3.6,1,2.52272727272727,NA,7,1.78082191780822,NA,1,NA,13.5,NA,1.05,2.27,1.33333333333333,74.4,59.4,"M","East Anglian Region","HE Qualification","80-90%","0-35",0,120,"N","Pass",2,NA,2,NA +"1434",685155,2.57142857142857,NA,3.16176470588235,NA,4.29197080291971,2.33333333333333,1.75,6.40236686390533,4,1,1.09090909090909,14.4605263157895,NA,1.18181818181818,1.97536945812808,1.1,76.4285714285714,80,"M","North Western Region","Lower Than A Level","0-10%","0-35",0,60,"N","Pass",-17,NA,-17,NA +"1435",685192,NA,NA,2.18867924528302,NA,4.39130434782609,1.33333333333333,1.5,6.51724137931035,1.5,NA,NA,17.5,NA,1.88888888888889,1.775,1.30769230769231,NA,70,"M","London Region","Lower Than A Level","20-30%","0-35",0,180,"N","Withdrawn",-59,12,-59,12 +"1436",685212,5.09090909090909,9,3.8,NA,3.79545454545455,2.16666666666667,1.5,7.40469208211144,4.05263157894737,1.35714285714286,1.17948717948718,4.97619047619048,NA,1.17948717948718,2.17991631799163,1.27272727272727,95.7142857142857,93.8,"M","West Midlands Region","HE Qualification","30-40%","35-55",0,120,"N","Distinction",-49,NA,-49,NA +"1437",685276,3,NA,3.38277511961723,NA,4.37096774193548,1.2,1.125,5.97163120567376,1.8,1.2,1.11111111111111,12.8882352941176,NA,1.26829268292683,1.81938325991189,1.2972972972973,86,94,"F","London Region","Lower Than A Level","60-70%","0-35",0,90,"N","Distinction",-22,NA,-22,NA +"1438",685283,NA,NA,1.4,NA,1.79411764705882,NA,NA,5.69565217391304,1,NA,1.5,12.1,NA,1.3,1.56410256410256,2,75,54.25,"M","Scotland","Lower Than A Level","70-80%","0-35",0,60,"N","Fail",-46,NA,-46,NA +"1439",685330,NA,1,5.23448275862069,2.75,9.91044776119403,1.8,4.25,12.7181818181818,6.375,1.6,1.66666666666667,11.936170212766,NA,1.3265306122449,3.67961165048544,1.59375,50.4,19,"M","Ireland","Lower Than A Level","","35-55",0,60,"N","Withdrawn",-23,165,-23,165 +"1440",685339,2,1,1.82051282051282,NA,2.99099099099099,1,2.07692307692308,5.67704280155642,1,1.4,1,12.8709677419355,NA,1.57894736842105,1.53968253968254,1.27777777777778,87.8571428571429,85.6,"M","East Midlands Region","A Level or Equivalent","60-70%","0-35",0,90,"N","Pass",-59,NA,-59,NA +"1441",685367,NA,NA,2.72727272727273,NA,3.87096774193548,1.25,NA,5.55072463768116,1,1,1.5,1,NA,2,1.52173913043478,1.4,NA,57.5,"M","Ireland","Lower Than A Level","60-70%","0-35",0,60,"Y","Fail",-25,NA,-25,NA +"1442",685373,4,1,2.06644518272425,13,2.63432835820896,1.5,1,6.74893617021277,2.81818181818182,1,1.25,6.07,NA,1.12,1.40625,1.2962962962963,81.7142857142857,89.6,"M","Yorkshire Region","No Formal quals","0-10%","0-35",0,60,"N","Distinction",-59,NA,-59,NA +"1443",685378,NA,NA,1.88888888888889,NA,3.38888888888889,1,NA,4.35294117647059,NA,NA,NA,11.3,NA,1,1.83606557377049,1.5,89.7142857142857,84.4,"M","West Midlands Region","A Level or Equivalent","70-80%","0-35",0,120,"N","Pass",-59,NA,-59,NA +"1444",685410,NA,NA,2.22047244094488,NA,5.5578231292517,1.75,NA,5.65230769230769,1.2,1,NA,7.69672131147541,NA,1.14285714285714,1.70261437908497,1.5,77.7142857142857,76.4,"M","North Region","Lower Than A Level","0-10%","0-35",0,120,"N","Pass",-57,NA,-57,NA +"1445",685619,NA,NA,2.17647058823529,NA,2.875,1.25,NA,3.14876033057851,NA,NA,1.5,8.32894736842105,NA,1.04166666666667,1.57798165137615,1.28571428571429,84.5714285714286,74.6,"M","Scotland","HE Qualification","0-10%","0-35",0,105,"Y","Pass",-32,NA,-32,NA +"1446",685657,NA,NA,4.66666666666667,NA,4.45,1,NA,3.71794871794872,1,1,NA,9.55555555555556,NA,1.5,1.58490566037736,1,74,87,"M","West Midlands Region","A Level or Equivalent","0-10%","0-35",0,60,"N","Withdrawn",-46,81,-46,81 +"1447",685705,1,NA,2.21311475409836,2,3.9620253164557,1.25,8,5.25824175824176,2.33333333333333,1,NA,13.7432432432432,NA,1.73529411764706,1.68235294117647,1.33333333333333,62.1666666666667,75.4,"M","Yorkshire Region","A Level or Equivalent","20-30%","0-35",0,120,"N","Pass",-57,NA,-57,NA +"1448",685708,NA,NA,3.13636363636364,NA,2.575,2,1.33333333333333,4.42016806722689,1.33333333333333,1,NA,11.9677419354839,NA,1.67241379310345,1.59663865546218,1,86.4285714285714,69,"F","London Region","A Level or Equivalent","0-10%","0-35",0,120,"N","Pass",-32,NA,-32,NA +"1449",685772,4.33333333333333,NA,2.95617529880478,NA,3.35570469798658,3,1.5,6.35423197492163,1.33333333333333,1,1.33333333333333,16.9574468085106,NA,1.34210526315789,1.67368421052632,1.33333333333333,65.5714285714286,65.4,"M","South Region","Lower Than A Level","90-100%","0-35",0,60,"N","Pass",-46,NA,-46,NA +"1450",685831,1,NA,2.05555555555556,NA,3.20547945205479,1.5,NA,3.81714285714286,2.16666666666667,1,NA,14.18,NA,1.48936170212766,1.58235294117647,2.05263157894737,66.4285714285714,90.6,"M","Ireland","A Level or Equivalent","70-80%","0-35",0,90,"N","Pass",-29,NA,-29,NA +"1451",685860,NA,NA,2.81111111111111,4,2.62745098039216,1,1,5.41935483870968,2.5,1,1.5,9.79166666666667,NA,1.07142857142857,1.16923076923077,1,96.5,85,"M","East Anglian Region","A Level or Equivalent","70-80%","0-35",0,210,"N","Withdrawn",-57,70,-57,70 +"1452",685928,NA,NA,NA,NA,2.14285714285714,1,NA,2,NA,1,NA,2.33333333333333,NA,1.2,1.88888888888889,1,NA,66,"M","North Western Region","A Level or Equivalent","50-60%","0-35",0,120,"N","Fail",-15,NA,-15,NA +"1453",685998,NA,NA,4.77777777777778,NA,6.5625,1.57142857142857,1.5,2.5,1,1,NA,2.5,NA,1.125,1.37142857142857,1,NA,74,"M","South East Region","Lower Than A Level","90-100%","0-35",0,60,"N","Withdrawn",-57,52,-57,52 +"1454",686065,3.57142857142857,2,2.48813559322034,NA,4.09137055837563,1.66666666666667,1,5.34011627906977,2,1.08333333333333,1.10344827586207,7.22105263157895,NA,1.07317073170732,1.51394422310757,1.22222222222222,88.1428571428571,86.4,"M","Scotland","A Level or Equivalent","50-60%","0-35",0,60,"N","Distinction",-42,NA,-42,NA +"1455",686164,NA,NA,1.625,NA,3,NA,1.5,3,NA,1,NA,NA,NA,1.25,1.06666666666667,1,NA,62,"M","Scotland","Lower Than A Level","0-10%","0-35",0,60,"N","Fail",-37,NA,-37,NA +"1456",686314,4,NA,2.66666666666667,NA,3.55681818181818,1,1,3.74,1,1.33333333333333,NA,12.1346153846154,NA,1.11111111111111,1.46875,1.2,73.2857142857143,64.5,"M","South West Region","A Level or Equivalent","30-40%","0-35",0,120,"N","Pass",-56,NA,-56,NA +"1457",686317,1,1,2.37864077669903,NA,3.67647058823529,1.33333333333333,1,6.44,1,1,NA,12.5116279069767,NA,1.0625,2.05405405405405,1.33333333333333,74.2857142857143,84,"F","West Midlands Region","A Level or Equivalent","0-10%","0-35",0,120,"N","Pass",-51,NA,-51,NA +"1458",686344,NA,NA,3.33333333333333,NA,6.87777777777778,1.33333333333333,1.62745098039216,8.3252427184466,3.75,1,2,25.7,NA,1.67123287671233,2.1592039800995,1.47619047619048,69.2857142857143,80.6,"M","East Midlands Region","Lower Than A Level","80-90%","0-35",0,60,"N","Pass",-30,NA,-30,NA +"1459",686348,NA,NA,2.68199233716475,NA,5.55414012738853,2,1.25,6.51081081081081,1.90909090909091,1,1.5,14.3189655172414,NA,1.47916666666667,2.06344410876133,1.7,67.7142857142857,78.8,"M","East Anglian Region","A Level or Equivalent","40-50%","0-35",0,120,"Y","Pass",-43,NA,-43,NA +"1460",686448,NA,NA,2.61538461538462,NA,2.85714285714286,1,NA,6.84615384615385,2.5,1,1.5,NA,NA,1.2,1.07692307692308,NA,NA,60,"M","East Midlands Region","A Level or Equivalent","60-70%","0-35",0,60,"N","Withdrawn",-56,12,-56,12 +"1461",686498,1.66666666666667,NA,2.65811965811966,NA,3.42857142857143,1,1.41666666666667,7.25242718446602,1.71428571428571,1.28571428571429,1.31578947368421,5.86138613861386,NA,1.25,1.88666666666667,1.25,80.1666666666667,72.6,"M","North Region","HE Qualification","10-20","0-35",0,60,"N","Pass",-18,NA,-18,NA +"1462",686522,5,NA,2.36241610738255,1,3.96551724137931,1.25,1.53333333333333,5.38818565400844,2.33333333333333,1,1.14285714285714,7.02158273381295,NA,1.05128205128205,1.83870967741935,1.05084745762712,82,83.6,"M","West Midlands Region","HE Qualification","0-10%","35-55",0,90,"N","Pass",-36,NA,-36,NA +"1463",686558,NA,NA,1.64705882352941,NA,4.56862745098039,1,NA,2.84883720930233,1.5,1,NA,11,NA,1.34375,1.66071428571429,1.4,86.5714285714286,82.4,"M","East Midlands Region","A Level or Equivalent","50-60%","0-35",0,120,"N","Pass",-50,NA,-50,NA +"1464",686700,NA,NA,4.47368421052632,1,2.84444444444444,1,NA,2.26923076923077,5,1,NA,12.9347826086957,NA,1.41176470588235,1.95,1,87.5714285714286,73.4,"M","North Western Region","A Level or Equivalent","10-20","0-35",0,120,"N","Pass",-53,NA,-53,NA +"1465",686705,NA,NA,2.12,NA,2.3375,1,1,7.24827586206897,1.5,NA,1.5,11.1428571428571,NA,1.08333333333333,1.26666666666667,1.25,86.1428571428571,68.25,"F","South East Region","A Level or Equivalent","30-40%","0-35",0,120,"N","Pass",-53,NA,-53,NA +"1466",686786,NA,NA,2,NA,4.29090909090909,1.5,NA,3.46551724137931,2,NA,NA,9.94594594594595,NA,1.22222222222222,1.40322580645161,1,71,67,"M","East Anglian Region","Lower Than A Level","30-40%","0-35",0,60,"Y","Fail",-8,NA,-8,NA +"1467",686946,10,NA,2.75,NA,3.16981132075472,1,2.2,2.5,NA,1,NA,14.3958333333333,NA,1.28571428571429,1.83471074380165,1.45454545454545,66.5714285714286,53.4,"M","London Region","A Level or Equivalent","50-60%","0-35",0,120,"N","Fail",-23,NA,-23,NA +"1468",687007,NA,NA,3.5,NA,2.64285714285714,1,NA,2.66666666666667,1,NA,NA,9.22222222222222,NA,1,1.44827586206897,1,87,84,"M","South Region","Lower Than A Level","20-30%","35-55",0,60,"N","Fail",-53,NA,-53,NA +"1469",687033,NA,NA,4.3,NA,2.25,NA,NA,2.38775510204082,NA,1,NA,1,NA,1.28571428571429,1.91428571428571,NA,NA,66.6666666666667,"M","Wales","A Level or Equivalent","80-90%","0-35",0,120,"N","Fail",-46,NA,-46,NA +"1470",687073,NA,NA,2.91428571428571,NA,3.30508474576271,1,NA,4.82666666666667,1,NA,NA,10.0740740740741,NA,2.57894736842105,1.93333333333333,1,79.5,56.6666666666667,"M","South West Region","A Level or Equivalent","20-30%","35-55",0,120,"N","Withdrawn",-50,139,-50,139 +"1471",687112,NA,NA,2.59428571428571,NA,4.88421052631579,1.25,1.33333333333333,7.62790697674419,2.4,NA,1.5,8.41176470588235,NA,1.38888888888889,1.8030303030303,1.5,86.4285714285714,74.2,"M","North Western Region","Lower Than A Level","20-30%","0-35",0,120,"N","Pass",-28,NA,-28,NA +"1472",687115,NA,NA,4.2,NA,2.62857142857143,1,NA,5.51648351648352,NA,1,NA,10.8529411764706,NA,1.45454545454545,1.99,1.33333333333333,87,70.2,"M","South West Region","A Level or Equivalent","40-50%","0-35",0,120,"N","Pass",-23,NA,-23,NA +"1473",687288,NA,NA,2.57894736842105,1,3.70967741935484,1,NA,7.15,NA,1,NA,2.6,NA,1.2,1.7,1,NA,80,"M","South Region","A Level or Equivalent","70-80%","0-35",0,90,"N","Withdrawn",-44,122,-44,122 +"1474",687304,NA,NA,1.4,NA,2.22222222222222,NA,NA,4.6875,NA,1,NA,16.8333333333333,NA,1,1.375,NA,71.5,40,"M","East Anglian Region","A Level or Equivalent","40-50%","0-35",0,120,"N","Fail",-25,NA,-25,NA +"1475",687331,NA,NA,1.68965517241379,NA,3.5,1,NA,9.45454545454546,3.66666666666667,1,1.5,11.25,NA,1.5,1.42553191489362,1.5,78.5,88,"M","Wales","Lower Than A Level","10-20","0-35",0,60,"Y","Fail",-30,NA,-30,NA +"1476",687341,NA,NA,2.89189189189189,NA,2.95833333333333,2,NA,4.18867924528302,5.16666666666667,1.5,NA,10.4736842105263,NA,1.42857142857143,1.32608695652174,1.25,82.5,78,"M","South West Region","A Level or Equivalent","40-50%","0-35",0,60,"N","Withdrawn",-50,138,-50,138 +"1477",687345,NA,NA,1.92857142857143,NA,2.41666666666667,1,1,1.9375,NA,1,NA,4.33333333333333,NA,1.36363636363636,1.14084507042254,1,NA,70.3333333333333,"M","South Region","A Level or Equivalent","60-70%","0-35",0,90,"N","Fail",-41,NA,-41,NA +"1478",687351,NA,NA,3.29775280898876,2,5.05813953488372,1.4,1.41666666666667,6.34736842105263,1,1,NA,11.8214285714286,NA,1.21428571428571,2.11494252873563,1.25,85.5714285714286,94,"M","Scotland","HE Qualification","30-40%","0-35",0,60,"N","Pass",-25,NA,-25,NA +"1479",687410,NA,NA,3.85,NA,3.87179487179487,1,NA,5.29864253393665,2.25,1,1.5,8.01470588235294,NA,1.22222222222222,1.58823529411765,1.13636363636364,87,75.2,"M","North Region","Lower Than A Level","20-30%","0-35",0,120,"N","Pass",-43,NA,-43,NA +"1480",687434,3.28571428571429,NA,5.65542521994135,NA,7.87861271676301,1.75,1.28571428571429,7.43728813559322,2.42307692307692,1.1,1.13793103448276,11.2761904761905,NA,1.52,1.68398268398268,1.1875,82.7142857142857,96.8,"M","Yorkshire Region","Lower Than A Level","80-90%","35-55",0,90,"N","Distinction",-49,NA,-49,NA +"1481",687468,NA,2,1.71578947368421,NA,4.47154471544715,1.33333333333333,NA,8.36437246963563,1.63636363636364,1,NA,10.9230769230769,NA,1,1.52017937219731,1.38095238095238,81,87.2,"F","South West Region","HE Qualification","40-50%","0-35",0,60,"N","Distinction",-50,NA,-50,NA +"1482",687485,NA,NA,2.00621118012422,NA,4.72173913043478,1.25,1,2.90285714285714,3,1,NA,10.1458333333333,NA,1.67647058823529,1.64285714285714,1,61.7142857142857,52.6,"F","West Midlands Region","A Level or Equivalent","80-90%","0-35",0,180,"N","Pass",-51,NA,-51,NA +"1483",687503,1.85714285714286,NA,3.20113314447592,NA,6.85,1.25,1,5.20215633423181,1.85714285714286,1.08333333333333,1.14285714285714,10.1935483870968,NA,1.11864406779661,1.56195965417867,1.31707317073171,77.5714285714286,77.8,"F","South West Region","Lower Than A Level","30-40%","35-55",0,120,"N","Pass",-46,NA,-46,NA +"1484",687510,NA,NA,5.16666666666667,2,3.16666666666667,1.25,2,2.73076923076923,1.5,1,NA,2,NA,1,1.80952380952381,1.33333333333333,NA,70,"M","South Region","Lower Than A Level","40-50%","0-35",0,240,"N","Withdrawn",-51,12,-51,12 +"1485",687511,NA,NA,2.5,NA,3.83333333333333,1.2,NA,1.96875,2,NA,NA,8.23684210526316,NA,2.01639344262295,1.96825396825397,1,80.5,70,"M","London Region","Lower Than A Level","0-10%","35-55",0,120,"N","Withdrawn",-25,104,-25,104 +"1486",687525,NA,NA,3.25714285714286,NA,1.76470588235294,1,NA,4.38235294117647,3,1,NA,10,NA,1.33333333333333,1.43333333333333,1,NA,62,"M","Ireland","A Level or Equivalent","50-60%","0-35",0,60,"N","Fail",-10,NA,-10,NA +"1487",687686,NA,NA,2.97058823529412,NA,4.01612903225806,1.33333333333333,1,4.80874316939891,4.33333333333333,1,1,8.17777777777778,NA,1.07142857142857,1.80733944954128,1,89.6,79.75,"M","South Region","A Level or Equivalent","60-70%","0-35",0,120,"N","Fail",-46,NA,-46,NA +"1488",687752,NA,NA,2.25,NA,5.09677419354839,1,1.33333333333333,2.97297297297297,1.75,1,NA,8.5,NA,1.33333333333333,1.28846153846154,1,81,61,"M","South Region","A Level or Equivalent","50-60%","0-35",0,120,"N","Withdrawn",-50,12,-50,12 +"1489",687828,NA,NA,1.71428571428571,NA,5.5,1,NA,2.8,NA,1,NA,2,NA,1.25,1.5,NA,NA,74,"M","Ireland","Lower Than A Level","50-60%","35-55",0,60,"N","Fail",-9,NA,-9,NA +"1490",687846,NA,NA,4.23333333333333,8,3.42222222222222,1.75,1.66666666666667,5.59154929577465,1,NA,NA,12.46,NA,1.32,1.75294117647059,1.14285714285714,84.5714285714286,74.5,"M","East Midlands Region","A Level or Equivalent","10-20","0-35",0,60,"N","Pass",-46,NA,-46,NA +"1491",687910,4.75,1,2.75,5,3.18367346938776,1.33333333333333,NA,6.00707547169811,2.73333333333333,1,1.1,8.6375,NA,1.12903225806452,1.64651162790698,1.07142857142857,82.4285714285714,72.4,"M","East Anglian Region","Lower Than A Level","90-100%","0-35",0,60,"N","Pass",-31,NA,-31,NA +"1492",687930,5.13333333333333,2.25,3.86046511627907,2.33333333333333,4.8135593220339,1.25,1,4.53132250580046,2.3,1.72727272727273,1.53846153846154,7.90598290598291,NA,1.25454545454545,3.08554572271386,1.15436241610738,92.5714285714286,79.2,"F","East Anglian Region","Lower Than A Level","90-100%","35-55",0,60,"N","Pass",-42,NA,-42,NA +"1493",687931,NA,NA,3.29012345679012,NA,3.48648648648649,1.16666666666667,1.16666666666667,5.21232876712329,2.875,1,1.33333333333333,13.03125,NA,1.25,1.48663101604278,1.11111111111111,67.5714285714286,67.8,"M","South Region","A Level or Equivalent","90-100%","0-35",0,120,"N","Pass",-49,NA,-49,NA +"1494",687988,1,NA,2.34285714285714,NA,4.24064171122995,1,1,6.38123167155425,1.25,1,2,16.1333333333333,NA,1.03571428571429,1.49339207048458,1.21739130434783,52.8571428571429,66.4,"M","Ireland","Lower Than A Level","90-100%","0-35",0,60,"N","Pass",-15,NA,-15,NA +"1495",688008,3.28571428571429,1,3.61290322580645,NA,4.0625,1.25,NA,6.96022727272727,2.66666666666667,1,1.10714285714286,11.6944444444444,NA,1.37037037037037,1.84057971014493,1.5,95,91,"F","London Region","HE Qualification","0-10%","0-35",0,120,"N","Pass",-32,NA,-32,NA +"1496",688071,NA,NA,2.5,NA,2.75,2.5,NA,4,NA,NA,NA,NA,NA,1.25,1.66666666666667,2,NA,90,"M","Scotland","A Level or Equivalent","40-50%","0-35",0,120,"N","Fail",-37,NA,-37,NA +"1497",688097,NA,NA,3.16666666666667,NA,3.25,NA,NA,2.35,NA,1,NA,NA,NA,1.6,1.35,NA,NA,72,"M","South East Region","A Level or Equivalent","30-40%","0-35",0,120,"N","Withdrawn",-23,76,-23,76 +"1498",688127,NA,NA,2.36073059360731,NA,4.6,1,1.57142857142857,5.38604651162791,2.5,1,1,11.3269230769231,NA,1.125,1.55555555555556,1.33333333333333,76.7142857142857,88.2,"M","East Midlands Region","A Level or Equivalent","60-70%","0-35",0,60,"N","Distinction",-49,NA,-49,NA +"1499",688136,2.5,1.5,4.10823529411765,NA,8.6969696969697,1.5,1.6,6.55066079295154,1.875,1,1.08333333333333,17.3243243243243,NA,1.15625,1.56538461538462,1.18367346938776,83,79.6,"M","East Anglian Region","Lower Than A Level","10-20","35-55",0,150,"N","Fail",-46,NA,-46,NA +"1500",688159,NA,NA,2.2280701754386,NA,4.16363636363636,1,1,5.4,3.14285714285714,1.75,NA,9.25,NA,1.25,1.62,1.1,NA,67,"M","South West Region","A Level or Equivalent","90-100%","0-35",0,120,"N","Withdrawn",-36,137,-36,137 +"1501",688192,4.66666666666667,1,3.06185567010309,NA,4.5,1.33333333333333,2,5.80616740088106,4,1,1.09375,10.6438356164384,NA,1.40625,1.92666666666667,1.06666666666667,73.7142857142857,67.8,"F","Wales","A Level or Equivalent","30-40%","0-35",0,90,"N","Fail",-17,NA,-17,NA +"1502",688225,NA,NA,1.94444444444444,NA,3.34375,2,2,10.4056603773585,2,1,1.75,7.71875,NA,1.38461538461538,2.25316455696203,1.71428571428571,73,65.3333333333333,"M","Scotland","Lower Than A Level","40-50%","0-35",0,60,"N","Fail",-38,NA,-38,NA +"1503",688250,NA,NA,3.4,NA,2.28571428571429,1.5,NA,1.60714285714286,NA,NA,NA,1,NA,1.4,1.2,1,NA,30,"M","Wales","A Level or Equivalent","30-40%","0-35",0,60,"N","Fail",-23,NA,-23,NA +"1504",688265,NA,NA,1.83333333333333,NA,2.88095238095238,1.33333333333333,NA,5.89655172413793,NA,1,1.5,13.6666666666667,NA,2.33333333333333,1.53191489361702,1,77.6666666666667,57.8,"M","East Anglian Region","Lower Than A Level","30-40%","0-35",0,60,"N","Fail",-15,NA,-15,NA +"1505",688337,NA,NA,1.3125,NA,2.4344262295082,1,1,7.71428571428571,1.6,1,NA,11.0408163265306,NA,1.0625,1.39181286549708,NA,81.4285714285714,57.6,"M","South West Region","A Level or Equivalent","70-80%","0-35",0,120,"N","Pass",-35,NA,-35,NA +"1506",688453,NA,NA,1.5,NA,2.35,1,NA,3.11904761904762,NA,1,NA,2.8,NA,1.25,1.275,1.25,NA,78,"M","Wales","Lower Than A Level","20-30%","0-35",0,120,"N","Fail",-44,NA,-44,NA +"1507",688470,NA,NA,3.9,1,2.03846153846154,1.5,NA,5.07936507936508,NA,1,1.4,11.5,NA,1.70967741935484,1.86666666666667,1.5,74.5714285714286,63,"M","East Midlands Region","Lower Than A Level","50-60%","0-35",0,60,"N","Fail",-31,NA,-31,NA +"1508",688543,2.66666666666667,2,2.52941176470588,NA,3.71875,1.5,1.75,5.77489177489177,2.75,1.2,1.22222222222222,12.1282051282051,NA,1.1304347826087,1.864,1.52941176470588,83.1428571428571,77.4,"F","North Western Region","HE Qualification","10-20","0-35",0,120,"N","Pass",-46,NA,-46,NA +"1509",688664,NA,NA,3.02631578947368,NA,3.9047619047619,1.5,1,3.88461538461538,2.125,NA,NA,4.57142857142857,NA,1.25,1.68888888888889,1,NA,70,"M","South East Region","A Level or Equivalent","60-70%","0-35",0,60,"Y","Withdrawn",-46,6,-46,6 +"1510",688667,9.66666666666667,NA,1.80239520958084,2,4.97560975609756,1.33333333333333,1.05882352941176,5.3632183908046,1.95652173913043,1.2,1,14.8028169014085,NA,1.6144578313253,1.63231197771588,1.44897959183673,75.2857142857143,74.8,"M","North Western Region","HE Qualification","20-30%","0-35",0,120,"N","Pass",-31,NA,-31,NA +"1511",688685,NA,2,2.09655172413793,NA,5.55769230769231,2,3,7.58823529411765,2.55555555555556,1.25,1,8.73529411764706,NA,1.10714285714286,1.75916230366492,1.5,85.8571428571429,80,"M","Scotland","A Level or Equivalent","40-50%","0-35",0,120,"N","Pass",-23,NA,-23,NA +"1512",688727,2.14285714285714,3,2.75265017667845,NA,4.43373493975904,1.33333333333333,2.08695652173913,6.73673469387755,3.2,1.13333333333333,1.19230769230769,7.11475409836066,NA,1.21951219512195,1.65724381625442,1.28125,92.2857142857143,93.2,"M","East Midlands Region","Lower Than A Level","20-30%","35-55",0,120,"N","Distinction",-46,NA,-46,NA +"1513",688881,NA,NA,2.60869565217391,NA,3.37837837837838,1.2,NA,5.66071428571429,3,1,NA,1.33333333333333,NA,1.58333333333333,2.05970149253731,1.4,NA,69,"F","Wales","Lower Than A Level","40-50%","35-55",0,240,"N","Withdrawn",-44,12,-44,12 +"1514",688891,NA,NA,2.8936170212766,NA,3.4390243902439,1,1.2,9,1.55555555555556,1,NA,12.0851063829787,NA,1.375,1.62820512820513,1,74.8571428571429,53,"M","East Midlands Region","A Level or Equivalent","90-100%","0-35",0,180,"N","Fail",-46,NA,-46,NA +"1515",688895,3,1.33333333333333,2.66801619433198,NA,5.3072625698324,1.16666666666667,1.30769230769231,7.49466950959488,2.78947368421053,1.07692307692308,1.34782608695652,5.47619047619048,NA,1.0952380952381,1.58947368421053,1.30769230769231,89.2857142857143,92.2,"M","Ireland","Lower Than A Level","","0-35",0,60,"N","Distinction",-45,NA,-45,NA +"1516",688904,NA,2,4.73154362416107,NA,5.02666666666667,1.33333333333333,3.25,8.73584905660377,5.64705882352941,1,1.4,10.25,NA,2.27777777777778,1.83018867924528,1.25,NA,70.3333333333333,"M","West Midlands Region","Lower Than A Level","","0-35",0,60,"N","Withdrawn",-46,138,-46,138 +"1517",688976,NA,NA,3.17647058823529,NA,3.27586206896552,1.5,NA,1.97872340425532,NA,1.5,NA,18.0952380952381,NA,1.10526315789474,1.75342465753425,1,97.5,69.3333333333333,"M","North Western Region","A Level or Equivalent","60-70%","0-35",0,120,"N","Fail",-16,NA,-16,NA +"1518",689005,NA,NA,1.92,NA,3.32352941176471,1.16666666666667,NA,3.64516129032258,1,NA,NA,8.82758620689655,NA,1.08333333333333,1.36190476190476,1.5,80,76.2,"M","South West Region","A Level or Equivalent","40-50%","0-35",0,60,"N","Pass",-32,NA,-32,NA +"1519",689052,NA,NA,3.44117647058824,NA,4.29411764705882,1.5,NA,5.52631578947368,NA,1,NA,11.6363636363636,NA,1,2.03448275862069,1,75,83,"M","North Western Region","HE Qualification","0-10%","0-35",0,60,"N","Fail",-41,NA,-41,NA +"1520",689056,NA,NA,4.42253521126761,NA,3.75925925925926,1,1.5,5.72941176470588,3.75,1,NA,9.3030303030303,NA,1.06666666666667,1.5,1,86.25,58.5,"M","North Region","A Level or Equivalent","","35-55",0,60,"N","Pass",-23,NA,-23,NA +"1521",689225,NA,NA,3.71666666666667,NA,2.23809523809524,1.33333333333333,NA,7.76190476190476,3.5,1,NA,10.4545454545455,NA,1.4,1.57142857142857,1,NA,82,"M","Scotland","A Level or Equivalent","70-80%","0-35",0,60,"N","Withdrawn",-29,157,-29,157 +"1522",689260,NA,NA,2.9047619047619,NA,2.62931034482759,1.25,3,3.7887323943662,1,1,1.25,11.4385964912281,NA,1.0625,1.4,1.1,88,89.6,"M","North Western Region","A Level or Equivalent","10-20","35-55",0,120,"Y","Pass",-31,NA,-31,NA +"1523",689280,4.22222222222222,2,2.91160220994475,NA,5.30681818181818,2,2,6.30917874396135,4.90476190476191,1,1.13636363636364,9.675,NA,1.11538461538462,2.04982206405694,1.09803921568627,93,96.2,"M","North Western Region","A Level or Equivalent","70-80%","35-55",0,60,"N","Distinction",-38,NA,-38,NA +"1524",689347,3.33333333333333,2,3.125,NA,3.23333333333333,1,1,5.57425742574257,6.66666666666667,1,1.375,9.01515151515152,NA,1.15,1.95121951219512,1.19230769230769,75.7142857142857,93,"M","South Region","A Level or Equivalent","20-30%","0-35",0,60,"N","Pass",-37,NA,-37,NA +"1525",689444,NA,NA,2.96825396825397,3,4.91935483870968,2,2.33333333333333,5.05691056910569,3.625,1,1.5,12.4470588235294,NA,1.63157894736842,1.83458646616541,1.2,68,90.25,"F","Scotland","A Level or Equivalent","40-50%","35-55",0,60,"N","Fail",-23,NA,-23,NA +"1526",689498,NA,NA,1.2,NA,3.33333333333333,1,NA,3.84210526315789,1,NA,NA,1,NA,1.33333333333333,1.83333333333333,1,NA,62,"M","North Region","Lower Than A Level","0-10%","0-35",0,240,"N","Withdrawn",-44,12,-44,12 +"1527",689626,NA,NA,1.2,NA,1.9,1,NA,3.59090909090909,1,NA,NA,1,NA,1.2,1.38095238095238,1,NA,50,"M","London Region","Lower Than A Level","10-20","0-35",0,120,"N","Fail",-30,NA,-30,NA +"1528",689796,5,1,2.39365671641791,NA,6.15183246073298,1.16666666666667,1.5,8.67979002624672,2.07692307692308,2.4,1.41176470588235,11.5317919075145,NA,1.32352941176471,2.27906976744186,1.53846153846154,86,84.6,"F","Yorkshire Region","Lower Than A Level","20-30%","0-35",0,60,"N","Pass",-10,NA,-10,NA +"1529",689827,NA,NA,1.8,NA,2.16666666666667,1,NA,5.08,NA,NA,NA,2.75,NA,1.2,1.56521739130435,NA,NA,82,"F","Ireland","A Level or Equivalent","","0-35",0,60,"N","Withdrawn",-41,121,-41,121 +"1530",689832,NA,NA,1.25,NA,2.50961538461538,2.5,NA,5.45502645502645,1.66666666666667,1,1.5,13.88,NA,1.04545454545455,1.42767295597484,1.05555555555556,73.1428571428571,82.4,"M","West Midlands Region","Lower Than A Level","40-50%","0-35",0,60,"Y","Pass",-32,NA,-32,NA +"1531",689855,NA,NA,2.3,NA,4.32231404958678,2,NA,4.36363636363636,2.77777777777778,1.5,1.5,9.05555555555556,NA,3.19178082191781,1.63942307692308,1.28571428571429,85.2857142857143,86.6,"M","South West Region","A Level or Equivalent","20-30%","0-35",0,150,"N","Distinction",-25,NA,-25,NA +"1532",689924,NA,NA,2.38709677419355,NA,2.80281690140845,1,1.5,3.525,1.2,NA,NA,12.3,NA,1.075,1.45977011494253,1.14285714285714,82,75.6,"M","East Midlands Region","Lower Than A Level","30-40%","0-35",0,120,"N","Pass",-38,NA,-38,NA +"1533",690075,NA,NA,1.90566037735849,NA,3.52307692307692,1,3,3.86868686868687,1,1,NA,18.1304347826087,NA,1.4375,1.74561403508772,1.11111111111111,72,63.2,"M","London Region","Lower Than A Level","20-30%","0-35",0,120,"N","Pass",-31,NA,-31,NA +"1534",690198,1,NA,2.40213523131673,NA,4.98039215686275,1,1,6.62946428571429,2.04761904761905,1,1.4,11.3013698630137,NA,1.29166666666667,1.62179487179487,1.23076923076923,88.5714285714286,93.8,"F","West Midlands Region","A Level or Equivalent","30-40%","0-35",0,60,"N","Distinction",-42,NA,-42,NA +"1535",690296,NA,NA,3.07894736842105,NA,3.58333333333333,1.25,1.5,5.22,4.33333333333333,1,NA,9,NA,1.28571428571429,1.88679245283019,1.16666666666667,NA,85,"M","South East Region","Lower Than A Level","60-70%","0-35",0,60,"N","Withdrawn",-41,12,-41,12 +"1536",690382,NA,NA,3.0952380952381,NA,2.68518518518519,1,NA,6.59340659340659,1,NA,NA,16.2325581395349,NA,1.06666666666667,2.10588235294118,NA,85.4285714285714,69,"M","Scotland","HE Qualification","10-20","0-35",0,120,"N","Pass",-29,NA,-29,NA +"1537",690585,NA,NA,1.5,NA,3.81818181818182,1,NA,1.40740740740741,NA,NA,NA,2.42857142857143,NA,1.57142857142857,1.38461538461538,NA,NA,60,"M","North Western Region","Lower Than A Level","80-90%","0-35",0,60,"N","Fail",-28,NA,-28,NA +"1538",690628,NA,NA,2.16071428571429,NA,2.63120567375887,1,1,5.96014492753623,2.4,1,1.1875,7.79775280898876,NA,1.04761904761905,1.43840579710145,1.21052631578947,91,78.6,"M","Scotland","HE Qualification","70-80%","0-35",0,120,"N","Pass",-23,NA,-23,NA +"1539",690635,NA,NA,1.70833333333333,NA,2.52702702702703,1,2,6.89830508474576,1,1,NA,14.0277777777778,NA,1.15789473684211,1.625,1,85,88.4,"M","East Midlands Region","HE Qualification","60-70%","0-35",0,60,"N","Distinction",-38,NA,-38,NA +"1540",690746,4.4,1.5,2.13939393939394,NA,5.75238095238095,2.16666666666667,2.05263157894737,6.00361663652803,3.54761904761905,1.5,1.16216216216216,4.10043668122271,NA,1.56060606060606,1.7255369928401,1.30612244897959,94,96.6,"F","Scotland","HE Qualification","80-90%","35-55",0,90,"N","Distinction",-22,NA,-22,NA +"1541",690832,NA,NA,4.52380952380952,NA,5.95833333333333,1,1,7.42138364779874,3.75,1,1.83333333333333,15.2783505154639,NA,1.20833333333333,3.00884955752212,1.15384615384615,95.5714285714286,76.75,"M","Scotland","A Level or Equivalent","20-30%","35-55",0,120,"N","Fail",-25,NA,-25,NA +"1542",690872,NA,NA,5.02857142857143,NA,3.71951219512195,1.25,2,5.11917098445596,3.63636363636364,1.2,1.36363636363636,10.8571428571429,NA,1.11111111111111,2.01212121212121,1.04166666666667,79.3333333333333,86.4,"M","East Midlands Region","Lower Than A Level","80-90%","0-35",0,120,"N","Pass",-38,NA,-38,NA +"1543",690962,NA,NA,1.82142857142857,NA,2.15789473684211,1,1,2.53703703703704,1.8,1,NA,7.28571428571429,NA,1.1,1.33962264150943,1.2,NA,75.3333333333333,"M","South East Region","A Level or Equivalent","60-70%","0-35",0,180,"N","Withdrawn",-25,116,-25,116 +"1544",691269,NA,NA,2.35714285714286,NA,3.97196261682243,1,1,5.68231046931408,2.375,1,NA,10.5675675675676,NA,1.41176470588235,1.68181818181818,1.30434782608696,73.7142857142857,72.6,"M","West Midlands Region","Lower Than A Level","90-100%","0-35",0,60,"N","Pass",-37,NA,-37,NA +"1545",691280,NA,NA,2.28070175438596,NA,4.2463768115942,1,1,5.15384615384615,NA,1,NA,13.5116279069767,NA,1.125,2.05,1.71428571428571,71,66,"M","East Anglian Region","HE Qualification","90-100%","0-35",0,150,"N","Pass",-36,NA,-36,NA +"1546",691326,NA,NA,2.73262032085561,3,6.3768115942029,1.875,1,7.81081081081081,2.11111111111111,1,1.57142857142857,7.17699115044248,NA,1.66666666666667,1.76608187134503,1.42028985507246,54.1428571428571,72.6,"F","Scotland","Lower Than A Level","30-40%","0-35",0,90,"N","Fail",-29,NA,-29,NA +"1547",691375,NA,NA,2.32758620689655,NA,2.68085106382979,1.16666666666667,1,3.95934959349594,1.86666666666667,1,2,5.84,NA,1.16666666666667,1.43333333333333,1.14285714285714,73,68.6666666666667,"M","Scotland","Lower Than A Level","0-10%","0-35",0,60,"N","Fail",-22,NA,-22,NA +"1548",691465,NA,NA,3.15909090909091,NA,3.01626016260163,1,1,5.87931034482759,1.5,1,NA,15.3333333333333,NA,1.59090909090909,2.65354330708661,1.66666666666667,63.4285714285714,46.2,"M","London Region","HE Qualification","30-40%","35-55",0,120,"N","Fail",-17,NA,-17,NA +"1549",691699,1,NA,3.71428571428571,NA,2.11538461538462,1,1.66666666666667,7.06285714285714,NA,1,NA,9.26923076923077,NA,1.08333333333333,1.70175438596491,1,87.5714285714286,86.2,"M","South Region","Lower Than A Level","80-90%","0-35",0,120,"N","Pass",-7,NA,-7,NA +"1550",691722,3.875,1,2.21171171171171,4,4.75742574257426,1.33333333333333,2.5,6.95107033639144,2.23076923076923,1.16666666666667,1.25,7.86904761904762,NA,1.09677419354839,1.78813559322034,1.29787234042553,84,86,"M","Scotland","HE Qualification","50-60%","0-35",0,120,"N","Distinction",-28,NA,-28,NA +"1551",691805,NA,NA,1,NA,3.15384615384615,1.66666666666667,NA,4.375,NA,NA,NA,8,NA,2,1.38095238095238,1,NA,80,"M","North Western Region","Lower Than A Level","50-60%","0-35",0,180,"N","Withdrawn",-36,47,-36,47 +"1552",691873,1,NA,2.01923076923077,NA,2.76,1,4.1,4.73652694610778,2.4,NA,1.19047619047619,13.0392156862745,NA,1.08333333333333,1.17857142857143,1.71428571428571,73.7142857142857,56.8,"M","East Midlands Region","A Level or Equivalent","40-50%","0-35",0,120,"N","Pass",-36,NA,-36,NA +"1553",691932,4,2,1.67647058823529,NA,4.37908496732026,1,1.66666666666667,6.26934984520124,2.16666666666667,1.22222222222222,1.1304347826087,8.82165605095541,NA,1.17241379310345,1.48684210526316,1.32352941176471,80.5714285714286,89.8,"M","North Western Region","A Level or Equivalent","0-10%","35-55",0,120,"N","Pass",-34,NA,-34,NA +"1554",692010,2.22222222222222,2,4.64197530864198,1,5.65882352941177,1,1.16666666666667,5.45,2.88,1.33333333333333,1.13793103448276,5.7979797979798,NA,1.59459459459459,1.63348416289593,1.31818181818182,89.4285714285714,84.4,"F","South East Region","A Level or Equivalent","90-100%","35-55",0,120,"N","Pass",-35,NA,-35,NA +"1555",692097,NA,NA,2.39568345323741,NA,4.84375,1,1.375,6.51428571428571,3,1.33333333333333,1,12.2307692307692,NA,1.11538461538462,1.92946058091286,1.29411764705882,74.8571428571429,83,"F","East Midlands Region","HE Qualification","10-20","0-35",0,120,"N","Pass",-34,NA,-34,NA +"1556",692220,3,NA,2.9468085106383,1,2.5625,1.33333333333333,1,4.84375,2.8,1,NA,13.4078947368421,NA,1.12,1.66923076923077,1.29032258064516,79.4285714285714,64.2,"M","North Western Region","Lower Than A Level","50-60%","0-35",0,60,"N","Pass",-14,NA,-14,NA +"1557",692297,NA,NA,5,NA,2.55555555555556,NA,2,2.42857142857143,NA,1,NA,NA,NA,1,1.63157894736842,1,NA,63,"M","South Region","Lower Than A Level","50-60%","35-55",0,60,"Y","Fail",-34,NA,-34,NA +"1558",692301,NA,NA,3,NA,5.30769230769231,1,NA,4.99115044247788,1,1,NA,13.5,NA,1.3125,1.78048780487805,1,85.8571428571429,58.8,"M","Scotland","A Level or Equivalent","60-70%","0-35",0,90,"N","Pass",-14,NA,-14,NA +"1559",692334,3.8,NA,2.43103448275862,NA,2.36231884057971,1.33333333333333,1,8.91126279863481,2.71428571428571,2,1.375,12.9864864864865,NA,1.0625,1.62244897959184,1.11111111111111,83.5714285714286,88.8,"M","Ireland","A Level or Equivalent","0-10%","0-35",0,60,"N","Pass",-32,NA,-32,NA +"1560",692454,NA,NA,2.60833333333333,NA,4.2589928057554,2,1.75,2.66300366300366,1,1,1.5,13.7234042553191,NA,1.11538461538462,1.76573426573427,1.32142857142857,75.1428571428571,75.2,"M","West Midlands Region","A Level or Equivalent","60-70%","0-35",0,90,"N","Pass",-34,NA,-34,NA +"1561",692612,4.54545454545455,3,3.12863070539419,2,4.23270440251572,1.57142857142857,1.5,6.15508021390374,2.37931034482759,1.3125,1.06666666666667,7.65972222222222,NA,1.41666666666667,1.56923076923077,1.17647058823529,99.2857142857143,94,"M","London Region","A Level or Equivalent","10-20","35-55",0,90,"N","Pass",-30,NA,-30,NA +"1562",692632,NA,NA,2.64179104477612,NA,5.07692307692308,1,2,8.43333333333333,1,NA,NA,1.5,NA,2.875,1.70731707317073,1.5,NA,72,"M","South Region","A Level or Equivalent","10-20","0-35",0,60,"N","Fail",-32,NA,-32,NA +"1563",692893,5,NA,3.25,NA,2.74603174603175,1,NA,5.90094339622642,NA,1,NA,15.6964285714286,NA,1.44444444444444,1.5,1.18181818181818,60.4285714285714,72.6,"M","East Anglian Region","Lower Than A Level","50-60%","0-35",0,60,"N","Pass",-31,NA,-31,NA +"1564",692946,NA,NA,2.3,NA,2.58333333333333,1,2,3.51515151515152,NA,NA,NA,NA,NA,1.42857142857143,1.8125,NA,NA,41.6666666666667,"M","South East Region","Lower Than A Level","70-80%","0-35",0,60,"N","Fail",-32,NA,-32,NA +"1565",692962,2.75,NA,3.19,3,4.1039603960396,1.5,2,5.01302931596091,3.59375,1.25,1.3,9.42574257425743,NA,1.15384615384615,1.80808080808081,1.21739130434783,84.7142857142857,81.8,"M","West Midlands Region","HE Qualification","90-100%","0-35",0,60,"N","Pass",-31,NA,-31,NA +"1566",692968,NA,NA,1.98360655737705,NA,6.30882352941176,1.33333333333333,1,4.23834196891192,1.92307692307692,1,1,9.04166666666667,NA,1.48148148148148,1.91666666666667,1.75,78.7142857142857,79.8,"M","East Anglian Region","A Level or Equivalent","90-100%","0-35",0,60,"N","Pass",-23,NA,-23,NA +"1567",693160,1,NA,2.71428571428571,NA,2.58,1.5,1,5.88333333333333,2.14285714285714,NA,1.5,12.5909090909091,NA,1.13333333333333,1.47787610619469,1.25,76,72.25,"M","Yorkshire Region","Lower Than A Level","80-90%","0-35",0,60,"N","Pass",-28,NA,-28,NA +"1568",693162,3.36363636363636,1.5,3.04694835680751,NA,6.03571428571429,2,2,6.63523573200993,3.55555555555556,1.41176470588235,1.13157894736842,5.86290322580645,NA,1.71111111111111,2.10416666666667,1.29545454545455,84.5714285714286,93.4,"M","Wales","A Level or Equivalent","40-50%","35-55",0,60,"N","Distinction",-18,NA,-18,NA +"1569",693197,NA,NA,2.72,1,4.40909090909091,1.33333333333333,NA,5.65,9,1,NA,12.8235294117647,NA,1.09090909090909,1.7,1.14285714285714,74.7142857142857,78.4,"M","North Western Region","A Level or Equivalent","10-20","0-35",0,120,"Y","Pass",-25,NA,-25,NA +"1570",693236,NA,2,2,NA,2.94964028776978,1.5,2,6.83986928104575,4.25,1,1.5,14.1111111111111,NA,1.15384615384615,1.58288770053476,1.1304347826087,71.5714285714286,70.8,"M","North Region","HE Qualification","","0-35",0,120,"N","Pass",-23,NA,-23,NA +"1571",693345,NA,1,3.54430379746835,NA,6.34042553191489,1.4,NA,10.2606382978723,1.75,1,1.5,9.88888888888889,NA,1.20689655172414,2.09489051094891,1.65217391304348,75.4285714285714,91.4,"F","Ireland","HE Qualification","","0-35",0,150,"N","Pass",-16,NA,-16,NA +"1572",693373,NA,NA,1.62790697674419,NA,3.33064516129032,1,NA,8.06842105263158,2.33333333333333,1.5,NA,9.47777777777778,NA,1,1.33571428571429,1.52173913043478,86.7142857142857,89.4,"M","Ireland","A Level or Equivalent","90-100%","0-35",0,60,"N","Distinction",-23,NA,-23,NA +"1573",693497,NA,NA,4.58333333333333,NA,4.92380952380952,1.4,1.625,5.03030303030303,3.28571428571429,1,1,14.1157894736842,NA,1.48936170212766,1.81675392670157,1.27586206896552,78.5714285714286,77.6,"M","South Region","HE Qualification","80-90%","0-35",0,60,"N","Pass",-16,NA,-16,NA +"1574",693519,NA,NA,3.48,NA,2.97959183673469,1,NA,3.26666666666667,NA,1.5,NA,12.3396226415094,NA,1.0625,1.90123456790123,1.5,65.5714285714286,54.6,"M","North Region","HE Qualification","","0-35",0,90,"N","Pass",-23,NA,-23,NA +"1575",693573,NA,NA,3.59090909090909,NA,4.26086956521739,1,NA,8.3,2,1,1.5,9.6,NA,1,1.81632653061224,1,91.5,86,"M","Yorkshire Region","Lower Than A Level","30-40%","0-35",0,60,"N","Withdrawn",-30,12,-30,12 +"1576",693628,6,1,3.16494845360825,2.85714285714286,3.59183673469388,1.16666666666667,4.2,7.54424778761062,2.7,1,1.4,12.5531914893617,NA,1.30232558139535,1.68681318681319,1.42857142857143,74.5714285714286,74,"M","East Anglian Region","A Level or Equivalent","50-60%","35-55",0,120,"N","Pass",-28,NA,-28,NA +"1577",693764,NA,NA,3.8125,NA,2.75,1,NA,2.36585365853659,NA,NA,1,13.452380952381,NA,1.15384615384615,1.92452830188679,1.2,84.2857142857143,68.25,"M","North Region","Lower Than A Level","20-30%","35-55",0,120,"N","Pass",-28,NA,-28,NA +"1578",693806,NA,NA,3.43731778425656,NA,5.05921052631579,2,1.19512195121951,5.7574931880109,2,1.2,1.125,13.3306451612903,NA,1.10294117647059,2.03980099502488,1.32142857142857,95,96,"F","London Region","Lower Than A Level","30-40%","0-35",0,180,"N","Distinction",-13,NA,-13,NA +"1579",693812,NA,NA,2.18181818181818,NA,9.38461538461539,1,2,3.55,1,1,NA,1.66666666666667,NA,1.25,2.6,2.16666666666667,NA,94,"M","Yorkshire Region","No Formal quals","0-10%","0-35",0,240,"N","Withdrawn",-29,12,-29,12 +"1580",693873,NA,NA,3.46987951807229,NA,4.43859649122807,1.5,1,4.05882352941176,4.6,1,1.5,9.38095238095238,NA,1.05882352941176,1.37931034482759,1.45454545454545,91.3333333333333,85.8,"M","South West Region","HE Qualification","20-30%","0-35",0,180,"N","Fail",-15,NA,-15,NA +"1581",693903,2,NA,2.30120481927711,NA,3.02542372881356,1,1,4.05882352941176,NA,1.47058823529412,NA,7.33766233766234,NA,1.1304347826087,1.41791044776119,1.23076923076923,91,84.4,"M","South East Region","A Level or Equivalent","70-80%","0-35",0,60,"N","Distinction",-29,NA,-29,NA +"1582",693906,NA,NA,2.04545454545455,NA,2.97916666666667,1,1.66666666666667,5.33333333333333,2.85714285714286,1,1.5,8.46666666666667,NA,1.11111111111111,1.69230769230769,1.5,79,87,"M","Scotland","A Level or Equivalent","70-80%","35-55",0,60,"N","Withdrawn",-23,101,-23,101 +"1583",693907,1.5,1.5,2.51239669421488,NA,3.58992805755396,1,1,5.846875,3.55555555555556,1,1.33333333333333,6.12389380530973,NA,1.31578947368421,1.73846153846154,1.29166666666667,76.7142857142857,80.4,"F","North Western Region","Lower Than A Level","0-10%","35-55",0,180,"N","Pass",-23,NA,-23,NA +"1584",694128,1,1,2.23711340206186,NA,3.23913043478261,1,1.55555555555556,6.77639751552795,1.5,1,NA,9.48148148148148,NA,1.22727272727273,1.51351351351351,1.14285714285714,89,85,"M","North Region","Lower Than A Level","","0-35",0,90,"N","Pass",-22,NA,-22,NA +"1585",694144,2.25,1,2.8641975308642,NA,3.33766233766234,1,NA,2.48858447488584,1.9,1.07142857142857,1.17857142857143,9.18390804597701,NA,1.02325581395349,1.50549450549451,1.15151515151515,91.4285714285714,85.8,"M","North Region","A Level or Equivalent","","35-55",0,60,"N","Distinction",-28,NA,-28,NA +"1586",694221,NA,NA,2.65909090909091,NA,3.63461538461538,1,NA,2.98809523809524,1,1,1,16.7058823529412,NA,1.06666666666667,1.39759036144578,1,66,50.8,"M","Scotland","Lower Than A Level","40-50%","0-35",0,60,"N","Fail",-28,NA,-28,NA +"1587",694284,NA,NA,2.91304347826087,NA,4.44736842105263,1.5,1,4.53424657534247,2.57142857142857,NA,1.83333333333333,17.2142857142857,NA,1.29411764705882,1.5,1.57142857142857,88,80,"F","West Midlands Region","Lower Than A Level","80-90%","0-35",0,120,"Y","Withdrawn",-25,166,-25,166 +"1588",694376,NA,NA,2.96774193548387,NA,5.05263157894737,1.25,2,4.96969696969697,1.57142857142857,1,NA,10.2857142857143,NA,1.375,1.41463414634146,1,72,94,"M","South West Region","A Level or Equivalent","80-90%","0-35",0,90,"N","Fail",-28,NA,-28,NA +"1589",694428,3.33333333333333,NA,3.77777777777778,NA,4.82857142857143,2,NA,5.91011235955056,2.22222222222222,1,1.18181818181818,11.379746835443,NA,1.07142857142857,1.97752808988764,1,78.7142857142857,65.8,"M","South East Region","A Level or Equivalent","50-60%","0-35",0,60,"N","Pass",-25,NA,-25,NA +"1590",694456,NA,1,3.44,NA,3.37837837837838,2.25,1,4.01315789473684,NA,2,1.5,13.4406779661017,NA,1.91666666666667,1.91,1.125,76.7142857142857,78.5,"M","South Region","HE Qualification","70-80%","0-35",0,60,"N","Pass",-25,NA,-25,NA +"1591",694622,NA,NA,2.26149425287356,NA,3.51086956521739,1.33333333333333,1.66666666666667,4.57857142857143,2.09090909090909,1,1.2,7.79310344827586,NA,1.46153846153846,1.67826086956522,1.21951219512195,76.8571428571429,69,"M","South East Region","A Level or Equivalent","10-20","0-35",0,60,"Y","Pass",-25,NA,-25,NA +"1592",694716,1,2,4.53571428571429,3,3.09166666666667,1.42857142857143,NA,5.29378531073446,1,1,1,13.1168831168831,NA,1.22222222222222,1.9906976744186,1.54545454545455,95.2857142857143,86,"M","Ireland","HE Qualification","90-100%","0-35",0,90,"N","Pass",-23,NA,-23,NA +"1593",694827,3.75,NA,2.10810810810811,NA,2.79012345679012,1,1,4.26993865030675,3.2,1,1.25,9.50574712643678,NA,1.28260869565217,1.36774193548387,1.21428571428571,77,70.4,"M","North Region","HE Qualification","","0-35",0,60,"N","Pass",-9,NA,-9,NA +"1594",694836,NA,NA,2.73228346456693,NA,3.17567567567568,1,1.38888888888889,3.96666666666667,1,1,1,16.7708333333333,NA,1.52941176470588,1.94838709677419,1.36363636363636,58.2857142857143,62,"F","East Midlands Region","A Level or Equivalent","0-10%","0-35",0,60,"N","Pass",-14,NA,-14,NA +"1595",694848,NA,1,3.07627118644068,NA,4.83636363636364,1,2.14285714285714,7.59358288770053,3,1.14285714285714,1.5,10.984375,NA,1.8125,1.67032967032967,1.05882352941176,94.7142857142857,94.8,"M","East Midlands Region","A Level or Equivalent","90-100%","35-55",0,120,"N","Distinction",-15,NA,-15,NA +"1596",695090,NA,NA,3,NA,3.31818181818182,1.25,NA,4.47435897435897,1,1,1,17.075,NA,1.15384615384615,1.96330275229358,1.25,70.7142857142857,64.2,"M","West Midlands Region","Lower Than A Level","20-30%","0-35",0,120,"N","Pass",-23,NA,-23,NA +"1597",695169,2,1,3.30769230769231,NA,4.16666666666667,1.33333333333333,NA,6.38502673796791,3.58333333333333,NA,NA,29.027027027027,NA,1.55555555555556,1.76190476190476,1.08333333333333,95,85,"M","West Midlands Region","A Level or Equivalent","80-90%","0-35",0,120,"N","Pass",-14,NA,-14,NA +"1598",695220,NA,NA,2.8,NA,3.1875,1,1,3.71428571428571,2,1,NA,12,NA,2.3,1.17647058823529,1,NA,66,"M","North Region","Lower Than A Level","","35-55",0,180,"Y","Withdrawn",-7,79,-7,79 +"1599",695250,NA,NA,3.12173913043478,NA,4.44444444444444,1,1,5.44827586206897,5.25,1.5,1.5,9.875,NA,1.125,1.5531914893617,1.16666666666667,86,91,"M","North Region","A Level or Equivalent","10-20","35-55",0,120,"N","Withdrawn",-23,100,-23,100 +"1600",695251,NA,NA,3.68292682926829,NA,4.60869565217391,1,1.5,4.1025641025641,3.16666666666667,1,NA,9.6,NA,1.5,2.1219512195122,1,NA,92,"M","Ireland","HE Qualification","","0-35",0,60,"N","Withdrawn",-15,103,-15,103 +"1601",695369,NA,NA,1.97727272727273,NA,4.23529411764706,2,1,2,1,NA,NA,2,NA,1.55555555555556,1.58730158730159,1.18181818181818,NA,68,"F","North Western Region","Lower Than A Level","0-10%","0-35",0,120,"N","Withdrawn",-21,158,-21,158 +"1602",695471,2,NA,5.45,NA,3.578125,1.66666666666667,1,4.81884057971014,3.5,NA,1.16666666666667,14.4901960784314,NA,1.0952380952381,1.85606060606061,1.06666666666667,82,78.8,"M","South Region","Lower Than A Level","80-90%","0-35",0,60,"N","Pass",-20,NA,-20,NA +"1603",695485,NA,NA,4.32727272727273,NA,4.63414634146341,1.14285714285714,3.16666666666667,7.08333333333333,1.5,2,2,12.8666666666667,NA,1.09090909090909,1.6283185840708,1.33333333333333,75,76.4,"M","South Region","Lower Than A Level","90-100%","35-55",0,60,"Y","Pass",-15,NA,-15,NA +"1604",695550,NA,NA,2.8,NA,3.14285714285714,1.5,NA,6.46666666666667,3.71428571428571,1,1.5,1.16666666666667,NA,1.14285714285714,1.73469387755102,1,NA,92,"M","London Region","A Level or Equivalent","70-80%","0-35",0,90,"N","Fail",-15,NA,-15,NA +"1605",695637,1.25,1,2.03097345132743,NA,4.06451612903226,1.55555555555556,NA,5.34705882352941,1.875,1,1.22222222222222,7.10666666666667,NA,1,1.47120418848168,1.2258064516129,94.5714285714286,88.4,"M","North Region","A Level or Equivalent","","35-55",0,120,"N","Distinction",-22,NA,-22,NA +"1606",695676,NA,NA,2.625,NA,6.53846153846154,2.33333333333333,1,5.02857142857143,2,1,NA,2,NA,1.33333333333333,2.46428571428571,1,NA,86,"M","London Region","Lower Than A Level","50-60%","0-35",0,120,"N","Withdrawn",-23,50,-23,50 +"1607",695700,NA,NA,2.67647058823529,NA,3.10204081632653,1,1,5.28571428571429,2.66666666666667,1,1,6.85714285714286,NA,1.45454545454545,1.47761194029851,1.75,NA,71,"M","South West Region","A Level or Equivalent","70-80%","0-35",0,150,"N","Fail",-9,NA,-9,NA +"1608",695729,2.58333333333333,1,4.46115288220551,1.5,6.89349112426035,3.125,3.4047619047619,5.37190082644628,4.2258064516129,1.52631578947368,1.35135135135135,10.4942528735632,NA,1.42056074766355,2.19543147208122,1.34838709677419,73.5714285714286,58.2,"M","London Region","Lower Than A Level","0-10%","35-55",0,60,"N","Pass",-20,NA,-20,NA +"1609",695748,NA,NA,2.7843137254902,4,2.89795918367347,1.66666666666667,NA,7,3.5,1,1.5,1,NA,1.14285714285714,1.74390243902439,1.5,NA,84,"M","London Region","A Level or Equivalent","0-10%","0-35",0,120,"N","Withdrawn",-23,12,-23,12 +"1610",695803,7,2,2.40740740740741,NA,4.74603174603175,1,2.5,4.67796610169492,4.30769230769231,1.33333333333333,1.5,9.52830188679245,NA,1.46428571428571,1.51838235294118,1.13793103448276,84.2857142857143,89.2,"M","South Region","HE Qualification","90-100%","35-55",0,60,"N","Pass",-22,NA,-22,NA +"1611",695825,NA,NA,2.54961832061069,NA,3.59821428571429,2.33333333333333,2,6.15942028985507,2.83333333333333,1,1.25,5.53260869565217,NA,1.23529411764706,1.69166666666667,1.2,82,62.5,"M","North Region","Lower Than A Level","60-70%","0-35",0,60,"N","Withdrawn",-22,159,-22,159 +"1612",695869,4,2,2.0974358974359,NA,3.36931818181818,3,1.52941176470588,6.78614457831325,3.16666666666667,1.58333333333333,1.10714285714286,7.06451612903226,NA,1.15151515151515,1.66820276497696,1.54545454545455,87.4285714285714,83.4,"M","South Region","A Level or Equivalent","90-100%","35-55",0,60,"N","Pass",-15,NA,-15,NA +"1613",695879,NA,NA,1.4,NA,2.54545454545455,1.5,NA,4,NA,NA,NA,6.66666666666667,NA,1.66666666666667,1.45833333333333,1,NA,48,"F","East Anglian Region","A Level or Equivalent","30-40%","0-35",0,120,"N","Withdrawn",-22,12,-22,12 +"1614",695926,NA,NA,3.8135593220339,NA,3.45833333333333,1.66666666666667,1,4.52631578947368,4.375,1,1.5,10.1538461538462,NA,1.2962962962963,1.56,1.0625,85,61,"M","South West Region","Lower Than A Level","30-40%","0-35",0,120,"N","Fail",-18,NA,-18,NA +"1615",695964,NA,NA,NA,NA,6.85714285714286,1,NA,6.45454545454545,NA,NA,NA,1.33333333333333,NA,NA,2,NA,NA,50,"M","East Anglian Region","Lower Than A Level","40-50%","0-35",0,120,"N","Withdrawn",-23,12,-23,12 +"1616",696039,NA,NA,2.77777777777778,NA,3.57142857142857,1.2,NA,9.47222222222222,NA,1,NA,10.1016949152542,NA,2.41176470588235,1.82795698924731,1.10526315789474,63.4,47.8,"M","North Western Region","A Level or Equivalent","60-70%","0-35",0,60,"N","Fail",-9,NA,-9,NA +"1617",696043,NA,NA,2.67741935483871,NA,3.87735849056604,1,2.4,2.07692307692308,NA,1.25,NA,15.1346153846154,NA,1.04166666666667,1.72108843537415,1.09090909090909,90.7142857142857,88,"F","South East Region","Lower Than A Level","60-70%","0-35",0,120,"Y","Distinction",-17,NA,-17,NA +"1618",696071,NA,NA,3.36190476190476,NA,5.57446808510638,1.83333333333333,1,5.61971830985915,2,1,1.5,11.7727272727273,NA,1.4390243902439,1.64285714285714,1.2,58,71,"F","South West Region","Lower Than A Level","30-40%","0-35",0,90,"Y","Withdrawn",-23,66,-23,66 +"1619",696082,1.66666666666667,NA,2.51351351351351,NA,2.0379746835443,1.5,NA,6.06796116504854,2.85714285714286,1,1.33333333333333,8.04285714285714,NA,1.14285714285714,1.44202898550725,1,87.7142857142857,91,"M","South Region","A Level or Equivalent","","0-35",0,60,"N","Pass",-22,NA,-22,NA +"1620",696188,NA,NA,3.57142857142857,NA,3.88095238095238,1.6,NA,8.01418439716312,1,1,NA,11.8222222222222,NA,1.23529411764706,1.63636363636364,1.53333333333333,81,71.4,"M","North Region","Lower Than A Level","","0-35",0,120,"N","Pass",-13,NA,-13,NA +"1621",696275,3.27272727272727,1,2.28289473684211,NA,5.58285714285714,1.5,1,7.7681660899654,2.58823529411765,1.2,1.26666666666667,7.50675675675676,NA,1.32432432432432,1.96208530805687,1.7037037037037,88.2857142857143,88.6,"M","Ireland","Lower Than A Level","","35-55",0,60,"N","Distinction",-23,NA,-23,NA +"1622",696318,5.28571428571429,NA,2.10236220472441,NA,3.19354838709677,1.33333333333333,9,5.46073298429319,2.16666666666667,NA,1,14.6734693877551,NA,1.10344827586207,1.35238095238095,1.33333333333333,76.2857142857143,86.8,"M","South Region","A Level or Equivalent","70-80%","0-35",0,90,"N","Distinction",-21,NA,-21,NA +"1623",696329,3.33333333333333,NA,2.33201581027668,NA,4.97633136094675,1.33333333333333,1.33333333333333,6.52631578947368,2.41666666666667,1.75,1.22222222222222,17.396694214876,NA,1.1,1.63720930232558,1.20689655172414,98.1428571428571,90.8,"M","Ireland","A Level or Equivalent","90-100%","0-35",0,120,"N","Distinction",-23,NA,-23,NA +"1624",696347,7.42857142857143,NA,3.03378378378378,NA,3.87591240875912,1.33333333333333,1.42424242424242,5.96033994334278,2.66666666666667,1,1.6,26.2020202020202,NA,1.5,1.63636363636364,1.34615384615385,89.5714285714286,82.6,"F","South East Region","Lower Than A Level","50-60%","0-35",0,60,"N","Pass",-21,NA,-21,NA +"1625",696364,NA,NA,1.98780487804878,NA,3.69148936170213,1.5,1.14285714285714,4.4954128440367,2.22222222222222,1.5,2,13.9591836734694,NA,1.46428571428571,1.83760683760684,1.375,67.8571428571429,79.2,"M","Ireland","A Level or Equivalent","20-30%","0-35",0,60,"N","Pass",-21,NA,-21,NA +"1626",696410,NA,NA,2.66666666666667,NA,5.30769230769231,1,1,4.66666666666667,NA,NA,NA,1,NA,1.30769230769231,2.07407407407407,1.15789473684211,NA,94,"M","London Region","Lower Than A Level","50-60%","35-55",0,120,"N","Withdrawn",-16,12,-16,12 +"1627",696456,NA,NA,1,NA,3.38461538461538,1,1,4.21428571428571,NA,2,NA,NA,NA,1.66666666666667,1.875,NA,NA,46,"M","Scotland","A Level or Equivalent","10-20","0-35",0,60,"N","Fail",-22,NA,-22,NA +"1628",696583,NA,NA,2.94117647058824,NA,3.27906976744186,1,2,4.3394495412844,2.14285714285714,1,NA,15.6304347826087,NA,1.23809523809524,2.10112359550562,1.4,79.1428571428571,81.5,"M","South East Region","A Level or Equivalent","60-70%","0-35",0,60,"Y","Fail",-22,NA,-22,NA +"1629",696615,NA,NA,6.125,NA,5.63636363636364,1,NA,4.19047619047619,17,NA,NA,11.6666666666667,NA,1.5,2.08695652173913,1,87,65,"M","South Region","A Level or Equivalent","70-80%","0-35",0,60,"N","Fail",-21,NA,-21,NA +"1630",696653,NA,NA,4.45454545454545,NA,3.48571428571429,1,NA,7,1,1,NA,1,NA,2.57142857142857,1.95714285714286,1,NA,68.3333333333333,"M","London Region","A Level or Equivalent","90-100%","0-35",0,90,"N","Fail",-22,NA,-22,NA +"1631",696659,NA,NA,1.875,NA,2.94827586206897,1.33333333333333,NA,3.85333333333333,NA,1,NA,19.8888888888889,NA,1.57142857142857,1.61627906976744,1.14285714285714,77.1428571428571,63.4,"F","North Western Region","A Level or Equivalent","40-50%","0-35",0,120,"N","Pass",-15,NA,-15,NA +"1632",696662,2.72727272727273,1,2.86035313001605,NA,8.81566820276498,1.33333333333333,1.15789473684211,6.15566037735849,3.23529411764706,1.11111111111111,1.08333333333333,9.82845188284519,NA,1.12121212121212,1.84905660377358,1.35714285714286,93.2857142857143,88.2,"F","South West Region","A Level or Equivalent","60-70%","0-35",0,120,"N","Distinction",-22,NA,-22,NA +"1633",696666,NA,NA,2.22727272727273,NA,3.08333333333333,1.33333333333333,NA,2.38181818181818,NA,1,NA,15.0243902439024,NA,1,1.45,1.42857142857143,67,44.6,"M","North Western Region","A Level or Equivalent","0-10%","0-35",0,120,"N","Fail",-22,NA,-22,NA +"1634",696671,NA,NA,2.66129032258065,NA,2.74444444444444,1.2,1.36363636363636,2.92857142857143,1.14285714285714,1,1,12.03125,NA,1.06666666666667,1.38759689922481,1.18181818181818,71.5714285714286,78,"F","London Region","A Level or Equivalent","0-10%","0-35",0,120,"N","Pass",-22,NA,-22,NA +"1635",696672,NA,NA,1.14285714285714,NA,2.81395348837209,2,NA,3.17241379310345,NA,NA,NA,10.8372093023256,NA,1.1,1.52459016393443,2.25,85.4285714285714,52,"M","South East Region","A Level or Equivalent","90-100%","0-35",0,120,"N","Pass",-22,NA,-22,NA +"1636",696674,NA,NA,4.38775510204082,NA,2.59677419354839,1,NA,6.97647058823529,1,1,2,15.7619047619048,NA,1.81818181818182,1.64835164835165,1,67.4285714285714,70.25,"M","London Region","A Level or Equivalent","90-100%","0-35",0,120,"N","Pass",-22,NA,-22,NA +"1637",696678,NA,NA,2.36885245901639,NA,4.29166666666667,1.66666666666667,1,4.15294117647059,2.5,1,NA,15.7567567567568,NA,1.6,2.10606060606061,1.53571428571429,79.1428571428571,81.8,"F","North Western Region","A Level or Equivalent","80-90%","0-35",0,120,"N","Pass",-21,NA,-21,NA +"1638",696729,7.66666666666667,1,1.7888198757764,NA,2.54255319148936,1.44444444444444,NA,7.11733333333333,2.38888888888889,1,1.2,10.340206185567,NA,1.21052631578947,1.45289855072464,1.41666666666667,72.4285714285714,69.4,"M","North Western Region","A Level or Equivalent","30-40%","0-35",0,60,"N","Pass",-17,NA,-17,NA +"1639",697027,NA,NA,3.4,NA,3.65656565656566,1.6,2.66666666666667,3.60283687943262,2.35294117647059,1.25,1.42857142857143,9.5875,NA,1.55072463768116,1.56375838926175,1.08,72.5,81.3333333333333,"M","South West Region","Lower Than A Level","30-40%","0-35",0,120,"N","Fail",-20,NA,-20,NA +"1640",697042,NA,NA,3.10526315789474,2,5.48717948717949,1.4,2.14285714285714,5.63636363636364,2.15,1,NA,10.0384615384615,NA,1.36842105263158,1.95744680851064,1.36842105263158,86.5,62,"M","North Western Region","Lower Than A Level","20-30%","0-35",0,180,"N","Withdrawn",-1,69,-1,69 +"1641",697114,5,NA,2.46153846153846,NA,4.39285714285714,1,NA,4.02083333333333,5,NA,NA,13.8648648648649,NA,1.07142857142857,1.60869565217391,2.125,80.8571428571429,82.6,"M","West Midlands Region","A Level or Equivalent","10-20","0-35",0,60,"N","Pass",-18,NA,-18,NA +"1642",697160,NA,NA,3.86666666666667,NA,3.09090909090909,1,NA,2.07142857142857,1,1,2,1,NA,1.16666666666667,1.3125,NA,NA,56,"M","South Region","Lower Than A Level","40-50%","0-35",0,90,"N","Fail",-18,NA,-18,NA +"1643",697192,NA,NA,3.78571428571429,NA,3.5,1,2,3.77777777777778,5,1,NA,3.71428571428571,NA,1.66666666666667,1.42857142857143,1,NA,90,"M","Yorkshire Region","Lower Than A Level","0-10%","0-35",0,150,"N","Withdrawn",-16,12,-16,12 +"1644",697255,1.33333333333333,1,2.39506172839506,NA,5.07368421052632,2.2,2,6.91222570532915,2.64285714285714,1.4,NA,10.8444444444444,NA,1.24324324324324,2.07003891050584,1.15217391304348,87.1428571428571,86.6,"M","Scotland","Lower Than A Level","70-80%","35-55",0,60,"N","Pass",-16,NA,-16,NA +"1645",697299,NA,NA,3.61538461538462,NA,4.55555555555556,1,1.33333333333333,1.5,NA,NA,NA,6.5,NA,1.09756097560976,1.17647058823529,1,NA,84,"M","East Anglian Region","A Level or Equivalent","70-80%","0-35",0,60,"N","Withdrawn",-15,12,-15,12 +"1646",697438,NA,NA,2.90322580645161,NA,2.64,1.75,2,5.94886363636364,2.33333333333333,1,1.5,8.22033898305085,NA,1.4375,1.81578947368421,1.27272727272727,90.75,78,"M","North Western Region","Lower Than A Level","10-20","0-35",0,60,"Y","Withdrawn",-9,199,-9,199 +"1647",697478,NA,1,2.23880597014925,NA,3.96052631578947,1.8,NA,4.29752066115702,1.5,1,1.5,13.8,NA,1.3,1.67857142857143,1.15384615384615,71.8571428571429,76,"M","West Midlands Region","Lower Than A Level","20-30%","0-35",0,60,"Y","Pass",-16,NA,-16,NA +"1648",697665,NA,NA,1.28571428571429,NA,1.77777777777778,NA,NA,2.08333333333333,1,NA,NA,1,NA,1,1.66666666666667,1,NA,46,"M","North Western Region","Lower Than A Level","90-100%","0-35",0,90,"N","Withdrawn",-16,54,-16,54 +"1649",697878,NA,NA,4.15469613259669,2,6.84375,1.5,1.66666666666667,8.25101214574899,3.25,NA,1,11.1851851851852,NA,1.63636363636364,1.98222222222222,1.4,86.5714285714286,83.6,"M","South Region","Lower Than A Level","50-60%","0-35",0,60,"N","Pass",-15,NA,-15,NA +"1650",697998,2.75,1,3.23529411764706,NA,3.59756097560976,1,NA,4.85064935064935,4.33333333333333,1,1,12.7543859649123,NA,1.32,1.52083333333333,1.3125,85.2857142857143,72.8,"M","East Anglian Region","Lower Than A Level","90-100%","35-55",0,120,"N","Pass",-14,NA,-14,NA +"1651",698015,NA,NA,1.42857142857143,NA,3.52380952380952,1,2.5,3.37755102040816,NA,1,1,17.5238095238095,NA,1.05882352941176,1.47126436781609,1.25,81.4285714285714,75.2,"M","Yorkshire Region","A Level or Equivalent","0-10%","0-35",0,60,"N","Pass",-16,NA,-16,NA +"1652",698020,NA,NA,4.42307692307692,NA,7.33333333333333,1.33333333333333,NA,2.84615384615385,2.66666666666667,1.66666666666667,NA,2,NA,1.46666666666667,3.11764705882353,1.2,NA,8,"F","London Region","Lower Than A Level","20-30%","0-35",0,60,"N","Withdrawn",-15,52,-15,52 +"1653",698112,NA,NA,1.58823529411765,NA,2.25,1,NA,5.4,NA,1,NA,NA,NA,1.25,1.22222222222222,NA,NA,78,"M","South West Region","A Level or Equivalent","70-80%","0-35",0,120,"N","Withdrawn",-15,12,-15,12 +"1654",698193,NA,NA,1.55,NA,2.52631578947368,1,1,3.08823529411765,NA,NA,NA,4.66666666666667,NA,1.05128205128205,1.57692307692308,1,NA,60,"M","North Western Region","Lower Than A Level","20-30%","0-35",0,90,"N","Fail",-15,NA,-15,NA +"1655",698278,NA,2,3.14285714285714,NA,4.15,1,1.4,5.50574712643678,2.1,1.16666666666667,1.5,11,NA,1.23529411764706,1.90625,1.06896551724138,84,54,"F","East Midlands Region","A Level or Equivalent","30-40%","0-35",0,150,"N","Withdrawn",-14,11,-14,11 +"1656",698384,NA,NA,4.01005025125628,NA,5.3006993006993,1.6,1.71428571428571,6.86100386100386,3,1,1.33333333333333,9.12048192771084,NA,1.83333333333333,1.99390243902439,1.32,80.8571428571429,79,"M","Scotland","Lower Than A Level","70-80%","0-35",0,60,"N","Pass",-10,NA,-10,NA +"1657",698407,NA,NA,2.7,NA,2.75,NA,NA,3.53333333333333,NA,NA,NA,1,NA,1,1.46153846153846,NA,NA,56,"M","West Midlands Region","A Level or Equivalent","60-70%","0-35",0,60,"N","Fail",-14,NA,-14,NA +"1658",698485,NA,NA,2.15094339622642,NA,2.83606557377049,1,1,11.1374045801527,1.16666666666667,1,1,11.3947368421053,NA,1.06666666666667,1.34313725490196,1.125,75.1428571428571,88.6,"M","South Region","A Level or Equivalent","40-50%","0-35",0,90,"Y","Pass",-14,NA,-14,NA +"1659",698656,NA,NA,2.66666666666667,1,3.41176470588235,1.16666666666667,3,5.20858895705521,NA,1,NA,17.1346153846154,NA,4.09523809523809,1.68390804597701,1.3125,81.5714285714286,71.4,"F","North Western Region","A Level or Equivalent","70-80%","0-35",0,120,"N","Pass",-14,NA,-14,NA +"1660",698762,NA,NA,6.13333333333333,NA,5.58823529411765,1.14285714285714,NA,5.40909090909091,4,2,NA,1.75,NA,1.42857142857143,2,1.07692307692308,NA,72,"F","London Region","A Level or Equivalent","70-80%","35-55",0,120,"N","Withdrawn",-13,74,-13,74 +"1661",699126,NA,NA,2.69230769230769,NA,3.92592592592593,1,1,3.48214285714286,NA,1,NA,13.5952380952381,NA,1.07142857142857,2.10416666666667,2,73.2857142857143,72.5,"M","South Region","Lower Than A Level","40-50%","0-35",0,90,"N","Pass",-10,NA,-10,NA +"1662",699127,NA,NA,6.21428571428571,NA,5.76190476190476,1,2,6.25862068965517,NA,1,NA,17.7837837837838,NA,1.95,2.6,2.5,57.5714285714286,66.2,"M","London Region","Lower Than A Level","80-90%","0-35",0,90,"N","Fail",-10,NA,-10,NA +"1663",699128,NA,NA,3.37349397590361,NA,4.14516129032258,1.5,2.33333333333333,4.75342465753425,NA,NA,NA,18.1224489795918,NA,1.48888888888889,1.75,1.53333333333333,69.5714285714286,74.2,"M","East Anglian Region","A Level or Equivalent","50-60%","0-35",0,90,"N","Pass",-10,NA,-10,NA +"1664",836614,NA,NA,2.4375,NA,4.51851851851852,2,NA,10.5131578947368,2.78571428571429,NA,2.5,6.04166666666667,NA,1.61538461538462,2.51923076923077,1,89,62,"M","South Region","HE Qualification","90-100%","55<=",0,60,"N","Fail",-22,NA,-22,NA +"1665",884652,NA,NA,5.25,NA,4.94117647058824,1,NA,6.53947368421053,3.45454545454545,NA,2,6.75,NA,2.7,1.94444444444444,1.11111111111111,NA,74,"M","Scotland","A Level or Equivalent","70-80%","35-55",2,120,"Y","Withdrawn",-81,105,-81,105 +"1666",895524,4.22222222222222,1,3.92966002344666,4,7.42322097378277,1.33333333333333,2,4.27409638554217,3.4,1,1.28571428571429,9.04848484848485,NA,1.29545454545455,1.77077363896848,1.6125,96.7142857142857,91.6,"M","South Region","HE Qualification","90-100%","55<=",0,90,"N","Distinction",-44,NA,-44,NA +"1667",1021350,NA,NA,3.87096774193548,NA,2.5,1,1.33333333333333,2.47058823529412,1.4,1.16666666666667,NA,1.4,NA,1.6875,3.45833333333333,1.11111111111111,NA,61.3333333333333,"M","London Region","Lower Than A Level","10-20","55<=",0,90,"N","Fail",-128,NA,-128,NA +"1668",1042726,NA,2,4.86666666666667,NA,8.54054054054054,1.6,1.66666666666667,6.14285714285714,3.6,1,1.42857142857143,16.25,NA,1.46666666666667,2.13829787234043,1.1,80.5714285714286,54,"M","Scotland","A Level or Equivalent","30-40%","35-55",0,60,"N","Fail",-79,NA,-79,NA +"1669",1318759,4,NA,3.58426966292135,NA,3.71604938271605,1.25,NA,10.4587155963303,2.91666666666667,1,1.25,9.67647058823529,NA,1.69444444444444,2.39655172413793,1.64,78.8571428571429,71.4,"M","Scotland","HE Qualification","50-60%","35-55",0,60,"N","Pass",-23,NA,-23,NA +"1670",1348205,3.15384615384615,1.42857142857143,4.46527777777778,NA,5.84177215189873,1.33333333333333,2,10.5305623471883,2.4,1.36363636363636,1.35294117647059,14.801724137931,NA,1.55434782608696,2.39325842696629,1.56666666666667,98.4285714285714,90.2,"M","East Anglian Region","HE Qualification","90-100%","35-55",0,60,"N","Distinction",-51,NA,-51,NA +"1671",1391717,NA,2,3.86274509803922,NA,2.97058823529412,1,NA,6.58389261744966,7,1.16666666666667,1.5,7.91525423728814,NA,1.16666666666667,1.77142857142857,1.53846153846154,93.8571428571429,81.6,"M","Ireland","HE Qualification","0-10%","35-55",0,60,"N","Pass",-36,NA,-36,NA +"1672",1409532,NA,NA,2.38513513513514,NA,5.05172413793103,1.125,1.74074074074074,3.01546391752577,2.22222222222222,1,1.5,1,NA,1.51923076923077,1.57988165680473,1.22727272727273,NA,52.5,"M","West Midlands Region","A Level or Equivalent","50-60%","35-55",0,120,"N","Fail",-135,NA,-135,NA +"1673",1413902,NA,1,2.87425149700599,NA,4.70909090909091,1,1.4,7.58181818181818,2.33333333333333,1.5,1.625,7.56617647058824,NA,1.44444444444444,1.84134615384615,1.05882352941176,70.2857142857143,46.8,"M","Ireland","Lower Than A Level","0-10%","35-55",0,120,"N","Fail",-49,NA,-49,NA +"1674",1424608,NA,NA,5,NA,3,1,NA,4.46666666666667,NA,1,NA,12.75,NA,1.33333333333333,2,1,NA,88,"M","South Region","A Level or Equivalent","90-100%","35-55",0,60,"N","Withdrawn",-41,53,-41,53 +"1675",1448966,NA,NA,2.57575757575758,NA,4.36363636363636,1,NA,8.97014925373134,2.5,NA,NA,11.3157894736842,NA,1,1.92233009708738,1.25,89.5714285714286,77,"M","South West Region","HE Qualification","50-60%","35-55",0,60,"N","Pass",-21,NA,-21,NA +"1676",1450604,2.5,NA,3.61038961038961,NA,4.78571428571429,1.5,2.28571428571429,6.29768786127168,3.59090909090909,1,2,9.38297872340426,NA,1.20454545454545,2.05639097744361,1.47619047619048,83,76.8,"M","North Region","A Level or Equivalent","70-80%","35-55",1,90,"N","Pass",-155,NA,-155,NA +"1677",1473878,2.57142857142857,2.5,2.49333333333333,NA,3.41666666666667,1,1,6.96,1.5,1.11111111111111,1.07142857142857,9.50793650793651,NA,1.04545454545455,1.71264367816092,1.31818181818182,77.2857142857143,66.8,"M","Scotland","HE Qualification","30-40%","35-55",0,120,"Y","Pass",-29,NA,-29,NA +"1678",1477284,NA,NA,3.34745762711864,NA,6.2,1.33333333333333,NA,5.72839506172839,5.44444444444444,1.28571428571429,2,6.1,NA,1.55,1.83478260869565,1.2,NA,86,"M","East Midlands Region","Lower Than A Level","40-50%","35-55",0,120,"N","Withdrawn",-95,123,-95,123 +"1679",1501577,6.66666666666667,NA,3.20588235294118,NA,4.25806451612903,1.25,1,5.21287128712871,4.57142857142857,1.33333333333333,1,11.327868852459,NA,1.47887323943662,1.50993377483444,1.33333333333333,93.7142857142857,91,"M","South West Region","A Level or Equivalent","70-80%","35-55",0,120,"N","Distinction",-79,NA,-79,NA +"1680",1514245,NA,NA,1.56756756756757,NA,3.15625,NA,NA,4.8695652173913,NA,NA,NA,NA,NA,1,1.35,1,83,83,"M","East Midlands Region","Lower Than A Level","0-10%","35-55",1,90,"N","Withdrawn",-50,51,-50,51 +"1681",1532711,NA,NA,2.66666666666667,NA,4,1,3,5.875,NA,1,NA,2,NA,1.125,2.34722222222222,1,NA,79,"M","London Region","A Level or Equivalent","10-20","35-55",0,90,"Y","Withdrawn",-95,134,-95,134 +"1682",1585671,3.2,1.5,2.84574468085106,10.375,3.17924528301887,1.2,1.2,5.25507246376812,2.20689655172414,1.23076923076923,1.08571428571429,6.66480446927374,NA,1.27906976744186,1.53658536585366,1.2,91.5714285714286,95,"F","London Region","Lower Than A Level","10-20","35-55",0,60,"N","Pass",-21,NA,-21,NA +"1683",1588621,NA,NA,4.75,NA,1.72727272727273,NA,NA,1,NA,NA,NA,NA,NA,NA,1.22222222222222,NA,94.5,75,"M","North Western Region","A Level or Equivalent","0-10%","35-55",1,90,"N","Withdrawn",-32,148,-32,148 +"1684",1603549,3,1,2.67441860465116,NA,2.57894736842105,1,1.1,6.03791469194313,4.2,1,1,12.6666666666667,NA,1.125,1.46017699115044,1.15789473684211,86,82,"M","London Region","HE Qualification","70-80%","35-55",0,60,"N","Pass",-15,NA,-15,NA +"1685",1631797,3.5,NA,3.65625,NA,4.0625,1,2,5.61870503597122,3.11111111111111,1.5,1.125,9.4,NA,1.17857142857143,2,1.05555555555556,86.25,83,"M","East Midlands Region","Lower Than A Level","70-80%","35-55",0,60,"N","Pass",-101,NA,-101,NA +"1686",1639699,3.42857142857143,2,3.23456790123457,1,3.52040816326531,1.33333333333333,NA,6.22065727699531,5.28571428571429,1.375,1.16666666666667,13.1632653061224,NA,1.23809523809524,1.73913043478261,1.34615384615385,79.1428571428571,79,"M","South West Region","Lower Than A Level","40-50%","35-55",0,60,"N","Pass",-109,NA,-109,NA +"1687",1640680,4,3,2.16666666666667,NA,3.04545454545455,1.25,1,5.78294573643411,1.75,1,1.5,9.03333333333333,NA,1.14285714285714,1.52173913043478,1.16666666666667,79,83.75,"M","South Region","A Level or Equivalent","80-90%","0-35",0,60,"N","Pass",-93,NA,-93,NA +"1688",1658963,NA,NA,2.42857142857143,NA,3.47435897435897,1,1,7.15217391304348,4.6,1,1.5,8.8169014084507,NA,1,2.06923076923077,1.62962962962963,83.2857142857143,73.2,"M","East Anglian Region","A Level or Equivalent","70-80%","35-55",0,150,"N","Pass",-122,NA,-122,NA +"1689",1677677,7.75,1.33333333333333,2.47448979591837,NA,5.20567375886525,2.5,1,7.27184466019417,2.4,1.33333333333333,1.2,10.0128205128205,NA,1.17391304347826,2.23245614035088,1.58139534883721,78.5714285714286,66.5,"F","London Region","Lower Than A Level","40-50%","35-55",0,60,"N","Pass",-28,NA,-28,NA +"1690",1683192,NA,2,1.75,NA,2.47058823529412,NA,NA,9.33333333333333,1,NA,1,1,NA,2,1.79310344827586,1,NA,68,"M","South East Region","A Level or Equivalent","20-30%","35-55",1,60,"Y","Withdrawn",-156,81,-156,81 +"1691",1722493,NA,1,3.45059880239521,1,6.45145631067961,1.4,1.81818181818182,6.0031746031746,2.88888888888889,1.08333333333333,1.22222222222222,8.96899224806202,NA,1.24561403508772,1.56578947368421,1.37623762376238,58.8571428571429,76.4,"F","Scotland","HE Qualification","40-50%","35-55",0,60,"N","Fail",-45,NA,-45,NA +"1692",1733664,NA,NA,6.97380952380952,NA,18.9466666666667,1,NA,7.72611464968153,2.92682926829268,1,1.66666666666667,6.52727272727273,NA,1.8,2.10382513661202,1.1,80,73,"F","London Region","HE Qualification","10-20","35-55",0,60,"N","Fail",-155,NA,-155,NA +"1693",1752994,2.66666666666667,2,3.984375,5,4.58426966292135,1.66666666666667,1.14285714285714,6.05652173913044,4.65217391304348,1.22222222222222,1.38095238095238,6.87654320987654,NA,1.11111111111111,2.21938775510204,1.48837209302326,94,86.25,"M","North Region","A Level or Equivalent","","35-55",0,60,"Y","Pass",-73,NA,-73,NA +"1694",1755594,1,NA,3.67015706806283,NA,3.90395480225989,1.5,2,4.01677852348993,2.53333333333333,1.08333333333333,1.5,6.95161290322581,NA,1.22641509433962,1.65367965367965,1.3,97.2857142857143,91.8,"M","South East Region","Post Graduate Qualification","40-50%","35-55",0,190,"N","Distinction",-144,NA,-144,NA +"1695",1765045,NA,NA,2.84931506849315,NA,2.76923076923077,1,NA,2.18181818181818,NA,NA,NA,3.66666666666667,NA,1.33333333333333,1.38888888888889,1,NA,60,"F","South Region","A Level or Equivalent","10-20","35-55",0,120,"N","Withdrawn",-93,47,-93,47 +"1696",1771775,NA,NA,4.71875,NA,4.18518518518519,1,NA,9.09333333333333,2.4,NA,NA,9.60975609756098,NA,2.06666666666667,1.6875,1,83.3333333333333,71.25,"M","Scotland","HE Qualification","30-40%","35-55",0,60,"N","Pass",-16,NA,-16,NA +"1697",1796402,NA,NA,2.48765432098765,NA,5.18823529411765,2,NA,9.93827160493827,3,1,NA,12.5714285714286,NA,1.71428571428571,2.01290322580645,1.33333333333333,78.4285714285714,75.75,"F","Scotland","A Level or Equivalent","20-30%","35-55",0,60,"N","Pass",-29,NA,-29,NA +"1698",1810759,3,1,2.35593220338983,NA,4.07608695652174,1.2,1,8.01063829787234,1.77777777777778,1.3,1.10344827586207,10.5593220338983,NA,1.94736842105263,1.78523489932886,1.3125,77,81,"M","North Region","HE Qualification","30-40%","0-35",0,60,"N","Pass",-84,NA,-84,NA +"1699",1816458,5.42857142857143,2,2.8169014084507,NA,5.02923976608187,1,1,7.63541666666667,2.04,1.14285714285714,1.16666666666667,20.0111940298507,NA,1.46666666666667,1.90443686006826,1.48148148148148,100,84.2,"M","East Anglian Region","A Level or Equivalent","40-50%","35-55",0,90,"N","Pass",-148,NA,-148,NA +"1700",1817710,4.22222222222222,2,2.96551724137931,25,3.31632653061224,2,NA,5.73114754098361,2.36363636363636,1,1.10344827586207,7.65,NA,1.125,1.64251207729469,1.37142857142857,91.5714285714286,90.4,"M","Scotland","Post Graduate Qualification","70-80%","35-55",0,90,"N","Distinction",-43,NA,-43,NA +"1701",1818385,NA,2,4.54658385093168,NA,3.74137931034483,1.75,3,5.73399014778325,2.85714285714286,1,1.4,12.7818181818182,NA,1.21428571428571,1.91925465838509,1.11111111111111,68,83,"F","Yorkshire Region","Lower Than A Level","30-40%","35-55",1,120,"Y","Pass",-16,NA,-16,NA +"1702",1836241,5.36363636363636,1,2.32238805970149,NA,4.36075949367089,1,1.4,6.51694915254237,2.95652173913043,1.2,1.11111111111111,4.30281690140845,NA,1.25641025641026,1.40974212034384,1.03125,87.8571428571429,83.4,"M","Scotland","A Level or Equivalent","60-70%","35-55",0,60,"N","Pass",-22,NA,-22,NA +"1703",1837138,2.55555555555556,NA,5.08274231678487,NA,12.8588709677419,1.33333333333333,1.28205128205128,5.02724795640327,3,1,1.14285714285714,13.8144329896907,NA,1.08888888888889,1.84210526315789,1.54166666666667,92.2857142857143,95.6,"F","East Midlands Region","A Level or Equivalent","90-100%","35-55",0,120,"N","Distinction",-147,NA,-147,NA +"1704",1856869,NA,NA,2.50735294117647,NA,3.35593220338983,1.33333333333333,2,3.08955223880597,1,1,NA,11.2166666666667,NA,1.27777777777778,1.82222222222222,1.5,68.1428571428571,77.25,"M","North Western Region","Lower Than A Level","10-20","0-35",0,60,"N","Fail",-149,NA,-149,NA +"1705",1866233,NA,NA,2.44444444444444,NA,3.38095238095238,NA,2.16666666666667,3.42,NA,NA,NA,NA,NA,1.06666666666667,1.76595744680851,1.25,75,81.3333333333333,"M","East Midlands Region","A Level or Equivalent","10-20","35-55",1,60,"Y","Fail",-45,NA,-45,NA +"1706",1871598,3.16666666666667,2,5.26744186046512,NA,8.20446096654275,1.5,2.71428571428571,7.12776412776413,2.76190476190476,1.08333333333333,1.13953488372093,20.5310344827586,NA,1.27777777777778,2.03583061889251,1.41269841269841,100,86.6,"M","Scotland","Lower Than A Level","20-30%","35-55",0,60,"N","Distinction",-106,NA,-106,NA +"1707",1871684,NA,NA,2.02325581395349,14,3.64634146341463,NA,NA,6.06034482758621,NA,1,2,11,NA,1.26086956521739,1.71631205673759,1.42857142857143,70.7142857142857,59.4,"M","Wales","Lower Than A Level","60-70%","35-55",2,90,"N","Pass",-50,NA,-50,NA +"1708",1877902,NA,1,2.68085106382979,NA,3.475,1.16666666666667,2,7.06906077348066,1.5,1,1.5,10.4939759036145,NA,1.27272727272727,1.62447257383966,1.30769230769231,85,93.2,"M","North Western Region","A Level or Equivalent","70-80%","35-55",0,60,"N","Pass",-150,NA,-150,NA +"1709",1879321,10,1.33333333333333,3.95906432748538,NA,7.66298342541436,1,NA,4.65250965250965,3.85714285714286,1.125,1.25,13.7,NA,1.08823529411765,2.03610108303249,1.265625,94.5714285714286,91.8,"M","Ireland","HE Qualification","70-80%","35-55",0,90,"N","Distinction",-25,NA,-25,NA +"1710",1881231,NA,1,5.96503496503496,NA,7.06451612903226,1,NA,6.66176470588235,2.33333333333333,1,1.25,9.43396226415094,NA,1.21428571428571,1.85321100917431,1.375,83.8571428571429,87.4,"M","East Midlands Region","HE Qualification","60-70%","35-55",0,90,"N","Pass",-22,NA,-22,NA +"1711",1887108,6.14285714285714,1,2.38108108108108,NA,4.54822335025381,1.25,1.28571428571429,5.74820143884892,2.60869565217391,1.09090909090909,1.18518518518519,10.4615384615385,NA,1.14705882352941,1.5811320754717,1.15,92.4285714285714,93.4,"F","South Region","HE Qualification","90-100%","35-55",0,60,"N","Pass",-87,NA,-87,NA +"1712",1889752,7.2,1,4.15859030837004,NA,4.60952380952381,1.57142857142857,NA,8.22264150943396,7.34615384615385,1.25,1.29411764705882,9.91428571428571,NA,1.16,2.18562874251497,1.81818181818182,81,55.6,"M","East Anglian Region","HE Qualification","90-100%","55<=",0,90,"N","Pass",-59,NA,-59,NA +"1713",1944167,NA,NA,4.9,NA,4.73333333333333,1.28571428571429,1,6.43478260869565,3.6,1,NA,11.5,NA,1.38095238095238,1.94805194805195,1.4,NA,57.6666666666667,"M","North Region","Lower Than A Level","10-20","35-55",0,60,"N","Fail",-58,NA,-58,NA +"1714",1948159,7.83333333333333,NA,5.04779411764706,NA,5.23287671232877,NA,1.3125,3.50769230769231,4.5,1.33333333333333,1.07142857142857,6.48591549295775,NA,1.16666666666667,1.93560606060606,1.54166666666667,91.8571428571429,97,"F","North Region","A Level or Equivalent","","35-55",1,60,"N","Distinction",-63,NA,-63,NA +"1715",1961652,NA,NA,NA,NA,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,55,"F","South West Region","Lower Than A Level","70-80%","0-35",1,90,"N","Fail",-100,NA,-100,NA +"1716",1962049,2.36363636363636,1,3.12820512820513,NA,6.61375661375661,1.75,1.35294117647059,7.76061776061776,2.2,1.125,1.36842105263158,9.17682926829268,NA,1.66666666666667,1.79455445544554,1.35135135135135,84.4285714285714,63.8,"M","South Region","A Level or Equivalent","90-100%","35-55",0,90,"N","Pass",-67,NA,-67,NA +"1717",1962062,NA,NA,4.06976744186047,NA,5.17391304347826,1,1,5.93670886075949,4.8,NA,2,10.3809523809524,NA,1.8,1.63636363636364,1.71428571428571,80,81,"M","Scotland","HE Qualification","30-40%","35-55",1,120,"N","Fail",-21,NA,-21,NA +"1718",1972092,11.6666666666667,5,4.56785714285714,1,7.67553191489362,2,1.66666666666667,9.37627811860941,6.38235294117647,2.27272727272727,1.55555555555556,12.0824742268041,NA,1.49152542372881,2.9866220735786,1.67045454545455,65,70.4,"M","South East Region","Lower Than A Level","80-90%","35-55",0,60,"N","Pass",-126,NA,-126,NA +"1719",1995177,2,1,3.2780269058296,NA,4.0979020979021,1.14285714285714,1,7.40143369175627,4.69230769230769,1.14285714285714,1.09375,7.58641975308642,NA,1.06976744186047,1.76303317535545,1.22222222222222,87.5714285714286,90,"M","West Midlands Region","HE Qualification","70-80%","0-35",0,120,"N","Distinction",-53,NA,-53,NA +"1720",1998834,NA,NA,3.7,NA,2.42028985507246,1,NA,3.29059829059829,1,2,NA,9.36363636363636,NA,1.04878048780488,1.49411764705882,1.22222222222222,89.8571428571429,65.5,"M","South Region","A Level or Equivalent","50-60%","0-35",0,80,"N","Pass",-78,NA,-78,NA +"1721",2017487,3.8,8,2.91052631578947,NA,3.5188679245283,2.33333333333333,5.6,6.38649155722326,2.94444444444444,1,1.2,12.4545454545455,NA,1.21875,1.69090909090909,1.04545454545455,91.4285714285714,87.6,"M","Scotland","Lower Than A Level","20-30%","35-55",0,60,"Y","Distinction",-17,NA,-17,NA +"1722",2020628,3,NA,3.55868544600939,2,9.55348837209302,1.28571428571429,3,6.53355704697987,2.5,1,1.44444444444444,22.587786259542,NA,1.38983050847458,2.31777777777778,1.26785714285714,81.7142857142857,54.8,"M","Scotland","A Level or Equivalent","10-20","35-55",0,60,"Y","Pass",-64,NA,-64,NA +"1723",2026075,NA,1,3,1,3.45454545454545,1.14285714285714,1.92857142857143,5.44444444444444,2.6,1.66666666666667,2,8.01204819277108,NA,1.60526315789474,1.69620253164557,1.45454545454545,77.75,73.25,"M","Scotland","HE Qualification","90-100%","55<=",0,90,"N","Withdrawn",-114,158,-114,158 +"1724",2028523,NA,NA,2.5,NA,6.41666666666667,1.5,NA,8.43333333333333,3.25,1,1,9,NA,1.33333333333333,2.625,1,63,72,"F","South West Region","A Level or Equivalent","50-60%","35-55",0,90,"N","Withdrawn",-31,164,-31,164 +"1725",2029571,NA,NA,4.04032258064516,NA,5.93548387096774,1.25,1,5.58940397350993,6.28571428571429,NA,1.66666666666667,7.16279069767442,NA,1.10526315789474,2.05844155844156,1.05555555555556,84.5,83,"M","Yorkshire Region","A Level or Equivalent","30-40%","35-55",0,60,"N","Withdrawn",-28,170,-28,170 +"1726",2035700,4.125,NA,2.98792270531401,NA,5.93251533742331,1.5,1.83333333333333,7.12068965517241,3.89285714285714,1.44444444444444,1.19230769230769,7.60583941605839,NA,1.5,1.87352941176471,1.11764705882353,80.2857142857143,81.6,"F","South West Region","Lower Than A Level","30-40%","35-55",0,60,"N","Pass",-65,NA,-65,NA +"1727",2036893,NA,NA,6.11940298507463,NA,6.33333333333333,1.5,2,5.44,2.4,1,NA,1.4,NA,1.7,1.59550561797753,1.47826086956522,NA,74,"M","Scotland","Lower Than A Level","20-30%","35-55",0,60,"Y","Withdrawn",-120,86,-120,86 +"1728",2047575,2.8,1,3.20725388601036,NA,4.16083916083916,2.5,1.1875,7.44688644688645,4.35714285714286,1,1.13333333333333,9.98780487804878,NA,1.21153846153846,1.93181818181818,1.1304347826087,87.4285714285714,90.2,"M","Scotland","Lower Than A Level","40-50%","35-55",0,60,"N","Distinction",-98,NA,-98,NA +"1729",2065972,2,NA,2.24203821656051,NA,4.65555555555556,NA,1.66666666666667,4.35036496350365,2.30769230769231,1,NA,6.53435114503817,NA,1.6,1.72081218274112,1.5,80.7142857142857,78.2,"M","East Midlands Region","Lower Than A Level","40-50%","35-55",0,60,"N","Pass",-18,NA,-18,NA +"1730",2067799,NA,NA,2.5,NA,3.89655172413793,1.33333333333333,NA,7.05263157894737,NA,1,1,7.59259259259259,NA,1.30769230769231,2.06896551724138,1.5,90,68,"F","East Midlands Region","Lower Than A Level","70-80%","35-55",0,60,"Y","Fail",-29,NA,-29,NA +"1731",2081123,13,NA,1.71428571428571,NA,2.57142857142857,1.66666666666667,NA,6.07692307692308,1,1,1,11.9,NA,1.33333333333333,1.47663551401869,1.5,87.8571428571429,72.2,"M","West Midlands Region","A Level or Equivalent","","0-35",0,60,"N","Pass",-17,NA,-17,NA +"1732",2088982,NA,NA,3.5,NA,3.5,NA,NA,1,NA,NA,NA,NA,NA,NA,1,NA,NA,47.5,"M","South Region","A Level or Equivalent","80-90%","35-55",2,60,"N","Withdrawn",-16,166,-16,166 +"1733",2096251,5.4,1.5,2.28301886792453,NA,4.04132231404959,1.2,2.2,5.84230769230769,2,1.2,1.36363636363636,10.494623655914,NA,1.35416666666667,1.64876033057851,1.3125,80.7142857142857,79.6,"M","South Region","Lower Than A Level","40-50%","35-55",0,60,"N","Pass",-22,NA,-22,NA +"1734",2103552,4,NA,2.01587301587302,NA,3.32743362831858,1.33333333333333,2,5.69122807017544,2.75862068965517,1.71428571428571,1.15789473684211,4.42307692307692,NA,1.31914893617021,1.71584699453552,1.33333333333333,NA,68.25,"M","London Region","HE Qualification","80-90%","35-55",0,60,"N","Withdrawn",-17,216,-17,216 +"1735",2104819,NA,NA,2.60377358490566,NA,4.375,1,2,6.43243243243243,3.78571428571429,NA,1.5,4.61904761904762,NA,1.66666666666667,1.53012048192771,1,88.5,89,"F","Wales","Lower Than A Level","70-80%","35-55",0,60,"N","Withdrawn",-25,80,-25,80 +"1736",2106955,3.18181818181818,2.5,2.21686746987952,NA,4.84971098265896,1,1.15384615384615,7.82464454976303,4,1.25,1.23529411764706,8.75454545454545,NA,1.47368421052632,1.90551181102362,1.08108108108108,80.1428571428571,87.6,"F","South East Region","A Level or Equivalent","80-90%","35-55",0,60,"N","Distinction",-28,NA,-28,NA +"1737",2107747,NA,NA,3.22857142857143,NA,5.45238095238095,1,1.5,8.15384615384615,2.32,NA,1.16666666666667,6.53571428571429,NA,1.19230769230769,1.85858585858586,1.33333333333333,79.5,69,"M","North Region","HE Qualification","","55<=",0,60,"N","Withdrawn",-25,104,-25,104 +"1738",2128283,NA,NA,3.45806451612903,NA,4.59541984732824,1,NA,6.59259259259259,3.92857142857143,1.2,1.66666666666667,6.97761194029851,NA,1.27586206896552,2.1991341991342,1.43103448275862,86.8333333333333,54.5,"M","South East Region","HE Qualification","50-60%","35-55",1,60,"N","Pass",-38,NA,-38,NA +"1739",2138970,1,NA,2.09615384615385,NA,4.51515151515152,1,1.6,4.08720930232558,1,NA,NA,7.54945054945055,NA,1.66666666666667,1.625,1.52941176470588,82.1428571428571,78.2,"M","Scotland","HE Qualification","50-60%","35-55",0,60,"N","Pass",-32,NA,-32,NA +"1740",2140300,2.25,NA,2.85106382978723,NA,5.63636363636364,1.2,NA,6.65551839464883,2.91666666666667,1,1.11111111111111,6.55696202531646,NA,1.29032258064516,1.93632958801498,1.21052631578947,79.2857142857143,69,"F","North Western Region","A Level or Equivalent","90-100%","35-55",0,240,"N","Pass",-66,NA,-66,NA +"1741",2143312,3,2,4.49275362318841,NA,5.11267605633803,1.25,1.2,8.48780487804878,2.07142857142857,1.1,1.34285714285714,8.08450704225352,NA,1.1,2.16,1.31147540983607,94,86,"M","Scotland","A Level or Equivalent","80-90%","35-55",0,120,"N","Distinction",-35,NA,-35,NA +"1742",2143440,2.25,NA,2.6,NA,3.88805970149254,1,2.33333333333333,5.95959595959596,2.33333333333333,1.28571428571429,1.125,6.18796992481203,NA,1.05882352941176,1.65346534653465,1.18518518518519,78.1428571428571,80.2,"M","South West Region","Lower Than A Level","40-50%","0-35",0,60,"N","Pass",-135,NA,-135,NA +"1743",2154361,NA,NA,2.29268292682927,NA,4.31818181818182,1,NA,6.54268292682927,2.11111111111111,NA,NA,10.1875,NA,1.0952380952381,1.80188679245283,1.5,76.8571428571429,80,"M","Scotland","Lower Than A Level","70-80%","0-35",0,60,"N","Pass",-87,NA,-87,NA +"1744",2160316,3.66666666666667,2,3.27,3,5.5796178343949,2,1.8,8.06987951807229,2.86206896551724,1.06666666666667,1.06521739130435,5.04878048780488,NA,1,1.77133105802048,1.20224719101124,93.7142857142857,93.8,"F","London Region","HE Qualification","50-60%","35-55",0,60,"N","Distinction",-147,NA,-147,NA +"1745",2161710,NA,NA,3.26923076923077,NA,2.90243902439024,1,1.66666666666667,4.88571428571429,1.5,1,1,3,NA,1.54545454545455,1.26229508196721,1.85714285714286,NA,46.5,"M","Wales","A Level or Equivalent","70-80%","35-55",3,60,"N","Fail",-51,NA,-51,NA +"1746",2178837,1,NA,2.27619047619048,NA,7.17037037037037,1.4,1,9.35973597359736,1.9,1,1,4.85024154589372,NA,2.1875,1.81954887218045,1.125,83.8571428571429,57,"M","Scotland","A Level or Equivalent","60-70%","35-55",0,60,"N","Pass",-32,NA,-32,NA +"1747",2180090,3.41666666666667,1.5,2.47183098591549,1,5.49771689497717,1.6,1.6,9.4377990430622,3.55555555555556,1.2,1.13333333333333,12.6704980842912,NA,1.11627906976744,1.53428571428571,1.09090909090909,91.1428571428571,86.4,"M","Scotland","HE Qualification","10-20","35-55",0,180,"N","Distinction",-22,NA,-22,NA +"1748",2185729,4,1,3.08530805687204,NA,4.86065573770492,1.25,1.33333333333333,6.31888544891641,2.61111111111111,1.25,1.22727272727273,8.95945945945946,NA,1.14285714285714,1.85294117647059,1.15625,82.7142857142857,83.8,"F","Ireland","Lower Than A Level","10-20","35-55",0,60,"N","Pass",-4,NA,-4,NA +"1749",2195853,NA,NA,2.2,NA,3.625,2,NA,7.82758620689655,NA,1.5,1.5,46.6666666666667,NA,1,1.91666666666667,1,75,44,"F","North Region","A Level or Equivalent","0-10%","0-35",3,90,"N","Fail",-67,NA,-67,NA +"1750",2197766,3.8,1,3.59756097560976,NA,3.89814814814815,1,NA,7.11392405063291,3.16666666666667,1,1.08,8.78991596638656,NA,1.16666666666667,1.84455958549223,1.28571428571429,88.4285714285714,89,"F","North Region","Lower Than A Level","60-70%","0-35",0,210,"N","Distinction",-115,NA,-115,NA +"1751",2198970,NA,NA,2.18055555555556,NA,3.67647058823529,1,NA,4,1,NA,NA,12.7647058823529,NA,1.72727272727273,1.34782608695652,1,85,71,"M","North Western Region","HE Qualification","50-60%","35-55",0,150,"N","Withdrawn",-135,31,-135,31 +"1752",2223401,NA,NA,4.375,NA,4.28571428571429,NA,NA,4,NA,NA,NA,NA,NA,1.60606060606061,2.23809523809524,1,NA,58,"M","South Region","A Level or Equivalent","50-60%","35-55",0,120,"N","Withdrawn",-16,107,-16,107 +"1753",2254637,1,2,2.27450980392157,NA,3.41747572815534,2.5,1.18181818181818,5.92779783393502,3.8,1,1.66666666666667,10.7333333333333,NA,2.06451612903226,1.69266055045872,1.25,77.2857142857143,64.8,"M","South West Region","Lower Than A Level","60-70%","35-55",0,60,"N","Pass",-28,NA,-28,NA +"1754",2256134,NA,NA,2.325,NA,4.88,2.5,1.5,5.48484848484848,4.44444444444444,1,1.66666666666667,7.66666666666667,NA,1.57142857142857,1.87142857142857,1.33333333333333,71,82,"F","Scotland","HE Qualification","20-30%","0-35",0,60,"Y","Withdrawn",-43,80,-43,80 +"1755",2272023,NA,NA,4,3,3.56410256410256,2,1,4.24528301886792,2.83333333333333,1,NA,8.83333333333333,NA,1.16666666666667,2.06382978723404,1,NA,76,"F","London Region","Lower Than A Level","10-20","35-55",0,60,"N","Withdrawn",-155,135,-155,135 +"1756",2274542,2.75,NA,2.8041958041958,NA,4.41764705882353,1.2,1,6.92165898617511,1.8,1,1,9.74683544303798,NA,1.15151515151515,1.71698113207547,1.11363636363636,90.7142857142857,81.8,"M","London Region","Lower Than A Level","20-30%","35-55",0,120,"N","Pass",-50,NA,-50,NA +"1757",2278101,NA,NA,1.92307692307692,NA,4.14035087719298,1,NA,9.09821428571429,1,1,NA,9.35398230088496,NA,1.29166666666667,1.83928571428571,1.4,58.5714285714286,63.4,"F","London Region","HE Qualification","30-40%","35-55",0,60,"N","Pass",-38,NA,-38,NA +"1758",2282620,NA,NA,1.82758620689655,NA,5.74468085106383,1.25,NA,6.352,1.77777777777778,NA,1.5,13.8333333333333,NA,2.75,1.64957264957265,1,96.5,88,"M","West Midlands Region","A Level or Equivalent","0-10%","0-35",0,60,"N","Fail",-22,NA,-22,NA +"1759",2283708,NA,1,4.31012658227848,NA,10.1372549019608,1.57142857142857,1,10.5978260869565,4.25,2,1.83333333333333,11.3,NA,1.69230769230769,2.36607142857143,1.37931034482759,75,79,"M","North Region","A Level or Equivalent","20-30%","0-35",0,90,"N","Withdrawn",-136,62,-136,62 +"1760",2293511,NA,NA,3.0495867768595,NA,3.47,1.16666666666667,4,6.17410714285714,3,1,1.5,18.8992248062016,NA,1.08,1.98561151079137,1.21052631578947,89.2857142857143,92.2,"M","Yorkshire Region","HE Qualification","20-30%","0-35",0,60,"N","Distinction",-51,NA,-51,NA +"1761",2298106,NA,NA,1.73076923076923,NA,4.30434782608696,1.25,1,8.68639053254438,1,1,1,17.9480519480519,NA,2.3448275862069,1.49315068493151,1.36363636363636,87.2857142857143,90.2,"M","West Midlands Region","A Level or Equivalent","50-60%","35-55",0,60,"N","Distinction",-45,NA,-45,NA +"1762",2298895,4.4,3,3.07272727272727,NA,2.14965986394558,1,NA,8.41772151898734,2.53846153846154,1,1.07142857142857,7.75,NA,1.17391304347826,1.60944206008584,1.28571428571429,94.8571428571429,90.6,"M","East Anglian Region","A Level or Equivalent","60-70%","35-55",2,60,"N","Distinction",-148,NA,-148,NA +"1763",2301830,12,NA,3.16060606060606,NA,9.56647398843931,1.2,1.9,7.91902834008097,4.76470588235294,1,1.11764705882353,13.4054054054054,NA,1.29268292682927,1.6,1.33333333333333,84.2857142857143,76.4,"M","North Western Region","Lower Than A Level","10-20","35-55",0,60,"N","Pass",-84,NA,-84,NA +"1764",2306410,1,NA,2.53921568627451,NA,3.70588235294118,1.4,1.83333333333333,4.52941176470588,2.14285714285714,1,1,8.25974025974026,NA,1.09615384615385,1.52791878172589,1.30434782608696,80.5714285714286,87,"M","South East Region","Lower Than A Level","0-10%","35-55",0,90,"N","Pass",-147,NA,-147,NA +"1765",2316717,NA,NA,3.8448275862069,NA,4.046875,2.5,1.25,6.10135135135135,4.66666666666667,1,1.71428571428571,4,NA,1.25,2.55963302752294,1.73333333333333,98,87.3333333333333,"M","South Region","A Level or Equivalent","20-30%","35-55",0,60,"N","Withdrawn",-64,123,-64,123 +"1766",2332934,NA,NA,2.29268292682927,NA,2.81538461538462,1,1.5,3.56034482758621,2,NA,1,13.7083333333333,NA,1.33333333333333,1.77083333333333,1.33333333333333,67.7142857142857,64.75,"M","Ireland","Lower Than A Level","70-80%","0-35",2,180,"N","Fail",-58,NA,-58,NA +"1767",2339267,NA,1,2.02272727272727,NA,5.6,1,2,7.21212121212121,2.2,NA,1,14,NA,1.33333333333333,1.74074074074074,1.25,66.4285714285714,70,"F","South Region","A Level or Equivalent","80-90%","0-35",0,60,"N","Pass",-63,NA,-63,NA +"1768",2341420,NA,NA,3.79126213592233,NA,4.71232876712329,1.5,1.5,5,1.8,1,1.5,12.8421052631579,NA,1.03846153846154,1.75177304964539,1.21052631578947,77.2857142857143,81.6,"M","South East Region","A Level or Equivalent","90-100%","0-35",0,60,"N","Pass",-101,NA,-101,NA +"1769",2343785,1.5,2,3.04109589041096,1,4.88073394495413,2.25,1.2,5.71481481481482,3.8,1,1.25,8.34710743801653,NA,1.36585365853659,1.735,1.24390243902439,81.1428571428571,86,"M","East Anglian Region","Lower Than A Level","70-80%","0-35",0,120,"N","Pass",-102,NA,-102,NA +"1770",2351969,1,1,2.88372093023256,NA,5.95121951219512,1,2,2.52671755725191,2.33333333333333,NA,1.33333333333333,16.8653846153846,NA,1.24242424242424,2.16470588235294,1.5,76.8571428571429,74.8,"M","North Western Region","Lower Than A Level","30-40%","0-35",0,150,"N","Pass",-106,NA,-106,NA +"1771",2360559,NA,NA,2.2120253164557,NA,4.05882352941176,1.25,1.625,6.49433962264151,2.4,1,1.2,7.31818181818182,NA,1.5,1.9,1.2,84,81.6,"M","South West Region","A Level or Equivalent","80-90%","0-35",0,90,"N","Pass",-17,NA,-17,NA +"1772",2366656,1,NA,2.97777777777778,NA,4.55813953488372,1,2.33333333333333,5.87078651685393,2.42857142857143,1.25,1.5,12.0588235294118,NA,1.37037037037037,1.96039603960396,1.29411764705882,82.5714285714286,85,"F","North Western Region","HE Qualification","0-10%","0-35",0,60,"N","Distinction",-67,NA,-67,NA +"1773",2378208,1.4,NA,2.68,NA,3.28378378378378,1.4,1,6.01481481481482,2.85714285714286,1,1.0625,12.093023255814,NA,1.18181818181818,1.89380530973451,1.21739130434783,73.6,79.8,"M","East Anglian Region","HE Qualification","80-90%","0-35",0,90,"N","Pass",-9,NA,-9,NA +"1774",2386732,4.875,1.5,2.97476340694006,NA,5.93896713615023,1.4,1,5.94314381270903,2.54545454545455,1.18181818181818,1.2,10.7530864197531,NA,1.22857142857143,1.78666666666667,2.03921568627451,92.5714285714286,87.6,"F","Wales","Lower Than A Level","70-80%","35-55",0,120,"N","Distinction",-28,NA,-28,NA +"1775",2395016,NA,NA,2.77941176470588,NA,3.34375,1.5,NA,3.25806451612903,7,NA,NA,8.91666666666667,NA,1.16666666666667,1.35483870967742,NA,84,78,"F","South Region","A Level or Equivalent","90-100%","0-35",0,60,"N","Withdrawn",-150,44,-150,44 +"1776",2399758,3.5,NA,2.91625615763547,NA,3.35664335664336,1,1,7.56862745098039,1.38461538461538,1,1.16666666666667,8.60606060606061,NA,1.15625,1.2824427480916,1.13333333333333,92.4285714285714,88.2,"M","South Region","Lower Than A Level","90-100%","35-55",0,60,"N","Pass",-23,NA,-23,NA +"1777",2403701,4.3,2.14285714285714,3.72304199772985,NA,7.77272727272727,1.33333333333333,2.41666666666667,9.35789473684211,3.04347826086957,1.4,1.0625,5.83050847457627,NA,2.34246575342466,2.48148148148148,1.82352941176471,84.1428571428571,75.8,"M","South East Region","HE Qualification","70-80%","55<=",0,60,"N","Pass",-101,NA,-101,NA +"1778",2417433,NA,NA,1.2,NA,3.14814814814815,1,NA,4.71597633136095,1.5,1.25,NA,12.4782608695652,NA,1.375,1.58823529411765,1,72,62,"M","Wales","A Level or Equivalent","0-10%","35-55",3,60,"N","Fail",-119,NA,-119,NA +"1779",2417975,NA,2,3.81463414634146,NA,5.925,1.4,2.8,9.02352941176471,2.81818181818182,1,1.2,8.02197802197802,NA,1.35714285714286,1.97142857142857,1.33333333333333,82.1428571428571,88.5,"F","North Western Region","Lower Than A Level","30-40%","0-35",0,90,"N","Pass",-28,NA,-28,NA +"1780",2424257,NA,1,1.94594594594595,NA,2.78616352201258,NA,NA,8.14432989690722,3.2,1,1,9.34513274336283,NA,2.76470588235294,1.62962962962963,1.6,51.5714285714286,23.4,"M","Yorkshire Region","Lower Than A Level","10-20","35-55",0,60,"N","Fail",-88,NA,-88,NA +"1781",2427845,3.33333333333333,1.2,3.08474576271186,9,2.46575342465753,1,1,5.07008086253369,1,1.11111111111111,1.16666666666667,9.44705882352941,NA,1.08620689655172,1.40975609756098,1.16666666666667,82.4285714285714,60.6,"M","South East Region","HE Qualification","10-20","35-55",0,60,"N","Pass",-46,NA,-46,NA +"1782",2438784,2.66666666666667,2,2.81818181818182,NA,3.51282051282051,1.375,1.22222222222222,5.52471482889734,1.71428571428571,1.75,1.5,8.24050632911392,NA,1.6875,1.51173708920188,1.45945945945946,85.4285714285714,74.8,"M","South West Region","Lower Than A Level","90-100%","35-55",0,120,"N","Pass",-100,NA,-100,NA +"1783",2449490,NA,NA,2.52,NA,6.23076923076923,1,1,4.34615384615385,NA,NA,NA,12.6,NA,1.16666666666667,1.75,1.14285714285714,NA,66,"M","Scotland","HE Qualification","30-40%","0-35",0,120,"Y","Withdrawn",-112,65,-112,65 +"1784",2457440,NA,NA,3.75862068965517,NA,4,1.5,4,3.58333333333333,1,1,1.5,16.0454545454545,NA,1.51020408163265,1.85185185185185,1.625,72.2857142857143,67.4,"M","West Midlands Region","A Level or Equivalent","","35-55",0,60,"N","Pass",-22,NA,-22,NA +"1785",2459292,NA,NA,1.87878787878788,NA,3.30357142857143,1,NA,3.30882352941176,NA,1,NA,20.4807692307692,NA,1.05882352941176,1.91139240506329,1,84.7142857142857,63.25,"M","South West Region","Lower Than A Level","10-20","0-35",0,120,"N","Pass",-29,NA,-29,NA +"1786",2470326,NA,NA,3.1,NA,3.81481481481481,1,1.5,3.28205128205128,NA,1,NA,8.18181818181818,NA,1.79487179487179,1.38709677419355,1.33333333333333,NA,33,"M","East Midlands Region","A Level or Equivalent","10-20","35-55",0,120,"Y","Fail",-16,NA,-16,NA +"1787",2480886,NA,NA,4.91071428571429,NA,4.26190476190476,2.5,1.75,5.73125,4.85714285714286,1.5,1.83333333333333,6.0875,NA,1.125,1.70754716981132,1.18181818181818,77.2857142857143,94,"F","East Anglian Region","A Level or Equivalent","80-90%","0-35",1,60,"Y","Fail",-58,NA,-58,NA +"1788",2482710,3,1,3.54891304347826,NA,3.61061946902655,1,3,15.4450261780105,1.14285714285714,1,1,13,NA,1.88,2.45064377682403,1.55882352941176,79.2857142857143,84,"F","Wales","A Level or Equivalent","70-80%","35-55",0,60,"N","Pass",-66,NA,-66,NA +"1789",2486930,1,NA,2.1025641025641,NA,3.67647058823529,1,1,8.19402985074627,NA,NA,NA,11.7796610169492,NA,1.46666666666667,1.63380281690141,1.57142857142857,82.2857142857143,74.2,"M","East Midlands Region","HE Qualification","10-20","35-55",0,90,"N","Pass",-32,NA,-32,NA +"1790",2499307,4,1,2.39568345323741,NA,3.98148148148148,1,2.07692307692308,5.20744680851064,1,1,1.11111111111111,13.8888888888889,NA,1.2,1.45810055865922,1.28571428571429,68.1428571428571,82.6,"M","East Anglian Region","A Level or Equivalent","60-70%","0-35",1,60,"N","Pass",-23,NA,-23,NA +"1791",2504129,NA,NA,5,NA,2.39130434782609,1.5,NA,2.88095238095238,NA,1,NA,1,NA,1.56521739130435,1.53846153846154,1.16666666666667,NA,89,"F","South West Region","Lower Than A Level","0-10%","0-35",0,120,"N","Fail",-148,NA,-148,NA +"1792",2505058,NA,NA,1,NA,1.9375,1.33333333333333,NA,2,2,NA,NA,15.75,NA,1.14285714285714,1.16,1,NA,72,"M","South Region","A Level or Equivalent","10-20","0-35",0,60,"N","Fail",-53,NA,-53,NA +"1793",2519138,3.25,1,4.31896551724138,5,4.87735849056604,1.33333333333333,1.8,7.77695167286245,2.23076923076923,1,1.2,6.45871559633028,NA,1.43333333333333,2.09452736318408,1.12121212121212,78.6,81.8,"M","South Region","A Level or Equivalent","70-80%","35-55",0,90,"N","Pass",-122,NA,-122,NA +"1794",2529052,NA,NA,2.18421052631579,NA,3.88235294117647,1.33333333333333,1.5,1.41025641025641,1.5,NA,NA,4.33333333333333,NA,1.33333333333333,1.41860465116279,1,48,73,"F","East Midlands Region","Lower Than A Level","30-40%","0-35",0,90,"N","Fail",-3,NA,-3,NA +"1795",2529419,4.5,NA,2.74766355140187,NA,4.38709677419355,1.25,1.66666666666667,7.79908675799087,1.875,1,1.17647058823529,12.8032786885246,NA,1.21875,2.10759493670886,1.1875,83.1428571428571,86.6,"M","West Midlands Region","Lower Than A Level","0-10%","0-35",0,60,"N","Pass",-129,NA,-129,NA +"1796",2530976,NA,NA,2.52,NA,2.92,1,1.625,3.39189189189189,1.25,1,1.5,7.95555555555556,NA,1.05263157894737,1.62222222222222,1,67.5714285714286,67.75,"M","East Midlands Region","HE Qualification","20-30%","35-55",0,90,"N","Pass",-123,NA,-123,NA +"1797",2537777,3.66666666666667,1,2.77142857142857,NA,3.94174757281553,1,NA,9.05181347150259,2.03030303030303,1,1.1875,11.3287671232877,NA,1.23076923076923,2.05113636363636,1.2,58.7142857142857,40.2,"M","West Midlands Region","Lower Than A Level","10-20","0-35",1,120,"Y","Fail",-84,NA,-84,NA +"1798",2540871,NA,1,2.77227722772277,NA,3.93023255813953,1.28571428571429,NA,5.50632911392405,2.72727272727273,1.33333333333333,1.42857142857143,6.6078431372549,NA,1.11764705882353,1.63636363636364,1.1,71.5,54.5,"M","North Western Region","Lower Than A Level","0-10%","0-35",0,60,"N","Fail",-150,NA,-150,NA +"1799",2542209,5,NA,2.46896551724138,NA,3.74125874125874,1,NA,6.21276595744681,2.33333333333333,1,1.14285714285714,11.4354838709677,NA,1.38095238095238,1.86631016042781,1.17241379310345,72.7142857142857,72.8,"M","Yorkshire Region","Lower Than A Level","30-40%","35-55",0,150,"N","Fail",-155,NA,-155,NA +"1800",2544643,5,1,2.26047904191617,1,5.1264367816092,1.25,1,5.75970873786408,2.6,1,1.08695652173913,7.075,NA,1.39393939393939,1.67656765676568,1.30769230769231,86,91.2,"F","South Region","A Level or Equivalent","50-60%","0-35",0,120,"N","Distinction",-34,NA,-34,NA +"1801",2544766,NA,NA,2.65217391304348,NA,3.8125,1.75,NA,4.25961538461539,1,1,1,11.9772727272727,NA,1.06122448979592,1.38356164383562,1.9,77.1428571428571,55.2,"M","South West Region","HE Qualification","90-100%","35-55",0,60,"N","Pass",-23,NA,-23,NA +"1802",2546315,1,NA,2.64935064935065,5.5,4.264,1.25,1.88571428571429,8.21818181818182,2.85714285714286,1,1.5,8.56989247311828,NA,1.8974358974359,1.73640167364017,1.32352941176471,91.2857142857143,86,"F","North Region","A Level or Equivalent","","35-55",0,150,"N","Distinction",-123,NA,-123,NA +"1803",2550534,NA,NA,2.36538461538462,NA,3.22857142857143,1.25,1,4.52112676056338,6.5,1.25,NA,12.7878787878788,NA,1.15789473684211,1.625,1.125,82.3333333333333,87.6666666666667,"M","South East Region","A Level or Equivalent","60-70%","0-35",0,60,"N","Withdrawn",-25,135,-25,135 +"1804",2557008,2.33333333333333,1,4.62864721485411,NA,12.9953703703704,1.2,1.42857142857143,4.56132075471698,2.66666666666667,1,1.12,14.453488372093,NA,1.11111111111111,2.25301204819277,5.35,95.4285714285714,88,"M","London Region","A Level or Equivalent","20-30%","0-35",0,60,"Y","Distinction",-18,NA,-18,NA +"1805",2558365,NA,NA,3,NA,2.28571428571429,NA,NA,1.95555555555556,NA,NA,NA,NA,NA,1.58333333333333,1.69565217391304,NA,NA,62,"M","North Western Region","A Level or Equivalent","20-30%","0-35",1,90,"N","Fail",-45,NA,-45,NA +"1806",2559144,1.75,3,2,NA,2.25423728813559,1,NA,4.85470085470085,7,1.5,1,10.6538461538462,NA,1.08333333333333,1.60526315789474,1.27272727272727,79.4285714285714,57,"F","London Region","A Level or Equivalent","10-20","0-35",0,120,"N","Pass",-52,NA,-52,NA +"1807",2563095,2.14285714285714,1,2.16521739130435,NA,5.80921052631579,1,1.58333333333333,7.01395348837209,1.25,1,NA,9.32673267326733,NA,1.1219512195122,1.62457337883959,1.18840579710145,72.8571428571429,81.5,"M","South Region","HE Qualification","40-50%","0-35",1,90,"N","Pass",-51,NA,-51,NA +"1808",2579891,4.4,1,2.50909090909091,NA,3.38317757009346,1,1,5.21532846715328,2.06666666666667,1.25,1.21428571428571,6.7093023255814,NA,1.14285714285714,1.34090909090909,1.17391304347826,89.7142857142857,88.4,"M","North Western Region","A Level or Equivalent","20-30%","0-35",0,150,"N","Pass",-67,NA,-67,NA +"1809",2584244,2.5,NA,1.66666666666667,NA,3.08695652173913,1,NA,9.57446808510638,2.75,1.25,1.3,6.6304347826087,NA,1.1,1.61940298507463,1.08333333333333,92.7142857142857,67.8,"M","Scotland","HE Qualification","20-30%","35-55",0,90,"N","Pass",-53,NA,-53,NA +"1810",2597117,4.6,2,3.14285714285714,NA,3.77622377622378,3,1.66666666666667,8.45454545454546,4.07142857142857,1.46153846153846,1.25,11.7951807228916,NA,1.38461538461538,2.00540540540541,1.40625,92.1428571428571,91.4,"M","East Anglian Region","A Level or Equivalent","20-30%","0-35",0,60,"N","Distinction",-16,NA,-16,NA +"1811",2599162,NA,NA,NA,NA,2.11111111111111,1,NA,6.83333333333333,NA,1,NA,NA,NA,1,1.125,NA,NA,78,"M","London Region","A Level or Equivalent","10-20","0-35",1,60,"N","Withdrawn",-85,12,-85,12 +"1812",2599883,NA,NA,2.31304347826087,NA,4.11428571428571,1.5,NA,5.21428571428571,1.57142857142857,1,1,9.17441860465116,NA,1.26470588235294,1.64473684210526,1.125,89.5714285714286,83,"F","Scotland","A Level or Equivalent","30-40%","0-35",0,240,"N","Pass",-72,NA,-72,NA +"1813",2602542,3.75,4,3.66964285714286,NA,7.14102564102564,1.16666666666667,1,4.78438661710037,3.91666666666667,1.33333333333333,1.26315789473684,9.52127659574468,NA,1.26923076923077,2.57,1.22222222222222,94.1428571428571,93,"M","Scotland","Post Graduate Qualification","90-100%","35-55",2,60,"N","Distinction",-44,NA,-44,NA +"1814",2603027,2.42857142857143,NA,2.62698412698413,NA,6.78861788617886,1.4,2,8.15217391304348,8.21428571428571,1.33333333333333,1.1875,7.80165289256198,NA,1.61666666666667,2.14801444043321,1.34210526315789,81.4285714285714,84.6,"M","South East Region","A Level or Equivalent","70-80%","35-55",0,90,"N","Pass",-15,NA,-15,NA +"1815",2612102,9,1,3.13235294117647,NA,3.5546875,1.33333333333333,3,6.12146892655367,2.53333333333333,1.30769230769231,1.16666666666667,7.91780821917808,NA,1.36170212765957,1.61061946902655,1.26,84.7142857142857,84.8,"M","South East Region","Lower Than A Level","90-100%","35-55",0,60,"N","Distinction",-18,NA,-18,NA +"1816",2612728,NA,1,3.45945945945946,6,6.45,1.2,NA,1.91071428571429,1,2,NA,7.8,NA,1.77777777777778,1.890625,1.14285714285714,NA,76,"M","West Midlands Region","Lower Than A Level","30-40%","35-55",0,60,"N","Withdrawn",-28,12,-28,12 +"1817",2624028,5.33333333333333,2,3.86390532544379,3,4.46153846153846,1.8,2,7.54918032786885,5.71428571428571,1.66666666666667,1.5,9.98795180722892,NA,1.24137931034483,2.032,1.14285714285714,78.5714285714286,76.8,"M","East Anglian Region","Lower Than A Level","30-40%","35-55",0,60,"N","Pass",-79,NA,-79,NA +"1818",2626417,NA,1,14.5,NA,2.33333333333333,2,NA,14.0833333333333,NA,NA,1.66666666666667,15.6666666666667,NA,1,4,1,76,NA,"M","Yorkshire Region","Lower Than A Level","10-20","0-35",3,120,"N","Withdrawn",-9,12,-9,12 +"1819",2630284,NA,NA,1.8125,NA,2.3,NA,NA,3,1.33333333333333,NA,NA,NA,NA,5.14285714285714,1.59459459459459,2,NA,79,"F","East Midlands Region","A Level or Equivalent","0-10%","35-55",6,90,"N","Withdrawn",-13,142,-13,142 +"1820",2641156,NA,NA,2.39473684210526,NA,3.44155844155844,NA,1,2.44,1,1,NA,8.98305084745763,NA,1,1.55833333333333,1,86,66,"M","North Western Region","A Level or Equivalent","30-40%","0-35",0,120,"N","Pass",-144,NA,-144,NA +"1821",2642532,NA,1,1.61111111111111,NA,3.07575757575758,1,NA,4.36974789915966,1.5,NA,NA,13.7222222222222,NA,1,1.80530973451327,1.2,56.4285714285714,69.4,"M","London Region","HE Qualification","60-70%","0-35",3,120,"N","Pass",-23,NA,-23,NA +"1822",2643472,4,5,5.5,NA,4.84,1,1.5,10.697247706422,3.2,1,1.08333333333333,3.92982456140351,NA,1.15789473684211,1.89189189189189,1,51.4285714285714,77.5,"M","East Midlands Region","HE Qualification","30-40%","35-55",0,60,"N","Pass",-10,NA,-10,NA +"1823",2643829,NA,NA,2.69827586206897,NA,3.88059701492537,1,1,3.75961538461538,1,1,1.5,13.958904109589,NA,1.03448275862069,1.65740740740741,1,79.5,63.5,"M","North Region","Lower Than A Level","","0-35",0,60,"N","Fail",-10,NA,-10,NA +"1824",2649948,NA,NA,3.00900900900901,1,5.88888888888889,1.33333333333333,3.1875,6.85714285714286,3.2,NA,NA,20.875,NA,1.33333333333333,2.0354609929078,1.30769230769231,75,59.4,"M","East Midlands Region","A Level or Equivalent","60-70%","0-35",0,60,"N","Fail",-102,NA,-102,NA +"1825",2657913,2.33333333333333,1,3.21848739495798,1,4.0609756097561,2,1.4,3.90082644628099,1.375,1.25,1.14285714285714,11.9814814814815,NA,1.06382978723404,1.82967032967033,1.27906976744186,67,64,"M","London Region","Lower Than A Level","40-50%","35-55",2,60,"N","Pass",-67,NA,-67,NA +"1826",2658856,2,NA,2.33846153846154,5,2.83962264150943,2,1,6.01020408163265,2.28,1.16666666666667,1.12,13.0227272727273,NA,1.3448275862069,1.57615894039735,1.1875,76,70.4,"M","Scotland","HE Qualification","80-90%","35-55",0,120,"N","Pass",-17,NA,-17,NA +"1827",2667478,NA,1,2.71739130434783,NA,4.10344827586207,1,NA,7.6,NA,1,NA,8.79646017699115,NA,1.2,2.48648648648649,1.3,91,93,"M","North Western Region","Lower Than A Level","80-90%","35-55",1,60,"N","Fail",-32,NA,-32,NA +"1828",2678580,NA,NA,1.96385542168675,NA,2.27083333333333,1,NA,1.25,NA,1,NA,NA,NA,1.11111111111111,1.17142857142857,1,NA,71,"M","North Western Region","A Level or Equivalent","60-70%","0-35",0,60,"N","Withdrawn",-37,157,-37,157 +"1829",2681198,2,1,1.97067448680352,1,3.98611111111111,3,3.56666666666667,3.3037037037037,3,1,1.33333333333333,10.6168224299065,NA,1.28571428571429,1.48953974895397,1.34285714285714,71.2857142857143,55.6,"M","East Anglian Region","Lower Than A Level","70-80%","35-55",0,90,"N","Pass",-87,NA,-87,NA +"1830",2682682,8,NA,2.72222222222222,NA,4.36170212765957,1,2.0625,5.82407407407407,2.66666666666667,1,1.5,14.4520547945205,NA,1.33333333333333,1.64976958525346,1.20689655172414,84.4285714285714,91.2,"F","East Midlands Region","A Level or Equivalent","60-70%","0-35",0,120,"Y","Distinction",-16,NA,-16,NA +"1831",2682745,NA,NA,1.25,NA,2.6,NA,NA,2.33333333333333,NA,NA,NA,NA,NA,1.5,1.4,NA,NA,72,"F","London Region","HE Qualification","30-40%","35-55",0,120,"N","Withdrawn",-50,51,-50,51 +"1832",2683857,8.25,1,2.39928057553957,NA,6.16483516483517,1.66666666666667,1.8,11.1777777777778,2.86363636363636,1.14285714285714,1,18.9263157894737,NA,2.13793103448276,1.78623188405797,1.56818181818182,86,73,"M","South West Region","Lower Than A Level","70-80%","35-55",1,90,"N","Pass",-105,NA,-105,NA +"1833",2684048,NA,NA,2.36,NA,3.42307692307692,1.66666666666667,NA,2.83870967741935,NA,1,NA,4.6,NA,1.6,1.37837837837838,1,NA,68,"F","East Midlands Region","Lower Than A Level","20-30%","0-35",0,120,"N","Withdrawn",-16,12,-16,12 +"1834",2686035,NA,NA,3.47191011235955,NA,2.58333333333333,1.33333333333333,2,3.08450704225352,NA,1,NA,14.0181818181818,NA,1.11538461538462,1.94285714285714,1.22222222222222,62.4285714285714,49.4,"F","South East Region","Lower Than A Level","90-100%","0-35",0,135,"N","Withdrawn",-30,236,-30,236 +"1835",2693932,NA,NA,2.17948717948718,NA,3.73611111111111,1,NA,8.48201438848921,1.33333333333333,1,1.4,10.2,NA,1.08695652173913,1.53968253968254,1.33333333333333,79.7142857142857,89.25,"M","West Midlands Region","A Level or Equivalent","90-100%","0-35",1,120,"N","Pass",-72,NA,-72,NA +"1836",2694139,NA,NA,1.91176470588235,NA,2.73684210526316,1,NA,5.63636363636364,8,NA,NA,6.11111111111111,NA,1.66666666666667,1.52083333333333,1.125,NA,54.3333333333333,"M","East Anglian Region","Lower Than A Level","70-80%","35-55",0,60,"N","Withdrawn",-81,137,-81,137 +"1837",2697921,NA,NA,2.46153846153846,NA,3.40677966101695,1,1.66666666666667,7.25,NA,NA,NA,15.7567567567568,NA,1.05882352941176,1.4,1.16666666666667,73.4285714285714,84,"M","East Anglian Region","Lower Than A Level","80-90%","0-35",1,60,"N","Pass",-32,NA,-32,NA