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+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 0000000..fa4b8b3
Binary files /dev/null and b/CMA Outlier Check.png differ
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 0000000..b7b1c63
Binary files /dev/null and b/CMA and TMA Side by Side Comparison.png differ
diff --git a/Missing Value Clusters.png b/Missing Value Clusters.png
new file mode 100644
index 0000000..1f110b9
Binary files /dev/null and b/Missing Value Clusters.png differ
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 0000000..5641808
Binary files /dev/null and b/Missing Values.png differ
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