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/dev/null +++ b/code.R @@ -0,0 +1,152 @@ +library(ggplot2) +library(gridExtra) +library(PerformanceAnalytics) +library(klaR) +library(e1071) +library(Metrics) +library(party) + +#read dataset +accid <- read.csv(file="C:\\Users\\Mortada\\Documents\\R\\win-library\\3.5\\nassCDS.csv", header=TRUE, stringsAsFactors = FALSE) + +#show name of coloums +names(accid) + +#show details of each coloum +str(accid) + +#detec missing values and remove it from dataset +NoOfNull<-apply(accid,2,function(x)sum(is.na(x))) +NoOfNull +accid<-na.omit(accid) +NoOfNull<-apply(accid,2,function(x)sum(is.na(x))) +NoOfNull + +#delete wrong values of weight +accid$weight[accid$weight>100]<-0 +accid$weight[accid$weight<10]<-0 +accid$weight[accid$weight==0]<-NA +accid<-na.omit(accid) +accid + + + + +#barplot to show age of person in accident +Person_Age<-table(accid$ageOFocc) +barplot(Person_Age,main="Age of Person") + + + + +#piechart to show distribution of year of accident + +#barplot of year accident +year<-table(accid$yearacc) +barplot(year,main="Year of accident") + +slices <- c(4000,4400,4500,4400, 4100, 4800) +lbls <- c("1997","1998","1999","2000","2001","2002") +pct <- slices/26000*100 +pcct<-as.integer(pct) +lbls <- paste(lbls,pcct) +lbls <- paste(lbls,"%",sep="") +pie(slices, labels = lbls, col= rainbow (length(lbls)), main="Pie Chart of Accident Year") + + + +#histogram to show the distribution model of cars +hist(accid$yearVeh, col = rainbow(6),main = "Vehicle year Histogram ", xlab = "Year of vehicle",ylab = "No of accident",breaks = 30,lwd=3) + + +#densityplot show the injury severity +plot(density(accid$injSeverity),main="Density plot of injury severiy",col="red") + + + +#barplot to determine no of alive and dead people +d<-accid$dead +barplot(table(d),main = "Dead or Alive",col = "blue") + + +#barplot to determine no of male and female people +s<-accid$sex +barplot(table(s),main = "Male or female ",col = "Green") + + +#histogram to show the distribution speed of cars +accidtemp$dvcat<-as.numeric(as.factor(accidtemp$dvcat)) +hist(accidtemp$dvcat,col = rainbow(6),main = "Vehicle Speed Histogram ", xaxt="n", ,xlab = "Distribution of speed",ylab = "No of accident",breaks = 30,lwd=3) +axis(1,labels=c("1-9","10-24","25-39","40-54","+55"),at=1:5) + + +#show details of age +summary(accid$ageOFocc) + + +#injury severity based on age +ggplot(aes(x = injSeverity), data = accid) + +geom_bar(color = "black", fill = "#993366") + +ggtitle("Distribution of injure sevirity ") +boxplot(accid$ageOFocc ~ accid$injSeverity,main="Distribution of injure sevirity according to age",col="red") + + +#determine distribution of dead and alive based on their age +p1<-plot(accid$dead,accid$ageOFocc) +by(accid$ageOFocc, accid$dead, mean) + + +#injury severity based on year of accident +counts<-table(accid$injSeverity,accid$yearacc) +barplot(counts,main = "YEAR OF ACCIDENT VS SEVERITY OF INJURY", + xlab ="year of accident",ylab = "severity",col = rainbow(7), + legend=rownames(counts),beside = T) + + + +# Classification with decision tree + +accid$dead<-as.integer(accid$dead) +accid$airbag<-as.numeric(accid$airbag) +accid$seatbelt<-as.numeric(accid$seatbelt) +accid$dvcat<-as.numeric(accid$dvcat) +accid$sex<-as.numeric(accid$sex) +accid$occRole<-as.numeric(accid$occRole) +accid$injSeverity<-as.numeric(accid$injSeverity) +accid$ageOFocc<-as.numeric(accid$ageOFocc) +accid$yearacc<-as.numeric(accid$yearacc) +accid$yearVeh<-as.numeric(accid$yearVeh) + +ind<-sample(2,nrow(accid),prob=c(0.7,0.3),replace=TRUE) +train.data<-accid[ind==1,] +test.data<-accid[ind==2,] + +accid.tree <- ctree(dead~ageOFocc+weight+dvcat + +airbag+seatbelt+yearacc+yearVeh+injSeverity ,data = train.data) + +table(predict(accid.tree),train.data$dead) +testPred <-predict(accid.tree,newdata = test.data) +table(testPred,test.data$dead) + +plot(accid.tree,type="simple") +accuracy(predict(accid.tree,test.data),test.data[,"dead"]) + + + +# Classification with naive bayesian +accid$dead<-as.factor(accid$dead) +accid$airbag<-as.factor(accid$airbag) +accid$seatbelt<-as.factor(accid$seatbelt) +accid$dvcat<-as.factor(accid$dvcat) +accid$sex<-as.factor(accid$sex) +accid$occRole<-as.factor(accid$occRole) +accid$injSeverity<-as.factor(accid$injSeverity) +accid$caseid<-as.integer(accid$caseid) + +nb_mod<-naiveBayes(accid$dead~.,data = accid) +nb_mod + +prediction=predict(nb_mod,accid) +table(prediction,accid$dead) + +prop.table(table(prediction,accid$dead),1) diff --git a/nassCDS.csv b/nassCDS.csv new file mode 100644 index 0000000..c5261ab --- /dev/null +++ b/nassCDS.csv @@ -0,0 +1,26218 @@ +"","dvcat","weight","dead","airbag","seatbelt","frontal","sex","ageOFocc","yearacc","yearVeh","abcat","occRole","deploy","injSeverity","caseid" +"1","25-39",25.0689999999013,"alive","none","belted",1,"f",26,1997,1990,"unavail","driver",0,3,"2:3:1" +"2","10-24",25.0689999999013,"alive","airbag","belted",1,"f",72,1997,1995,"deploy","driver",1,1,"2:3:2" +"3","10-24",32.3789999997243,"alive","none","none",1,"f",69,1997,1988,"unavail","driver",0,4,"2:5:1" +"4","25-39",495.443999998271,"alive","airbag","belted",1,"f",53,1997,1995,"deploy","driver",1,1,"2:10:1" +"5","25-39",25.0689999999013,"alive","none","belted",1,"f",32,1997,1988,"unavail","driver",0,3,"2:11:1" +"6","40-54",25.0689999999013,"alive","none","belted",1,"f",22,1997,1985,"unavail","driver",0,3,"2:11:2" +"7","55+",27.0779999999795,"alive","none","belted",1,"m",22,1997,1984,"unavail","driver",0,3,"2:13:1" +"8","55+",27.0779999999795,"dead","none","none",1,"m",32,1997,1987,"unavail","driver",0,4,"2:13:2" +"9","10-24",812.868999995291,"alive","none","belted",0,"m",40,1997,1984,"unavail","driver",0,1,"2:14:1" +"10","10-24",812.868999995291,"alive","none","belted",1,"f",18,1997,1987,"unavail","driver",0,0,"2:14:2" +"11","10-24",812.868999995291,"alive","none","belted",1,"m",21,1997,1987,"unavail","pass",0,0,"2:14:2" 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+"21","10-24",86.1999999992549,"alive","airbag","none",1,"f",20,1997,1995,"deploy","driver",1,1,"2:23:1" +"22","10-24",86.1999999992549,"alive","none","belted",0,"f",22,1997,1987,"unavail","driver",0,0,"2:23:2" +"23","10-24",397.170999996364,"alive","none","none",0,"m",45,1997,1989,"unavail","driver",0,0,"2:24:1" +"24","10-24",397.170999996364,"alive","none","none",0,"m",36,1997,1989,"unavail","pass",0,1,"2:24:1" +"25","10-24",37.0989999999292,"alive","airbag","belted",1,"f",23,1997,1995,"deploy","driver",1,1,"2:25:2" +"26","10-24",79.2049999991432,"alive","none","none",1,"f",19,1997,1989,"unavail","driver",0,1,"2:26:1" +"27","10-24",244.389999998733,"alive","none","belted",0,"m",26,1997,1986,"unavail","driver",0,0,"2:28:1" +"28","10-24",244.389999998733,"alive","none","belted",1,"f",41,1997,1990,"unavail","driver",0,0,"2:28:2" +"29","40-54",26.2329999997746,"alive","none","belted",1,"f",18,1997,1987,"unavail","driver",0,1,"2:33:1" 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