R version 3.0.2 (2013-09-25) -- "Frisbee Sailing" Copyright (C) 2013 The R Foundation for Statistical Computing Platform: i686-pc-linux-gnu (32-bit) R is free software and comes with ABSOLUTELY NO WARRANTY. You are welcome to redistribute it under certain conditions. Type 'license()' or 'licence()' for distribution details. R is a collaborative project with many contributors. Type 'contributors()' for more information and 'citation()' on how to cite R or R packages in publications. Type 'demo()' for some demos, 'help()' for on-line help, or 'help.start()' for an HTML browser interface to help. Type 'q()' to quit R. > x <- array(list('g' + ,'Often' + ,'Both' + ,'Same' + ,'Boys' + ,'b' + ,'Often' + ,'Mental' + ,'Both' + ,'Boys' + ,'g' + ,'Often' + ,'Mental' + ,'Same' + ,'Both' + ,'b' + ,'Often' + ,'Both' + ,'Differnt' + ,'Boys' + ,'g' + ,'Often' + ,'Mental' + ,'Differnt' + ,'Girls' + ,'b' + ,'Often' + ,'Both' + ,'Differnt' + ,'Boys' + ,'b' + ,'Often' + ,'Both' + ,'Same' + ,'Boys' + ,'b' + ,'Often' + ,'Both' + ,'Same' + ,'Both' + ,'g' + ,'Often' + ,'Mental' + ,'Differnt' + ,'Both' + ,'b' + ,'Often' + ,'Both' + ,'Differnt' + ,'Both' + ,'b' + ,'Often' + ,'Mental' + ,'Differnt' + ,'Boys' + ,'g' + ,'Often' + ,'Mental' + ,'Differnt' + ,'Both' + ,'g' + ,'Often' + ,'Mental' + ,'Differnt' + ,'Girls' + ,'g' + ,'Often' + ,'Both' + ,'Differnt' + ,'Both' + ,'g' + ,'Often' + ,'Not_bul' + ,'Same' + ,'Boys' + ,'g' + ,'Often' + ,'Mental' + ,'Both' + ,'Girls' + ,'b' + ,'Often' + ,'Both' + ,'Differnt' + ,'Boys' + ,'b' + ,'Often' + ,'Mental' + ,'Same' + ,'Boys' + ,'b' + ,'Often' + ,'Physical' + ,'Same' + ,'Boys' + ,'b' + ,'Often' + ,'Mental' + ,'Same' + ,'Boys' + ,'g' + ,'Often' + ,'Physical' + ,'Differnt' + ,'Both' + ,'b' + ,'Often' + ,'Not_bul' + ,'Same' + ,'Boys' + ,'b' + ,'Often' + ,'Physical' + ,'Differnt' + ,'Boys' + ,'b' + ,'Often' + ,'Mental' + ,'Differnt' + ,'Boys' + ,'g' + ,'Often' + ,'Mental' + ,'Same' + ,'Girls' + ,'g' + ,'Often' + ,'Mental' + ,'Same' + ,'Girls' + ,'g' + ,'Often' + ,'Mental' + ,'Not_bul' + ,'Both' + ,'g' + ,'Often' + ,'Both' + ,'Both' + ,'Girls' + ,'g' + ,'Often' + ,'Mental' + ,'Same' + ,'Girls' + ,'g' + ,'Often' + ,'Mental' + ,'Both' + ,'Boys' + ,'b' + ,'Often' + ,'Physical' + ,'Differnt' + ,'Boys' + ,'g' + ,'Often' + ,'Both' + ,'Same' + ,'Girls' + ,'b' + ,'Often' + ,'Not_bul' + ,'Not_bul' + ,'Not_bul' + ,'b' + ,'Often' + ,'Both' + ,'Both' + ,'Boys' + ,'b' + ,'Often' + ,'Not_bul' + ,'Both' + ,'Boys' + ,'g' + ,'Often' + ,'Both' + ,'Both' + ,'Boys' + ,'b' + ,'Often' + ,'Physical' + ,'Same' + ,'Boys' + ,'g' + ,'Often' + ,'Mental' + ,'Same' + ,'Girls' + ,'g' + ,'Often' + ,'Mental' + ,'Same' + ,'Girls' + ,'g' + ,'Often' + ,'Mental' + ,'Both' + ,'Both' + ,'g' + ,'Often' + ,'Mental' + ,'Differnt' + ,'Boys' + ,'g' + ,'Often' + ,'Mental' + ,'Same' + ,'Girls' + ,'b' + ,'Often' + ,'Both' + ,'Same' + ,'Boys' + ,'g' + ,'Often' + ,'Both' + ,'Same' + ,'Boys' + ,'b' + ,'Often' + ,'Mental' + ,'Both' + ,'Boys' + ,'b' + ,'Often' + ,'Mental' + ,'Same' + ,'Boys' + ,'b' + ,'Often' + ,'Mental' + ,'Differnt' + ,'Boys' + ,'g' + ,'Often' + ,'Both' + ,'Both' + ,'Boys' + ,'g' + ,'Often' + ,'Mental' + ,'Not_bul' + ,'Both' + ,'b' + ,'Often' + ,'Mental' + ,'Not_bul' + ,'Both' + ,'g' + ,'Often' + ,'Not_bul' + ,'Same' + ,'Both' + ,'g' + ,'Often' + ,'Both' + ,'Same' + ,'Both' + ,'g' + ,'Rarely' + ,'Mental' + ,'Same' + ,'Girls' + ,'g' + ,'Rarely' + ,'Mental' + ,'Differnt' + ,'Boys' + ,'b' + ,'Rarely' + ,'Mental' + ,'Same' + ,'Boys' + ,'b' + ,'Rarely' + ,'Mental' + ,'Differnt' + ,'Boys' + ,'b' + ,'Rarely' + ,'Both' + ,'Both' + ,'Boys' + ,'b' + ,'Rarely' + ,'Not_bul' + ,'Differnt' + ,'Boys' + ,'b' + ,'Rarely' + ,'Both' + ,'Differnt' + ,'Boys' + ,'g' + ,'Rarely' + ,'Physical' + ,'Differnt' + ,'Boys' + ,'b' + ,'Rarely' + ,'Not_bul' + ,'Not_bul' + ,'Not_bul' + ,'g' + ,'Rarely' + ,'Both' + ,'Same' + ,'Girls' + ,'b' + ,'Rarely' + ,'Physical' + ,'Differnt' + ,'Boys' + ,'b' + ,'Rarely' + ,'Physical' + ,'Differnt' + ,'Boys' + ,'g' + ,'Rarely' + ,'Mental' + ,'Both' + ,'Boys' + ,'g' + ,'Rarely' + ,'Mental' + ,'Same' + ,'Girls' + ,'g' + ,'Rarely' + ,'Mental' + ,'Same' + ,'Girls' + ,'b' + ,'Rarely' + ,'Both' + ,'Differnt' + ,'Boys' + ,'g' + ,'Rarely' + ,'Not_bul' + ,'Not_bul' + ,'Girls' + ,'b' + ,'Rarely' + ,'Mental' + ,'Same' + ,'Boys' + ,'g' + ,'Rarely' + ,'Mental' + ,'Same' + ,'Girls' + ,'g' + ,'Rarely' + ,'Mental' + ,'Same' + ,'Girls' + ,'g' + ,'Rarely' + ,'Both' + ,'Both' + ,'Both' + ,'g' + ,'Rarely' + ,'Mental' + ,'Both' + ,'Both' + ,'b' + ,'Rarely' + ,'Mental' + ,'Same' + ,'Boys' + ,'b' + ,'Rarely' + ,'Not_bul' + ,'Not_bul' + ,'Not_bul' + ,'b' + ,'Rarely' + ,'Not_bul' + ,'Not_bul' + ,'Not_bul' + ,'g' + ,'Rarely' + ,'Mental' + ,'Same' + ,'Both' + ,'b' + ,'Rarely' + ,'Mental' + ,'Both' + ,'Boys' + ,'g' + ,'Rarely' + ,'Mental' + ,'Same' + ,'Girls' + ,'b' + ,'Rarely' + ,'Mental' + ,'Both' + ,'Boys' + ,'g' + ,'Rarely' + ,'Physical' + ,'Same' + ,'Boys' + ,'b' + ,'Rarely' + ,'Physical' + ,'Same' + ,'Boys' + ,'b' + ,'Rarely' + ,'Both' + ,'Both' + ,'Boys' + ,'g' + ,'Rarely' + ,'Mental' + ,'Same' + ,'Girls' + ,'b' + ,'Rarely' + ,'Mental' + ,'Differnt' + ,'Boys' + ,'g' + ,'Rarely' + ,'Mental' + ,'Same' + ,'Boys' + ,'b' + ,'Rarely' + ,'Mental' + ,'Both' + ,'Boys' + ,'g' + ,'Rarely' + ,'Physical' + ,'Differnt' + ,'Boys' + ,'g' + ,'Rarely' + ,'Both' + ,'Both' + ,'Boys' + ,'b' + ,'Rarely' + ,'Physical' + ,'Same' + ,'Boys' + ,'b' + ,'Rarely' + ,'Mental' + ,'Differnt' + ,'Boys' + ,'b' + ,'Rarely' + ,'Mental' + ,'Both' + ,'Boys' + ,'g' + ,'Rarely' + ,'Mental' + ,'Same' + ,'Boys' + ,'g' + ,'Rarely' + ,'Mental' + ,'Same' + ,'Girls' + ,'b' + ,'Rarely' + ,'Both' + ,'Same' + ,'Boys' + ,'b' + ,'Rarely' + ,'Mental' + ,'Same' + ,'Boys' + ,'b' + ,'Rarely' + ,'Physical' + ,'Same' + ,'Boys' + ,'b' + ,'Rarely' + ,'Mental' + ,'Same' + ,'Boys' + ,'b' + ,'Rarely' + ,'Physical' + ,'Same' + ,'Boys' + ,'g' + ,'Rarely' + ,'Mental' + ,'Same' + ,'Boys' + ,'b' + ,'Rarely' + ,'Physical' + ,'Differnt' + ,'Boys' + ,'g' + ,'Rarely' + ,'Both' + ,'Both' + ,'Both' + ,'g' + ,'Rarely' + ,'Mental' + ,'Differnt' + ,'Boys' + ,'b' + ,'Rarely' + ,'Mental' + ,'Differnt' + ,'Boys' + ,'b' + ,'Rarely' + ,'Physical' + ,'Differnt' + ,'Boys') + ,dim=c(5 + ,106) + ,dimnames=list(c('gender' + ,'how_often_bullied' + ,'type_of_bullying' + ,'which_year' + ,'gender_of_bully') + ,1:106)) > y <- array(NA,dim=c(5,106),dimnames=list(c('gender','how_often_bullied','type_of_bullying','which_year','gender_of_bully'),1:106)) > for (i in 1:dim(x)[1]) + { + for (j in 1:dim(x)[2]) + { + y[i,j] <- as.numeric(x[i,j]) + } + } There were 50 or more warnings (use warnings() to see the first 50) > par3 = 'Pearson Chi-Square' > par2 = '3' > par1 = '1' > cat1 <- as.numeric(par1) # > cat2<- as.numeric(par2) # > simulate.p.value=FALSE > if (par3 == 'Exact Pearson Chi Square by simulation') simulate.p.value=TRUE > x <- t(x) > (z <- array(unlist(x),dim=c(length(x[,1]),length(x[1,])))) [,1] [,2] [,3] [,4] [,5] [1,] "g" "Often" "Both" "Same" "Boys" [2,] "b" "Often" "Mental" "Both" "Boys" [3,] "g" "Often" "Mental" "Same" "Both" [4,] "b" "Often" "Both" "Differnt" "Boys" [5,] "g" "Often" "Mental" "Differnt" "Girls" [6,] "b" "Often" "Both" "Differnt" "Boys" [7,] "b" "Often" "Both" "Same" "Boys" [8,] "b" "Often" "Both" "Same" "Both" [9,] "g" "Often" "Mental" "Differnt" "Both" [10,] "b" "Often" "Both" "Differnt" "Both" [11,] "b" "Often" "Mental" "Differnt" "Boys" [12,] "g" "Often" "Mental" "Differnt" "Both" [13,] "g" "Often" "Mental" "Differnt" "Girls" [14,] "g" "Often" "Both" "Differnt" "Both" [15,] "g" "Often" "Not_bul" "Same" "Boys" [16,] "g" "Often" "Mental" "Both" "Girls" [17,] "b" "Often" "Both" "Differnt" "Boys" [18,] "b" "Often" "Mental" "Same" "Boys" [19,] "b" "Often" "Physical" "Same" "Boys" [20,] "b" "Often" "Mental" "Same" "Boys" [21,] "g" "Often" "Physical" "Differnt" "Both" [22,] "b" "Often" "Not_bul" "Same" "Boys" [23,] "b" "Often" "Physical" "Differnt" "Boys" [24,] "b" "Often" "Mental" "Differnt" "Boys" [25,] "g" "Often" "Mental" "Same" "Girls" [26,] "g" "Often" "Mental" "Same" "Girls" [27,] "g" "Often" "Mental" "Not_bul" "Both" [28,] "g" "Often" "Both" "Both" "Girls" [29,] "g" "Often" "Mental" "Same" "Girls" [30,] "g" "Often" "Mental" "Both" "Boys" [31,] "b" "Often" "Physical" "Differnt" "Boys" [32,] "g" "Often" "Both" "Same" "Girls" [33,] "b" "Often" "Not_bul" "Not_bul" "Not_bul" [34,] "b" "Often" "Both" "Both" "Boys" [35,] "b" "Often" "Not_bul" "Both" "Boys" [36,] "g" "Often" "Both" "Both" "Boys" [37,] "b" "Often" "Physical" "Same" "Boys" [38,] "g" "Often" "Mental" "Same" "Girls" [39,] "g" "Often" "Mental" "Same" "Girls" [40,] "g" "Often" "Mental" "Both" "Both" [41,] "g" "Often" "Mental" "Differnt" "Boys" [42,] "g" "Often" "Mental" "Same" "Girls" [43,] "b" "Often" "Both" "Same" "Boys" [44,] "g" "Often" "Both" "Same" "Boys" [45,] "b" "Often" "Mental" "Both" "Boys" [46,] "b" "Often" "Mental" "Same" "Boys" [47,] "b" "Often" "Mental" "Differnt" "Boys" [48,] "g" "Often" "Both" "Both" "Boys" [49,] "g" "Often" "Mental" "Not_bul" "Both" [50,] "b" "Often" "Mental" "Not_bul" "Both" [51,] "g" "Often" "Not_bul" "Same" "Both" [52,] "g" "Often" "Both" "Same" "Both" [53,] "g" "Rarely" "Mental" "Same" "Girls" [54,] "g" "Rarely" "Mental" "Differnt" "Boys" [55,] "b" "Rarely" "Mental" "Same" "Boys" [56,] "b" "Rarely" "Mental" "Differnt" "Boys" [57,] "b" "Rarely" "Both" "Both" "Boys" [58,] "b" "Rarely" "Not_bul" "Differnt" "Boys" [59,] "b" "Rarely" "Both" "Differnt" "Boys" [60,] "g" "Rarely" "Physical" "Differnt" "Boys" [61,] "b" "Rarely" "Not_bul" "Not_bul" "Not_bul" [62,] "g" "Rarely" "Both" "Same" "Girls" [63,] "b" "Rarely" "Physical" "Differnt" "Boys" [64,] "b" "Rarely" "Physical" "Differnt" "Boys" [65,] "g" "Rarely" "Mental" "Both" "Boys" [66,] "g" "Rarely" "Mental" "Same" "Girls" [67,] "g" "Rarely" "Mental" "Same" "Girls" [68,] "b" "Rarely" "Both" "Differnt" "Boys" [69,] "g" "Rarely" "Not_bul" "Not_bul" "Girls" [70,] "b" "Rarely" "Mental" "Same" "Boys" [71,] "g" "Rarely" "Mental" "Same" "Girls" [72,] "g" "Rarely" "Mental" "Same" "Girls" [73,] "g" "Rarely" "Both" "Both" "Both" [74,] "g" "Rarely" "Mental" "Both" "Both" [75,] "b" "Rarely" "Mental" "Same" "Boys" [76,] "b" "Rarely" "Not_bul" "Not_bul" "Not_bul" [77,] "b" "Rarely" "Not_bul" "Not_bul" "Not_bul" [78,] "g" "Rarely" "Mental" "Same" "Both" [79,] "b" "Rarely" "Mental" "Both" "Boys" [80,] "g" "Rarely" "Mental" "Same" "Girls" [81,] "b" "Rarely" "Mental" "Both" "Boys" [82,] "g" "Rarely" "Physical" "Same" "Boys" [83,] "b" "Rarely" "Physical" "Same" "Boys" [84,] "b" "Rarely" "Both" "Both" "Boys" [85,] "g" "Rarely" "Mental" "Same" "Girls" [86,] "b" "Rarely" "Mental" "Differnt" "Boys" [87,] "g" "Rarely" "Mental" "Same" "Boys" [88,] "b" "Rarely" "Mental" "Both" "Boys" [89,] "g" "Rarely" "Physical" "Differnt" "Boys" [90,] "g" "Rarely" "Both" "Both" "Boys" [91,] "b" "Rarely" "Physical" "Same" "Boys" [92,] "b" "Rarely" "Mental" "Differnt" "Boys" [93,] "b" "Rarely" "Mental" "Both" "Boys" [94,] "g" "Rarely" "Mental" "Same" "Boys" [95,] "g" "Rarely" "Mental" "Same" "Girls" [96,] "b" "Rarely" "Both" "Same" "Boys" [97,] "b" "Rarely" "Mental" "Same" "Boys" [98,] "b" "Rarely" "Physical" "Same" "Boys" [99,] "b" "Rarely" "Mental" "Same" "Boys" [100,] "b" "Rarely" "Physical" "Same" "Boys" [101,] "g" "Rarely" "Mental" "Same" "Boys" [102,] "b" "Rarely" "Physical" "Differnt" "Boys" [103,] "g" "Rarely" "Both" "Both" "Both" [104,] "g" "Rarely" "Mental" "Differnt" "Boys" [105,] "b" "Rarely" "Mental" "Differnt" "Boys" [106,] "b" "Rarely" "Physical" "Differnt" "Boys" > (table1 <- table(z[,cat1],z[,cat2])) Both Mental Not_bul Physical b 13 22 7 12 g 12 33 3 4 > (V1<-dimnames(y)[[1]][cat1]) [1] "gender" > (V2<-dimnames(y)[[1]][cat2]) [1] "type_of_bullying" > > #Note: the /var/fisher/rcomp/createtable file can be downloaded at http://www.wessa.net/cretab > load(file="/var/fisher/rcomp/createtable") > > a<-table.start() > a<-table.row.start(a) > a<-table.element(a,'Tabulation of Results',ncol(table1)+1,TRUE) > a<-table.row.end(a) > a<-table.row.start(a) > a<-table.element(a,paste(V1,' x ', V2),ncol(table1)+1,TRUE) > a<-table.row.end(a) > a<-table.row.start(a) > a<-table.element(a, ' ', 1,TRUE) > for(nc in 1:ncol(table1)){ + a<-table.element(a, colnames(table1)[nc], 1, TRUE) + } > a<-table.row.end(a) > for(nr in 1:nrow(table1) ){ + a<-table.element(a, rownames(table1)[nr], 1, TRUE) + for(nc in 1:ncol(table1) ){ + a<-table.element(a, table1[nr, nc], 1, FALSE) + } + a<-table.row.end(a) + } > a<-table.end(a) > table.save(a,file="/var/fisher/rcomp/tmp/1pzhi1386527936.tab") > (cst<-chisq.test(table1, simulate.p.value=simulate.p.value) ) Pearson's Chi-squared test data: table1 X-squared = 7.805, df = 3, p-value = 0.05022 Warning message: In chisq.test(table1, simulate.p.value = simulate.p.value) : Chi-squared approximation may be incorrect > a<-table.start() > a<-table.row.start(a) > a<-table.element(a,'Tabulation of Expected Results',ncol(table1)+1,TRUE) > a<-table.row.end(a) > a<-table.row.start(a) > a<-table.element(a,paste(V1,' x ', V2),ncol(table1)+1,TRUE) > a<-table.row.end(a) > a<-table.row.start(a) > a<-table.element(a, ' ', 1,TRUE) > for(nc in 1:ncol(table1)){ + a<-table.element(a, colnames(table1)[nc], 1, TRUE) + } > a<-table.row.end(a) > for(nr in 1:nrow(table1) ){ + a<-table.element(a, rownames(table1)[nr], 1, TRUE) + for(nc in 1:ncol(table1) ){ + a<-table.element(a, round(cst$expected[nr, nc], digits=2), 1, FALSE) + } + a<-table.row.end(a) + } > a<-table.end(a) > table.save(a,file="/var/fisher/rcomp/tmp/21swm1386527936.tab") > a<-table.start() > a<-table.row.start(a) > a<-table.element(a,'Statistical Results',2,TRUE) > a<-table.row.end(a) > a<-table.row.start(a) > a<-table.element(a, cst$method, 2,TRUE) > a<-table.row.end(a) > a<-table.row.start(a) > a<-table.element(a, 'Chi Square Statistic', 1, TRUE) > a<-table.element(a, round(cst$statistic, digits=2), 1,FALSE) > a<-table.row.end(a) > if(!simulate.p.value){ + a<-table.row.start(a) + a<-table.element(a, 'Degrees of Freedom', 1, TRUE) + a<-table.element(a, cst$parameter, 1,FALSE) + a<-table.row.end(a) + } > a<-table.row.start(a) > a<-table.element(a, 'P value', 1, TRUE) > a<-table.element(a, round(cst$p.value, digits=2), 1,FALSE) > a<-table.row.end(a) > a<-table.end(a) > table.save(a,file="/var/fisher/rcomp/tmp/3ux8m1386527936.tab") > > > > proc.time() user system elapsed 0.952 0.374 1.261