R version 2.13.0 (2011-04-13) Copyright (C) 2011 The R Foundation for Statistical Computing ISBN 3-900051-07-0 Platform: i486-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. > y <- c(96 + ,91 + ,108 + ,95 + ,105 + ,117 + ,94 + ,98 + ,120 + ,91 + ,100 + ,90 + ,123 + ,97 + ,120 + ,133 + ,141 + ,138 + ,85 + ,121 + ,74 + ,100 + ,67 + ,73 + ,116 + ,115 + ,92 + ,109 + ,120 + ,105 + ,115 + ,105 + ,122 + ,87 + ,94 + ,78 + ,135 + ,113 + ,123 + ,126 + ,127 + ,120 + ,108 + ,83 + ,117 + ,96 + ,103 + ,134 + ,112 + ,93 + ,103 + ,84 + ,116 + ,97 + ,87 + ,122 + ,111 + ,101 + ,109 + ,96 + ,100 + ,90 + ,120 + ,86 + ,85 + ,96 + ,93 + ,95 + ,127 + ,156 + ,94 + ,123 + ,80 + ,98 + ,88 + ,109 + ,98 + ,83 + ,85 + ,85 + ,76 + ,96 + ,72 + ,125 + ,121 + ,103 + ,113 + ,89 + ,108 + ,80 + ,87 + ,84 + ,93 + ,94 + ,87 + ,95 + ,106 + ,94 + ,91 + ,106 + ,103 + ,121 + ,112 + ,98 + ,91 + ,112 + ,118 + ,90 + ,80 + ,73 + ,135 + ,97 + ,82 + ,99 + ,132 + ,130 + ,67 + ,78 + ,131 + ,80 + ,121 + ,79 + ,82 + ,101 + ,91 + ,83 + ,76 + ,93 + ,73 + ,107 + ,97 + ,133 + ,74 + ,93 + ,99 + ,105 + ,95 + ,90 + ,115 + ,95 + ,115 + ,105 + ,115 + ,102 + ,92 + ,101 + ,90 + ,93 + ,102 + ,79 + 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,85 + ,79 + ,110 + ,92 + ,88 + ,56 + ,71 + ,110 + ,77 + ,66 + ,114 + ,76 + ,109 + ,125 + ,74 + ,89 + ,100 + ,77 + ,99 + ,88 + ,96 + ,87 + ,101 + ,78 + ,119 + ,105 + ,80 + ,69 + ,89 + ,69 + ,66 + ,70 + ,83 + ,81 + ,73 + ,100 + ,67 + ,108 + ,105 + ,119 + ,91 + ,102 + ,100 + ,76 + ,100 + ,86 + ,103 + ,93 + ,57 + ,115 + ,82 + ,99 + ,63 + ,166 + ,74 + ,86 + ,87 + ,101 + ,73 + ,102 + ,97 + ,86 + ,116 + ,81 + ,140 + ,93 + ,111 + ,115 + ,70 + ,68 + ,77 + ,81 + ,64 + ,111 + ,126 + ,97 + ,72 + ,88 + ,78 + ,94 + ,78 + ,70 + ,96 + ,99 + ,79 + ,102 + ,89 + ,79 + ,94 + ,89 + ,94 + ,63 + ,76 + ,55 + ,83 + ,70 + ,81 + ,130 + ,64 + ,77 + ,85 + ,104 + ,72 + ,70 + ,84 + ,106 + ,118 + ,70 + ,74 + ,75 + ,95 + ,71 + ,81 + ,103 + ,56 + ,91 + ,54 + ,76 + ,101 + ,83 + ,62 + ,67 + ,91 + ,91 + ,97 + ,63 + ,80 + ,71 + ,83 + ,88 + ,74 + ,89 + ,65 + ,103 + ,122 + ,123 + ,98 + ,97 + ,69 + ,90 + ,85 + ,60 + ,97 + ,111 + ,105 + ,72 + ,123 + ,129 + ,83 + ,86 + ,88 + ,50 + ,62 + ,79 + ,99 + ,82 + ,71 + ,124 + ,81 + ,83 + ,121 + ,65 + ,61 + ,65 + ,71 + ,71 + ,62 + ,74 + ,63 + ,75 + ,82 + ,94 + ,107 + ,94 + ,91 + ,102 + ,73 + ,107 + ,74 + ,80 + ,112 + ,71 + ,78 + ,69 + ,88 + ,106 + ,56 + ,118 + ,90 + ,76 + ,83 + ,77 + ,122 + ,85 + ,67 + ,93 + ,59 + ,92 + ,58 + ,115 + ,96 + ,120 + ,87 + ,118 + ,87 + ,101 + ,55 + ,98 + ,83 + ,102 + ,79) > par1 = '0' > #'GNU S' R Code compiled by R2WASP v. 1.0.44 () > #Author: Prof. Dr. P. Wessa > #To cite this work: AUTHOR(S), (YEAR), YOUR SOFTWARE TITLE (vNUMBER) in Free Statistics Software (v$_version), Office for Research Development and Education, URL http://www.wessa.net/rwasp_YOURPAGE.wasp/ > #Source of accompanying publication: Office for Research, Development, and Education > #Technical description: Write here your technical program description (don't use hard returns!) > par1 <- as.numeric(par1) > library(lattice) > z <- as.data.frame(cbind(x,y)) > m <- lm(y~x) > summary(m) Call: lm(formula = y ~ x) Residuals: Min 1Q Median 3Q Max -3.9720 -1.0551 -0.0011 1.0032 4.9989 Coefficients: Estimate Std. Error t value Pr(>|t|) (Intercept) 9.225609 0.294588 31.32 <2e-16 *** x 1.053936 0.003326 316.84 <2e-16 *** --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Residual standard error: 1.546 on 651 degrees of freedom Multiple R-squared: 0.9936, Adjusted R-squared: 0.9935 F-statistic: 1.004e+05 on 1 and 651 DF, p-value: < 2.2e-16 > postscript(file="/var/wessaorg/rcomp/tmp/1s49k1321348225.ps",horizontal=F,onefile=F,pagecentre=F,paper="special",width=8.3333333333333,height=5.5555555555556) > plot(z,main='Scatterplot, lowess, and regression line') > lines(lowess(z),col='red') > abline(m) > grid() > dev.off() null device 1 > postscript(file="/var/wessaorg/rcomp/tmp/2felw1321348225.ps",horizontal=F,onefile=F,pagecentre=F,paper="special",width=8.3333333333333,height=5.5555555555556) > m2 <- lm(m$fitted.values ~ x) > summary(m2) Call: lm(formula = m$fitted.values ~ x) Residuals: Min 1Q Median 3Q Max -1.903e-14 -4.393e-15 1.470e-16 3.366e-15 9.660e-14 Coefficients: Estimate Std. Error t value Pr(>|t|) (Intercept) 9.226e+00 1.175e-15 7.849e+15 <2e-16 *** x 1.054e+00 1.327e-17 7.941e+16 <2e-16 *** --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Residual standard error: 6.169e-15 on 651 degrees of freedom Multiple R-squared: 1, Adjusted R-squared: 1 F-statistic: 6.306e+33 on 1 and 651 DF, p-value: < 2.2e-16 > z2 <- as.data.frame(cbind(x,m$fitted.values)) > names(z2) <- list('x','Fitted') > plot(z2,main='Scatterplot, lowess, and regression line') > lines(lowess(z2),col='red') > abline(m2) > grid() > dev.off() null device 1 > postscript(file="/var/wessaorg/rcomp/tmp/3hsha1321348225.ps",horizontal=F,onefile=F,pagecentre=F,paper="special",width=8.3333333333333,height=5.5555555555556) > m3 <- lm(m$residuals ~ x) > summary(m3) Call: lm(formula = m$residuals ~ x) Residuals: Min 1Q Median 3Q Max -3.9720 -1.0551 -0.0011 1.0032 4.9989 Coefficients: Estimate Std. Error t value Pr(>|t|) (Intercept) 1.871e-18 2.946e-01 0 1 x -1.050e-20 3.326e-03 0 1 Residual standard error: 1.546 on 651 degrees of freedom Multiple R-squared: 1.905e-34, Adjusted R-squared: -0.001536 F-statistic: 1.24e-31 on 1 and 651 DF, p-value: 1 > z3 <- as.data.frame(cbind(x,m$residuals)) > names(z3) <- list('x','Residuals') > plot(z3,main='Scatterplot, lowess, and regression line') > lines(lowess(z3),col='red') > abline(m3) > grid() > dev.off() null device 1 > postscript(file="/var/wessaorg/rcomp/tmp/4l2u51321348225.ps",horizontal=F,onefile=F,pagecentre=F,paper="special",width=8.3333333333333,height=5.5555555555556) > m4 <- lm(m$fitted.values ~ m$residuals) > summary(m4) Call: lm(formula = m$fitted.values ~ m$residuals) Residuals: Min 1Q Median 3Q Max -38.652 -14.411 -2.818 11.937 106.791 Coefficients: Estimate Std. Error t value Pr(>|t|) (Intercept) 1.006e+02 7.513e-01 133.9 <2e-16 *** m$residuals -1.166e-16 4.867e-01 0.0 1 --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Residual standard error: 19.2 on 651 degrees of freedom Multiple R-squared: 2.567e-31, Adjusted R-squared: -0.001536 F-statistic: 1.671e-28 on 1 and 651 DF, p-value: 1 > z4 <- as.data.frame(cbind(m$residuals,m$fitted.values)) > names(z4) <- list('Residuals','Fitted') > plot(z4,main='Scatterplot, lowess, and regression line') > lines(lowess(z4),col='red') > abline(m4) > grid() > dev.off() null device 1 > postscript(file="/var/wessaorg/rcomp/tmp/5rbxr1321348225.ps",horizontal=F,onefile=F,pagecentre=F,paper="special",width=8.3333333333333,height=5.5555555555556) > myr <- as.ts(m$residuals) > z5 <- as.data.frame(cbind(lag(myr,1),myr)) > names(z5) <- list('Lagged Residuals','Residuals') > plot(z5,main='Lag plot') > m5 <- lm(z5) > summary(m5) Call: lm(formula = z5) Residuals: Min 1Q Median 3Q Max -3.8228 -1.0754 -0.0023 1.0519 5.0490 Coefficients: Estimate Std. Error t value Pr(>|t|) (Intercept) 0.0008702 0.0603442 0.014 0.9885 Residuals -0.0891632 0.0390898 -2.281 0.0229 * --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Residual standard error: 1.541 on 650 degrees of freedom (2 observations deleted due to missingness) Multiple R-squared: 0.007941, Adjusted R-squared: 0.006415 F-statistic: 5.203 on 1 and 650 DF, p-value: 0.02287 > abline(m5) > grid() > dev.off() null device 1 > postscript(file="/var/wessaorg/rcomp/tmp/6kjq01321348225.ps",horizontal=F,onefile=F,pagecentre=F,paper="special",width=8.3333333333333,height=5.5555555555556) > hist(m$residuals,main='Residual Histogram',xlab='Residuals') > dev.off() null device 1 > postscript(file="/var/wessaorg/rcomp/tmp/76ycr1321348225.ps",horizontal=F,onefile=F,pagecentre=F,paper="special",width=8.3333333333333,height=5.5555555555556) > if (par1 > 0) + { + densityplot(~m$residuals,col='black',main=paste('Density Plot bw = ',par1),bw=par1) + } else { + densityplot(~m$residuals,col='black',main='Density Plot') + } > dev.off() null device 1 > postscript(file="/var/wessaorg/rcomp/tmp/8fl871321348225.ps",horizontal=F,onefile=F,pagecentre=F,paper="special",width=8.3333333333333,height=5.5555555555556) > acf(m$residuals,main='Residual Autocorrelation Function') > dev.off() null device 1 > postscript(file="/var/wessaorg/rcomp/tmp/9qis61321348225.ps",horizontal=F,onefile=F,pagecentre=F,paper="special",width=8.3333333333333,height=5.5555555555556) > qqnorm(x) > qqline(x) > grid() > dev.off() null device 1 > > #Note: the /var/wessaorg/rcomp/createtable file can be downloaded at http://www.wessa.net/cretab > load(file="/var/wessaorg/rcomp/createtable") > > a<-table.start() > a<-table.row.start(a) > a<-table.element(a,'Simple Linear Regression',5,TRUE) > a<-table.row.end(a) > a<-table.row.start(a) > a<-table.element(a,'Statistics',1,TRUE) > a<-table.element(a,'Estimate',1,TRUE) > a<-table.element(a,'S.D.',1,TRUE) > a<-table.element(a,'T-STAT (H0: coeff=0)',1,TRUE) > a<-table.element(a,'P-value (two-sided)',1,TRUE) > a<-table.row.end(a) > a<-table.row.start(a) > a<-table.element(a,'constant term',header=TRUE) > a<-table.element(a,m$coefficients[[1]]) > sd <- sqrt(vcov(m)[1,1]) > a<-table.element(a,sd) > tstat <- m$coefficients[[1]]/sd > a<-table.element(a,tstat) > pval <- 2*(1-pt(abs(tstat),length(x)-2)) > a<-table.element(a,pval) > a<-table.row.end(a) > a<-table.row.start(a) > a<-table.element(a,'slope',header=TRUE) > a<-table.element(a,m$coefficients[[2]]) > sd <- sqrt(vcov(m)[2,2]) > a<-table.element(a,sd) > tstat <- m$coefficients[[2]]/sd > a<-table.element(a,tstat) > pval <- 2*(1-pt(abs(tstat),length(x)-2)) > a<-table.element(a,pval) > a<-table.row.end(a) > a<-table.end(a) > table.save(a,file="/var/wessaorg/rcomp/tmp/10wd2e1321348225.tab") > > try(system("convert tmp/1s49k1321348225.ps tmp/1s49k1321348225.png",intern=TRUE)) character(0) > try(system("convert tmp/2felw1321348225.ps tmp/2felw1321348225.png",intern=TRUE)) character(0) > try(system("convert tmp/3hsha1321348225.ps tmp/3hsha1321348225.png",intern=TRUE)) character(0) > try(system("convert tmp/4l2u51321348225.ps tmp/4l2u51321348225.png",intern=TRUE)) character(0) > try(system("convert tmp/5rbxr1321348225.ps tmp/5rbxr1321348225.png",intern=TRUE)) character(0) > try(system("convert tmp/6kjq01321348225.ps tmp/6kjq01321348225.png",intern=TRUE)) character(0) > try(system("convert tmp/76ycr1321348225.ps tmp/76ycr1321348225.png",intern=TRUE)) character(0) > try(system("convert tmp/8fl871321348225.ps tmp/8fl871321348225.png",intern=TRUE)) character(0) > try(system("convert tmp/9qis61321348225.ps tmp/9qis61321348225.png",intern=TRUE)) character(0) > > > proc.time() user system elapsed 3.070 0.456 3.692