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. 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,51567 + ,30 + ,21 + ,14 + ,45 + ,28207 + ,12 + ,325107 + ,99 + ,84 + ,36 + ,126 + ,79215 + ,12 + ,119016 + ,52 + ,118 + ,23 + ,74 + ,78664 + ,12 + ,265769 + ,146 + ,96 + ,32 + ,120 + ,83122) + ,dim=c(7 + ,289) + ,dimnames=list(c('Maand' + ,'Time_in_rfc' + ,'Logins' + ,'Blogged_computations' + ,'Compendiums_reviewed' + ,'Feedback_messages_p120' + ,'Total_number_of_characters') + ,1:289)) > y <- array(NA,dim=c(7,289),dimnames=list(c('Maand','Time_in_rfc','Logins','Blogged_computations','Compendiums_reviewed','Feedback_messages_p120','Total_number_of_characters'),1:289)) > for (i in 1:dim(x)[1]) + { + for (j in 1:dim(x)[2]) + { + y[i,j] <- as.numeric(x[i,j]) + } + } > par3 = 'Linear Trend' > par2 = 'Do not include Seasonal Dummies' > par1 = '2' > library(lattice) > library(lmtest) Loading required package: zoo > n25 <- 25 #minimum number of obs. for Goldfeld-Quandt test > par1 <- as.numeric(par1) > x <- t(y) > k <- length(x[1,]) > n <- length(x[,1]) > x1 <- cbind(x[,par1], x[,1:k!=par1]) > mycolnames <- c(colnames(x)[par1], colnames(x)[1:k!=par1]) > colnames(x1) <- mycolnames #colnames(x)[par1] > x <- x1 > if (par3 == 'First Differences'){ + x2 <- array(0, dim=c(n-1,k), dimnames=list(1:(n-1), paste('(1-B)',colnames(x),sep=''))) + for (i in 1:n-1) { + for (j in 1:k) { + x2[i,j] <- x[i+1,j] - x[i,j] + } + } + x <- x2 + } > if (par2 == 'Include Monthly Dummies'){ + x2 <- array(0, dim=c(n,11), dimnames=list(1:n, paste('M', seq(1:11), sep =''))) + for (i in 1:11){ + x2[seq(i,n,12),i] <- 1 + } + x <- cbind(x, x2) + } > if (par2 == 'Include Quarterly Dummies'){ + x2 <- array(0, dim=c(n,3), dimnames=list(1:n, paste('Q', seq(1:3), sep =''))) + for (i in 1:3){ + x2[seq(i,n,4),i] <- 1 + } + x <- cbind(x, x2) + } > k <- length(x[1,]) > if (par3 == 'Linear Trend'){ + x <- cbind(x, c(1:n)) + colnames(x)[k+1] <- 't' + } > x Time_in_rfc Maand Logins Blogged_computations Compendiums_reviewed 1 14688 10 10 4 0 2 46660 10 20 12 5 3 7199 10 5 7 0 4 21054 10 16 4 0 5 80953 10 25 49 8 6 19349 10 11 13 1 7 173260 11 63 41 21 8 38214 11 34 16 8 9 17547 11 5 0 1 10 43287 11 14 13 19 11 78800 11 42 20 26 12 65029 11 17 21 18 13 31414 11 19 18 8 14 7176 11 17 0 0 15 24188 11 24 8 4 16 61857 11 25 23 11 17 22938 11 10 12 1 18 43410 11 19 7 1 19 19764 11 12 10 2 20 53117 11 22 3 12 21 33170 11 18 1 18 22 232138 11 62 131 31 23 111665 11 34 39 28 24 152871 11 58 59 28 25 100750 11 72 83 30 26 221698 11 45 105 33 27 209641 11 42 62 24 28 52746 11 25 0 26 29 215641 11 46 71 32 30 85439 11 33 32 28 31 145790 11 63 30 26 32 132943 11 40 83 39 33 132487 11 41 71 36 34 135473 11 41 82 23 35 84853 11 31 38 30 36 210767 11 60 94 35 37 97839 11 38 25 24 38 120221 11 37 53 22 39 224549 11 50 54 31 40 116408 11 61 34 39 41 158015 11 29 59 31 42 150629 12 44 85 33 43 123185 12 40 49 22 44 124817 12 40 47 25 45 104389 12 45 135 41 46 162765 12 32 68 28 47 149061 12 44 43 26 48 84207 12 29 14 30 49 201940 12 38 109 31 50 168809 12 66 76 28 51 176508 12 54 60 38 52 99466 12 50 28 23 53 106408 12 30 33 14 54 344297 12 75 80 30 55 218946 12 41 76 29 56 122774 12 45 24 24 57 153935 12 33 50 25 58 206161 12 71 75 28 59 183167 12 66 91 39 60 144966 12 144 39 32 61 34662 12 25 18 6 62 116048 12 64 50 20 63 77945 12 20 28 19 64 65490 12 22 27 16 65 81872 12 45 32 16 66 101011 12 34 30 13 67 71965 12 35 32 15 68 72880 12 33 14 19 69 62792 12 35 28 15 70 31774 12 23 0 17 71 182192 12 52 77 40 72 67989 12 21 23 18 73 52915 12 14 20 18 74 56375 12 30 10 13 75 30989 12 14 5 17 76 135131 12 66 38 15 77 76990 12 27 42 17 78 64175 12 42 37 18 79 59194 12 31 7 24 80 53515 12 28 5 22 81 89746 12 36 28 18 82 49862 12 37 17 14 83 85574 12 34 37 21 84 220801 12 75 51 18 85 49289 12 19 15 24 86 135781 12 31 45 14 87 82316 12 32 27 10 88 133368 12 36 37 16 89 92499 12 32 25 18 90 37460 12 20 5 7 91 91735 12 35 7 18 92 187681 12 62 114 28 93 79619 12 43 42 11 94 98104 12 54 55 17 95 80949 12 17 11 16 96 31706 12 13 26 10 97 70344 12 28 20 16 98 99923 12 66 44 25 99 91899 12 35 18 15 100 235454 12 73 151 32 101 46455 12 20 22 17 102 60812 12 44 26 13 103 77648 12 47 31 16 104 101523 12 42 59 22 105 254488 12 83 120 39 106 103597 12 43 27 16 107 136084 12 30 27 13 108 62088 12 38 13 16 109 86680 12 31 37 14 110 38395 12 31 16 16 111 179321 12 89 108 30 112 40248 12 16 8 4 113 70551 12 31 23 15 114 84105 12 20 17 17 115 112611 12 41 46 20 116 73624 12 24 30 17 117 89806 12 42 27 16 118 98866 12 18 25 13 119 61254 12 46 36 14 120 99643 12 55 33 17 121 310839 12 92 130 24 122 181633 12 70 47 30 123 50090 12 20 16 17 124 92661 12 61 40 17 125 46698 12 45 14 13 126 61361 12 77 27 12 127 84337 12 26 38 14 128 72535 12 14 17 16 129 84856 12 29 29 17 130 124064 12 40 43 22 131 54157 12 19 37 15 132 76302 12 31 29 20 133 59382 12 49 29 12 134 65745 12 53 26 21 135 74914 12 30 35 23 136 101645 12 63 20 11 137 73504 12 35 23 7 138 99373 12 63 12 18 139 135458 12 81 43 12 140 184510 12 49 64 40 141 385534 12 92 121 25 142 108043 12 62 45 14 143 328107 12 65 129 41 144 362301 12 119 76 34 145 130585 12 46 67 29 146 85709 12 44 21 10 147 174184 12 53 72 25 148 81437 12 38 37 14 149 120982 12 56 58 28 150 187559 12 121 75 36 151 235800 12 94 105 23 152 220516 12 62 98 32 153 210907 12 56 79 30 154 155754 12 61 74 20 155 152299 12 53 62 33 156 79863 12 37 29 22 157 346485 12 90 118 38 158 135649 12 46 99 30 159 134019 12 53 32 18 160 167488 12 45 69 28 161 108446 12 60 22 17 162 27634 12 20 2 16 163 232317 12 54 118 33 164 22648 12 19 12 13 165 119308 12 30 32 16 166 194979 12 62 66 40 167 81240 12 66 58 17 168 121848 12 39 37 17 169 86678 12 40 12 15 170 73566 12 32 22 23 171 102010 12 53 28 13 172 151101 12 32 48 35 173 207176 12 70 56 32 174 165543 12 65 70 32 175 182999 12 88 73 34 176 256462 12 105 123 35 177 244052 12 68 101 44 178 63123 12 43 34 17 179 87186 12 54 28 15 180 182079 12 63 124 33 181 95227 12 34 37 32 182 165446 12 33 69 25 183 229242 12 247 63 31 184 167542 12 66 59 28 185 225060 12 93 93 41 186 164709 12 109 81 31 187 131698 12 65 60 19 188 56613 12 19 15 12 189 250579 12 83 130 38 190 44296 12 25 10 20 191 152474 12 65 106 32 192 86230 12 44 21 17 193 258873 12 60 104 40 194 41566 12 35 0 9 195 250047 12 81 41 18 196 243511 12 71 133 42 197 62215 12 27 24 10 198 104838 12 49 46 16 199 77272 12 59 21 16 200 148446 12 91 135 37 201 69304 12 30 40 19 202 102538 12 57 50 15 203 101097 12 64 30 14 204 223632 12 73 105 33 205 141722 12 94 19 27 206 351067 12 95 136 45 207 311473 12 112 128 38 208 152601 12 48 46 24 209 215147 12 58 101 36 210 52164 12 52 32 16 211 91005 12 29 29 11 212 265318 12 117 110 52 213 299775 12 95 91 31 214 241066 12 82 75 45 215 118612 12 46 54 12 216 173326 12 88 86 44 217 225548 12 112 81 31 218 277965 12 89 115 39 219 317394 12 86 116 31 220 177939 12 82 55 36 221 92630 12 40 27 8 222 140344 12 53 33 25 223 230964 12 53 102 30 224 199476 12 70 87 32 225 174724 12 92 123 34 226 128423 12 64 32 38 227 341570 12 168 94 21 228 64187 12 27 10 16 229 150580 12 77 27 22 230 204713 12 71 68 33 231 244749 12 95 98 33 232 98146 12 40 15 17 233 351619 12 139 95 40 234 58981 12 36 0 23 235 233328 12 132 92 28 236 182613 12 39 81 28 237 89113 12 39 19 14 238 324799 12 154 158 47 239 143246 12 103 67 27 240 40151 12 29 16 9 241 158399 12 39 23 18 242 195838 12 67 111 31 243 286468 12 144 57 29 244 175824 12 107 57 20 245 143756 12 46 105 34 246 139942 12 42 54 22 247 104011 12 55 25 22 248 196553 12 57 41 29 249 180083 12 66 63 34 250 260561 12 75 114 43 251 294424 12 77 107 33 252 99611 12 35 41 21 253 131069 12 67 47 30 254 65475 12 18 16 13 255 237213 12 84 78 38 256 324598 12 110 113 37 257 170266 12 62 44 42 258 269651 12 67 106 30 259 243060 12 63 58 29 260 149112 12 56 56 35 261 174415 12 100 73 31 262 133131 12 55 44 30 263 133328 12 55 56 20 264 56653 12 45 38 18 265 50857 12 21 15 20 266 74408 12 67 29 7 267 193339 12 78 100 35 268 275541 12 63 116 33 269 96560 12 76 42 17 270 243199 12 75 88 28 271 76702 12 49 35 21 272 272458 12 65 100 43 273 103425 12 67 17 19 274 271856 12 103 109 37 275 139526 12 151 28 21 276 172494 12 52 46 43 277 120445 12 118 36 16 278 181528 12 54 32 16 279 236785 12 119 77 31 280 224330 12 83 131 39 281 202925 12 61 115 36 282 30837 12 19 8 4 283 329267 12 259 79 39 284 125930 12 75 37 17 285 204271 12 42 92 35 286 51567 12 30 21 14 287 325107 12 99 84 36 288 119016 12 52 118 23 289 265769 12 146 96 32 Feedback_messages_p120 Total_number_of_characters t 1 0 6023 1 2 13 6179 2 3 0 1644 3 4 0 855 4 5 27 56622 5 6 0 3895 6 7 78 37238 7 8 21 8773 8 9 4 3926 9 10 64 43750 10 11 66 33032 11 12 61 32551 12 13 9 14116 13 14 0 1423 14 15 7 5950 15 16 30 25162 16 17 0 1168 17 18 3 2781 18 19 4 5752 19 20 32 32689 20 21 22 22807 21 22 90 161647 22 23 80 49810 23 24 90 79892 24 25 93 140867 25 26 110 77873 26 27 60 97068 27 28 70 68504 28 29 92 55813 29 30 78 56926 30 31 99 38692 31 32 156 97500 32 33 98 40735 33 34 66 99645 34 35 109 61542 35 36 133 117478 36 37 66 94785 37 38 69 43836 38 39 114 120662 39 40 31 71570 40 41 114 71220 41 42 113 71595 42 43 51 38361 43 44 81 30727 44 45 148 123969 45 46 107 120293 46 47 93 116174 47 48 101 111194 48 49 92 85872 49 50 100 72260 50 51 93 83123 51 52 69 192565 52 53 37 31081 53 54 108 67654 54 55 96 80670 55 56 69 15986 56 57 84 65553 57 58 99 73107 58 59 138 82875 59 60 50 37510 60 61 7 36278 61 62 50 33416 62 63 67 25272 63 64 40 18653 64 65 61 27913 65 66 39 27570 66 67 56 46090 67 68 67 24094 68 69 51 30884 69 70 47 4143 70 71 138 70054 71 72 57 33747 72 73 49 24006 73 74 40 41385 74 75 41 4154 75 76 60 34029 76 77 67 24069 77 78 59 21792 78 79 68 37636 79 80 81 12934 80 81 55 24760 81 82 54 36341 82 83 36 24266 83 84 63 44418 84 85 44 10672 85 86 44 24874 86 87 38 21233 87 88 57 32755 88 89 55 21399 89 90 14 3738 90 91 49 16563 91 92 91 92945 92 93 32 20760 93 94 47 25568 94 95 56 18472 95 96 25 25139 96 97 61 28904 97 98 80 32334 98 99 33 36874 99 100 106 89275 100 101 12 11342 101 102 43 22574 102 103 52 21280 103 104 87 61056 104 105 117 103772 105 106 49 23789 106 107 41 27142 107 108 38 14483 108 109 49 22197 109 110 43 16380 110 111 103 101193 111 112 7 5444 112 113 47 30143 113 114 63 20055 114 115 73 26706 115 116 40 19499 116 117 40 27975 117 118 39 23517 118 119 30 13310 119 120 46 54968 120 121 85 162901 121 122 73 64466 122 123 36 21152 123 124 41 35232 124 125 33 10288 125 126 25 13294 126 127 35 24548 127 128 39 19540 128 129 43 41369 129 130 86 22827 130 131 30 18625 131 132 68 30976 132 133 24 26263 133 134 42 38084 134 135 79 65892 135 136 38 17140 136 137 3 35130 137 138 62 28394 138 139 29 19474 139 140 140 110681 140 141 91 119182 141 142 38 34553 142 143 144 105547 143 144 110 100708 144 145 107 95364 145 146 35 35944 146 147 70 55183 147 148 40 28579 148 149 103 84786 149 150 116 73511 150 151 62 149193 151 152 119 55801 152 153 94 112285 153 154 31 40652 154 155 98 61370 155 156 49 29011 156 157 111 106117 157 158 108 62133 158 159 54 28987 159 160 72 83737 160 161 65 46300 161 162 17 5839 162 163 106 129838 163 164 28 44339 164 165 58 23686 165 166 151 74011 166 167 50 45549 167 168 52 30594 168 169 50 29156 169 170 67 22618 170 171 44 44332 171 172 124 83209 172 173 114 87011 173 174 90 51633 174 175 104 225920 175 176 124 105195 176 177 164 143558 177 178 60 39067 178 179 48 51776 179 180 118 102860 180 181 48 34777 181 182 60 57635 182 183 119 91721 183 184 70 55461 184 185 139 109825 185 186 63 87771 186 187 59 65622 187 188 35 8019 188 189 120 103487 189 190 38 18779 190 191 83 65567 191 192 54 18632 192 193 124 80444 193 194 27 13497 194 195 61 83305 195 196 110 101338 196 197 25 19546 197 198 52 29236 198 199 48 27507 199 200 129 126846 200 201 40 22818 201 202 45 45833 202 203 41 31701 203 204 120 72654 204 205 36 75345 205 206 160 213688 206 207 129 132068 207 208 46 73224 208 209 117 99052 209 210 43 16734 210 211 23 32073 211 212 197 115929 212 213 97 98952 213 214 93 67267 214 215 43 30080 215 216 148 71701 216 217 94 85323 217 218 133 139077 218 219 82 91413 219 220 73 46821 220 221 24 18513 221 222 73 51715 222 223 115 133824 223 224 105 135400 224 225 120 69112 225 226 120 92696 226 227 78 117105 227 228 54 20154 228 229 71 45588 229 230 69 41140 230 231 115 76643 231 232 48 27114 232 233 141 115168 233 234 61 42744 234 235 102 120733 235 236 99 138599 236 237 32 82206 237 238 168 97668 238 239 104 106671 239 240 19 13127 240 241 57 32928 241 242 98 102372 242 243 107 89691 243 244 77 39992 244 245 120 69094 245 246 87 65461 246 247 79 63339 247 248 99 95260 248 249 70 53855 249 250 158 90183 250 251 124 101494 251 252 67 45097 252 253 83 51513 253 254 46 69008 254 255 123 66198 255 256 133 135777 256 257 122 74007 257 258 93 70106 258 259 104 111813 259 260 95 60578 260 261 114 82753 261 262 90 57793 262 263 56 40909 263 264 49 27717 264 265 37 36944 265 266 21 34988 266 267 71 84651 267 268 115 93133 268 269 38 22996 269 270 105 95536 270 271 42 49303 271 272 152 93815 272 273 46 25659 273 274 86 54990 274 275 77 48259 275 276 139 86687 276 277 56 51009 277 278 60 40662 278 279 71 101481 279 280 132 130115 280 281 134 114789 281 282 4 2325 282 283 140 115762 283 284 65 32387 284 285 116 74163 285 286 45 28207 286 287 126 79215 287 288 74 78664 288 289 120 83122 289 > k <- length(x[1,]) > df <- as.data.frame(x) > (mylm <- lm(df)) Call: lm(formula = df) Coefficients: (Intercept) Maand -5997.0124 585.5924 Logins Blogged_computations 725.8121 923.2352 Compendiums_reviewed Feedback_messages_p120 498.1369 265.2097 Total_number_of_characters t 0.2482 28.0229 > (mysum <- summary(mylm)) Call: lm(formula = df) Residuals: Min 1Q Median 3Q Max -145646 -18544 -2553 15235 153080 Coefficients: Estimate Std. Error t value Pr(>|t|) (Intercept) -5.997e+03 7.273e+04 -0.082 0.93435 Maand 5.856e+02 6.386e+03 0.092 0.92700 Logins 7.258e+02 8.598e+01 8.442 1.68e-15 *** Blogged_computations 9.232e+02 1.056e+02 8.745 < 2e-16 *** Compendiums_reviewed 4.981e+02 5.338e+02 0.933 0.35149 Feedback_messages_p120 2.652e+02 1.498e+02 1.771 0.07772 . Total_number_of_characters 2.482e-01 9.195e-02 2.699 0.00737 ** t 2.802e+01 3.473e+01 0.807 0.42047 --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Residual standard error: 36780 on 281 degrees of freedom Multiple R-squared: 0.8053, Adjusted R-squared: 0.8005 F-statistic: 166 on 7 and 281 DF, p-value: < 2.2e-16 > if (n > n25) { + kp3 <- k + 3 + nmkm3 <- n - k - 3 + gqarr <- array(NA, dim=c(nmkm3-kp3+1,3)) + numgqtests <- 0 + numsignificant1 <- 0 + numsignificant5 <- 0 + numsignificant10 <- 0 + for (mypoint in kp3:nmkm3) { + j <- 0 + numgqtests <- numgqtests + 1 + for (myalt in c('greater', 'two.sided', 'less')) { + j <- j + 1 + gqarr[mypoint-kp3+1,j] <- gqtest(mylm, point=mypoint, alternative=myalt)$p.value + } + if (gqarr[mypoint-kp3+1,2] < 0.01) numsignificant1 <- numsignificant1 + 1 + if (gqarr[mypoint-kp3+1,2] < 0.05) numsignificant5 <- numsignificant5 + 1 + if (gqarr[mypoint-kp3+1,2] < 0.10) numsignificant10 <- numsignificant10 + 1 + } + gqarr + } [,1] [,2] [,3] [1,] 1.070793e-01 2.141586e-01 0.8929207 [2,] 3.888741e-02 7.777483e-02 0.9611126 [3,] 1.836929e-02 3.673859e-02 0.9816307 [4,] 6.382970e-03 1.276594e-02 0.9936170 [5,] 1.968840e-03 3.937679e-03 0.9980312 [6,] 7.178486e-04 1.435697e-03 0.9992822 [7,] 2.070586e-04 4.141173e-04 0.9997929 [8,] 1.251743e-04 2.503486e-04 0.9998748 [9,] 3.872526e-05 7.745051e-05 0.9999613 [10,] 3.368473e-05 6.736946e-05 0.9999663 [11,] 3.747388e-05 7.494777e-05 0.9999625 [12,] 1.195510e-05 2.391021e-05 0.9999880 [13,] 4.298353e-06 8.596706e-06 0.9999957 [14,] 4.635105e-06 9.270211e-06 0.9999954 [15,] 1.677985e-03 3.355971e-03 0.9983220 [16,] 1.167861e-03 2.335723e-03 0.9988321 [17,] 8.926185e-02 1.785237e-01 0.9107381 [18,] 6.451885e-02 1.290377e-01 0.9354812 [19,] 5.577483e-02 1.115497e-01 0.9442252 [20,] 5.236767e-02 1.047353e-01 0.9476323 [21,] 3.716812e-02 7.433624e-02 0.9628319 [22,] 6.425261e-02 1.285052e-01 0.9357474 [23,] 1.081028e-01 2.162056e-01 0.8918972 [24,] 8.608288e-02 1.721658e-01 0.9139171 [25,] 6.852569e-02 1.370514e-01 0.9314743 [26,] 5.730937e-02 1.146187e-01 0.9426906 [27,] 4.796031e-02 9.592063e-02 0.9520397 [28,] 3.539095e-02 7.078190e-02 0.9646091 [29,] 1.356792e-01 2.713584e-01 0.8643208 [30,] 1.121769e-01 2.243539e-01 0.8878231 [31,] 9.322993e-02 1.864599e-01 0.9067701 [32,] 8.427442e-02 1.685488e-01 0.9157256 [33,] 6.583602e-02 1.316720e-01 0.9341640 [34,] 5.029258e-02 1.005852e-01 0.9497074 [35,] 3.398813e-01 6.797626e-01 0.6601187 [36,] 3.423093e-01 6.846186e-01 0.6576907 [37,] 3.062270e-01 6.124540e-01 0.6937730 [38,] 2.700745e-01 5.401490e-01 0.7299255 [39,] 2.665830e-01 5.331660e-01 0.7334170 [40,] 2.405487e-01 4.810974e-01 0.7594513 [41,] 2.124502e-01 4.249005e-01 0.7875498 [42,] 2.038256e-01 4.076513e-01 0.7961744 [43,] 1.762348e-01 3.524697e-01 0.8237652 [44,] 6.118894e-01 7.762212e-01 0.3881106 [45,] 6.431736e-01 7.136527e-01 0.3568264 [46,] 6.244410e-01 7.511179e-01 0.3755590 [47,] 5.899290e-01 8.201419e-01 0.4100710 [48,] 5.716608e-01 8.566784e-01 0.4283392 [49,] 6.118212e-01 7.763575e-01 0.3881788 [50,] 8.072425e-01 3.855151e-01 0.1927575 [51,] 8.135053e-01 3.729895e-01 0.1864947 [52,] 8.052088e-01 3.895825e-01 0.1947912 [53,] 7.833569e-01 4.332863e-01 0.2166431 [54,] 7.586754e-01 4.826493e-01 0.2413246 [55,] 7.503413e-01 4.993173e-01 0.2496587 [56,] 7.198922e-01 5.602156e-01 0.2801078 [57,] 7.067634e-01 5.864733e-01 0.2932366 [58,] 6.754956e-01 6.490088e-01 0.3245044 [59,] 6.602218e-01 6.795564e-01 0.3397782 [60,] 6.322475e-01 7.355049e-01 0.3677525 [61,] 5.945214e-01 8.109573e-01 0.4054786 [62,] 5.560044e-01 8.879913e-01 0.4439956 [63,] 5.178327e-01 9.643345e-01 0.4821673 [64,] 4.790074e-01 9.580149e-01 0.5209926 [65,] 4.423345e-01 8.846691e-01 0.5576655 [66,] 4.061451e-01 8.122902e-01 0.5938549 [67,] 3.797922e-01 7.595843e-01 0.6202078 [68,] 3.807523e-01 7.615045e-01 0.6192477 [69,] 3.470522e-01 6.941043e-01 0.6529478 [70,] 3.155069e-01 6.310139e-01 0.6844931 [71,] 2.821825e-01 5.643651e-01 0.7178175 [72,] 2.649815e-01 5.299631e-01 0.7350185 [73,] 2.344489e-01 4.688978e-01 0.7655511 [74,] 3.330874e-01 6.661748e-01 0.6669126 [75,] 2.995845e-01 5.991690e-01 0.7004155 [76,] 3.091381e-01 6.182762e-01 0.6908619 [77,] 2.774900e-01 5.549800e-01 0.7225100 [78,] 2.734173e-01 5.468346e-01 0.7265827 [79,] 2.450575e-01 4.901150e-01 0.7549425 [80,] 2.168716e-01 4.337433e-01 0.7831284 [81,] 2.029484e-01 4.058967e-01 0.7970516 [82,] 1.945915e-01 3.891830e-01 0.8054085 [83,] 1.780888e-01 3.561776e-01 0.8219112 [84,] 1.698197e-01 3.396393e-01 0.8301803 [85,] 1.588891e-01 3.177782e-01 0.8411109 [86,] 1.443607e-01 2.887213e-01 0.8556393 [87,] 1.248573e-01 2.497147e-01 0.8751427 [88,] 1.300063e-01 2.600125e-01 0.8699937 [89,] 1.182519e-01 2.365038e-01 0.8817481 [90,] 1.072219e-01 2.144438e-01 0.8927781 [91,] 9.140201e-02 1.828040e-01 0.9085980 [92,] 8.384396e-02 1.676879e-01 0.9161560 [93,] 7.370535e-02 1.474107e-01 0.9262946 [94,] 7.116335e-02 1.423267e-01 0.9288367 [95,] 6.126315e-02 1.225263e-01 0.9387368 [96,] 5.311610e-02 1.062322e-01 0.9468839 [97,] 7.624082e-02 1.524816e-01 0.9237592 [98,] 6.436560e-02 1.287312e-01 0.9356344 [99,] 5.380371e-02 1.076074e-01 0.9461963 [100,] 4.934258e-02 9.868516e-02 0.9506574 [101,] 6.027359e-02 1.205472e-01 0.9397264 [102,] 5.166252e-02 1.033250e-01 0.9483375 [103,] 4.289873e-02 8.579746e-02 0.9571013 [104,] 3.785777e-02 7.571555e-02 0.9621422 [105,] 3.108215e-02 6.216430e-02 0.9689178 [106,] 2.539989e-02 5.079978e-02 0.9746001 [107,] 2.069971e-02 4.139942e-02 0.9793003 [108,] 2.139061e-02 4.278122e-02 0.9786094 [109,] 1.964565e-02 3.929130e-02 0.9803544 [110,] 1.592699e-02 3.185398e-02 0.9840730 [111,] 2.124947e-02 4.249893e-02 0.9787505 [112,] 2.059682e-02 4.119364e-02 0.9794032 [113,] 1.667578e-02 3.335156e-02 0.9833242 [114,] 1.465350e-02 2.930699e-02 0.9853465 [115,] 1.289100e-02 2.578199e-02 0.9871090 [116,] 1.426649e-02 2.853298e-02 0.9857335 [117,] 1.145836e-02 2.291673e-02 0.9885416 [118,] 9.867756e-03 1.973551e-02 0.9901322 [119,] 7.826102e-03 1.565220e-02 0.9921739 [120,] 6.299745e-03 1.259949e-02 0.9937003 [121,] 5.154514e-03 1.030903e-02 0.9948455 [122,] 4.106555e-03 8.213110e-03 0.9958934 [123,] 3.608119e-03 7.216237e-03 0.9963919 [124,] 3.337765e-03 6.675530e-03 0.9966622 [125,] 3.033791e-03 6.067581e-03 0.9969662 [126,] 2.394575e-03 4.789149e-03 0.9976054 [127,] 1.885167e-03 3.770335e-03 0.9981148 [128,] 1.432483e-03 2.864967e-03 0.9985675 [129,] 1.115557e-03 2.231114e-03 0.9988844 [130,] 8.662463e-04 1.732493e-03 0.9991338 [131,] 2.252983e-02 4.505966e-02 0.9774702 [132,] 1.873482e-02 3.746963e-02 0.9812652 [133,] 3.316767e-02 6.633534e-02 0.9668323 [134,] 1.616717e-01 3.233433e-01 0.8383283 [135,] 1.630641e-01 3.261282e-01 0.8369359 [136,] 1.442090e-01 2.884180e-01 0.8557910 [137,] 1.310761e-01 2.621523e-01 0.8689239 [138,] 1.153573e-01 2.307147e-01 0.8846427 [139,] 1.217306e-01 2.434613e-01 0.8782694 [140,] 1.391801e-01 2.783603e-01 0.8608199 [141,] 1.214366e-01 2.428731e-01 0.8785634 [142,] 1.098975e-01 2.197950e-01 0.8901025 [143,] 1.014260e-01 2.028520e-01 0.8985740 [144,] 8.876944e-02 1.775389e-01 0.9112306 [145,] 7.604981e-02 1.520996e-01 0.9239502 [146,] 6.502752e-02 1.300550e-01 0.9349725 [147,] 1.421331e-01 2.842662e-01 0.8578669 [148,] 1.619315e-01 3.238630e-01 0.8380685 [149,] 1.564370e-01 3.128740e-01 0.8435630 [150,] 1.396665e-01 2.793330e-01 0.8603335 [151,] 1.223884e-01 2.447768e-01 0.8776116 [152,] 1.059947e-01 2.119895e-01 0.8940053 [153,] 9.152422e-02 1.830484e-01 0.9084758 [154,] 8.624493e-02 1.724899e-01 0.9137551 [155,] 8.613403e-02 1.722681e-01 0.9138660 [156,] 7.365054e-02 1.473011e-01 0.9263495 [157,] 9.371298e-02 1.874260e-01 0.9062870 [158,] 8.745704e-02 1.749141e-01 0.9125430 [159,] 7.675593e-02 1.535119e-01 0.9232441 [160,] 6.547927e-02 1.309585e-01 0.9345207 [161,] 5.583106e-02 1.116621e-01 0.9441689 [162,] 4.723120e-02 9.446240e-02 0.9527688 [163,] 4.487575e-02 8.975150e-02 0.9551242 [164,] 3.756475e-02 7.512949e-02 0.9624353 [165,] 5.456187e-02 1.091237e-01 0.9454381 [166,] 4.851862e-02 9.703723e-02 0.9514814 [167,] 4.063376e-02 8.126752e-02 0.9593662 [168,] 4.011481e-02 8.022962e-02 0.9598852 [169,] 3.426253e-02 6.852507e-02 0.9657375 [170,] 4.218296e-02 8.436592e-02 0.9578170 [171,] 3.538789e-02 7.077579e-02 0.9646121 [172,] 3.390583e-02 6.781167e-02 0.9660942 [173,] 7.307196e-02 1.461439e-01 0.9269280 [174,] 6.307378e-02 1.261476e-01 0.9369262 [175,] 5.571741e-02 1.114348e-01 0.9442826 [176,] 6.555364e-02 1.311073e-01 0.9344464 [177,] 5.719280e-02 1.143856e-01 0.9428072 [178,] 4.828963e-02 9.657927e-02 0.9517104 [179,] 4.066869e-02 8.133739e-02 0.9593313 [180,] 3.451793e-02 6.903586e-02 0.9654821 [181,] 4.098342e-02 8.196684e-02 0.9590166 [182,] 3.374205e-02 6.748410e-02 0.9662580 [183,] 3.511881e-02 7.023762e-02 0.9648812 [184,] 2.871116e-02 5.742232e-02 0.9712888 [185,] 8.677542e-02 1.735508e-01 0.9132246 [186,] 7.497472e-02 1.499494e-01 0.9250253 [187,] 6.306305e-02 1.261261e-01 0.9369369 [188,] 5.278232e-02 1.055646e-01 0.9472177 [189,] 4.502221e-02 9.004443e-02 0.9549778 [190,] 2.748935e-01 5.497871e-01 0.7251065 [191,] 2.544590e-01 5.089181e-01 0.7455410 [192,] 2.362317e-01 4.724635e-01 0.7637683 [193,] 2.090479e-01 4.180958e-01 0.7909521 [194,] 1.831434e-01 3.662868e-01 0.8168566 [195,] 1.664815e-01 3.329630e-01 0.8335185 [196,] 1.538211e-01 3.076422e-01 0.8461789 [197,] 1.355704e-01 2.711408e-01 0.8644296 [198,] 1.208314e-01 2.416627e-01 0.8791686 [199,] 1.037097e-01 2.074195e-01 0.8962903 [200,] 1.122263e-01 2.244526e-01 0.8877737 [201,] 9.683632e-02 1.936726e-01 0.9031637 [202,] 1.000790e-01 2.001580e-01 0.8999210 [203,] 1.404193e-01 2.808387e-01 0.8595807 [204,] 1.346254e-01 2.692508e-01 0.8653746 [205,] 1.148658e-01 2.297316e-01 0.8851342 [206,] 1.548090e-01 3.096179e-01 0.8451910 [207,] 1.340137e-01 2.680274e-01 0.8659863 [208,] 1.150074e-01 2.300148e-01 0.8849926 [209,] 1.907916e-01 3.815833e-01 0.8092084 [210,] 1.654880e-01 3.309759e-01 0.8345120 [211,] 1.491809e-01 2.983617e-01 0.8508191 [212,] 1.303293e-01 2.606587e-01 0.8696707 [213,] 1.109385e-01 2.218770e-01 0.8890615 [214,] 9.936180e-02 1.987236e-01 0.9006382 [215,] 1.800852e-01 3.601704e-01 0.8199148 [216,] 2.025702e-01 4.051403e-01 0.7974298 [217,] 2.847234e-01 5.694467e-01 0.7152766 [218,] 2.513867e-01 5.027733e-01 0.7486133 [219,] 2.233600e-01 4.467200e-01 0.7766400 [220,] 2.190205e-01 4.380411e-01 0.7809795 [221,] 1.897837e-01 3.795673e-01 0.8102163 [222,] 1.682612e-01 3.365224e-01 0.8317388 [223,] 2.203229e-01 4.406458e-01 0.7796771 [224,] 1.994521e-01 3.989042e-01 0.8005479 [225,] 1.769698e-01 3.539396e-01 0.8230302 [226,] 1.505386e-01 3.010771e-01 0.8494614 [227,] 1.257698e-01 2.515397e-01 0.8742302 [228,] 1.236103e-01 2.472206e-01 0.8763897 [229,] 2.115503e-01 4.231005e-01 0.7884497 [230,] 1.819087e-01 3.638173e-01 0.8180913 [231,] 2.494903e-01 4.989805e-01 0.7505097 [232,] 2.443885e-01 4.887770e-01 0.7556115 [233,] 2.671497e-01 5.342995e-01 0.7328503 [234,] 2.294951e-01 4.589901e-01 0.7705049 [235,] 3.564464e-01 7.128929e-01 0.6435536 [236,] 3.161209e-01 6.322418e-01 0.6838791 [237,] 2.933231e-01 5.866463e-01 0.7066769 [238,] 2.778773e-01 5.557546e-01 0.7221227 [239,] 2.432295e-01 4.864589e-01 0.7567705 [240,] 2.337302e-01 4.674603e-01 0.7662698 [241,] 2.298445e-01 4.596891e-01 0.7701555 [242,] 1.994500e-01 3.989001e-01 0.8005500 [243,] 1.829561e-01 3.659122e-01 0.8170439 [244,] 1.490389e-01 2.980778e-01 0.8509611 [245,] 1.207819e-01 2.415638e-01 0.8792181 [246,] 1.147468e-01 2.294936e-01 0.8852532 [247,] 9.650634e-02 1.930127e-01 0.9034937 [248,] 1.248189e-01 2.496378e-01 0.8751811 [249,] 2.474367e-01 4.948735e-01 0.7525633 [250,] 2.112191e-01 4.224383e-01 0.7887809 [251,] 2.080722e-01 4.161443e-01 0.7919278 [252,] 1.772923e-01 3.545846e-01 0.8227077 [253,] 1.379090e-01 2.758180e-01 0.8620910 [254,] 1.727641e-01 3.455281e-01 0.8272359 [255,] 1.375973e-01 2.751946e-01 0.8624027 [256,] 1.038914e-01 2.077828e-01 0.8961086 [257,] 7.716385e-02 1.543277e-01 0.9228361 [258,] 7.840829e-02 1.568166e-01 0.9215917 [259,] 6.726738e-02 1.345348e-01 0.9327326 [260,] 1.139384e-01 2.278768e-01 0.8860616 [261,] 8.823702e-02 1.764740e-01 0.9117630 [262,] 7.260190e-02 1.452038e-01 0.9273981 [263,] 4.745579e-02 9.491159e-02 0.9525442 [264,] 2.850618e-02 5.701236e-02 0.9714938 [265,] 3.454739e-02 6.909477e-02 0.9654526 [266,] 1.456245e-01 2.912490e-01 0.8543755 [267,] 1.425141e-01 2.850282e-01 0.8574859 [268,] 2.431916e-01 4.863831e-01 0.7568084 > postscript(file="/var/wessaorg/rcomp/tmp/1hfmo1323954524.ps",horizontal=F,onefile=F,pagecentre=F,paper="special",width=8.3333333333333,height=5.5555555555556) > plot(x[,1], type='l', main='Actuals and Interpolation', ylab='value of Actuals and Interpolation (dots)', xlab='time or index') > points(x[,1]-mysum$resid) > grid() > dev.off() null device 1 > postscript(file="/var/wessaorg/rcomp/tmp/2xx4e1323954524.ps",horizontal=F,onefile=F,pagecentre=F,paper="special",width=8.3333333333333,height=5.5555555555556) > plot(mysum$resid, type='b', pch=19, main='Residuals', ylab='value of Residuals', xlab='time or index') > grid() > dev.off() null device 1 > postscript(file="/var/wessaorg/rcomp/tmp/3h5d91323954524.ps",horizontal=F,onefile=F,pagecentre=F,paper="special",width=8.3333333333333,height=5.5555555555556) > hist(mysum$resid, main='Residual Histogram', xlab='values of Residuals') > grid() > dev.off() null device 1 > postscript(file="/var/wessaorg/rcomp/tmp/4okrc1323954524.ps",horizontal=F,onefile=F,pagecentre=F,paper="special",width=8.3333333333333,height=5.5555555555556) > densityplot(~mysum$resid,col='black',main='Residual Density Plot', xlab='values of Residuals') > dev.off() null device 1 > postscript(file="/var/wessaorg/rcomp/tmp/5lz3f1323954524.ps",horizontal=F,onefile=F,pagecentre=F,paper="special",width=8.3333333333333,height=5.5555555555556) > qqnorm(mysum$resid, main='Residual Normal Q-Q Plot') > qqline(mysum$resid) > grid() > dev.off() null device 1 > (myerror <- as.ts(mysum$resid)) Time Series: Start = 1 End = 289 Frequency = 1 1 2 3 4 5 6 2355.0288 13677.8715 -3243.7456 5564.8420 -7629.8150 -2128.9579 7 8 9 10 11 12 48650.4142 -13636.1166 10687.7774 -16898.4159 -9555.8765 -702.2978 13 14 15 16 17 18 -9679.1943 -6352.8345 -6808.0907 1903.1345 2892.1168 20223.9669 19 20 21 22 23 24 -2639.8582 10796.3416 -2312.8652 -14300.8541 2364.1832 -2460.8157 25 26 27 28 29 30 -103855.4234 25983.1382 68753.9708 -15148.1371 61253.7002 -18105.3690 31 32 33 34 35 36 22242.4642 -59059.8719 -18224.6106 -25081.8417 -33282.7875 -2886.1817 37 38 39 40 41 42 -7289.9013 2786.0526 61240.5056 -6235.2594 17548.3892 -26166.6653 43 44 45 46 47 48 12672.5805 8567.1686 -145645.5446 2256.5480 8627.2496 -21471.9062 49 50 51 52 53 54 10167.3725 -10096.2483 15235.0193 -42715.8559 27150.2432 153079.7188 55 56 57 58 59 60 56521.1877 31132.7744 30192.0237 24380.7181 -28031.2173 -36779.8506 61 62 63 64 65 66 -16690.9177 -10850.6935 1276.1932 -1437.2367 -14260.9528 22094.5891 67 68 69 70 71 72 -19653.4238 -146.7942 -20089.1833 -9872.8997 -3571.6530 -3995.0035 73 74 75 76 77 78 -6707.1345 -5091.8876 -7293.3526 17153.6177 -16782.2326 -33707.5443 79 80 81 82 83 84 -12343.9437 -10347.2033 4767.5248 -26331.4982 -2650.8228 79196.3640 85 86 87 88 89 90 -8035.4208 43478.0319 10364.9721 38365.6553 13803.5330 6647.7187 91 92 93 94 95 96 30215.8906 -27328.2547 -13122.1008 -22811.4801 27355.4477 -23305.3541 97 98 99 100 101 102 -3514.0341 -34075.1426 20696.4727 -26982.8310 -6698.8771 -22499.1919 103 104 105 106 107 108 -16044.9402 -36563.4909 3270.6423 16589.0480 61267.4197 -3194.4860 109 110 111 112 113 114 456.7992 -26429.4573 -56504.2413 11880.1891 -4799.0026 19514.6426 115 116 117 118 119 120 179.3858 310.1202 4563.4845 35727.5684 -27968.5402 -9447.9087 121 122 123 124 125 126 44690.9095 32679.6206 -6940.9532 -21134.7774 -21203.0905 -39922.4663 127 128 129 130 131 132 3444.6048 18898.1939 2247.9926 11226.3705 -18545.5010 -13386.6968 133 134 135 136 137 138 -26575.1964 -32564.8722 -32750.6187 12801.1116 8994.6943 5213.5884 139 140 141 142 143 144 13540.4420 377.7720 135896.7115 -9140.6020 71982.7638 129591.5312 145 146 147 148 149 150 -36246.3361 6078.4838 19378.4327 -10156.9736 -40725.8804 -41683.9317 151 152 153 154 155 156 440.9151 18398.2658 24264.1481 9539.9235 -6445.0481 -10322.6732 157 158 159 160 161 162 92083.5781 -53605.2041 30039.0146 11782.0894 1845.1877 -8226.5762 163 164 165 166 167 168 1805.5966 -32754.1827 33104.7581 5020.7409 -58955.7357 23790.6840 169 170 171 172 173 174 12831.3486 -10605.3856 2720.6640 6735.5023 31018.5467 -4792.4641 175 176 177 178 179 180 -54797.0392 -15699.6796 -5585.2214 -39572.8579 -16958.1269 -57466.7917 181 182 183 184 185 186 -7015.0344 28989.0636 -84124.0614 12702.6719 -19063.2697 -49365.1105 187 188 189 190 191 192 -18544.3531 5425.2565 -12451.3836 -14137.9616 -53176.4233 1081.5176 193 194 195 196 197 198 40090.7323 -5297.9592 101087.5393 -12582.5485 -2553.3206 -8792.0328 199 200 201 202 203 204 -19073.3023 -133002.0205 -21799.1355 -22468.5157 -5486.8261 664.0490 205 206 207 208 209 210 7480.6969 31862.6186 19255.1157 26104.4063 -631.9995 -45564.4296 211 212 213 214 215 216 16699.5018 -35053.1265 74080.9117 41502.6981 3467.0784 -55992.7728 217 218 219 220 221 222 813.8630 10835.9131 80832.6136 11534.6135 16501.7526 19508.0542 223 224 225 226 227 228 12386.9522 -16354.7068 -78860.0683 -28698.3091 65244.1790 644.4465 229 230 231 232 233 234 21213.4329 37975.5976 11855.1450 19805.1940 69558.3294 -12980.1623 235 236 237 238 239 240 -25998.7983 -2724.6155 -271.7253 -32756.7095 -68605.3980 -16205.3857 241 242 243 244 245 246 68817.7955 -29924.8068 56401.2851 -2640.3245 -60378.4673 1399.0658 247 248 249 250 251 252 -14573.3137 45002.9792 17139.0493 7133.0257 57170.0093 -11160.4286 253 254 255 256 257 258 -18814.9604 -6313.2639 28075.4344 44823.8293 4764.6329 57888.9659 259 260 261 262 263 264 65717.1710 -9216.5379 -40122.8092 -8940.9487 -1661.4986 -48361.0254 265 266 267 268 269 270 -15635.1489 -27220.1859 -21386.0629 44125.0537 -30200.0084 33414.1774 271 272 273 274 275 276 -33637.5549 39286.6916 2387.1506 32868.1253 -47519.0458 3717.8309 277 278 279 280 281 282 -42712.6641 69994.6309 11014.9295 -52463.7184 -38389.0381 -2902.3382 283 284 285 286 287 288 -25904.5990 -5399.9761 13225.4431 -24549.5861 95615.7907 -87376.6075 289 -6356.2017 > postscript(file="/var/wessaorg/rcomp/tmp/6spt01323954524.ps",horizontal=F,onefile=F,pagecentre=F,paper="special",width=8.3333333333333,height=5.5555555555556) > dum <- cbind(lag(myerror,k=1),myerror) > dum Time Series: Start = 0 End = 289 Frequency = 1 lag(myerror, k = 1) myerror 0 2355.0288 NA 1 13677.8715 2355.0288 2 -3243.7456 13677.8715 3 5564.8420 -3243.7456 4 -7629.8150 5564.8420 5 -2128.9579 -7629.8150 6 48650.4142 -2128.9579 7 -13636.1166 48650.4142 8 10687.7774 -13636.1166 9 -16898.4159 10687.7774 10 -9555.8765 -16898.4159 11 -702.2978 -9555.8765 12 -9679.1943 -702.2978 13 -6352.8345 -9679.1943 14 -6808.0907 -6352.8345 15 1903.1345 -6808.0907 16 2892.1168 1903.1345 17 20223.9669 2892.1168 18 -2639.8582 20223.9669 19 10796.3416 -2639.8582 20 -2312.8652 10796.3416 21 -14300.8541 -2312.8652 22 2364.1832 -14300.8541 23 -2460.8157 2364.1832 24 -103855.4234 -2460.8157 25 25983.1382 -103855.4234 26 68753.9708 25983.1382 27 -15148.1371 68753.9708 28 61253.7002 -15148.1371 29 -18105.3690 61253.7002 30 22242.4642 -18105.3690 31 -59059.8719 22242.4642 32 -18224.6106 -59059.8719 33 -25081.8417 -18224.6106 34 -33282.7875 -25081.8417 35 -2886.1817 -33282.7875 36 -7289.9013 -2886.1817 37 2786.0526 -7289.9013 38 61240.5056 2786.0526 39 -6235.2594 61240.5056 40 17548.3892 -6235.2594 41 -26166.6653 17548.3892 42 12672.5805 -26166.6653 43 8567.1686 12672.5805 44 -145645.5446 8567.1686 45 2256.5480 -145645.5446 46 8627.2496 2256.5480 47 -21471.9062 8627.2496 48 10167.3725 -21471.9062 49 -10096.2483 10167.3725 50 15235.0193 -10096.2483 51 -42715.8559 15235.0193 52 27150.2432 -42715.8559 53 153079.7188 27150.2432 54 56521.1877 153079.7188 55 31132.7744 56521.1877 56 30192.0237 31132.7744 57 24380.7181 30192.0237 58 -28031.2173 24380.7181 59 -36779.8506 -28031.2173 60 -16690.9177 -36779.8506 61 -10850.6935 -16690.9177 62 1276.1932 -10850.6935 63 -1437.2367 1276.1932 64 -14260.9528 -1437.2367 65 22094.5891 -14260.9528 66 -19653.4238 22094.5891 67 -146.7942 -19653.4238 68 -20089.1833 -146.7942 69 -9872.8997 -20089.1833 70 -3571.6530 -9872.8997 71 -3995.0035 -3571.6530 72 -6707.1345 -3995.0035 73 -5091.8876 -6707.1345 74 -7293.3526 -5091.8876 75 17153.6177 -7293.3526 76 -16782.2326 17153.6177 77 -33707.5443 -16782.2326 78 -12343.9437 -33707.5443 79 -10347.2033 -12343.9437 80 4767.5248 -10347.2033 81 -26331.4982 4767.5248 82 -2650.8228 -26331.4982 83 79196.3640 -2650.8228 84 -8035.4208 79196.3640 85 43478.0319 -8035.4208 86 10364.9721 43478.0319 87 38365.6553 10364.9721 88 13803.5330 38365.6553 89 6647.7187 13803.5330 90 30215.8906 6647.7187 91 -27328.2547 30215.8906 92 -13122.1008 -27328.2547 93 -22811.4801 -13122.1008 94 27355.4477 -22811.4801 95 -23305.3541 27355.4477 96 -3514.0341 -23305.3541 97 -34075.1426 -3514.0341 98 20696.4727 -34075.1426 99 -26982.8310 20696.4727 100 -6698.8771 -26982.8310 101 -22499.1919 -6698.8771 102 -16044.9402 -22499.1919 103 -36563.4909 -16044.9402 104 3270.6423 -36563.4909 105 16589.0480 3270.6423 106 61267.4197 16589.0480 107 -3194.4860 61267.4197 108 456.7992 -3194.4860 109 -26429.4573 456.7992 110 -56504.2413 -26429.4573 111 11880.1891 -56504.2413 112 -4799.0026 11880.1891 113 19514.6426 -4799.0026 114 179.3858 19514.6426 115 310.1202 179.3858 116 4563.4845 310.1202 117 35727.5684 4563.4845 118 -27968.5402 35727.5684 119 -9447.9087 -27968.5402 120 44690.9095 -9447.9087 121 32679.6206 44690.9095 122 -6940.9532 32679.6206 123 -21134.7774 -6940.9532 124 -21203.0905 -21134.7774 125 -39922.4663 -21203.0905 126 3444.6048 -39922.4663 127 18898.1939 3444.6048 128 2247.9926 18898.1939 129 11226.3705 2247.9926 130 -18545.5010 11226.3705 131 -13386.6968 -18545.5010 132 -26575.1964 -13386.6968 133 -32564.8722 -26575.1964 134 -32750.6187 -32564.8722 135 12801.1116 -32750.6187 136 8994.6943 12801.1116 137 5213.5884 8994.6943 138 13540.4420 5213.5884 139 377.7720 13540.4420 140 135896.7115 377.7720 141 -9140.6020 135896.7115 142 71982.7638 -9140.6020 143 129591.5312 71982.7638 144 -36246.3361 129591.5312 145 6078.4838 -36246.3361 146 19378.4327 6078.4838 147 -10156.9736 19378.4327 148 -40725.8804 -10156.9736 149 -41683.9317 -40725.8804 150 440.9151 -41683.9317 151 18398.2658 440.9151 152 24264.1481 18398.2658 153 9539.9235 24264.1481 154 -6445.0481 9539.9235 155 -10322.6732 -6445.0481 156 92083.5781 -10322.6732 157 -53605.2041 92083.5781 158 30039.0146 -53605.2041 159 11782.0894 30039.0146 160 1845.1877 11782.0894 161 -8226.5762 1845.1877 162 1805.5966 -8226.5762 163 -32754.1827 1805.5966 164 33104.7581 -32754.1827 165 5020.7409 33104.7581 166 -58955.7357 5020.7409 167 23790.6840 -58955.7357 168 12831.3486 23790.6840 169 -10605.3856 12831.3486 170 2720.6640 -10605.3856 171 6735.5023 2720.6640 172 31018.5467 6735.5023 173 -4792.4641 31018.5467 174 -54797.0392 -4792.4641 175 -15699.6796 -54797.0392 176 -5585.2214 -15699.6796 177 -39572.8579 -5585.2214 178 -16958.1269 -39572.8579 179 -57466.7917 -16958.1269 180 -7015.0344 -57466.7917 181 28989.0636 -7015.0344 182 -84124.0614 28989.0636 183 12702.6719 -84124.0614 184 -19063.2697 12702.6719 185 -49365.1105 -19063.2697 186 -18544.3531 -49365.1105 187 5425.2565 -18544.3531 188 -12451.3836 5425.2565 189 -14137.9616 -12451.3836 190 -53176.4233 -14137.9616 191 1081.5176 -53176.4233 192 40090.7323 1081.5176 193 -5297.9592 40090.7323 194 101087.5393 -5297.9592 195 -12582.5485 101087.5393 196 -2553.3206 -12582.5485 197 -8792.0328 -2553.3206 198 -19073.3023 -8792.0328 199 -133002.0205 -19073.3023 200 -21799.1355 -133002.0205 201 -22468.5157 -21799.1355 202 -5486.8261 -22468.5157 203 664.0490 -5486.8261 204 7480.6969 664.0490 205 31862.6186 7480.6969 206 19255.1157 31862.6186 207 26104.4063 19255.1157 208 -631.9995 26104.4063 209 -45564.4296 -631.9995 210 16699.5018 -45564.4296 211 -35053.1265 16699.5018 212 74080.9117 -35053.1265 213 41502.6981 74080.9117 214 3467.0784 41502.6981 215 -55992.7728 3467.0784 216 813.8630 -55992.7728 217 10835.9131 813.8630 218 80832.6136 10835.9131 219 11534.6135 80832.6136 220 16501.7526 11534.6135 221 19508.0542 16501.7526 222 12386.9522 19508.0542 223 -16354.7068 12386.9522 224 -78860.0683 -16354.7068 225 -28698.3091 -78860.0683 226 65244.1790 -28698.3091 227 644.4465 65244.1790 228 21213.4329 644.4465 229 37975.5976 21213.4329 230 11855.1450 37975.5976 231 19805.1940 11855.1450 232 69558.3294 19805.1940 233 -12980.1623 69558.3294 234 -25998.7983 -12980.1623 235 -2724.6155 -25998.7983 236 -271.7253 -2724.6155 237 -32756.7095 -271.7253 238 -68605.3980 -32756.7095 239 -16205.3857 -68605.3980 240 68817.7955 -16205.3857 241 -29924.8068 68817.7955 242 56401.2851 -29924.8068 243 -2640.3245 56401.2851 244 -60378.4673 -2640.3245 245 1399.0658 -60378.4673 246 -14573.3137 1399.0658 247 45002.9792 -14573.3137 248 17139.0493 45002.9792 249 7133.0257 17139.0493 250 57170.0093 7133.0257 251 -11160.4286 57170.0093 252 -18814.9604 -11160.4286 253 -6313.2639 -18814.9604 254 28075.4344 -6313.2639 255 44823.8293 28075.4344 256 4764.6329 44823.8293 257 57888.9659 4764.6329 258 65717.1710 57888.9659 259 -9216.5379 65717.1710 260 -40122.8092 -9216.5379 261 -8940.9487 -40122.8092 262 -1661.4986 -8940.9487 263 -48361.0254 -1661.4986 264 -15635.1489 -48361.0254 265 -27220.1859 -15635.1489 266 -21386.0629 -27220.1859 267 44125.0537 -21386.0629 268 -30200.0084 44125.0537 269 33414.1774 -30200.0084 270 -33637.5549 33414.1774 271 39286.6916 -33637.5549 272 2387.1506 39286.6916 273 32868.1253 2387.1506 274 -47519.0458 32868.1253 275 3717.8309 -47519.0458 276 -42712.6641 3717.8309 277 69994.6309 -42712.6641 278 11014.9295 69994.6309 279 -52463.7184 11014.9295 280 -38389.0381 -52463.7184 281 -2902.3382 -38389.0381 282 -25904.5990 -2902.3382 283 -5399.9761 -25904.5990 284 13225.4431 -5399.9761 285 -24549.5861 13225.4431 286 95615.7907 -24549.5861 287 -87376.6075 95615.7907 288 -6356.2017 -87376.6075 289 NA -6356.2017 > dum1 <- dum[2:length(myerror),] > dum1 lag(myerror, k = 1) myerror [1,] 13677.8715 2355.0288 [2,] -3243.7456 13677.8715 [3,] 5564.8420 -3243.7456 [4,] -7629.8150 5564.8420 [5,] -2128.9579 -7629.8150 [6,] 48650.4142 -2128.9579 [7,] -13636.1166 48650.4142 [8,] 10687.7774 -13636.1166 [9,] -16898.4159 10687.7774 [10,] -9555.8765 -16898.4159 [11,] -702.2978 -9555.8765 [12,] -9679.1943 -702.2978 [13,] -6352.8345 -9679.1943 [14,] -6808.0907 -6352.8345 [15,] 1903.1345 -6808.0907 [16,] 2892.1168 1903.1345 [17,] 20223.9669 2892.1168 [18,] -2639.8582 20223.9669 [19,] 10796.3416 -2639.8582 [20,] -2312.8652 10796.3416 [21,] -14300.8541 -2312.8652 [22,] 2364.1832 -14300.8541 [23,] -2460.8157 2364.1832 [24,] -103855.4234 -2460.8157 [25,] 25983.1382 -103855.4234 [26,] 68753.9708 25983.1382 [27,] -15148.1371 68753.9708 [28,] 61253.7002 -15148.1371 [29,] -18105.3690 61253.7002 [30,] 22242.4642 -18105.3690 [31,] -59059.8719 22242.4642 [32,] -18224.6106 -59059.8719 [33,] -25081.8417 -18224.6106 [34,] -33282.7875 -25081.8417 [35,] -2886.1817 -33282.7875 [36,] -7289.9013 -2886.1817 [37,] 2786.0526 -7289.9013 [38,] 61240.5056 2786.0526 [39,] -6235.2594 61240.5056 [40,] 17548.3892 -6235.2594 [41,] -26166.6653 17548.3892 [42,] 12672.5805 -26166.6653 [43,] 8567.1686 12672.5805 [44,] -145645.5446 8567.1686 [45,] 2256.5480 -145645.5446 [46,] 8627.2496 2256.5480 [47,] -21471.9062 8627.2496 [48,] 10167.3725 -21471.9062 [49,] -10096.2483 10167.3725 [50,] 15235.0193 -10096.2483 [51,] -42715.8559 15235.0193 [52,] 27150.2432 -42715.8559 [53,] 153079.7188 27150.2432 [54,] 56521.1877 153079.7188 [55,] 31132.7744 56521.1877 [56,] 30192.0237 31132.7744 [57,] 24380.7181 30192.0237 [58,] -28031.2173 24380.7181 [59,] -36779.8506 -28031.2173 [60,] -16690.9177 -36779.8506 [61,] -10850.6935 -16690.9177 [62,] 1276.1932 -10850.6935 [63,] -1437.2367 1276.1932 [64,] -14260.9528 -1437.2367 [65,] 22094.5891 -14260.9528 [66,] -19653.4238 22094.5891 [67,] -146.7942 -19653.4238 [68,] -20089.1833 -146.7942 [69,] -9872.8997 -20089.1833 [70,] -3571.6530 -9872.8997 [71,] -3995.0035 -3571.6530 [72,] -6707.1345 -3995.0035 [73,] -5091.8876 -6707.1345 [74,] -7293.3526 -5091.8876 [75,] 17153.6177 -7293.3526 [76,] -16782.2326 17153.6177 [77,] -33707.5443 -16782.2326 [78,] -12343.9437 -33707.5443 [79,] -10347.2033 -12343.9437 [80,] 4767.5248 -10347.2033 [81,] -26331.4982 4767.5248 [82,] -2650.8228 -26331.4982 [83,] 79196.3640 -2650.8228 [84,] -8035.4208 79196.3640 [85,] 43478.0319 -8035.4208 [86,] 10364.9721 43478.0319 [87,] 38365.6553 10364.9721 [88,] 13803.5330 38365.6553 [89,] 6647.7187 13803.5330 [90,] 30215.8906 6647.7187 [91,] -27328.2547 30215.8906 [92,] -13122.1008 -27328.2547 [93,] -22811.4801 -13122.1008 [94,] 27355.4477 -22811.4801 [95,] -23305.3541 27355.4477 [96,] -3514.0341 -23305.3541 [97,] -34075.1426 -3514.0341 [98,] 20696.4727 -34075.1426 [99,] -26982.8310 20696.4727 [100,] -6698.8771 -26982.8310 [101,] -22499.1919 -6698.8771 [102,] -16044.9402 -22499.1919 [103,] -36563.4909 -16044.9402 [104,] 3270.6423 -36563.4909 [105,] 16589.0480 3270.6423 [106,] 61267.4197 16589.0480 [107,] -3194.4860 61267.4197 [108,] 456.7992 -3194.4860 [109,] -26429.4573 456.7992 [110,] -56504.2413 -26429.4573 [111,] 11880.1891 -56504.2413 [112,] -4799.0026 11880.1891 [113,] 19514.6426 -4799.0026 [114,] 179.3858 19514.6426 [115,] 310.1202 179.3858 [116,] 4563.4845 310.1202 [117,] 35727.5684 4563.4845 [118,] -27968.5402 35727.5684 [119,] -9447.9087 -27968.5402 [120,] 44690.9095 -9447.9087 [121,] 32679.6206 44690.9095 [122,] -6940.9532 32679.6206 [123,] -21134.7774 -6940.9532 [124,] -21203.0905 -21134.7774 [125,] -39922.4663 -21203.0905 [126,] 3444.6048 -39922.4663 [127,] 18898.1939 3444.6048 [128,] 2247.9926 18898.1939 [129,] 11226.3705 2247.9926 [130,] -18545.5010 11226.3705 [131,] -13386.6968 -18545.5010 [132,] -26575.1964 -13386.6968 [133,] -32564.8722 -26575.1964 [134,] -32750.6187 -32564.8722 [135,] 12801.1116 -32750.6187 [136,] 8994.6943 12801.1116 [137,] 5213.5884 8994.6943 [138,] 13540.4420 5213.5884 [139,] 377.7720 13540.4420 [140,] 135896.7115 377.7720 [141,] -9140.6020 135896.7115 [142,] 71982.7638 -9140.6020 [143,] 129591.5312 71982.7638 [144,] -36246.3361 129591.5312 [145,] 6078.4838 -36246.3361 [146,] 19378.4327 6078.4838 [147,] -10156.9736 19378.4327 [148,] -40725.8804 -10156.9736 [149,] -41683.9317 -40725.8804 [150,] 440.9151 -41683.9317 [151,] 18398.2658 440.9151 [152,] 24264.1481 18398.2658 [153,] 9539.9235 24264.1481 [154,] -6445.0481 9539.9235 [155,] -10322.6732 -6445.0481 [156,] 92083.5781 -10322.6732 [157,] -53605.2041 92083.5781 [158,] 30039.0146 -53605.2041 [159,] 11782.0894 30039.0146 [160,] 1845.1877 11782.0894 [161,] -8226.5762 1845.1877 [162,] 1805.5966 -8226.5762 [163,] -32754.1827 1805.5966 [164,] 33104.7581 -32754.1827 [165,] 5020.7409 33104.7581 [166,] -58955.7357 5020.7409 [167,] 23790.6840 -58955.7357 [168,] 12831.3486 23790.6840 [169,] -10605.3856 12831.3486 [170,] 2720.6640 -10605.3856 [171,] 6735.5023 2720.6640 [172,] 31018.5467 6735.5023 [173,] -4792.4641 31018.5467 [174,] -54797.0392 -4792.4641 [175,] -15699.6796 -54797.0392 [176,] -5585.2214 -15699.6796 [177,] -39572.8579 -5585.2214 [178,] -16958.1269 -39572.8579 [179,] -57466.7917 -16958.1269 [180,] -7015.0344 -57466.7917 [181,] 28989.0636 -7015.0344 [182,] -84124.0614 28989.0636 [183,] 12702.6719 -84124.0614 [184,] -19063.2697 12702.6719 [185,] -49365.1105 -19063.2697 [186,] -18544.3531 -49365.1105 [187,] 5425.2565 -18544.3531 [188,] -12451.3836 5425.2565 [189,] -14137.9616 -12451.3836 [190,] -53176.4233 -14137.9616 [191,] 1081.5176 -53176.4233 [192,] 40090.7323 1081.5176 [193,] -5297.9592 40090.7323 [194,] 101087.5393 -5297.9592 [195,] -12582.5485 101087.5393 [196,] -2553.3206 -12582.5485 [197,] -8792.0328 -2553.3206 [198,] -19073.3023 -8792.0328 [199,] -133002.0205 -19073.3023 [200,] -21799.1355 -133002.0205 [201,] -22468.5157 -21799.1355 [202,] -5486.8261 -22468.5157 [203,] 664.0490 -5486.8261 [204,] 7480.6969 664.0490 [205,] 31862.6186 7480.6969 [206,] 19255.1157 31862.6186 [207,] 26104.4063 19255.1157 [208,] -631.9995 26104.4063 [209,] -45564.4296 -631.9995 [210,] 16699.5018 -45564.4296 [211,] -35053.1265 16699.5018 [212,] 74080.9117 -35053.1265 [213,] 41502.6981 74080.9117 [214,] 3467.0784 41502.6981 [215,] -55992.7728 3467.0784 [216,] 813.8630 -55992.7728 [217,] 10835.9131 813.8630 [218,] 80832.6136 10835.9131 [219,] 11534.6135 80832.6136 [220,] 16501.7526 11534.6135 [221,] 19508.0542 16501.7526 [222,] 12386.9522 19508.0542 [223,] -16354.7068 12386.9522 [224,] -78860.0683 -16354.7068 [225,] -28698.3091 -78860.0683 [226,] 65244.1790 -28698.3091 [227,] 644.4465 65244.1790 [228,] 21213.4329 644.4465 [229,] 37975.5976 21213.4329 [230,] 11855.1450 37975.5976 [231,] 19805.1940 11855.1450 [232,] 69558.3294 19805.1940 [233,] -12980.1623 69558.3294 [234,] -25998.7983 -12980.1623 [235,] -2724.6155 -25998.7983 [236,] -271.7253 -2724.6155 [237,] -32756.7095 -271.7253 [238,] -68605.3980 -32756.7095 [239,] -16205.3857 -68605.3980 [240,] 68817.7955 -16205.3857 [241,] -29924.8068 68817.7955 [242,] 56401.2851 -29924.8068 [243,] -2640.3245 56401.2851 [244,] -60378.4673 -2640.3245 [245,] 1399.0658 -60378.4673 [246,] -14573.3137 1399.0658 [247,] 45002.9792 -14573.3137 [248,] 17139.0493 45002.9792 [249,] 7133.0257 17139.0493 [250,] 57170.0093 7133.0257 [251,] -11160.4286 57170.0093 [252,] -18814.9604 -11160.4286 [253,] -6313.2639 -18814.9604 [254,] 28075.4344 -6313.2639 [255,] 44823.8293 28075.4344 [256,] 4764.6329 44823.8293 [257,] 57888.9659 4764.6329 [258,] 65717.1710 57888.9659 [259,] -9216.5379 65717.1710 [260,] -40122.8092 -9216.5379 [261,] -8940.9487 -40122.8092 [262,] -1661.4986 -8940.9487 [263,] -48361.0254 -1661.4986 [264,] -15635.1489 -48361.0254 [265,] -27220.1859 -15635.1489 [266,] -21386.0629 -27220.1859 [267,] 44125.0537 -21386.0629 [268,] -30200.0084 44125.0537 [269,] 33414.1774 -30200.0084 [270,] -33637.5549 33414.1774 [271,] 39286.6916 -33637.5549 [272,] 2387.1506 39286.6916 [273,] 32868.1253 2387.1506 [274,] -47519.0458 32868.1253 [275,] 3717.8309 -47519.0458 [276,] -42712.6641 3717.8309 [277,] 69994.6309 -42712.6641 [278,] 11014.9295 69994.6309 [279,] -52463.7184 11014.9295 [280,] -38389.0381 -52463.7184 [281,] -2902.3382 -38389.0381 [282,] -25904.5990 -2902.3382 [283,] -5399.9761 -25904.5990 [284,] 13225.4431 -5399.9761 [285,] -24549.5861 13225.4431 [286,] 95615.7907 -24549.5861 [287,] -87376.6075 95615.7907 [288,] -6356.2017 -87376.6075 > z <- as.data.frame(dum1) > z lag(myerror, k = 1) myerror 1 13677.8715 2355.0288 2 -3243.7456 13677.8715 3 5564.8420 -3243.7456 4 -7629.8150 5564.8420 5 -2128.9579 -7629.8150 6 48650.4142 -2128.9579 7 -13636.1166 48650.4142 8 10687.7774 -13636.1166 9 -16898.4159 10687.7774 10 -9555.8765 -16898.4159 11 -702.2978 -9555.8765 12 -9679.1943 -702.2978 13 -6352.8345 -9679.1943 14 -6808.0907 -6352.8345 15 1903.1345 -6808.0907 16 2892.1168 1903.1345 17 20223.9669 2892.1168 18 -2639.8582 20223.9669 19 10796.3416 -2639.8582 20 -2312.8652 10796.3416 21 -14300.8541 -2312.8652 22 2364.1832 -14300.8541 23 -2460.8157 2364.1832 24 -103855.4234 -2460.8157 25 25983.1382 -103855.4234 26 68753.9708 25983.1382 27 -15148.1371 68753.9708 28 61253.7002 -15148.1371 29 -18105.3690 61253.7002 30 22242.4642 -18105.3690 31 -59059.8719 22242.4642 32 -18224.6106 -59059.8719 33 -25081.8417 -18224.6106 34 -33282.7875 -25081.8417 35 -2886.1817 -33282.7875 36 -7289.9013 -2886.1817 37 2786.0526 -7289.9013 38 61240.5056 2786.0526 39 -6235.2594 61240.5056 40 17548.3892 -6235.2594 41 -26166.6653 17548.3892 42 12672.5805 -26166.6653 43 8567.1686 12672.5805 44 -145645.5446 8567.1686 45 2256.5480 -145645.5446 46 8627.2496 2256.5480 47 -21471.9062 8627.2496 48 10167.3725 -21471.9062 49 -10096.2483 10167.3725 50 15235.0193 -10096.2483 51 -42715.8559 15235.0193 52 27150.2432 -42715.8559 53 153079.7188 27150.2432 54 56521.1877 153079.7188 55 31132.7744 56521.1877 56 30192.0237 31132.7744 57 24380.7181 30192.0237 58 -28031.2173 24380.7181 59 -36779.8506 -28031.2173 60 -16690.9177 -36779.8506 61 -10850.6935 -16690.9177 62 1276.1932 -10850.6935 63 -1437.2367 1276.1932 64 -14260.9528 -1437.2367 65 22094.5891 -14260.9528 66 -19653.4238 22094.5891 67 -146.7942 -19653.4238 68 -20089.1833 -146.7942 69 -9872.8997 -20089.1833 70 -3571.6530 -9872.8997 71 -3995.0035 -3571.6530 72 -6707.1345 -3995.0035 73 -5091.8876 -6707.1345 74 -7293.3526 -5091.8876 75 17153.6177 -7293.3526 76 -16782.2326 17153.6177 77 -33707.5443 -16782.2326 78 -12343.9437 -33707.5443 79 -10347.2033 -12343.9437 80 4767.5248 -10347.2033 81 -26331.4982 4767.5248 82 -2650.8228 -26331.4982 83 79196.3640 -2650.8228 84 -8035.4208 79196.3640 85 43478.0319 -8035.4208 86 10364.9721 43478.0319 87 38365.6553 10364.9721 88 13803.5330 38365.6553 89 6647.7187 13803.5330 90 30215.8906 6647.7187 91 -27328.2547 30215.8906 92 -13122.1008 -27328.2547 93 -22811.4801 -13122.1008 94 27355.4477 -22811.4801 95 -23305.3541 27355.4477 96 -3514.0341 -23305.3541 97 -34075.1426 -3514.0341 98 20696.4727 -34075.1426 99 -26982.8310 20696.4727 100 -6698.8771 -26982.8310 101 -22499.1919 -6698.8771 102 -16044.9402 -22499.1919 103 -36563.4909 -16044.9402 104 3270.6423 -36563.4909 105 16589.0480 3270.6423 106 61267.4197 16589.0480 107 -3194.4860 61267.4197 108 456.7992 -3194.4860 109 -26429.4573 456.7992 110 -56504.2413 -26429.4573 111 11880.1891 -56504.2413 112 -4799.0026 11880.1891 113 19514.6426 -4799.0026 114 179.3858 19514.6426 115 310.1202 179.3858 116 4563.4845 310.1202 117 35727.5684 4563.4845 118 -27968.5402 35727.5684 119 -9447.9087 -27968.5402 120 44690.9095 -9447.9087 121 32679.6206 44690.9095 122 -6940.9532 32679.6206 123 -21134.7774 -6940.9532 124 -21203.0905 -21134.7774 125 -39922.4663 -21203.0905 126 3444.6048 -39922.4663 127 18898.1939 3444.6048 128 2247.9926 18898.1939 129 11226.3705 2247.9926 130 -18545.5010 11226.3705 131 -13386.6968 -18545.5010 132 -26575.1964 -13386.6968 133 -32564.8722 -26575.1964 134 -32750.6187 -32564.8722 135 12801.1116 -32750.6187 136 8994.6943 12801.1116 137 5213.5884 8994.6943 138 13540.4420 5213.5884 139 377.7720 13540.4420 140 135896.7115 377.7720 141 -9140.6020 135896.7115 142 71982.7638 -9140.6020 143 129591.5312 71982.7638 144 -36246.3361 129591.5312 145 6078.4838 -36246.3361 146 19378.4327 6078.4838 147 -10156.9736 19378.4327 148 -40725.8804 -10156.9736 149 -41683.9317 -40725.8804 150 440.9151 -41683.9317 151 18398.2658 440.9151 152 24264.1481 18398.2658 153 9539.9235 24264.1481 154 -6445.0481 9539.9235 155 -10322.6732 -6445.0481 156 92083.5781 -10322.6732 157 -53605.2041 92083.5781 158 30039.0146 -53605.2041 159 11782.0894 30039.0146 160 1845.1877 11782.0894 161 -8226.5762 1845.1877 162 1805.5966 -8226.5762 163 -32754.1827 1805.5966 164 33104.7581 -32754.1827 165 5020.7409 33104.7581 166 -58955.7357 5020.7409 167 23790.6840 -58955.7357 168 12831.3486 23790.6840 169 -10605.3856 12831.3486 170 2720.6640 -10605.3856 171 6735.5023 2720.6640 172 31018.5467 6735.5023 173 -4792.4641 31018.5467 174 -54797.0392 -4792.4641 175 -15699.6796 -54797.0392 176 -5585.2214 -15699.6796 177 -39572.8579 -5585.2214 178 -16958.1269 -39572.8579 179 -57466.7917 -16958.1269 180 -7015.0344 -57466.7917 181 28989.0636 -7015.0344 182 -84124.0614 28989.0636 183 12702.6719 -84124.0614 184 -19063.2697 12702.6719 185 -49365.1105 -19063.2697 186 -18544.3531 -49365.1105 187 5425.2565 -18544.3531 188 -12451.3836 5425.2565 189 -14137.9616 -12451.3836 190 -53176.4233 -14137.9616 191 1081.5176 -53176.4233 192 40090.7323 1081.5176 193 -5297.9592 40090.7323 194 101087.5393 -5297.9592 195 -12582.5485 101087.5393 196 -2553.3206 -12582.5485 197 -8792.0328 -2553.3206 198 -19073.3023 -8792.0328 199 -133002.0205 -19073.3023 200 -21799.1355 -133002.0205 201 -22468.5157 -21799.1355 202 -5486.8261 -22468.5157 203 664.0490 -5486.8261 204 7480.6969 664.0490 205 31862.6186 7480.6969 206 19255.1157 31862.6186 207 26104.4063 19255.1157 208 -631.9995 26104.4063 209 -45564.4296 -631.9995 210 16699.5018 -45564.4296 211 -35053.1265 16699.5018 212 74080.9117 -35053.1265 213 41502.6981 74080.9117 214 3467.0784 41502.6981 215 -55992.7728 3467.0784 216 813.8630 -55992.7728 217 10835.9131 813.8630 218 80832.6136 10835.9131 219 11534.6135 80832.6136 220 16501.7526 11534.6135 221 19508.0542 16501.7526 222 12386.9522 19508.0542 223 -16354.7068 12386.9522 224 -78860.0683 -16354.7068 225 -28698.3091 -78860.0683 226 65244.1790 -28698.3091 227 644.4465 65244.1790 228 21213.4329 644.4465 229 37975.5976 21213.4329 230 11855.1450 37975.5976 231 19805.1940 11855.1450 232 69558.3294 19805.1940 233 -12980.1623 69558.3294 234 -25998.7983 -12980.1623 235 -2724.6155 -25998.7983 236 -271.7253 -2724.6155 237 -32756.7095 -271.7253 238 -68605.3980 -32756.7095 239 -16205.3857 -68605.3980 240 68817.7955 -16205.3857 241 -29924.8068 68817.7955 242 56401.2851 -29924.8068 243 -2640.3245 56401.2851 244 -60378.4673 -2640.3245 245 1399.0658 -60378.4673 246 -14573.3137 1399.0658 247 45002.9792 -14573.3137 248 17139.0493 45002.9792 249 7133.0257 17139.0493 250 57170.0093 7133.0257 251 -11160.4286 57170.0093 252 -18814.9604 -11160.4286 253 -6313.2639 -18814.9604 254 28075.4344 -6313.2639 255 44823.8293 28075.4344 256 4764.6329 44823.8293 257 57888.9659 4764.6329 258 65717.1710 57888.9659 259 -9216.5379 65717.1710 260 -40122.8092 -9216.5379 261 -8940.9487 -40122.8092 262 -1661.4986 -8940.9487 263 -48361.0254 -1661.4986 264 -15635.1489 -48361.0254 265 -27220.1859 -15635.1489 266 -21386.0629 -27220.1859 267 44125.0537 -21386.0629 268 -30200.0084 44125.0537 269 33414.1774 -30200.0084 270 -33637.5549 33414.1774 271 39286.6916 -33637.5549 272 2387.1506 39286.6916 273 32868.1253 2387.1506 274 -47519.0458 32868.1253 275 3717.8309 -47519.0458 276 -42712.6641 3717.8309 277 69994.6309 -42712.6641 278 11014.9295 69994.6309 279 -52463.7184 11014.9295 280 -38389.0381 -52463.7184 281 -2902.3382 -38389.0381 282 -25904.5990 -2902.3382 283 -5399.9761 -25904.5990 284 13225.4431 -5399.9761 285 -24549.5861 13225.4431 286 95615.7907 -24549.5861 287 -87376.6075 95615.7907 288 -6356.2017 -87376.6075 > plot(z,main=paste('Residual Lag plot, lowess, and regression line'), ylab='values of Residuals', xlab='lagged values of Residuals') > lines(lowess(z)) > abline(lm(z)) > grid() > dev.off() null device 1 > postscript(file="/var/wessaorg/rcomp/tmp/7uabt1323954524.ps",horizontal=F,onefile=F,pagecentre=F,paper="special",width=8.3333333333333,height=5.5555555555556) > acf(mysum$resid, lag.max=length(mysum$resid)/2, main='Residual Autocorrelation Function') > grid() > dev.off() null device 1 > postscript(file="/var/wessaorg/rcomp/tmp/8gwuy1323954524.ps",horizontal=F,onefile=F,pagecentre=F,paper="special",width=8.3333333333333,height=5.5555555555556) > pacf(mysum$resid, lag.max=length(mysum$resid)/2, main='Residual Partial Autocorrelation Function') > grid() > dev.off() null device 1 > postscript(file="/var/wessaorg/rcomp/tmp/9bgm81323954524.ps",horizontal=F,onefile=F,pagecentre=F,paper="special",width=8.3333333333333,height=5.5555555555556) > opar <- par(mfrow = c(2,2), oma = c(0, 0, 1.1, 0)) > plot(mylm, las = 1, sub='Residual Diagnostics') > par(opar) > dev.off() null device 1 > if (n > n25) { + postscript(file="/var/wessaorg/rcomp/tmp/10ernv1323954524.ps",horizontal=F,onefile=F,pagecentre=F,paper="special",width=8.3333333333333,height=5.5555555555556) + plot(kp3:nmkm3,gqarr[,2], main='Goldfeld-Quandt test',ylab='2-sided p-value',xlab='breakpoint') + 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, 'Multiple Linear Regression - Estimated Regression Equation', 1, TRUE) > a<-table.row.end(a) > myeq <- colnames(x)[1] > myeq <- paste(myeq, '[t] = ', sep='') > for (i in 1:k){ + if (mysum$coefficients[i,1] > 0) myeq <- paste(myeq, '+', '') + myeq <- paste(myeq, mysum$coefficients[i,1], sep=' ') + if (rownames(mysum$coefficients)[i] != '(Intercept)') { + myeq <- paste(myeq, rownames(mysum$coefficients)[i], sep='') + if (rownames(mysum$coefficients)[i] != 't') myeq <- paste(myeq, '[t]', sep='') + } + } > myeq <- paste(myeq, ' + e[t]') > a<-table.row.start(a) > a<-table.element(a, myeq) > a<-table.row.end(a) > a<-table.end(a) > table.save(a,file="/var/wessaorg/rcomp/tmp/11x04l1323954524.tab") > a<-table.start() > a<-table.row.start(a) > a<-table.element(a,hyperlink('http://www.xycoon.com/ols1.htm','Multiple Linear Regression - Ordinary Least Squares',''), 6, TRUE) > a<-table.row.end(a) > a<-table.row.start(a) > a<-table.element(a,'Variable',header=TRUE) > a<-table.element(a,'Parameter',header=TRUE) > a<-table.element(a,'S.D.',header=TRUE) > a<-table.element(a,'T-STAT
H0: parameter = 0',header=TRUE) > a<-table.element(a,'2-tail p-value',header=TRUE) > a<-table.element(a,'1-tail p-value',header=TRUE) > a<-table.row.end(a) > for (i in 1:k){ + a<-table.row.start(a) + a<-table.element(a,rownames(mysum$coefficients)[i],header=TRUE) + a<-table.element(a,mysum$coefficients[i,1]) + a<-table.element(a, round(mysum$coefficients[i,2],6)) + a<-table.element(a, round(mysum$coefficients[i,3],4)) + a<-table.element(a, round(mysum$coefficients[i,4],6)) + a<-table.element(a, round(mysum$coefficients[i,4]/2,6)) + a<-table.row.end(a) + } > a<-table.end(a) > table.save(a,file="/var/wessaorg/rcomp/tmp/12kwx61323954524.tab") > a<-table.start() > a<-table.row.start(a) > a<-table.element(a, 'Multiple Linear Regression - Regression Statistics', 2, TRUE) > a<-table.row.end(a) > a<-table.row.start(a) > a<-table.element(a, 'Multiple R',1,TRUE) > a<-table.element(a, sqrt(mysum$r.squared)) > a<-table.row.end(a) > a<-table.row.start(a) > a<-table.element(a, 'R-squared',1,TRUE) > a<-table.element(a, mysum$r.squared) > a<-table.row.end(a) > a<-table.row.start(a) > a<-table.element(a, 'Adjusted R-squared',1,TRUE) > a<-table.element(a, mysum$adj.r.squared) > a<-table.row.end(a) > a<-table.row.start(a) > a<-table.element(a, 'F-TEST (value)',1,TRUE) > a<-table.element(a, mysum$fstatistic[1]) > a<-table.row.end(a) > a<-table.row.start(a) > a<-table.element(a, 'F-TEST (DF numerator)',1,TRUE) > a<-table.element(a, mysum$fstatistic[2]) > a<-table.row.end(a) > a<-table.row.start(a) > a<-table.element(a, 'F-TEST (DF denominator)',1,TRUE) > a<-table.element(a, mysum$fstatistic[3]) > a<-table.row.end(a) > a<-table.row.start(a) > a<-table.element(a, 'p-value',1,TRUE) > a<-table.element(a, 1-pf(mysum$fstatistic[1],mysum$fstatistic[2],mysum$fstatistic[3])) > a<-table.row.end(a) > a<-table.row.start(a) > a<-table.element(a, 'Multiple Linear Regression - Residual Statistics', 2, TRUE) > a<-table.row.end(a) > a<-table.row.start(a) > a<-table.element(a, 'Residual Standard Deviation',1,TRUE) > a<-table.element(a, mysum$sigma) > a<-table.row.end(a) > a<-table.row.start(a) > a<-table.element(a, 'Sum Squared Residuals',1,TRUE) > a<-table.element(a, sum(myerror*myerror)) > a<-table.row.end(a) > a<-table.end(a) > table.save(a,file="/var/wessaorg/rcomp/tmp/13v1mn1323954524.tab") > a<-table.start() > a<-table.row.start(a) > a<-table.element(a, 'Multiple Linear Regression - Actuals, Interpolation, and Residuals', 4, TRUE) > a<-table.row.end(a) > a<-table.row.start(a) > a<-table.element(a, 'Time or Index', 1, TRUE) > a<-table.element(a, 'Actuals', 1, TRUE) > a<-table.element(a, 'Interpolation
Forecast', 1, TRUE) > a<-table.element(a, 'Residuals
Prediction Error', 1, TRUE) > a<-table.row.end(a) > for (i in 1:n) { + a<-table.row.start(a) + a<-table.element(a,i, 1, TRUE) + a<-table.element(a,x[i]) + a<-table.element(a,x[i]-mysum$resid[i]) + a<-table.element(a,mysum$resid[i]) + a<-table.row.end(a) + } > a<-table.end(a) > table.save(a,file="/var/wessaorg/rcomp/tmp/14qgol1323954524.tab") > if (n > n25) { + a<-table.start() + a<-table.row.start(a) + a<-table.element(a,'Goldfeld-Quandt test for Heteroskedasticity',4,TRUE) + a<-table.row.end(a) + a<-table.row.start(a) + a<-table.element(a,'p-values',header=TRUE) + a<-table.element(a,'Alternative Hypothesis',3,header=TRUE) + a<-table.row.end(a) + a<-table.row.start(a) + a<-table.element(a,'breakpoint index',header=TRUE) + a<-table.element(a,'greater',header=TRUE) + a<-table.element(a,'2-sided',header=TRUE) + a<-table.element(a,'less',header=TRUE) + a<-table.row.end(a) + for (mypoint in kp3:nmkm3) { + a<-table.row.start(a) + a<-table.element(a,mypoint,header=TRUE) + a<-table.element(a,gqarr[mypoint-kp3+1,1]) + a<-table.element(a,gqarr[mypoint-kp3+1,2]) + a<-table.element(a,gqarr[mypoint-kp3+1,3]) + a<-table.row.end(a) + } + a<-table.end(a) + table.save(a,file="/var/wessaorg/rcomp/tmp/15r0f81323954524.tab") + a<-table.start() + a<-table.row.start(a) + a<-table.element(a,'Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity',4,TRUE) + a<-table.row.end(a) + a<-table.row.start(a) + a<-table.element(a,'Description',header=TRUE) + a<-table.element(a,'# significant tests',header=TRUE) + a<-table.element(a,'% significant tests',header=TRUE) + a<-table.element(a,'OK/NOK',header=TRUE) + a<-table.row.end(a) + a<-table.row.start(a) + a<-table.element(a,'1% type I error level',header=TRUE) + a<-table.element(a,numsignificant1) + a<-table.element(a,numsignificant1/numgqtests) + if (numsignificant1/numgqtests < 0.01) dum <- 'OK' else dum <- 'NOK' + a<-table.element(a,dum) + a<-table.row.end(a) + a<-table.row.start(a) + a<-table.element(a,'5% type I error level',header=TRUE) + a<-table.element(a,numsignificant5) + a<-table.element(a,numsignificant5/numgqtests) + if (numsignificant5/numgqtests < 0.05) dum <- 'OK' else dum <- 'NOK' + a<-table.element(a,dum) + a<-table.row.end(a) + a<-table.row.start(a) + a<-table.element(a,'10% type I error level',header=TRUE) + a<-table.element(a,numsignificant10) + a<-table.element(a,numsignificant10/numgqtests) + if (numsignificant10/numgqtests < 0.1) dum <- 'OK' else dum <- 'NOK' + a<-table.element(a,dum) + a<-table.row.end(a) + a<-table.end(a) + table.save(a,file="/var/wessaorg/rcomp/tmp/16w9681323954524.tab") + } > > try(system("convert tmp/1hfmo1323954524.ps tmp/1hfmo1323954524.png",intern=TRUE)) character(0) > try(system("convert tmp/2xx4e1323954524.ps tmp/2xx4e1323954524.png",intern=TRUE)) character(0) > try(system("convert tmp/3h5d91323954524.ps tmp/3h5d91323954524.png",intern=TRUE)) character(0) > try(system("convert tmp/4okrc1323954524.ps tmp/4okrc1323954524.png",intern=TRUE)) character(0) > try(system("convert tmp/5lz3f1323954524.ps tmp/5lz3f1323954524.png",intern=TRUE)) character(0) > try(system("convert tmp/6spt01323954524.ps tmp/6spt01323954524.png",intern=TRUE)) character(0) > try(system("convert tmp/7uabt1323954524.ps tmp/7uabt1323954524.png",intern=TRUE)) character(0) > try(system("convert tmp/8gwuy1323954524.ps tmp/8gwuy1323954524.png",intern=TRUE)) character(0) > try(system("convert tmp/9bgm81323954524.ps tmp/9bgm81323954524.png",intern=TRUE)) character(0) > try(system("convert tmp/10ernv1323954524.ps tmp/10ernv1323954524.png",intern=TRUE)) character(0) > > > proc.time() user system elapsed 8.347 0.766 10.441