R version 2.15.2 (2012-10-26) -- "Trick or Treat" Copyright (C) 2012 The R Foundation for Statistical Computing ISBN 3-900051-07-0 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. 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+ ,15 + ,12 + ,44 + ,8019 + ,3080 + ,16 + ,16 + ,757 + ,62792 + ,35 + ,0 + ,28 + ,15 + ,60 + ,30884 + ,10205 + ,72 + ,72 + ,894 + ,72535 + ,14 + ,0 + ,17 + ,16 + ,64 + ,19540 + ,6095 + ,27 + ,21) + ,dim=c(11 + ,289) + ,dimnames=list(c('pageviews' + ,'time_in_rfc' + ,'logins' + ,'shared_compendiums' + ,'blogged_computations' + ,'compendiums_reviewed' + ,'feedback_messages_p1' + ,'totsize' + ,'totrevisions' + ,'tothyperlinks' + ,'totblogs') + ,1:289)) > y <- array(NA,dim=c(11,289),dimnames=list(c('pageviews','time_in_rfc','logins','shared_compendiums','blogged_computations','compendiums_reviewed','feedback_messages_p1','totsize','totrevisions','tothyperlinks','totblogs'),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 = 'No Linear Trend' > par2 = 'Do not include Seasonal Dummies' > par1 = '1' > par3 <- 'No Linear Trend' > par2 <- 'Do not include Seasonal Dummies' > par1 <- '1' > #'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!) > library(lattice) > library(lmtest) Loading required package: zoo Attaching package: 'zoo' The following object(s) are masked from 'package:base': as.Date, as.Date.numeric > 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 pageviews time_in_rfc logins shared_compendiums blogged_computations 1 1418 210907 56 3 79 2 869 120982 56 4 58 3 1530 176508 54 12 60 4 2172 179321 89 2 108 5 901 123185 40 1 49 6 463 52746 25 3 0 7 3201 385534 92 0 121 8 371 33170 18 0 1 9 1192 101645 63 0 20 10 1583 149061 44 5 43 11 1439 165446 33 0 69 12 1764 237213 84 0 78 13 1495 173326 88 7 86 14 1373 133131 55 7 44 15 2187 258873 60 3 104 16 1491 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30 0 35 231 628 31774 23 1 0 232 1161 81437 38 0 37 233 1463 87186 54 0 28 234 742 50090 20 0 16 235 979 65745 53 0 26 236 675 56653 45 0 38 237 1241 158399 39 0 23 238 676 46455 20 0 22 239 1049 73624 24 0 30 240 620 38395 31 0 16 241 1081 91899 35 0 18 242 1688 139526 151 0 28 243 736 52164 52 0 32 244 617 51567 30 2 21 245 812 70551 31 0 23 246 1051 84856 29 1 29 247 1656 102538 57 1 50 248 705 86678 40 0 12 249 945 85709 44 0 21 250 554 34662 25 0 18 251 1597 150580 77 0 27 252 982 99611 35 0 41 253 222 19349 11 0 13 254 1212 99373 63 1 12 255 1143 86230 44 0 21 256 435 30837 19 0 8 257 532 31706 13 0 26 258 882 89806 42 0 27 259 608 62088 38 1 13 260 459 40151 29 0 16 261 578 27634 20 0 2 262 826 76990 27 0 42 263 509 37460 20 0 5 264 717 54157 19 0 37 265 637 49862 37 0 17 266 857 84337 26 0 38 267 830 64175 42 0 37 268 652 59382 49 0 29 269 707 119308 30 0 32 270 954 76702 49 0 35 271 1461 103425 67 1 17 272 672 70344 28 0 20 273 778 43410 19 0 7 274 1141 104838 49 1 46 275 680 62215 27 0 24 276 1090 69304 30 6 40 277 616 53117 22 3 3 278 285 19764 12 1 10 279 1145 86680 31 2 37 280 733 84105 20 0 17 281 888 77945 20 0 28 282 849 89113 39 0 19 283 1182 91005 29 3 29 284 528 40248 16 1 8 285 642 64187 27 0 10 286 947 50857 21 0 15 287 819 56613 19 1 15 288 757 62792 35 0 28 289 894 72535 14 0 17 compendiums_reviewed feedback_messages_p1 totsize totrevisions 1 30 115 112285 24188 2 28 109 84786 18273 3 38 146 83123 14130 4 30 116 101193 32287 5 22 68 38361 8654 6 26 101 68504 9245 7 25 96 119182 33251 8 18 67 22807 1271 9 11 44 17140 5279 10 26 100 116174 27101 11 25 93 57635 16373 12 38 140 66198 19716 13 44 166 71701 17753 14 30 99 57793 9028 15 40 139 80444 18653 16 34 130 53855 8828 17 47 181 97668 29498 18 30 116 133824 27563 19 31 116 101481 18293 20 23 88 99645 22530 21 36 139 114789 15977 22 36 135 99052 35082 23 30 108 67654 16116 24 25 89 65553 15849 25 39 156 97500 16026 26 34 129 69112 26569 27 31 118 82753 24785 28 31 118 85323 17569 29 33 125 72654 23825 30 25 95 30727 7869 31 33 126 77873 14975 32 35 135 117478 37791 33 42 154 74007 9605 34 43 165 90183 27295 35 30 113 61542 2746 36 33 127 101494 34461 37 13 52 27570 8098 38 32 121 55813 4787 39 36 136 79215 24919 40 0 0 1423 603 41 28 108 55461 16329 42 14 46 31081 12558 43 17 54 22996 7784 44 32 124 83122 28522 45 30 115 70106 22265 46 35 128 60578 14459 47 20 80 39992 14526 48 28 97 79892 22240 49 28 104 49810 11802 50 39 59 71570 7623 51 34 125 100708 11912 52 26 82 33032 7935 53 39 149 82875 18220 54 39 149 139077 19199 55 33 122 71595 19918 56 28 118 72260 21884 57 4 12 5950 2694 58 39 144 115762 15808 59 18 67 32551 3597 60 14 52 31701 5296 61 29 108 80670 25239 62 44 166 143558 29801 63 21 80 117105 18450 64 16 60 23789 7132 65 28 107 120733 34861 66 35 127 105195 35940 67 28 107 73107 16688 68 38 146 132068 24683 69 23 84 149193 46230 70 36 141 46821 10387 71 32 123 87011 21436 72 29 111 95260 30546 73 25 98 55183 19746 74 27 105 106671 15977 75 36 135 73511 22583 76 28 107 92945 17274 77 23 85 78664 16469 78 40 155 70054 14251 79 23 88 22618 3007 80 40 155 74011 16851 81 28 104 83737 21113 82 34 132 69094 17401 83 33 127 93133 23958 84 28 108 95536 23567 85 34 129 225920 13065 86 30 116 62133 15358 87 33 122 61370 14587 88 22 85 43836 12770 89 38 147 106117 24021 90 26 99 38692 9648 91 35 87 84651 20537 92 8 28 56622 7905 93 24 90 15986 4527 94 29 109 95364 30495 95 20 78 26706 7117 96 29 111 89691 17719 97 45 158 67267 27056 98 37 141 126846 33473 99 33 122 41140 9758 100 33 124 102860 21115 101 25 93 51715 7236 102 32 124 55801 13790 103 29 112 111813 32902 104 28 108 120293 25131 105 28 99 138599 30910 106 31 117 161647 35947 107 52 199 115929 29848 108 21 78 24266 6943 109 24 91 162901 42705 110 41 158 109825 31808 111 33 126 129838 26675 112 32 122 37510 8435 113 19 71 43750 7409 114 20 75 40652 14993 115 31 115 87771 36867 116 31 119 85872 33835 117 32 124 89275 24164 118 18 72 44418 12607 119 23 91 192565 22609 120 17 45 35232 5892 121 20 78 40909 17014 122 12 39 13294 5394 123 17 68 32387 9178 124 30 119 140867 6440 125 31 117 120662 21916 126 10 39 21233 4011 127 13 50 44332 5818 128 22 88 61056 18647 129 42 155 101338 20556 130 1 0 1168 238 131 9 36 13497 70 132 32 123 65567 22392 133 11 32 25162 3913 134 25 99 32334 12237 135 36 136 40735 8388 136 31 117 91413 22120 137 0 0 855 338 138 24 88 97068 11727 139 13 39 44339 3704 140 8 25 14116 3988 141 13 52 10288 3030 142 19 75 65622 13520 143 18 71 16563 1421 144 33 124 76643 20923 145 40 151 110681 20237 146 22 71 29011 3219 147 38 145 92696 3769 148 24 87 94785 12252 149 8 27 8773 1888 150 35 131 83209 14497 151 43 162 93815 28864 152 43 165 86687 21721 153 14 54 34553 4821 154 41 159 105547 33644 155 38 147 103487 15923 156 45 170 213688 42935 157 31 119 71220 18864 158 13 49 23517 4977 159 28 104 56926 7785 160 31 120 91721 17939 161 40 150 115168 23436 162 30 112 111194 325 163 16 59 51009 13539 164 37 136 135777 34538 165 30 107 51513 12198 166 35 130 74163 26924 167 32 115 51633 12716 168 27 107 75345 8172 169 20 75 33416 10855 170 18 71 83305 11932 171 31 120 98952 14300 172 31 116 102372 25515 173 21 79 37238 2805 174 39 150 103772 29402 175 41 156 123969 16440 176 13 51 27142 11221 177 32 118 135400 28732 178 18 71 21399 5250 179 39 144 130115 28608 180 14 47 24874 8092 181 7 28 34988 4473 182 17 68 45549 1572 183 0 0 6023 2065 184 30 110 64466 14817 185 37 147 54990 16714 186 0 0 1644 556 187 5 15 6179 2089 188 1 4 3926 2658 189 16 64 32755 10695 190 32 111 34777 1669 191 24 85 73224 16267 192 17 68 27114 7768 193 11 40 20760 7252 194 24 80 37636 6387 195 22 88 65461 18715 196 12 48 30080 7936 197 19 76 24094 8643 198 13 51 69008 7294 199 17 67 54968 4570 200 15 59 46090 7185 201 16 61 27507 10058 202 24 76 10672 2342 203 15 60 34029 8509 204 17 68 46300 13275 205 18 71 24760 6816 206 20 76 18779 1930 207 16 62 21280 8086 208 16 61 40662 10737 209 18 67 28987 8033 210 22 88 22827 7058 211 8 30 18513 6782 212 17 64 30594 5401 213 18 68 24006 6521 214 16 64 27913 10856 215 23 91 42744 2154 216 22 88 12934 6117 217 13 52 22574 5238 218 13 49 41385 4820 219 16 62 18653 5615 220 16 61 18472 4272 221 20 76 30976 8702 222 22 88 63339 15340 223 17 66 25568 8030 224 18 71 33747 9526 225 17 68 4154 1278 226 12 48 19474 4236 227 7 25 35130 3023 228 17 68 39067 7196 229 14 41 13310 3394 230 23 90 65892 6371 231 17 66 4143 1574 232 14 54 28579 9620 233 15 59 51776 6978 234 17 60 21152 4911 235 21 77 38084 8645 236 18 68 27717 8987 237 18 72 32928 5544 238 17 67 11342 3083 239 17 64 19499 6909 240 16 63 16380 3189 241 15 59 36874 6745 242 21 84 48259 16724 243 16 64 16734 4850 244 14 56 28207 7025 245 15 54 30143 6047 246 17 67 41369 7377 247 15 58 45833 9078 248 15 59 29156 4605 249 10 40 35944 3238 250 6 22 36278 8100 251 22 83 45588 9653 252 21 81 45097 8914 253 1 2 3895 786 254 18 72 28394 6700 255 17 61 18632 5788 256 4 15 2325 593 257 10 32 25139 4506 258 16 62 27975 6382 259 16 58 14483 5621 260 9 36 13127 3997 261 16 59 5839 520 262 17 68 24069 8891 263 7 21 3738 999 264 15 55 18625 7067 265 14 54 36341 4639 266 14 55 24548 5654 267 18 72 21792 6928 268 12 41 26263 1514 269 16 61 23686 9238 270 21 67 49303 8204 271 19 76 25659 5926 272 16 64 28904 5785 273 1 3 2781 4 274 16 63 29236 5930 275 10 40 19546 3710 276 19 69 22818 705 277 12 48 32689 443 278 2 8 5752 2416 279 14 52 22197 7747 280 17 66 20055 5432 281 19 76 25272 4913 282 14 43 82206 2650 283 11 39 32073 2370 284 4 14 5444 775 285 16 61 20154 5576 286 20 71 36944 1352 287 12 44 8019 3080 288 15 60 30884 10205 289 16 64 19540 6095 tothyperlinks totblogs 1 144 145 2 103 101 3 98 98 4 135 132 5 61 60 6 39 38 7 150 144 8 5 5 9 28 28 10 84 84 11 80 79 12 130 127 13 82 78 14 60 60 15 131 131 16 84 84 17 140 133 18 151 150 19 91 91 20 138 132 21 150 136 22 124 124 23 119 118 24 73 70 25 110 107 26 123 119 27 90 89 28 116 112 29 113 108 30 56 52 31 115 112 32 119 116 33 129 123 34 127 125 35 27 27 36 175 162 37 35 32 38 64 64 39 96 92 40 0 0 41 84 83 42 41 41 43 47 47 44 126 120 45 105 105 46 80 79 47 70 65 48 73 70 49 57 55 50 40 39 51 68 67 52 21 21 53 127 127 54 154 152 55 116 113 56 102 99 57 7 7 58 148 141 59 21 21 60 35 35 61 112 109 62 137 133 63 135 123 64 26 26 65 230 230 66 181 166 67 71 68 68 147 147 69 190 179 70 64 61 71 105 101 72 107 108 73 94 90 74 116 114 75 106 103 76 143 142 77 81 79 78 89 88 79 26 25 80 84 83 81 113 113 82 120 118 83 110 110 84 134 129 85 54 51 86 96 93 87 78 76 88 51 49 89 121 118 90 38 38 91 145 141 92 59 58 93 27 27 94 91 91 95 48 48 96 68 63 97 58 56 98 150 144 99 74 73 100 181 168 101 65 64 102 97 97 103 121 117 104 99 100 105 152 149 106 188 187 107 138 127 108 40 37 109 254 245 110 87 87 111 178 177 112 51 49 113 49 49 114 73 73 115 176 177 116 94 94 117 120 117 118 66 60 119 56 55 120 39 39 121 66 64 122 27 26 123 65 64 124 58 58 125 98 95 126 25 25 127 26 26 128 77 76 129 130 129 130 11 11 131 2 2 132 101 101 133 31 28 134 36 36 135 120 89 136 195 193 137 4 4 138 89 84 139 24 23 140 39 39 141 14 14 142 78 78 143 15 14 144 106 101 145 83 82 146 24 24 147 37 36 148 77 75 149 16 16 150 56 55 151 132 131 152 144 131 153 40 39 154 153 144 155 143 139 156 220 211 157 79 78 158 50 50 159 39 39 160 95 90 161 169 166 162 12 12 163 63 57 164 134 133 165 69 69 166 119 119 167 119 119 168 75 65 169 63 61 170 55 49 171 103 101 172 197 196 173 16 15 174 140 136 175 89 89 176 40 40 177 125 123 178 21 21 179 167 163 180 32 29 181 36 35 182 13 13 183 5 5 184 96 96 185 151 151 186 6 6 187 13 13 188 3 3 189 57 56 190 23 23 191 61 57 192 21 14 193 43 43 194 20 20 195 82 72 196 90 87 197 25 21 198 60 56 199 61 59 200 85 82 201 43 43 202 25 25 203 41 38 204 26 25 205 38 38 206 12 12 207 29 29 208 49 47 209 46 45 210 41 40 211 31 30 212 41 41 213 26 25 214 23 23 215 14 14 216 16 16 217 25 26 218 21 21 219 32 27 220 9 9 221 35 33 222 42 42 223 68 68 224 32 32 225 6 6 226 68 67 227 33 33 228 84 77 229 46 46 230 30 30 231 0 0 232 36 36 233 47 46 234 20 18 235 50 48 236 30 29 237 30 28 238 34 34 239 33 33 240 34 34 241 37 33 242 83 80 243 32 32 244 30 30 245 43 41 246 41 41 247 51 51 248 19 18 249 37 34 250 33 31 251 41 39 252 54 54 253 14 14 254 25 24 255 25 24 256 8 8 257 26 26 258 20 19 259 11 11 260 14 14 261 3 1 262 40 39 263 5 5 264 38 37 265 32 32 266 41 38 267 46 47 268 47 47 269 37 37 270 51 51 271 49 45 272 21 21 273 1 1 274 44 42 275 26 26 276 21 21 277 4 4 278 10 10 279 43 43 280 34 34 281 32 31 282 20 19 283 34 34 284 6 6 285 12 11 286 24 24 287 16 16 288 72 72 289 27 21 > k <- length(x[1,]) > df <- as.data.frame(x) > (mylm <- lm(df)) Call: lm(formula = df) Coefficients: (Intercept) time_in_rfc logins 2.810e+02 6.488e-03 5.549e+00 shared_compendiums blogged_computations compendiums_reviewed 1.548e+01 5.570e+00 1.151e+01 feedback_messages_p1 totsize totrevisions -4.609e+00 -6.998e-04 -2.181e-03 tothyperlinks totblogs 1.142e+00 -3.886e+00 > (mysum <- summary(mylm)) Call: lm(formula = df) Residuals: Min 1Q Median 3Q Max -1455.81 -171.32 -31.93 135.17 1295.82 Coefficients: Estimate Std. Error t value Pr(>|t|) (Intercept) 2.810e+02 4.460e+01 6.299 1.17e-09 *** time_in_rfc 6.488e-03 4.888e-04 13.275 < 2e-16 *** logins 5.549e+00 7.489e-01 7.409 1.53e-12 *** shared_compendiums 1.548e+01 7.286e+00 2.124 0.0345 * blogged_computations 5.570e+00 1.179e+00 4.724 3.67e-06 *** compendiums_reviewed 1.151e+01 9.335e+00 1.233 0.2187 feedback_messages_p1 -4.609e+00 2.494e+00 -1.848 0.0657 . totsize -6.998e-04 8.510e-04 -0.822 0.4116 totrevisions -2.181e-03 4.085e-03 -0.534 0.5939 tothyperlinks 1.142e+00 5.978e+00 0.191 0.8487 totblogs -3.886e+00 6.187e+00 -0.628 0.5304 --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Residual standard error: 296.3 on 278 degrees of freedom Multiple R-squared: 0.8436, Adjusted R-squared: 0.838 F-statistic: 149.9 on 10 and 278 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,] 0.3722108 7.444216e-01 6.277892e-01 [2,] 0.3710013 7.420027e-01 6.289987e-01 [3,] 0.2386226 4.772452e-01 7.613774e-01 [4,] 0.4349896 8.699791e-01 5.650104e-01 [5,] 0.3426231 6.852462e-01 6.573769e-01 [6,] 0.5355084 9.289833e-01 4.644916e-01 [7,] 0.4749571 9.499143e-01 5.250429e-01 [8,] 0.4368842 8.737685e-01 5.631158e-01 [9,] 0.3759332 7.518664e-01 6.240668e-01 [10,] 0.3333247 6.666493e-01 6.666753e-01 [11,] 0.2630520 5.261041e-01 7.369480e-01 [12,] 0.2006092 4.012185e-01 7.993908e-01 [13,] 0.2013074 4.026149e-01 7.986926e-01 [14,] 0.1634610 3.269220e-01 8.365390e-01 [15,] 0.1398780 2.797561e-01 8.601220e-01 [16,] 0.3184825 6.369650e-01 6.815175e-01 [17,] 0.2740239 5.480477e-01 7.259761e-01 [18,] 0.2207222 4.414444e-01 7.792778e-01 [19,] 0.2373696 4.747391e-01 7.626304e-01 [20,] 0.3300025 6.600051e-01 6.699975e-01 [21,] 0.4694137 9.388273e-01 5.305863e-01 [22,] 0.4105101 8.210202e-01 5.894899e-01 [23,] 0.3526206 7.052412e-01 6.473794e-01 [24,] 0.3072615 6.145230e-01 6.927385e-01 [25,] 0.3234495 6.468989e-01 6.765505e-01 [26,] 0.2770705 5.541410e-01 7.229295e-01 [27,] 0.2342159 4.684317e-01 7.657841e-01 [28,] 0.1933982 3.867964e-01 8.066018e-01 [29,] 0.1600280 3.200561e-01 8.399720e-01 [30,] 0.2011157 4.022314e-01 7.988843e-01 [31,] 0.2333778 4.667555e-01 7.666222e-01 [32,] 0.3024328 6.048657e-01 6.975672e-01 [33,] 0.2612673 5.225345e-01 7.387327e-01 [34,] 0.4533321 9.066643e-01 5.466679e-01 [35,] 0.4134645 8.269290e-01 5.865355e-01 [36,] 0.3910705 7.821410e-01 6.089295e-01 [37,] 0.4218719 8.437437e-01 5.781281e-01 [38,] 0.7963002 4.073995e-01 2.036998e-01 [39,] 0.7630586 4.738829e-01 2.369414e-01 [40,] 0.7530324 4.939351e-01 2.469676e-01 [41,] 0.8749025 2.501950e-01 1.250975e-01 [42,] 0.8987019 2.025963e-01 1.012981e-01 [43,] 0.8802745 2.394509e-01 1.197255e-01 [44,] 0.8566246 2.867508e-01 1.433754e-01 [45,] 0.9998180 3.640261e-04 1.820130e-04 [46,] 0.9997312 5.376233e-04 2.688117e-04 [47,] 0.9996175 7.649161e-04 3.824581e-04 [48,] 0.9998669 2.661961e-04 1.330981e-04 [49,] 0.9998070 3.859710e-04 1.929855e-04 [50,] 0.9999997 5.838564e-07 2.919282e-07 [51,] 0.9999995 9.741227e-07 4.870614e-07 [52,] 1.0000000 7.252717e-08 3.626358e-08 [53,] 1.0000000 3.908778e-08 1.954389e-08 [54,] 1.0000000 3.348605e-08 1.674302e-08 [55,] 1.0000000 5.440655e-08 2.720328e-08 [56,] 1.0000000 6.852266e-08 3.426133e-08 [57,] 1.0000000 4.126860e-08 2.063430e-08 [58,] 1.0000000 5.412400e-08 2.706200e-08 [59,] 1.0000000 6.398804e-08 3.199402e-08 [60,] 1.0000000 8.743933e-08 4.371967e-08 [61,] 0.9999999 1.134763e-07 5.673814e-08 [62,] 0.9999999 1.356674e-07 6.783370e-08 [63,] 0.9999999 2.072890e-07 1.036445e-07 [64,] 0.9999999 1.044833e-07 5.224164e-08 [65,] 0.9999999 1.172723e-07 5.863614e-08 [66,] 0.9999999 1.722232e-07 8.611160e-08 [67,] 0.9999999 2.574124e-07 1.287062e-07 [68,] 0.9999998 4.117052e-07 2.058526e-07 [69,] 0.9999997 6.600898e-07 3.300449e-07 [70,] 0.9999999 1.015619e-07 5.078097e-08 [71,] 1.0000000 9.184309e-08 4.592155e-08 [72,] 1.0000000 3.784003e-08 1.892001e-08 [73,] 1.0000000 6.148729e-08 3.074365e-08 [74,] 0.9999999 1.016939e-07 5.084696e-08 [75,] 0.9999999 1.387735e-07 6.938676e-08 [76,] 0.9999999 2.241423e-07 1.120712e-07 [77,] 0.9999999 2.875193e-07 1.437596e-07 [78,] 0.9999999 1.937463e-07 9.687317e-08 [79,] 0.9999998 3.069292e-07 1.534646e-07 [80,] 0.9999999 1.802157e-07 9.010787e-08 [81,] 0.9999999 2.027043e-07 1.013521e-07 [82,] 0.9999999 2.327675e-07 1.163837e-07 [83,] 0.9999999 2.844615e-07 1.422307e-07 [84,] 0.9999998 3.547124e-07 1.773562e-07 [85,] 1.0000000 1.829892e-08 9.149459e-09 [86,] 1.0000000 2.912662e-08 1.456331e-08 [87,] 1.0000000 4.226312e-08 2.113156e-08 [88,] 1.0000000 6.277149e-08 3.138575e-08 [89,] 1.0000000 5.188252e-08 2.594126e-08 [90,] 1.0000000 8.289389e-08 4.144694e-08 [91,] 0.9999999 1.332129e-07 6.660643e-08 [92,] 0.9999999 1.989038e-07 9.945191e-08 [93,] 0.9999999 1.829704e-07 9.148518e-08 [94,] 0.9999999 2.261578e-07 1.130789e-07 [95,] 0.9999999 2.091529e-07 1.045765e-07 [96,] 0.9999999 2.906650e-07 1.453325e-07 [97,] 0.9999999 2.709493e-07 1.354746e-07 [98,] 0.9999998 4.296310e-07 2.148155e-07 [99,] 0.9999999 2.200903e-07 1.100451e-07 [100,] 0.9999998 3.145114e-07 1.572557e-07 [101,] 0.9999998 4.952340e-07 2.476170e-07 [102,] 0.9999996 7.336029e-07 3.668014e-07 [103,] 0.9999995 9.603610e-07 4.801805e-07 [104,] 0.9999995 1.061592e-06 5.307961e-07 [105,] 0.9999992 1.577095e-06 7.885476e-07 [106,] 0.9999988 2.405884e-06 1.202942e-06 [107,] 0.9999990 2.074450e-06 1.037225e-06 [108,] 0.9999987 2.598944e-06 1.299472e-06 [109,] 0.9999982 3.619487e-06 1.809744e-06 [110,] 0.9999995 9.406366e-07 4.703183e-07 [111,] 0.9999993 1.457601e-06 7.288003e-07 [112,] 0.9999996 8.024513e-07 4.012257e-07 [113,] 0.9999995 9.223510e-07 4.611755e-07 [114,] 0.9999994 1.281024e-06 6.405121e-07 [115,] 0.9999992 1.607577e-06 8.037884e-07 [116,] 0.9999993 1.348966e-06 6.744830e-07 [117,] 0.9999990 1.936611e-06 9.683053e-07 [118,] 0.9999985 2.919267e-06 1.459633e-06 [119,] 0.9999978 4.388049e-06 2.194025e-06 [120,] 0.9999983 3.421467e-06 1.710734e-06 [121,] 0.9999999 1.962622e-07 9.813110e-08 [122,] 0.9999999 1.937442e-07 9.687208e-08 [123,] 0.9999999 1.550257e-07 7.751286e-08 [124,] 0.9999999 2.284357e-07 1.142178e-07 [125,] 0.9999999 2.919143e-07 1.459571e-07 [126,] 0.9999998 3.886354e-07 1.943177e-07 [127,] 0.9999997 5.814200e-07 2.907100e-07 [128,] 0.9999996 8.991257e-07 4.495628e-07 [129,] 0.9999995 9.487743e-07 4.743872e-07 [130,] 0.9999993 1.390621e-06 6.953104e-07 [131,] 0.9999994 1.134400e-06 5.672001e-07 [132,] 0.9999993 1.364461e-06 6.822304e-07 [133,] 0.9999998 4.249875e-07 2.124937e-07 [134,] 0.9999998 3.035437e-07 1.517718e-07 [135,] 0.9999998 3.873339e-07 1.936669e-07 [136,] 0.9999997 5.646145e-07 2.823073e-07 [137,] 0.9999996 8.213975e-07 4.106987e-07 [138,] 0.9999994 1.191955e-06 5.959777e-07 [139,] 0.9999991 1.731612e-06 8.658058e-07 [140,] 0.9999987 2.539669e-06 1.269835e-06 [141,] 0.9999982 3.647111e-06 1.823555e-06 [142,] 0.9999989 2.141036e-06 1.070518e-06 [143,] 0.9999984 3.228071e-06 1.614036e-06 [144,] 0.9999989 2.271317e-06 1.135659e-06 [145,] 0.9999983 3.330492e-06 1.665246e-06 [146,] 0.9999975 5.043385e-06 2.521693e-06 [147,] 0.9999999 1.093613e-07 5.468063e-08 [148,] 1.0000000 7.829399e-08 3.914700e-08 [149,] 1.0000000 4.937416e-08 2.468708e-08 [150,] 1.0000000 6.978213e-08 3.489107e-08 [151,] 1.0000000 2.986366e-08 1.493183e-08 [152,] 1.0000000 4.687373e-08 2.343687e-08 [153,] 1.0000000 5.574620e-08 2.787310e-08 [154,] 1.0000000 8.688180e-08 4.344090e-08 [155,] 1.0000000 8.921572e-08 4.460786e-08 [156,] 1.0000000 5.742224e-08 2.871112e-08 [157,] 1.0000000 4.477995e-08 2.238998e-08 [158,] 1.0000000 3.582252e-08 1.791126e-08 [159,] 1.0000000 5.169617e-08 2.584809e-08 [160,] 1.0000000 6.799225e-08 3.399613e-08 [161,] 1.0000000 3.628376e-08 1.814188e-08 [162,] 1.0000000 1.956073e-08 9.780364e-09 [163,] 1.0000000 5.730488e-09 2.865244e-09 [164,] 1.0000000 4.518820e-09 2.259410e-09 [165,] 1.0000000 7.983050e-09 3.991525e-09 [166,] 1.0000000 2.421045e-09 1.210522e-09 [167,] 1.0000000 3.841263e-09 1.920631e-09 [168,] 1.0000000 6.557068e-09 3.278534e-09 [169,] 1.0000000 9.169112e-09 4.584556e-09 [170,] 1.0000000 1.428382e-08 7.141908e-09 [171,] 1.0000000 2.185132e-08 1.092566e-08 [172,] 1.0000000 8.428313e-09 4.214157e-09 [173,] 1.0000000 1.379933e-08 6.899666e-09 [174,] 1.0000000 2.242498e-08 1.121249e-08 [175,] 1.0000000 3.576083e-08 1.788042e-08 [176,] 1.0000000 1.918004e-08 9.590018e-09 [177,] 1.0000000 1.451005e-08 7.255027e-09 [178,] 1.0000000 1.560167e-08 7.800837e-09 [179,] 1.0000000 2.596734e-08 1.298367e-08 [180,] 1.0000000 3.026583e-08 1.513291e-08 [181,] 1.0000000 1.274833e-08 6.374163e-09 [182,] 1.0000000 2.299459e-08 1.149730e-08 [183,] 1.0000000 4.003817e-08 2.001908e-08 [184,] 1.0000000 5.524481e-08 2.762241e-08 [185,] 1.0000000 8.038796e-08 4.019398e-08 [186,] 0.9999999 1.195336e-07 5.976679e-08 [187,] 0.9999999 1.331632e-07 6.658158e-08 [188,] 0.9999999 1.107031e-07 5.535154e-08 [189,] 0.9999999 1.384225e-07 6.921126e-08 [190,] 0.9999999 2.375324e-07 1.187662e-07 [191,] 0.9999998 3.928072e-07 1.964036e-07 [192,] 0.9999999 1.491997e-07 7.459983e-08 [193,] 0.9999999 2.587372e-07 1.293686e-07 [194,] 0.9999998 4.250984e-07 2.125492e-07 [195,] 0.9999996 7.309792e-07 3.654896e-07 [196,] 0.9999994 1.148635e-06 5.743173e-07 [197,] 0.9999992 1.595948e-06 7.979738e-07 [198,] 0.9999987 2.555783e-06 1.277892e-06 [199,] 0.9999978 4.346053e-06 2.173027e-06 [200,] 0.9999963 7.355729e-06 3.677864e-06 [201,] 0.9999963 7.331383e-06 3.665692e-06 [202,] 0.9999948 1.040146e-05 5.200732e-06 [203,] 0.9999916 1.683387e-05 8.416933e-06 [204,] 0.9999919 1.616026e-05 8.080128e-06 [205,] 0.9999925 1.493640e-05 7.468198e-06 [206,] 0.9999930 1.402761e-05 7.013807e-06 [207,] 0.9999900 2.005733e-05 1.002866e-05 [208,] 0.9999843 3.137272e-05 1.568636e-05 [209,] 0.9999823 3.545944e-05 1.772972e-05 [210,] 0.9999997 5.824852e-07 2.912426e-07 [211,] 0.9999995 1.088693e-06 5.443467e-07 [212,] 0.9999992 1.517302e-06 7.586511e-07 [213,] 0.9999991 1.852452e-06 9.262260e-07 [214,] 0.9999983 3.310685e-06 1.655342e-06 [215,] 0.9999981 3.734311e-06 1.867156e-06 [216,] 0.9999985 3.059882e-06 1.529941e-06 [217,] 0.9999998 3.942929e-07 1.971464e-07 [218,] 0.9999997 6.403503e-07 3.201751e-07 [219,] 0.9999998 4.273186e-07 2.136593e-07 [220,] 1.0000000 4.171591e-08 2.085795e-08 [221,] 1.0000000 8.586827e-08 4.293413e-08 [222,] 0.9999999 1.815475e-07 9.077375e-08 [223,] 0.9999999 2.748571e-07 1.374286e-07 [224,] 0.9999998 4.447852e-07 2.223926e-07 [225,] 0.9999995 9.167322e-07 4.583661e-07 [226,] 0.9999997 6.735302e-07 3.367651e-07 [227,] 0.9999993 1.415988e-06 7.079938e-07 [228,] 0.9999986 2.720844e-06 1.360422e-06 [229,] 0.9999978 4.404225e-06 2.202112e-06 [230,] 0.9999961 7.792359e-06 3.896180e-06 [231,] 0.9999938 1.248943e-05 6.244714e-06 [232,] 0.9999879 2.423052e-05 1.211526e-05 [233,] 0.9999834 3.325146e-05 1.662573e-05 [234,] 0.9999997 6.071247e-07 3.035623e-07 [235,] 0.9999997 6.495275e-07 3.247638e-07 [236,] 0.9999993 1.407431e-06 7.037155e-07 [237,] 0.9999986 2.754152e-06 1.377076e-06 [238,] 0.9999975 5.089866e-06 2.544933e-06 [239,] 0.9999942 1.162438e-05 5.812189e-06 [240,] 0.9999912 1.753321e-05 8.766605e-06 [241,] 0.9999870 2.595655e-05 1.297828e-05 [242,] 0.9999881 2.384029e-05 1.192015e-05 [243,] 0.9999737 5.261056e-05 2.630528e-05 [244,] 0.9999416 1.167675e-04 5.838374e-05 [245,] 0.9998784 2.432008e-04 1.216004e-04 [246,] 0.9997852 4.295842e-04 2.147921e-04 [247,] 0.9995658 8.684883e-04 4.342442e-04 [248,] 0.9991810 1.638010e-03 8.190050e-04 [249,] 0.9984097 3.180517e-03 1.590259e-03 [250,] 0.9971314 5.737256e-03 2.868628e-03 [251,] 0.9943891 1.122177e-02 5.610884e-03 [252,] 0.9892527 2.149454e-02 1.074727e-02 [253,] 0.9815165 3.696701e-02 1.848350e-02 [254,] 0.9700771 5.984580e-02 2.992290e-02 [255,] 0.9954881 9.023823e-03 4.511911e-03 [256,] 0.9962472 7.505512e-03 3.752756e-03 [257,] 0.9935186 1.296289e-02 6.481445e-03 [258,] 0.9853970 2.920599e-02 1.460299e-02 [259,] 0.9681699 6.366028e-02 3.183014e-02 [260,] 0.9696401 6.071975e-02 3.035987e-02 [261,] 0.9234922 1.530156e-01 7.650778e-02 [262,] 0.8233647 3.532706e-01 1.766353e-01 > postscript(file="/var/wessaorg/rcomp/tmp/1fmhp1354796196.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$resid) > grid() > dev.off() null device 1 > postscript(file="/var/wessaorg/rcomp/tmp/2l1do1354796196.ps",horizontal=F,onefile=F,pagecentre=F,paper="special",width=8.3333333333333,height=5.5555555555556) > plot(mysum$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/3nwn91354796196.ps",horizontal=F,onefile=F,pagecentre=F,paper="special",width=8.3333333333333,height=5.5555555555556) > hist(mysum$resid, main='Residual Histogram', xlab='values of Residuals') > grid() > dev.off() null device 1 > postscript(file="/var/wessaorg/rcomp/tmp/4pbno1354796196.ps",horizontal=F,onefile=F,pagecentre=F,paper="special",width=8.3333333333333,height=5.5555555555556) > densityplot(~mysum$resid,col='black',main='Residual Density Plot', xlab='values of Residuals') > dev.off() null device 1 > postscript(file="/var/wessaorg/rcomp/tmp/5k4p01354796196.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 -313.284410 -338.317871 -122.118010 290.751912 -420.049289 -7.764006 7 8 9 10 11 12 -66.714743 -96.494105 -32.827636 306.534413 -50.157078 -314.135596 13 14 15 16 17 18 -428.987641 -94.442156 -95.319353 -319.357162 701.252179 -243.874338 19 20 21 22 23 24 -262.267308 -192.936803 -104.072414 61.841950 -592.254054 -207.043877 25 26 27 28 29 30 16.536069 536.477641 315.160131 45.651393 -493.923872 -25.538194 31 32 33 34 35 36 -149.790987 -175.346402 172.273383 -578.029474 -171.319726 -11.843909 37 38 39 40 41 42 -251.651339 23.831630 -175.214788 -233.523451 -118.137375 -259.513127 43 44 45 46 47 48 445.240918 -207.916516 170.193362 -163.122157 740.016236 -199.667491 49 50 51 52 53 54 72.145294 515.175068 1025.910290 -72.822433 172.789125 822.429217 55 56 57 58 59 60 273.524608 -139.506433 -81.083574 -1455.810618 -57.621074 -136.160986 61 62 63 64 65 66 555.487043 47.018579 1295.824628 -49.579925 539.676790 -466.579379 67 68 69 70 71 72 -405.247864 173.295431 239.351945 218.420294 83.671758 -297.097685 73 74 75 76 77 78 -229.080282 -143.095061 146.102341 -13.340176 -375.717236 151.406608 79 80 81 82 83 84 -27.435709 -34.679711 -57.704687 -3.744423 -644.362473 -329.434627 85 86 87 88 89 90 -427.580385 -39.471310 -24.900853 168.375569 -28.306793 -194.394246 91 92 93 94 95 96 -427.447873 -95.929133 426.895037 -228.361577 -263.000490 178.934346 97 98 99 100 101 102 -241.897594 804.775120 -80.513949 -151.456747 73.166324 366.583653 103 104 105 106 107 108 20.552940 46.879608 -106.771090 -315.652848 269.997873 307.175589 109 110 111 112 113 114 185.956413 -260.127294 -6.474415 -475.840212 118.049772 15.973884 115 116 117 118 119 120 -44.523325 188.457443 -275.590132 57.892846 2.914669 287.428494 121 122 123 124 125 126 195.356898 86.242422 624.838825 -40.396157 -404.910227 -213.977802 127 128 129 130 131 132 -138.344824 213.941281 -351.918708 -141.080222 16.227133 -45.725101 133 134 135 136 137 138 -360.546480 764.161393 90.709939 -261.862098 -129.292983 -107.138747 139 140 141 142 143 144 151.077433 -92.675294 30.697983 270.231161 112.741134 288.680375 145 146 147 148 149 150 -27.622285 487.840241 -165.575180 262.611281 -152.108774 162.475414 151 152 153 154 155 156 -69.532414 -115.485559 57.286287 90.826747 -412.064729 109.903283 157 158 159 160 161 162 -298.071764 139.251821 80.331147 -824.656621 494.322507 81.007337 163 164 165 166 167 168 -198.044004 369.525317 160.162252 -294.152512 132.207285 -158.876296 169 170 171 172 173 174 -393.780837 -323.033277 524.505146 -74.088092 200.213622 -155.805720 175 176 177 178 179 180 -54.205013 334.980077 390.203151 -32.742274 -230.976284 -194.784038 181 182 183 184 185 186 153.753554 288.450527 -224.571829 7.112123 -68.789291 -224.559922 187 188 189 190 191 192 -231.341590 -257.834357 381.080967 -187.092585 -152.381189 -21.102202 193 194 195 196 197 198 272.652158 532.825325 37.503216 122.369347 115.522900 -10.921466 199 200 201 202 203 204 296.347629 4.084141 -235.364180 -176.912403 -112.398290 23.109297 205 206 207 208 209 210 512.214277 -20.354553 54.556863 -116.979023 -130.964990 -64.393227 211 212 213 214 215 216 43.971447 6.060979 4.410485 -301.889568 365.064215 116.395584 217 218 219 220 221 222 251.323447 -75.857973 -140.417827 -225.787323 134.522968 465.405140 223 224 225 226 227 228 824.213720 -9.390097 -146.604489 196.567357 -124.743211 91.207614 229 230 231 232 233 234 207.222006 615.058552 112.691573 162.300023 436.666232 89.501732 235 236 237 238 239 240 120.778893 -211.154108 -177.758943 81.276502 208.726905 46.784861 241 242 243 244 245 246 135.168975 -60.128467 -129.199177 -98.512571 -6.016713 152.313518 247 248 249 250 251 252 386.076928 -249.091301 -61.758315 -32.615772 48.521828 -36.940067 253 254 255 256 257 258 -277.357769 78.345833 117.375302 -148.025948 -40.428945 -178.921042 259 260 261 262 263 264 -238.738812 -213.803789 89.127987 -78.315029 -119.066084 -17.111926 265 266 267 268 269 270 -56.299257 -104.298097 -21.254365 -246.086109 -457.437042 -31.931175 271 272 273 274 275 276 308.550540 -130.783218 78.008463 -111.103767 -125.689811 51.798920 277 278 279 280 281 282 -76.828391 -211.343156 121.616243 -71.539322 78.374695 -180.963695 283 284 285 286 287 288 115.828853 -122.433868 -108.581898 327.762566 87.232026 63.886848 289 158.664345 > postscript(file="/var/wessaorg/rcomp/tmp/6h2kq1354796196.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 -313.284410 NA 1 -338.317871 -313.284410 2 -122.118010 -338.317871 3 290.751912 -122.118010 4 -420.049289 290.751912 5 -7.764006 -420.049289 6 -66.714743 -7.764006 7 -96.494105 -66.714743 8 -32.827636 -96.494105 9 306.534413 -32.827636 10 -50.157078 306.534413 11 -314.135596 -50.157078 12 -428.987641 -314.135596 13 -94.442156 -428.987641 14 -95.319353 -94.442156 15 -319.357162 -95.319353 16 701.252179 -319.357162 17 -243.874338 701.252179 18 -262.267308 -243.874338 19 -192.936803 -262.267308 20 -104.072414 -192.936803 21 61.841950 -104.072414 22 -592.254054 61.841950 23 -207.043877 -592.254054 24 16.536069 -207.043877 25 536.477641 16.536069 26 315.160131 536.477641 27 45.651393 315.160131 28 -493.923872 45.651393 29 -25.538194 -493.923872 30 -149.790987 -25.538194 31 -175.346402 -149.790987 32 172.273383 -175.346402 33 -578.029474 172.273383 34 -171.319726 -578.029474 35 -11.843909 -171.319726 36 -251.651339 -11.843909 37 23.831630 -251.651339 38 -175.214788 23.831630 39 -233.523451 -175.214788 40 -118.137375 -233.523451 41 -259.513127 -118.137375 42 445.240918 -259.513127 43 -207.916516 445.240918 44 170.193362 -207.916516 45 -163.122157 170.193362 46 740.016236 -163.122157 47 -199.667491 740.016236 48 72.145294 -199.667491 49 515.175068 72.145294 50 1025.910290 515.175068 51 -72.822433 1025.910290 52 172.789125 -72.822433 53 822.429217 172.789125 54 273.524608 822.429217 55 -139.506433 273.524608 56 -81.083574 -139.506433 57 -1455.810618 -81.083574 58 -57.621074 -1455.810618 59 -136.160986 -57.621074 60 555.487043 -136.160986 61 47.018579 555.487043 62 1295.824628 47.018579 63 -49.579925 1295.824628 64 539.676790 -49.579925 65 -466.579379 539.676790 66 -405.247864 -466.579379 67 173.295431 -405.247864 68 239.351945 173.295431 69 218.420294 239.351945 70 83.671758 218.420294 71 -297.097685 83.671758 72 -229.080282 -297.097685 73 -143.095061 -229.080282 74 146.102341 -143.095061 75 -13.340176 146.102341 76 -375.717236 -13.340176 77 151.406608 -375.717236 78 -27.435709 151.406608 79 -34.679711 -27.435709 80 -57.704687 -34.679711 81 -3.744423 -57.704687 82 -644.362473 -3.744423 83 -329.434627 -644.362473 84 -427.580385 -329.434627 85 -39.471310 -427.580385 86 -24.900853 -39.471310 87 168.375569 -24.900853 88 -28.306793 168.375569 89 -194.394246 -28.306793 90 -427.447873 -194.394246 91 -95.929133 -427.447873 92 426.895037 -95.929133 93 -228.361577 426.895037 94 -263.000490 -228.361577 95 178.934346 -263.000490 96 -241.897594 178.934346 97 804.775120 -241.897594 98 -80.513949 804.775120 99 -151.456747 -80.513949 100 73.166324 -151.456747 101 366.583653 73.166324 102 20.552940 366.583653 103 46.879608 20.552940 104 -106.771090 46.879608 105 -315.652848 -106.771090 106 269.997873 -315.652848 107 307.175589 269.997873 108 185.956413 307.175589 109 -260.127294 185.956413 110 -6.474415 -260.127294 111 -475.840212 -6.474415 112 118.049772 -475.840212 113 15.973884 118.049772 114 -44.523325 15.973884 115 188.457443 -44.523325 116 -275.590132 188.457443 117 57.892846 -275.590132 118 2.914669 57.892846 119 287.428494 2.914669 120 195.356898 287.428494 121 86.242422 195.356898 122 624.838825 86.242422 123 -40.396157 624.838825 124 -404.910227 -40.396157 125 -213.977802 -404.910227 126 -138.344824 -213.977802 127 213.941281 -138.344824 128 -351.918708 213.941281 129 -141.080222 -351.918708 130 16.227133 -141.080222 131 -45.725101 16.227133 132 -360.546480 -45.725101 133 764.161393 -360.546480 134 90.709939 764.161393 135 -261.862098 90.709939 136 -129.292983 -261.862098 137 -107.138747 -129.292983 138 151.077433 -107.138747 139 -92.675294 151.077433 140 30.697983 -92.675294 141 270.231161 30.697983 142 112.741134 270.231161 143 288.680375 112.741134 144 -27.622285 288.680375 145 487.840241 -27.622285 146 -165.575180 487.840241 147 262.611281 -165.575180 148 -152.108774 262.611281 149 162.475414 -152.108774 150 -69.532414 162.475414 151 -115.485559 -69.532414 152 57.286287 -115.485559 153 90.826747 57.286287 154 -412.064729 90.826747 155 109.903283 -412.064729 156 -298.071764 109.903283 157 139.251821 -298.071764 158 80.331147 139.251821 159 -824.656621 80.331147 160 494.322507 -824.656621 161 81.007337 494.322507 162 -198.044004 81.007337 163 369.525317 -198.044004 164 160.162252 369.525317 165 -294.152512 160.162252 166 132.207285 -294.152512 167 -158.876296 132.207285 168 -393.780837 -158.876296 169 -323.033277 -393.780837 170 524.505146 -323.033277 171 -74.088092 524.505146 172 200.213622 -74.088092 173 -155.805720 200.213622 174 -54.205013 -155.805720 175 334.980077 -54.205013 176 390.203151 334.980077 177 -32.742274 390.203151 178 -230.976284 -32.742274 179 -194.784038 -230.976284 180 153.753554 -194.784038 181 288.450527 153.753554 182 -224.571829 288.450527 183 7.112123 -224.571829 184 -68.789291 7.112123 185 -224.559922 -68.789291 186 -231.341590 -224.559922 187 -257.834357 -231.341590 188 381.080967 -257.834357 189 -187.092585 381.080967 190 -152.381189 -187.092585 191 -21.102202 -152.381189 192 272.652158 -21.102202 193 532.825325 272.652158 194 37.503216 532.825325 195 122.369347 37.503216 196 115.522900 122.369347 197 -10.921466 115.522900 198 296.347629 -10.921466 199 4.084141 296.347629 200 -235.364180 4.084141 201 -176.912403 -235.364180 202 -112.398290 -176.912403 203 23.109297 -112.398290 204 512.214277 23.109297 205 -20.354553 512.214277 206 54.556863 -20.354553 207 -116.979023 54.556863 208 -130.964990 -116.979023 209 -64.393227 -130.964990 210 43.971447 -64.393227 211 6.060979 43.971447 212 4.410485 6.060979 213 -301.889568 4.410485 214 365.064215 -301.889568 215 116.395584 365.064215 216 251.323447 116.395584 217 -75.857973 251.323447 218 -140.417827 -75.857973 219 -225.787323 -140.417827 220 134.522968 -225.787323 221 465.405140 134.522968 222 824.213720 465.405140 223 -9.390097 824.213720 224 -146.604489 -9.390097 225 196.567357 -146.604489 226 -124.743211 196.567357 227 91.207614 -124.743211 228 207.222006 91.207614 229 615.058552 207.222006 230 112.691573 615.058552 231 162.300023 112.691573 232 436.666232 162.300023 233 89.501732 436.666232 234 120.778893 89.501732 235 -211.154108 120.778893 236 -177.758943 -211.154108 237 81.276502 -177.758943 238 208.726905 81.276502 239 46.784861 208.726905 240 135.168975 46.784861 241 -60.128467 135.168975 242 -129.199177 -60.128467 243 -98.512571 -129.199177 244 -6.016713 -98.512571 245 152.313518 -6.016713 246 386.076928 152.313518 247 -249.091301 386.076928 248 -61.758315 -249.091301 249 -32.615772 -61.758315 250 48.521828 -32.615772 251 -36.940067 48.521828 252 -277.357769 -36.940067 253 78.345833 -277.357769 254 117.375302 78.345833 255 -148.025948 117.375302 256 -40.428945 -148.025948 257 -178.921042 -40.428945 258 -238.738812 -178.921042 259 -213.803789 -238.738812 260 89.127987 -213.803789 261 -78.315029 89.127987 262 -119.066084 -78.315029 263 -17.111926 -119.066084 264 -56.299257 -17.111926 265 -104.298097 -56.299257 266 -21.254365 -104.298097 267 -246.086109 -21.254365 268 -457.437042 -246.086109 269 -31.931175 -457.437042 270 308.550540 -31.931175 271 -130.783218 308.550540 272 78.008463 -130.783218 273 -111.103767 78.008463 274 -125.689811 -111.103767 275 51.798920 -125.689811 276 -76.828391 51.798920 277 -211.343156 -76.828391 278 121.616243 -211.343156 279 -71.539322 121.616243 280 78.374695 -71.539322 281 -180.963695 78.374695 282 115.828853 -180.963695 283 -122.433868 115.828853 284 -108.581898 -122.433868 285 327.762566 -108.581898 286 87.232026 327.762566 287 63.886848 87.232026 288 158.664345 63.886848 289 NA 158.664345 > dum1 <- dum[2:length(myerror),] > dum1 lag(myerror, k = 1) myerror [1,] -338.317871 -313.284410 [2,] -122.118010 -338.317871 [3,] 290.751912 -122.118010 [4,] -420.049289 290.751912 [5,] -7.764006 -420.049289 [6,] -66.714743 -7.764006 [7,] -96.494105 -66.714743 [8,] -32.827636 -96.494105 [9,] 306.534413 -32.827636 [10,] -50.157078 306.534413 [11,] -314.135596 -50.157078 [12,] -428.987641 -314.135596 [13,] -94.442156 -428.987641 [14,] -95.319353 -94.442156 [15,] -319.357162 -95.319353 [16,] 701.252179 -319.357162 [17,] -243.874338 701.252179 [18,] -262.267308 -243.874338 [19,] -192.936803 -262.267308 [20,] -104.072414 -192.936803 [21,] 61.841950 -104.072414 [22,] -592.254054 61.841950 [23,] -207.043877 -592.254054 [24,] 16.536069 -207.043877 [25,] 536.477641 16.536069 [26,] 315.160131 536.477641 [27,] 45.651393 315.160131 [28,] -493.923872 45.651393 [29,] -25.538194 -493.923872 [30,] -149.790987 -25.538194 [31,] -175.346402 -149.790987 [32,] 172.273383 -175.346402 [33,] -578.029474 172.273383 [34,] -171.319726 -578.029474 [35,] -11.843909 -171.319726 [36,] -251.651339 -11.843909 [37,] 23.831630 -251.651339 [38,] -175.214788 23.831630 [39,] -233.523451 -175.214788 [40,] -118.137375 -233.523451 [41,] -259.513127 -118.137375 [42,] 445.240918 -259.513127 [43,] -207.916516 445.240918 [44,] 170.193362 -207.916516 [45,] -163.122157 170.193362 [46,] 740.016236 -163.122157 [47,] -199.667491 740.016236 [48,] 72.145294 -199.667491 [49,] 515.175068 72.145294 [50,] 1025.910290 515.175068 [51,] -72.822433 1025.910290 [52,] 172.789125 -72.822433 [53,] 822.429217 172.789125 [54,] 273.524608 822.429217 [55,] -139.506433 273.524608 [56,] -81.083574 -139.506433 [57,] -1455.810618 -81.083574 [58,] -57.621074 -1455.810618 [59,] -136.160986 -57.621074 [60,] 555.487043 -136.160986 [61,] 47.018579 555.487043 [62,] 1295.824628 47.018579 [63,] -49.579925 1295.824628 [64,] 539.676790 -49.579925 [65,] -466.579379 539.676790 [66,] -405.247864 -466.579379 [67,] 173.295431 -405.247864 [68,] 239.351945 173.295431 [69,] 218.420294 239.351945 [70,] 83.671758 218.420294 [71,] -297.097685 83.671758 [72,] -229.080282 -297.097685 [73,] -143.095061 -229.080282 [74,] 146.102341 -143.095061 [75,] -13.340176 146.102341 [76,] -375.717236 -13.340176 [77,] 151.406608 -375.717236 [78,] -27.435709 151.406608 [79,] -34.679711 -27.435709 [80,] -57.704687 -34.679711 [81,] -3.744423 -57.704687 [82,] -644.362473 -3.744423 [83,] -329.434627 -644.362473 [84,] -427.580385 -329.434627 [85,] -39.471310 -427.580385 [86,] -24.900853 -39.471310 [87,] 168.375569 -24.900853 [88,] -28.306793 168.375569 [89,] -194.394246 -28.306793 [90,] -427.447873 -194.394246 [91,] -95.929133 -427.447873 [92,] 426.895037 -95.929133 [93,] -228.361577 426.895037 [94,] -263.000490 -228.361577 [95,] 178.934346 -263.000490 [96,] -241.897594 178.934346 [97,] 804.775120 -241.897594 [98,] -80.513949 804.775120 [99,] -151.456747 -80.513949 [100,] 73.166324 -151.456747 [101,] 366.583653 73.166324 [102,] 20.552940 366.583653 [103,] 46.879608 20.552940 [104,] -106.771090 46.879608 [105,] -315.652848 -106.771090 [106,] 269.997873 -315.652848 [107,] 307.175589 269.997873 [108,] 185.956413 307.175589 [109,] -260.127294 185.956413 [110,] -6.474415 -260.127294 [111,] -475.840212 -6.474415 [112,] 118.049772 -475.840212 [113,] 15.973884 118.049772 [114,] -44.523325 15.973884 [115,] 188.457443 -44.523325 [116,] -275.590132 188.457443 [117,] 57.892846 -275.590132 [118,] 2.914669 57.892846 [119,] 287.428494 2.914669 [120,] 195.356898 287.428494 [121,] 86.242422 195.356898 [122,] 624.838825 86.242422 [123,] -40.396157 624.838825 [124,] -404.910227 -40.396157 [125,] -213.977802 -404.910227 [126,] -138.344824 -213.977802 [127,] 213.941281 -138.344824 [128,] -351.918708 213.941281 [129,] -141.080222 -351.918708 [130,] 16.227133 -141.080222 [131,] -45.725101 16.227133 [132,] -360.546480 -45.725101 [133,] 764.161393 -360.546480 [134,] 90.709939 764.161393 [135,] -261.862098 90.709939 [136,] -129.292983 -261.862098 [137,] -107.138747 -129.292983 [138,] 151.077433 -107.138747 [139,] -92.675294 151.077433 [140,] 30.697983 -92.675294 [141,] 270.231161 30.697983 [142,] 112.741134 270.231161 [143,] 288.680375 112.741134 [144,] -27.622285 288.680375 [145,] 487.840241 -27.622285 [146,] -165.575180 487.840241 [147,] 262.611281 -165.575180 [148,] -152.108774 262.611281 [149,] 162.475414 -152.108774 [150,] -69.532414 162.475414 [151,] -115.485559 -69.532414 [152,] 57.286287 -115.485559 [153,] 90.826747 57.286287 [154,] -412.064729 90.826747 [155,] 109.903283 -412.064729 [156,] -298.071764 109.903283 [157,] 139.251821 -298.071764 [158,] 80.331147 139.251821 [159,] -824.656621 80.331147 [160,] 494.322507 -824.656621 [161,] 81.007337 494.322507 [162,] -198.044004 81.007337 [163,] 369.525317 -198.044004 [164,] 160.162252 369.525317 [165,] -294.152512 160.162252 [166,] 132.207285 -294.152512 [167,] -158.876296 132.207285 [168,] -393.780837 -158.876296 [169,] -323.033277 -393.780837 [170,] 524.505146 -323.033277 [171,] -74.088092 524.505146 [172,] 200.213622 -74.088092 [173,] -155.805720 200.213622 [174,] -54.205013 -155.805720 [175,] 334.980077 -54.205013 [176,] 390.203151 334.980077 [177,] -32.742274 390.203151 [178,] -230.976284 -32.742274 [179,] -194.784038 -230.976284 [180,] 153.753554 -194.784038 [181,] 288.450527 153.753554 [182,] -224.571829 288.450527 [183,] 7.112123 -224.571829 [184,] -68.789291 7.112123 [185,] -224.559922 -68.789291 [186,] -231.341590 -224.559922 [187,] -257.834357 -231.341590 [188,] 381.080967 -257.834357 [189,] -187.092585 381.080967 [190,] -152.381189 -187.092585 [191,] -21.102202 -152.381189 [192,] 272.652158 -21.102202 [193,] 532.825325 272.652158 [194,] 37.503216 532.825325 [195,] 122.369347 37.503216 [196,] 115.522900 122.369347 [197,] -10.921466 115.522900 [198,] 296.347629 -10.921466 [199,] 4.084141 296.347629 [200,] -235.364180 4.084141 [201,] -176.912403 -235.364180 [202,] -112.398290 -176.912403 [203,] 23.109297 -112.398290 [204,] 512.214277 23.109297 [205,] -20.354553 512.214277 [206,] 54.556863 -20.354553 [207,] -116.979023 54.556863 [208,] -130.964990 -116.979023 [209,] -64.393227 -130.964990 [210,] 43.971447 -64.393227 [211,] 6.060979 43.971447 [212,] 4.410485 6.060979 [213,] -301.889568 4.410485 [214,] 365.064215 -301.889568 [215,] 116.395584 365.064215 [216,] 251.323447 116.395584 [217,] -75.857973 251.323447 [218,] -140.417827 -75.857973 [219,] -225.787323 -140.417827 [220,] 134.522968 -225.787323 [221,] 465.405140 134.522968 [222,] 824.213720 465.405140 [223,] -9.390097 824.213720 [224,] -146.604489 -9.390097 [225,] 196.567357 -146.604489 [226,] -124.743211 196.567357 [227,] 91.207614 -124.743211 [228,] 207.222006 91.207614 [229,] 615.058552 207.222006 [230,] 112.691573 615.058552 [231,] 162.300023 112.691573 [232,] 436.666232 162.300023 [233,] 89.501732 436.666232 [234,] 120.778893 89.501732 [235,] -211.154108 120.778893 [236,] -177.758943 -211.154108 [237,] 81.276502 -177.758943 [238,] 208.726905 81.276502 [239,] 46.784861 208.726905 [240,] 135.168975 46.784861 [241,] -60.128467 135.168975 [242,] -129.199177 -60.128467 [243,] -98.512571 -129.199177 [244,] -6.016713 -98.512571 [245,] 152.313518 -6.016713 [246,] 386.076928 152.313518 [247,] -249.091301 386.076928 [248,] -61.758315 -249.091301 [249,] -32.615772 -61.758315 [250,] 48.521828 -32.615772 [251,] -36.940067 48.521828 [252,] -277.357769 -36.940067 [253,] 78.345833 -277.357769 [254,] 117.375302 78.345833 [255,] -148.025948 117.375302 [256,] -40.428945 -148.025948 [257,] -178.921042 -40.428945 [258,] -238.738812 -178.921042 [259,] -213.803789 -238.738812 [260,] 89.127987 -213.803789 [261,] -78.315029 89.127987 [262,] -119.066084 -78.315029 [263,] -17.111926 -119.066084 [264,] -56.299257 -17.111926 [265,] -104.298097 -56.299257 [266,] -21.254365 -104.298097 [267,] -246.086109 -21.254365 [268,] -457.437042 -246.086109 [269,] -31.931175 -457.437042 [270,] 308.550540 -31.931175 [271,] -130.783218 308.550540 [272,] 78.008463 -130.783218 [273,] -111.103767 78.008463 [274,] -125.689811 -111.103767 [275,] 51.798920 -125.689811 [276,] -76.828391 51.798920 [277,] -211.343156 -76.828391 [278,] 121.616243 -211.343156 [279,] -71.539322 121.616243 [280,] 78.374695 -71.539322 [281,] -180.963695 78.374695 [282,] 115.828853 -180.963695 [283,] -122.433868 115.828853 [284,] -108.581898 -122.433868 [285,] 327.762566 -108.581898 [286,] 87.232026 327.762566 [287,] 63.886848 87.232026 [288,] 158.664345 63.886848 > z <- as.data.frame(dum1) > z lag(myerror, k = 1) myerror 1 -338.317871 -313.284410 2 -122.118010 -338.317871 3 290.751912 -122.118010 4 -420.049289 290.751912 5 -7.764006 -420.049289 6 -66.714743 -7.764006 7 -96.494105 -66.714743 8 -32.827636 -96.494105 9 306.534413 -32.827636 10 -50.157078 306.534413 11 -314.135596 -50.157078 12 -428.987641 -314.135596 13 -94.442156 -428.987641 14 -95.319353 -94.442156 15 -319.357162 -95.319353 16 701.252179 -319.357162 17 -243.874338 701.252179 18 -262.267308 -243.874338 19 -192.936803 -262.267308 20 -104.072414 -192.936803 21 61.841950 -104.072414 22 -592.254054 61.841950 23 -207.043877 -592.254054 24 16.536069 -207.043877 25 536.477641 16.536069 26 315.160131 536.477641 27 45.651393 315.160131 28 -493.923872 45.651393 29 -25.538194 -493.923872 30 -149.790987 -25.538194 31 -175.346402 -149.790987 32 172.273383 -175.346402 33 -578.029474 172.273383 34 -171.319726 -578.029474 35 -11.843909 -171.319726 36 -251.651339 -11.843909 37 23.831630 -251.651339 38 -175.214788 23.831630 39 -233.523451 -175.214788 40 -118.137375 -233.523451 41 -259.513127 -118.137375 42 445.240918 -259.513127 43 -207.916516 445.240918 44 170.193362 -207.916516 45 -163.122157 170.193362 46 740.016236 -163.122157 47 -199.667491 740.016236 48 72.145294 -199.667491 49 515.175068 72.145294 50 1025.910290 515.175068 51 -72.822433 1025.910290 52 172.789125 -72.822433 53 822.429217 172.789125 54 273.524608 822.429217 55 -139.506433 273.524608 56 -81.083574 -139.506433 57 -1455.810618 -81.083574 58 -57.621074 -1455.810618 59 -136.160986 -57.621074 60 555.487043 -136.160986 61 47.018579 555.487043 62 1295.824628 47.018579 63 -49.579925 1295.824628 64 539.676790 -49.579925 65 -466.579379 539.676790 66 -405.247864 -466.579379 67 173.295431 -405.247864 68 239.351945 173.295431 69 218.420294 239.351945 70 83.671758 218.420294 71 -297.097685 83.671758 72 -229.080282 -297.097685 73 -143.095061 -229.080282 74 146.102341 -143.095061 75 -13.340176 146.102341 76 -375.717236 -13.340176 77 151.406608 -375.717236 78 -27.435709 151.406608 79 -34.679711 -27.435709 80 -57.704687 -34.679711 81 -3.744423 -57.704687 82 -644.362473 -3.744423 83 -329.434627 -644.362473 84 -427.580385 -329.434627 85 -39.471310 -427.580385 86 -24.900853 -39.471310 87 168.375569 -24.900853 88 -28.306793 168.375569 89 -194.394246 -28.306793 90 -427.447873 -194.394246 91 -95.929133 -427.447873 92 426.895037 -95.929133 93 -228.361577 426.895037 94 -263.000490 -228.361577 95 178.934346 -263.000490 96 -241.897594 178.934346 97 804.775120 -241.897594 98 -80.513949 804.775120 99 -151.456747 -80.513949 100 73.166324 -151.456747 101 366.583653 73.166324 102 20.552940 366.583653 103 46.879608 20.552940 104 -106.771090 46.879608 105 -315.652848 -106.771090 106 269.997873 -315.652848 107 307.175589 269.997873 108 185.956413 307.175589 109 -260.127294 185.956413 110 -6.474415 -260.127294 111 -475.840212 -6.474415 112 118.049772 -475.840212 113 15.973884 118.049772 114 -44.523325 15.973884 115 188.457443 -44.523325 116 -275.590132 188.457443 117 57.892846 -275.590132 118 2.914669 57.892846 119 287.428494 2.914669 120 195.356898 287.428494 121 86.242422 195.356898 122 624.838825 86.242422 123 -40.396157 624.838825 124 -404.910227 -40.396157 125 -213.977802 -404.910227 126 -138.344824 -213.977802 127 213.941281 -138.344824 128 -351.918708 213.941281 129 -141.080222 -351.918708 130 16.227133 -141.080222 131 -45.725101 16.227133 132 -360.546480 -45.725101 133 764.161393 -360.546480 134 90.709939 764.161393 135 -261.862098 90.709939 136 -129.292983 -261.862098 137 -107.138747 -129.292983 138 151.077433 -107.138747 139 -92.675294 151.077433 140 30.697983 -92.675294 141 270.231161 30.697983 142 112.741134 270.231161 143 288.680375 112.741134 144 -27.622285 288.680375 145 487.840241 -27.622285 146 -165.575180 487.840241 147 262.611281 -165.575180 148 -152.108774 262.611281 149 162.475414 -152.108774 150 -69.532414 162.475414 151 -115.485559 -69.532414 152 57.286287 -115.485559 153 90.826747 57.286287 154 -412.064729 90.826747 155 109.903283 -412.064729 156 -298.071764 109.903283 157 139.251821 -298.071764 158 80.331147 139.251821 159 -824.656621 80.331147 160 494.322507 -824.656621 161 81.007337 494.322507 162 -198.044004 81.007337 163 369.525317 -198.044004 164 160.162252 369.525317 165 -294.152512 160.162252 166 132.207285 -294.152512 167 -158.876296 132.207285 168 -393.780837 -158.876296 169 -323.033277 -393.780837 170 524.505146 -323.033277 171 -74.088092 524.505146 172 200.213622 -74.088092 173 -155.805720 200.213622 174 -54.205013 -155.805720 175 334.980077 -54.205013 176 390.203151 334.980077 177 -32.742274 390.203151 178 -230.976284 -32.742274 179 -194.784038 -230.976284 180 153.753554 -194.784038 181 288.450527 153.753554 182 -224.571829 288.450527 183 7.112123 -224.571829 184 -68.789291 7.112123 185 -224.559922 -68.789291 186 -231.341590 -224.559922 187 -257.834357 -231.341590 188 381.080967 -257.834357 189 -187.092585 381.080967 190 -152.381189 -187.092585 191 -21.102202 -152.381189 192 272.652158 -21.102202 193 532.825325 272.652158 194 37.503216 532.825325 195 122.369347 37.503216 196 115.522900 122.369347 197 -10.921466 115.522900 198 296.347629 -10.921466 199 4.084141 296.347629 200 -235.364180 4.084141 201 -176.912403 -235.364180 202 -112.398290 -176.912403 203 23.109297 -112.398290 204 512.214277 23.109297 205 -20.354553 512.214277 206 54.556863 -20.354553 207 -116.979023 54.556863 208 -130.964990 -116.979023 209 -64.393227 -130.964990 210 43.971447 -64.393227 211 6.060979 43.971447 212 4.410485 6.060979 213 -301.889568 4.410485 214 365.064215 -301.889568 215 116.395584 365.064215 216 251.323447 116.395584 217 -75.857973 251.323447 218 -140.417827 -75.857973 219 -225.787323 -140.417827 220 134.522968 -225.787323 221 465.405140 134.522968 222 824.213720 465.405140 223 -9.390097 824.213720 224 -146.604489 -9.390097 225 196.567357 -146.604489 226 -124.743211 196.567357 227 91.207614 -124.743211 228 207.222006 91.207614 229 615.058552 207.222006 230 112.691573 615.058552 231 162.300023 112.691573 232 436.666232 162.300023 233 89.501732 436.666232 234 120.778893 89.501732 235 -211.154108 120.778893 236 -177.758943 -211.154108 237 81.276502 -177.758943 238 208.726905 81.276502 239 46.784861 208.726905 240 135.168975 46.784861 241 -60.128467 135.168975 242 -129.199177 -60.128467 243 -98.512571 -129.199177 244 -6.016713 -98.512571 245 152.313518 -6.016713 246 386.076928 152.313518 247 -249.091301 386.076928 248 -61.758315 -249.091301 249 -32.615772 -61.758315 250 48.521828 -32.615772 251 -36.940067 48.521828 252 -277.357769 -36.940067 253 78.345833 -277.357769 254 117.375302 78.345833 255 -148.025948 117.375302 256 -40.428945 -148.025948 257 -178.921042 -40.428945 258 -238.738812 -178.921042 259 -213.803789 -238.738812 260 89.127987 -213.803789 261 -78.315029 89.127987 262 -119.066084 -78.315029 263 -17.111926 -119.066084 264 -56.299257 -17.111926 265 -104.298097 -56.299257 266 -21.254365 -104.298097 267 -246.086109 -21.254365 268 -457.437042 -246.086109 269 -31.931175 -457.437042 270 308.550540 -31.931175 271 -130.783218 308.550540 272 78.008463 -130.783218 273 -111.103767 78.008463 274 -125.689811 -111.103767 275 51.798920 -125.689811 276 -76.828391 51.798920 277 -211.343156 -76.828391 278 121.616243 -211.343156 279 -71.539322 121.616243 280 78.374695 -71.539322 281 -180.963695 78.374695 282 115.828853 -180.963695 283 -122.433868 115.828853 284 -108.581898 -122.433868 285 327.762566 -108.581898 286 87.232026 327.762566 287 63.886848 87.232026 288 158.664345 63.886848 > 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/7xz3u1354796196.ps",horizontal=F,onefile=F,pagecentre=F,paper="special",width=8.3333333333333,height=5.5555555555556) > acf(mysum$resid, lag.max=length(mysum$resid)/2, main='Residual Autocorrelation Function') > grid() > dev.off() null device 1 > postscript(file="/var/wessaorg/rcomp/tmp/8u7rv1354796196.ps",horizontal=F,onefile=F,pagecentre=F,paper="special",width=8.3333333333333,height=5.5555555555556) > pacf(mysum$resid, lag.max=length(mysum$resid)/2, main='Residual Partial Autocorrelation Function') > grid() > dev.off() null device 1 > postscript(file="/var/wessaorg/rcomp/tmp/9lmop1354796196.ps",horizontal=F,onefile=F,pagecentre=F,paper="special",width=8.3333333333333,height=5.5555555555556) > opar <- par(mfrow = c(2,2), oma = c(0, 0, 1.1, 0)) > plot(mylm, las = 1, sub='Residual Diagnostics') > par(opar) > dev.off() null device 1 > if (n > n25) { + postscript(file="/var/wessaorg/rcomp/tmp/1001kk1354796196.ps",horizontal=F,onefile=F,pagecentre=F,paper="special",width=8.3333333333333,height=5.5555555555556) + plot(kp3:nmkm3,gqarr[,2], main='Goldfeld-Quandt test',ylab='2-sided p-value',xlab='breakpoint') + grid() + dev.off() + } null device 1 > > #Note: the /var/wessaorg/rcomp/createtable file can be downloaded at http://www.wessa.net/cretab > load(file="/var/wessaorg/rcomp/createtable") > > a<-table.start() > a<-table.row.start(a) > a<-table.element(a, 'Multiple Linear Regression - Estimated Regression Equation', 1, TRUE) > a<-table.row.end(a) > myeq <- colnames(x)[1] > myeq <- paste(myeq, '[t] = ', sep='') > for (i in 1:k){ + if (mysum$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/11a4nd1354796196.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/12yvpa1354796196.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/1328py1354796196.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/14zt3q1354796196.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/15pnxy1354796196.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/164bza1354796196.tab") + } > > try(system("convert tmp/1fmhp1354796196.ps tmp/1fmhp1354796196.png",intern=TRUE)) character(0) > try(system("convert tmp/2l1do1354796196.ps tmp/2l1do1354796196.png",intern=TRUE)) character(0) > try(system("convert tmp/3nwn91354796196.ps tmp/3nwn91354796196.png",intern=TRUE)) character(0) > try(system("convert tmp/4pbno1354796196.ps tmp/4pbno1354796196.png",intern=TRUE)) character(0) > try(system("convert tmp/5k4p01354796196.ps tmp/5k4p01354796196.png",intern=TRUE)) character(0) > try(system("convert tmp/6h2kq1354796196.ps tmp/6h2kq1354796196.png",intern=TRUE)) character(0) > try(system("convert tmp/7xz3u1354796196.ps tmp/7xz3u1354796196.png",intern=TRUE)) character(0) > try(system("convert tmp/8u7rv1354796196.ps tmp/8u7rv1354796196.png",intern=TRUE)) character(0) > try(system("convert tmp/9lmop1354796196.ps tmp/9lmop1354796196.png",intern=TRUE)) character(0) > try(system("convert tmp/1001kk1354796196.ps tmp/1001kk1354796196.png",intern=TRUE)) character(0) > > > proc.time() user system elapsed 14.047 1.131 15.177