make_block generates a lagged block with the appropriate max_lag and
tau, while respecting lib (by inserting NANs, when trying to lag past lib
regions)
make_block(block, t = NULL, max_lag = 3, tau = 1, lib = NULL, restrict_to_lib = TRUE)
| block | a data.frame or matrix where each column is a time series |
|---|---|
| t | the time index for the block |
| max_lag | the total number of lags to include for each variable. So if max_lag == 3, a variable X will appear with lags X[t], X[t - tau], X[t - 2*tau] |
| tau | the lag to use for time delay embedding |
| lib | a 2-column matrix (or 2-element vector) where each row specifies the first and last *rows* of the time series to use for attractor reconstruction |
| restrict_to_lib | whether to restrict the final lagged block to just the rows specified in lib (if lib exists) |
A data.frame with the lagged columns and a time column. If the original block had columns X, Y, Z and max_lag = 3, then the returned data.frame will have columns TIME, X, X_1, X_2, Y, Y_1, Y_2, Z, Z_1, Z_2.
#> time x_t x_t_1 x_t_2 y_t y_t_1 #> 1 1 -0.74186252 NA NA -1.268103609 NA #> 2 2 1.24488176 -0.74186252 NA 1.488887456 -1.268103609 #> 3 3 -1.91768516 1.24488176 -0.74186252 -0.113188052 1.488887456 #> 4 4 -0.96231763 -1.91768516 1.24488176 -1.106778594 -0.113188052 #> 5 5 1.33187510 -0.96231763 -1.91768516 2.385040811 -1.106778594 #> 6 6 -0.81708290 1.33187510 -0.96231763 -0.675346281 2.385040811 #> 7 7 0.74358596 -0.81708290 1.33187510 -0.010639353 -0.675346281 #> 8 8 -1.28017317 0.74358596 -0.81708290 1.019141615 -0.010639353 #> 9 9 0.55500418 -1.28017317 0.74358596 -0.194615118 1.019141615 #> 10 10 -0.07688614 0.55500418 -1.28017317 1.633441402 -0.194615118 #> 11 11 0.84284628 -0.07688614 0.55500418 -1.167448221 1.633441402 #> 12 12 -1.05008639 0.84284628 -0.07688614 0.217246161 -1.167448221 #> 13 13 0.99253205 -1.05008639 0.84284628 -0.672663789 0.217246161 #> 14 14 -0.31465609 0.99253205 -1.05008639 -0.296778866 -0.672663789 #> 15 15 1.46606158 -0.31465609 0.99253205 -0.510561933 -0.296778866 #> 16 16 -1.61357238 1.46606158 -0.31465609 1.465883289 -0.510561933 #> 17 17 -0.48008027 -1.61357238 1.46606158 -0.433485545 1.465883289 #> 18 18 0.99718933 -0.48008027 -1.61357238 0.118151313 -0.433485545 #> 19 19 -2.03403835 0.99718933 -0.48008027 0.507291830 0.118151313 #> 20 20 -1.56002008 -2.03403835 0.99718933 -1.226802982 0.507291830 #> 21 21 0.20177436 -1.56002008 -2.03403835 0.697495314 -1.226802982 #> 22 22 1.11325891 0.20177436 -1.56002008 0.862965977 0.697495314 #> 23 23 -1.86606858 1.11325891 0.20177436 -0.639584919 0.862965977 #> 24 24 -0.80994347 -1.86606858 1.11325891 -0.222526696 -0.639584919 #> 25 25 1.32585992 -0.80994347 -1.86606858 0.836702462 -0.222526696 #> 26 26 -1.42191395 1.32585992 -0.80994347 1.319094345 0.836702462 #> 27 27 0.13787645 -1.42191395 1.32585992 -1.363664740 1.319094345 #> 28 28 1.09538302 0.13787645 -1.42191395 -0.161693602 -1.363664740 #> 29 29 -1.05872900 1.09538302 0.13787645 -0.493608195 -0.161693602 #> 30 30 0.71181773 -1.05872900 1.09538302 0.096733727 -0.493608195 #> 31 31 -0.03144953 0.71181773 -1.05872900 1.072348624 0.096733727 #> 32 32 1.18060704 -0.03144953 0.71181773 -0.569276899 1.072348624 #> 33 33 -1.38774556 1.18060704 -0.03144953 1.736596897 -0.569276899 #> 34 34 0.18145135 -1.38774556 1.18060704 -0.873817764 1.736596897 #> 35 35 0.46899512 0.18145135 -1.38774556 2.095509948 -0.873817764 #> 36 36 0.22263716 0.46899512 0.18145135 -0.605192292 2.095509948 #> 37 37 0.67727417 0.22263716 0.46899512 0.009175989 -0.605192292 #> 38 38 0.04575542 0.67727417 0.22263716 -0.717945927 0.009175989 #> 39 39 1.08411887 0.04575542 0.67727417 -0.070537156 -0.717945927 #> 40 40 -1.16756732 1.08411887 0.04575542 0.440672258 -0.070537156 #> 41 41 0.87965869 -1.16756732 1.08411887 -1.644488587 0.440672258 #> 42 42 0.05598149 0.87965869 -1.16756732 1.564518782 -1.644488587 #> 43 43 0.90056662 0.05598149 0.87965869 -1.490914226 1.564518782 #> 44 44 -0.66943142 0.90056662 0.05598149 -0.079992629 -1.490914226 #> 45 45 1.38314427 -0.66943142 0.90056662 0.197416957 -0.079992629 #> 46 46 -1.34502123 1.38314427 -0.66943142 0.685564146 0.197416957 #> 47 47 0.24840616 -1.34502123 1.38314427 -0.321664160 0.685564146 #> 48 48 0.52903521 0.24840616 -1.34502123 0.784805545 -0.321664160 #> 49 49 -0.34943076 0.52903521 0.24840616 -0.864682834 0.784805545 #> 50 50 1.25752175 -0.34943076 0.52903521 0.777882787 -0.864682834 #> 51 51 -0.97860137 1.25752175 -0.34943076 -0.538724191 0.777882787 #> 52 52 0.97713909 -0.97860137 1.25752175 -0.309352105 -0.538724191 #> 53 53 0.13308112 0.97713909 -0.97860137 0.000553478 -0.309352105 #> 54 54 0.79084319 0.13308112 0.97713909 -0.012580698 0.000553478 #> 55 55 -1.18490130 0.79084319 0.13308112 0.563513365 -0.012580698 #> 56 56 0.67403841 -1.18490130 0.79084319 0.546839213 0.563513365 #> 57 57 0.15511822 0.67403841 -1.18490130 1.708684621 0.546839213 #> 58 58 0.71037390 0.15511822 0.67403841 -0.924342793 1.708684621 #> 59 59 0.37340513 0.71037390 0.15511822 0.229086666 -0.924342793 #> 60 60 0.60415269 0.37340513 0.71037390 -1.149584409 0.229086666 #> 61 61 -0.59967480 0.60415269 0.37340513 1.567761516 -1.149584409 #> 62 62 1.33770306 -0.59967480 0.60415269 -1.528225110 1.567761516 #> 63 63 -1.34648751 1.33770306 -0.59967480 -0.089572253 -1.528225110 #> 64 64 0.60314493 -1.34648751 1.33770306 -0.620200975 -0.089572253 #> 65 65 0.42916742 0.60314493 -1.34648751 -0.285002774 -0.620200975 #> 66 66 0.32629051 0.42916742 0.60314493 -0.930041843 -0.285002774 #> 67 67 0.64581285 0.32629051 0.42916742 -0.705679112 -0.930041843 #> 68 68 0.16259436 0.64581285 0.32629051 -1.115939859 -0.705679112 #> 69 69 0.55145187 0.16259436 0.64581285 -0.888741683 -1.115939859 #> 70 70 0.09140553 0.55145187 0.16259436 0.418740121 -0.888741683 #> 71 71 0.75911977 0.09140553 0.55145187 -0.190223442 0.418740121 #> 72 72 -0.65249895 0.75911977 0.09140553 -0.935922238 -0.190223442 #> 73 73 1.25577789 -0.65249895 0.75911977 -0.126204993 -0.935922238 #> 74 74 -1.06419718 1.25577789 -0.65249895 0.191106276 -0.126204993 #> 75 75 0.66283042 -1.06419718 1.25577789 -0.939949958 0.191106276 #> 76 76 -0.16963299 0.66283042 -1.06419718 1.525613482 -0.939949958 #> 77 77 0.90782931 -0.16963299 0.66283042 -0.705880544 1.525613482 #> 78 78 -1.79288298 0.90782931 -0.16963299 1.406556608 -0.705880544 #> 79 79 -0.61320669 -1.79288298 0.90782931 -0.380974249 1.406556608 #> 80 80 1.28062266 -0.61320669 -1.79288298 1.983322846 -0.380974249 #> 81 81 -1.92372702 1.28062266 -0.61320669 -0.352249423 1.983322846 #> 82 82 -1.14234186 -1.92372702 1.28062266 0.089891669 -0.352249423 #> 83 83 0.99847279 -1.14234186 -1.92372702 0.433500327 0.089891669 #> 84 84 -0.49268545 0.99847279 -1.14234186 -1.286678890 0.433500327 #> 85 85 1.04593430 -0.49268545 0.99847279 -0.275116858 -1.286678890 #> 86 86 -1.30878918 1.04593430 -0.49268545 -0.291274621 -0.275116858 #> 87 87 0.52806639 -1.30878918 1.04593430 -0.810957044 -0.291274621 #> 88 88 0.52502215 0.52806639 -1.30878918 1.248448195 -0.810957044 #> 89 89 0.05371973 0.52502215 0.52806639 -0.701166063 1.248448195 #> 90 90 1.11784642 0.05371973 0.52502215 0.468952116 -0.701166063 #> 91 91 -1.28280552 1.11784642 0.05371973 0.059064045 0.468952116 #> 92 92 0.68852656 -1.28280552 1.11784642 -0.766053926 0.059064045 #> 93 93 0.56646662 0.68852656 -1.28280552 -0.104379615 -0.766053926 #> 94 94 0.14631569 0.56646662 0.68852656 -1.748822004 -0.104379615 #> 95 95 0.19861192 0.14631569 0.56646662 0.405515125 -1.748822004 #> 96 96 0.22442897 0.19861192 0.14631569 0.119914373 0.405515125 #> 97 97 0.73410557 0.22442897 0.19861192 -0.941378801 0.119914373 #> 98 98 0.09486126 0.73410557 0.22442897 -0.335901057 -0.941378801 #> 99 99 0.93035993 0.09486126 0.73410557 0.287677315 -0.335901057 #> 100 100 -0.96801255 0.93035993 0.09486126 0.862975521 0.287677315 #> 101 101 0.93071059 -0.96801255 0.93035993 -0.267914232 0.862975521 #> 102 102 -1.28770657 0.93071059 -0.96801255 0.068134489 -0.267914232 #> 103 103 0.43940116 -1.28770657 0.93071059 -1.335254665 0.068134489 #> 104 104 -0.11938397 0.43940116 -1.28770657 0.667123167 -1.335254665 #> 105 105 1.45525912 -0.11938397 0.43940116 -0.767410460 0.667123167 #> 106 106 -1.45218180 1.45525912 -0.11938397 0.982509477 -0.767410460 #> 107 107 -0.21290047 -1.45218180 1.45525912 -0.736245343 0.982509477 #> 108 108 1.14032034 -0.21290047 -1.45218180 2.007073044 -0.736245343 #> 109 109 -1.15227562 1.14032034 -0.21290047 -0.456951102 2.007073044 #> 110 110 0.58577563 -1.15227562 1.14032034 -0.993882720 -0.456951102 #> 111 111 0.02267311 0.58577563 -1.15227562 0.138996414 -0.993882720 #> 112 112 0.87747088 0.02267311 0.58577563 -1.673652574 0.138996414 #> 113 113 -0.51915238 0.87747088 0.02267311 -0.197281559 -1.673652574 #> 114 114 1.13955107 -0.51915238 0.87747088 -1.187269637 -0.197281559 #> 115 115 -1.46183368 1.13955107 -0.51915238 0.542356904 -1.187269637 #> 116 116 0.34190993 -1.46183368 1.13955107 -0.656065970 0.542356904 #> 117 117 0.79146866 0.34190993 -1.46183368 2.299303509 -0.656065970 #> 118 118 -0.76943194 0.79146866 0.34190993 -1.532904554 2.299303509 #> 119 119 0.81190794 -0.76943194 0.79146866 0.476550645 -1.532904554 #> 120 120 -0.71242830 0.81190794 -0.76943194 0.947024108 0.476550645 #> 121 121 1.48320041 -0.71242830 0.81190794 -1.553976456 0.947024108 #> 122 122 -1.36275758 1.48320041 -0.71242830 0.463763502 -1.553976456 #> 123 123 0.24061552 -1.36275758 1.48320041 -2.133467193 0.463763502 #> 124 124 0.76833424 0.24061552 -1.36275758 1.928618784 -2.133467193 #> 125 125 -0.53266756 0.76833424 0.24061552 -0.538830526 1.928618784 #> 126 126 1.41743707 -0.53266756 0.76833424 -1.654048123 -0.538830526 #> 127 127 -1.26387115 1.41743707 -0.53266756 1.066558206 -1.654048123 #> 128 128 0.51690746 -1.26387115 1.41743707 -0.518649567 1.066558206 #> 129 129 0.47668533 0.51690746 -1.26387115 2.345343637 -0.518649567 #> 130 130 0.16809294 0.47668533 0.51690746 -1.519742149 2.345343637 #> 131 131 0.51582485 0.16809294 0.47668533 1.263668023 -1.519742149 #> 132 132 0.10683009 0.51582485 0.16809294 -0.631408678 1.263668023 #> 133 133 0.93927634 0.10683009 0.51582485 0.100884000 -0.631408678 #> 134 134 -0.96980667 0.93927634 0.10683009 0.253190687 0.100884000 #> 135 135 0.81690833 -0.96980667 0.93927634 -0.419619329 0.253190687 #> 136 136 -0.87054460 0.81690833 -0.96980667 0.222154272 -0.419619329 #> 137 137 1.34276297 -0.87054460 0.81690833 0.273686061 0.222154272 #> 138 138 -1.39020984 1.34276297 -0.87054460 1.153725033 0.273686061 #> 139 139 0.02815547 -1.39020984 1.34276297 -2.007422043 1.153725033 #> 140 140 1.27393780 0.02815547 -1.39020984 0.679740675 -2.007422043 #> 141 141 -0.94907719 1.27393780 0.02815547 -0.757611847 0.679740675 #> 142 142 1.09818464 -0.94907719 1.27393780 1.076221592 -0.757611847 #> 143 143 -0.47425278 1.09818464 -0.94907719 -0.433643360 1.076221592 #> 144 144 1.29601073 -0.47425278 1.09818464 0.068498026 -0.433643360 #> 145 145 -1.31714070 1.29601073 -0.47425278 0.524129750 0.068498026 #> 146 146 0.53170032 -1.31714070 1.29601073 -1.443591040 0.524129750 #> 147 147 0.49732658 0.53170032 -1.31714070 1.228474611 -1.443591040 #> 148 148 0.10153860 0.49732658 0.53170032 -1.611117765 1.228474611 #> 149 149 1.00452662 0.10153860 0.49732658 -0.209204883 -1.611117765 #> 150 150 -0.71311963 1.00452662 0.10153860 -0.359246366 -0.209204883 #> 151 151 1.18961020 -0.71311963 1.00452662 -1.509471558 -0.359246366 #> 152 152 -1.33063668 1.18961020 -0.71311963 0.171641242 -1.509471558 #> 153 153 0.53715683 -1.33063668 1.18961020 -1.987462858 0.171641242 #> 154 154 0.35739285 0.53715683 -1.33063668 1.657537070 -1.987462858 #> 155 155 0.17233427 0.35739285 0.53715683 0.560627062 1.657537070 #> 156 156 0.40022673 0.17233427 0.35739285 -0.266875720 0.560627062 #> 157 157 0.46907142 0.40022673 0.17233427 0.463695254 -0.266875720 #> 158 158 0.47399923 0.46907142 0.40022673 -0.387894069 0.463695254 #> 159 159 0.48685729 0.47399923 0.46907142 -0.516800048 -0.387894069 #> 160 160 -0.35255892 0.48685729 0.47399923 -0.799840317 -0.516800048 #> 161 161 0.74428965 -0.35255892 0.48685729 0.901866512 -0.799840317 #> 162 162 -1.13067610 0.74428965 -0.35255892 -1.043150921 0.901866512 #> 163 163 0.44382983 -1.13067610 0.74428965 -0.966408993 -1.043150921 #> 164 164 0.53229944 0.44382983 -1.13067610 1.588772570 -0.966408993 #> 165 165 0.70096937 0.53229944 0.44382983 -1.239124071 1.588772570 #> 166 166 -0.36118101 0.70096937 0.53229944 1.461516463 -1.239124071 #> 167 167 1.38659955 -0.36118101 0.70096937 -1.429021173 1.461516463 #> 168 168 -1.19127607 1.38659955 -0.36118101 -0.655800658 -1.429021173 #> 169 169 0.35761159 -1.19127607 1.38659955 -0.749296810 -0.655800658 #> 170 170 0.25941160 0.35761159 -1.19127607 0.279262086 -0.749296810 #> 171 171 0.37676786 0.25941160 0.35761159 -0.157193482 0.279262086 #> 172 172 0.25483207 0.37676786 0.25941160 0.102141104 -0.157193482 #> 173 173 0.18631702 0.25483207 0.37676786 0.641025436 0.102141104 #> 174 174 0.89411811 0.18631702 0.25483207 0.664561294 0.641025436 #> 175 175 -0.02688131 0.89411811 0.18631702 -0.354487212 0.664561294 #> 176 176 1.16305131 -0.02688131 0.89411811 -0.959938016 -0.354487212 #> 177 177 -1.27474414 1.16305131 -0.02688131 0.015739920 -0.959938016 #> 178 178 0.17991050 -1.27474414 1.16305131 -0.634825100 0.015739920 #> 179 179 0.47450700 0.17991050 -1.27474414 0.683212538 -0.634825100 #> 180 180 -0.13330921 0.47450700 0.17991050 0.006870494 0.683212538 #> 181 181 1.00060722 -0.13330921 0.47450700 0.106849168 0.006870494 #> 182 182 -0.74467390 1.00060722 -0.13330921 0.313180481 0.106849168 #> 183 183 0.99339700 -0.74467390 1.00060722 -1.376470061 0.313180481 #> 184 184 -1.32247529 0.99339700 -0.74467390 1.645157819 -1.376470061 #> 185 185 0.53577863 -1.32247529 0.99339700 -1.305362196 1.645157819 #> 186 186 0.49029211 0.53577863 -1.32247529 0.330496126 -1.305362196 #> 187 187 0.51859158 0.49029211 0.53577863 -0.136648158 0.330496126 #> 188 188 0.56420965 0.51859158 0.49029211 0.198959344 -0.136648158 #> 189 189 0.14880882 0.56420965 0.51859158 -0.618228455 0.198959344 #> 190 190 0.62693236 0.14880882 0.56420965 -0.360134070 -0.618228455 #> 191 191 0.11104523 0.62693236 0.14880882 -0.027172642 -0.360134070 #> 192 192 0.89659947 0.11104523 0.62693236 -0.915383953 -0.027172642 #> 193 193 -0.75957259 0.89659947 0.11104523 0.701270451 -0.915383953 #> 194 194 0.78442412 -0.75957259 0.89659947 -0.569933234 0.701270451 #> 195 195 -1.27741146 0.78442412 -0.75957259 -0.458297483 -0.569933234 #> 196 196 0.55873350 -1.27741146 0.78442412 -0.862807852 -0.458297483 #> 197 197 0.63397711 0.55873350 -1.27741146 0.434703441 -0.862807852 #> 198 198 0.02064414 0.63397711 0.55873350 0.631287233 0.434703441 #> 199 199 0.54892283 0.02064414 0.63397711 0.156250814 0.631287233 #> 200 200 0.04030351 0.54892283 0.02064414 -0.204528598 0.156250814 #> y_t_2 z_t z_t_1 z_t_2 #> 1 NA -1.863980166 NA NA #> 2 NA -0.481582539 -1.863980166 NA #> 3 -1.268103609 1.535238778 -0.481582539 -1.863980166 #> 4 1.488887456 -1.492955761 1.535238778 -0.481582539 #> 5 -0.113188052 -1.119476212 -1.492955761 1.535238778 #> 6 -1.106778594 0.746657902 -1.119476212 -1.492955761 #> 7 2.385040811 0.063088675 0.746657902 -1.119476212 #> 8 -0.675346281 0.812235161 0.063088675 0.746657902 #> 9 -0.010639353 -1.731141339 0.812235161 0.063088675 #> 10 1.019141615 0.357270473 -1.731141339 0.812235161 #> 11 -0.194615118 -0.080599755 0.357270473 -1.731141339 #> 12 1.633441402 1.020736743 -0.080599755 0.357270473 #> 13 -1.167448221 -0.326734623 1.020736743 -0.080599755 #> 14 0.217246161 0.307151369 -0.326734623 1.020736743 #> 15 -0.672663789 -0.226960645 0.307151369 -0.326734623 #> 16 -0.296778866 1.523424867 -0.226960645 0.307151369 #> 17 -0.510561933 -1.540322935 1.523424867 -0.226960645 #> 18 1.465883289 0.291199560 -1.540322935 1.523424867 #> 19 -0.433485545 1.487987281 0.291199560 -1.540322935 #> 20 0.118151313 -2.443141567 1.487987281 0.291199560 #> 21 0.507291830 -1.453055089 -2.443141567 1.487987281 #> 22 -1.226802982 -0.401897498 -1.453055089 -2.443141567 #> 23 0.697495314 1.284663607 -0.401897498 -1.453055089 #> 24 0.862965977 -1.983265314 1.284663607 -0.401897498 #> 25 -0.639584919 -0.088878572 -1.983265314 1.284663607 #> 26 -0.222526696 0.375582297 -0.088878572 -1.983265314 #> 27 0.836702462 -1.568808696 0.375582297 -0.088878572 #> 28 1.319094345 0.188785080 -1.568808696 0.375582297 #> 29 -1.363664740 1.007101090 0.188785080 -1.568808696 #> 30 -0.161693602 -1.734990086 1.007101090 0.188785080 #> 31 -0.493608195 0.272353833 -1.734990086 1.007101090 #> 32 0.096733727 0.132415967 0.272353833 -1.734990086 #> 33 1.072348624 1.051856981 0.132415967 0.272353833 #> 34 -0.569276899 -1.260551265 1.051856981 0.132415967 #> 35 1.736596897 0.162404132 -1.260551265 1.051856981 #> 36 -0.873817764 -0.313141874 0.162404132 -1.260551265 #> 37 2.095509948 0.487723889 -0.313141874 0.162404132 #> 38 -0.605192292 1.248306210 0.487723889 -0.313141874 #> 39 0.009175989 -0.208522300 1.248306210 0.487723889 #> 40 -0.717945927 0.992379018 -0.208522300 1.248306210 #> 41 -0.070537156 -0.668460951 0.992379018 -0.208522300 #> 42 0.440672258 1.134456953 -0.668460951 0.992379018 #> 43 -1.644488587 -0.250573861 1.134456953 -0.668460951 #> 44 1.564518782 1.567439149 -0.250573861 1.134456953 #> 45 -1.490914226 -0.822636271 1.567439149 -0.250573861 #> 46 -0.079992629 0.844851844 -0.822636271 1.567439149 #> 47 0.197416957 -1.180108739 0.844851844 -0.822636271 #> 48 0.685564146 0.092095802 -1.180108739 0.844851844 #> 49 -0.321664160 0.571996061 0.092095802 -1.180108739 #> 50 0.784805545 -0.196853164 0.571996061 0.092095802 #> 51 -0.864682834 0.334697755 -0.196853164 0.571996061 #> 52 0.777882787 -0.661837398 0.334697755 -0.196853164 #> 53 -0.538724191 0.156713140 -0.661837398 0.334697755 #> 54 -0.309352105 0.021106833 0.156713140 -0.661837398 #> 55 0.000553478 1.021589840 0.021106833 0.156713140 #> 56 -0.012580698 -0.726263679 1.021589840 0.021106833 #> 57 0.563513365 -0.130247701 -0.726263679 1.021589840 #> 58 0.546839213 -0.547197196 -0.130247701 -0.726263679 #> 59 1.708684621 0.534906868 -0.547197196 -0.130247701 #> 60 -0.924342793 0.476250759 0.534906868 -0.547197196 #> 61 0.229086666 0.715422000 0.476250759 0.534906868 #> 62 -1.149584409 -0.009870978 0.715422000 0.476250759 #> 63 1.567761516 0.469972378 -0.009870978 0.715422000 #> 64 -1.528225110 -1.502500994 0.469972378 -0.009870978 #> 65 -0.089572253 0.843343598 -1.502500994 0.469972378 #> 66 -0.620200975 1.002675239 0.843343598 -1.502500994 #> 67 -0.285002774 0.800796457 1.002675239 0.843343598 #> 68 -0.930041843 0.900459719 0.800796457 1.002675239 #> 69 -0.705679112 1.093252848 0.900459719 0.800796457 #> 70 -1.115939859 0.468702066 1.093252848 0.900459719 #> 71 -0.888741683 0.460332592 0.468702066 1.093252848 #> 72 0.418740121 0.883427040 0.460332592 0.468702066 #> 73 -0.190223442 -0.820047555 0.883427040 0.460332592 #> 74 -0.935922238 0.783485980 -0.820047555 0.883427040 #> 75 -0.126204993 -1.111759834 0.783485980 -0.820047555 #> 76 0.191106276 1.501611380 -1.111759834 0.783485980 #> 77 -0.939949958 0.150137651 1.501611380 -1.111759834 #> 78 1.525613482 0.504806810 0.150137651 1.501611380 #> 79 -0.705880544 -1.468305915 0.504806810 0.150137651 #> 80 1.406556608 -0.783359588 -1.468305915 0.504806810 #> 81 -0.380974249 0.796960188 -0.783359588 -1.468305915 #> 82 1.983322846 -1.713377605 0.796960188 -0.783359588 #> 83 -0.352249423 -0.650358698 -1.713377605 0.796960188 #> 84 0.089891669 0.187026053 -0.650358698 -1.713377605 #> 85 0.433500327 -1.123188281 0.187026053 -0.650358698 #> 86 -1.286678890 0.153510996 -1.123188281 0.187026053 #> 87 -0.275116858 -1.154203386 0.153510996 -1.123188281 #> 88 -0.291274621 0.381242348 -1.154203386 0.153510996 #> 89 -0.810957044 0.273750925 0.381242348 -1.154203386 #> 90 1.248448195 0.076374273 0.273750925 0.381242348 #> 91 -0.701166063 1.968702843 0.076374273 0.273750925 #> 92 0.468952116 -0.765847273 1.968702843 0.076374273 #> 93 0.059064045 0.910454782 -0.765847273 1.968702843 #> 94 -0.766053926 0.510071364 0.910454782 -0.765847273 #> 95 -0.104379615 0.506670273 0.510071364 0.910454782 #> 96 -1.748822004 1.119948453 0.506670273 0.510071364 #> 97 0.405515125 0.691652789 1.119948453 0.506670273 #> 98 0.119914373 0.550543952 0.691652789 1.119948453 #> 99 -0.941378801 -0.557935180 0.550543952 0.691652789 #> 100 -0.335901057 0.358353046 -0.557935180 0.550543952 #> 101 0.287677315 -0.492011273 0.358353046 -0.557935180 #> 102 0.862975521 1.294177514 -0.492011273 0.358353046 #> 103 -0.267914232 -0.785853461 1.294177514 -0.492011273 #> 104 0.068134489 0.063762219 -0.785853461 1.294177514 #> 105 -1.335254665 0.647895194 0.063762219 -0.785853461 #> 106 0.667123167 1.604248243 0.647895194 0.063762219 #> 107 -0.767410460 -0.968658587 1.604248243 0.647895194 #> 108 0.982509477 0.015682369 -0.968658587 1.604248243 #> 109 -0.736245343 1.392153685 0.015682369 -0.968658587 #> 110 2.007073044 -1.454051433 1.392153685 0.015682369 #> 111 -0.456951102 0.399425213 -1.454051433 1.392153685 #> 112 -0.993882720 0.560635335 0.399425213 -1.454051433 #> 113 0.138996414 0.567200672 0.560635335 0.399425213 #> 114 -1.673652574 -0.868464618 0.567200672 0.560635335 #> 115 -0.197281559 1.033738604 -0.868464618 0.567200672 #> 116 -1.187269637 -1.722649032 1.033738604 -0.868464618 #> 117 0.542356904 -0.809823515 -1.722649032 1.033738604 #> 118 -0.656065970 0.333645604 -0.809823515 -1.722649032 #> 119 2.299303509 -0.685764532 0.333645604 -0.809823515 #> 120 -1.532904554 0.409882806 -0.685764532 0.333645604 #> 121 0.476550645 -0.611974569 0.409882806 -0.685764532 #> 122 0.947024108 1.635103624 -0.611974569 0.409882806 #> 123 -1.553976456 -1.395489922 1.635103624 -0.611974569 #> 124 0.463763502 -0.361018301 -1.395489922 1.635103624 #> 125 -2.133467193 1.145574128 -0.361018301 -1.395489922 #> 126 1.928618784 -0.288866235 1.145574128 -0.361018301 #> 127 -0.538830526 0.610106012 -0.288866235 1.145574128 #> 128 -1.654048123 -1.373839152 0.610106012 -0.288866235 #> 129 1.066558206 1.171060077 -1.373839152 0.610106012 #> 130 -0.518649567 0.214365735 1.171060077 -1.373839152 #> 131 2.345343637 0.284955359 0.214365735 1.171060077 #> 132 -1.519742149 -0.074050171 0.284955359 0.214365735 #> 133 1.263668023 0.876992658 -0.074050171 0.284955359 #> 134 -0.631408678 0.352305622 0.876992658 -0.074050171 #> 135 0.100884000 -0.714253297 0.352305622 0.876992658 #> 136 0.253190687 1.113742009 -0.714253297 0.352305622 #> 137 -0.419619329 -0.691322521 1.113742009 -0.714253297 #> 138 0.222154272 0.359956337 -0.691322521 1.113742009 #> 139 0.273686061 -1.576741455 0.359956337 -0.691322521 #> 140 1.153725033 -0.385605649 -1.576741455 0.359956337 #> 141 -2.007422043 1.290092728 -0.385605649 -1.576741455 #> 142 0.679740675 -0.662831157 1.290092728 -0.385605649 #> 143 -0.757611847 1.172187065 -0.662831157 1.290092728 #> 144 1.076221592 -0.251227844 1.172187065 -0.662831157 #> 145 -0.433643360 2.004927062 -0.251227844 1.172187065 #> 146 0.068498026 -1.024123594 2.004927062 -0.251227844 #> 147 0.524129750 0.909233971 -1.024123594 2.004927062 #> 148 -1.443591040 0.399913096 0.909233971 -1.024123594 #> 149 1.228474611 -0.265674664 0.399913096 0.909233971 #> 150 -1.611117765 0.227930365 -0.265674664 0.399913096 #> 151 -0.209204883 -0.840436304 0.227930365 -0.265674664 #> 152 -0.359246366 1.047505858 -0.840436304 0.227930365 #> 153 -1.509471558 -1.221479208 1.047505858 -0.840436304 #> 154 0.171641242 0.637761756 -1.221479208 1.047505858 #> 155 -1.987462858 0.390599803 0.637761756 -1.221479208 #> 156 1.657537070 0.977081309 0.390599803 0.637761756 #> 157 0.560627062 -0.011093264 0.977081309 0.390599803 #> 158 -0.266875720 0.762041508 -0.011093264 0.977081309 #> 159 0.463695254 0.937330260 0.762041508 -0.011093264 #> 160 -0.387894069 0.152309229 0.937330260 0.762041508 #> 161 -0.516800048 0.368829462 0.152309229 0.937330260 #> 162 -0.799840317 0.599504114 0.368829462 0.152309229 #> 163 0.901866512 -1.241793321 0.599504114 0.368829462 #> 164 -1.043150921 1.055181396 -1.241793321 0.599504114 #> 165 -0.966408993 -0.371044501 1.055181396 -1.241793321 #> 166 1.588772570 1.457677491 -0.371044501 1.055181396 #> 167 -1.239124071 0.077746539 1.457677491 -0.371044501 #> 168 1.461516463 0.884667255 0.077746539 1.457677491 #> 169 -1.429021173 -1.465842810 0.884667255 0.077746539 #> 170 -0.655800658 0.546040042 -1.465842810 0.884667255 #> 171 -0.749296810 -0.121429178 0.546040042 -1.465842810 #> 172 0.279262086 0.156354344 -0.121429178 0.546040042 #> 173 -0.157193482 -0.129755263 0.156354344 -0.121429178 #> 174 0.102141104 -0.661936865 -0.129755263 0.156354344 #> 175 0.641025436 -0.268272622 -0.661936865 -0.129755263 #> 176 0.664561294 -0.250569485 -0.268272622 -0.661936865 #> 177 -0.354487212 1.331953318 -0.250569485 -0.268272622 #> 178 -0.959938016 -0.841976538 1.331953318 -0.250569485 #> 179 0.015739920 0.558622387 -0.841976538 1.331953318 #> 180 -0.634825100 0.651810047 0.558622387 -0.841976538 #> 181 0.683212538 -0.129441174 0.651810047 0.558622387 #> 182 0.006870494 1.138157196 -0.129441174 0.651810047 #> 183 0.106849168 -0.329241498 1.138157196 -0.129441174 #> 184 0.313180481 1.401555311 -0.329241498 1.138157196 #> 185 -1.376470061 -1.174470236 1.401555311 -0.329241498 #> 186 1.645157819 -0.212782803 -1.174470236 1.401555311 #> 187 -1.305362196 0.724614846 -0.212782803 -1.174470236 #> 188 0.330496126 1.193687307 0.724614846 -0.212782803 #> 189 -0.136648158 1.131858525 1.193687307 0.724614846 #> 190 0.198959344 0.047550486 1.131858525 1.193687307 #> 191 -0.618228455 0.360078469 0.047550486 1.131858525 #> 192 -0.360134070 0.112107551 0.360078469 0.047550486 #> 193 -0.027172642 1.390652144 0.112107551 0.360078469 #> 194 -0.915383953 -0.218608885 1.390652144 0.112107551 #> 195 0.701270451 0.634712665 -0.218608885 1.390652144 #> 196 -0.569933234 -1.153702415 0.634712665 -0.218608885 #> 197 -0.458297483 0.358857133 -1.153702415 0.634712665 #> 198 -0.862807852 1.323193261 0.358857133 -1.153702415 #> 199 0.434703441 -0.332345924 1.323193261 0.358857133 #> 200 0.631287233 1.615404550 -0.332345924 1.323193261