Creates nclust clusters normally distributed around 1:nclust
simulate_data(
n = 100,
sd = 0.3,
nclust = 30,
dims = 2,
frac_na = NULL,
add_true_clust = TRUE,
id_column = TRUE
)number of observations per cluster
sd
number of clusters
number of dimensions
fraction of NA in the first dimension
add a column with the true cluster ids
add a column with the id
simulated data
simulate_data(n = 100, sd = 0.3, nclust = 5, dims = 2)
#> id V1 V2 true_clust
#> 1 1 0.99034084 1.3108451 1
#> 2 2 0.95453372 1.0874408 1
#> 3 3 1.45048524 0.6009833 1
#> 4 4 1.18342817 1.3598835 1
#> 5 5 1.04954759 0.9608994 1
#> 6 6 0.42939211 0.8710003 1
#> 7 7 0.47432141 0.7159514 1
#> 8 8 0.25724970 0.7069155 1
#> 9 9 0.93755285 1.0768320 1
#> 10 10 1.14300897 1.1508588 1
#> 11 11 1.08681469 1.0221508 1
#> 12 12 1.08443712 1.2582586 1
#> 13 13 0.51320573 0.7826363 1
#> 14 14 1.07625293 0.4478856 1
#> 15 15 1.40213835 1.0728643 1
#> 16 16 0.96606616 0.5759927 1
#> 17 17 1.09103504 0.4807244 1
#> 18 18 1.22175341 0.8880681 1
#> 19 19 1.13001431 1.1069889 1
#> 20 20 1.35863721 1.5067026 1
#> 21 21 0.65204549 0.9274220 1
#> 22 22 1.14232202 0.9760561 1
#> 23 23 0.92012627 1.3588444 1
#> 24 24 1.24854212 1.1163881 1
#> 25 25 1.25530504 1.5495201 1
#> 26 26 0.96974377 0.7093503 1
#> 27 27 0.84270981 0.6339909 1
#> 28 28 0.20252335 0.9269980 1
#> 29 29 0.98688684 1.4129378 1
#> 30 30 0.84989101 1.2123633 1
#> 31 31 0.92160603 0.3927082 1
#> 32 32 1.29103516 0.7589958 1
#> 33 33 0.60528013 0.9477724 1
#> 34 34 1.43020129 1.1523625 1
#> 35 35 0.95898939 1.1797741 1
#> 36 36 0.45125072 1.4355141 1
#> 37 37 1.04713269 1.4157858 1
#> 38 38 0.90969114 1.2808224 1
#> 39 39 0.57741124 1.3235837 1
#> 40 40 0.83008926 0.8363714 1
#> 41 41 1.50075009 0.9282323 1
#> 42 42 0.96209581 1.2911191 1
#> 43 43 1.36168701 1.1592908 1
#> 44 44 0.97121284 1.0851366 1
#> 45 45 0.68957671 0.8373322 1
#> 46 46 1.14965402 1.0455288 1
#> 47 47 1.06367485 1.1156354 1
#> 48 48 0.85853257 1.5189991 1
#> 49 49 1.53800398 1.6717562 1
#> 50 50 1.19525101 1.5955044 1
#> 51 51 0.81835022 1.5712759 1
#> 52 52 1.29294763 1.0409158 1
#> 53 53 0.84826840 0.8629556 1
#> 54 54 1.40648689 0.7011097 1
#> 55 55 0.90239765 1.0276222 1
#> 56 56 1.40556706 1.1316276 1
#> 57 57 1.26958882 0.7123998 1
#> 58 58 0.78847824 1.6901241 1
#> 59 59 1.22641936 0.6119236 1
#> 60 60 1.49395037 0.6424845 1
#> 61 61 0.02459427 1.2119537 1
#> 62 62 0.80470282 0.1198724 1
#> 63 63 0.90328784 0.9224333 1
#> 64 64 1.25935248 0.6791439 1
#> 65 65 1.07678295 1.3199137 1
#> 66 66 0.50108299 0.8080738 1
#> 67 67 0.78380916 0.9662991 1
#> 68 68 1.07502416 1.1735102 1
#> 69 69 0.54453963 0.9921337 1
#> 70 70 1.13410237 0.6584099 1
#> 71 71 1.27009627 1.2044158 1
#> 72 72 1.07794645 0.7474206 1
#> 73 73 1.30538971 0.8496096 1
#> 74 74 1.18428140 0.6226567 1
#> 75 75 0.92817760 1.6243550 1
#> 76 76 0.45905522 0.7011185 1
#> 77 77 1.00402770 0.5959545 1
#> 78 78 0.97980139 0.7235982 1
#> 79 79 1.50362663 1.9073113 1
#> 80 80 0.92456284 1.7690721 1
#> 81 81 0.74342534 1.3006405 1
#> 82 82 1.00879549 1.2066876 1
#> 83 83 0.89437315 1.0953895 1
#> 84 84 0.58958645 0.4412346 1
#> 85 85 1.14538402 0.8309567 1
#> 86 86 0.78988690 1.2450760 1
#> 87 87 0.95053632 0.6603020 1
#> 88 88 1.13740455 1.1048539 1
#> 89 89 1.11084890 0.9498452 1
#> 90 90 1.24439590 0.9886159 1
#> 91 91 0.87031449 1.7171931 1
#> 92 92 1.34631311 0.7910263 1
#> 93 93 1.45457843 1.2573609 1
#> 94 94 1.06536806 1.4058078 1
#> 95 95 1.10213429 1.0737277 1
#> 96 96 1.38792756 1.2418974 1
#> 97 97 1.48200791 0.7779926 1
#> 98 98 0.85794881 0.8186640 1
#> 99 99 1.10328075 1.2559776 1
#> 100 100 0.67126319 0.7479478 1
#> 101 101 1.91081049 1.6307799 2
#> 102 102 2.31300961 1.5913366 2
#> 103 103 1.20348063 1.9292358 2
#> 104 104 1.95619655 1.6252228 2
#> 105 105 2.03364778 2.3980038 2
#> 106 106 2.10318133 1.7870743 2
#> 107 107 2.38631274 2.2511111 2
#> 108 108 2.26931753 2.0188999 2
#> 109 109 2.10863814 1.9638528 2
#> 110 110 2.03170693 2.4853451 2
#> 111 111 1.96041315 2.3670353 2
#> 112 112 2.32035507 2.0035204 2
#> 113 113 2.27757876 2.1002166 2
#> 114 114 2.39715532 1.6807617 2
#> 115 115 2.31026649 2.0822092 2
#> 116 116 2.04436629 1.8894277 2
#> 117 117 2.10071691 1.8628337 2
#> 118 118 1.80661671 2.2192470 2
#> 119 119 1.68633029 2.0127500 2
#> 120 120 1.58940996 1.2585939 2
#> 121 121 1.84779044 1.9713184 2
#> 122 122 2.04282811 2.0002570 2
#> 123 123 1.84322736 1.8865131 2
#> 124 124 1.93451642 2.3019471 2
#> 125 125 1.64035092 1.9302656 2
#> 126 126 2.08621571 1.8007966 2
#> 127 127 2.32902109 2.1053727 2
#> 128 128 1.79166059 1.7920511 2
#> 129 129 1.59331903 1.1665238 2
#> 130 130 1.92424710 2.3397214 2
#> 131 131 1.99207573 1.6985415 2
#> 132 132 2.36835770 1.5813873 2
#> 133 133 2.24624992 1.9589857 2
#> 134 134 2.04107509 2.1445981 2
#> 135 135 2.33132866 2.3278743 2
#> 136 136 1.71956213 1.6034656 2
#> 137 137 1.90443900 2.3166747 2
#> 138 138 2.35460642 1.9517140 2
#> 139 139 2.03204419 1.9480097 2
#> 140 140 1.64813870 1.9124755 2
#> 141 141 2.30369295 2.6740006 2
#> 142 142 2.17814832 2.1113285 2
#> 143 143 1.69853948 2.3708789 2
#> 144 144 2.37475541 2.2642014 2
#> 145 145 1.96085073 2.2794081 2
#> 146 146 2.04735686 2.4105219 2
#> 147 147 2.56700289 1.5381628 2
#> 148 148 2.18779193 2.0415412 2
#> 149 149 1.49448860 1.4524138 2
#> 150 150 2.67493159 2.3311392 2
#> 151 151 1.89189883 2.2314115 2
#> 152 152 2.51451625 2.2727446 2
#> 153 153 1.80700759 2.1168738 2
#> 154 154 1.93539032 2.0726915 2
#> 155 155 2.15526119 2.3452293 2
#> 156 156 2.26744562 1.8605995 2
#> 157 157 2.13675992 1.2943082 2
#> 158 158 1.71063340 2.1487539 2
#> 159 159 1.90102556 1.6916552 2
#> 160 160 2.18891671 2.2520743 2
#> 161 161 2.05117037 2.1928715 2
#> 162 162 1.97702206 1.8439099 2
#> 163 163 1.91629781 1.8364060 2
#> 164 164 2.06177993 2.0242680 2
#> 165 165 2.10555814 1.8895774 2
#> 166 166 2.26969827 2.1364553 2
#> 167 167 1.71409182 1.9168507 2
#> 168 168 2.19501523 2.1209501 2
#> 169 169 1.80086715 2.0024414 2
#> 170 170 2.40642719 1.8929688 2
#> 171 171 1.73976315 2.1483662 2
#> 172 172 2.01538779 2.3107979 2
#> 173 173 2.47280887 2.1810987 2
#> 174 174 2.29262504 2.0140093 2
#> 175 175 2.23150719 2.1770980 2
#> 176 176 1.96850111 2.0910119 2
#> 177 177 1.76931822 2.0444463 2
#> 178 178 2.32121040 2.2969180 2
#> 179 179 1.94603829 2.0452358 2
#> 180 180 1.67221079 2.1135779 2
#> 181 181 1.41587716 1.8820729 2
#> 182 182 1.54352624 1.7871853 2
#> 183 183 1.95376297 1.4244428 2
#> 184 184 2.26586580 1.9780912 2
#> 185 185 1.57422234 1.7625463 2
#> 186 186 2.11796279 2.3026467 2
#> 187 187 1.74444746 2.4778374 2
#> 188 188 2.21845016 2.3763087 2
#> 189 189 2.51491195 2.3618120 2
#> 190 190 1.88072618 1.7152822 2
#> 191 191 2.00686091 1.7105611 2
#> 192 192 2.43280790 1.9824823 2
#> 193 193 1.73462451 1.9011435 2
#> 194 194 2.69202097 1.7445667 2
#> 195 195 1.97070967 1.8496077 2
#> 196 196 1.84616432 2.1929031 2
#> 197 197 1.95855598 2.4080545 2
#> 198 198 2.39102524 2.3938516 2
#> 199 199 1.92948722 2.2174972 2
#> 200 200 2.16360070 1.9399440 2
#> 201 201 2.71581986 3.1356950 3
#> 202 202 3.24341686 2.7776226 3
#> 203 203 3.14646158 2.5910329 3
#> 204 204 3.60929784 2.6133667 3
#> 205 205 2.93847063 3.7998002 3
#> 206 206 2.71461059 2.6280227 3
#> 207 207 2.90399566 2.9181313 3
#> 208 208 2.99628576 2.8431014 3
#> 209 209 2.94484788 2.7246389 3
#> 210 210 2.75588062 3.2539746 3
#> 211 211 3.25384868 3.0154380 3
#> 212 212 2.74558144 3.0379360 3
#> 213 213 2.70575379 3.2555820 3
#> 214 214 2.91488231 3.1545652 3
#> 215 215 2.95548349 3.3039676 3
#> 216 216 2.79824654 2.8689375 3
#> 217 217 2.32279543 3.0349375 3
#> 218 218 2.71779125 2.6499910 3
#> 219 219 3.62163623 2.4308878 3
#> 220 220 3.47678652 3.3707315 3
#> 221 221 2.95376791 2.7530103 3
#> 222 222 2.98722017 2.8512025 3
#> 223 223 3.03159790 3.0385558 3
#> 224 224 3.49661538 2.9895232 3
#> 225 225 3.40489909 2.8010799 3
#> 226 226 3.44464967 2.8588478 3
#> 227 227 3.27117373 3.2893949 3
#> 228 228 3.20932796 3.1082535 3
#> 229 229 2.70870577 2.3031575 3
#> 230 230 2.79379904 3.4086203 3
#> 231 231 3.37475162 2.4296452 3
#> 232 232 2.78536844 2.8111651 3
#> 233 233 2.82562074 2.7436955 3
#> 234 234 2.64507155 2.6959738 3
#> 235 235 3.45089993 2.7533043 3
#> 236 236 3.10578647 3.3463718 3
#> 237 237 2.63180867 3.3406844 3
#> 238 238 2.63065252 2.9371758 3
#> 239 239 3.46122099 3.4567761 3
#> 240 240 2.35019829 3.3118106 3
#> 241 241 2.71390042 3.1158922 3
#> 242 242 3.09975176 2.8787919 3
#> 243 243 2.94170680 2.8849696 3
#> 244 244 2.49540938 3.2698131 3
#> 245 245 3.26518282 3.1242757 3
#> 246 246 3.10556458 2.7740962 3
#> 247 247 3.51189579 2.7148053 3
#> 248 248 2.78492926 2.9236724 3
#> 249 249 2.99734415 3.3046353 3
#> 250 250 3.05382870 3.5057003 3
#> 251 251 2.93177997 2.6162319 3
#> 252 252 2.69676485 2.7756654 3
#> 253 253 3.41760884 3.1765353 3
#> 254 254 2.58618797 2.8973159 3
#> 255 255 3.38210145 3.0088220 3
#> 256 256 3.12259958 3.0978320 3
#> 257 257 3.24758816 2.5597818 3
#> 258 258 2.60504836 2.7414712 3
#> 259 259 3.24675278 2.6320208 3
#> 260 260 2.51428501 3.3190664 3
#> 261 261 3.63379054 2.8779499 3
#> 262 262 2.72230513 2.9259594 3
#> 263 263 3.06340907 3.2538294 3
#> 264 264 3.11331813 2.8985875 3
#> 265 265 2.94573501 3.0418351 3
#> 266 266 2.80713660 2.8942813 3
#> 267 267 2.91668228 3.6296133 3
#> 268 268 3.03464469 3.2136335 3
#> 269 269 2.94451515 2.9858667 3
#> 270 270 3.09351670 3.3191856 3
#> 271 271 3.71595974 3.0568758 3
#> 272 272 3.19664071 2.9876488 3
#> 273 273 3.29957348 3.2068989 3
#> 274 274 2.80525182 2.6574679 3
#> 275 275 2.75345505 3.3062402 3
#> 276 276 3.14934913 3.1453905 3
#> 277 277 2.68034974 2.6540327 3
#> 278 278 3.01039521 2.4816034 3
#> 279 279 3.00959793 2.9830654 3
#> 280 280 3.31313903 3.3585387 3
#> 281 281 3.48880581 2.2456758 3
#> 282 282 3.22663036 3.2051116 3
#> 283 283 3.12407356 3.0170496 3
#> 284 284 2.43308840 3.0135384 3
#> 285 285 2.70187314 2.9921106 3
#> 286 286 2.83816203 2.8174795 3
#> 287 287 2.86567604 2.9670556 3
#> 288 288 2.72045660 2.7931081 3
#> 289 289 3.36110377 3.0157976 3
#> 290 290 2.96350874 2.9970517 3
#> 291 291 2.72110433 3.4285173 3
#> 292 292 2.43745961 3.0629738 3
#> 293 293 2.69642269 3.5749156 3
#> 294 294 3.40204374 2.7233169 3
#> 295 295 3.63742639 2.8909633 3
#> 296 296 3.22015641 3.4309084 3
#> 297 297 2.95470910 3.1954208 3
#> 298 298 2.92426523 2.6426734 3
#> 299 299 3.41740784 3.1565608 3
#> 300 300 3.54929252 3.3293874 3
#> 301 301 3.74678912 3.6795485 4
#> 302 302 3.95721110 3.9843139 4
#> 303 303 4.62645757 3.8739046 4
#> 304 304 4.16370270 3.8278695 4
#> 305 305 3.75005649 4.0775859 4
#> 306 306 4.08236320 4.1350013 4
#> 307 307 4.29803632 4.1048853 4
#> 308 308 3.38209297 3.9616013 4
#> 309 309 3.88121304 4.4002097 4
#> 310 310 3.62282427 3.6560572 4
#> 311 311 3.83343315 3.8314672 4
#> 312 312 4.19640317 3.6829103 4
#> 313 313 4.05337782 4.1049463 4
#> 314 314 4.04541940 3.7231480 4
#> 315 315 3.87096558 3.8363378 4
#> 316 316 3.87178005 4.2953793 4
#> 317 317 4.05566209 3.8382985 4
#> 318 318 4.03775462 4.1793578 4
#> 319 319 4.53132027 3.8736419 4
#> 320 320 4.09881810 3.8971109 4
#> 321 321 4.21852997 4.2587156 4
#> 322 322 4.54421647 3.8161456 4
#> 323 323 3.52060535 3.6509869 4
#> 324 324 3.77279618 4.5511349 4
#> 325 325 3.18554092 3.7766021 4
#> 326 326 4.31939745 4.1877648 4
#> 327 327 3.25221653 4.0777857 4
#> 328 328 4.29474053 4.3570895 4
#> 329 329 4.61513431 3.8478222 4
#> 330 330 3.99028693 4.7842285 4
#> 331 331 4.10079349 3.9273290 4
#> 332 332 3.92573699 4.4423689 4
#> 333 333 4.19278887 4.0301219 4
#> 334 334 3.65030626 4.0340185 4
#> 335 335 3.50443821 4.3848934 4
#> 336 336 4.35167997 4.3434608 4
#> 337 337 4.33672701 4.3259774 4
#> 338 338 4.18427081 3.5494395 4
#> 339 339 3.86666587 3.7079530 4
#> 340 340 3.76608802 3.4789902 4
#> 341 341 3.84200483 3.9278848 4
#> 342 342 4.10752006 4.3143573 4
#> 343 343 3.68433265 3.6894182 4
#> 344 344 3.87040090 3.8366419 4
#> 345 345 4.21510908 3.9425897 4
#> 346 346 3.89196188 3.9165030 4
#> 347 347 3.58833253 3.8040454 4
#> 348 348 4.20909829 3.9653998 4
#> 349 349 4.25121439 3.8761269 4
#> 350 350 3.97364511 3.9425612 4
#> 351 351 3.98832971 3.8883186 4
#> 352 352 3.90176452 3.5628107 4
#> 353 353 3.91691068 4.0385899 4
#> 354 354 3.87877492 3.5977756 4
#> 355 355 4.03109517 3.3421866 4
#> 356 356 3.58579943 4.4704276 4
#> 357 357 4.11179044 3.9894572 4
#> 358 358 3.94030011 4.4655571 4
#> 359 359 3.86821007 3.8087196 4
#> 360 360 3.95943845 3.7043537 4
#> 361 361 4.58089041 3.3683234 4
#> 362 362 4.25417750 3.9869351 4
#> 363 363 4.45391353 4.2713682 4
#> 364 364 4.22944923 3.3495559 4
#> 365 365 4.14297132 3.7247352 4
#> 366 366 4.17460477 4.0308067 4
#> 367 367 3.53267246 4.0233507 4
#> 368 368 3.88908359 3.8354748 4
#> 369 369 3.79480150 4.6622302 4
#> 370 370 3.97156570 4.0946437 4
#> 371 371 3.82468288 4.0096502 4
#> 372 372 4.20896234 4.0467571 4
#> 373 373 3.74269264 3.5110926 4
#> 374 374 4.12672953 4.1250767 4
#> 375 375 4.09117584 3.3176340 4
#> 376 376 4.28486456 3.6195038 4
#> 377 377 4.17546899 4.1904002 4
#> 378 378 4.32172095 4.0839901 4
#> 379 379 4.12647571 4.3300273 4
#> 380 380 4.36016615 4.1909495 4
#> 381 381 3.93408256 4.2518500 4
#> 382 382 4.11519740 3.8948949 4
#> 383 383 4.09861360 4.3314508 4
#> 384 384 3.74317082 3.9170625 4
#> 385 385 4.25845805 4.0393531 4
#> 386 386 4.13859189 4.1907566 4
#> 387 387 3.84199518 4.1827024 4
#> 388 388 3.95989346 4.4532509 4
#> 389 389 3.79182026 4.1050913 4
#> 390 390 4.29738332 3.9233805 4
#> 391 391 3.78769113 3.8431401 4
#> 392 392 4.24610749 3.8106729 4
#> 393 393 3.98564913 4.1632425 4
#> 394 394 4.42959509 4.2737617 4
#> 395 395 4.22599842 4.1804843 4
#> 396 396 4.25730295 3.9137069 4
#> 397 397 4.17062850 3.9740448 4
#> 398 398 3.78854118 4.4353907 4
#> 399 399 3.70238357 3.9625513 4
#> 400 400 4.54199667 4.0010862 4
#> 401 401 4.73371585 6.0159137 5
#> 402 402 5.50011898 5.3963154 5
#> 403 403 4.82618670 5.0142338 5
#> 404 404 4.46575992 4.8624716 5
#> 405 405 5.16200958 5.0935835 5
#> 406 406 5.09129019 4.9146889 5
#> 407 407 4.77963302 5.4749515 5
#> 408 408 4.82748818 5.2802421 5
#> 409 409 5.21966484 5.2725720 5
#> 410 410 4.77270368 4.7276823 5
#> 411 411 4.98197823 4.9028220 5
#> 412 412 5.02187141 4.6310841 5
#> 413 413 4.67225354 4.8618670 5
#> 414 414 4.66316985 5.2515598 5
#> 415 415 4.98519301 5.3183055 5
#> 416 416 4.85597259 5.2075088 5
#> 417 417 4.90375579 5.2017759 5
#> 418 418 4.96893929 4.9835472 5
#> 419 419 4.79611539 4.7149179 5
#> 420 420 5.52531032 4.1235402 5
#> 421 421 4.85768679 5.3960097 5
#> 422 422 4.61438151 5.1301137 5
#> 423 423 4.73841449 4.6327166 5
#> 424 424 4.59082433 5.1547573 5
#> 425 425 5.36022899 4.9394326 5
#> 426 426 5.37369160 4.8610118 5
#> 427 427 4.68914993 5.1725162 5
#> 428 428 4.89424998 4.7568206 5
#> 429 429 4.67692193 5.2146952 5
#> 430 430 4.83771717 5.0745139 5
#> 431 431 5.32025605 4.8583901 5
#> 432 432 5.07853035 4.8768632 5
#> 433 433 4.85464746 5.3167695 5
#> 434 434 4.46442006 5.2067439 5
#> 435 435 4.92327509 5.2384924 5
#> 436 436 5.91857837 5.0819898 5
#> 437 437 4.90516358 5.2717678 5
#> 438 438 4.89194086 4.8712068 5
#> 439 439 4.62316192 5.0820617 5
#> 440 440 5.56728196 4.8453905 5
#> 441 441 4.98422782 5.5004420 5
#> 442 442 5.01894975 5.1352581 5
#> 443 443 4.69990129 4.8309179 5
#> 444 444 5.34992241 4.9855399 5
#> 445 445 5.22869749 4.8065453 5
#> 446 446 5.13860637 5.5024488 5
#> 447 447 5.63240163 5.3768944 5
#> 448 448 4.61041828 4.6332495 5
#> 449 449 5.06348176 4.9080959 5
#> 450 450 5.36918250 4.5267553 5
#> 451 451 4.37961900 5.0261465 5
#> 452 452 5.32394797 4.6679761 5
#> 453 453 5.03404512 5.1529474 5
#> 454 454 5.18824727 5.3569343 5
#> 455 455 5.24675118 4.4265663 5
#> 456 456 4.99329736 4.7358922 5
#> 457 457 5.51715810 5.4609266 5
#> 458 458 4.91227220 4.9095714 5
#> 459 459 4.89962597 4.5351561 5
#> 460 460 4.99485281 4.4935242 5
#> 461 461 4.38662636 5.0632891 5
#> 462 462 4.61224072 5.1439708 5
#> 463 463 4.61228308 5.2254617 5
#> 464 464 4.83418279 5.0463434 5
#> 465 465 5.06073016 4.9037522 5
#> 466 466 4.88491057 5.4688908 5
#> 467 467 4.71617871 4.5316458 5
#> 468 468 4.63033761 4.6981114 5
#> 469 469 5.08790306 4.9449591 5
#> 470 470 5.03519910 4.8126130 5
#> 471 471 5.21228536 5.1557265 5
#> 472 472 5.59062897 5.1347313 5
#> 473 473 5.26110351 4.8314826 5
#> 474 474 4.72600345 5.1518600 5
#> 475 475 5.06676192 4.8589637 5
#> 476 476 4.60390248 5.3158162 5
#> 477 477 5.39412614 4.8355233 5
#> 478 478 4.78112234 4.4552850 5
#> 479 479 4.72054527 4.6924927 5
#> 480 480 5.15510615 4.5483741 5
#> 481 481 5.08465565 5.3445440 5
#> 482 482 4.68283817 4.9293661 5
#> 483 483 4.82727873 5.2941534 5
#> 484 484 4.54887297 4.7956020 5
#> 485 485 4.53982414 4.8394143 5
#> 486 486 4.98614576 5.1677916 5
#> 487 487 5.06585977 5.5177273 5
#> 488 488 4.90407813 5.3961564 5
#> 489 489 5.15423879 4.8339308 5
#> 490 490 5.48412367 5.4052141 5
#> 491 491 4.68969113 4.7581290 5
#> 492 492 5.05110731 4.8755804 5
#> 493 493 5.12668652 5.0129428 5
#> 494 494 5.12136969 5.4304089 5
#> 495 495 4.76222890 4.7608692 5
#> 496 496 5.19415452 4.9799807 5
#> 497 497 5.02226324 4.7281323 5
#> 498 498 5.05027208 4.8780200 5
#> 499 499 4.85299035 4.7943298 5
#> 500 500 5.26398120 5.2870028 5
# add 20% missing data
simulate_data(n = 100, sd = 0.3, nclust = 5, dims = 2, frac_na = 0.2)
#> id V1 V2 true_clust
#> 1 1 NA 1.2062055 1
#> 2 2 NA 0.7106177 1
#> 3 3 1.1251771 1.0682333 1
#> 4 4 1.2717250 1.5549146 1
#> 5 5 1.0875881 0.8073644 1
#> 6 6 0.7613945 1.4003619 1
#> 7 7 0.8112264 0.7146585 1
#> 8 8 NA 0.8896168 1
#> 9 9 NA 0.9628964 1
#> 10 10 NA 0.8967479 1
#> 11 11 NA 1.2184820 1
#> 12 12 0.9316589 1.3965922 1
#> 13 13 1.2087472 1.4174334 1
#> 14 14 0.9028159 1.1423251 1
#> 15 15 1.2048202 0.8792308 1
#> 16 16 0.7238298 1.2375374 1
#> 17 17 0.6230623 0.7110804 1
#> 18 18 NA 0.7677732 1
#> 19 19 NA 0.1976422 1
#> 20 20 0.8762446 1.0502577 1
#> 21 21 1.1249240 0.8514274 1
#> 22 22 1.2675924 1.1489850 1
#> 23 23 NA 1.3651986 1
#> 24 24 0.9553434 0.8390759 1
#> 25 25 NA 1.1532546 1
#> 26 26 1.3155066 0.9461813 1
#> 27 27 1.2612042 0.8731712 1
#> 28 28 0.5918123 1.0403336 1
#> 29 29 1.1684896 1.6133224 1
#> 30 30 0.9828671 0.7724430 1
#> 31 31 1.0799958 0.6858681 1
#> 32 32 0.9355941 1.0872821 1
#> 33 33 1.1632559 0.5429262 1
#> 34 34 0.7805200 0.8439154 1
#> 35 35 0.9768544 1.5090015 1
#> 36 36 NA 1.6143893 1
#> 37 37 1.3472988 1.5942960 1
#> 38 38 0.6568773 0.8470549 1
#> 39 39 NA 0.6837545 1
#> 40 40 1.2212239 1.2986398 1
#> 41 41 1.2864880 0.8118539 1
#> 42 42 NA 1.1336939 1
#> 43 43 0.4594725 0.5878462 1
#> 44 44 0.5845721 1.2200817 1
#> 45 45 0.9106955 1.1718582 1
#> 46 46 1.2202607 0.9538368 1
#> 47 47 0.8915700 1.4700893 1
#> 48 48 0.8323409 0.9825563 1
#> 49 49 0.9167595 1.4471590 1
#> 50 50 NA 1.0802731 1
#> 51 51 0.9924055 0.9068229 1
#> 52 52 NA 0.9545612 1
#> 53 53 0.9766896 1.0266948 1
#> 54 54 0.8182903 0.5648879 1
#> 55 55 0.8680391 1.2528943 1
#> 56 56 1.1622603 1.4080757 1
#> 57 57 0.7300234 0.5554054 1
#> 58 58 0.5299473 1.3910406 1
#> 59 59 0.9995415 1.0998741 1
#> 60 60 0.8855343 0.3378682 1
#> 61 61 1.5692673 1.2686032 1
#> 62 62 1.1194505 0.8286909 1
#> 63 63 1.2038222 1.2409222 1
#> 64 64 0.9498055 0.9546481 1
#> 65 65 0.8986885 0.9650248 1
#> 66 66 1.0180441 0.9063393 1
#> 67 67 1.0809267 0.9740704 1
#> 68 68 0.7522902 0.9065848 1
#> 69 69 1.1136363 0.8201634 1
#> 70 70 1.1158971 1.2529825 1
#> 71 71 1.1998959 1.2737243 1
#> 72 72 NA 1.0293355 1
#> 73 73 NA 0.8389646 1
#> 74 74 0.5882988 1.0305360 1
#> 75 75 NA 1.0443085 1
#> 76 76 NA 0.5994379 1
#> 77 77 0.7180541 1.3875779 1
#> 78 78 1.0494615 1.6051703 1
#> 79 79 1.3675578 0.8914314 1
#> 80 80 0.6851848 0.9570688 1
#> 81 81 0.9661553 0.7866097 1
#> 82 82 0.9018554 1.0704898 1
#> 83 83 1.1533638 0.8711406 1
#> 84 84 0.8660599 0.9783494 1
#> 85 85 1.1495121 1.0047674 1
#> 86 86 1.1334417 1.1970077 1
#> 87 87 NA 1.2684381 1
#> 88 88 0.6527250 1.1229250 1
#> 89 89 1.1716382 0.9888946 1
#> 90 90 0.8150936 1.0558335 1
#> 91 91 NA 0.3627065 1
#> 92 92 0.9715025 0.5584973 1
#> 93 93 1.0508421 0.8770825 1
#> 94 94 0.8572487 0.9307722 1
#> 95 95 0.7999584 1.0402970 1
#> 96 96 1.3168133 0.8478920 1
#> 97 97 1.1152843 1.6071179 1
#> 98 98 1.1629584 1.3368317 1
#> 99 99 1.1454333 1.2838368 1
#> 100 100 0.6426267 0.3593602 1
#> 101 101 NA 2.3379731 2
#> 102 102 1.8620249 1.8907751 2
#> 103 103 2.5041748 1.7648998 2
#> 104 104 2.0681950 1.7329191 2
#> 105 105 2.4083269 1.6805851 2
#> 106 106 2.1602995 2.2815185 2
#> 107 107 NA 1.7997334 2
#> 108 108 1.9024549 2.3012134 2
#> 109 109 1.7061162 2.1225733 2
#> 110 110 1.7143690 1.8597057 2
#> 111 111 NA 2.3662223 2
#> 112 112 1.8800083 2.1003274 2
#> 113 113 2.0576036 1.7425895 2
#> 114 114 1.9156546 2.0241533 2
#> 115 115 1.3820494 2.2449523 2
#> 116 116 1.6895363 1.9250520 2
#> 117 117 2.8984267 2.2142624 2
#> 118 118 2.1962313 2.2069640 2
#> 119 119 1.9053073 2.2968184 2
#> 120 120 NA 2.3218917 2
#> 121 121 1.8538162 1.6193428 2
#> 122 122 NA 2.3966051 2
#> 123 123 2.6067258 1.8308361 2
#> 124 124 1.7523284 2.5284983 2
#> 125 125 1.7116614 1.8050086 2
#> 126 126 2.0746458 2.1916355 2
#> 127 127 1.8058721 2.0424561 2
#> 128 128 NA 1.9786114 2
#> 129 129 2.1691453 2.2488115 2
#> 130 130 1.7390990 2.0560972 2
#> 131 131 1.8313768 2.4402487 2
#> 132 132 2.3702233 2.2713610 2
#> 133 133 2.2350456 1.8513455 2
#> 134 134 1.9131086 2.0745492 2
#> 135 135 2.1485858 1.6917286 2
#> 136 136 1.8397903 1.9868095 2
#> 137 137 NA 1.7210358 2
#> 138 138 2.1121438 1.9770568 2
#> 139 139 2.1450816 1.8920122 2
#> 140 140 1.3864942 2.0588144 2
#> 141 141 2.2977355 2.2990734 2
#> 142 142 1.7808735 2.1098857 2
#> 143 143 NA 2.2072693 2
#> 144 144 2.0903912 1.7371594 2
#> 145 145 2.1606212 1.8472690 2
#> 146 146 1.8474793 1.8111611 2
#> 147 147 2.5866082 1.9845955 2
#> 148 148 NA 1.4022232 2
#> 149 149 2.4315358 2.1440728 2
#> 150 150 1.9022325 2.0546802 2
#> 151 151 NA 2.4389173 2
#> 152 152 1.9868294 1.5496695 2
#> 153 153 NA 2.3359372 2
#> 154 154 2.0958042 1.6763650 2
#> 155 155 2.0581753 2.1016232 2
#> 156 156 2.1306925 1.9537538 2
#> 157 157 2.6135282 1.6808886 2
#> 158 158 1.7020738 1.9417543 2
#> 159 159 NA 1.8510442 2
#> 160 160 2.0624056 2.4953998 2
#> 161 161 1.8217511 2.3137556 2
#> 162 162 1.8302289 2.1718758 2
#> 163 163 1.3036584 1.5264623 2
#> 164 164 2.5048324 1.7900909 2
#> 165 165 NA 1.6852945 2
#> 166 166 2.1504616 2.6093329 2
#> 167 167 1.9818430 2.2021154 2
#> 168 168 2.0532717 2.3799972 2
#> 169 169 1.7828552 1.9958082 2
#> 170 170 1.7930694 1.7207907 2
#> 171 171 NA 1.7577553 2
#> 172 172 2.6278323 1.8332038 2
#> 173 173 1.7126483 1.8608480 2
#> 174 174 NA 1.3941428 2
#> 175 175 NA 1.9355310 2
#> 176 176 2.1272067 1.6039879 2
#> 177 177 2.2260604 1.7564217 2
#> 178 178 2.3867372 1.6356682 2
#> 179 179 2.3064552 1.6767653 2
#> 180 180 2.1020975 2.3042654 2
#> 181 181 2.0307487 2.1595073 2
#> 182 182 1.7230434 2.2225651 2
#> 183 183 2.5545802 1.9519232 2
#> 184 184 2.0538648 1.9565110 2
#> 185 185 2.2418804 2.5531507 2
#> 186 186 NA 1.6197489 2
#> 187 187 NA 2.0093655 2
#> 188 188 2.4446105 1.8539520 2
#> 189 189 2.0106854 1.9218304 2
#> 190 190 1.9313404 2.3454511 2
#> 191 191 1.6550787 1.7846144 2
#> 192 192 2.0800880 1.7571501 2
#> 193 193 NA 1.8237264 2
#> 194 194 2.3504407 1.7724747 2
#> 195 195 1.6888116 2.3768196 2
#> 196 196 1.6850968 1.8640973 2
#> 197 197 NA 1.8060815 2
#> 198 198 2.4203637 1.9130922 2
#> 199 199 2.1570277 1.9244142 2
#> 200 200 NA 1.6664871 2
#> 201 201 3.0731529 2.8700001 3
#> 202 202 3.0171582 3.0082190 3
#> 203 203 3.1173581 2.9384434 3
#> 204 204 3.3564895 2.8949256 3
#> 205 205 3.1251317 2.9640153 3
#> 206 206 3.0585434 2.7780897 3
#> 207 207 3.1236372 2.5417707 3
#> 208 208 3.1787130 3.1396116 3
#> 209 209 2.9756226 3.1923073 3
#> 210 210 3.2643807 3.2885633 3
#> 211 211 3.2834704 2.8652212 3
#> 212 212 3.7112744 2.3141763 3
#> 213 213 2.9087423 2.7617261 3
#> 214 214 3.1375262 2.4788684 3
#> 215 215 2.8702300 2.6666355 3
#> 216 216 2.7980972 3.1028367 3
#> 217 217 2.7952510 2.7799645 3
#> 218 218 2.8809721 2.7097246 3
#> 219 219 3.0440309 2.8643615 3
#> 220 220 3.2006797 3.1361236 3
#> 221 221 NA 2.7134745 3
#> 222 222 3.0510213 2.6875615 3
#> 223 223 2.9126469 3.1552784 3
#> 224 224 3.5596598 3.1126467 3
#> 225 225 NA 3.1075361 3
#> 226 226 2.2978407 3.2026778 3
#> 227 227 3.1680523 3.2744285 3
#> 228 228 3.2579012 2.8749737 3
#> 229 229 2.7457051 3.0127548 3
#> 230 230 3.6067869 3.5382316 3
#> 231 231 2.9925654 3.1421874 3
#> 232 232 NA 2.8346281 3
#> 233 233 3.1689863 2.9377670 3
#> 234 234 2.8075025 3.4235613 3
#> 235 235 2.9278217 2.7225772 3
#> 236 236 3.0052325 2.8964573 3
#> 237 237 3.0554486 2.7530494 3
#> 238 238 3.2563743 3.1086234 3
#> 239 239 2.3551744 3.2102883 3
#> 240 240 3.1701743 3.4327986 3
#> 241 241 3.0933061 3.3417475 3
#> 242 242 3.0823256 3.0512352 3
#> 243 243 3.0348222 2.9978522 3
#> 244 244 2.7685912 2.7030849 3
#> 245 245 3.5168759 2.9356090 3
#> 246 246 NA 2.8098520 3
#> 247 247 3.7581406 3.0039217 3
#> 248 248 NA 2.6980012 3
#> 249 249 3.4348772 2.8667372 3
#> 250 250 2.7012932 3.0661277 3
#> 251 251 3.0050520 3.1916703 3
#> 252 252 3.1125852 3.1741182 3
#> 253 253 3.3247468 2.6264539 3
#> 254 254 3.3552026 2.6426175 3
#> 255 255 2.4358438 2.9899534 3
#> 256 256 NA 3.0990201 3
#> 257 257 NA 2.8026318 3
#> 258 258 3.3092291 3.0157504 3
#> 259 259 NA 3.3602510 3
#> 260 260 3.2801487 2.9097563 3
#> 261 261 2.6426603 2.8344043 3
#> 262 262 2.4839423 3.2823573 3
#> 263 263 2.7101734 3.1192977 3
#> 264 264 3.0468409 3.7029313 3
#> 265 265 2.9035007 2.9468774 3
#> 266 266 3.1273582 2.9868588 3
#> 267 267 NA 3.0815766 3
#> 268 268 NA 3.7493447 3
#> 269 269 3.1424095 2.8095200 3
#> 270 270 3.0285418 2.9785644 3
#> 271 271 3.3779139 3.1220978 3
#> 272 272 3.1191926 3.3309822 3
#> 273 273 2.9070907 2.9002269 3
#> 274 274 3.2477746 3.0796830 3
#> 275 275 3.0913488 3.0489648 3
#> 276 276 2.5773115 2.7195973 3
#> 277 277 2.9030830 3.1556791 3
#> 278 278 3.3314268 2.9525021 3
#> 279 279 2.7678897 3.1605402 3
#> 280 280 3.2687042 2.6141713 3
#> 281 281 3.2940749 3.3118909 3
#> 282 282 2.6981451 2.9337446 3
#> 283 283 2.7913602 3.2123916 3
#> 284 284 2.8541379 2.9783152 3
#> 285 285 2.8928258 2.9411126 3
#> 286 286 3.3234634 2.9184465 3
#> 287 287 2.6521874 3.2379970 3
#> 288 288 3.0720950 3.2293857 3
#> 289 289 3.3574018 3.3707898 3
#> 290 290 NA 2.8634571 3
#> 291 291 3.3538744 3.4391118 3
#> 292 292 3.4096002 2.2934436 3
#> 293 293 3.1631850 2.6608450 3
#> 294 294 3.2173877 3.3945940 3
#> 295 295 3.2123791 3.3837785 3
#> 296 296 NA 3.3658718 3
#> 297 297 NA 2.2823909 3
#> 298 298 3.1640232 3.1317900 3
#> 299 299 NA 2.9066331 3
#> 300 300 2.8669408 2.9400033 3
#> 301 301 4.4987362 3.8433712 4
#> 302 302 3.8955264 4.0925435 4
#> 303 303 4.2600495 3.8415750 4
#> 304 304 4.3282169 4.1211208 4
#> 305 305 4.2968564 4.4119078 4
#> 306 306 4.2802008 3.9872260 4
#> 307 307 3.8758731 4.2691998 4
#> 308 308 3.9290013 3.0980971 4
#> 309 309 4.4269083 4.2341475 4
#> 310 310 4.0890704 4.0735434 4
#> 311 311 3.9529599 4.2972480 4
#> 312 312 4.3385934 4.2017527 4
#> 313 313 3.7932045 3.9316223 4
#> 314 314 3.9852661 4.6291640 4
#> 315 315 NA 4.0651434 4
#> 316 316 4.3968990 4.4840987 4
#> 317 317 3.7856942 3.2354875 4
#> 318 318 4.6604724 4.7724220 4
#> 319 319 3.9242018 3.8450303 4
#> 320 320 NA 3.8142975 4
#> 321 321 4.0129536 3.6643700 4
#> 322 322 3.8799658 4.5513590 4
#> 323 323 4.4817655 4.1925416 4
#> 324 324 4.2991666 3.9067288 4
#> 325 325 NA 4.0043022 4
#> 326 326 3.9165976 4.2208686 4
#> 327 327 3.9458812 3.9029252 4
#> 328 328 4.3773173 4.1166786 4
#> 329 329 NA 4.3315207 4
#> 330 330 3.7239215 3.9934414 4
#> 331 331 3.7126291 3.8188931 4
#> 332 332 4.5872390 3.6469470 4
#> 333 333 NA 4.1254675 4
#> 334 334 NA 4.2915293 4
#> 335 335 3.3261320 3.9893987 4
#> 336 336 4.2313437 4.1472543 4
#> 337 337 3.8241548 4.3705794 4
#> 338 338 4.3827729 4.0106399 4
#> 339 339 NA 4.0958624 4
#> 340 340 3.5911486 4.0666161 4
#> 341 341 3.7963050 4.1470494 4
#> 342 342 3.6158358 4.7190311 4
#> 343 343 3.5290964 3.7216764 4
#> 344 344 3.4294665 4.1671613 4
#> 345 345 NA 4.1930957 4
#> 346 346 4.0104696 3.5537047 4
#> 347 347 4.0998969 4.3982043 4
#> 348 348 3.5927781 3.7860669 4
#> 349 349 NA 3.6445659 4
#> 350 350 3.8299462 4.0230242 4
#> 351 351 NA 3.9101231 4
#> 352 352 3.9401977 4.0051635 4
#> 353 353 NA 3.7983180 4
#> 354 354 3.6304880 3.9218934 4
#> 355 355 NA 4.0341996 4
#> 356 356 NA 4.0973460 4
#> 357 357 3.6932548 3.9774262 4
#> 358 358 4.0313558 4.2532733 4
#> 359 359 3.9663110 4.2131834 4
#> 360 360 3.6604497 3.6818575 4
#> 361 361 3.7622883 4.4685182 4
#> 362 362 3.9202759 4.0309650 4
#> 363 363 NA 4.2500705 4
#> 364 364 NA 3.9314714 4
#> 365 365 4.5727158 3.9058266 4
#> 366 366 4.2122244 3.6775819 4
#> 367 367 3.5785777 3.9092479 4
#> 368 368 NA 4.0733848 4
#> 369 369 3.8660067 3.6245166 4
#> 370 370 3.9713799 3.4798236 4
#> 371 371 4.3752287 4.3835986 4
#> 372 372 4.1552326 3.6717836 4
#> 373 373 3.7368280 3.8632074 4
#> 374 374 3.8167969 4.0870828 4
#> 375 375 NA 4.0669130 4
#> 376 376 3.7162752 4.6960024 4
#> 377 377 4.2523796 3.7675778 4
#> 378 378 4.0127455 4.8424204 4
#> 379 379 4.2367215 3.7732118 4
#> 380 380 4.1176471 4.0687635 4
#> 381 381 4.1328639 4.0292582 4
#> 382 382 NA 4.2949105 4
#> 383 383 4.0745133 4.3552493 4
#> 384 384 4.3012980 4.2984675 4
#> 385 385 NA 3.8748337 4
#> 386 386 3.8938837 3.9311812 4
#> 387 387 4.1803381 4.2812417 4
#> 388 388 NA 4.0815121 4
#> 389 389 NA 3.8214488 4
#> 390 390 4.0512401 4.4494942 4
#> 391 391 3.8258409 3.8096867 4
#> 392 392 NA 3.9069814 4
#> 393 393 NA 4.4247908 4
#> 394 394 3.6297375 4.3082153 4
#> 395 395 3.8955157 3.5530251 4
#> 396 396 3.6755470 4.0293259 4
#> 397 397 4.1265667 3.9175874 4
#> 398 398 4.2822902 3.7536490 4
#> 399 399 4.3612089 3.7033786 4
#> 400 400 4.3330325 4.3407755 4
#> 401 401 NA 5.0803380 5
#> 402 402 4.9627467 4.5567265 5
#> 403 403 4.8666488 4.5292478 5
#> 404 404 5.0137159 4.9457954 5
#> 405 405 NA 5.0487823 5
#> 406 406 NA 4.8248764 5
#> 407 407 5.0506485 5.3852094 5
#> 408 408 4.8696474 5.3347439 5
#> 409 409 4.7004735 5.3101627 5
#> 410 410 5.0583034 5.2231632 5
#> 411 411 4.8716168 4.5928345 5
#> 412 412 4.9665046 4.7978057 5
#> 413 413 4.4059707 4.7640351 5
#> 414 414 5.0028791 5.1842518 5
#> 415 415 4.9812786 4.7084146 5
#> 416 416 4.9110280 5.0081117 5
#> 417 417 4.5818747 4.6041102 5
#> 418 418 NA 4.6665796 5
#> 419 419 5.0109160 5.1382756 5
#> 420 420 NA 5.3025631 5
#> 421 421 5.0885139 5.2387039 5
#> 422 422 4.7928235 4.6031034 5
#> 423 423 4.7081374 5.4410057 5
#> 424 424 4.9715161 5.0603654 5
#> 425 425 NA 5.1701246 5
#> 426 426 5.0988734 4.7800321 5
#> 427 427 5.0308920 5.3640369 5
#> 428 428 NA 4.8625057 5
#> 429 429 4.9892334 5.0833400 5
#> 430 430 4.5892465 5.1479813 5
#> 431 431 5.0638268 5.2703126 5
#> 432 432 4.7336339 4.9725280 5
#> 433 433 4.8924707 4.9711517 5
#> 434 434 4.6924132 5.2151689 5
#> 435 435 4.9594443 5.2159433 5
#> 436 436 4.8078181 5.0471858 5
#> 437 437 NA 4.9759724 5
#> 438 438 4.6122244 4.6711117 5
#> 439 439 5.2294156 5.3681100 5
#> 440 440 5.2563640 5.7411976 5
#> 441 441 4.8080244 4.9147741 5
#> 442 442 5.0728339 5.2952385 5
#> 443 443 4.9445622 4.8876740 5
#> 444 444 NA 5.0774456 5
#> 445 445 5.1372361 5.1384659 5
#> 446 446 NA 4.9783012 5
#> 447 447 NA 4.7346674 5
#> 448 448 NA 4.9805306 5
#> 449 449 4.9635730 4.9282876 5
#> 450 450 4.5473504 5.5313576 5
#> 451 451 5.5511910 4.8825753 5
#> 452 452 NA 4.9567748 5
#> 453 453 5.1958090 5.0725586 5
#> 454 454 4.9974391 5.2450239 5
#> 455 455 4.9325331 4.7358335 5
#> 456 456 5.3843360 4.4650513 5
#> 457 457 5.1638624 5.0511904 5
#> 458 458 4.7458807 4.8562428 5
#> 459 459 5.1151187 5.0097274 5
#> 460 460 4.7115745 5.3259087 5
#> 461 461 NA 5.5381876 5
#> 462 462 5.5262039 5.1353227 5
#> 463 463 4.9585941 5.4029550 5
#> 464 464 4.4217984 4.9665497 5
#> 465 465 4.9521876 5.1700103 5
#> 466 466 NA 5.2096165 5
#> 467 467 5.1855604 5.0647782 5
#> 468 468 5.4470240 4.9102591 5
#> 469 469 4.9165656 4.8083949 5
#> 470 470 4.9099189 4.2286375 5
#> 471 471 4.9074636 4.7024565 5
#> 472 472 NA 5.3893207 5
#> 473 473 5.1920051 4.8786414 5
#> 474 474 4.4594604 5.4819951 5
#> 475 475 4.7791682 6.0117527 5
#> 476 476 5.4715227 4.7360343 5
#> 477 477 5.4298181 4.9866868 5
#> 478 478 4.5133554 4.7059076 5
#> 479 479 4.9873730 4.8849450 5
#> 480 480 5.1400768 4.9934659 5
#> 481 481 NA 5.2563615 5
#> 482 482 NA 4.8399077 5
#> 483 483 4.9029314 5.1420572 5
#> 484 484 4.9260933 4.4094292 5
#> 485 485 4.6175954 4.6950461 5
#> 486 486 5.1741019 6.0972843 5
#> 487 487 5.0787340 4.9725088 5
#> 488 488 5.0364577 5.3090112 5
#> 489 489 5.0478358 4.9639331 5
#> 490 490 5.3926194 4.7955246 5
#> 491 491 5.4279329 5.2999146 5
#> 492 492 4.9152026 5.1109187 5
#> 493 493 5.3104722 4.9040571 5
#> 494 494 4.9620523 4.9027416 5
#> 495 495 4.8389075 4.9378332 5
#> 496 496 NA 4.7225500 5
#> 497 497 NA 5.5859490 5
#> 498 498 4.5997208 4.9345733 5
#> 499 499 4.8469297 5.1067024 5
#> 500 500 NA 4.5849097 5