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
)simulated data
simulate_data(n = 100, sd = 0.3, nclust = 5, dims = 2)
#> id V1 V2 true_clust
#> 1 1 0.7448062 0.74360831 1
#> 2 2 0.7453152 1.23838257 1
#> 3 3 0.9012412 1.50268763 1
#> 4 4 0.6228209 1.43614261 1
#> 5 5 1.3688577 1.21081208 1
#> 6 6 1.5403245 0.92788758 1
#> 7 7 1.3172964 0.94922785 1
#> 8 8 1.4789869 1.16928745 1
#> 9 9 0.5545189 0.87398282 1
#> 10 10 1.1467031 1.08598633 1
#> 11 11 1.0389848 0.89983578 1
#> 12 12 1.0755562 1.28536063 1
#> 13 13 0.7318592 1.15483490 1
#> 14 14 0.9129051 0.77267936 1
#> 15 15 1.2122547 1.14471487 1
#> 16 16 1.2455028 1.11593625 1
#> 17 17 1.0226293 0.83028757 1
#> 18 18 0.8835501 0.73690175 1
#> 19 19 1.2349868 0.77039960 1
#> 20 20 0.9618188 1.13305455 1
#> 21 21 1.2782719 0.09553037 1
#> 22 22 0.9559252 1.18754170 1
#> 23 23 0.6325684 1.05207128 1
#> 24 24 0.8299679 0.53754791 1
#> 25 25 1.3531629 0.84984050 1
#> 26 26 1.2654684 1.02153471 1
#> 27 27 0.5421595 1.11851290 1
#> 28 28 0.8243044 0.94680637 1
#> 29 29 1.2136672 1.30347210 1
#> 30 30 0.6082255 1.64653148 1
#> 31 31 0.8402040 1.07517087 1
#> 32 32 1.0714765 0.36454754 1
#> 33 33 0.9722730 1.13467628 1
#> 34 34 1.1497216 0.70363144 1
#> 35 35 1.1187773 0.73971344 1
#> 36 36 0.9129494 1.05219644 1
#> 37 37 0.9235600 0.32086700 1
#> 38 38 1.1131758 0.93771477 1
#> 39 39 1.0187648 1.12834550 1
#> 40 40 0.9551315 0.98360691 1
#> 41 41 0.9798810 1.54669104 1
#> 42 42 0.8469293 0.87140425 1
#> 43 43 0.7323630 1.42908029 1
#> 44 44 1.0713718 0.42294835 1
#> 45 45 0.7827641 1.02439292 1
#> 46 46 1.4053716 1.26329988 1
#> 47 47 0.9751126 0.86940313 1
#> 48 48 0.7726683 1.15447115 1
#> 49 49 1.1242329 0.85848645 1
#> 50 50 1.1098497 0.74119670 1
#> 51 51 0.7654889 0.84664207 1
#> 52 52 1.2074153 0.56826671 1
#> 53 53 1.3294086 0.94823545 1
#> 54 54 0.6289222 0.57686589 1
#> 55 55 1.1066384 1.03878890 1
#> 56 56 1.0850693 0.68326997 1
#> 57 57 0.5589223 1.46700987 1
#> 58 58 1.2964674 1.21048163 1
#> 59 59 1.0425296 1.12031029 1
#> 60 60 0.9598604 0.92282841 1
#> 61 61 0.6836083 1.38139433 1
#> 62 62 1.4673904 1.12586492 1
#> 63 63 0.8038582 0.62438584 1
#> 64 64 0.5236361 1.45139776 1
#> 65 65 1.3476095 0.83374448 1
#> 66 66 0.9508814 1.14994313 1
#> 67 67 0.7384391 0.97723418 1
#> 68 68 0.7676437 1.04752232 1
#> 69 69 1.0404491 1.00948109 1
#> 70 70 0.6582930 1.47336849 1
#> 71 71 1.0231891 1.63329843 1
#> 72 72 1.2609477 0.98359652 1
#> 73 73 1.0493130 1.21105458 1
#> 74 74 1.2468843 1.29764910 1
#> 75 75 0.8705315 0.94610492 1
#> 76 76 0.9142165 1.37218030 1
#> 77 77 0.8897986 0.97442792 1
#> 78 78 0.4814954 0.94656408 1
#> 79 79 0.6184636 0.94445446 1
#> 80 80 1.4017341 0.97648867 1
#> 81 81 1.4414125 1.04421812 1
#> 82 82 0.6772839 1.53009721 1
#> 83 83 0.9715794 0.48869416 1
#> 84 84 0.4708651 1.17213822 1
#> 85 85 0.5029358 0.53374657 1
#> 86 86 0.8685030 1.38798123 1
#> 87 87 0.9072334 0.79556566 1
#> 88 88 0.5409659 1.47581012 1
#> 89 89 1.4043075 1.23395616 1
#> 90 90 1.2474344 0.96912125 1
#> 91 91 1.1269432 0.96334387 1
#> 92 92 0.2479565 0.77756749 1
#> 93 93 1.6877681 1.07886733 1
#> 94 94 1.2123958 0.60991188 1
#> 95 95 1.4450609 0.85049578 1
#> 96 96 0.7792395 1.10717664 1
#> 97 97 0.7963193 1.45985716 1
#> 98 98 0.9793011 1.01263066 1
#> 99 99 0.8428500 0.88715579 1
#> 100 100 1.4350376 1.00303643 1
#> 101 101 1.7372385 1.96066824 2
#> 102 102 1.8513358 2.28255225 2
#> 103 103 1.9659911 2.17661719 2
#> 104 104 1.9204222 1.62374772 2
#> 105 105 2.2461587 1.90640406 2
#> 106 106 1.7483317 2.28887371 2
#> 107 107 1.9076001 2.13351550 2
#> 108 108 1.7090822 2.36736137 2
#> 109 109 2.1498542 1.84070251 2
#> 110 110 1.9209126 1.77879386 2
#> 111 111 1.5319945 2.12293362 2
#> 112 112 2.0502342 1.88434210 2
#> 113 113 2.5057821 2.07251197 2
#> 114 114 2.2606812 2.00580624 2
#> 115 115 2.4118355 1.72145705 2
#> 116 116 1.8904125 1.94547681 2
#> 117 117 1.6568007 2.40723726 2
#> 118 118 1.9260093 2.88879965 2
#> 119 119 1.7881972 1.58578929 2
#> 120 120 1.9608254 2.20033318 2
#> 121 121 2.0883304 2.02053470 2
#> 122 122 2.2550429 1.83920023 2
#> 123 123 1.7357172 1.82103718 2
#> 124 124 2.0799929 2.13419720 2
#> 125 125 2.1500407 1.58979130 2
#> 126 126 1.9190898 2.23871753 2
#> 127 127 1.5814275 1.74750341 2
#> 128 128 2.2194784 2.03170220 2
#> 129 129 1.9124606 1.79746350 2
#> 130 130 1.5467201 2.42209734 2
#> 131 131 2.1105672 1.64980284 2
#> 132 132 2.3245977 2.02087329 2
#> 133 133 1.8488052 1.83513054 2
#> 134 134 2.1978506 2.14293271 2
#> 135 135 1.9276389 1.90070359 2
#> 136 136 1.9976722 2.37886626 2
#> 137 137 1.9898398 1.88169610 2
#> 138 138 2.2729122 1.85551135 2
#> 139 139 2.7427067 2.15947201 2
#> 140 140 2.2523758 1.95425404 2
#> 141 141 1.5592919 1.16703596 2
#> 142 142 2.3385059 1.83669526 2
#> 143 143 2.3934665 2.09289120 2
#> 144 144 2.0159496 1.66732600 2
#> 145 145 1.9899753 1.88365595 2
#> 146 146 1.7148855 2.41894002 2
#> 147 147 2.4595113 2.07089690 2
#> 148 148 2.5593423 1.56595222 2
#> 149 149 2.0273616 1.96489545 2
#> 150 150 2.2754606 1.99785733 2
#> 151 151 2.4253721 1.60516100 2
#> 152 152 2.3499704 1.58873486 2
#> 153 153 2.2038371 1.98838036 2
#> 154 154 2.0574904 2.13102743 2
#> 155 155 2.4064807 1.60617168 2
#> 156 156 2.5320001 2.19696077 2
#> 157 157 1.8371259 1.89400350 2
#> 158 158 1.6989405 2.01015191 2
#> 159 159 2.0151621 1.99921477 2
#> 160 160 1.3632593 1.50291587 2
#> 161 161 1.7263833 1.55276074 2
#> 162 162 1.8280607 2.34921089 2
#> 163 163 2.0678891 2.31816579 2
#> 164 164 1.4093189 2.29477093 2
#> 165 165 1.7147669 1.77734594 2
#> 166 166 1.8931827 2.22778563 2
#> 167 167 2.3440194 1.74802633 2
#> 168 168 1.9774637 2.18533866 2
#> 169 169 1.8618500 1.17639626 2
#> 170 170 1.9894504 1.41323724 2
#> 171 171 1.8413913 2.13985592 2
#> 172 172 1.6299579 2.39026463 2
#> 173 173 1.8165018 1.85117018 2
#> 174 174 1.7871038 1.92973618 2
#> 175 175 2.2798166 2.45264234 2
#> 176 176 1.9358777 1.87833187 2
#> 177 177 1.6928453 2.18142359 2
#> 178 178 1.7523072 1.70047773 2
#> 179 179 2.2732540 2.29258374 2
#> 180 180 2.1018199 2.14096354 2
#> 181 181 2.1165270 1.74812301 2
#> 182 182 2.0704986 1.63745634 2
#> 183 183 1.4221161 1.70979648 2
#> 184 184 1.8157120 2.04356031 2
#> 185 185 1.8464427 2.30839476 2
#> 186 186 2.3532753 1.52819239 2
#> 187 187 1.9183276 2.10992020 2
#> 188 188 1.8287280 2.21145955 2
#> 189 189 1.6632356 1.63781069 2
#> 190 190 2.2846025 1.99947504 2
#> 191 191 1.8463952 1.91428593 2
#> 192 192 2.2055626 1.69327997 2
#> 193 193 1.8002409 2.37549563 2
#> 194 194 2.7064063 2.47270127 2
#> 195 195 1.7849638 2.02775448 2
#> 196 196 1.7858006 2.17860373 2
#> 197 197 1.9429448 2.06173582 2
#> 198 198 1.9910393 2.06529517 2
#> 199 199 2.0936827 2.43060893 2
#> 200 200 1.9744245 1.75931621 2
#> 201 201 3.2879542 2.89788011 3
#> 202 202 2.4468201 2.91156870 3
#> 203 203 3.1522748 2.95197614 3
#> 204 204 3.2773664 2.62845873 3
#> 205 205 3.2109540 3.06491660 3
#> 206 206 2.6818629 2.37207631 3
#> 207 207 2.4932454 2.90198551 3
#> 208 208 3.2512412 2.66576129 3
#> 209 209 3.4162261 2.73525431 3
#> 210 210 3.0971552 3.39349428 3
#> 211 211 3.1714069 3.00884910 3
#> 212 212 3.0453153 3.28011904 3
#> 213 213 2.9969147 3.28096713 3
#> 214 214 3.0856812 2.91488486 3
#> 215 215 2.9610183 2.72628001 3
#> 216 216 2.6750843 2.90687412 3
#> 217 217 3.5654277 3.45196771 3
#> 218 218 2.8008938 3.36003078 3
#> 219 219 3.2198088 3.06736070 3
#> 220 220 2.7064109 3.54388188 3
#> 221 221 2.7896248 3.21922816 3
#> 222 222 2.7788286 3.38257851 3
#> 223 223 3.1137148 2.77825788 3
#> 224 224 2.8160648 2.79776960 3
#> 225 225 3.0814846 3.47051189 3
#> 226 226 2.8403078 3.25259602 3
#> 227 227 3.0133934 2.64754297 3
#> 228 228 3.1815667 2.63690891 3
#> 229 229 3.5164350 2.57814364 3
#> 230 230 2.2538878 2.93284827 3
#> 231 231 3.0937794 2.33649934 3
#> 232 232 2.4873803 2.52277573 3
#> 233 233 3.0219712 2.64143595 3
#> 234 234 3.0667493 3.25179741 3
#> 235 235 3.3382687 3.22752603 3
#> 236 236 3.0433557 3.33907296 3
#> 237 237 2.8699189 3.19349824 3
#> 238 238 3.0540123 2.44445693 3
#> 239 239 2.9987230 2.45010724 3
#> 240 240 3.3682669 2.79937418 3
#> 241 241 3.2726953 2.82657157 3
#> 242 242 2.5804535 3.21460953 3
#> 243 243 3.2934443 2.93510624 3
#> 244 244 2.8458150 2.69360703 3
#> 245 245 3.2906082 2.65683097 3
#> 246 246 2.6252067 2.33180695 3
#> 247 247 2.6121714 2.80355509 3
#> 248 248 2.9840281 3.17310783 3
#> 249 249 2.9325961 2.51323018 3
#> 250 250 2.5770324 3.00050901 3
#> 251 251 3.1194570 2.64125396 3
#> 252 252 2.6863737 2.80842697 3
#> 253 253 2.8104549 2.71125267 3
#> 254 254 2.9991662 2.89627938 3
#> 255 255 3.2837065 2.93228385 3
#> 256 256 2.9383240 2.47693225 3
#> 257 257 2.7365666 3.12374901 3
#> 258 258 3.4479049 2.77838684 3
#> 259 259 2.7782368 2.64250128 3
#> 260 260 2.7454331 2.70896888 3
#> 261 261 3.1443907 3.16128662 3
#> 262 262 2.6875115 2.82227000 3
#> 263 263 2.7224998 2.50703930 3
#> 264 264 2.7647475 3.05808124 3
#> 265 265 2.8659175 3.08988051 3
#> 266 266 2.8906114 3.24227113 3
#> 267 267 3.4362472 2.50544277 3
#> 268 268 3.0348345 3.56734890 3
#> 269 269 2.7270362 2.86476270 3
#> 270 270 2.4154319 2.64891270 3
#> 271 271 2.6225351 2.87964260 3
#> 272 272 3.0612270 2.93561113 3
#> 273 273 2.9030018 3.67560251 3
#> 274 274 3.4866045 2.83350793 3
#> 275 275 2.8312725 2.97377725 3
#> 276 276 2.9649642 2.93486498 3
#> 277 277 3.1028518 3.44861679 3
#> 278 278 2.5298438 2.77420637 3
#> 279 279 3.4482364 3.11842154 3
#> 280 280 3.1647254 2.87975482 3
#> 281 281 2.5904016 2.85081443 3
#> 282 282 2.5095025 3.32911343 3
#> 283 283 3.0587255 2.92109536 3
#> 284 284 3.0469916 3.26589378 3
#> 285 285 2.8393125 3.01617357 3
#> 286 286 2.5323404 3.28839942 3
#> 287 287 3.0018093 3.15051305 3
#> 288 288 3.7025091 3.01221080 3
#> 289 289 3.0520433 3.06756399 3
#> 290 290 2.9357281 2.71101931 3
#> 291 291 2.5564958 2.70194575 3
#> 292 292 2.5915937 3.01853580 3
#> 293 293 3.2860713 2.54938741 3
#> 294 294 3.0333261 2.78556235 3
#> 295 295 2.9241290 2.98095112 3
#> 296 296 2.7189545 3.16571389 3
#> 297 297 3.2266378 3.07448709 3
#> 298 298 2.9096042 3.40714346 3
#> 299 299 2.9363140 2.72322431 3
#> 300 300 2.6058341 3.34082769 3
#> 301 301 3.7478190 3.72131077 4
#> 302 302 4.6251958 3.78493724 4
#> 303 303 3.6477816 3.94634615 4
#> 304 304 4.1270400 4.08925804 4
#> 305 305 4.0082464 3.77703535 4
#> 306 306 4.1673838 3.48233396 4
#> 307 307 3.9249687 3.83692774 4
#> 308 308 3.2567494 4.60991216 4
#> 309 309 4.1588934 4.45199308 4
#> 310 310 4.1501117 4.28883398 4
#> 311 311 3.7374440 4.00357952 4
#> 312 312 3.7516952 3.89970396 4
#> 313 313 4.1675800 4.02830457 4
#> 314 314 4.4355330 4.32126385 4
#> 315 315 3.9232281 4.34333051 4
#> 316 316 4.4814661 4.03533573 4
#> 317 317 3.8638193 3.59622612 4
#> 318 318 3.2842269 4.41931892 4
#> 319 319 4.2261339 3.64075864 4
#> 320 320 3.6226638 4.44500657 4
#> 321 321 3.6957489 4.39828222 4
#> 322 322 3.6450551 4.40920554 4
#> 323 323 4.2310065 3.50995801 4
#> 324 324 3.8698761 3.74612295 4
#> 325 325 3.7903300 3.80741163 4
#> 326 326 3.3732532 3.99576326 4
#> 327 327 4.1518410 4.65728966 4
#> 328 328 4.4058414 3.98839505 4
#> 329 329 3.9704958 3.70235509 4
#> 330 330 3.7790494 3.86348803 4
#> 331 331 4.3825169 3.67401578 4
#> 332 332 3.5894520 3.28278464 4
#> 333 333 3.8828155 4.37965944 4
#> 334 334 3.8886108 3.43775334 4
#> 335 335 3.9744503 4.05823636 4
#> 336 336 3.9601273 3.79420636 4
#> 337 337 3.9379529 3.90152812 4
#> 338 338 4.1803009 3.66780518 4
#> 339 339 3.6890771 3.36996225 4
#> 340 340 3.8848203 4.20361369 4
#> 341 341 3.7412011 3.85051219 4
#> 342 342 3.8714291 3.66217707 4
#> 343 343 3.7007619 3.77515552 4
#> 344 344 3.8688098 3.35836689 4
#> 345 345 3.9715773 3.85775327 4
#> 346 346 3.6755143 4.79804199 4
#> 347 347 3.2297435 4.01001670 4
#> 348 348 4.3068443 3.66858792 4
#> 349 349 3.8093646 4.00244985 4
#> 350 350 4.3282991 3.67258879 4
#> 351 351 3.8008221 3.96685854 4
#> 352 352 3.9886207 4.07977765 4
#> 353 353 3.9540283 3.63586277 4
#> 354 354 4.2766929 3.96736913 4
#> 355 355 3.9262420 4.16777422 4
#> 356 356 3.6736496 3.75246896 4
#> 357 357 4.0265804 3.59289470 4
#> 358 358 3.8487927 3.50865546 4
#> 359 359 4.2211783 3.91932890 4
#> 360 360 4.3102844 3.75777690 4
#> 361 361 4.1059554 4.06454668 4
#> 362 362 3.3668882 3.70562527 4
#> 363 363 4.4622002 3.64880290 4
#> 364 364 4.0771746 3.68568115 4
#> 365 365 3.7767693 4.14882731 4
#> 366 366 3.9986790 4.38793536 4
#> 367 367 4.3033127 4.07066057 4
#> 368 368 4.4301676 4.43020666 4
#> 369 369 3.6300232 4.20892463 4
#> 370 370 3.7589035 4.13714724 4
#> 371 371 4.0875639 4.37599861 4
#> 372 372 4.0182975 3.89438967 4
#> 373 373 4.0989091 4.09001225 4
#> 374 374 4.2405944 3.36719606 4
#> 375 375 3.9351323 3.67185374 4
#> 376 376 4.0366258 4.03706154 4
#> 377 377 3.8757419 4.40878190 4
#> 378 378 4.2859939 4.59633078 4
#> 379 379 4.1178776 3.98219874 4
#> 380 380 3.5206383 3.84928540 4
#> 381 381 4.1713005 4.36947213 4
#> 382 382 4.2412487 3.77571725 4
#> 383 383 3.6356509 3.71003830 4
#> 384 384 3.7234482 3.57220992 4
#> 385 385 3.8014285 3.84062615 4
#> 386 386 4.0588170 3.71457635 4
#> 387 387 4.1701987 3.70028197 4
#> 388 388 4.3106941 4.31298538 4
#> 389 389 4.2694914 3.64392643 4
#> 390 390 4.0092318 4.22650983 4
#> 391 391 4.0683922 4.05818865 4
#> 392 392 4.3438602 4.27419006 4
#> 393 393 3.9256921 3.65681865 4
#> 394 394 4.3405997 4.53691215 4
#> 395 395 4.2806323 4.16450219 4
#> 396 396 3.9774088 3.47735297 4
#> 397 397 3.9586541 3.48597987 4
#> 398 398 4.3055009 4.52787334 4
#> 399 399 4.3554917 4.33602934 4
#> 400 400 4.0127348 3.88603701 4
#> 401 401 5.1425253 4.63156149 5
#> 402 402 5.2089547 4.85563153 5
#> 403 403 4.9477329 4.84896088 5
#> 404 404 5.0378320 4.75934691 5
#> 405 405 5.0183089 4.91062247 5
#> 406 406 5.1261819 4.55120471 5
#> 407 407 4.8915464 4.78773758 5
#> 408 408 5.2412471 5.46191437 5
#> 409 409 4.8079617 4.98171255 5
#> 410 410 5.2767376 4.50172999 5
#> 411 411 5.6163842 5.16922400 5
#> 412 412 5.5364620 4.85655125 5
#> 413 413 5.5307704 5.49170157 5
#> 414 414 5.0105983 4.71209749 5
#> 415 415 4.5607996 4.46996994 5
#> 416 416 5.1015985 5.50580047 5
#> 417 417 5.3799666 4.53536743 5
#> 418 418 4.8970695 4.95166183 5
#> 419 419 4.6114943 5.24481657 5
#> 420 420 5.1414117 4.79699925 5
#> 421 421 5.0284509 4.80130567 5
#> 422 422 4.9078327 5.16773439 5
#> 423 423 4.7081193 5.07723717 5
#> 424 424 5.2987069 4.89969466 5
#> 425 425 4.5477503 4.60103400 5
#> 426 426 4.4963355 4.85406742 5
#> 427 427 4.8349029 5.00240679 5
#> 428 428 5.0648516 5.34533315 5
#> 429 429 4.8409370 4.91152324 5
#> 430 430 5.0751936 5.19600417 5
#> 431 431 5.0338708 5.07241952 5
#> 432 432 5.0871764 5.20740529 5
#> 433 433 4.9264448 5.02371582 5
#> 434 434 4.5407606 5.03102674 5
#> 435 435 5.3455558 4.53710134 5
#> 436 436 5.3389876 4.73216711 5
#> 437 437 5.2517074 4.87994888 5
#> 438 438 4.7626913 4.93546475 5
#> 439 439 5.3242237 5.36489481 5
#> 440 440 4.9873355 5.03919170 5
#> 441 441 4.8688880 5.43922608 5
#> 442 442 4.9945665 4.95910919 5
#> 443 443 5.0566043 5.34818641 5
#> 444 444 4.7036035 4.25767042 5
#> 445 445 4.6910377 4.99776358 5
#> 446 446 5.4624565 4.69292224 5
#> 447 447 5.1804263 4.76876315 5
#> 448 448 5.1465622 5.16675213 5
#> 449 449 4.8050869 4.67454197 5
#> 450 450 4.8895580 5.44464609 5
#> 451 451 4.6173108 5.30319868 5
#> 452 452 4.8770652 5.21398682 5
#> 453 453 4.6295447 4.75414441 5
#> 454 454 5.0956319 5.26219288 5
#> 455 455 5.4641646 4.61432383 5
#> 456 456 4.9563671 5.06973538 5
#> 457 457 4.9233452 4.75922110 5
#> 458 458 5.0137158 5.11177057 5
#> 459 459 5.4595338 5.41857404 5
#> 460 460 5.9378315 5.56481811 5
#> 461 461 4.9945928 5.43635060 5
#> 462 462 4.9672599 4.71303089 5
#> 463 463 5.0703132 4.99606481 5
#> 464 464 4.4803468 5.09235813 5
#> 465 465 4.7755325 5.15944968 5
#> 466 466 4.8139042 4.91968595 5
#> 467 467 5.2953869 4.52086035 5
#> 468 468 5.0484629 5.33980777 5
#> 469 469 4.9602127 4.96195184 5
#> 470 470 5.1038806 5.08881909 5
#> 471 471 4.8717363 5.18421677 5
#> 472 472 5.2187190 4.78689474 5
#> 473 473 4.6721992 4.95157690 5
#> 474 474 5.3403747 5.06966552 5
#> 475 475 5.0117584 5.01386400 5
#> 476 476 5.1586220 4.83821257 5
#> 477 477 5.8921544 4.81855274 5
#> 478 478 4.9122091 4.71271496 5
#> 479 479 5.0740301 4.87602174 5
#> 480 480 5.0460444 4.26519220 5
#> 481 481 4.9140153 4.96578623 5
#> 482 482 5.1572113 5.22974404 5
#> 483 483 5.3628225 4.79016241 5
#> 484 484 5.0336868 5.28276197 5
#> 485 485 4.8000797 4.77160706 5
#> 486 486 5.2681087 4.84212467 5
#> 487 487 5.6444497 5.31414392 5
#> 488 488 5.4320850 4.48962027 5
#> 489 489 4.8297800 5.00025967 5
#> 490 490 4.9327297 5.22353483 5
#> 491 491 5.2035901 5.92016850 5
#> 492 492 5.2362601 4.39894465 5
#> 493 493 4.9603249 4.77664339 5
#> 494 494 4.8254249 4.95398995 5
#> 495 495 5.2976312 4.48879038 5
#> 496 496 5.4598328 4.73102588 5
#> 497 497 5.1096342 4.79994445 5
#> 498 498 5.4093455 5.13303345 5
#> 499 499 4.6029054 4.94849044 5
#> 500 500 5.2341874 5.42158366 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 0.8241209 0.6442813 1
#> 2 2 0.8337077 1.1490170 1
#> 3 3 0.8404824 1.1069258 1
#> 4 4 0.8416970 0.7611460 1
#> 5 5 1.6361552 0.9644674 1
#> 6 6 0.4834713 0.9526928 1
#> 7 7 NA 1.2034502 1
#> 8 8 1.2915973 1.0255161 1
#> 9 9 0.6626117 1.1819039 1
#> 10 10 0.8375161 1.4281548 1
#> 11 11 0.4757432 0.8962989 1
#> 12 12 1.0196050 1.1853960 1
#> 13 13 NA 0.8190117 1
#> 14 14 1.2429326 0.7734165 1
#> 15 15 NA 1.2238025 1
#> 16 16 NA 1.3308239 1
#> 17 17 NA 0.9575808 1
#> 18 18 NA 0.7327655 1
#> 19 19 0.6409577 0.5801945 1
#> 20 20 1.2715413 1.0954577 1
#> 21 21 NA 1.1348151 1
#> 22 22 0.5939786 0.9185847 1
#> 23 23 1.4068827 1.0889445 1
#> 24 24 NA 1.3730839 1
#> 25 25 1.7981110 1.2315304 1
#> 26 26 0.8245913 0.4883965 1
#> 27 27 1.0506403 0.7075302 1
#> 28 28 1.5183752 0.7767253 1
#> 29 29 1.3326114 1.1766755 1
#> 30 30 1.2885221 0.6645096 1
#> 31 31 1.2727429 0.7844753 1
#> 32 32 NA 1.1493394 1
#> 33 33 1.3194391 1.1390808 1
#> 34 34 NA 1.0188088 1
#> 35 35 1.4929693 0.8800638 1
#> 36 36 1.2438531 1.2339720 1
#> 37 37 1.2424431 1.0245064 1
#> 38 38 1.1873135 0.9907192 1
#> 39 39 0.9074833 1.0581911 1
#> 40 40 NA 1.1282932 1
#> 41 41 NA 1.4417286 1
#> 42 42 0.7563569 1.1404719 1
#> 43 43 1.4762816 0.8496606 1
#> 44 44 1.0633178 1.2364874 1
#> 45 45 0.8292409 0.6471430 1
#> 46 46 1.1635473 0.9453860 1
#> 47 47 1.4544857 0.6460263 1
#> 48 48 1.1751700 0.7331220 1
#> 49 49 0.8651228 0.4905033 1
#> 50 50 NA 1.2550088 1
#> 51 51 0.7305007 0.7763757 1
#> 52 52 1.1596270 0.7870720 1
#> 53 53 1.0990002 1.2995503 1
#> 54 54 1.3955647 1.4214794 1
#> 55 55 0.7452619 0.5515907 1
#> 56 56 NA 0.4656216 1
#> 57 57 0.6502833 0.8155196 1
#> 58 58 1.2985629 0.9256977 1
#> 59 59 1.1295499 1.6432867 1
#> 60 60 0.7953963 1.0822087 1
#> 61 61 0.8094433 0.9993565 1
#> 62 62 NA 0.9685162 1
#> 63 63 0.4674131 1.2578476 1
#> 64 64 0.2753126 0.4659960 1
#> 65 65 NA 1.5031062 1
#> 66 66 0.8998282 1.2643059 1
#> 67 67 1.0619206 1.1672821 1
#> 68 68 1.0172148 1.4311590 1
#> 69 69 1.0186583 0.7879112 1
#> 70 70 0.6890998 0.8725431 1
#> 71 71 0.3832034 1.0093145 1
#> 72 72 1.1853131 0.7713864 1
#> 73 73 1.1139092 1.0719050 1
#> 74 74 NA 1.0211779 1
#> 75 75 1.1392861 0.9660133 1
#> 76 76 0.7796941 0.8867945 1
#> 77 77 1.3437777 0.7295374 1
#> 78 78 0.9307119 1.1647030 1
#> 79 79 NA 1.1946731 1
#> 80 80 1.0764576 1.0087983 1
#> 81 81 0.8293771 0.6793132 1
#> 82 82 1.0985474 1.0207718 1
#> 83 83 0.5285181 1.4215878 1
#> 84 84 1.4634471 1.0875290 1
#> 85 85 1.0519213 1.2856786 1
#> 86 86 NA 1.2488462 1
#> 87 87 NA 1.1077513 1
#> 88 88 1.2763714 0.8181118 1
#> 89 89 NA 0.7595650 1
#> 90 90 1.6578352 0.4515416 1
#> 91 91 0.8940854 0.2930839 1
#> 92 92 0.3996722 0.7779888 1
#> 93 93 0.8798381 1.1502336 1
#> 94 94 1.0562734 0.9129969 1
#> 95 95 1.2093544 0.4581300 1
#> 96 96 1.2845312 0.3584184 1
#> 97 97 NA 0.5601191 1
#> 98 98 0.8918624 0.9338001 1
#> 99 99 0.7844858 1.2365943 1
#> 100 100 NA 1.0220335 1
#> 101 101 2.7429238 1.9863099 2
#> 102 102 NA 2.1581185 2
#> 103 103 NA 1.7070875 2
#> 104 104 2.2352618 1.4094502 2
#> 105 105 1.9982823 1.4472567 2
#> 106 106 1.7925239 1.7038236 2
#> 107 107 2.1048230 2.0887869 2
#> 108 108 2.5078638 2.3693517 2
#> 109 109 1.5064212 2.0860404 2
#> 110 110 NA 1.9533982 2
#> 111 111 1.7252609 2.1992600 2
#> 112 112 2.0605951 2.1445977 2
#> 113 113 2.3620201 1.9911672 2
#> 114 114 2.0537114 1.9520615 2
#> 115 115 2.1924501 1.6589810 2
#> 116 116 1.6949056 2.7064290 2
#> 117 117 1.9691226 1.9781531 2
#> 118 118 NA 1.9594848 2
#> 119 119 2.0609205 2.3056650 2
#> 120 120 2.1771017 1.9137651 2
#> 121 121 1.9571777 1.6137198 2
#> 122 122 2.1959389 2.3313270 2
#> 123 123 2.2637836 2.4110540 2
#> 124 124 2.1272889 1.5895279 2
#> 125 125 1.8715728 1.9436191 2
#> 126 126 2.4784927 1.9794522 2
#> 127 127 2.1487240 1.9645986 2
#> 128 128 1.5550722 2.1355377 2
#> 129 129 2.2333325 1.7121205 2
#> 130 130 NA 1.7744479 2
#> 131 131 1.8336517 1.6996335 2
#> 132 132 2.1070343 1.9218948 2
#> 133 133 NA 2.1880923 2
#> 134 134 1.8898905 2.1877017 2
#> 135 135 1.9055877 2.4977833 2
#> 136 136 2.2969164 2.3311366 2
#> 137 137 NA 2.2964542 2
#> 138 138 2.2922378 2.2550854 2
#> 139 139 1.6266551 1.8477887 2
#> 140 140 1.9908709 2.2109119 2
#> 141 141 NA 2.2567199 2
#> 142 142 2.3835553 1.7723714 2
#> 143 143 2.0027915 2.5140337 2
#> 144 144 1.9010636 1.7071171 2
#> 145 145 1.3929575 1.6426916 2
#> 146 146 2.5430675 2.1938724 2
#> 147 147 2.2792215 1.6500213 2
#> 148 148 NA 1.7563851 2
#> 149 149 2.3583297 2.6014941 2
#> 150 150 1.7218535 2.2491984 2
#> 151 151 1.9656851 2.2840263 2
#> 152 152 NA 2.5677578 2
#> 153 153 NA 2.4501854 2
#> 154 154 1.5672711 2.2693253 2
#> 155 155 1.7578392 1.8316965 2
#> 156 156 2.6019493 1.8062080 2
#> 157 157 NA 2.2798429 2
#> 158 158 2.2063295 2.0356561 2
#> 159 159 NA 2.9176861 2
#> 160 160 1.7098791 2.6124852 2
#> 161 161 2.1863754 2.4444917 2
#> 162 162 1.7206356 1.8144906 2
#> 163 163 1.8410451 2.1162088 2
#> 164 164 2.1503235 2.0529196 2
#> 165 165 2.2755694 2.0582278 2
#> 166 166 NA 1.5964047 2
#> 167 167 1.8683319 1.9146163 2
#> 168 168 NA 2.4470817 2
#> 169 169 1.9190182 2.2363102 2
#> 170 170 1.6173805 2.2140169 2
#> 171 171 2.0452093 2.0621703 2
#> 172 172 NA 2.0728331 2
#> 173 173 2.2222196 2.2029756 2
#> 174 174 1.9937711 1.9308921 2
#> 175 175 2.1089568 1.7220904 2
#> 176 176 2.1073907 1.7009702 2
#> 177 177 2.0748804 1.6636277 2
#> 178 178 NA 2.1177219 2
#> 179 179 2.1425571 1.4372375 2
#> 180 180 1.9333943 1.8198962 2
#> 181 181 NA 2.1212159 2
#> 182 182 2.1362718 2.2549814 2
#> 183 183 1.7784141 2.1919057 2
#> 184 184 2.2144183 1.8873452 2
#> 185 185 NA 2.7640295 2
#> 186 186 1.5613481 1.9073973 2
#> 187 187 1.7403069 2.0415404 2
#> 188 188 NA 2.1261051 2
#> 189 189 2.8529100 1.7032658 2
#> 190 190 1.8729617 2.2612571 2
#> 191 191 2.2472235 2.0205109 2
#> 192 192 NA 2.1703981 2
#> 193 193 2.3621595 2.1486768 2
#> 194 194 1.7202553 2.1396555 2
#> 195 195 1.8684219 2.2559016 2
#> 196 196 2.3297124 1.8638617 2
#> 197 197 2.1512310 1.5697910 2
#> 198 198 1.7924528 1.9608407 2
#> 199 199 2.3898612 2.2626422 2
#> 200 200 2.0508377 1.4085963 2
#> 201 201 2.4372352 2.3106479 3
#> 202 202 2.9955384 2.7734192 3
#> 203 203 2.7398122 3.0460214 3
#> 204 204 3.5451672 3.0542412 3
#> 205 205 3.2556361 3.2734755 3
#> 206 206 2.9404152 2.5459373 3
#> 207 207 2.7032489 3.0190768 3
#> 208 208 3.1067267 2.7953983 3
#> 209 209 3.1745374 2.5471313 3
#> 210 210 2.7478392 3.1562282 3
#> 211 211 2.9857380 2.9707105 3
#> 212 212 2.7391876 2.6693584 3
#> 213 213 2.9571733 2.9066613 3
#> 214 214 2.8628767 3.1897531 3
#> 215 215 2.8326065 2.9547881 3
#> 216 216 3.4029314 2.5180853 3
#> 217 217 3.3896456 3.0955907 3
#> 218 218 NA 2.7043478 3
#> 219 219 2.8454862 2.9379821 3
#> 220 220 2.5467544 3.1829762 3
#> 221 221 3.2313509 2.8467647 3
#> 222 222 3.1712371 3.1727500 3
#> 223 223 NA 3.1378832 3
#> 224 224 2.9800168 3.3503165 3
#> 225 225 3.4773813 3.0611284 3
#> 226 226 3.1383597 3.2244143 3
#> 227 227 3.0925919 2.9340410 3
#> 228 228 2.5566432 2.9096346 3
#> 229 229 NA 2.6254144 3
#> 230 230 3.1967572 3.5072937 3
#> 231 231 2.6067896 2.9256789 3
#> 232 232 3.1898238 3.1830666 3
#> 233 233 3.3877188 2.9950363 3
#> 234 234 2.5433302 3.3852114 3
#> 235 235 NA 3.9029899 3
#> 236 236 2.7707818 2.9947216 3
#> 237 237 3.5585630 3.3250064 3
#> 238 238 NA 2.6412275 3
#> 239 239 NA 2.9347033 3
#> 240 240 3.6860682 3.2024461 3
#> 241 241 2.8971791 3.2702718 3
#> 242 242 3.2597647 2.7246276 3
#> 243 243 2.7442867 2.5837179 3
#> 244 244 3.2847854 3.2548839 3
#> 245 245 2.7309967 3.0329926 3
#> 246 246 NA 3.0865475 3
#> 247 247 2.5346398 2.8609517 3
#> 248 248 3.5632529 2.6629136 3
#> 249 249 3.3608705 2.8663486 3
#> 250 250 3.2465138 3.6139361 3
#> 251 251 3.3779403 2.8794724 3
#> 252 252 3.1532433 2.9210647 3
#> 253 253 3.4802412 3.0430729 3
#> 254 254 2.5013641 3.1272474 3
#> 255 255 NA 3.8230278 3
#> 256 256 2.8324596 2.7917054 3
#> 257 257 3.2977559 3.2377122 3
#> 258 258 3.0862108 3.1486516 3
#> 259 259 3.0196479 3.1967068 3
#> 260 260 2.6626933 3.0100948 3
#> 261 261 2.6705049 3.2087156 3
#> 262 262 2.7208767 3.4470480 3
#> 263 263 NA 2.7446154 3
#> 264 264 3.2806437 3.1223986 3
#> 265 265 NA 3.0231605 3
#> 266 266 2.6106425 3.2792354 3
#> 267 267 2.8808789 2.7747715 3
#> 268 268 3.2394586 2.9965585 3
#> 269 269 3.5198528 3.0276517 3
#> 270 270 3.2496020 3.2949521 3
#> 271 271 3.3421558 3.2856963 3
#> 272 272 3.2117294 2.8247221 3
#> 273 273 2.8970212 3.4363570 3
#> 274 274 NA 2.9142720 3
#> 275 275 NA 3.2602486 3
#> 276 276 2.9558474 2.7833197 3
#> 277 277 NA 3.1320307 3
#> 278 278 3.4024760 3.3398071 3
#> 279 279 2.6523052 2.9142794 3
#> 280 280 2.9170807 2.7305473 3
#> 281 281 3.3168245 3.0558830 3
#> 282 282 2.8554785 3.4567094 3
#> 283 283 3.1894799 3.4531563 3
#> 284 284 3.2296688 2.9866533 3
#> 285 285 3.0140801 2.3486710 3
#> 286 286 NA 2.9007105 3
#> 287 287 2.7802264 2.5072332 3
#> 288 288 NA 3.4115040 3
#> 289 289 2.8179215 3.1910772 3
#> 290 290 2.6220253 3.1363816 3
#> 291 291 3.3394969 2.8591471 3
#> 292 292 NA 2.7595983 3
#> 293 293 NA 2.9930915 3
#> 294 294 NA 2.9121852 3
#> 295 295 NA 3.1611501 3
#> 296 296 3.1776797 3.2487840 3
#> 297 297 3.0715775 2.5157855 3
#> 298 298 3.3237564 3.0231912 3
#> 299 299 2.5731992 2.8573019 3
#> 300 300 2.8825957 3.5042969 3
#> 301 301 3.9252134 4.1651628 4
#> 302 302 4.2043313 4.3040027 4
#> 303 303 3.9023550 3.9411166 4
#> 304 304 4.0621138 3.9596129 4
#> 305 305 4.2257997 4.2020987 4
#> 306 306 4.2396176 4.3368623 4
#> 307 307 4.0460296 4.1381255 4
#> 308 308 3.7800745 4.5948500 4
#> 309 309 NA 4.0644433 4
#> 310 310 3.3228249 3.6882051 4
#> 311 311 4.0062082 3.9800827 4
#> 312 312 3.9918749 3.9180746 4
#> 313 313 4.4358422 3.8661412 4
#> 314 314 3.9868360 4.3251478 4
#> 315 315 NA 3.5462101 4
#> 316 316 3.3426706 4.0368176 4
#> 317 317 NA 3.7626877 4
#> 318 318 3.9514205 4.2581215 4
#> 319 319 3.9413101 4.2171713 4
#> 320 320 4.1764825 4.0274882 4
#> 321 321 4.1779003 3.8659570 4
#> 322 322 4.8297835 4.0065449 4
#> 323 323 4.2988810 4.2109353 4
#> 324 324 NA 4.0380373 4
#> 325 325 3.8418598 4.5024509 4
#> 326 326 3.6872297 3.7277255 4
#> 327 327 4.1490450 4.2071831 4
#> 328 328 NA 3.8932293 4
#> 329 329 4.3272172 4.6395084 4
#> 330 330 NA 4.4218965 4
#> 331 331 NA 3.7194473 4
#> 332 332 4.0078707 4.0142521 4
#> 333 333 3.6468748 3.7343181 4
#> 334 334 3.9282738 4.2666451 4
#> 335 335 4.1769344 3.5767079 4
#> 336 336 4.6668929 3.8176221 4
#> 337 337 3.6445027 3.5036388 4
#> 338 338 3.8663942 4.0169556 4
#> 339 339 NA 4.2814972 4
#> 340 340 3.8338771 4.3553676 4
#> 341 341 3.9066464 3.7536068 4
#> 342 342 4.7249086 3.7489100 4
#> 343 343 3.7291621 3.7864445 4
#> 344 344 4.3018124 4.1568798 4
#> 345 345 4.1398839 4.2746763 4
#> 346 346 3.5688084 4.4623403 4
#> 347 347 4.2606642 4.4958726 4
#> 348 348 NA 4.3933268 4
#> 349 349 3.7316344 3.8565951 4
#> 350 350 3.8301150 4.1804996 4
#> 351 351 4.0350138 3.9498922 4
#> 352 352 3.9998107 4.1697890 4
#> 353 353 4.1448091 4.8107320 4
#> 354 354 3.2971569 4.0242850 4
#> 355 355 4.2235427 4.2922257 4
#> 356 356 4.3767001 3.5431205 4
#> 357 357 4.2899949 3.5325201 4
#> 358 358 4.5214025 4.0879400 4
#> 359 359 3.9304632 3.8054183 4
#> 360 360 4.0588510 4.3589775 4
#> 361 361 3.6289110 3.9022124 4
#> 362 362 NA 3.2782999 4
#> 363 363 3.9190705 4.5837505 4
#> 364 364 4.2380530 4.3782736 4
#> 365 365 NA 3.7835543 4
#> 366 366 3.9934084 4.0640461 4
#> 367 367 3.8700786 4.1004102 4
#> 368 368 4.0958810 3.6951579 4
#> 369 369 4.0543998 3.5696962 4
#> 370 370 3.8705118 3.9728498 4
#> 371 371 4.6810886 3.9838644 4
#> 372 372 4.0701019 3.8360049 4
#> 373 373 NA 3.9461909 4
#> 374 374 NA 3.8581915 4
#> 375 375 4.4033758 4.0303269 4
#> 376 376 3.9620794 4.0428883 4
#> 377 377 3.6479473 3.7991234 4
#> 378 378 3.9081810 3.7119261 4
#> 379 379 4.3907456 4.0908498 4
#> 380 380 3.8443580 3.9527450 4
#> 381 381 4.4049794 3.7781420 4
#> 382 382 3.8866082 4.2143638 4
#> 383 383 4.0944194 3.9868732 4
#> 384 384 4.2975632 4.3397831 4
#> 385 385 4.1000592 3.5573440 4
#> 386 386 3.7036106 4.3298678 4
#> 387 387 4.3830482 3.8987983 4
#> 388 388 4.0320221 3.5461253 4
#> 389 389 3.9929221 3.6277342 4
#> 390 390 NA 3.7149476 4
#> 391 391 NA 4.1898611 4
#> 392 392 4.3825986 3.6440996 4
#> 393 393 3.9778501 3.8788075 4
#> 394 394 3.8576737 4.4844465 4
#> 395 395 4.3516770 3.7865202 4
#> 396 396 3.8600856 4.0349835 4
#> 397 397 3.8703579 4.1731717 4
#> 398 398 NA 3.8475161 4
#> 399 399 4.4878755 3.8799479 4
#> 400 400 4.5733429 4.2709845 4
#> 401 401 4.5993255 4.3633747 5
#> 402 402 5.1566789 4.8367318 5
#> 403 403 5.1235607 4.9940506 5
#> 404 404 5.2310114 4.4401551 5
#> 405 405 4.8294407 4.5993747 5
#> 406 406 NA 4.9676887 5
#> 407 407 5.3230454 5.3498481 5
#> 408 408 5.5575059 5.2215216 5
#> 409 409 4.7136814 4.6629886 5
#> 410 410 NA 4.8357686 5
#> 411 411 NA 5.1796643 5
#> 412 412 4.9195329 4.9962302 5
#> 413 413 5.0810292 5.2627423 5
#> 414 414 NA 4.7467361 5
#> 415 415 4.8247758 4.6725795 5
#> 416 416 5.0340801 5.1013135 5
#> 417 417 4.9113866 5.0102818 5
#> 418 418 NA 4.8479491 5
#> 419 419 4.8437392 4.9062411 5
#> 420 420 4.7692547 4.7211718 5
#> 421 421 5.1987583 5.1705109 5
#> 422 422 5.1688072 4.6193550 5
#> 423 423 NA 4.5977791 5
#> 424 424 4.7545700 5.3928408 5
#> 425 425 5.3657277 4.7059998 5
#> 426 426 NA 5.0863124 5
#> 427 427 NA 4.5797082 5
#> 428 428 4.6173805 4.8903769 5
#> 429 429 5.2507539 5.2000881 5
#> 430 430 4.8236272 5.1117010 5
#> 431 431 4.9438380 5.2369569 5
#> 432 432 5.6670557 4.8151980 5
#> 433 433 NA 4.6093907 5
#> 434 434 5.1083649 4.7431113 5
#> 435 435 NA 4.7095262 5
#> 436 436 5.1630091 4.8476894 5
#> 437 437 5.5725849 4.6633220 5
#> 438 438 5.0536873 5.4897488 5
#> 439 439 5.0888329 5.0912396 5
#> 440 440 NA 4.9864986 5
#> 441 441 4.9672744 4.9773573 5
#> 442 442 4.8377592 5.7478605 5
#> 443 443 NA 4.9643035 5
#> 444 444 5.3646891 4.5397029 5
#> 445 445 4.8334006 5.1004589 5
#> 446 446 NA 4.6102676 5
#> 447 447 5.0162250 4.7255735 5
#> 448 448 4.5950396 5.5079166 5
#> 449 449 4.9650407 5.1390623 5
#> 450 450 NA 4.6099201 5
#> 451 451 5.5572669 5.0625687 5
#> 452 452 5.0234082 4.7887551 5
#> 453 453 NA 5.2293951 5
#> 454 454 4.3450738 4.9836163 5
#> 455 455 5.0062436 5.2825203 5
#> 456 456 4.6510171 4.2826369 5
#> 457 457 5.0118333 4.7369430 5
#> 458 458 5.7283642 5.0360032 5
#> 459 459 5.0074636 5.1924480 5
#> 460 460 4.7583897 4.5065352 5
#> 461 461 4.6455143 4.8663609 5
#> 462 462 4.9556713 5.0920774 5
#> 463 463 5.0836322 5.1687069 5
#> 464 464 4.4708103 4.6836720 5
#> 465 465 5.0155236 5.0043722 5
#> 466 466 NA 5.3826533 5
#> 467 467 NA 5.1169979 5
#> 468 468 5.3426197 4.5711094 5
#> 469 469 5.3602379 4.6515685 5
#> 470 470 4.9773241 4.9083804 5
#> 471 471 5.0048531 5.1010978 5
#> 472 472 NA 5.1844286 5
#> 473 473 4.9582055 5.1552057 5
#> 474 474 4.5961589 4.5976137 5
#> 475 475 5.0546110 5.1859596 5
#> 476 476 5.1865433 4.9808904 5
#> 477 477 5.2437656 5.0423973 5
#> 478 478 4.9367237 4.7194487 5
#> 479 479 5.5513117 4.8565253 5
#> 480 480 4.4612007 5.1097389 5
#> 481 481 4.9901892 4.7744837 5
#> 482 482 4.9101551 5.0833315 5
#> 483 483 4.9121196 5.2527493 5
#> 484 484 5.1402023 5.0804696 5
#> 485 485 5.1046863 5.2873303 5
#> 486 486 4.5693133 4.6079185 5
#> 487 487 4.9788205 5.1893685 5
#> 488 488 4.6905153 4.8460122 5
#> 489 489 5.0090833 5.1451112 5
#> 490 490 4.9740622 4.8551245 5
#> 491 491 5.0452871 5.1585388 5
#> 492 492 4.7401697 5.3804480 5
#> 493 493 NA 4.8245907 5
#> 494 494 5.0135727 4.8176771 5
#> 495 495 5.1876774 5.0276280 5
#> 496 496 NA 4.8870506 5
#> 497 497 5.0375018 4.9380143 5
#> 498 498 NA 5.4681190 5
#> 499 499 5.0083354 5.0181983 5
#> 500 500 5.3503778 5.0531645 5