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 1.0966657 0.4495376 1
#> 2 2 0.9027373 1.4233585 1
#> 3 3 0.7649922 1.1139493 1
#> 4 4 0.9945739 0.9952984 1
#> 5 5 0.9492404 0.5276256 1
#> 6 6 0.9505771 0.8942372 1
#> 7 7 1.2140867 1.1865431 1
#> 8 8 1.0711627 1.1240300 1
#> 9 9 0.3031941 0.9702414 1
#> 10 10 1.0237133 0.9411930 1
#> 11 11 0.8713581 1.1863487 1
#> 12 12 0.8881857 0.9857509 1
#> 13 13 0.9865244 0.6712964 1
#> 14 14 1.4204029 1.1793507 1
#> 15 15 0.9097384 0.7569616 1
#> 16 16 0.7102737 1.2457353 1
#> 17 17 1.5049655 1.3314102 1
#> 18 18 0.7670348 1.4259965 1
#> 19 19 1.0741904 1.1505442 1
#> 20 20 0.7098559 0.6122903 1
#> 21 21 0.6886437 1.2452763 1
#> 22 22 0.6839200 0.7897383 1
#> 23 23 0.9383478 0.8917307 1
#> 24 24 1.3924800 0.7953035 1
#> 25 25 1.1541166 0.6590094 1
#> 26 26 0.5843934 0.8307330 1
#> 27 27 0.6996284 0.5952833 1
#> 28 28 1.0903977 0.8047360 1
#> 29 29 1.1313046 0.2291209 1
#> 30 30 0.8049175 1.0994741 1
#> 31 31 0.2740963 1.1526186 1
#> 32 32 1.0826638 0.8508683 1
#> 33 33 0.9347961 0.7166831 1
#> 34 34 1.1262431 0.6416621 1
#> 35 35 1.1543478 1.4054897 1
#> 36 36 0.7071639 0.8158349 1
#> 37 37 1.2463968 0.7999895 1
#> 38 38 1.4462372 0.6122357 1
#> 39 39 1.1588565 1.2468167 1
#> 40 40 1.5655545 1.9024278 1
#> 41 41 1.2170260 1.3357725 1
#> 42 42 0.9654083 0.1534603 1
#> 43 43 1.2344049 1.4851863 1
#> 44 44 1.5408811 1.1541461 1
#> 45 45 0.8839932 1.1508368 1
#> 46 46 1.8146621 0.7794125 1
#> 47 47 1.3749312 0.6674445 1
#> 48 48 0.4129763 1.2151172 1
#> 49 49 1.2000268 1.1217571 1
#> 50 50 0.8389203 0.5502455 1
#> 51 51 1.3365361 0.6329264 1
#> 52 52 1.4182476 1.4276044 1
#> 53 53 1.0336628 1.1606452 1
#> 54 54 1.0789370 0.8562628 1
#> 55 55 1.3020255 1.2126267 1
#> 56 56 0.9861397 0.9967178 1
#> 57 57 0.8043008 0.5822173 1
#> 58 58 0.7068253 1.1874843 1
#> 59 59 0.9220189 1.2042159 1
#> 60 60 0.5340292 1.6753420 1
#> 61 61 0.9864242 0.4473637 1
#> 62 62 1.2032067 0.9733204 1
#> 63 63 1.1608375 0.8037443 1
#> 64 64 1.1850620 0.8886731 1
#> 65 65 0.8015690 1.2196428 1
#> 66 66 1.4015760 1.0474549 1
#> 67 67 0.6646546 1.3016419 1
#> 68 68 1.2054201 0.9107916 1
#> 69 69 0.8168331 0.9293695 1
#> 70 70 0.8952080 0.9210487 1
#> 71 71 1.3401908 0.9038608 1
#> 72 72 1.4601270 1.5791978 1
#> 73 73 1.3320008 0.3436676 1
#> 74 74 1.1032185 1.2102922 1
#> 75 75 0.3884261 0.8871096 1
#> 76 76 0.8519627 1.1005543 1
#> 77 77 0.9817621 0.9119423 1
#> 78 78 1.1314665 1.0033427 1
#> 79 79 0.6355326 1.3594052 1
#> 80 80 1.1495941 0.8596800 1
#> 81 81 0.6751390 1.2749149 1
#> 82 82 1.1266499 0.7881819 1
#> 83 83 0.9331334 1.2360807 1
#> 84 84 0.8499026 1.1199652 1
#> 85 85 0.6671243 0.8083884 1
#> 86 86 1.2727627 0.8970636 1
#> 87 87 0.9298104 0.6645165 1
#> 88 88 1.2527331 1.1735130 1
#> 89 89 1.3792283 1.0339561 1
#> 90 90 0.7868958 1.1320619 1
#> 91 91 0.8938511 0.3993037 1
#> 92 92 0.6749527 1.3124902 1
#> 93 93 1.2900573 0.6958753 1
#> 94 94 0.8558408 0.8485591 1
#> 95 95 0.6876891 1.0269859 1
#> 96 96 1.0598890 0.6123997 1
#> 97 97 1.5138720 0.4808410 1
#> 98 98 1.1658209 1.3397274 1
#> 99 99 0.7393793 1.2866196 1
#> 100 100 1.0295911 0.7857975 1
#> 101 101 1.9608818 1.9036285 2
#> 102 102 2.2852415 1.4890580 2
#> 103 103 2.1412383 1.7716885 2
#> 104 104 2.1004514 1.7722924 2
#> 105 105 1.5351730 2.0877826 2
#> 106 106 1.8136549 2.0996709 2
#> 107 107 1.5153145 1.9304196 2
#> 108 108 2.2560396 1.7552578 2
#> 109 109 2.5666457 2.0648224 2
#> 110 110 1.7397677 1.6583403 2
#> 111 111 2.2143261 2.0420315 2
#> 112 112 2.1843281 1.8013598 2
#> 113 113 2.0915296 1.8396825 2
#> 114 114 1.7222001 1.5761507 2
#> 115 115 2.4078603 2.3651611 2
#> 116 116 2.0611095 2.1276596 2
#> 117 117 2.3865631 1.9637214 2
#> 118 118 1.9361084 2.1954292 2
#> 119 119 2.1462649 2.1470617 2
#> 120 120 1.6796873 2.2115577 2
#> 121 121 1.6458534 2.2416952 2
#> 122 122 2.6477527 1.9460028 2
#> 123 123 1.8746562 2.3218586 2
#> 124 124 2.0262965 1.9752430 2
#> 125 125 1.8368873 2.3217796 2
#> 126 126 1.9640399 1.9993761 2
#> 127 127 2.5401875 1.7420284 2
#> 128 128 1.7617258 2.2244222 2
#> 129 129 1.8918918 2.4069546 2
#> 130 130 2.1894382 2.1200005 2
#> 131 131 1.5010162 2.1908770 2
#> 132 132 1.8535984 1.4401892 2
#> 133 133 1.9937743 1.8257218 2
#> 134 134 2.2801613 2.3281688 2
#> 135 135 1.9301987 1.8401927 2
#> 136 136 1.6941110 2.2051952 2
#> 137 137 1.4959015 1.7947209 2
#> 138 138 2.6844185 2.4877830 2
#> 139 139 1.6873144 1.8104797 2
#> 140 140 2.2136922 1.5938660 2
#> 141 141 2.3662244 2.1161367 2
#> 142 142 2.1008056 1.7096997 2
#> 143 143 1.9162556 1.8923644 2
#> 144 144 2.0229266 1.8240808 2
#> 145 145 1.8936473 2.4838740 2
#> 146 146 2.4297976 2.1517014 2
#> 147 147 2.0008014 2.0072318 2
#> 148 148 2.1032038 2.0886079 2
#> 149 149 1.7509030 2.3826051 2
#> 150 150 2.1446347 2.0613432 2
#> 151 151 1.7934019 2.0560244 2
#> 152 152 1.6719921 2.2129250 2
#> 153 153 2.2523183 2.1127540 2
#> 154 154 2.4362409 2.1216240 2
#> 155 155 2.0411721 2.0992957 2
#> 156 156 2.0976635 2.4781282 2
#> 157 157 2.3671184 2.1665227 2
#> 158 158 1.6840058 1.6371565 2
#> 159 159 2.5520998 1.9323326 2
#> 160 160 1.3305547 1.8972854 2
#> 161 161 1.8212466 1.4790322 2
#> 162 162 1.9308582 2.0490683 2
#> 163 163 2.5268946 2.0894881 2
#> 164 164 2.1427117 2.0527610 2
#> 165 165 2.2347933 1.5783197 2
#> 166 166 1.6561263 1.9354232 2
#> 167 167 2.2850542 1.8491959 2
#> 168 168 1.8964316 2.5051645 2
#> 169 169 1.2579346 1.4824890 2
#> 170 170 2.4128792 1.9242336 2
#> 171 171 2.7431435 1.5185396 2
#> 172 172 1.5988297 2.3460129 2
#> 173 173 2.6072466 1.6200911 2
#> 174 174 2.2578780 1.9249616 2
#> 175 175 2.2185414 1.8383034 2
#> 176 176 2.5108913 1.8166522 2
#> 177 177 1.5950984 2.2423512 2
#> 178 178 2.0257883 2.4073903 2
#> 179 179 2.0612621 2.3002785 2
#> 180 180 1.7062849 1.6223884 2
#> 181 181 2.1783952 1.5813713 2
#> 182 182 2.3117951 2.0980325 2
#> 183 183 1.6163497 1.8301191 2
#> 184 184 1.9040064 1.9879720 2
#> 185 185 1.4381514 2.3022278 2
#> 186 186 2.0273968 1.5879437 2
#> 187 187 2.2137091 2.0992575 2
#> 188 188 1.9669642 2.3430871 2
#> 189 189 1.6845273 1.5854859 2
#> 190 190 1.7325796 1.7467791 2
#> 191 191 1.8142586 1.4490250 2
#> 192 192 2.0765597 2.3132512 2
#> 193 193 1.8682052 2.0645630 2
#> 194 194 2.4404448 2.2401049 2
#> 195 195 2.2497518 2.2144799 2
#> 196 196 1.7258638 1.9048486 2
#> 197 197 1.9182214 1.3243865 2
#> 198 198 2.2253260 2.4515745 2
#> 199 199 1.9769431 1.8742556 2
#> 200 200 2.0441305 1.9375460 2
#> 201 201 3.3075026 3.3019392 3
#> 202 202 2.3671943 3.5263556 3
#> 203 203 3.1743468 2.9641916 3
#> 204 204 3.1282428 3.4931996 3
#> 205 205 3.0929137 2.6067007 3
#> 206 206 2.8953958 3.1088104 3
#> 207 207 3.1418052 3.4108996 3
#> 208 208 3.2108228 2.8954463 3
#> 209 209 2.5368608 2.8363588 3
#> 210 210 2.6581742 2.9938441 3
#> 211 211 3.1112408 2.8983450 3
#> 212 212 3.0747875 3.0556776 3
#> 213 213 3.3721246 3.1037588 3
#> 214 214 2.8885218 2.7620003 3
#> 215 215 3.2726529 2.7754105 3
#> 216 216 3.2316220 2.4460000 3
#> 217 217 3.1099941 2.5329527 3
#> 218 218 3.0702189 3.0007065 3
#> 219 219 2.7526088 3.4410619 3
#> 220 220 3.2380841 2.7667547 3
#> 221 221 3.2446127 3.2113840 3
#> 222 222 2.8078762 3.2089819 3
#> 223 223 3.0464006 3.2795919 3
#> 224 224 2.6042814 3.7848536 3
#> 225 225 2.8321667 2.5567523 3
#> 226 226 2.6163949 3.0224032 3
#> 227 227 2.9514436 2.8077689 3
#> 228 228 2.6361906 3.0344776 3
#> 229 229 3.4114037 3.2241064 3
#> 230 230 3.0247883 2.6644562 3
#> 231 231 2.6202439 3.1023014 3
#> 232 232 3.3522827 3.0375094 3
#> 233 233 3.2087975 3.0934109 3
#> 234 234 3.2400211 3.1279331 3
#> 235 235 2.6993409 2.6191262 3
#> 236 236 2.7968653 3.2609433 3
#> 237 237 3.2162891 2.9929276 3
#> 238 238 3.2880504 3.1938205 3
#> 239 239 2.9563003 3.3698019 3
#> 240 240 3.4515767 2.6158768 3
#> 241 241 3.2034541 2.9471741 3
#> 242 242 2.9203343 3.3446737 3
#> 243 243 2.8625602 3.0319228 3
#> 244 244 3.5215295 3.3157798 3
#> 245 245 2.9960682 3.0190526 3
#> 246 246 2.7616940 3.2280866 3
#> 247 247 3.0766000 2.8249826 3
#> 248 248 2.7363667 2.7500469 3
#> 249 249 2.8492848 2.7134162 3
#> 250 250 3.2754705 3.1404592 3
#> 251 251 2.8753332 3.4468085 3
#> 252 252 2.8507638 3.2536913 3
#> 253 253 3.0368952 2.9729009 3
#> 254 254 2.7017718 2.7717078 3
#> 255 255 3.1457814 2.8731890 3
#> 256 256 2.8346875 2.6649028 3
#> 257 257 3.0499802 2.5880384 3
#> 258 258 3.0286695 2.8606118 3
#> 259 259 3.2812085 2.7744053 3
#> 260 260 2.7664223 2.8776076 3
#> 261 261 2.8961955 3.0531548 3
#> 262 262 3.0437784 3.2997979 3
#> 263 263 2.7961865 3.0348808 3
#> 264 264 2.8158905 2.4494804 3
#> 265 265 3.6608805 2.9103913 3
#> 266 266 2.9013682 3.0943958 3
#> 267 267 3.5255331 2.6752602 3
#> 268 268 2.7085045 3.0665379 3
#> 269 269 2.4931359 2.9850446 3
#> 270 270 2.5555841 3.3322605 3
#> 271 271 3.7280684 2.7019918 3
#> 272 272 2.9314620 3.5774530 3
#> 273 273 3.3339851 2.8329713 3
#> 274 274 2.8688808 3.0988424 3
#> 275 275 3.3794654 3.5274859 3
#> 276 276 3.4309793 3.3821729 3
#> 277 277 2.7244007 2.8248344 3
#> 278 278 2.4256192 2.9016923 3
#> 279 279 3.0344909 3.0435724 3
#> 280 280 3.4531044 3.0642303 3
#> 281 281 2.9972842 3.0034664 3
#> 282 282 2.9592430 3.3659097 3
#> 283 283 2.8991248 2.6908069 3
#> 284 284 3.1073390 3.2294205 3
#> 285 285 3.1021496 2.8455052 3
#> 286 286 3.9291692 3.5222961 3
#> 287 287 3.2032058 3.3017536 3
#> 288 288 3.1157985 2.6677941 3
#> 289 289 2.7483472 2.8116352 3
#> 290 290 2.8409917 2.5561494 3
#> 291 291 2.3120454 3.0463030 3
#> 292 292 3.5565791 2.3101547 3
#> 293 293 2.8125855 2.8683817 3
#> 294 294 3.0527618 2.8050958 3
#> 295 295 2.5902633 3.1272123 3
#> 296 296 2.5963445 3.0141149 3
#> 297 297 3.2841796 2.6144868 3
#> 298 298 2.9652781 3.0136597 3
#> 299 299 2.8711787 2.5651711 3
#> 300 300 3.0238896 2.5098887 3
#> 301 301 3.8448145 3.9290303 4
#> 302 302 3.7026546 4.1516797 4
#> 303 303 3.7814545 3.2416741 4
#> 304 304 4.1355855 3.7897994 4
#> 305 305 4.2661544 4.0274823 4
#> 306 306 4.3793720 4.2556521 4
#> 307 307 3.6125742 4.3371728 4
#> 308 308 4.0547531 4.2483608 4
#> 309 309 3.9730571 3.5895662 4
#> 310 310 3.9662112 4.0569279 4
#> 311 311 4.0488404 4.5882268 4
#> 312 312 4.1667583 3.7581947 4
#> 313 313 4.2560184 4.0742051 4
#> 314 314 3.9415302 4.1523485 4
#> 315 315 3.9869764 3.8512595 4
#> 316 316 3.8411685 3.7293693 4
#> 317 317 3.8204468 4.3037598 4
#> 318 318 4.0447893 4.4909622 4
#> 319 319 4.3767463 3.7523438 4
#> 320 320 3.9296891 3.6096148 4
#> 321 321 4.4267021 3.8547872 4
#> 322 322 4.0876383 3.9425314 4
#> 323 323 3.7789340 3.6388026 4
#> 324 324 3.9610010 3.5336303 4
#> 325 325 4.6602657 3.9552131 4
#> 326 326 4.4839244 3.7035253 4
#> 327 327 3.9197501 3.6098407 4
#> 328 328 4.0382810 4.2292006 4
#> 329 329 3.8887322 3.7707340 4
#> 330 330 3.8642793 4.3179527 4
#> 331 331 4.3592435 4.1723201 4
#> 332 332 4.2884019 4.4363064 4
#> 333 333 4.3297734 4.5779820 4
#> 334 334 4.0160604 4.1133079 4
#> 335 335 3.9786752 4.1373452 4
#> 336 336 3.9204362 3.9056566 4
#> 337 337 3.6737582 3.9410988 4
#> 338 338 4.0338986 4.1596622 4
#> 339 339 3.8893715 3.6109208 4
#> 340 340 3.4558545 3.9650620 4
#> 341 341 3.7816017 3.4625693 4
#> 342 342 3.9029970 4.3112915 4
#> 343 343 4.0354534 3.7744788 4
#> 344 344 4.1568164 4.4329961 4
#> 345 345 3.8815864 4.2202567 4
#> 346 346 3.7785213 3.6836326 4
#> 347 347 4.3959100 4.0091274 4
#> 348 348 3.8356848 3.8138225 4
#> 349 349 4.6349592 3.9419494 4
#> 350 350 4.0716669 4.1180821 4
#> 351 351 3.8452092 3.9900322 4
#> 352 352 4.3476257 3.8413832 4
#> 353 353 3.8096927 4.9213021 4
#> 354 354 4.2588132 3.5725829 4
#> 355 355 3.4955281 4.0992104 4
#> 356 356 3.5089624 3.4721563 4
#> 357 357 4.4290870 3.6950847 4
#> 358 358 4.4618129 4.3110586 4
#> 359 359 3.9768367 4.0104137 4
#> 360 360 4.2166697 3.4918926 4
#> 361 361 4.2286037 3.8877754 4
#> 362 362 3.6684350 3.6224913 4
#> 363 363 3.5616494 3.8175683 4
#> 364 364 4.0886686 3.5893876 4
#> 365 365 4.1975580 3.7173510 4
#> 366 366 4.1935428 4.2219573 4
#> 367 367 4.1870960 4.0066283 4
#> 368 368 4.6947548 4.1646648 4
#> 369 369 3.8855203 3.5947906 4
#> 370 370 4.0095064 3.8066597 4
#> 371 371 4.2329876 4.3143534 4
#> 372 372 3.4050857 3.9035820 4
#> 373 373 3.9983660 4.0102978 4
#> 374 374 4.2107235 4.3191845 4
#> 375 375 4.3669492 3.5237176 4
#> 376 376 3.9575808 3.5249613 4
#> 377 377 3.8513863 4.0331594 4
#> 378 378 4.2521568 4.0738897 4
#> 379 379 4.1680150 4.0171450 4
#> 380 380 4.3411138 3.6750090 4
#> 381 381 4.1421404 4.0648903 4
#> 382 382 3.9548679 3.7528943 4
#> 383 383 4.6416986 3.5497659 4
#> 384 384 4.0653990 4.3679701 4
#> 385 385 3.4312092 3.9352398 4
#> 386 386 3.9571785 4.5201354 4
#> 387 387 4.4387277 3.5702393 4
#> 388 388 4.3223971 3.9470563 4
#> 389 389 4.1965170 4.2268945 4
#> 390 390 3.9630599 3.7059977 4
#> 391 391 3.7210835 3.8840727 4
#> 392 392 4.4549670 4.1144549 4
#> 393 393 3.9769621 4.4037306 4
#> 394 394 3.8890624 4.2951246 4
#> 395 395 4.1818698 4.0259912 4
#> 396 396 4.4580214 4.1409010 4
#> 397 397 3.9755467 3.7321299 4
#> 398 398 4.4285077 4.0006689 4
#> 399 399 4.3040716 4.0452243 4
#> 400 400 3.7970267 3.8276336 4
#> 401 401 5.0705481 5.1078868 5
#> 402 402 5.3797575 5.5512565 5
#> 403 403 4.5829106 5.2649820 5
#> 404 404 5.0347387 4.4860396 5
#> 405 405 5.2677732 5.0881186 5
#> 406 406 5.0116259 5.3992423 5
#> 407 407 4.9884882 5.0003076 5
#> 408 408 5.2434360 5.2832036 5
#> 409 409 5.0100461 4.9510670 5
#> 410 410 5.1989957 5.0062809 5
#> 411 411 4.9339725 5.1653178 5
#> 412 412 4.9952790 5.2264444 5
#> 413 413 5.6263141 4.6946286 5
#> 414 414 5.4489760 4.9038423 5
#> 415 415 4.9070708 4.8628281 5
#> 416 416 5.4752873 4.3493973 5
#> 417 417 4.6558165 5.0199229 5
#> 418 418 5.2813982 5.4539345 5
#> 419 419 4.6470580 5.0727691 5
#> 420 420 5.4206399 5.0588292 5
#> 421 421 4.9468474 4.8031929 5
#> 422 422 4.8048187 4.8564935 5
#> 423 423 4.6311907 5.1706636 5
#> 424 424 5.0753978 4.3692120 5
#> 425 425 4.5310354 4.9990096 5
#> 426 426 5.2439240 5.1250754 5
#> 427 427 4.9667454 5.1421603 5
#> 428 428 4.7716484 4.9811225 5
#> 429 429 5.2488538 4.5091342 5
#> 430 430 4.6834484 5.3504689 5
#> 431 431 5.0668904 4.8773941 5
#> 432 432 5.7323585 4.9717649 5
#> 433 433 5.6001925 5.1402768 5
#> 434 434 4.7735583 4.7515414 5
#> 435 435 4.6090283 5.1190440 5
#> 436 436 5.0738078 5.0733427 5
#> 437 437 5.1646681 5.1882313 5
#> 438 438 5.1459243 4.7584381 5
#> 439 439 4.7428267 4.4203841 5
#> 440 440 4.9373331 5.2151246 5
#> 441 441 4.9934515 5.5377460 5
#> 442 442 5.1115187 5.3369585 5
#> 443 443 4.3098155 5.4829843 5
#> 444 444 4.7940826 5.5198398 5
#> 445 445 5.2471864 5.3827111 5
#> 446 446 5.2014683 5.1272024 5
#> 447 447 4.9589567 4.9586666 5
#> 448 448 4.9025434 4.8206188 5
#> 449 449 5.3496093 4.7833780 5
#> 450 450 4.7288776 5.0218287 5
#> 451 451 5.2956836 5.4420088 5
#> 452 452 4.9621029 4.9051382 5
#> 453 453 4.5668098 4.5755836 5
#> 454 454 5.0096462 4.4041463 5
#> 455 455 4.3646851 5.2117202 5
#> 456 456 5.4997451 4.7628717 5
#> 457 457 5.1727013 5.2275440 5
#> 458 458 4.9993292 5.6235127 5
#> 459 459 4.7833955 5.5757405 5
#> 460 460 5.1346017 5.0226589 5
#> 461 461 5.0155209 5.0803255 5
#> 462 462 4.6239052 5.1308872 5
#> 463 463 5.1675125 5.3629246 5
#> 464 464 5.0896107 4.6240833 5
#> 465 465 4.8753414 5.5295086 5
#> 466 466 4.5123877 4.9522034 5
#> 467 467 5.0898942 5.2696623 5
#> 468 468 4.9561976 4.7885014 5
#> 469 469 5.0991411 5.3380690 5
#> 470 470 4.8966925 4.4077033 5
#> 471 471 5.2675287 4.6265682 5
#> 472 472 4.9591117 5.3093751 5
#> 473 473 5.0843574 5.1737291 5
#> 474 474 4.9667563 4.6886330 5
#> 475 475 4.9891258 5.4684867 5
#> 476 476 5.0074932 5.0305879 5
#> 477 477 5.0393161 5.6972715 5
#> 478 478 5.7786572 5.6977555 5
#> 479 479 5.1257852 4.6120550 5
#> 480 480 4.9154905 4.9864943 5
#> 481 481 5.1634589 5.0587083 5
#> 482 482 5.2604692 5.1441870 5
#> 483 483 4.9379974 5.6052027 5
#> 484 484 5.0224842 5.3586826 5
#> 485 485 4.3247296 5.1969727 5
#> 486 486 5.4502883 5.3078894 5
#> 487 487 4.8551693 5.1560578 5
#> 488 488 5.1815632 5.3361847 5
#> 489 489 5.2402056 5.1199693 5
#> 490 490 5.0955087 4.7046417 5
#> 491 491 5.0310416 4.8492313 5
#> 492 492 4.8027090 5.2961445 5
#> 493 493 5.0101624 5.6574443 5
#> 494 494 4.8050730 4.9504873 5
#> 495 495 5.2733719 4.7941878 5
#> 496 496 4.9858181 5.2824198 5
#> 497 497 4.6464455 4.9507871 5
#> 498 498 5.6727983 4.6092982 5
#> 499 499 5.4402457 4.7829548 5
#> 500 500 5.1656185 5.4170266 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 0.5574623 1
#> 2 2 NA 1.0613499 1
#> 3 3 1.1262763 0.8974695 1
#> 4 4 0.7599006 1.5526473 1
#> 5 5 0.8534627 0.9382271 1
#> 6 6 1.1617014 1.4506694 1
#> 7 7 1.4305513 1.0726564 1
#> 8 8 NA 1.0160367 1
#> 9 9 NA 0.9624561 1
#> 10 10 NA 1.0743362 1
#> 11 11 NA 0.8120162 1
#> 12 12 1.4211047 1.2048633 1
#> 13 13 0.9952585 1.1768818 1
#> 14 14 0.6930131 0.7555098 1
#> 15 15 0.3650824 0.8962603 1
#> 16 16 1.0451114 1.0169587 1
#> 17 17 0.8437386 0.8299701 1
#> 18 18 NA 0.9871488 1
#> 19 19 0.7750039 0.6155322 1
#> 20 20 0.7640272 1.2902747 1
#> 21 21 0.8320954 1.3087147 1
#> 22 22 0.5827446 0.3500724 1
#> 23 23 NA 0.9089955 1
#> 24 24 0.8559145 1.0537804 1
#> 25 25 NA 1.4282187 1
#> 26 26 1.5333823 0.8140160 1
#> 27 27 0.9792733 0.9604473 1
#> 28 28 0.8721435 1.0802655 1
#> 29 29 0.3245789 0.5629664 1
#> 30 30 0.7257487 1.0703022 1
#> 31 31 0.7598426 0.7145416 1
#> 32 32 0.7740082 1.5695318 1
#> 33 33 1.1981948 0.6871688 1
#> 34 34 1.5183087 0.5998761 1
#> 35 35 NA 1.5294174 1
#> 36 36 NA 1.1518190 1
#> 37 37 0.9622607 0.8034123 1
#> 38 38 1.3045708 1.2002527 1
#> 39 39 NA 1.4118628 1
#> 40 40 0.9110624 1.1783746 1
#> 41 41 0.7533131 1.2427922 1
#> 42 42 NA 0.7211945 1
#> 43 43 0.5570363 0.7093352 1
#> 44 44 1.2789081 0.8309551 1
#> 45 45 0.8158504 1.5665466 1
#> 46 46 1.1852794 0.9649691 1
#> 47 47 0.7508154 0.9850665 1
#> 48 48 0.6599872 1.1237593 1
#> 49 49 0.9530865 1.1017019 1
#> 50 50 NA 0.9341608 1
#> 51 51 0.6612207 0.9160234 1
#> 52 52 NA 0.9446600 1
#> 53 53 1.1461248 0.6606876 1
#> 54 54 0.9836089 1.1797204 1
#> 55 55 0.9404127 0.8964927 1
#> 56 56 0.5639875 1.0986051 1
#> 57 57 1.0595304 0.9993995 1
#> 58 58 0.5826995 0.5069079 1
#> 59 59 0.3267295 1.2490434 1
#> 60 60 0.9304623 1.3933902 1
#> 61 61 0.7940346 0.7822873 1
#> 62 62 0.8551254 0.8834965 1
#> 63 63 0.3269475 0.6872775 1
#> 64 64 0.8856764 1.2219897 1
#> 65 65 1.0348143 0.8862316 1
#> 66 66 1.2677479 1.2565121 1
#> 67 67 1.5425561 1.2789180 1
#> 68 68 1.3238991 0.8465739 1
#> 69 69 1.4356166 1.1726820 1
#> 70 70 1.7670771 0.6460718 1
#> 71 71 1.3218184 1.2621768 1
#> 72 72 NA 1.2257965 1
#> 73 73 NA 1.1895859 1
#> 74 74 1.0161565 1.1467155 1
#> 75 75 NA 1.1480399 1
#> 76 76 NA 0.3925994 1
#> 77 77 1.0219066 0.9653960 1
#> 78 78 1.1990584 1.1208884 1
#> 79 79 0.7551404 0.6011340 1
#> 80 80 1.0886633 1.2550097 1
#> 81 81 1.4039073 1.3317046 1
#> 82 82 0.9159954 1.1212426 1
#> 83 83 0.9810869 0.9630575 1
#> 84 84 0.9601499 1.1346543 1
#> 85 85 1.1888085 1.6204461 1
#> 86 86 0.8076305 0.6251389 1
#> 87 87 NA 0.9341406 1
#> 88 88 0.5833994 1.3096008 1
#> 89 89 1.1311643 0.5251370 1
#> 90 90 1.0947586 1.0254903 1
#> 91 91 NA 1.3632384 1
#> 92 92 0.8632714 0.9929612 1
#> 93 93 1.2437605 1.0254082 1
#> 94 94 1.0825128 0.9024803 1
#> 95 95 1.0018028 1.1517771 1
#> 96 96 1.6030559 1.1245816 1
#> 97 97 1.0941426 0.6467758 1
#> 98 98 0.7461512 1.0100336 1
#> 99 99 0.9596077 0.7960380 1
#> 100 100 1.4412497 1.2933442 1
#> 101 101 NA 2.3341958 2
#> 102 102 2.0833800 2.1396052 2
#> 103 103 1.8556942 1.6794111 2
#> 104 104 1.4626818 2.0767821 2
#> 105 105 2.1591991 1.7668343 2
#> 106 106 1.6625701 1.7149045 2
#> 107 107 NA 2.3691549 2
#> 108 108 1.6436098 1.9129036 2
#> 109 109 2.6746493 1.6264251 2
#> 110 110 2.4659485 1.7224668 2
#> 111 111 NA 1.8944725 2
#> 112 112 2.0068279 1.9875108 2
#> 113 113 1.9251716 2.2187892 2
#> 114 114 1.3483043 2.0880209 2
#> 115 115 1.5981023 3.0760836 2
#> 116 116 1.7058543 2.2267229 2
#> 117 117 1.4621658 2.1200382 2
#> 118 118 2.1568438 2.2488037 2
#> 119 119 1.5226015 1.9084591 2
#> 120 120 NA 2.2130310 2
#> 121 121 1.7948561 2.1315841 2
#> 122 122 NA 2.1074671 2
#> 123 123 NA 1.9627287 2
#> 124 124 1.7304837 1.7920352 2
#> 125 125 2.2302008 2.1723040 2
#> 126 126 2.0277016 1.9348521 2
#> 127 127 1.8944912 2.9112743 2
#> 128 128 NA 1.5224999 2
#> 129 129 1.9570216 1.7978932 2
#> 130 130 1.2740539 2.2185718 2
#> 131 131 1.6508618 1.6545313 2
#> 132 132 2.0310280 1.6547674 2
#> 133 133 1.9621570 1.9603774 2
#> 134 134 1.9574770 1.8256861 2
#> 135 135 2.2731311 2.4984050 2
#> 136 136 2.4432854 2.3503847 2
#> 137 137 NA 2.2309656 2
#> 138 138 1.9460021 1.9510653 2
#> 139 139 2.2930569 2.3825796 2
#> 140 140 1.9440192 2.0542664 2
#> 141 141 1.9897705 2.4423082 2
#> 142 142 2.4466197 1.5447696 2
#> 143 143 NA 2.0913201 2
#> 144 144 1.6732071 2.0322402 2
#> 145 145 2.1113268 1.6325622 2
#> 146 146 1.6916690 2.1345560 2
#> 147 147 2.0044748 2.1524213 2
#> 148 148 NA 2.1050638 2
#> 149 149 1.9843267 2.2274641 2
#> 150 150 1.5694761 2.0872786 2
#> 151 151 NA 2.0068579 2
#> 152 152 1.6143957 1.9375571 2
#> 153 153 NA 1.9209165 2
#> 154 154 2.0772427 1.4047593 2
#> 155 155 2.0603958 1.8927139 2
#> 156 156 2.1446232 1.8637108 2
#> 157 157 2.1519910 2.0858473 2
#> 158 158 1.8419926 1.9132462 2
#> 159 159 NA 2.1535714 2
#> 160 160 2.0121194 1.6686996 2
#> 161 161 1.9397656 1.9332576 2
#> 162 162 1.7287348 1.5643546 2
#> 163 163 2.0499967 2.1197896 2
#> 164 164 1.8427146 2.4285714 2
#> 165 165 NA 1.8553577 2
#> 166 166 2.2845552 2.2977165 2
#> 167 167 2.0810797 1.6508898 2
#> 168 168 1.9517176 2.4862367 2
#> 169 169 2.5895599 1.9677656 2
#> 170 170 2.1186644 1.7680380 2
#> 171 171 NA 1.7791164 2
#> 172 172 2.1416972 2.2447120 2
#> 173 173 1.5544321 2.6609109 2
#> 174 174 NA 1.7986860 2
#> 175 175 NA 1.8735231 2
#> 176 176 1.9857689 1.7666753 2
#> 177 177 2.0503280 2.1684627 2
#> 178 178 1.9700784 1.3332479 2
#> 179 179 2.0257989 1.7913759 2
#> 180 180 1.8882278 1.8849350 2
#> 181 181 2.0543998 2.6175701 2
#> 182 182 1.7279581 1.6676035 2
#> 183 183 2.1773471 1.7132184 2
#> 184 184 2.2377540 1.8092695 2
#> 185 185 2.0230617 2.2300272 2
#> 186 186 NA 2.2060874 2
#> 187 187 NA 2.5164280 2
#> 188 188 2.0147286 2.2553928 2
#> 189 189 1.9901600 2.1289725 2
#> 190 190 1.8467226 1.6834167 2
#> 191 191 2.1069292 1.9862357 2
#> 192 192 2.1253838 1.9604356 2
#> 193 193 NA 1.9041609 2
#> 194 194 1.5574524 2.1420818 2
#> 195 195 2.3971416 2.2437548 2
#> 196 196 2.3091864 2.0769837 2
#> 197 197 NA 1.3553702 2
#> 198 198 1.6664289 2.2070326 2
#> 199 199 2.1863634 1.4682669 2
#> 200 200 NA 2.1638882 2
#> 201 201 3.0056837 3.1909296 3
#> 202 202 2.7753893 2.6958133 3
#> 203 203 2.7617037 3.2796692 3
#> 204 204 3.0902353 2.8047635 3
#> 205 205 3.0163998 3.1308535 3
#> 206 206 3.1092687 2.9507732 3
#> 207 207 2.6504440 3.3805969 3
#> 208 208 3.0781667 3.1246298 3
#> 209 209 2.2748651 2.9855687 3
#> 210 210 3.3447255 3.0594879 3
#> 211 211 3.3619738 2.8833938 3
#> 212 212 2.8704054 2.8643303 3
#> 213 213 3.0320570 2.9581736 3
#> 214 214 3.1458587 2.6024407 3
#> 215 215 2.5339625 3.2262209 3
#> 216 216 2.6750573 3.4073558 3
#> 217 217 2.8451964 2.6337645 3
#> 218 218 2.9376687 2.8296244 3
#> 219 219 3.2721844 2.6433451 3
#> 220 220 3.2434275 2.6963172 3
#> 221 221 NA 2.8702406 3
#> 222 222 2.8637079 3.1037119 3
#> 223 223 2.9052814 3.0572783 3
#> 224 224 2.6981001 3.3862466 3
#> 225 225 NA 2.9359487 3
#> 226 226 3.6089894 3.1780684 3
#> 227 227 2.7937085 2.4552600 3
#> 228 228 2.5236279 2.8618426 3
#> 229 229 3.3050814 3.2239014 3
#> 230 230 2.7830693 3.2696988 3
#> 231 231 2.5639545 2.6533614 3
#> 232 232 NA 2.9152729 3
#> 233 233 3.0404563 2.9990229 3
#> 234 234 3.1985993 3.4545085 3
#> 235 235 3.1483840 3.0928141 3
#> 236 236 2.5420069 2.8617124 3
#> 237 237 2.9669352 3.0880343 3
#> 238 238 3.7406224 3.0212916 3
#> 239 239 2.8309370 2.3058722 3
#> 240 240 2.5662440 3.0578118 3
#> 241 241 2.8570333 2.8942676 3
#> 242 242 3.3043801 2.5400122 3
#> 243 243 2.9645940 2.4797792 3
#> 244 244 2.8937034 3.0425678 3
#> 245 245 3.0861768 2.9341201 3
#> 246 246 NA 3.1774693 3
#> 247 247 2.7304728 3.0720744 3
#> 248 248 NA 2.8882308 3
#> 249 249 2.8386603 3.0793638 3
#> 250 250 2.8552920 3.1954633 3
#> 251 251 2.7793141 2.8745041 3
#> 252 252 2.9954294 2.3763718 3
#> 253 253 2.9144817 3.1772865 3
#> 254 254 2.7687312 2.7883078 3
#> 255 255 2.4265431 3.2960065 3
#> 256 256 3.0533699 3.0097077 3
#> 257 257 NA 2.8511869 3
#> 258 258 3.0150132 3.5019747 3
#> 259 259 NA 2.6846200 3
#> 260 260 2.9589953 3.0084047 3
#> 261 261 3.3682502 3.1580670 3
#> 262 262 2.9418404 3.3812361 3
#> 263 263 2.4020787 2.8237223 3
#> 264 264 2.8710283 2.8708586 3
#> 265 265 2.8044251 2.9931101 3
#> 266 266 2.6031734 3.0224622 3
#> 267 267 NA 2.3730013 3
#> 268 268 NA 3.3071692 3
#> 269 269 3.0663395 3.1869720 3
#> 270 270 3.1243906 2.5898010 3
#> 271 271 3.3010559 3.0133769 3
#> 272 272 2.2121873 3.1098821 3
#> 273 273 2.7379395 2.9464591 3
#> 274 274 2.7678868 3.6305033 3
#> 275 275 3.1779176 2.9272771 3
#> 276 276 3.1360690 3.0035152 3
#> 277 277 2.8531120 2.1664699 3
#> 278 278 2.8001743 3.0823474 3
#> 279 279 2.6731037 2.8131804 3
#> 280 280 2.6877279 2.6916505 3
#> 281 281 3.1504820 3.2186970 3
#> 282 282 3.0124061 2.8822616 3
#> 283 283 2.9840755 3.1073537 3
#> 284 284 2.5417803 2.7734430 3
#> 285 285 2.9509294 3.0200069 3
#> 286 286 2.3594715 3.0772067 3
#> 287 287 2.9589499 2.9727111 3
#> 288 288 2.1287338 2.7808476 3
#> 289 289 3.1011038 2.8812476 3
#> 290 290 NA 2.5752574 3
#> 291 291 2.7991865 2.9673183 3
#> 292 292 2.9517093 3.0222900 3
#> 293 293 3.4521783 3.1350570 3
#> 294 294 2.9634918 3.1162037 3
#> 295 295 2.9269756 2.9225115 3
#> 296 296 NA 3.4570472 3
#> 297 297 NA 3.1654030 3
#> 298 298 2.9050346 3.0989705 3
#> 299 299 NA 3.0518768 3
#> 300 300 2.9201207 3.1279925 3
#> 301 301 3.7558901 4.1599563 4
#> 302 302 4.1954065 3.9757153 4
#> 303 303 4.2759945 4.7340344 4
#> 304 304 4.1170305 4.1151697 4
#> 305 305 4.2870172 3.6843485 4
#> 306 306 3.9490079 3.4833299 4
#> 307 307 3.8860066 3.8107542 4
#> 308 308 4.0432624 3.7139212 4
#> 309 309 3.7845148 3.9760053 4
#> 310 310 4.0618326 4.3188088 4
#> 311 311 3.8897997 4.4053171 4
#> 312 312 4.2365329 4.0699871 4
#> 313 313 3.9067142 4.1001696 4
#> 314 314 3.7422580 3.7705689 4
#> 315 315 NA 4.2308153 4
#> 316 316 3.7645662 3.9354961 4
#> 317 317 3.6337119 4.1150142 4
#> 318 318 3.6829926 3.8372514 4
#> 319 319 3.7009328 3.3716265 4
#> 320 320 3.7982185 4.1134150 4
#> 321 321 4.1995805 3.7882197 4
#> 322 322 4.6708233 3.8238686 4
#> 323 323 3.8194605 4.0300259 4
#> 324 324 3.9125147 4.3606199 4
#> 325 325 NA 4.1979532 4
#> 326 326 4.6095099 3.8119764 4
#> 327 327 4.1288116 3.8410672 4
#> 328 328 4.2433053 4.2629510 4
#> 329 329 NA 3.9849585 4
#> 330 330 3.9050886 4.6841171 4
#> 331 331 3.8520994 4.4139432 4
#> 332 332 4.0572335 3.8279092 4
#> 333 333 NA 3.5749488 4
#> 334 334 NA 3.6265278 4
#> 335 335 4.4376978 4.2700247 4
#> 336 336 3.9077577 4.5968291 4
#> 337 337 4.2271544 3.1639074 4
#> 338 338 3.4867524 3.9930594 4
#> 339 339 NA 4.0612483 4
#> 340 340 NA 4.0132686 4
#> 341 341 3.9742781 4.1881292 4
#> 342 342 4.0096860 3.7158251 4
#> 343 343 4.0869059 3.6631519 4
#> 344 344 4.2426814 3.9939029 4
#> 345 345 NA 4.3675077 4
#> 346 346 3.4888428 4.0249177 4
#> 347 347 4.1576514 3.4342254 4
#> 348 348 3.7590898 4.3170781 4
#> 349 349 NA 4.1838737 4
#> 350 350 4.2566047 4.1768950 4
#> 351 351 NA 3.9800646 4
#> 352 352 4.0354038 3.8175676 4
#> 353 353 NA 4.2841914 4
#> 354 354 3.7934808 4.1179510 4
#> 355 355 3.5849291 3.8844382 4
#> 356 356 NA 3.8172211 4
#> 357 357 3.9372297 3.8846845 4
#> 358 358 3.5599020 3.7295729 4
#> 359 359 4.6707335 4.2618838 4
#> 360 360 3.8124565 4.1685464 4
#> 361 361 3.6496259 3.4728164 4
#> 362 362 4.0448586 3.7563652 4
#> 363 363 NA 4.0716072 4
#> 364 364 NA 4.7518005 4
#> 365 365 4.0516780 3.7058239 4
#> 366 366 3.9078938 4.4698375 4
#> 367 367 4.2710037 3.7723398 4
#> 368 368 NA 4.1481535 4
#> 369 369 4.4931485 3.9018549 4
#> 370 370 4.2443679 3.8695363 4
#> 371 371 4.2475339 4.4559169 4
#> 372 372 3.8962678 4.0011033 4
#> 373 373 4.1233442 3.8792980 4
#> 374 374 3.8070357 3.5513601 4
#> 375 375 NA 3.7162043 4
#> 376 376 4.1408775 4.2719289 4
#> 377 377 3.8013663 3.4558397 4
#> 378 378 3.9071587 3.7144674 4
#> 379 379 4.2383723 4.3380556 4
#> 380 380 3.7255447 4.0419667 4
#> 381 381 3.8603439 4.0301020 4
#> 382 382 NA 3.6386414 4
#> 383 383 4.4563107 3.9749625 4
#> 384 384 4.0796064 3.7608753 4
#> 385 385 NA 4.3304574 4
#> 386 386 4.1413243 4.0325231 4
#> 387 387 4.1389433 3.6428480 4
#> 388 388 NA 4.0839764 4
#> 389 389 NA 4.2332223 4
#> 390 390 3.8275946 3.9336731 4
#> 391 391 4.2536050 3.9586969 4
#> 392 392 NA 4.0345690 4
#> 393 393 NA 4.4599809 4
#> 394 394 4.3264229 3.8032677 4
#> 395 395 3.8821141 4.2575136 4
#> 396 396 3.8018617 3.6436988 4
#> 397 397 3.9552925 4.1618621 4
#> 398 398 3.7373544 3.9200914 4
#> 399 399 4.5097005 4.2274517 4
#> 400 400 4.0204571 3.6905794 4
#> 401 401 NA 5.3494581 5
#> 402 402 4.9564215 4.6182742 5
#> 403 403 NA 4.6658664 5
#> 404 404 4.5564204 4.6079189 5
#> 405 405 NA 4.9477375 5
#> 406 406 NA 4.7950245 5
#> 407 407 4.8960265 4.8135295 5
#> 408 408 4.9144539 4.9534510 5
#> 409 409 4.8057044 4.6740519 5
#> 410 410 4.6183356 5.1650666 5
#> 411 411 4.9474480 5.4184342 5
#> 412 412 4.3396041 4.5235042 5
#> 413 413 5.1739628 5.6202751 5
#> 414 414 5.0188389 4.4908661 5
#> 415 415 5.5325374 5.2581523 5
#> 416 416 5.4151084 4.8861070 5
#> 417 417 5.4892881 5.5542890 5
#> 418 418 4.7574826 5.3112969 5
#> 419 419 5.0286696 4.5591276 5
#> 420 420 5.2750425 4.1669155 5
#> 421 421 5.1421531 4.9769061 5
#> 422 422 4.8814263 4.7136524 5
#> 423 423 5.1288196 5.2126038 5
#> 424 424 5.2552792 5.5331260 5
#> 425 425 NA 5.2598943 5
#> 426 426 4.9997626 5.0459017 5
#> 427 427 NA 4.9860833 5
#> 428 428 5.1921027 4.4981458 5
#> 429 429 5.0320629 4.6730328 5
#> 430 430 4.5618567 4.9771473 5
#> 431 431 NA 4.6082505 5
#> 432 432 5.3816254 4.9812846 5
#> 433 433 4.4254437 5.1027115 5
#> 434 434 5.0706767 4.8353208 5
#> 435 435 5.3167743 5.2745184 5
#> 436 436 5.1295032 4.9737188 5
#> 437 437 NA 4.9923262 5
#> 438 438 5.7903726 4.6236928 5
#> 439 439 4.9907589 5.5640374 5
#> 440 440 4.3231434 4.9577152 5
#> 441 441 5.5510468 4.9679927 5
#> 442 442 5.1495607 5.2173665 5
#> 443 443 5.0468741 5.1286454 5
#> 444 444 5.1669505 4.5259353 5
#> 445 445 5.2061321 5.2324267 5
#> 446 446 4.0087453 4.6507124 5
#> 447 447 5.2634990 5.0026563 5
#> 448 448 5.4383527 4.8634766 5
#> 449 449 4.9671780 4.6991930 5
#> 450 450 5.3976819 5.1284209 5
#> 451 451 5.3422042 5.0607687 5
#> 452 452 NA 5.0544750 5
#> 453 453 4.9416130 5.1697082 5
#> 454 454 NA 4.9167029 5
#> 455 455 NA 4.5907255 5
#> 456 456 NA 5.3897622 5
#> 457 457 5.3614790 4.4021460 5
#> 458 458 4.7040700 4.9688852 5
#> 459 459 5.4088998 5.0899299 5
#> 460 460 4.8088590 4.8790999 5
#> 461 461 4.6241885 5.1015473 5
#> 462 462 4.8274587 4.5564719 5
#> 463 463 4.4971098 4.9860455 5
#> 464 464 5.0788436 5.0095065 5
#> 465 465 4.5737350 5.0844598 5
#> 466 466 5.2321540 5.2409586 5
#> 467 467 NA 4.9373425 5
#> 468 468 4.2430331 4.8989815 5
#> 469 469 NA 4.8631071 5
#> 470 470 5.2254021 5.3072781 5
#> 471 471 5.2394483 5.4372185 5
#> 472 472 4.5297074 4.9325208 5
#> 473 473 4.6557569 5.0870206 5
#> 474 474 5.1306760 5.0777830 5
#> 475 475 NA 5.0029677 5
#> 476 476 NA 4.9445978 5
#> 477 477 5.2081793 5.4962740 5
#> 478 478 NA 5.1310563 5
#> 479 479 4.7193324 5.2541948 5
#> 480 480 4.7292139 5.2988847 5
#> 481 481 NA 5.3202357 5
#> 482 482 4.7393965 4.9839972 5
#> 483 483 5.6563363 5.2978779 5
#> 484 484 5.4615590 4.8501942 5
#> 485 485 4.4353782 4.6650820 5
#> 486 486 5.2747625 4.7076450 5
#> 487 487 4.8794780 5.8362211 5
#> 488 488 4.6229378 4.7680060 5
#> 489 489 5.3553191 6.0441619 5
#> 490 490 NA 4.8147734 5
#> 491 491 4.6801544 5.1562347 5
#> 492 492 NA 5.1777621 5
#> 493 493 4.5420229 4.7298959 5
#> 494 494 4.5888799 5.4422844 5
#> 495 495 NA 5.3255398 5
#> 496 496 4.1116911 4.4879938 5
#> 497 497 5.3376787 4.6493911 5
#> 498 498 NA 4.5741640 5
#> 499 499 5.0488013 5.1937913 5
#> 500 500 4.5548233 4.8718602 5