A thin wrapper around ROSE::ROSE() that generates a synthetic balanced
sample by enlarging the feature space of minority and majority class
examples.
Usage
rose(
df,
var,
over_ratio = 1,
minority_prop = 0.5,
minority_smoothness = 1,
majority_smoothness = 1
)Arguments
- df
A data.frame or tibble. Must have 1 factor variable with exactly 2 levels and remaining numeric variables.
- var
Character, name of variable containing the 2-level factor variable.
- over_ratio
A numeric value for the ratio of the minority-to-majority frequencies. The default value (1) means that all other levels are sampled up to have the same frequency as the most occurring level. A value of 0.5 would mean that the minority levels will have (at most) (approximately) half as many rows as the majority level.
- minority_prop
A numeric. Determines the of over-sampling of the minority class. Defaults to 0.5.
- minority_smoothness
A numeric. Shrink factor to be multiplied by the smoothing parameters to estimate the conditional kernel density of the minority class. Defaults to 1.
- majority_smoothness
A numeric. Shrink factor to be multiplied by the smoothing parameters to estimate the conditional kernel density of the majority class. Defaults to 1.
Details
This function is a thin wrapper around ROSE::ROSE(). For full details on
the underlying implementation, see that function's documentation.
The factor variable used to balance around must only have 2 levels.
The ROSE algorithm works by selecting an observation belonging to class k
and generates new examples in its neighborhood as determined by some matrix
H_k. Smaller values of minority_smoothness and majority_smoothness
have the effect of shrinking the entries of the corresponding smoothing
matrix H_k. Shrinking would be a cautious choice if there is a concern
that excessively large neighborhoods could lead to blurring the boundaries
between the regions of the feature space associated with each class.
References
Lunardon, N., Menardi, G., and Torelli, N. (2014). ROSE: a Package for Binary Imbalanced Learning. R Jorunal, 6:82–92.
Menardi, G. and Torelli, N. (2014). Training and assessing classification rules with imbalanced data. Data Mining and Knowledge Discovery, 28:92–122.
See also
step_rose() for step function of this method
Other Direct Implementations:
adasyn(),
bsmote(),
nearmiss(),
smote(),
smotenc(),
tomek()
Examples
rose(circle_example[, c("x", "y", "class")], var = "class")
#> x y class
#> 1 13.08172463 9.0034688 Rest
#> 2 2.47460001 2.3346730 Rest
#> 3 5.01289558 13.4216909 Rest
#> 4 13.85042660 7.5337545 Rest
#> 5 13.89639349 9.6648430 Rest
#> 6 6.93230224 14.5884874 Rest
#> 7 6.70689041 14.4942610 Rest
#> 8 4.34875512 2.4400285 Rest
#> 9 5.36598962 4.7790644 Rest
#> 10 14.95244541 9.7633019 Rest
#> 11 5.34993370 12.4242527 Rest
#> 12 6.48414387 2.9525913 Rest
#> 13 14.68002855 2.7732020 Rest
#> 14 8.09863272 13.6220936 Rest
#> 15 2.99493260 7.9742031 Rest
#> 16 14.63226882 1.8173572 Rest
#> 17 11.11195153 12.1477861 Rest
#> 18 3.35635880 4.4541817 Rest
#> 19 6.55543627 0.8852976 Rest
#> 20 12.23681685 13.5818523 Rest
#> 21 5.15036190 13.1447995 Rest
#> 22 5.11212285 12.2458546 Rest
#> 23 12.03186295 9.2738622 Rest
#> 24 3.39702117 10.4601064 Rest
#> 25 8.26089480 2.5440225 Rest
#> 26 2.19285939 11.4768084 Rest
#> 27 5.65679992 6.7180883 Rest
#> 28 -0.17901451 2.0818453 Rest
#> 29 0.96408917 12.2364937 Rest
#> 30 0.59301058 4.2378522 Rest
#> 31 0.97162998 1.9700397 Rest
#> 32 2.66108076 15.5378456 Rest
#> 33 3.63834260 3.7023108 Rest
#> 34 5.66739836 8.4784556 Rest
#> 35 14.84541641 10.6213331 Rest
#> 36 6.66878929 11.9723719 Rest
#> 37 10.14318394 7.6582415 Rest
#> 38 10.95184502 13.2398300 Rest
#> 39 7.47916433 2.9071641 Rest
#> 40 6.58926979 2.2518449 Rest
#> 41 12.36081665 2.0473490 Rest
#> 42 1.93242905 2.5913521 Rest
#> 43 5.01777136 6.4271916 Rest
#> 44 11.79241814 5.6344555 Rest
#> 45 3.99871826 9.6266593 Rest
#> 46 3.70988092 9.1368105 Rest
#> 47 10.41645232 13.8322918 Rest
#> 48 13.18351765 11.7070244 Rest
#> 49 0.23244124 4.0667210 Rest
#> 50 10.35233806 8.9579520 Rest
#> 51 13.86082366 4.6200438 Rest
#> 52 5.14447383 15.3116222 Rest
#> 53 13.51583017 12.6632251 Rest
#> 54 11.15488071 13.0284765 Rest
#> 55 5.40119007 1.2956755 Rest
#> 56 1.31615017 2.5797530 Rest
#> 57 12.17670693 3.2133675 Rest
#> 58 7.37906625 16.9454943 Rest
#> 59 4.09668546 6.1436798 Rest
#> 60 10.30601601 17.9446996 Rest
#> 61 11.38743746 11.5840027 Rest
#> 62 4.40715467 3.1912019 Rest
#> 63 6.15774830 1.4446085 Rest
#> 64 10.69311038 3.3101885 Rest
#> 65 7.37965849 13.1006180 Rest
#> 66 6.28582980 13.6810305 Rest
#> 67 11.56290363 2.9547931 Rest
#> 68 14.88365057 11.0877280 Rest
#> 69 13.70027536 4.1561313 Rest
#> 70 9.46380439 10.1873227 Rest
#> 71 15.35725730 15.3472018 Rest
#> 72 11.78458857 14.4242270 Rest
#> 73 5.37960630 3.3965164 Rest
#> 74 0.04980465 13.5778353 Rest
#> 75 4.77942748 6.9205513 Rest
#> 76 6.84847451 17.0601851 Rest
#> 77 1.00339023 1.4871527 Rest
#> 78 10.00493089 2.1924143 Rest
#> 79 4.98815116 10.1983950 Rest
#> 80 4.54899679 10.4367794 Rest
#> 81 5.59673571 5.3085170 Rest
#> 82 1.01954053 8.6892133 Rest
#> 83 5.44507938 2.1734735 Rest
#> 84 10.79453263 1.2610927 Rest
#> 85 -0.16523586 14.2046420 Rest
#> 86 4.72303077 9.7612167 Rest
#> 87 5.67150451 12.5446606 Rest
#> 88 16.47278365 4.5384900 Rest
#> 89 9.50078315 12.9480714 Rest
#> 90 13.94350120 9.8937277 Rest
#> 91 15.23292084 9.5714188 Rest
#> 92 6.17912907 8.5757333 Rest
#> 93 11.33764781 12.7031713 Rest
#> 94 10.46472677 4.7634942 Rest
#> 95 4.20110001 10.3928788 Rest
#> 96 2.81270667 15.0147068 Rest
#> 97 0.49751248 12.5918184 Rest
#> 98 12.40940131 4.3233542 Rest
#> 99 12.73811830 7.0629058 Rest
#> 100 6.93946273 9.6671086 Rest
#> 101 4.23094711 13.7389327 Rest
#> 102 6.33722323 2.2593598 Rest
#> 103 4.60069933 -0.2605124 Rest
#> 104 15.33398352 1.1155111 Rest
#> 105 11.38469916 13.3559068 Rest
#> 106 9.73273880 7.8568950 Rest
#> 107 11.87826866 12.9628610 Rest
#> 108 11.39344873 8.0790024 Rest
#> 109 0.26148198 4.4653254 Rest
#> 110 1.89424551 2.1340391 Rest
#> 111 9.67748448 14.5747410 Rest
#> 112 13.72284486 1.0364767 Rest
#> 113 7.58558792 14.8119705 Rest
#> 114 10.36914306 9.7586688 Rest
#> 115 6.42984747 14.1439435 Rest
#> 116 7.87306927 6.2483394 Rest
#> 117 4.35839522 10.3292732 Rest
#> 118 7.92991179 15.3295171 Rest
#> 119 2.45835560 6.9383301 Rest
#> 120 9.57204193 15.8468536 Rest
#> 121 7.82170606 13.0467139 Rest
#> 122 3.82276458 0.8159718 Rest
#> 123 9.61910426 -0.5612103 Rest
#> 124 11.55563880 1.6450444 Rest
#> 125 5.60494609 1.7362104 Rest
#> 126 4.06537175 3.3707115 Rest
#> 127 2.12259562 4.1288296 Rest
#> 128 11.55922241 20.3532716 Rest
#> 129 5.07114328 12.6712775 Rest
#> 130 5.41703754 13.8028346 Rest
#> 131 18.57731377 4.2500274 Rest
#> 132 6.94441719 5.0009413 Rest
#> 133 14.83032311 1.5471473 Rest
#> 134 14.90143671 9.2960075 Rest
#> 135 1.20523669 0.1387226 Rest
#> 136 12.79695588 13.5389430 Rest
#> 137 4.56543967 14.6323366 Rest
#> 138 1.61688871 4.6399198 Rest
#> 139 4.00808454 4.6930005 Rest
#> 140 3.52302715 5.0054702 Rest
#> 141 12.33080257 8.1857984 Rest
#> 142 2.64004120 6.6648118 Rest
#> 143 13.50648770 3.6104671 Rest
#> 144 6.90239425 5.6984721 Rest
#> 145 14.49503268 8.8967220 Rest
#> 146 2.02837044 13.3479460 Rest
#> 147 2.80653414 2.2263625 Rest
#> 148 6.07591127 11.7815752 Rest
#> 149 -0.07639280 2.9935512 Rest
#> 150 13.91850592 8.2815711 Rest
#> 151 13.88150179 11.5592062 Rest
#> 152 6.69578355 3.0943044 Rest
#> 153 6.33640846 1.2062775 Rest
#> 154 7.76035789 10.6375013 Rest
#> 155 0.75350112 7.7310681 Rest
#> 156 0.71494650 0.7790829 Rest
#> 157 11.04374003 15.4387641 Rest
#> 158 3.17611215 10.4456853 Rest
#> 159 1.71398346 1.7898877 Rest
#> 160 3.71126033 3.7921257 Rest
#> 161 8.17731370 2.2771224 Rest
#> 162 2.13875558 13.4383373 Rest
#> 163 9.14840662 4.6838562 Rest
#> 164 1.40520008 2.6444408 Rest
#> 165 15.91361225 11.1031131 Rest
#> 166 7.37514700 11.6927712 Rest
#> 167 17.23057051 2.8292179 Rest
#> 168 12.63511020 8.4649658 Rest
#> 169 6.37247873 3.8918162 Rest
#> 170 5.60283511 5.6458595 Rest
#> 171 10.13614041 10.4926652 Rest
#> 172 10.54405310 11.7632662 Rest
#> 173 12.86923175 11.1646785 Rest
#> 174 2.14388363 14.1747394 Rest
#> 175 2.22039787 9.3629974 Rest
#> 176 11.04785067 7.8749336 Rest
#> 177 11.71447884 17.0930661 Rest
#> 178 12.96433710 5.4989294 Rest
#> 179 7.91517025 10.1793066 Rest
#> 180 6.68189682 12.3412243 Rest
#> 181 7.32838012 1.0103109 Rest
#> 182 5.51945591 6.1578399 Rest
#> 183 8.57622396 14.5877268 Rest
#> 184 9.19876977 3.8483216 Rest
#> 185 5.25070838 14.8061776 Rest
#> 186 8.73497875 12.4232683 Rest
#> 187 2.95557613 15.0785041 Rest
#> 188 0.46415036 4.0619399 Rest
#> 189 10.46898620 10.5179323 Rest
#> 190 10.39406722 12.1678221 Rest
#> 191 12.02882363 8.7506667 Rest
#> 192 10.17116038 2.0855498 Rest
#> 193 5.20772894 13.9488110 Rest
#> 194 6.84761578 0.4621599 Rest
#> 195 5.15452466 13.3684291 Rest
#> 196 4.69501784 2.5961687 Rest
#> 197 2.12421634 8.2963276 Rest
#> 198 3.09488549 13.4748130 Rest
#> 199 4.38988587 0.7081768 Rest
#> 200 10.11752450 9.8759200 Rest
#> 201 7.88285127 13.8798335 Rest
#> 202 4.83929460 3.1190833 Rest
#> 203 11.05734454 15.9301368 Rest
#> 204 13.82348315 3.7315712 Rest
#> 205 10.77393717 11.6005174 Rest
#> 206 7.47047751 11.6683702 Rest
#> 207 7.52258314 13.7794884 Rest
#> 208 3.81226715 4.2664352 Rest
#> 209 13.33990665 5.0649035 Rest
#> 210 11.28822828 11.9934125 Rest
#> 211 13.61277418 13.2478742 Rest
#> 212 10.03598975 -1.0204460 Rest
#> 213 10.77062848 11.6715691 Rest
#> 214 10.53142175 2.1550236 Rest
#> 215 14.88052114 4.8436979 Rest
#> 216 5.59931445 10.4439770 Rest
#> 217 3.52150571 5.2359385 Rest
#> 218 11.33156262 9.1485034 Rest
#> 219 9.05747146 11.4925564 Rest
#> 220 13.45217955 7.0237251 Rest
#> 221 0.58031201 9.8493233 Rest
#> 222 9.38395842 1.6660489 Rest
#> 223 13.32344325 6.5022496 Rest
#> 224 7.87011973 10.5855191 Rest
#> 225 6.66593426 12.4238082 Rest
#> 226 4.29074969 14.8666098 Rest
#> 227 3.62712329 15.7753727 Rest
#> 228 12.87366157 12.0298581 Rest
#> 229 6.71933909 12.0399127 Rest
#> 230 1.66925890 7.9971426 Rest
#> 231 11.10339961 13.7564817 Rest
#> 232 11.93067266 7.7017232 Rest
#> 233 4.85364289 11.3763972 Rest
#> 234 6.08205139 16.0230065 Rest
#> 235 10.40358654 12.4823478 Rest
#> 236 5.99751978 4.7052056 Rest
#> 237 15.86846681 14.0524192 Rest
#> 238 1.78411987 7.0055451 Rest
#> 239 8.94649561 7.2847636 Rest
#> 240 6.66598862 6.2916671 Rest
#> 241 12.38515301 5.9856303 Rest
#> 242 7.75840043 15.5845589 Rest
#> 243 5.32749595 16.1175841 Rest
#> 244 14.42475314 12.5309754 Rest
#> 245 13.46413186 9.6063541 Rest
#> 246 4.74319703 3.7313916 Rest
#> 247 6.48164737 3.5089772 Rest
#> 248 2.31381030 7.9197762 Rest
#> 249 1.32031561 10.9140296 Rest
#> 250 15.86729033 12.2034726 Rest
#> 251 7.93261139 10.7068705 Rest
#> 252 8.04517088 14.4679686 Rest
#> 253 8.59558947 3.7605440 Rest
#> 254 7.98338303 5.0183293 Rest
#> 255 11.00817444 11.1594239 Rest
#> 256 12.25981483 12.0274299 Rest
#> 257 11.80958629 15.1087172 Rest
#> 258 11.89804170 4.5289603 Rest
#> 259 8.58916494 13.7117356 Rest
#> 260 5.32816153 0.9795712 Rest
#> 261 6.58843871 12.1135746 Rest
#> 262 12.66402907 5.4845014 Rest
#> 263 8.50231438 11.5514246 Rest
#> 264 1.85321792 4.6002817 Rest
#> 265 3.85594297 4.4411601 Rest
#> 266 14.51242449 2.5175129 Rest
#> 267 10.42614724 11.0903977 Rest
#> 268 14.19037753 6.3181580 Rest
#> 269 6.10825642 9.7256481 Rest
#> 270 13.46738024 3.6009824 Rest
#> 271 4.56049587 13.3329904 Rest
#> 272 2.17679406 1.2764453 Rest
#> 273 1.58182277 9.2581304 Rest
#> 274 1.71356803 13.4065310 Rest
#> 275 13.43691735 5.7028470 Rest
#> 276 6.11279375 10.9063490 Rest
#> 277 5.73818502 13.3709181 Rest
#> 278 2.85004165 9.2203347 Rest
#> 279 5.35956761 13.2498391 Rest
#> 280 5.30638582 11.8209022 Rest
#> 281 11.05910822 9.1458969 Rest
#> 282 7.67359531 12.6136616 Rest
#> 283 13.09865781 13.0448608 Rest
#> 284 0.50453836 2.4741875 Rest
#> 285 3.83999751 9.3931554 Rest
#> 286 10.11572261 1.1109550 Rest
#> 287 8.76386028 11.6267227 Rest
#> 288 2.50331474 9.2669270 Rest
#> 289 6.39989368 11.4137581 Rest
#> 290 11.35799515 12.0031408 Rest
#> 291 1.85859069 6.2430272 Rest
#> 292 2.59280840 12.2048474 Rest
#> 293 14.68980172 1.6222458 Rest
#> 294 14.99671925 7.1391295 Rest
#> 295 2.66348589 4.3941443 Rest
#> 296 5.96298189 2.2477893 Rest
#> 297 7.63441035 2.2806093 Rest
#> 298 12.81969414 3.0722462 Rest
#> 299 3.81667669 12.6844273 Rest
#> 300 2.93601811 13.9599228 Rest
#> 301 10.16281888 9.8612624 Rest
#> 302 3.92916434 8.3257404 Rest
#> 303 11.91825233 4.4708364 Rest
#> 304 7.46654671 13.1469317 Rest
#> 305 2.23356934 7.7241697 Rest
#> 306 9.25915294 11.6563553 Rest
#> 307 2.26355446 14.6856481 Rest
#> 308 4.60797794 9.3691897 Rest
#> 309 11.58195099 -0.4734698 Rest
#> 310 6.02389714 10.6959786 Rest
#> 311 2.78856420 6.1045425 Rest
#> 312 4.79155447 1.1208983 Rest
#> 313 7.07323246 12.9926393 Rest
#> 314 9.54484100 13.4193916 Rest
#> 315 10.44811019 9.3937234 Rest
#> 316 11.91375598 1.4778046 Rest
#> 317 3.00431861 1.8158376 Rest
#> 318 3.17842333 9.5919466 Rest
#> 319 11.04593934 12.9541323 Rest
#> 320 2.83305113 2.2336819 Rest
#> 321 4.12176769 10.0369642 Rest
#> 322 2.43613885 9.3601749 Rest
#> 323 2.64031076 7.8468566 Rest
#> 324 4.98302824 8.1370564 Rest
#> 325 1.66848089 15.4587365 Rest
#> 326 12.56696984 4.7666453 Rest
#> 327 13.20719401 -0.3890971 Rest
#> 328 3.21032518 3.5113408 Rest
#> 329 9.82554240 15.0662612 Rest
#> 330 10.77813156 13.9494023 Rest
#> 331 4.20570347 10.7695515 Rest
#> 332 10.64594602 8.0991815 Rest
#> 333 5.15159536 5.4036766 Rest
#> 334 13.46950936 9.8455501 Rest
#> 335 5.44242745 11.2050452 Rest
#> 336 11.35181392 3.3396972 Rest
#> 337 14.66580563 10.1509424 Rest
#> 338 1.09186648 4.0211416 Rest
#> 339 9.96544170 0.6412760 Rest
#> 340 7.60765015 0.6034569 Rest
#> 341 12.11507142 4.9056380 Rest
#> 342 13.93823755 2.3087477 Rest
#> 343 13.48125897 11.3162849 Rest
#> 344 8.28528483 8.4088226 Circle
#> 345 10.35010466 7.0416249 Circle
#> 346 10.38434404 10.3608676 Circle
#> 347 6.61868556 10.8717038 Circle
#> 348 6.28292731 6.4887182 Circle
#> 349 6.05803756 6.8718502 Circle
#> 350 7.66329492 6.0617184 Circle
#> 351 9.29394103 5.3222079 Circle
#> 352 8.91542960 9.4006377 Circle
#> 353 5.78586768 8.1673195 Circle
#> 354 10.87968700 10.7639663 Circle
#> 355 6.63377268 6.0741024 Circle
#> 356 7.80021680 10.1226182 Circle
#> 357 10.19056570 10.2224545 Circle
#> 358 6.05055257 10.0485329 Circle
#> 359 9.92252528 10.6989686 Circle
#> 360 8.64737574 9.5463822 Circle
#> 361 4.98078426 9.1064122 Circle
#> 362 10.79267425 6.3832403 Circle
#> 363 8.19046889 8.8812974 Circle
#> 364 6.97030071 6.9916532 Circle
#> 365 6.82715413 5.7027256 Circle
#> 366 6.49959024 9.6059334 Circle
#> 367 6.74238418 8.8858705 Circle
#> 368 5.34117609 7.3882493 Circle
#> 369 8.65048969 8.8450935 Circle
#> 370 6.41060767 10.7500039 Circle
#> 371 6.20250501 9.8710481 Circle
#> 372 9.50382260 8.9430858 Circle
#> 373 7.66268099 7.7869912 Circle
#> 374 5.73234058 5.8167261 Circle
#> 375 8.64988963 7.6034055 Circle
#> 376 7.46702069 10.0873507 Circle
#> 377 5.99391188 6.6321327 Circle
#> 378 10.07107894 8.7117076 Circle
#> 379 11.33933518 8.6284422 Circle
#> 380 6.32782574 6.6223697 Circle
#> 381 9.38063536 8.7157038 Circle
#> 382 5.56670243 9.8520940 Circle
#> 383 9.98890744 7.1660730 Circle
#> 384 8.14028870 6.1872181 Circle
#> 385 7.71317265 5.6599851 Circle
#> 386 6.99073532 9.8057084 Circle
#> 387 6.09847801 6.2493162 Circle
#> 388 6.75373823 8.4767832 Circle
#> 389 9.37423601 10.0829331 Circle
#> 390 7.24259289 9.7600733 Circle
#> 391 9.14699969 8.2117394 Circle
#> 392 8.27815792 6.0336658 Circle
#> 393 9.05424170 11.8476948 Circle
#> 394 8.53652485 8.0586296 Circle
#> 395 9.22269817 7.9779933 Circle
#> 396 7.70047350 4.5675913 Circle
#> 397 7.85868687 8.4516219 Circle
#> 398 8.86631014 8.3706228 Circle
#> 399 5.89333909 7.6792670 Circle
#> 400 7.21486808 7.5063662 Circle
#> 401 8.07218858 7.7690111 Circle
#> 402 7.80355080 10.3151010 Circle
#> 403 5.44130389 8.9808379 Circle
#> 404 10.01346443 6.4793940 Circle
#> 405 6.94561845 10.9998003 Circle
#> 406 7.49293653 8.9540705 Circle
#> 407 8.32857419 5.4429013 Circle
#> 408 5.58757528 8.7351482 Circle
#> 409 9.84369242 9.8483796 Circle
#> 410 9.13400026 6.8403155 Circle
#> 411 7.23668996 8.1726897 Circle
#> 412 6.67386749 8.5993461 Circle
#> 413 6.47994153 9.2222997 Circle
#> 414 8.64393668 10.1949374 Circle
#> 415 8.56095727 7.8634662 Circle
#> 416 10.74557618 8.5513962 Circle
#> 417 7.30744836 7.9504407 Circle
#> 418 8.75867489 9.8960397 Circle
#> 419 7.14371573 8.9119439 Circle
#> 420 7.41571950 6.9996496 Circle
#> 421 7.85491063 5.8283717 Circle
#> 422 6.73252235 10.9621948 Circle
#> 423 4.55512026 6.9710347 Circle
#> 424 8.96298693 9.5864947 Circle
#> 425 7.04865420 8.6723861 Circle
#> 426 6.98565096 8.0419950 Circle
#> 427 8.90982238 9.1056227 Circle
#> 428 8.24248475 6.6071843 Circle
#> 429 10.15934951 7.8863595 Circle
#> 430 9.89670069 10.0169343 Circle
#> 431 7.61433374 11.2242284 Circle
#> 432 7.44415054 10.0117151 Circle
#> 433 7.01470875 11.1996243 Circle
#> 434 6.86739238 10.5936957 Circle
#> 435 8.63043584 11.0295140 Circle
#> 436 4.76963045 8.2035887 Circle
#> 437 5.22212955 9.5387629 Circle
#> 438 10.67911240 11.1133427 Circle
#> 439 8.18344989 5.2301553 Circle
#> 440 9.38727716 9.1929808 Circle
#> 441 9.82346332 9.3316196 Circle
#> 442 6.38934237 8.6955589 Circle
#> 443 8.37137013 8.5469989 Circle
#> 444 5.56532151 8.4726220 Circle
#> 445 7.71924806 9.9725433 Circle
#> 446 9.68659603 7.6114409 Circle
#> 447 10.35875809 11.1243144 Circle
#> 448 4.70048498 5.6474418 Circle
#> 449 5.28159768 8.3585996 Circle
#> 450 9.37291549 8.2910520 Circle
#> 451 9.85479063 6.8739244 Circle
#> 452 7.30118746 10.0689612 Circle
#> 453 10.83626622 9.6261000 Circle
#> 454 4.85720857 6.1110049 Circle
#> 455 6.86649700 8.6740232 Circle
#> 456 9.86722241 8.9958422 Circle
#> 457 9.26776555 8.2557920 Circle
#> 458 5.36181966 7.3141833 Circle
#> 459 8.65098630 9.9377320 Circle
#> 460 10.24367737 5.5417697 Circle
#> 461 8.46733210 6.1166784 Circle
#> 462 6.93150077 9.1627730 Circle
#> 463 9.07228786 7.9857613 Circle
#> 464 8.45847977 6.4463083 Circle
#> 465 8.55121305 8.7640590 Circle
#> 466 6.89492139 9.7807550 Circle
#> 467 8.76485687 7.7151223 Circle
#> 468 9.47331868 5.9354136 Circle
#> 469 7.65271342 7.3611297 Circle
#> 470 7.34364057 9.6636974 Circle
#> 471 8.17639027 8.8594926 Circle
#> 472 8.08243359 7.6688579 Circle
#> 473 7.20527746 8.2577979 Circle
#> 474 8.63113164 5.8628075 Circle
#> 475 7.92523423 9.8723674 Circle
#> 476 10.21868075 10.3164997 Circle
#> 477 8.90239417 9.1391036 Circle
#> 478 9.90087472 6.4443917 Circle
#> 479 7.41691085 8.4551444 Circle
#> 480 8.00207435 6.5842405 Circle
#> 481 4.32097863 8.0970716 Circle
#> 482 4.91730987 9.6368484 Circle
#> 483 9.12924227 9.1259427 Circle
#> 484 8.75935007 5.2742440 Circle
#> 485 5.82182590 10.4271186 Circle
#> 486 8.19125542 7.2865793 Circle
#> 487 7.87464915 7.3734266 Circle
#> 488 8.01912232 6.0395963 Circle
#> 489 8.44973636 5.9164113 Circle
#> 490 6.07214162 9.6148472 Circle
#> 491 9.69979738 8.9444290 Circle
#> 492 7.80473187 7.2849123 Circle
#> 493 5.50979440 7.2736450 Circle
#> 494 9.26168647 11.1615821 Circle
#> 495 5.25371084 9.5396585 Circle
#> 496 8.52796289 6.7701999 Circle
#> 497 7.43153555 4.8844835 Circle
#> 498 6.71415237 10.1371930 Circle
#> 499 8.54548941 6.1458025 Circle
#> 500 10.39689894 7.6919184 Circle
#> 501 5.13411523 8.2223904 Circle
#> 502 7.75884243 6.3161875 Circle
#> 503 6.97772826 10.9622233 Circle
#> 504 9.17073213 9.1481621 Circle
#> 505 8.95030857 10.1589010 Circle
#> 506 7.43117814 9.7087594 Circle
#> 507 8.05464505 7.2039773 Circle
#> 508 10.71184705 7.5862885 Circle
#> 509 7.11146750 6.0920008 Circle
#> 510 5.48800731 7.1240721 Circle
#> 511 5.95154596 10.4728500 Circle
#> 512 9.10871087 11.1032418 Circle
#> 513 8.17288658 4.7372313 Circle
#> 514 6.08898669 8.4603616 Circle
#> 515 6.01208649 8.4762803 Circle
#> 516 11.79893448 7.1342334 Circle
#> 517 6.65360950 10.6327412 Circle
#> 518 6.10473730 8.4096173 Circle
#> 519 9.43426978 7.1352472 Circle
#> 520 9.49324279 8.3208194 Circle
#> 521 10.33695898 6.5078673 Circle
#> 522 6.81874317 10.2392997 Circle
#> 523 8.35171047 6.0107897 Circle
#> 524 5.16681962 6.6138886 Circle
#> 525 9.55681418 6.5612762 Circle
#> 526 7.10644723 8.2652712 Circle
#> 527 9.49641460 10.0586998 Circle
#> 528 8.32390080 5.8898412 Circle
#> 529 6.43840725 9.2341077 Circle
#> 530 7.32250273 9.8126086 Circle
#> 531 8.77480334 6.7318128 Circle
#> 532 6.27346746 7.6623323 Circle
#> 533 7.83026752 10.0424084 Circle
#> 534 3.06110256 7.2824882 Circle
#> 535 8.29682757 9.0130898 Circle
#> 536 6.35478795 7.0719131 Circle
#> 537 9.35928010 9.3771851 Circle
#> 538 10.76531980 5.9556729 Circle
#> 539 8.02853484 10.6999882 Circle
#> 540 8.00179588 7.5792472 Circle
#> 541 8.57457703 9.5955050 Circle
#> 542 9.00892656 11.0993675 Circle
#> 543 7.07841346 8.6429634 Circle
#> 544 5.38894899 8.3509315 Circle
#> 545 8.65025331 10.7560865 Circle
#> 546 8.23218693 10.9494508 Circle
#> 547 6.86908843 6.4252543 Circle
#> 548 6.36734061 7.7887234 Circle
#> 549 7.47239623 9.1735127 Circle
#> 550 6.63506466 7.6108625 Circle
#> 551 11.53492584 9.2238666 Circle
#> 552 7.56654884 9.8646959 Circle
#> 553 6.70288787 7.7224385 Circle
#> 554 9.49195489 10.3770500 Circle
#> 555 6.61120398 10.6220232 Circle
#> 556 6.12344419 7.9569457 Circle
#> 557 6.43128345 10.4340914 Circle
#> 558 11.07413991 9.6955750 Circle
#> 559 9.09446444 10.7408734 Circle
#> 560 7.58648523 7.8634835 Circle
#> 561 8.32094762 9.5891962 Circle
#> 562 8.01493145 9.8735849 Circle
#> 563 10.89414017 7.4862730 Circle
#> 564 5.33415051 8.9722952 Circle
#> 565 4.34579913 6.8752741 Circle
#> 566 8.90072738 10.6187337 Circle
#> 567 9.52197465 11.2126224 Circle
#> 568 9.93712979 9.7604037 Circle
#> 569 8.96882773 7.4693312 Circle
#> 570 5.83978924 8.7998514 Circle
#> 571 9.03142778 5.6779836 Circle
#> 572 7.62969334 10.7776781 Circle
#> 573 9.26655917 9.2296103 Circle
#> 574 9.47856955 7.9081559 Circle
#> 575 8.40534671 6.1797034 Circle
#> 576 7.96984845 5.8039954 Circle
#> 577 5.47406321 9.0885064 Circle
#> 578 9.35334033 9.3778258 Circle
#> 579 8.74594725 8.5350015 Circle
#> 580 6.29738775 9.9702995 Circle
#> 581 6.79626627 9.1835944 Circle
#> 582 8.20104194 3.3927398 Circle
#> 583 6.02285033 7.3052954 Circle
#> 584 8.11980154 12.4458590 Circle
#> 585 9.48481565 11.4832279 Circle
#> 586 9.70947432 9.4849534 Circle
#> 587 6.19179488 6.6809498 Circle
#> 588 8.92976096 9.2817114 Circle
#> 589 10.49756705 10.2702616 Circle
#> 590 9.53287982 6.9895041 Circle
#> 591 8.95909262 6.8252969 Circle
#> 592 8.33257744 10.7246434 Circle
#> 593 8.67460318 9.3193154 Circle
#> 594 4.83490596 7.4016944 Circle
#> 595 8.80048474 7.8379143 Circle
#> 596 5.12510346 6.3998865 Circle
#> 597 8.01474030 7.9614526 Circle
#> 598 6.21420857 7.0054749 Circle
#> 599 6.93551761 8.7538657 Circle
#> 600 10.81898753 8.2409878 Circle
#> 601 8.88244538 7.9127278 Circle
#> 602 4.83073110 7.8798344 Circle
#> 603 9.47103444 7.0222721 Circle
#> 604 6.63389565 10.3172392 Circle
#> 605 7.22994255 8.3078972 Circle
#> 606 6.56930648 5.3881722 Circle
#> 607 8.37943786 6.7109460 Circle
#> 608 6.75501315 8.8005501 Circle
#> 609 10.12483530 9.9641030 Circle
#> 610 5.53612464 7.3644431 Circle
#> 611 8.11215449 7.0788635 Circle
#> 612 9.27798370 8.0487793 Circle
#> 613 6.54927371 10.4399951 Circle
#> 614 9.27845226 6.9450775 Circle
#> 615 10.01613681 7.6756091 Circle
#> 616 5.52326055 9.2598074 Circle
#> 617 4.61671376 7.7063257 Circle
#> 618 8.60762022 10.4954313 Circle
#> 619 5.66099660 8.9216730 Circle
#> 620 8.43542248 5.7826760 Circle
#> 621 9.50729677 10.7425136 Circle
#> 622 9.91103164 9.2777376 Circle
#> 623 7.44238270 6.1775594 Circle
#> 624 7.36713718 6.4759110 Circle
#> 625 8.36560465 9.5710497 Circle
#> 626 5.18693787 5.6025304 Circle
#> 627 7.21629830 7.0116719 Circle
#> 628 9.74775977 6.2399088 Circle
#> 629 8.20716119 4.3659212 Circle
#> 630 10.27472209 10.8281584 Circle
#> 631 5.44541507 7.2667021 Circle
#> 632 7.51427497 6.2705555 Circle
#> 633 7.10027192 9.2221200 Circle
#> 634 9.14761070 8.9227845 Circle
#> 635 6.31970254 7.1793398 Circle
#> 636 9.00704830 10.8487094 Circle
#> 637 7.90296646 9.1502404 Circle
#> 638 7.58889761 9.4022842 Circle
#> 639 5.86614147 7.8697338 Circle
#> 640 7.12733872 10.1260660 Circle
#> 641 7.55485768 8.3357487 Circle
#> 642 4.84723494 6.6128268 Circle
#> 643 8.60227178 8.0264779 Circle
#> 644 8.62047098 9.0938437 Circle
#> 645 5.06628370 8.3199901 Circle
#> 646 10.89996706 9.4024624 Circle
#> 647 8.23501170 9.1786535 Circle
#> 648 8.29194515 8.5480971 Circle
#> 649 5.18870337 7.4006254 Circle
#> 650 6.63372210 8.9472033 Circle
#> 651 9.20862218 8.8519956 Circle
#> 652 7.99253716 10.7844282 Circle
#> 653 9.25196168 5.4218506 Circle
#> 654 7.98905669 9.2618626 Circle
#> 655 8.95518840 8.3544857 Circle
#> 656 9.64252870 11.8644449 Circle
#> 657 7.95948919 10.7395951 Circle
#> 658 9.48141076 9.8990790 Circle
#> 659 7.48280053 9.1224467 Circle
#> 660 11.84566994 8.1906357 Circle
#> 661 11.11978404 8.4789590 Circle
#> 662 10.76761411 6.4113528 Circle
#> 663 5.97085212 7.2702915 Circle
#> 664 11.04564218 8.3819170 Circle
#> 665 5.51364511 7.8135418 Circle
#> 666 9.75254247 9.0097339 Circle
#> 667 7.37401068 8.1301601 Circle
#> 668 10.17090598 9.1488259 Circle
#> 669 8.11331964 5.9324174 Circle
#> 670 9.75817589 6.0295078 Circle
#> 671 5.70194800 7.2963094 Circle
#> 672 6.68263723 10.3780465 Circle
#> 673 8.57149728 11.1717666 Circle
#> 674 11.99729246 8.7853780 Circle
#> 675 8.47561840 6.7152712 Circle
#> 676 6.40890228 7.4997710 Circle
#> 677 8.62619288 10.3493442 Circle
#> 678 8.54744941 8.9991090 Circle
#> 679 10.04775844 10.0982580 Circle
#> 680 7.05261620 10.1973212 Circle
#> 681 8.42902880 10.7090845 Circle
#> 682 9.91604696 11.2925778 Circle
#> 683 7.98441574 10.2741265 Circle
#> 684 9.20677265 8.2147606 Circle
rose(circle_example[, c("x", "y", "class")], var = "class", over_ratio = 0.8)
#> x y class
#> 1 11.7667072 12.6577281 Rest
#> 2 7.0892870 2.1877948 Rest
#> 3 7.9595892 1.2473397 Rest
#> 4 13.6152031 10.8558946 Rest
#> 5 12.1396490 8.6775428 Rest
#> 6 8.1894482 12.1821896 Rest
#> 7 15.7066838 8.6019819 Rest
#> 8 11.8373725 10.4246157 Rest
#> 9 5.7131993 3.6819137 Rest
#> 10 6.7494605 14.8578778 Rest
#> 11 4.8084950 2.8567000 Rest
#> 12 6.4945614 13.3563514 Rest
#> 13 9.6690624 17.3582790 Rest
#> 14 14.7681717 6.0930347 Rest
#> 15 3.3468324 9.4708804 Rest
#> 16 13.6753726 13.1641773 Rest
#> 17 13.6587133 13.4906651 Rest
#> 18 14.2797553 6.6481380 Rest
#> 19 12.3247389 10.0113864 Rest
#> 20 12.9123216 8.7558641 Rest
#> 21 8.0596584 10.3333967 Rest
#> 22 8.6046983 16.7566604 Rest
#> 23 4.1502910 10.1856877 Rest
#> 24 1.5916118 12.9440717 Rest
#> 25 8.5440064 2.0095756 Rest
#> 26 8.8881870 2.3432720 Rest
#> 27 4.3730965 15.1643643 Rest
#> 28 9.8742703 4.5902000 Rest
#> 29 15.7247948 3.0810113 Rest
#> 30 4.1387425 2.8428110 Rest
#> 31 11.3002504 10.0791250 Rest
#> 32 7.5695590 13.4777877 Rest
#> 33 14.8570715 7.1682143 Rest
#> 34 9.6490424 14.0074403 Rest
#> 35 1.8005317 9.2770152 Rest
#> 36 8.9539374 4.0494635 Rest
#> 37 5.7085415 11.5133431 Rest
#> 38 12.9289171 2.3494396 Rest
#> 39 6.9042117 9.6925946 Rest
#> 40 1.2159436 5.8934131 Rest
#> 41 1.6543799 7.1532208 Rest
#> 42 8.2731125 13.8852787 Rest
#> 43 13.2787889 1.1568817 Rest
#> 44 0.7740273 12.9196883 Rest
#> 45 11.5581278 3.8349505 Rest
#> 46 3.5107405 15.3819025 Rest
#> 47 1.2482194 13.4395826 Rest
#> 48 8.0195646 0.1677711 Rest
#> 49 1.9532905 11.5253006 Rest
#> 50 12.7153348 10.4850806 Rest
#> 51 2.8973175 16.5833676 Rest
#> 52 4.4287676 4.1571797 Rest
#> 53 9.2622312 5.6498170 Rest
#> 54 14.5149772 4.5444689 Rest
#> 55 6.1592276 3.4040635 Rest
#> 56 -0.1146773 7.7811566 Rest
#> 57 6.6107264 0.6884451 Rest
#> 58 3.1312656 6.6536896 Rest
#> 59 13.9967218 2.8248096 Rest
#> 60 6.3283021 4.1209752 Rest
#> 61 7.3261357 13.1145861 Rest
#> 62 6.2703480 2.2712232 Rest
#> 63 9.9657902 12.9990516 Rest
#> 64 13.0071453 9.8901874 Rest
#> 65 11.2028319 1.9676322 Rest
#> 66 7.1092000 12.0771218 Rest
#> 67 11.8371173 2.2290220 Rest
#> 68 10.8679548 10.6183289 Rest
#> 69 10.5623820 14.2601186 Rest
#> 70 1.8466508 6.3605286 Rest
#> 71 7.5748350 15.4866340 Rest
#> 72 12.2873819 2.0865748 Rest
#> 73 14.4392378 10.6338660 Rest
#> 74 6.1438767 3.3705951 Rest
#> 75 12.8884168 16.5033345 Rest
#> 76 5.7535045 12.0476555 Rest
#> 77 4.6491719 -1.0706232 Rest
#> 78 4.3526162 2.9041730 Rest
#> 79 14.3477429 -0.7120180 Rest
#> 80 13.4833344 9.8507912 Rest
#> 81 6.1070076 1.8182291 Rest
#> 82 12.0608735 3.7277448 Rest
#> 83 5.0731847 14.9162565 Rest
#> 84 6.6708250 8.1799026 Rest
#> 85 13.9114063 2.9551432 Rest
#> 86 3.8388048 9.5591616 Rest
#> 87 12.3318439 4.9901051 Rest
#> 88 12.2255138 8.6149659 Rest
#> 89 9.2465982 9.7868247 Rest
#> 90 10.4866283 7.3300846 Rest
#> 91 9.9201476 10.9845092 Rest
#> 92 4.8155876 8.0981025 Rest
#> 93 2.6992207 3.3614508 Rest
#> 94 5.7808516 9.0454734 Rest
#> 95 5.1937049 12.7948081 Rest
#> 96 12.9287003 4.8129470 Rest
#> 97 8.3770220 13.7296734 Rest
#> 98 11.9383107 9.3298245 Rest
#> 99 8.5545826 16.1495525 Rest
#> 100 12.3871061 11.9913892 Rest
#> 101 9.7216000 5.2368493 Rest
#> 102 8.7957478 18.9419838 Rest
#> 103 7.8723480 3.8365956 Rest
#> 104 10.7324358 10.0104663 Rest
#> 105 7.4349765 15.5193040 Rest
#> 106 13.4194007 11.3462215 Rest
#> 107 4.4431319 3.9271765 Rest
#> 108 7.4641646 11.7122883 Rest
#> 109 9.0496221 13.7439620 Rest
#> 110 -1.0079466 7.7641814 Rest
#> 111 15.2078512 15.8435317 Rest
#> 112 14.2396071 8.3341325 Rest
#> 113 7.8222310 17.7979478 Rest
#> 114 9.8948615 15.9394061 Rest
#> 115 4.0733150 6.2368347 Rest
#> 116 5.5258649 8.3486634 Rest
#> 117 6.7702273 12.6119150 Rest
#> 118 2.1682508 7.6854645 Rest
#> 119 12.0545341 12.7668256 Rest
#> 120 14.6273352 4.7674681 Rest
#> 121 3.2381412 7.6419855 Rest
#> 122 9.6455404 4.5336377 Rest
#> 123 5.8718431 14.3170397 Rest
#> 124 15.9665757 16.1513999 Rest
#> 125 10.2152378 3.5191331 Rest
#> 126 15.7707528 7.6390621 Rest
#> 127 4.6220777 11.3556066 Rest
#> 128 9.5004720 14.2546342 Rest
#> 129 10.3754876 6.3060445 Rest
#> 130 10.2784003 7.8858625 Rest
#> 131 2.1050959 6.3307318 Rest
#> 132 5.5273223 1.4431217 Rest
#> 133 4.6927622 8.9756752 Rest
#> 134 3.4121952 14.4118020 Rest
#> 135 11.7548378 2.5448473 Rest
#> 136 12.7701518 0.9822972 Rest
#> 137 12.0057593 3.7789925 Rest
#> 138 2.5248886 9.8055396 Rest
#> 139 1.9655289 10.6020235 Rest
#> 140 0.5173008 8.7459238 Rest
#> 141 2.1217469 8.7295378 Rest
#> 142 5.3076029 3.7758702 Rest
#> 143 9.4763887 13.8974540 Rest
#> 144 0.1743561 3.5341828 Rest
#> 145 13.2788124 5.7396777 Rest
#> 146 1.4314676 7.9623356 Rest
#> 147 7.9378585 10.3968900 Rest
#> 148 8.8390260 6.2993131 Rest
#> 149 4.4110938 14.0580790 Rest
#> 150 1.7222256 2.3277985 Rest
#> 151 12.8081854 5.3279849 Rest
#> 152 6.2036973 8.0539710 Rest
#> 153 5.3617219 12.4933953 Rest
#> 154 2.8166205 17.4674647 Rest
#> 155 4.8886961 3.9351730 Rest
#> 156 12.6313519 2.7042774 Rest
#> 157 0.1808625 10.4837201 Rest
#> 158 5.3007462 0.5388264 Rest
#> 159 4.1622651 7.4419800 Rest
#> 160 12.3000940 9.6868085 Rest
#> 161 9.4918414 11.7644053 Rest
#> 162 11.8885325 16.3673857 Rest
#> 163 2.1329618 12.3686553 Rest
#> 164 6.0453535 4.2783540 Rest
#> 165 8.5008006 10.8180497 Rest
#> 166 10.1033580 3.5959782 Rest
#> 167 9.9989969 13.6225258 Rest
#> 168 13.6436004 10.1494006 Rest
#> 169 14.4880142 4.9329626 Rest
#> 170 16.0111253 1.1275624 Rest
#> 171 10.3820514 0.5040494 Rest
#> 172 7.9889007 11.2628233 Rest
#> 173 4.9702378 11.0365159 Rest
#> 174 6.7046528 10.9598849 Rest
#> 175 2.1988529 9.5703030 Rest
#> 176 12.9267353 8.1403488 Rest
#> 177 8.1195184 1.9702280 Rest
#> 178 4.3538798 10.5636414 Rest
#> 179 14.7958174 4.5748727 Rest
#> 180 4.2006596 2.6205227 Rest
#> 181 9.8524577 16.0708806 Rest
#> 182 5.7136394 3.1701405 Rest
#> 183 6.1136015 2.7421816 Rest
#> 184 12.4733940 0.2456047 Rest
#> 185 2.7307779 3.9407520 Rest
#> 186 2.6561518 15.0766951 Rest
#> 187 11.1003988 13.9577423 Rest
#> 188 9.9113402 9.9708068 Rest
#> 189 5.5600070 13.0210329 Rest
#> 190 5.5101710 4.0856379 Rest
#> 191 14.3825516 8.4382171 Rest
#> 192 10.6862855 11.6008951 Rest
#> 193 2.9418271 12.8244369 Rest
#> 194 5.5167349 10.8765447 Rest
#> 195 12.4511207 1.3001497 Rest
#> 196 15.2469511 -0.1689673 Rest
#> 197 5.0374018 9.0509271 Rest
#> 198 9.2623959 4.0980381 Rest
#> 199 8.4510416 13.2641798 Rest
#> 200 15.9445730 9.0630804 Rest
#> 201 12.7347373 12.6511265 Rest
#> 202 12.1641408 13.4593849 Rest
#> 203 17.0680222 5.7260933 Rest
#> 204 3.5091339 7.4637926 Rest
#> 205 4.9591922 2.7015997 Rest
#> 206 4.3426210 1.4998814 Rest
#> 207 10.9390944 11.4560758 Rest
#> 208 3.3564443 4.4161147 Rest
#> 209 7.9627703 12.5507503 Rest
#> 210 9.5990425 13.4292451 Rest
#> 211 6.9087223 6.6459347 Rest
#> 212 7.6079570 0.5045040 Rest
#> 213 15.5690045 14.4471339 Rest
#> 214 11.9292989 5.2701017 Rest
#> 215 1.1280562 8.0996926 Rest
#> 216 7.8373374 11.6333963 Rest
#> 217 11.8391513 3.2834383 Rest
#> 218 9.1573893 3.0764364 Rest
#> 219 11.2840221 13.9306292 Rest
#> 220 3.9429676 12.7713772 Rest
#> 221 15.6595222 9.9348854 Rest
#> 222 7.4543159 0.8946581 Rest
#> 223 4.3278839 5.2642683 Rest
#> 224 12.9642344 3.5506652 Rest
#> 225 6.5916700 4.7757094 Rest
#> 226 13.6157667 10.6397001 Rest
#> 227 3.7226461 9.0167651 Rest
#> 228 13.1692777 11.9433403 Rest
#> 229 12.8045923 10.0789210 Rest
#> 230 11.5408738 8.4055748 Rest
#> 231 4.3545980 10.8849843 Rest
#> 232 8.2807365 3.9142038 Rest
#> 233 8.4133111 12.8106128 Rest
#> 234 0.4405845 8.6145678 Rest
#> 235 14.5918537 5.5896071 Rest
#> 236 12.1697538 11.8873690 Rest
#> 237 10.7046602 16.9307452 Rest
#> 238 3.6305462 11.7900467 Rest
#> 239 12.0566200 5.6184507 Rest
#> 240 13.6668503 5.2805295 Rest
#> 241 3.1530218 7.6898813 Rest
#> 242 11.0141858 5.4515019 Rest
#> 243 14.1308190 4.4468585 Rest
#> 244 16.0389090 2.3833814 Rest
#> 245 4.2404404 11.4572076 Rest
#> 246 2.4377271 -0.7220831 Rest
#> 247 5.0753831 14.0461687 Rest
#> 248 14.4525251 -1.1890723 Rest
#> 249 8.3758833 3.2967222 Rest
#> 250 14.2930547 13.1084285 Rest
#> 251 3.2080137 4.3510517 Rest
#> 252 15.7502177 6.3190784 Rest
#> 253 10.2123674 2.2029156 Rest
#> 254 8.5124759 13.1291618 Rest
#> 255 -0.7773267 11.4995193 Rest
#> 256 6.8524769 5.7117575 Rest
#> 257 14.8512521 2.8846910 Rest
#> 258 4.2903508 13.4247816 Rest
#> 259 12.6036618 12.6361705 Rest
#> 260 -2.4672106 2.4829291 Rest
#> 261 3.3197241 4.0286345 Rest
#> 262 8.4890102 9.6041670 Circle
#> 263 4.9663937 7.9039727 Circle
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