Extract Comprehensive Cell-Level Properties
Source:R/02_extract_properties.R
extract_cell_properties.RdComputes library size, log-library size, zero fraction / detection frequency, pairwise cell correlation (on top HVGs), cell k-NN hubness, pairwise PCA distance, and outlier proportions.
Examples
data(example_scrna, package = "scSimEval")
extract_cell_properties(example_scrna$ref)
#> $library_size
#> [1] 225 208 262 227 255 256 287 258 258 209 220 245 273 238 285 224 301 229 213
#> [20] 243 261 230 184 219 343 267 270 172 264 194 183 209 271 222 237 196 265 247
#> [39] 302 227 307 221 301 272 273 303 268 320 315 276 269 283 301 227 303 204 310
#> [58] 229 250 300 220 278 227 317 256 279 321 251 301 256 221 307 226 251 294 253
#> [77] 273 272 209 282
#>
#> $log_library_size
#> [1] 5.420535 5.342334 5.572154 5.429346 5.545177 5.549076 5.662960 5.556828
#> [9] 5.556828 5.347108 5.398163 5.505332 5.613128 5.476464 5.655992 5.416100
#> [17] 5.710427 5.438079 5.365976 5.497168 5.568345 5.442418 5.220356 5.393628
#> [25] 5.840642 5.590987 5.602119 5.153292 5.579730 5.273000 5.214936 5.347108
#> [33] 5.605802 5.407172 5.472271 5.283204 5.583496 5.513429 5.713733 5.429346
#> [41] 5.730100 5.402677 5.710427 5.609472 5.613128 5.717028 5.594711 5.771441
#> [49] 5.755742 5.624018 5.598422 5.648974 5.710427 5.429346 5.717028 5.323010
#> [57] 5.739793 5.438079 5.525453 5.707110 5.398163 5.631212 5.429346 5.762051
#> [65] 5.549076 5.634790 5.774552 5.529429 5.710427 5.549076 5.402677 5.730100
#> [73] 5.424950 5.529429 5.686975 5.537334 5.613128 5.609472 5.347108 5.645447
#>
#> $tmm_factor
#> [1] 1.2677665 1.0608912 0.9049099 0.8659920 0.8541085 1.1025580 0.8813490
#> [8] 1.0676245 1.0128242 0.9703222 0.9763756 1.1185974 0.8624278 1.5618503
#> [15] 0.9140547 1.0148082 0.9259660 1.0562338 0.8866491 0.8154473 0.8652361
#> [22] 0.7406297 0.9973933 1.0481011 0.9407201 1.1001742 0.9158304 1.2243780
#> [29] 0.8246904 1.1039272 1.0855407 1.0795148 1.1816197 1.1433863 1.3097731
#> [36] 1.2233884 0.7238186 1.0035751 0.9711287 1.0911025 0.8331748 0.9351113
#> [43] 1.0097258 0.9119055 1.0008139 1.1945043 1.0330545 0.8741315 0.9652980
#> [50] 0.8000045 1.3516526 1.2151585 0.9005631 0.9530173 1.1226875 0.9858696
#> [57] 0.7789178 0.8780626 0.8889611 1.0143402 1.0904013 0.9795808 0.7353033
#> [64] 1.1582880 1.0355863 1.0079076 0.9840788 1.1396867 0.7843954 1.0134781
#> [71] 1.2229822 0.8139370 0.8860124 0.9547651 0.9345196 1.2740610 1.2514075
#> [78] 1.0676455 1.3134852 0.9530813
#>
#> $effective_library_size
#> [1] 285.2475 220.6654 237.0864 196.5802 217.7977 282.2549 252.9472 275.4471
#> [9] 261.3086 202.7973 214.8026 274.0564 235.4428 371.7204 260.5056 227.3170
#> [17] 278.7158 241.8775 188.8563 198.1537 225.8266 170.3448 183.5204 229.5341
#> [25] 322.6670 293.7465 247.2742 210.5930 217.7183 214.1619 198.6540 225.6186
#> [33] 320.2189 253.8318 310.4162 239.7841 191.8119 247.8831 293.2809 247.6803
#> [41] 255.7847 206.6596 303.9275 248.0383 273.2222 361.9348 276.8586 279.7221
#> [49] 304.0689 220.8012 363.5946 343.8898 271.0695 216.3349 340.1743 201.1174
#> [57] 241.4645 201.0763 222.2403 304.3021 239.8883 272.3235 166.9138 367.1773
#> [65] 265.1101 281.2062 315.8893 286.0614 236.1030 259.4504 270.2791 249.8787
#> [73] 200.2388 239.6460 274.7488 322.3374 341.6343 290.3996 274.5184 268.7689
#>
#> $zero_fraction_cell
#> [1] 0.21666667 0.18333333 0.20000000 0.21666667 0.15000000 0.23333333
#> [7] 0.08333333 0.13333333 0.15000000 0.16666667 0.10000000 0.23333333
#> [13] 0.18333333 0.25000000 0.16666667 0.20000000 0.18333333 0.18333333
#> [19] 0.21666667 0.11666667 0.13333333 0.25000000 0.20000000 0.26666667
#> [25] 0.13333333 0.21666667 0.10000000 0.28333333 0.06666667 0.25000000
#> [31] 0.21666667 0.21666667 0.15000000 0.23333333 0.21666667 0.18333333
#> [37] 0.10000000 0.20000000 0.11666667 0.18333333 0.18333333 0.21666667
#> [43] 0.15000000 0.16666667 0.21666667 0.18333333 0.21666667 0.10000000
#> [49] 0.16666667 0.16666667 0.23333333 0.16666667 0.20000000 0.20000000
#> [55] 0.23333333 0.21666667 0.16666667 0.18333333 0.18333333 0.18333333
#> [61] 0.13333333 0.13333333 0.20000000 0.18333333 0.13333333 0.10000000
#> [67] 0.18333333 0.16666667 0.15000000 0.16666667 0.28333333 0.10000000
#> [73] 0.18333333 0.13333333 0.10000000 0.23333333 0.15000000 0.23333333
#> [79] 0.23333333 0.11666667
#>
#> $detection_freq_cell
#> [1] 0.7833333 0.8166667 0.8000000 0.7833333 0.8500000 0.7666667 0.9166667
#> [8] 0.8666667 0.8500000 0.8333333 0.9000000 0.7666667 0.8166667 0.7500000
#> [15] 0.8333333 0.8000000 0.8166667 0.8166667 0.7833333 0.8833333 0.8666667
#> [22] 0.7500000 0.8000000 0.7333333 0.8666667 0.7833333 0.9000000 0.7166667
#> [29] 0.9333333 0.7500000 0.7833333 0.7833333 0.8500000 0.7666667 0.7833333
#> [36] 0.8166667 0.9000000 0.8000000 0.8833333 0.8166667 0.8166667 0.7833333
#> [43] 0.8500000 0.8333333 0.7833333 0.8166667 0.7833333 0.9000000 0.8333333
#> [50] 0.8333333 0.7666667 0.8333333 0.8000000 0.8000000 0.7666667 0.7833333
#> [57] 0.8333333 0.8166667 0.8166667 0.8166667 0.8666667 0.8666667 0.8000000
#> [64] 0.8166667 0.8666667 0.9000000 0.8166667 0.8333333 0.8500000 0.8333333
#> [71] 0.7166667 0.9000000 0.8166667 0.8666667 0.9000000 0.7666667 0.8500000
#> [78] 0.7666667 0.7666667 0.8833333
#>
#> $cell_cor
#> [1] -0.0370302447 0.2154919205 0.0030832110 0.1234317559 0.1048672306
#> [6] 0.1596921410 -0.1281623967 0.0642524208 0.0356629562 -0.1477820293
#> [11] -0.0933382455 0.2173552646 0.1139414435 0.1886852279 0.1063877047
#> [16] -0.0924150166 0.0019122672 0.0226358914 0.1282094443 0.0086084125
#> [21] 0.1786275089 0.1421893740 0.0378730079 0.0472881570 0.3416191274
#> [26] -0.0551530725 -0.0933281991 -0.2392610396 0.0507451996 -0.0369129581
#> [31] -0.0633330482 0.0401035619 -0.0011681429 0.2054474700 0.0667712188
#> [36] 0.1244669181 0.0166834265 0.0044672003 -0.0998619063 -0.1951267540
#> [41] 0.1271586244 0.1351757256 0.2419450083 -0.1532736630 0.1908821758
#> [46] 0.0000000000 0.0513536521 0.2951821814 0.2189161641 0.0206349748
#> [51] 0.1822016112 0.1444826589 0.1550796671 0.2181696080 0.2018369954
#> [56] 0.0439943388 0.2308064179 0.1252248265 0.2050004392 0.0157979413
#> [61] 0.1606230612 -0.1216955461 0.0962446718 -0.0073393013 -0.0301514660
#> [66] 0.1337413462 -0.0206716883 0.2553700394 -0.0208484033 0.1451659037
#> [71] 0.2972027462 0.2560401048 -0.0462596387 -0.0307030017 0.0225170769
#> [76] 0.0185256008 0.0023015416 0.2069239213 0.2265370137 0.0548828097
#> [81] -0.1432157715 0.1613474651 -0.0123330192 0.1787533984 0.0013740189
#> [86] 0.0433345798 0.3853807094 0.1969992405 0.1383580916 -0.0624929340
#> [91] 0.0001134238 0.0016510355 0.0704260779 0.1447758000 -0.0921421407
#> [96] 0.0589577062 -0.0408239873 0.0188932532 -0.0782262727 -0.0072837721
#> [101] 0.0889591083 -0.0773822665 -0.1721949566 -0.0704340599 0.0168578458
#> [106] 0.2518817221 -0.2785489299 0.2389652995 0.0578343173 -0.1824054653
#> [111] -0.2500073558 0.0685569142 0.1677094849 -0.0435708454 -0.1446760700
#> [116] 0.1736098872 -0.0817770775 -0.1585282048 -0.2375491504 -0.0203573305
#> [121] -0.0545338760 0.0396232112 0.1016393112 0.1107306235 0.0726558412
#> [126] -0.0163275625 0.0095913991 0.0343598672 0.1734305264 0.1085666655
#> [131] -0.0693102711 -0.2017382956 -0.1012103286 -0.0894680213 0.0701561895
#> [136] -0.1756140661 -0.0732605434 0.2445687432 -0.0447303109 0.0098472661
#> [141] 0.1376099900 -0.0607763875 0.0919614024 0.1358436798 0.0718857204
#> [146] 0.0399076330 0.0136988911 0.0459910177 0.1894146528 0.1196483695
#> [151] 0.0790897749 0.1213633938 0.0043634429 -0.1396955978 0.0564760000
#> [156] 0.0634790524 -0.0337835982 -0.0334651154 0.3453808728 -0.0129193442
#> [161] -0.1193855534 -0.0492914097 -0.0305209446 0.1758525084 0.0466950572
#> [166] -0.0908150796 0.1206485322 0.0932109522 -0.0920329906 0.0470903624
#> [171] -0.2022522578 -0.1555878616 0.1715009430 -0.1508137035 0.0176655013
#> [176] 0.0708337363 0.2176438025 -0.0878595751 0.0663944716 0.1908001280
#> [181] 0.0668381188 0.2020735247 0.0646884672 0.2682030777 0.1588978510
#> [186] 0.0977595628 -0.1556200951 -0.1242039931 0.2140235619 -0.0775987422
#> [191] -0.1051761936 0.2936556988 0.0314113395 -0.0392664772 0.1803859995
#> [196] 0.1750855982 -0.0274336446 -0.0121903072 0.1004355672 0.0881680335
#> [201] 0.1639707201 0.0830588253 0.1640298597 0.0163521911 0.0281982424
#> [206] -0.1655348378 0.0486932078 0.1379902357 0.2169797054 0.2528398607
#> [211] 0.0952802756 0.0554853980 0.0021702920 -0.0609083738 0.0430512168
#> [216] -0.1120756900 -0.0613163386 0.0683641157 0.0918251062 0.0991800945
#> [221] -0.0390926105 -0.0086489585 -0.0055883106 0.1261929852 0.2192146678
#> [226] 0.0348324199 0.0623678124 0.3142723758 -0.1763071510 0.1669615270
#> [231] -0.0300741760 0.0505013780 -0.0455650981 0.1967365078 0.0337449838
#> [236] 0.0468683300 0.0624905555 0.0071354068 -0.0068149466 0.1516172535
#> [241] -0.0017042844 0.0909906993 0.1341726976 0.0706661775 0.1064148521
#> [246] -0.0394675290 0.1971291285 -0.0939156551 0.1083752164 -0.0576535379
#> [251] 0.0664778602 -0.1186297257 0.2805284554 -0.0387402738 -0.1561226870
#> [256] 0.1009124181 0.1870544021 0.1556966832 0.0211377791 0.0867511309
#> [261] -0.0782551160 -0.0770357770 -0.1708792425 -0.0942175675 -0.0470975916
#> [266] 0.0035078407 -0.0067973134 0.2389822924 -0.0964900340 0.1027587008
#> [271] -0.0125147849 -0.1664867514 0.1403741307 -0.0685250939 0.1092761429
#> [276] -0.1758900644 0.1628403228 0.3866422817 0.0998201286 -0.0662673807
#> [281] -0.0200427904 0.0770786733 -0.1036786124 0.1360237145 0.0601565145
#> [286] 0.3626810409 0.0917708157 0.2532997639 0.2212074908 -0.0335865574
#> [291] -0.0439841666 -0.2063684672 0.2176035784 0.0049501259 0.1183432163
#> [296] -0.0311627924 0.2095156562 0.1974245188 0.0196948172 -0.1408931646
#> [301] -0.1400181662 0.3043646286 -0.0992141254 0.3024842984 -0.1350982843
#> [306] 0.1131032527 0.0388083328 -0.0952079103 0.0786472047 -0.0263035228
#> [311] -0.0538198042 0.2608045980 0.2375308828 0.0733550556 -0.1024942571
#> [316] -0.1751656930 -0.0420857472 0.2450020957 0.0204680585 0.2998116830
#> [321] 0.2484356478 0.0520065064 -0.0160852192 0.0531897960 0.0857107150
#> [326] 0.0432992016 -0.1682420226 0.1218134824 -0.0037362147 -0.0150418313
#> [331] -0.0435096885 0.2286690091 -0.0605381973 -0.0396145562 0.3018232868
#> [336] 0.0059213825 -0.2675117945 0.0555848098 -0.1284063512 -0.0589311404
#> [341] -0.0189390069 0.0381626736 0.0956622224 -0.3031709975 0.0086184905
#> [346] -0.0371916373 0.1871565083 0.0530906750 -0.0374126739 0.1012372636
#> [351] 0.0188860552 -0.0184722168 0.1871833535 0.0947145715 0.1651965820
#> [356] 0.2372058973 0.2112582318 0.2357624263 0.1185401657 0.0103253423
#> [361] 0.0119481179 0.1268152399 0.2452100691 0.1253644662 -0.0080069655
#> [366] -0.1288668588 0.0038384208 0.0225261227 0.0732264857 0.1101484164
#> [371] -0.0017288097 0.1022265751 0.0423139273 0.2462463182 0.0725983141
#> [376] 0.0432765782 0.0148522718 -0.1789257580 -0.0502551211 0.0212866086
#> [381] -0.0626868412 0.1239736170 0.0294521905 0.0519975663 -0.0969062654
#> [386] 0.0319979177 0.0667879005 -0.2711450335 -0.1754036142 0.0375201884
#> [391] 0.3650838729 -0.1138145852 -0.1881459292 0.0348867579 -0.1556960716
#> [396] -0.0546308808 -0.0163109374 0.1986164236 0.1260541250 -0.1139064551
#> [401] 0.1429731024 0.1901377357 -0.0721758491 0.1425380223 -0.0185639363
#> [406] -0.0928812706 -0.1098756688 0.1261296453 0.0148268384 -0.0444083810
#> [411] 0.1368860218 -0.1286566310 -0.0314739033 0.1403031230 0.2079846811
#> [416] 0.0558582773 0.0808668389 -0.1089162090 0.1335975102 -0.0995677144
#> [421] 0.0211439143 -0.0197721826 -0.0719289709 0.0801323269 -0.0245020493
#> [426] 0.0414613586 0.0829642535 0.1589800342 0.0776410135 -0.2953710207
#> [431] 0.1156705384 -0.0202710523 0.0670590879 -0.0063511448 0.0545682660
#> [436] 0.0695180971 -0.0473462528 0.0954728116 0.3065883687 -0.0242364956
#> [441] 0.0726161700 0.2001205728 -0.0533198234 0.1058454400 -0.0556922514
#> [446] 0.0852282554 -0.1918864754 0.3106907906 0.0757977348 0.1452455566
#> [451] 0.0258284108 0.1570538697 0.0376242270 0.0225799360 -0.0192433624
#> [456] 0.0648428451 0.0463024152 0.2248754102 -0.0161648676 0.0386011806
#> [461] 0.0440891820 0.1025516301 0.0499882138 0.1708418198 0.0831481043
#> [466] -0.0645135614 -0.1412798605 0.2291665895 0.1115704995 0.2777266317
#> [471] 0.1691285946 0.3356368082 -0.1184354462 -0.0334291312 0.0036341514
#> [476] 0.1523653054 0.0279411018 -0.1477821737 -0.0427312987 0.2464854881
#> [481] 0.0301192212 -0.0733974541 0.0523955968 0.0617201761 0.0527626039
#> [486] 0.2723967732 0.0330511994 -0.1219901077 0.2637505598 -0.3641952949
#> [491] 0.0155249521 -0.0271700496 0.0094864819 0.0194292261 -0.0238556592
#> [496] -0.0970795166 0.0801505042 -0.0147107623 -0.0262961347 0.0965722694
#> [501] -0.1788165345 0.3165912244 0.0648676760 0.0965477398 -0.0380609519
#> [506] 0.0292078016 0.1808907631 0.1148958441 0.2041453182 0.1732358308
#> [511] -0.0342555619 -0.0896587079 -0.1561615593 -0.0758505257 0.0718190791
#> [516] 0.1024479481 0.1180860684 -0.1444916834 -0.0415621402 -0.2141915647
#> [521] 0.1697874835 0.0033870588 -0.0123674186 -0.1025481765 -0.0159535223
#> [526] -0.0760574357 0.1350389122 -0.0407644589 0.0528344274 0.1365416507
#> [531] -0.1049363452 0.1752211281 0.1103499524 0.0611155548 0.0695084342
#> [536] 0.2472792173 -0.0161512700 0.0255966915 0.1374633442 0.0218010698
#> [541] -0.2097343757 0.1337060249 0.0547651758 0.0855035519 0.1824718269
#> [546] 0.0955242594 0.0750436467 0.0120297287 0.0289066246 0.0278755823
#> [551] 0.1411463475 0.0804095049 -0.1178269347 0.0306886981 -0.3279054739
#> [556] 0.4466331454 -0.0449779442 -0.1540950614 0.0653358520 0.1368641076
#> [561] -0.0569702465 -0.0237667536 0.0838907152 -0.0821949805 0.0456387842
#> [566] 0.3631454401 0.0694224522 0.1609538218 0.0859192638 -0.0097548974
#> [571] 0.2960773908 0.2446257626 -0.0343358834 0.1203825950 0.1473703985
#> [576] -0.1130432213 -0.1858999495 0.1083058340 -0.0569864196 0.1402952934
#> [581] 0.1679461731 0.2745253648 0.1810494270 -0.1042013266 -0.0135088181
#> [586] 0.2040471680 -0.1080802241 0.1258184589 0.0750989512 -0.0244198345
#> [591] 0.2323014896 0.0087539430 0.1187878949 0.0045308955 -0.0525384990
#> [596] 0.0272104057 -0.2011546361 0.0581912041 0.1270403046 -0.1223597952
#> [601] 0.1103465262 0.0614226817 -0.0006219541 0.0256177105 0.0858944396
#> [606] 0.1952309457 -0.0861463028 -0.1888970905 0.0351195847 0.0913730709
#> [611] 0.1187198018 0.1171143489 0.0130495773 0.0736900661 0.1563159614
#> [616] 0.1071081830 0.1670661965 0.1205258952 -0.0706412858 -0.0454620936
#> [621] -0.0058021115 0.2416431622 -0.0720563850 -0.2810755190 0.0746883295
#> [626] 0.0614542804 0.1993699549 0.1452138079 -0.0089162949 0.1925609782
#> [631] 0.0711662535 0.0224710721 0.0054417556 -0.0744557062 -0.0413206885
#> [636] -0.1519729377 0.0968175130 0.0849233565 0.0690549595 -0.0319334675
#> [641] 0.2784906306 0.0466551048 -0.1112777635 0.0880742683 0.0123103918
#> [646] 0.2065086657 -0.0986205766 0.3099536531 -0.0848810190 0.0899801417
#> [651] -0.0132795207 0.0606721509 0.0908521115 0.0134516146 0.0297069516
#> [656] 0.0736129079 -0.1345593534 -0.0449705705 -0.1611290001 -0.0804272194
#> [661] -0.0722230411 0.0437126759 0.0218543810 0.1164462132 -0.0003812538
#> [666] 0.1566242119 0.1772659656 0.3153879913 0.1402754954 0.1152361558
#> [671] -0.1659237756 0.1971925185 0.0409054318 0.1515383102 -0.0400198442
#> [676] -0.0367944945 0.0350634375 0.0450758205 0.1038765264 0.1956475551
#> [681] 0.2542925804 -0.0715662849 -0.0915142830 0.2702005868 0.0088227670
#> [686] 0.1573943592 0.1429600375 0.0664678706 0.0122811711 0.0865693617
#> [691] 0.2298419308 0.2099351550 -0.1106835214 -0.0225513071 -0.1419404532
#> [696] 0.0810528346 0.0043682724 0.0649216561 0.2335164348 0.1058026244
#> [701] -0.1701616665 0.0265708695 0.3672384324 0.0077156889 0.1541403886
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#> [1821] 0.0747523352 -0.0251741531 -0.0181042322 0.1895497403 0.1380444514
#> [1826] -0.0147040334 -0.0515527287 -0.2908313536 -0.0798825601 -0.2226073113
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#> [1836] 0.1615983619 0.0748352159 0.0832139038 0.0641376984 0.0688864302
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#> [1846] -0.0753779125 0.1550445403 -0.0024118030 0.2329787140 -0.0944008279
#> [1851] 0.1055903686 0.0924261922 -0.0649290882 0.2211656061 0.1520640275
#> [1856] 0.1284149064 -0.0007029981 -0.0053798639 -0.0014000805 -0.0700873938
#> [1861] 0.0586561124 0.0133841140 0.0842115578 0.0859330005 0.2416255009
#> [1866] 0.1578822895 0.0148476904 0.1640337297 -0.0038912149 0.2251520272
#> [1871] 0.1977747163 0.0626030032 0.1338735276 0.1938700991 0.2592485051
#> [1876] 0.2740518337 0.0119306430 0.3271444377 0.0459240442 -0.0247129564
#> [1881] 0.2168168224 0.1484038643 0.2166324097 0.0508507653 0.1189368630
#> [1886] 0.2662860802 0.2118274687 -0.1957560439 0.0231089172 0.2867183170
#> [1891] 0.1042467503 0.0310497675 0.1629967209 0.2296448073 0.1350345257
#> [1896] 0.1305082925 0.3173042382 0.0449202196 -0.1557049081 0.1659152522
#> [1901] 0.0777631688 0.1030702551 0.0608085389 0.1920799193 0.0831960930
#> [1906] 0.0931544264 0.0649652989 0.0592764604 0.1582449122 -0.0083626761
#> [1911] 0.1417811452 0.1737961425 -0.1252746176 0.0631416429 -0.0342302563
#> [1916] -0.0801379260 0.1267744800 -0.0427102958 -0.0241221749 0.0599252748
#> [1921] -0.1410931018 0.1519879946 0.1685189611 0.0052623001 0.0630258799
#> [1926] -0.1368668918 -0.0249794430 0.0625357157 0.1497462895 0.0939344222
#> [1931] -0.1151864458 -0.0410244634 -0.0400936483 -0.0289761146 -0.1350423709
#> [1936] 0.0418538684 0.0163988752 0.0790053731 0.1321692633 0.1357794206
#> [1941] -0.0508335864 0.2489761504 0.2597649120 0.2756304470 -0.1509233905
#> [1946] -0.0689645492 0.2731430328 -0.0285283251 0.1481160742 -0.0188923242
#> [1951] -0.0274314324 0.0413767258 -0.0279574457 0.0368939847 0.0816323083
#> [1956] 0.1108827253 -0.0715513958 0.0679376698 0.0656491896 -0.1798571817
#> [1961] 0.1957493394 0.1516229902 0.1084308009 -0.0639140056 0.0070601972
#> [1966] 0.3216479491 0.1013069066 0.0955475855 -0.0697447339 -0.0843266692
#> [1971] 0.1474504165 -0.0315188660 0.1692394399 0.3088420264 0.1447381930
#> [1976] -0.0544352380 0.0842197158 0.3120073789 0.2553236511 0.0138769656
#> [1981] 0.0602748535 0.1230186683 0.1697488361 0.1705953043 -0.1411898934
#> [1986] -0.0361347507 -0.0020763159 -0.0146389328 -0.1948669655 -0.0500958347
#> [1991] 0.2569612874 0.2174787714 -0.0010880261 0.0721447958 0.0503499096
#> [1996] 0.1826029069 0.1081008845 0.1368670448 0.3354979668 0.2188716532
#> [2001] 0.1489501069 0.1878885979 -0.0000282232 0.1536590200 0.3385031448
#> [2006] 0.3269641199 0.1095720374 0.1675084887 0.2996783230 0.1227690457
#> [2011] 0.0959476928 -0.0080158971 0.2103574906 0.0655455915 0.0976203345
#> [2016] 0.1173971754 0.0742385568 0.2133342579 0.1477705850 0.0249627192
#> [2021] 0.2152890087 0.1083369497 0.0149848217 0.0806438055 0.1929662698
#> [2026] 0.0737537067 -0.0274593896 -0.1449524352 0.0782856840 0.0450963770
#> [2031] 0.1207558997 -0.0727651060 0.3682596472 0.0104632279 -0.0444902581
#> [2036] 0.0525827819 0.1427401860 -0.0846656659 0.0134663307 0.0601727696
#> [2041] 0.2999644080 0.1015802853 0.1817158109 0.0491237044 0.0417958871
#> [2046] 0.0383447468 0.1717883552 -0.1293737704 -0.1595797544 0.0188282079
#> [2051] 0.1999153213 -0.1308992943 -0.0660157762 0.1305594124 -0.0394181817
#> [2056] 0.1773328318 0.0925207864 0.1814766027 0.1502728620 -0.0141373249
#> [2061] 0.1054140493 0.1681361162 -0.0667504636 0.1459671023 0.1575731843
#> [2066] 0.0670888370 0.1466973398 0.1774000270 0.2794721617 0.1891031604
#> [2071] 0.2356976187 -0.1729757675 0.0279627553 -0.0001556956 -0.0991153724
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#> [2696] -0.0933703633 0.2232263064 0.1604567975 0.1151810169 0.3478139323
#> [2701] 0.0240001704 0.0244702412 -0.1187333456 0.1217360750 -0.0342543421
#> [2706] 0.5419132636 0.0893073289 0.2565223750 -0.1114630733 -0.1975111663
#> [2711] 0.1677942042 0.1771382341 -0.1630631777 0.0964486592 -0.1552504289
#> [2716] 0.1268669031 0.1306447601 -0.0414904403 0.1079351463 -0.0345553808
#> [2721] -0.1178850070 0.2909600746 0.0961928694 0.0818300742 0.0262979137
#> [2726] -0.0159178005 -0.1415442940 0.1041817278 0.1290077218 -0.0602281319
#> [2731] 0.0299619110 0.0978114797 0.2814921919 0.0960285723 0.1152488792
#> [2736] 0.3138515470 0.0237204911 0.0613429847 -0.1098773851 0.1917087257
#> [2741] -0.0438176164 0.1032181544 0.0651375828 0.0620103930 0.2145028286
#> [2746] 0.0903617116 0.2777410412 -0.0761815272 0.1073417839 0.0659717701
#> [2751] 0.2457601311 0.2600612178 -0.0596057116 -0.1303239426 0.2954750030
#> [2756] 0.0912784389 -0.0305560509 -0.1285334392 0.0829935998 -0.0860630820
#> [2761] 0.1928595887 -0.0497615655 0.0946866048 0.0964953363 0.0381653964
#> [2766] 0.0882393654 0.0972282039 0.1059568442 0.2376919759 0.1346530076
#> [2771] 0.0725564593 -0.1120556992 0.0291266431 0.1011746239 -0.1126235794
#> [2776] -0.1679982087 0.1366222234 0.3318603623 0.0738915748 0.1085145513
#> [2781] -0.1285737017 -0.0061849015 0.0198182815 -0.0097392404 0.0041800689
#> [2786] -0.0177100068 -0.1294002610 -0.0601909627 -0.1061135136 0.3303331791
#> [2791] -0.1152913696 0.2958308688 0.0624442097 0.0849693950 -0.1158097118
#> [2796] 0.1582903513 -0.0453953801 0.1125319040 0.0772074874 0.1005187905
#> [2801] 0.0069061236 0.1470974526 0.0698195252 -0.0059671990 0.0401315437
#> [2806] 0.1130245292 0.0588670604 -0.1900482163 0.0297832536 -0.1473158007
#> [2811] 0.0236529577 0.1048809655 0.1789552093 -0.0818675348 -0.0321208319
#> [2816] 0.2121725476 0.2509178049 0.1726549234 0.1873086094 0.1208061724
#> [2821] 0.0135567303 0.1478060760 0.1527463606 -0.0731857411 0.0918451379
#> [2826] 0.2782223899 0.1746640783 0.2208303862 0.1200809381 0.2324094567
#> [2831] 0.0117915915 0.2459890408 0.0050636879 -0.0419212810 -0.0727875908
#> [2836] 0.2997409118 0.0590946799 0.1404051872 0.1621678016 0.1350750429
#> [2841] 0.1409449178 0.2406391792 0.1476821292 0.1828206055 0.0130313964
#> [2846] -0.0828797776 -0.1936221517 0.1511350164 -0.1055194583 -0.0107746545
#> [2851] 0.0233659684 0.0694280323 -0.0134108035 0.0935083943 -0.0337455865
#> [2856] 0.0018510944 -0.0179650916 0.1327672222 -0.0081131489 -0.0401437363
#> [2861] -0.2412375465 -0.1242790223 0.0762228902 -0.0665131407 0.1961060657
#> [2866] -0.2060574993 0.3669540426 -0.0216761550 0.0042891309 -0.1062722798
#> [2871] -0.2566734011 0.0331200178 0.0315967102 0.0321001586 0.2729841325
#> [2876] 0.0973732729 0.0535203748 -0.0532228411 -0.0759935945 0.1906624750
#> [2881] 0.2819138012 -0.1284546223 0.0146677231 0.1077367804 -0.0201980319
#> [2886] 0.0465564562 0.0650713949 0.3744158495 -0.1430707250 0.1186481082
#> [2891] 0.2523483649 0.0353764138 -0.1136846998 -0.2277931526 0.0736849661
#> [2896] 0.0280301349 -0.1272753161 0.1333208465 -0.0750050490 -0.0074481390
#> [2901] 0.1493422607 0.0829947585 0.1086600616 -0.1625320880 -0.0142184544
#> [2906] 0.0825101525 0.0723909800 0.1071200590 0.1610559351 0.1441435717
#> [2911] 0.0522195547 0.2564237042 -0.1276122614 0.1390988590 0.3431277080
#> [2916] -0.1739309445 0.0439405624 0.0077305052 0.0953469258 0.1504179541
#> [2921] 0.2086656223 0.2751088610 0.0876680502 0.1461042340 -0.2673676432
#> [2926] 0.1871503789 0.0761625602 0.1758340632 0.1240396190 0.0230331227
#> [2931] 0.3090392422 0.0706134130 -0.0879011220 -0.0816020508 0.1176421989
#> [2936] -0.0496486063 0.1391725633 0.1003018408 0.1892910422 0.1774818801
#> [2941] 0.1069721796 -0.2433636366 -0.0061155083 0.1764005806 -0.0361281883
#> [2946] 0.0928028563 0.3730203206 -0.1655843809 -0.1460636673 0.1435111657
#> [2951] 0.0547004346 0.2047974839 -0.0093785823 -0.1121970321 0.0397228070
#> [2956] -0.0833586140 0.1070391680 0.2162484511 0.0735880859 -0.0356930244
#> [2961] 0.0680075258 0.0261177638 0.3128905320 0.2582346313 -0.1009435580
#> [2966] 0.1287614808 0.1467987315 -0.0443502673 -0.0427175095 0.0052541920
#> [2971] -0.2123109700 0.2668965000 0.2292064177 0.0752984704 0.1475369719
#> [2976] 0.1094730505 0.1699003363 0.3437435180 0.2197885952 0.1501977539
#> [2981] 0.0954237507 0.1095961258 -0.2307242066 0.0606623871 -0.0799792933
#> [2986] -0.0492901409 0.1793554101 0.0259700836 0.2847133869 0.2886108308
#> [2991] 0.1926126970 -0.0588304896 0.2262864515 -0.0257270076 0.2259397214
#> [2996] 0.1223963340 0.0313512614 -0.0333349716 0.1034238948 0.0188480146
#> [3001] 0.1583553031 0.2932415008 0.0469093490 0.1325295946 -0.0397556278
#> [3006] 0.2194972695 0.0238732878 0.0836598002 0.1353763376 0.0802725852
#> [3011] -0.0289289305 0.0361254220 0.0605661687 0.1091621749 -0.0069985772
#> [3016] -0.0985514094 -0.0199349313 0.0116537384 0.1029462533 0.0324424176
#> [3021] 0.1733474715 0.1624725222 -0.1793186859 -0.0391517584 0.2729973194
#> [3026] 0.2812300378 -0.1114985921 0.1450038314 -0.1566047433 0.3274845341
#> [3031] 0.0179991526 -0.1330269094 0.2104867853 -0.0309943005 0.0586269188
#> [3036] -0.0109295360 -0.0673795856 0.0221183475 0.3028638509 0.0186951868
#> [3041] 0.0682157064 0.0365863555 0.0145893201 0.1612859894 0.0352701061
#> [3046] 0.0041973095 0.1043068481 0.0579908339 0.0990110808 0.1733771423
#> [3051] 0.0583846315 -0.0804107973 0.3282174940 0.0667775180 0.0880132404
#> [3056] -0.2089552386 -0.1653720433 0.0089328910 -0.1220701472 0.1013037978
#> [3061] 0.0791833340 0.1997410758 0.1968714506 0.1127539177 0.1648847444
#> [3066] -0.1306714461 -0.0879706971 -0.1225004711 0.1048504165 0.1716771169
#> [3071] 0.2235254448 0.1639587889 0.0361216711 0.0992325370 0.2568811687
#> [3076] 0.1636931206 0.0205372215 0.1065897073 0.2823440046 0.1282681761
#> [3081] -0.0292297662 0.0403998440 0.0326545120 0.1415057765 0.2952469776
#> [3086] 0.1814292128 -0.0518537512 -0.2081724159 0.3479879879 0.1148778840
#> [3091] -0.0892671495 0.0798296333 0.0851280135 0.2009946094 -0.0210964425
#> [3096] 0.1084810127 -0.0598836202 0.1035147548 0.1630025039 -0.2083621634
#> [3101] 0.0921836420 0.1413254462 0.1582558402 -0.1456252838 0.2565689504
#> [3106] 0.0073211202 0.0853624855 -0.0274947969 -0.0639557137 0.2451362243
#> [3111] 0.3642938720 -0.0415218236 0.3402411129 -0.0227378448 0.0824702502
#> [3116] 0.0442318336 0.1117707437 0.0524655829 0.1987093817 0.0668353770
#> [3121] 0.0703677229 0.2027033926 0.1973893085 -0.0506233177 0.1544836875
#> [3126] 0.0120951013 0.2387378564 0.0668895751 0.3890453123 0.2216299840
#> [3131] 0.0814349605 0.2068576738 0.0155618599 0.2329490629 0.3170452962
#> [3136] 0.0406748745 0.1699222993 0.1021662375 0.0261967139 0.2906663716
#> [3141] 0.1435001556 0.2082485130 0.2077911771 0.1148288192 0.1808488231
#> [3146] -0.0995070503 -0.0148877808 0.1303687357 0.2038418257 0.0595449049
#> [3151] -0.1078082961 0.2809821831 0.0857584926 0.0671606897 0.1908931574
#> [3156] 0.0281684369 0.1858380701 0.1143720282 0.2870252353 -0.0805980424
#>
#> $pca_dist
#> [1] 51.87340 46.67669 56.53051 59.05323 60.20069 53.52598 46.84283 54.55780
#> [9] 46.80351 49.49145 57.61624 55.02925 45.96592 49.83720 48.37201 53.23460
#> [17] 62.88841 59.22314 46.68546 52.90144 57.68056 63.24570 58.93585 51.39565
#> [25] 64.07698 48.62532 60.25138 50.06203 63.59023 52.83652 62.97355 53.86441
#> [33] 50.27885 59.17582 59.77981 48.55977 47.02273 49.28928 55.11268 63.70890
#> [41] 61.53023 51.54493 47.84368 63.25137 46.50542 60.38741 43.48077 45.20814
#> [49] 56.53444 62.27631 50.94803 49.74230 67.13519 60.94971 50.89630 47.60361
#> [57] 57.04427 50.71333 56.50635 51.07066 51.20516 47.82884 50.86424 45.96652
#> [65] 51.43283 59.47010 48.97517 46.34722 50.76812 54.90717 39.12868 57.75885
#> [73] 45.50838 50.89626 62.35924 50.63854 59.15457 64.36344 51.58677 47.00575
#> [81] 49.35151 39.93624 51.81713 47.10970 38.22892 50.89075 50.31120 39.96368
#> [89] 47.82033 35.50832 50.28306 42.95371 52.03541 46.04272 37.87732 42.57310
#> [97] 45.57890 40.79858 50.13896 56.12533 53.36838 27.14060 39.75648 41.99337
#> [105] 45.17282 33.68246 52.49526 41.52181 57.16413 45.14080 52.02521 44.90202
#> [113] 49.40433 47.52290 49.12759 46.14058 51.95755 48.45549 56.04848 43.48865
#> [121] 46.66418 44.04894 47.63365 52.45546 43.35571 43.13742 34.44133 46.23758
#> [129] 43.21210 47.37547 49.32858 51.43591 43.22987 39.75988 44.78879 47.97918
#> [137] 37.84728 49.12528 51.37126 45.26100 41.11233 42.81882 44.25013 52.57596
#> [145] 48.83060 47.64900 48.74921 55.64861 47.99251 53.44956 46.27112 37.33960
#> [153] 51.29531 49.23866 47.60548 56.23434 44.83590 46.02723 51.08549 52.97478
#> [161] 50.48327 45.23383 54.67273 51.28618 41.42303 41.97942 52.18851 61.80813
#> [169] 52.13566 46.18422 51.75576 56.07912 54.10127 46.39834 45.95245 55.92463
#> [177] 51.30055 54.05163 50.38047 55.72182 32.53155 60.31202 44.84727 58.38020
#> [185] 54.14242 50.29195 52.84645 58.08178 57.99389 48.36795 51.43690 43.72323
#> [193] 52.21584 47.95912 49.45166 51.33754 48.07406 51.78833 57.60514 42.15317
#> [201] 49.26822 41.91910 44.88339 37.94171 53.03088 49.51927 46.18220 56.53432
#> [209] 53.52803 50.48751 46.16197 52.86119 54.51322 51.40998 49.53857 54.51745
#> [217] 38.29771 48.23199 48.14760 41.11373 51.77504 41.07053 45.38490 50.05394
#> [225] 66.07318 46.46606 51.51977 42.53886 44.97790 45.99564 54.94642 52.44254
#> [233] 47.46913 47.90643 50.95968 43.52656 43.09920 39.88422 40.19531 60.33330
#> [241] 40.06641 43.07014 42.50483 51.06849 57.71283 53.49758 43.22803 55.14394
#> [249] 55.58108 44.94309 35.67291 59.13292 54.31496 51.77211 57.38399 46.38126
#> [257] 45.73630 55.52595 43.58455 61.63555 42.47835 50.36171 49.25028 54.77498
#> [265] 53.40561 49.16711 49.19339 49.53642 47.65382 46.46347 43.67703 45.03912
#> [273] 55.77302 54.35234 54.27427 51.07295 57.83445 39.85709 45.16928 52.94412
#> [281] 52.40235 47.06669 54.02870 53.94969 57.55523 54.10518 39.57345 51.65697
#> [289] 45.63205 47.92776 47.95384 42.37543 36.38506 52.31383 47.94868 46.98113
#> [297] 44.93492 51.08048 43.78019 32.82889 52.27416 48.70457 59.50166 51.30434
#> [305] 51.94477 50.76996 51.19931 53.08550 55.27474 43.27677 50.33677 33.45891
#> [313] 40.54422 46.45947 50.42737 37.52755 51.97078 44.63378 57.26820 47.25410
#> [321] 45.83328 52.42703 41.12376 51.40308 37.24412 27.80988 53.87462 50.99616
#> [329] 54.68597 36.19608 45.31044 42.66711 58.38829 36.67666 53.69003 43.09273
#> [337] 43.51928 44.90638 48.56959 30.94032 42.36960 38.43553 54.92098 46.70328
#> [345] 48.72811 47.66636 56.78312 42.84672 49.88687 52.47029 30.83080 46.31406
#> [353] 37.91468 46.78952 37.55808 46.57865 36.80741 47.98808 44.45889 44.19742
#> [361] 54.08172 50.06565 49.06359 47.99383 42.82509 50.36986 46.32575 46.55215
#> [369] 45.33365 37.23133 35.36996 34.11771 41.89467 40.74771 41.30575 55.70774
#> [377] 40.13353 46.85673 51.60189 23.96374 53.10880 53.08730 41.79197 51.30485
#> [385] 48.46511 45.78232 42.88509 44.85499 54.85194 51.42852 42.31609 45.99489
#> [393] 57.70208 57.33813 65.47471 57.07865 59.06482 45.02689 51.28204 50.03459
#> [401] 68.17963 51.62103 58.95151 53.17133 59.86948 53.05467 59.12486 42.17195
#> [409] 65.40642 49.47767 49.76292 43.30207 49.46264 53.77476 50.92591 58.09575
#> [417] 56.00298 46.65957 44.29281 54.30426 55.53312 61.87508 51.99237 53.55685
#> [425] 54.43797 51.03664 48.15059 46.73394 51.30795 64.76600 54.40835 58.95355
#> [433] 57.90266 63.11041 59.39468 60.60824 51.98757 50.04328 52.96032 53.71659
#> [441] 46.93327 41.85647 51.63465 55.94529 50.53275 56.59827 49.01471 54.09490
#> [449] 50.30025 53.92597 46.85384 49.61869 53.22929 50.51268 63.71979 59.22606
#> [457] 57.05112 49.93179 52.57367 32.88166 34.58172 39.44685 28.53040 53.23743
#> [465] 40.97525 54.84037 41.28653 42.70166 44.72635 47.50701 51.32847 32.26625
#> [473] 34.16574 51.67902 42.60615 53.17282 45.15120 50.09764 36.17702 52.58050
#> [481] 34.74580 51.69973 39.26036 43.20725 35.17862 43.99298 31.28640 39.22629
#> [489] 29.87434 45.65852 40.76119 40.44928 39.37478 48.09009 47.57824 46.08549
#> [497] 44.10996 42.79070 46.85194 26.44544 36.52727 46.61573 47.65331 43.84134
#> [505] 49.19256 40.64780 50.86667 45.74565 47.07853 46.61658 43.66373 46.69641
#> [513] 38.86603 37.68130 40.41854 41.00620 36.34416 29.34651 27.30224 41.26289
#> [521] 33.30552 30.98647 58.91742 33.54456 39.90779 41.64251 31.23056 50.44466
#> [529] 42.58628 49.94467 49.62470 40.37114 40.12886 48.85354 31.01004 41.05683
#> [537] 40.33964 54.17199 42.27071 40.27452 46.51684 41.71000 47.64789 35.61611
#> [545] 36.37594 48.09499 42.09216 54.07945 42.09829 43.31131 34.48364 48.88110
#> [553] 27.21891 56.53108 43.77546 51.20273 34.67719 41.02775 46.62694 41.02222
#> [561] 30.52243 39.02231 34.14165 45.00852 45.72602 49.01023 44.83487 34.24775
#> [569] 45.09503 45.05607 51.33073 35.25783 41.90003 39.42171 57.58371 46.59243
#> [577] 50.90737 42.06615 47.03998 47.37117 43.97927 49.18174 39.88671 47.32004
#> [585] 38.30869 38.57184 41.52631 47.24278 36.51798 38.35861 42.54015 40.31513
#> [593] 37.60400 40.41506 49.22610 32.71103 52.12226 30.56214 33.45712 53.71576
#> [601] 41.89659 50.88215 47.43185 39.25825 44.00497 31.86474 56.59347 44.31906
#> [609] 47.14604 50.17066 53.19030 39.53821 50.00362 54.65333 42.28446 32.92870
#> [617] 52.04557 44.47954 58.04275 48.64881 51.36160 41.89081 55.94455 37.26208
#> [625] 54.58105 27.04163 52.76903 43.64320 50.63292 47.36385 50.36126 47.74080
#> [633] 52.56172 42.19148 48.05763 57.42918 51.69517 47.31628 48.61753 52.84999
#> [641] 45.49546 47.79658 33.61414 50.49145 50.40548 60.00687 47.48153 48.82619
#> [649] 51.54817 53.28283 56.77349 51.47728 44.59586 45.87133 53.36201 39.70599
#> [657] 44.81570 36.41367 43.32301 40.00477 36.79908 46.78143 43.22723 46.96496
#> [665] 43.96712 54.25868 42.73281 46.00877 48.01117 42.08967 53.04290 48.63080
#> [673] 52.60222 49.62563 42.66833 43.07923 57.78190 50.99980 51.66723 47.44017
#> [681] 58.80681 49.09960 54.30825 53.36727 47.96226 48.79513 54.45599 53.95912
#> [689] 62.51313 39.82262 54.92321 38.51400 62.51450 44.52312 56.09881 53.73518
#> [697] 56.24429 46.66065 54.48866 45.41760 55.21169 46.75017 51.69598 44.35402
#> [705] 49.54527 53.18980 60.21739 50.48876 44.22472 51.79422 48.36118 45.95665
#> [713] 36.26517 43.44575 44.03764 55.92646 54.78113 48.38628 48.69262 61.30338
#> [721] 46.66420 53.86417 57.64396 50.95685 53.36235 36.00098 47.70224 42.90718
#> [729] 42.54163 45.91885 32.16201 48.25489 36.73359 45.00197 50.06707 62.51238
#> [737] 43.09923 39.25877 50.01551 40.34202 54.34344 53.30021 55.50760 53.47202
#> [745] 49.16663 44.08035 44.26619 50.42986 38.38300 35.53803 40.41073 41.15530
#> [753] 47.21606 31.79352 24.71331 45.74933 43.42092 52.69067 45.24965 43.13370
#> [761] 35.67705 46.73982 32.04304 52.19177 34.08913 47.13052 44.43437 46.12049
#> [769] 44.31127 48.27263 33.82504 47.30542 40.10318 47.78104 49.79781 48.24266
#> [777] 38.83461 41.98553 45.40758 37.77109 45.08454 29.51185 38.84543 39.73579
#> [785] 48.25239 40.73923 44.88324 41.06240 43.99972 44.56376 41.68428 43.24966
#> [793] 50.89369 45.29900 36.74541 44.35551 34.68159 41.31279 37.39003 30.21463
#> [801] 38.01198 39.72335 39.64995 39.53298 60.73355 39.27723 42.94865 38.94493
#> [809] 31.94716 49.51249 49.62504 47.38493 53.98386 38.10407 55.18498 61.19613
#> [817] 59.95379 55.06037 61.46538 55.19669 42.43278 52.70784 44.20768 64.40187
#> [825] 49.03732 63.48099 53.09117 50.66528 50.80057 52.87548 45.63484 65.96189
#> [833] 59.81576 58.06497 52.83594 53.94885 63.52865 60.67698 51.14943 54.12445
#> [841] 43.03020 47.90037 53.39820 56.67117 55.24455 48.38882 53.03930 51.07685
#> [849] 46.53322 52.68533 47.32766 40.74314 57.32981 50.25184 57.25865 53.28972
#> [857] 55.01821 50.14870 49.73549 53.89057 55.85790 45.77189 52.51826 52.66598
#> [865] 43.14101 55.22149 56.29754 49.12505 54.96621 49.20971 46.70951 50.44443
#> [873] 56.41486 47.24230 57.76269 50.67001 49.72612 61.69236 64.18312 56.05885
#> [881] 55.65067 55.91122 46.92336 51.87671 55.25834 50.68163 46.18307 59.50471
#> [889] 38.20976 39.13221 56.42230 57.98332 55.38919 41.40040 46.45351 39.06995
#> [897] 62.56822 35.45450 55.30072 35.82405 60.87514 32.50722 61.68048 50.16582
#> [905] 46.68549 47.89075 47.27426 45.21635 49.47690 49.26341 54.69804 47.33976
#> [913] 57.47755 49.74219 52.73498 56.49412 44.38055 43.80699 49.38712 55.68190
#> [921] 47.53711 43.63823 51.33290 55.33573 45.46309 53.32018 51.36149 48.63435
#> [929] 47.86843 49.73264 50.39836 39.17007 35.05241 42.17012 43.41556 52.64035
#> [937] 47.39414 44.86016 40.07119 56.34162 48.15724 52.70920 48.57017 37.58466
#> [945] 57.06161 49.73540 50.20694 61.81296 41.56123 51.47892 65.22464 54.12193
#> [953] 55.30013 55.39916 43.74414 45.16304 52.66930 63.88045 59.65626 53.39835
#> [961] 56.21513 57.93186 62.22096 46.74024 64.53220 43.57865 57.52578 51.90171
#> [969] 54.33314 56.86871 58.13084 52.08841 54.30981 45.40008 62.87606 66.70092
#> [977] 55.60575 47.17508 52.01760 60.49560 56.56006 62.64229 47.51350 56.71490
#> [985] 62.00228 58.17365 45.11775 42.86660 68.16481 59.82395 50.56233 45.06779
#> [993] 46.98973 58.77840 51.67992 50.26903 47.22155 42.07204 49.70203 49.61869
#> [1001] 51.39556 59.66813 49.06800 50.12916 47.37957 61.76106 53.99561 56.28241
#> [1009] 61.19875 52.05143 61.04326 56.38374 52.55394 70.36387 49.48102 55.94046
#> [1017] 47.53057 43.71692 47.59920 36.12992 48.16306 48.61336 55.53362 37.59302
#> [1025] 44.84067 54.26185 50.26495 54.72738 41.41661 62.46593 49.67287 46.93569
#> [1033] 47.25275 44.06272 44.85175 47.85128 44.89008 45.95920 47.08083 54.00934
#> [1041] 56.91004 41.01178 47.82678 38.32763 44.35956 49.53251 48.91302 33.43227
#> [1049] 44.87143 50.72152 49.64071 44.59051 51.86237 52.05286 61.59913 53.43187
#> [1057] 44.18876 49.45907 58.30713 49.47274 37.14949 48.31462 51.67019 44.82862
#> [1065] 48.06303 45.88578 47.28378 53.73618 48.55853 49.61139 64.67573 45.90269
#> [1073] 47.93864 45.19977 39.06105 47.51802 51.06717 52.66263 57.03325 44.93834
#> [1081] 54.95382 54.34693 60.91000 44.38445 40.24135 56.95051 57.19300 67.13385
#> [1089] 56.67057 59.94616 43.92971 57.86053 46.61028 55.72799 49.27393 60.77891
#> [1097] 51.99343 51.49027 56.00007 53.21148 34.30922 48.42479 50.85015 58.19938
#> [1105] 53.95715 58.74140 47.46587 56.68580 53.97576 40.67250 61.17967 43.60615
#> [1113] 52.67241 53.37886 59.69697 46.67334 52.81905 60.11567 41.57305 47.72017
#> [1121] 51.44917 55.16649 53.55607 52.42829 53.04770 52.42322 48.73742 50.20098
#> [1129] 43.94841 47.48606 49.84281 48.56417 47.39818 52.19794 61.47133 42.06884
#> [1137] 51.83152 45.50114 41.28909 60.03188 50.62728 54.52703 62.08002 51.99327
#> [1145] 52.38698 50.47670 50.11234 43.21484 59.64574 61.69831 53.19030 46.55393
#> [1153] 48.66669 43.53873 60.50687 38.25609 56.76046 42.09935 53.58647 52.87142
#> [1161] 54.55899 47.30121 52.97940 50.56148 53.65247 51.85255 44.28434 50.34522
#> [1169] 50.22240 50.76762 50.54289 46.78940 48.07167 57.88349 31.62764 45.27962
#> [1177] 49.80530 44.39651 52.51714 47.21008 56.06471 56.49707 55.63608 42.25084
#> [1185] 54.38389 51.91742 49.92576 44.27616 35.42222 48.72321 50.61902 41.54875
#> [1193] 41.16534 48.64806 51.08281 56.92753 47.74002 57.58674 48.90061 54.15834
#> [1201] 45.21022 48.67538 48.98909 39.14262 56.77435 57.68263 39.07592 56.66202
#> [1209] 44.06235 38.89901 44.36911 50.16388 52.97849 40.60124 31.89134 46.24754
#> [1217] 59.41560 40.12885 59.81774 50.40680 51.92565 46.76058 47.29572 54.54356
#> [1225] 43.17350 40.17615 49.77051 51.06401 53.72645 52.28161 53.35910 39.66613
#> [1233] 52.43328 45.86815 42.19785 43.84326 44.54095 53.64110 36.35840 51.98738
#> [1241] 34.10541 48.49873 44.44770 54.27881 44.17664 49.13796 46.12240 51.49550
#> [1249] 38.12175 49.20589 49.73445 46.69290 46.28533 47.34943 45.97448 54.38074
#> [1257] 51.18679 51.61432 51.94331 57.33942 46.80855 45.93092 49.14709 40.17692
#> [1265] 51.43442 50.13464 48.63923 52.47777 38.87463 53.24474 51.55974 61.56124
#> [1273] 54.02103 62.30625 46.30046 59.56366 58.21606 48.21914 39.54969 56.38325
#> [1281] 54.09006 51.73998 52.10270 47.48556 49.50200 56.81062 54.24861 56.87458
#> [1289] 39.56709 50.14186 55.16114 49.93858 55.55728 40.21202 38.34181 55.69880
#> [1297] 52.99771 46.78131 50.57948 48.35779 47.97222 51.68575 55.60892 62.84379
#> [1305] 54.18804 53.11079 45.29702 44.45102 57.22871 40.41678 48.75488 44.97222
#> [1313] 52.65000 53.53074 57.09102 49.24957 55.28706 51.98521 55.86193 59.25113
#> [1321] 60.73380 49.32033 50.48012 53.23744 48.08094 60.21383 57.62946 58.55632
#> [1329] 55.17372 55.63817 33.11819 39.59844 47.77508 45.67804 46.31391 51.92151
#> [1337] 40.90340 61.30042 33.23657 52.25909 38.84139 45.79422 39.55849 51.30464
#> [1345] 41.60828 38.04720 35.77389 47.33442 37.14588 47.81942 51.42535 41.80056
#> [1353] 38.33170 42.99262 47.60930 38.20192 51.17560 30.27390 39.44831 48.58621
#> [1361] 50.25182 39.24401 41.19821 49.33203 47.58711 49.91845 45.83493 46.96872
#> [1369] 48.08447 43.17736 40.29651 43.84617 39.84478 41.43814 40.88516 34.29823
#> [1377] 39.28561 39.67476 36.52264 39.32385 58.20028 34.82742 44.94451 44.39261
#> [1385] 28.54905 54.97941 52.84203 54.02673 56.40580 36.98658 51.50065 48.22276
#> [1393] 54.77468 42.84606 36.19212 38.49997 56.88572 32.98260 51.56610 31.91370
#> [1401] 46.56555 41.33486 50.28146 44.40545 46.73029 34.56363 47.67910 38.29832
#> [1409] 46.97296 49.80411 49.92401 37.68151 48.45034 50.79534 31.77858 44.44015
#> [1417] 35.19817 45.96420 40.07164 44.92658 31.47011 40.37490 45.36980 40.69651
#> [1425] 46.73949 42.57317 43.31961 47.90503 40.85223 42.49376 41.91651 34.06973
#> [1433] 41.08853 34.34198 32.83209 37.92646 40.03370 36.68493 33.99264 51.87838
#> [1441] 39.18667 47.65021 45.74213 28.96672 50.64759 49.44938 37.75779 54.27604
#> [1449] 39.97230 47.46329 53.33605 48.72609 58.15931 48.88397 55.50852 46.59990
#> [1457] 57.44488 54.88558 58.90181 61.22434 55.65348 51.33486 46.85908 49.12945
#> [1465] 59.67158 52.66055 62.97259 57.46898 51.74480 37.43418 46.10829 54.87667
#> [1473] 50.31501 58.93903 40.27284 57.50481 50.61395 64.10034 50.07986 50.31192
#> [1481] 53.63771 52.10976 58.58420 46.13773 51.40872 49.12840 50.59159 47.17843
#> [1489] 57.57021 52.20582 51.42139 50.58696 45.54914 51.11762 43.66461 50.00358
#> [1497] 59.07254 65.44991 51.54247 51.13716 59.49737 46.93102 50.58967 59.48070
#> [1505] 66.41249 54.40081 47.53658 64.20107 49.93856 59.15828 42.55705 52.37221
#> [1513] 44.14113 61.05714 52.76879 56.45460 48.33758 50.20324 56.47084 46.43802
#> [1521] 46.50915 53.15945 47.00900 42.75985 56.75755 55.24667 45.40585 51.90568
#> [1529] 54.41703 51.11260 37.62810 46.50200 56.19776 41.99261 60.65960 49.45778
#> [1537] 53.34867 52.86524 54.01320 54.63324 52.84542 38.83744 50.44673 50.49829
#> [1545] 53.42175 54.01018 47.31685 53.48510 46.13615 38.58095 48.90437 47.10320
#> [1553] 41.10496 50.25379 66.18742 38.73160 51.36448 46.67923 46.80466 54.71313
#> [1561] 51.80115 64.89292 37.91161 52.61587 53.91716 57.41396 58.83808 60.71040
#> [1569] 50.94441 68.40631 59.81488 50.79679 63.02180 56.45046 53.43730 55.95423
#> [1577] 58.84190 58.60970 61.24444 52.69837 53.23773 41.53690 52.93331 50.49081
#> [1585] 58.00973 51.59524 53.75016 38.56447 45.71880 58.59937 55.55374 47.59418
#> [1593] 54.33358 50.62812 65.58584 67.62734 49.49215 59.45452 57.63126 56.74875
#> [1601] 49.32237 55.54790 59.88114 46.97762 55.76517 57.18573 47.83002 59.95312
#> [1609] 54.70609 51.15716 60.09625 57.09922 56.75610 58.46377 52.11835 42.88156
#> [1617] 59.49700 56.50516 61.77559 46.14239 45.59739 37.37106 53.30396 33.67664
#> [1625] 52.88772 47.41639 59.83729 45.11155 53.09909 39.83484 49.92587 47.33190
#> [1633] 52.83716 44.44240 43.87694 50.53659 58.06032 37.32574 43.76933 45.67749
#> [1641] 42.10583 42.23472 39.15581 45.72642 29.29373 47.96757 45.26700 41.77684
#> [1649] 46.08263 49.18239 49.98554 45.83434 49.04372 45.00133 41.39201 46.13508
#> [1657] 48.47003 49.78031 38.37092 34.45772 34.91972 46.61353 41.66984 44.71217
#> [1665] 49.36358 51.34667 41.59795 49.92869 47.47247 30.35322 48.12961 46.31513
#> [1673] 51.04373 48.96479 48.43425 47.01279 63.41662 41.21420 57.13678 53.56835
#> [1681] 52.47852 49.73141 58.66630 57.63156 53.98975 43.35961 50.11551 50.02263
#> [1689] 51.99355 46.80604 60.27769 51.04829 52.18164 57.72062 48.22168 51.13307
#> [1697] 49.31964 49.60855 38.30921 47.05467 42.13573 52.60512 38.18914 58.53292
#> [1705] 47.59569 47.80221 54.05129 50.25243 45.67506 50.29706 50.27356 50.22904
#> [1713] 51.73450 50.54191 49.23010 52.87864 54.65742 47.67658 45.72309 55.52056
#> [1721] 51.61532 59.29248 46.86175 46.00356 55.94065 52.32087 42.46351 59.43137
#> [1729] 36.15863 60.36694 35.51593 54.99921 45.03946 54.87744 39.01119 55.65257
#> [1737] 47.17459 39.38192 39.53121 40.49152 46.12331 42.59920 44.78218 54.46262
#> [1745] 40.37021 49.95027 51.13245 42.11967 46.96737 34.47519 44.74345 31.27600
#> [1753] 52.81858 50.22795 41.36352 45.94648 49.85702 44.76192 46.47714 52.29126
#> [1761] 45.56137 50.07128 42.48239 45.52529 35.12308 43.45736 30.15464 23.71391
#> [1769] 42.75093 32.73743 37.95079 40.34653 61.75037 38.34188 48.93292 36.24159
#> [1777] 33.65096 44.09734 40.49842 52.54464 42.71668 42.25925 52.39564 69.10690
#> [1785] 55.77005 65.38039 66.27193 44.25306 55.48549 66.58673 55.62645 64.01781
#> [1793] 60.13874 61.06895 58.35663 63.36868 54.42089 52.98908 55.64138 62.45558
#> [1801] 59.35484 50.75595 53.98665 55.75976 63.36814 55.24065 63.21620 57.91271
#> [1809] 58.04633 56.37995 44.42427 46.88605 58.57013 56.40835 59.27378 59.60023
#> [1817] 57.11336 55.21452 53.16051 57.42262 54.11510 59.45844 54.84160 55.85671
#> [1825] 67.78629 58.66665 59.97912 60.63326 58.98454 54.95838 57.58883 62.65807
#> [1833] 63.72525 61.80938 43.61019 37.06815 46.78053 35.51531 48.42587 42.69740
#> [1841] 42.96365 35.54587 44.63723 31.47426 38.22037 45.03051 47.54093 33.21706
#> [1849] 34.37547 42.42859 41.37731 47.83678 32.75711 39.05732 37.11323 47.75436
#> [1857] 42.40104 32.84203 41.15151 34.17618 46.73509 45.50968 40.40216 44.11277
#> [1865] 43.58339 39.74712 35.15431 43.30610 36.16969 33.62789 32.32004 41.96710
#> [1873] 33.01215 41.90237 43.96684 52.52072 37.11506 43.74983 31.87784 25.92802
#> [1881] 51.83430 40.27633 44.94695 51.33369 29.32422 51.65671 58.84686 52.78567
#> [1889] 71.71424 54.48965 56.51057 54.07519 56.16711 44.33369 53.87069 48.64865
#> [1897] 59.74409 57.43027 54.45462 58.01376 52.02588 62.27783 51.02890 53.39469
#> [1905] 57.02400 52.46061 51.73813 53.66738 59.29073 50.73722 57.59827 59.01753
#> [1913] 49.63060 43.60378 49.34469 54.52113 62.06959 62.60500 44.59229 61.76697
#> [1921] 54.81156 58.31794 55.71640 50.98088 64.61444 59.46274 49.83466 52.41505
#> [1929] 51.23046 46.24699 67.08098 59.30489 57.97309 59.85680 43.48374 55.64818
#> [1937] 42.30406 55.22874 46.86845 49.41368 49.99973 53.22099 46.37222 52.53923
#> [1945] 60.59150 55.52940 46.33941 57.09007 53.98232 46.14200 55.78931 40.67159
#> [1953] 49.82176 52.92405 54.42824 43.66413 46.25209 60.72431 51.83715 53.18438
#> [1961] 49.86771 38.25679 50.89276 48.96047 51.84868 50.81303 38.01913 42.57892
#> [1969] 40.06494 42.23058 52.80184 50.26551 48.97543 44.27756 59.75476 45.42814
#> [1977] 51.72021 48.97538 41.22889 58.93140 49.45440 52.10626 59.41431 44.21119
#> [1985] 53.88322 45.61068 45.28270 38.99263 47.48252 51.73267 54.29580 53.06347
#> [1993] 47.12474 49.00504 58.68606 50.40074 60.31106 45.28390 54.99333 40.99776
#> [2001] 50.16219 52.32977 48.29556 42.96546 56.47485 55.44960 61.69512 58.21306
#> [2009] 50.52873 48.49369 54.55200 50.90399 52.00325 44.09450 48.81704 57.97556
#> [2017] 57.63488 49.50820 45.73149 50.30781 50.32953 48.55904 68.06285 49.51709
#> [2025] 45.67068 53.60959 49.59605 53.87547 56.29464 46.59450 50.04946 42.56230
#> [2033] 52.90913 51.01221 38.25305 38.04707 30.62202 31.69037 44.52841 49.45508
#> [2041] 48.95035 53.33220 50.91886 44.35949 52.74294 49.58674 44.58102 49.86186
#> [2049] 49.02119 53.34674 45.24741 49.69893 56.56506 58.00568 40.85593 53.42787
#> [2057] 46.06672 46.32450 44.99288 43.43029 43.40355 41.21563 41.90936 44.65513
#> [2065] 42.38771 52.54226 49.19263 38.32333 41.74063 55.10882 35.06336 49.35046
#> [2073] 37.03096 35.08560 59.28395 41.68614 48.99606 49.88706 44.01675 50.03113
#> [2081] 47.81980 39.96162 50.38567 53.38126 54.64004 56.20347 54.33328 52.28121
#> [2089] 47.35200 50.35465 47.87383 51.88285 40.93507 53.68682 52.32721 60.30711
#> [2097] 42.32449 58.42514 59.91264 59.26614 49.66529 45.38545 46.25587 52.33689
#> [2105] 49.13849 51.55729 38.05725 47.36064 56.80270 47.17899 51.42948 50.89563
#> [2113] 51.35007 51.85976 48.95699 57.68627 42.26115 46.01156 52.48115 51.80299
#> [2121] 53.87618 44.95603 53.70181 51.54300 53.35247 42.60985 46.54320 59.63292
#> [2129] 50.16246 52.09216 44.12959 53.73790 52.96592 47.08954 49.32155 46.28270
#> [2137] 57.93091 30.84648 45.71076 49.68688 47.53435 50.83043 55.83509 50.91173
#> [2145] 55.92381 59.85378 45.77440 54.84398 45.72047 47.78682 46.21127 43.92260
#> [2153] 52.25924 50.52130 42.80803 36.97905 29.70538 45.47372 45.00585 43.94871
#> [2161] 60.82275 45.85955 49.25584 58.53908 36.78674 50.63434 52.32073 55.95257
#> [2169] 52.15988 52.62921 41.99135 41.28698 49.25106 50.22285 43.02192 44.12206
#> [2177] 52.38584 54.07511 48.33196 46.65728 55.89934 38.61425 54.01087 46.64622
#> [2185] 52.66550 44.42186 53.92248 58.98967 59.64436 50.69516 47.15515 47.52733
#> [2193] 42.33290 42.00487 49.68636 42.98562 42.56278 54.16954 48.04495 42.11985
#> [2201] 47.70473 46.84554 44.94682 46.36721 61.98353 39.80656 47.59754 48.48988
#> [2209] 42.78717 50.13951 44.38766 57.26697 36.85953 43.44951 37.61239 38.57094
#> [2217] 47.31437 42.88970 51.26690 40.60277 44.03600 47.58305 41.68545 51.06503
#> [2225] 36.12261 45.82745 45.99770 48.29015 37.11356 44.52013 45.11179 43.35462
#> [2233] 36.05321 42.71476 46.91142 46.29570 44.42509 42.46081 34.77183 45.32296
#> [2241] 46.12508 35.68113 37.78276 37.23448 41.56789 32.05559 36.32188 56.83277
#> [2249] 32.54742 46.07648 37.21388 33.43013 53.39546 37.16317 45.00343 55.54112
#> [2257] 38.63374 40.03010 51.48123 47.43099 43.75409 54.89519 49.36465 51.40022
#> [2265] 54.39941 53.15901 45.19451 54.69906 51.96521 53.15438 43.17666 51.45418
#> [2273] 60.89917 60.78130 39.12475 43.96574 47.61527 48.40511 49.38907 41.51580
#> [2281] 46.72399 44.59082 45.97658 48.59169 50.79833 55.23696 52.97812 37.25570
#> [2289] 44.80221 58.09838 41.18263 54.16623 34.76824 45.21402 48.74249 37.24973
#> [2297] 43.69435 48.41518 44.36841 46.67541 51.09954 43.43628 48.64494 31.93511
#> [2305] 42.85919 49.70675 49.71833 40.96380 49.16276 49.00963 52.57120 45.12067
#> [2313] 47.78108 54.03765 47.61996 47.79255 46.15945 46.19991 42.94641 41.94878
#> [2321] 32.18874 42.12779 45.67491 42.67724 48.00439 41.68959 48.12747 42.81916
#> [2329] 35.51534 47.97241 46.59528 34.69265 50.23590 41.30366 33.38649 59.54627
#> [2337] 51.23273 50.72872 51.62629 44.78854 42.93671 52.66610 50.32544 52.78181
#> [2345] 49.34641 43.86715 37.61351 39.83445 34.95099 42.53647 42.72317 46.52717
#> [2353] 45.57155 48.50028 55.82836 51.39211 51.39741 47.34771 44.35794 43.82167
#> [2361] 53.19406 41.22250 51.16497 45.53214 44.28644 39.58960 45.18208 50.75964
#> [2369] 43.01394 41.69544 52.12563 32.36713 50.28285 37.83501 45.47987 55.72635
#> [2377] 42.04626 59.78617 47.99528 40.25254 48.02992 58.32298 52.96600 46.40335
#> [2385] 52.25150 56.98248 39.43686 41.76473 48.59210 43.93403 49.11850 56.18412
#> [2393] 43.75964 57.02955 47.44594 44.49379 56.53262 38.68199 43.40207 47.71393
#> [2401] 44.08858 52.99328 47.73927 53.51740 47.64377 38.51797 50.85705 42.39193
#> [2409] 43.87283 56.01586 48.19006 49.72186 50.93338 47.83322 46.63254 46.69596
#> [2417] 52.86073 49.68700 42.03646 54.71715 47.14191 38.29499 56.21680 54.32564
#> [2425] 36.58869 56.28216 60.46978 51.04348 45.96149 54.14425 62.20538 60.07614
#> [2433] 57.94237 41.18293 51.65523 54.24495 45.14589 35.05920 45.45622 50.61350
#> [2441] 47.52540 57.18818 51.88694 47.76932 55.96710 49.57300 51.46632 58.38987
#> [2449] 51.40221 50.98070 55.59202 48.83795 40.83787 53.55096 57.44732 50.53684
#> [2457] 48.80927 48.80892 52.46713 39.22873 46.22518 39.01515 52.40322 41.22634
#> [2465] 54.25497 39.56638 22.13683 49.67448 30.50378 49.37855 47.07846 43.26094
#> [2473] 56.78567 48.85310 49.82646 47.70934 46.64923 38.00181 29.91698 34.81801
#> [2481] 46.45483 33.96969 46.67154 49.80071 62.75503 46.44830 45.88092 49.11483
#> [2489] 33.72785 46.93235 47.57487 50.56991 59.26312 43.27037 49.96009 50.43390
#> [2497] 53.77637 36.41101 47.31423 47.22964 58.84105 52.76272 53.16474 46.42063
#> [2505] 51.14183 59.47502 45.06438 55.14865 46.65002 52.97500 29.84714 44.11452
#> [2513] 54.88684 50.00591 49.66094 45.35314 45.37485 41.36243 44.72391 54.89940
#> [2521] 51.92016 43.31065 52.94837 44.00366 39.16066 53.95136 54.84236 53.86384
#> [2529] 52.01915 45.81898 56.27314 52.28195 39.85010 51.40013 51.25127 49.29495
#> [2537] 50.41450 54.82918 58.50361 56.43737 45.32646 46.40689 52.11967 53.90901
#> [2545] 34.71576 40.53800 42.47145 50.18398 45.33285 53.75103 45.95722 51.98248
#> [2553] 54.02981 55.81867 56.17873 57.62545 48.10687 43.42925 54.07479 44.47871
#> [2561] 52.01450 50.39141 63.17344 53.99598 51.99399 40.99140 34.76005 43.15122
#> [2569] 36.84661 49.15536 32.15085 43.17095 49.69640 45.29977 53.28723 49.94199
#> [2577] 49.22184 44.34949 41.53682 50.67091 47.41107 43.61551 44.91072 40.99828
#> [2585] 37.95757 44.40253 40.63923 44.99471 47.82887 49.20503 32.78752 41.71564
#> [2593] 47.33557 34.54773 53.95442 53.10955 48.12807 49.19669 42.10825 45.27630
#> [2601] 50.04328 36.68344 51.10430 39.04879 49.19785 48.00878 59.53997 51.82408
#> [2609] 55.08072 44.79565 55.31850 45.26664 49.66988 55.47392 47.53904 42.06024
#> [2617] 49.14359 41.61616 50.89369 51.74751 44.99529 50.14534 58.34620 40.94805
#> [2625] 43.62232 49.68493 43.07010 49.72967 55.97798 52.59696 44.01981 51.90464
#> [2633] 35.48678 43.01949 44.87870 40.35970 41.02462 43.09299 47.35135 49.28028
#> [2641] 35.76808 47.37325 39.88244 42.50337 28.52723 31.78690 38.51480 37.44600
#> [2649] 33.57903 27.89966 28.05336 34.57361 38.58210 36.84499 51.11515 34.84287
#> [2657] 36.85644 43.12654 32.42466 36.63583 40.28127 49.49935 44.71365 35.56326
#> [2665] 45.26627 45.29318 48.67120 49.82009 40.85501 58.74460 47.66604 49.15573
#> [2673] 53.92695 46.36153 46.39505 49.38364 46.89385 47.43154 43.26704 48.79188
#> [2681] 41.79863 43.84174 48.72287 43.36860 40.59950 56.98730 38.75872 47.67127
#> [2689] 41.16753 43.77369 59.63366 53.32367 57.88989 61.22556 36.03881 48.87866
#> [2697] 45.52657 47.19739 41.27243 51.28304 47.72996 47.72438 49.53879 48.11516
#> [2705] 41.48543 50.05598 50.71766 42.92670 49.05977 41.56640 32.59879 48.90773
#> [2713] 39.72041 45.67404 50.10329 58.82367 41.00901 49.43826 42.65554 36.70476
#> [2721] 50.01185 51.89857 52.08446 41.02401 45.90614 40.56135 49.34331 58.36422
#> [2729] 60.27839 46.37481 37.96367 46.76255 57.68345 34.90374 55.70666 47.25854
#> [2737] 55.61575 51.88240 52.28332 46.27918 45.89606 60.83573 46.24867 43.66772
#> [2745] 66.31693 48.96049 56.74710 52.37055 48.42393 52.79808 49.51371 53.25470
#> [2753] 61.28821 46.75995 41.26109 54.03418 48.75707 40.80101 40.01648 32.15719
#> [2761] 46.59446 31.39745 50.10972 46.13273 42.52972 38.47092 44.82817 47.14987
#> [2769] 47.44362 50.93123 38.58886 41.11042 49.76759 38.13704 42.65372 49.09882
#> [2777] 39.53141 48.47492 46.76266 37.04547 52.52237 39.98161 55.22856 35.51695
#> [2785] 46.73377 49.94150 43.88132 58.68307 50.50526 51.38387 44.34085 45.71232
#> [2793] 34.15289 34.27534 37.16201 50.05200 35.06467 47.63756 47.94565 63.96973
#> [2801] 48.28689 45.04661 47.64434 37.51605 49.60568 44.87000 46.68863 63.10124
#> [2809] 39.36979 55.18885 58.79669 58.47199 62.32491 51.94340 58.30283 46.95410
#> [2817] 55.05634 57.53440 47.19075 49.82308 43.85927 39.71238 47.81872 46.90645
#> [2825] 48.82537 61.86073 52.27297 52.79180 49.52188 41.42550 54.52017 59.46655
#> [2833] 53.14670 59.58734 41.56296 58.03454 55.74316 50.56780 58.37796 55.52468
#> [2841] 55.72364 50.53083 56.83233 45.29335 40.94205 45.11674 48.14337 37.49089
#> [2849] 52.58649 58.58444 62.71497 52.31357 51.78359 53.20050 37.08017 58.41461
#> [2857] 54.37867 51.22221 65.13420 50.46352 45.09626 43.76101 54.91288 38.22633
#> [2865] 52.89440 47.45091 39.34997 44.68878 49.93497 46.79759 58.01816 51.57177
#> [2873] 43.95567 45.41703 65.33852 44.70927 45.13722 46.41281 48.68043 58.12434
#> [2881] 44.49877 51.16667 61.74787 45.66801 44.03636 47.17293 36.94026 43.39986
#> [2889] 41.18768 44.82211 51.95162 43.44564 44.68396 42.39344 51.53884 38.91264
#> [2897] 38.74995 56.79906 46.17908 58.18438 51.38979 49.06543 38.69677 42.94127
#> [2905] 52.56755 52.46092 48.00344 52.16341 39.97246 56.99621 51.55469 45.25877
#> [2913] 43.96044 48.28223 48.42763 55.76425 53.67090 44.87600 49.28200 64.02670
#> [2921] 43.76998 46.72797 47.48358 47.93992 54.81413 45.85116 50.28049 51.80882
#> [2929] 44.42639 42.63643 47.53090 48.36901 50.94165 49.19918 50.73491 49.44459
#> [2937] 49.06012 49.73563 40.12680 49.07935 33.94966 33.76140 53.36659 48.17958
#> [2945] 47.17727 57.20665 47.42064 58.89090 40.70716 42.79656 50.17088 45.04410
#> [2953] 43.82301 46.88775 52.61638 45.20612 51.60148 53.59736 45.01195 48.20395
#> [2961] 49.16426 38.03997 46.00344 52.80801 43.96147 54.83636 51.24710 56.19287
#> [2969] 49.10906 45.62440 42.42067 44.59828 41.08969 47.91224 39.58085 41.67800
#> [2977] 41.43008 42.48448 48.67317 52.64785 45.39198 45.14204 47.96135 36.92762
#> [2985] 42.48654 51.82264 50.07001 49.07868 45.32653 44.34422 52.27594 38.37589
#> [2993] 38.65591 40.64776 41.20645 47.56647 38.72904 52.81909 39.81131 47.43442
#> [3001] 46.14690 44.31602 51.12902 34.18594 52.05578 53.84398 41.27625 45.59755
#> [3009] 43.41921 34.88412 51.37260 37.31965 43.75389 38.88710 60.81687 43.25858
#> [3017] 41.98923 50.80814 44.15477 50.48180 52.13804 50.10458 49.33051 46.40504
#> [3025] 43.24312 43.28048 48.08498 43.70578 43.03841 48.29103 53.54829 46.27981
#> [3033] 35.92991 47.91006 32.96321 45.88887 49.04246 41.58298 57.70723 40.92135
#> [3041] 28.42763 37.01824 36.21921 39.38319 34.61121 58.43484 39.54349 53.12480
#> [3049] 42.81789 32.67838 44.82021 33.24146 48.47698 54.54291 46.67207 32.90133
#> [3057] 27.09021 37.76970 37.81470 62.83268 36.39104 41.99075 44.00028 28.49774
#> [3065] 46.16448 45.77579 54.08582 46.26120 43.73622 42.12355 34.18079 32.79989
#> [3073] 60.82133 44.43400 51.28961 53.44483 35.72946 42.09060 49.57083 51.29190
#> [3081] 53.22748 49.19512 44.59760 49.06615 61.04850 44.28382 39.58880 50.03293
#> [3089] 33.21315 50.00605 52.30772 50.61078 50.57952 45.65640 28.27629 54.53968
#> [3097] 32.23749 54.01001 42.33991 35.90207 49.46735 46.15858 46.75347 49.20616
#> [3105] 45.66186 58.75830 40.55541 56.79793 47.63147 43.48883 48.53415 42.02605
#> [3113] 47.52967 57.54924 45.07532 44.67576 63.07572 58.98896 54.13224 65.95341
#> [3121] 58.22143 60.22695 57.18431 55.35123 46.05522 32.86601 35.68508 58.88220
#> [3129] 41.30426 56.27878 42.75053 40.94216 55.16752 41.82226 52.94197 55.31150
#> [3137] 51.91496 51.92705 44.55307 41.05701 59.53726 37.34628 53.12993 52.46659
#> [3145] 33.77390 49.60246 48.51377 41.83370 50.61966 42.26726 47.40431 49.17758
#> [3153] 46.94777 54.58645 52.34248 52.40441 42.40125 62.07381 48.59205 56.20981
#>
#> $knn_hubness
#> [1] 0 5 2 1 5 1 11 10 1 1 9 1 4 0 1 0 0 1 1 5 11 0 3 1 2
#> [26] 2 6 0 18 0 3 0 4 1 2 2 8 3 7 4 1 4 4 3 3 2 2 27 4 8
#> [51] 2 9 4 1 1 0 5 1 4 7 6 3 5 4 5 11 7 5 4 3 1 9 1 5 9
#> [76] 3 2 0 2 7
#>
#> $prop_outliers_cell
#> [1] 0
#>