The goal of biocman is to is to provide access to 5 synthetic bioclimatic variables learned by a generative A.I. method known as a Variational Autoencoder, which learns low dimensional manifold dimensions from high dimensonal datasets. The 5 variables condense the information contained within the original 19 WorldClim bioclimatic variables. Details can be found here.
You can install the development version of biocman from GitHub with:
# install.packages("devtools")
devtools::install_github("rdinnager/biocman")This is a basic example of how to get the data:
library(biocman)
library(terra)
#> Warning: package 'terra' was built under R version 4.2.2
#> terra 1.7.18
## get data in `rast` format
bioman_vars <- get_data()
plot(bioman_vars)
Data can also be encoded or decoded to or from WorldClim and the 5 manifold variables.
bioman_samp <- spatSample(bioman_vars, 100, na.rm = TRUE)
bioman_samp
#> BIOMAN1 BIOMAN2 BIOMAN3 BIOMAN4 BIOMAN5
#> 1 0.97392207 1.83286262 0.44626132 -1.269208789 0.12139887
#> 2 -0.63799518 0.41641957 0.03311505 -1.412406087 1.04417717
#> 3 -0.55159229 -1.34968448 -0.77063960 0.197364360 -0.44312835
#> 4 0.49660733 1.24058712 -0.44989970 -0.223999217 0.00185979
#> 5 0.36524409 0.73691374 -1.06665015 1.934700012 0.90739614
#> 6 -0.15636998 0.15400520 0.46291444 0.834038317 -1.03545630
#> 7 1.99576795 -0.71447903 -0.59649289 0.750693917 -0.60028607
#> 8 0.41782403 1.41490996 0.26232898 -0.669181645 -1.01841998
#> 9 0.33485973 -0.01385978 -0.58412343 0.666267574 -0.25162622
#> 10 0.50189584 0.51604807 0.66661501 0.882540703 1.09867299
#> 11 -0.15941413 0.70999622 0.63985705 1.358634949 0.53347832
#> 12 0.64026093 -1.42441297 -1.97261381 -0.586942852 -0.09027255
#> 13 0.16536404 -0.12806532 -0.21911384 -1.381533980 0.06008261
#> 14 -1.67568731 1.40414333 -0.48717427 -0.069206007 -0.36810559
#> 15 0.19144207 0.05584719 -0.76600033 0.129948005 -1.85143769
#> 16 0.61771929 1.16784680 1.46564746 1.063039899 0.63848889
#> 17 0.54286307 0.32601756 -1.32041776 1.790997148 0.78956187
#> 18 0.02409819 0.59412640 0.48160508 -2.274705887 1.49213982
#> 19 -0.53355873 -0.31619468 1.50098932 0.751139283 0.29379067
#> 20 0.31899413 -1.97549200 0.14255762 -0.554063678 -0.23956650
#> 21 -0.85150266 0.53554368 2.86186051 -0.009620775 1.22672391
#> 22 0.31847537 -0.34935275 -0.38941073 0.362385571 -0.67392236
#> 23 -0.75729418 1.17236292 -0.45046264 0.503775179 -0.77803028
#> 24 -0.07026362 -2.11794353 -0.07760500 -0.394100249 -0.14780061
#> 25 -0.71391135 0.84295225 0.27570182 -0.448823959 0.73978931
#> 26 -0.22135620 0.39951319 -0.22941951 0.934733748 1.90630269
#> 27 -0.81217420 0.16702540 1.39195299 0.886235833 0.13266565
#> 28 -0.30645829 0.16200148 0.26375616 -0.477530658 -0.28138059
#> 29 0.59379280 -0.46753964 1.19279945 1.065236926 1.06365371
#> 30 -1.20203018 -0.57284528 0.72223532 0.807279825 -0.21559697
#> 31 -0.12852968 1.07600880 1.89280903 1.098068118 0.47039136
#> 32 -0.17012368 -0.29283082 -0.75646651 -1.049255610 -1.52259457
#> 33 -0.47613978 -1.10181713 -2.45961308 0.341834575 -0.34208271
#> 34 0.64982021 -1.60691571 0.57687598 -0.024762593 -0.36762762
#> 35 0.52580649 -0.41021475 -0.62594402 0.960163474 -0.89698750
#> 36 1.62486541 1.94803488 -0.45006603 -1.763953567 -0.24977224
#> 37 0.23080263 -0.67956203 2.84769177 -0.037754588 -0.43576661
#> 38 -1.52029669 -0.66736060 -0.04419047 0.898646891 0.26440257
#> 39 0.17104053 1.15323210 0.16942993 -0.823955476 -1.18526924
#> 40 -0.50102216 0.16330482 -0.56295002 0.028324543 -0.64752543
#> 41 -5.00328016 1.25906479 -2.43181920 0.755677164 -0.17425849
#> 42 -0.16427961 -1.32058072 -1.27545416 0.949082673 0.37661618
#> 43 -1.72838402 2.36594892 1.10783994 1.050892711 1.08520961
#> 44 -0.37937310 0.85194391 -1.17254341 0.499078184 -0.53784013
#> 45 0.15750110 -0.53777814 0.83051962 0.389334410 -2.00321102
#> 46 -0.08732104 0.88325214 0.64547849 1.046962023 0.18381371
#> 47 -1.01030707 -2.35238409 -0.36845443 -0.647547007 -0.17264062
#> 48 0.46499500 0.78770137 0.02632471 1.050433993 1.03842342
#> 49 0.42217666 1.33613038 0.55760860 1.184521079 -0.23005822
#> 50 0.19671863 0.57086945 -0.44159666 -1.240682840 0.37549236
#> 51 1.24726939 -1.42317080 0.19418581 0.877459109 -0.48351869
#> 52 -1.67827594 -0.88501781 -1.09215593 0.247039855 -0.56692082
#> 53 -0.55544871 -0.97673321 -0.85882169 -0.420023680 -0.24465764
#> 54 -0.43323913 0.30425858 0.17182976 1.178981423 0.19117527
#> 55 -0.40066096 -0.75738049 -0.97802722 -0.529234350 0.16083442
#> 56 1.66827309 0.14557272 -0.50197577 -1.662110686 -0.71901900
#> 57 -0.19866206 -0.77445400 0.35426551 -0.039255071 0.49349368
#> 58 0.88030654 0.38804966 -0.82219583 -0.815929234 0.18872963
#> 59 0.03010058 -0.47394332 -0.58009398 1.220459819 0.27607119
#> 60 2.05134344 -1.14295530 -1.15338767 0.745216727 0.97770989
#> 61 -0.53205812 -1.37874019 -0.78559750 0.101871684 1.58747160
#> 62 -1.12647855 -0.79859757 0.35440367 -1.752965450 1.38117814
#> 63 -2.15857339 0.08796603 0.48480374 -1.734482884 -0.60349447
#> 64 0.95732206 -0.38100374 -1.28843367 0.893081784 0.14539781
#> 65 0.61321908 0.66618854 0.03972589 1.154601216 1.48769712
#> 66 -1.10060441 1.59719765 0.36656678 1.218247056 -0.19831176
#> 67 -1.31463671 -0.41441849 1.79140031 0.354058117 -0.73985672
#> 68 0.04952750 -0.35008895 0.99654073 -0.601084232 0.25129753
#> 69 -0.52168024 0.78340566 0.09004578 1.326695919 0.36909422
#> 70 -2.05900192 -0.16238366 0.87670338 -0.307783127 -0.70427972
#> 71 -1.12960529 0.46961847 0.93912464 1.180412054 1.27567756
#> 72 -0.29459462 1.57642162 -0.02836228 2.565360546 -0.25511253
#> 73 -0.94891828 -0.38769355 0.05266532 -1.873735070 0.13833064
#> 74 -0.31032872 1.02126276 -0.27601966 1.865196705 -0.16130252
#> 75 0.02961146 -0.52438593 1.25464880 0.277723014 -1.87331700
#> 76 -0.10095757 -0.69445199 -0.04717492 -1.604346752 -0.17212895
#> 77 -1.27724493 -0.58152837 0.28195262 -1.444272637 -1.48642647
#> 78 -0.03552321 1.74571204 -0.44879255 0.659398913 2.45854926
#> 79 -0.11039615 0.95019418 -0.33227229 0.120972022 -1.00505054
#> 80 1.03435636 1.53731239 -2.82684994 2.306915998 0.31782109
#> 81 0.01003054 0.03890975 -1.08433151 -0.728751183 0.60670543
#> 82 0.05851877 -0.73411745 -0.64505196 -0.669371486 -0.08512839
#> 83 0.49457210 -1.32857502 -1.69361997 0.609353006 0.68046033
#> 84 1.83240497 0.71339071 0.19501430 -1.374017119 -0.69646382
#> 85 0.43952727 1.17409968 -0.46918595 -0.284358114 0.05137825
#> 86 1.12156773 -1.16079748 -0.74320495 -0.326383412 -0.68508750
#> 87 1.04923749 0.38953286 -0.48404634 -0.599113941 -1.73109090
#> 88 0.70236868 -2.02730250 0.10811788 -0.140128925 -0.35926905
#> 89 0.94279790 0.32729173 -0.84247684 -0.881511509 0.20300764
#> 90 1.36840284 -0.12049647 -1.94535625 0.850556552 0.36877638
#> 91 -0.53777337 -0.93038034 2.54702902 -0.150315061 -0.27120697
#> 92 0.32640600 -0.10806169 -0.26227927 -1.557103276 1.06599033
#> 93 0.74024504 0.05976970 0.10939150 -0.519461811 -1.28340483
#> 94 1.53102005 -0.52750760 -0.23667517 0.823933661 -0.35021225
#> 95 1.05901790 0.23053432 0.23036104 1.241076827 1.80761898
#> 96 0.52061176 0.67838907 0.14416814 -0.961077571 -0.66030371
#> 97 2.02063632 1.95575964 -0.61176366 -2.151888132 -0.36877626
#> 98 0.07179660 1.74402833 1.69519901 1.818364978 -2.54627395
#> 99 -0.94011110 0.32621980 -0.15612526 0.206436411 -0.63747472
#> 100 -0.39671513 -1.67079401 0.89693755 -0.320485353 -0.43494228
## decode to bioclim
bioclim_samp <- biocman_decode(bioman_samp, standardised = FALSE)
bioclim_samp
#> BIO01 BIO02 BIO03 BIO04 BIO05 BIO06
#> [1,] -36.1895573 10.0076845 32.08615 837.22931 -17.42062112 -48.5270014
#> [2,] -38.3036039 7.1429304 22.40255 965.33115 -18.62765432 -50.6134163
#> [3,] 3.2925161 12.0756159 24.87944 1389.57677 28.99653013 -20.2859410
#> [4,] -11.2937276 6.4854082 27.89161 593.51467 0.61524920 -21.4919665
#> [5,] 26.3869336 12.1945118 63.30704 161.37484 36.24222108 17.3745251
#> [6,] 15.0555878 11.2201932 46.79923 503.58405 27.90865827 3.1110840
#> [7,] 7.0224177 14.3830107 41.18169 773.76270 26.21089037 -9.3070993
#> [8,] -26.8645364 7.7716281 28.30671 709.51031 -11.48705724 -38.6324421
#> [9,] 9.2117224 10.8571493 45.48354 482.57450 22.07740747 -1.4611285
#> [10,] 19.3965138 13.1105595 56.58865 316.25798 30.03269291 6.7117707
#> [11,] 24.2092335 11.8762304 76.31731 81.05944 31.61338602 16.1290214
#> [12,] -12.5099681 8.8615728 15.75461 1789.91804 17.57873514 -38.1666121
#> [13,] -40.7468031 7.2662443 20.54902 1061.57028 -19.26681873 -54.6194079
#> [14,] -6.1967754 3.8532396 25.89919 381.99536 1.55752495 -11.7167188
#> [15,] -2.4508053 8.5193457 19.92971 1124.62002 18.04842982 -22.2489135
#> [16,] 22.2291047 12.5750903 65.06260 176.99871 30.58973353 11.5310855
#> [17,] 26.4232944 12.8410769 66.81844 154.21577 36.15034074 17.2771232
#> [18,] -51.2780511 8.9143510 23.15859 1191.61963 -26.97310274 -66.2418748
#> [19,] 18.1756922 14.2499356 45.35972 623.67755 32.57023027 1.9876912
#> [20,] -12.4203490 11.0476064 18.17307 1903.46326 19.92333810 -41.4148251
#> [21,] 9.6436369 11.3319323 26.93936 1136.04431 28.31537455 -13.6040531
#> [22,] 4.9675007 10.7379602 29.04218 945.48642 24.20278548 -11.9585123
#> [23,] 5.8357464 5.5563836 44.86839 265.14317 12.58178450 0.6721506
#> [24,] -9.0908195 11.7918164 18.61227 1915.35588 23.57980472 -39.0941464
#> [25,] -17.9011259 5.0988132 21.15167 695.61282 -4.48371265 -27.9159226
#> [26,] 27.6714042 13.7577093 51.39931 398.55718 40.61216034 13.7227199
#> [27,] 21.0522487 13.0672680 52.00457 443.54025 32.79151149 7.8776915
#> [28,] -15.6225587 4.8720071 16.02462 987.26100 0.99320973 -30.2419992
#> [29,] 20.2229457 16.5641973 58.02018 406.46877 33.10592111 4.5104881
#> [30,] 19.5694507 13.6996457 40.47045 708.45719 35.60445801 2.9053744
#> [31,] 22.1800561 12.1790781 66.81044 182.43431 29.89922067 12.1426544
#> [32,] -37.0829100 7.0461243 19.51874 1071.88498 -15.98686751 -51.7505783
#> [33,] 9.8808541 11.1992792 22.84824 1348.75909 34.89337717 -12.5878297
#> [34,] -3.8827281 13.1064141 24.37320 1543.60383 24.09896223 -30.5344635
#> [35,] 16.1602697 13.1908355 45.66387 603.54984 31.83998022 2.5484994
#> [36,] -42.3107817 12.3249985 34.13582 964.25599 -20.50819242 -57.4831301
#> [37,] -2.0226415 12.0507252 24.80371 1304.53613 20.78655742 -27.1300341
#> [38,] 24.4327500 13.7563128 42.63091 651.80037 39.46732695 8.0110720
#> [39,] -31.4117423 7.8917359 27.57681 769.28568 -14.46623612 -43.5805704
#> [40,] 0.1453862 7.1693199 20.33864 1005.98606 18.35829218 -16.4962274
#> [41,] 1.4175283 0.7977455 101.35490 -19.71326 1.67166954 1.3462206
#> [42,] 23.0158879 15.6780987 41.31156 864.45484 42.32548334 3.7065080
#> [43,] 26.0793463 6.4789367 68.58818 77.98679 30.20549790 20.7829013
#> [44,] 10.1326863 6.9866027 36.82639 448.73727 20.46616507 2.0069148
#> [45,] 2.5727630 11.7065225 26.26279 1169.70743 25.43006208 -19.0820900
#> [46,] 23.6079297 10.7412705 65.40200 169.48491 31.14856705 15.1039303
#> [47,] -11.5383029 10.6114637 15.91298 2087.43797 22.87746872 -42.8119867
#> [48,] 24.1510873 12.2245883 60.88393 168.72648 33.51389833 13.8141006
#> [49,] 25.0911959 10.0395594 70.92163 115.86349 32.20002990 18.0168846
#> [50,] -36.5044397 7.8606098 24.36942 929.23160 -17.00817713 -49.4539844
#> [51,] 11.8068819 17.0129423 42.44164 834.55988 32.08205352 -7.4285753
#> [52,] 8.0379194 10.3376892 23.31585 1274.47075 31.18110177 -13.5997323
#> [53,] -8.1723862 8.1932727 16.47960 1560.23016 18.56067659 -31.5172690
#> [54,] 21.7686382 10.9921847 71.74018 132.55446 29.12248435 13.9122738
#> [55,] -10.8256812 7.0959858 15.41704 1481.94529 14.44332767 -32.0134475
#> [56,] -46.0761011 9.2986862 22.41442 1174.48776 -21.84942429 -62.9395731
#> [57,] 0.6802165 11.1759242 23.84706 1308.29955 23.70202182 -22.7096079
#> [58,] -27.4947239 7.0131928 21.87486 920.67396 -9.17643221 -41.2429818
#> [59,] 20.8034769 14.0591160 63.19152 310.29421 31.90738609 9.4054089
#> [60,] 13.5654522 16.4080671 40.12277 929.47421 34.66979431 -6.7391432
#> [61,] 7.2117194 13.2321267 27.11253 1339.12163 30.97289112 -17.4723018
#> [62,] -45.6858697 5.7802569 15.99985 1227.10175 -22.48824866 -59.5744418
#> [63,] -47.9955942 7.5407309 21.95233 1071.86970 -25.88685246 -60.9676853
#> [64,] 17.5091189 13.6871774 44.42863 628.71746 33.96109626 3.0958219
#> [65,] 25.5154396 13.8823886 62.81090 173.54206 36.20065752 14.2708275
#> [66,] 26.5388117 7.2522037 72.91216 90.16974 31.88861744 21.7988522
#> [67,] 9.7081578 11.5838518 28.73005 1086.61814 29.92169745 -11.2703284
#> [68,] -16.8483724 6.0991038 15.93869 1248.67863 4.21938270 -34.7704022
#> [69,] 25.4870696 10.2800097 76.42640 75.66438 32.12487030 18.8170998
#> [70,] -4.5385386 5.2530902 12.72945 1258.75442 16.28328905 -24.1757419
#> [71,] 25.9639962 13.0657628 63.74187 245.27583 35.92376973 15.1739053
#> [72,] 25.9077758 10.1315597 78.68971 47.46168 32.91113263 19.7909455
#> [73,] -49.2540757 7.2888337 19.11593 1206.08790 -25.25701056 -63.7605002
#> [74,] 24.5784046 9.7259175 77.16955 72.85847 31.10682188 18.3311465
#> [75,] 1.1408324 11.2582904 24.42674 1217.25895 24.42700397 -21.0739196
#> [76,] -45.8142099 6.9242171 17.94091 1216.53348 -22.04012209 -60.9711388
#> [77,] -46.4559432 6.9585335 19.19371 1151.95125 -23.61704396 -60.7356732
#> [78,] 26.3852338 10.5596924 43.78868 381.11257 37.95354769 14.0363623
#> [79,] -3.1255244 6.2119339 26.10509 641.53779 9.01815181 -14.7866685
#> [80,] 27.4611891 9.7527141 74.56892 102.33411 35.27542322 22.3263377
#> [81,] -23.8494823 5.6964325 18.30568 941.88805 -6.37113379 -37.1216934
#> [82,] -15.6295867 6.7961347 15.17042 1465.00309 9.34392411 -36.0664265
#> [83,] 15.6739388 14.4813655 32.72841 1132.56133 38.44999207 -6.1745826
#> [84,] -40.7295034 9.4209561 24.67146 1035.97052 -18.93851166 -56.3768609
#> [85,] -12.5370553 6.7005870 27.43237 633.39011 0.06218976 -23.3884180
#> [86,] -10.2095617 10.1480112 19.42480 1574.00581 17.67015824 -34.6366871
#> [87,] -24.9865561 7.1740092 20.92153 959.80076 -6.29769238 -38.7296566
#> [88,] -6.8709585 13.2099264 22.58835 1731.82758 24.09815594 -35.1933139
#> [89,] -29.2084670 7.1072226 21.92193 941.11294 -10.39156947 -43.0673466
#> [90,] 18.5875357 13.1964250 40.69267 710.75048 36.25811235 3.7133981
#> [91,] -1.5854346 11.5312391 22.08075 1463.31012 23.00403988 -28.6448085
#> [92,] -41.5264057 7.1111783 19.88569 1100.27305 -19.68257029 -55.3706636
#> [93,] -21.4220255 6.0087070 18.56240 1010.84969 -3.86811596 -36.2672856
#> [94,] 7.6681010 14.0892501 48.34200 544.78016 23.10722945 -5.8100153
#> [95,] 26.0563426 16.3669196 62.24423 256.65138 38.87468746 12.2527028
#> [96,] -34.0566844 7.6770185 24.37448 889.67838 -15.13758235 -47.2198267
#> [97,] -48.1533906 13.5157488 33.76757 1079.88738 -23.97563435 -65.2818650
#> [98,] 23.7648161 9.8959274 88.55235 14.32929 29.24951146 18.1928009
#> [99,] 5.7494151 7.4741088 24.54955 844.88485 21.46933201 -8.9812921
#> [100,] -6.8350256 11.0037647 18.85985 1757.23006 23.11443642 -35.3182542
#> BIO07 BIO08 BIO09 BIO10 BIO11 BIO12
#> [1,] 31.1041462 -43.617680 -25.296690 -24.3412054 -43.547704 201.608242
#> [2,] 31.9857231 -45.032450 -33.040866 -24.5744240 -46.537905 31.445173
#> [3,] 49.2791798 18.242442 -8.739981 20.1171855 -13.736791 240.017043
#> [4,] 22.1059590 -12.845709 -4.734197 -3.0690524 -17.334263 371.298950
#> [5,] 18.8659018 25.338346 25.694769 28.4164310 24.637116 1096.239142
#> [6,] 24.8005577 19.885100 8.987346 21.0726617 8.701792 883.329568
#> [7,] 35.5254946 2.596831 16.550379 16.8010922 -2.038599 393.888560
#> [8,] 27.1469142 -29.007504 -17.224804 -17.0890721 -34.121207 494.621809
#> [9,] 23.5471062 8.150461 12.083455 15.3400318 3.735292 245.867645
#> [10,] 23.3192190 22.446781 14.926505 22.8324750 15.108056 715.958353
#> [11,] 15.4853051 23.936847 23.616349 25.0996325 23.209950 1221.220296
#> [12,] 55.7585460 6.241413 -19.070666 9.8915779 -33.365530 191.671787
#> [13,] 35.3483623 -49.160121 -32.878253 -25.6132856 -49.995706 21.112382
#> [14,] 13.2809036 -5.820367 -1.613413 -0.7405865 -9.648963 532.478455
#> [15,] 40.2994171 5.149388 -7.000636 11.3487633 -16.219606 971.336214
#> [16,] 19.0568306 23.722581 19.938902 23.9133948 19.739194 1526.857788
#> [17,] 18.8727846 25.556409 25.642839 28.2197501 24.552686 741.221321
#> [18,] 39.2759136 -60.643017 -42.324233 -34.3209650 -61.238467 36.615817
#> [19,] 30.5921251 25.017814 12.033415 25.4258572 10.185602 548.943805
#> [20,] 61.3337744 10.910155 -30.863739 11.0864358 -35.022330 317.367802
#> [21,] 41.9272761 21.311448 -4.680855 22.5266981 -5.636469 1062.772922
#> [22,] 36.1626240 14.567531 -1.603339 16.6528882 -6.346895 458.488176
#> [23,] 11.9124438 4.500953 5.659174 9.3919543 3.118314 966.727807
#> [24,] 62.6695926 13.942114 -27.314701 14.2598945 -32.296313 341.840565
#> [25,] 23.4387409 -20.958529 -6.461909 -8.2001688 -24.545191 195.419691
#> [26,] 26.8859968 28.714218 24.524784 32.2683312 22.437957 515.442351
#> [27,] 24.9181413 25.839728 15.381297 26.0677462 15.346730 796.593646
#> [28,] 31.2408349 -5.863475 -20.077336 -2.4726046 -26.058447 215.410019
#> [29,] 28.5935262 24.169966 15.940163 24.6462631 14.754449 399.959125
#> [30,] 32.6996078 26.629986 12.521588 27.8451175 10.433875 451.911290
#> [31,] 17.7544210 24.092722 19.642521 23.8843994 19.686990 1438.992687
#> [32,] 35.7590374 -41.817046 -28.503293 -21.9465371 -46.967430 32.790785
#> [33,] 47.4904625 9.859956 19.829140 26.2794677 -6.755637 150.759534
#> [34,] 54.6318963 14.102120 -18.124226 14.8334663 -22.872759 431.883224
#> [35,] 29.3036442 12.074841 22.536731 23.5441557 8.803290 532.822161
#> [36,] 36.9688416 -51.335631 -29.961611 -28.8427193 -51.117282 140.980634
#> [37,] 47.9218643 13.650256 -18.906166 13.4990222 -18.828389 837.834705
#> [38,] 31.4542765 30.071149 18.750395 31.8286135 15.785013 194.882569
#> [39,] 29.1146938 -34.683045 -20.998135 -20.6617501 -38.864010 366.077014
#> [40,] 34.8571925 11.548766 -6.480603 12.6069126 -11.962882 531.048389
#> [41,] 0.3204118 -1.709861 2.478477 1.4481814 2.415481 456.451523
#> [42,] 38.6196918 16.067829 32.363064 33.1406610 11.965830 42.779253
#> [43,] 9.4226228 26.832965 24.453940 26.7103335 24.936100 2375.586866
#> [44,] 18.4596168 7.131091 13.775359 16.0090265 5.135932 758.512380
#> [45,] 44.5095187 14.057203 -7.308166 16.7413413 -11.958623 1030.933738
#> [46,] 16.0446075 24.825899 21.541582 25.3328209 21.286056 1160.104544
#> [47,] 65.6830078 13.596832 -32.916146 14.0379120 -36.593653 286.551020
#> [48,] 19.6951101 23.683449 22.065948 26.0448803 21.911287 1046.742723
#> [49,] 14.1848977 25.392068 23.979442 26.3750756 23.534046 1808.861528
#> [50,] 32.4444629 -43.693606 -27.751209 -23.4105251 -44.812682 52.689721
#> [51,] 39.5066649 16.219044 5.876152 21.8105310 1.448817 242.447617
#> [52,] 44.7752427 21.265306 -4.366303 23.3270973 -7.857955 242.211816
#> [53,] 50.0736135 9.525474 -21.244322 11.2967674 -26.529247 239.461161
#> [54,] 15.2108720 22.698570 20.132866 23.1462206 19.943922 650.310334
#> [55,] 46.4539213 6.756646 -24.011172 7.9182576 -27.741451 150.465023
#> [56,] 41.0900087 -55.390047 -29.898115 -29.5049946 -56.727207 47.471578
#> [57,] 46.4118316 15.893950 -13.147370 16.2651073 -15.902347 378.370159
#> [58,] 32.0678804 -32.705854 -14.544689 -14.6652940 -36.332051 109.026309
#> [59,] 22.5073908 19.872677 21.503744 24.2123062 16.696018 26.210110
#> [60,] 41.3988745 3.924181 24.856625 24.6845093 1.884259 207.464421
#> [61,] 48.4476002 22.975999 -7.096121 22.8706872 -9.902790 72.149489
#> [62,] 37.0917189 -55.029902 -37.993361 -27.9159794 -55.783226 2.344559
#> [63,] 35.0772794 -56.705953 -44.223690 -32.5892715 -56.861306 6.752618
#> [64,] 30.8627348 12.134699 23.463733 25.2148881 9.866715 296.843084
#> [65,] 21.9224121 25.116882 23.791106 27.6267860 23.463008 915.011766
#> [66,] 10.0929363 27.266742 26.194843 27.5892318 25.361073 1965.802548
#> [67,] 41.1979015 22.951131 -2.815124 22.5904195 -4.262718 865.059261
#> [68,] 38.9920016 -1.671457 -29.525695 -0.5452694 -30.274423 265.529584
#> [69,] 13.3101498 24.847975 25.060110 26.3587732 24.516853 1200.105533
#> [70,] 40.4492718 8.851418 -18.851037 11.1577275 -19.534661 525.927353
#> [71,] 20.7411108 27.000984 23.435817 28.7759375 23.054715 659.217388
#> [72,] 13.1190687 25.273328 26.227321 26.6128951 25.518416 2539.653498
#> [73,] 38.5022224 -59.335192 -41.979678 -31.9297490 -59.384103 6.201079
#> [74,] 12.7769279 24.269666 24.629518 25.4183086 23.598679 1655.296055
#> [75,] 45.4975514 13.449097 -9.787884 15.8988933 -14.000075 990.949024
#> [76,] 38.9278761 -55.469848 -37.274203 -28.4026292 -56.349828 5.487812
#> [77,] 37.1136384 -55.022817 -39.917261 -29.9436681 -56.387293 -9.875063
#> [78,] 23.9191740 27.724076 24.115211 30.7496689 21.317709 1435.820184
#> [79,] 23.8073974 1.823550 -6.195489 5.0153729 -10.565424 928.037869
#> [80,] 12.9602500 25.864880 28.010449 28.7963463 26.338308 2054.310465
#> [81,] 30.7551547 -28.099558 -12.528751 -10.8015727 -33.007696 69.649015
#> [82,] 45.4097389 2.996935 -29.544865 3.2059623 -31.823651 127.541732
#> [83,] 44.6243130 10.630171 27.267121 29.1635951 1.415806 93.411603
#> [84,] 37.4401249 -48.457302 -24.024900 -26.2017432 -50.314914 125.871031
#> [85,] 23.4489990 -15.115917 -4.732726 -3.8261882 -19.103599 325.067735
#> [86,] 52.3113389 7.220039 -18.604874 9.4909335 -28.719263 329.721079
#> [87,] 32.4177152 -29.902246 -23.031427 -11.7492172 -34.504797 386.108902
#> [88,] 59.2897686 14.076972 -22.168303 14.2744117 -27.803830 359.463617
#> [89,] 32.6774046 -34.819453 -16.165769 -16.0578698 -38.146566 97.049943
#> [90,] 32.5330765 11.419118 25.997489 27.3217401 9.951685 488.587599
#> [91,] 51.6504318 15.583664 -20.722290 15.7143561 -20.523626 780.860005
#> [92,] 35.6878675 -50.417559 -33.189715 -25.8557563 -51.017228 16.967915
#> [93,] 32.4105889 -10.487158 -24.212690 -7.7010764 -31.694567 280.381817
#> [94,] 28.9237650 4.403087 12.079121 14.5616555 1.410826 225.798047
#> [95,] 26.6140226 25.339878 24.965904 29.0981388 22.880521 654.115297
#> [96,] 32.0817710 -39.129580 -21.320899 -21.5033898 -42.235276 158.826950
#> [97,] 41.3009411 -58.276166 -33.666114 -33.1570409 -58.104581 102.658426
#> [98,] 11.0540612 24.298192 23.420169 23.8575856 23.511988 3204.194846
#> [99,] 30.4519519 15.764243 -1.585666 16.0387227 -4.659124 585.413581
#> [100,] 58.4259366 13.211240 -25.135044 14.5602622 -28.354645 499.477246
#> BIO13 BIO14 BIO15 BIO16 BIO17 BIO18
#> [1,] 67.8638751 -0.55166490 122.25601 135.264196 5.58172119 5.01807941
#> [2,] 18.2406212 0.12994145 153.20099 20.562329 -0.32309587 2.60855830
#> [3,] 29.7611329 12.29833357 27.44979 81.510607 43.34071682 77.75477474
#> [4,] 64.0083915 0.29805841 59.64105 160.999714 19.69447986 25.52841708
#> [5,] 237.1227154 1.78874692 97.64579 631.168971 7.20111833 165.53886320
#> [6,] 96.7128443 49.91023340 22.32753 265.068486 170.08181271 254.39780607
#> [7,] 46.8308828 15.06993230 27.57373 136.473961 57.79687421 67.96600665
#> [8,] 74.0602851 2.31301626 53.97030 184.667495 40.33625189 47.44430782
#> [9,] 22.7681830 12.11993972 29.51598 75.489723 43.67950497 57.68153394
#> [10,] 168.7323576 2.28178223 102.33782 442.314591 12.72085475 314.30184434
#> [11,] 197.2672586 4.34943186 73.15839 530.531085 31.15546760 321.56601841
#> [12,] 34.5263051 4.60859673 56.60308 77.818002 19.52591783 78.26962522
#> [13,] 8.9260823 0.21224063 110.78798 13.878852 -0.72729984 -1.16888341
#> [14,] 73.5688087 11.66880304 40.60954 185.595685 59.94019928 65.92933805
#> [15,] 104.5319135 59.08997769 16.70973 290.233596 193.94288498 261.78529373
#> [16,] 274.7999102 12.06677742 77.79035 753.708327 52.07914386 562.81880433
#> [17,] 175.3035540 1.07261206 99.31301 457.944034 -0.95352840 55.21716284
#> [18,] 33.5558722 -0.28314482 223.18725 33.745378 0.10364748 4.10107805
#> [19,] 107.6088681 9.45892211 67.63195 268.094173 38.09095179 258.03016779
#> [20,] 55.9137847 9.34489572 60.72066 151.932230 31.91567181 154.47636827
#> [21,] 271.4909725 11.16691682 98.00738 653.453082 50.04914177 624.75723678
#> [22,] 54.6458869 23.24850685 27.14302 153.809096 79.94973739 138.43225067
#> [23,] 106.6997018 56.58798841 16.85912 304.686168 187.30027128 264.26379486
#> [24,] 56.9956678 8.74346090 58.97823 156.432348 31.08107365 153.33273986
#> [25,] 47.6925307 -0.20015675 87.62694 97.473282 5.46038531 1.57196814
#> [26,] 176.1454556 0.78824423 131.45085 414.418689 6.37302139 80.90895154
#> [27,] 132.7115737 12.74795527 62.96582 357.995018 48.56527472 363.41217957
#> [28,] 32.8530764 6.79239504 52.75836 76.759502 23.42890153 70.02608979
#> [29,] 90.4460359 0.33940330 103.93354 240.369888 3.53238434 181.63436147
#> [30,] 68.4477922 14.52866321 47.65179 171.194066 52.64969931 157.71481980
#> [31,] 254.6018060 12.30680460 75.36545 689.000352 54.26196502 688.27669393
#> [32,] 0.2484347 0.28332146 28.65266 7.574441 0.74382291 -4.23731864
#> [33,] 17.4809149 6.44150903 26.39879 42.986407 23.80256695 30.83840630
#> [34,] 69.2468210 14.09252265 51.52483 184.993011 49.77340511 186.44070754
#> [35,] 51.6282261 32.11603109 15.22020 144.775932 111.62564124 126.61613144
#> [36,] 53.1106583 -0.04350699 135.88831 96.992303 3.30610634 3.08650699
#> [37,] 145.4820106 18.85876647 66.99142 386.917458 67.56015366 390.66831932
#> [38,] 36.2214796 4.36183433 54.66902 87.174625 16.91818767 72.38395829
#> [39,] 54.0510001 1.99971427 54.70381 133.300603 30.61224197 35.42400642
#> [40,] 69.9529313 23.89009501 33.58059 191.205388 80.63217965 186.32615654
#> [41,] 63.2726986 12.22535459 37.86897 150.684453 49.40375164 102.27334823
#> [42,] 5.2515175 -0.12227273 54.46422 13.393391 -0.38584804 -2.90675580
#> [43,] 434.6747183 6.26271923 77.72641 1168.743740 46.08259994 824.04137201
#> [44,] 90.9594503 38.21758308 22.50407 253.991203 130.19165690 150.16136475
#> [45,] 110.3120105 60.11943185 16.51195 310.877936 201.00985848 296.04313626
#> [46,] 200.9665628 19.26657236 68.12029 528.873227 75.33847957 391.62907321
#> [47,] 50.1184997 7.34091065 59.00343 134.167569 27.34241624 123.11305231
#> [48,] 204.4039645 1.98514706 88.48587 559.205355 12.32601198 180.42901857
#> [49,] 282.0359171 43.09698807 56.86777 753.633506 161.93367406 405.45219459
#> [50,] 18.8008556 0.28901551 119.08743 27.695752 -0.30213820 -0.27410993
#> [51,] 29.2050830 12.26002318 25.71516 82.578106 45.99618252 60.06809101
#> [52,] 27.5293975 13.83376814 20.36286 73.536274 47.70467583 76.13598574
#> [53,] 41.0679772 9.01898194 49.12175 105.308735 30.87876434 99.55921847
#> [54,] 107.5513541 9.14116376 64.02441 272.425484 42.28252629 230.03671755
#> [55,] 29.4759918 5.42148672 58.78260 75.611052 18.12901191 63.27081643
#> [56,] 20.0372164 0.39467758 105.87241 30.748754 0.14064193 2.12681889
#> [57,] 80.6590867 7.43378872 73.12755 202.806328 25.81782837 199.45826907
#> [58,] 25.1840615 0.30299600 86.52102 50.819817 0.82403981 0.21369462
#> [59,] 6.3931785 0.39436445 70.84343 13.454632 4.15504562 2.67746141
#> [60,] 42.0916324 -0.06219270 90.23956 115.465002 3.19053162 4.17865036
#> [61,] 27.3670838 0.56501943 112.10056 56.291740 2.85766940 58.70246681
#> [62,] 11.3550595 -0.07158169 171.89324 8.537734 0.88157453 0.16750284
#> [63,] 9.3477500 -0.21816181 107.10877 9.903873 -0.14607608 0.94309406
#> [64,] 48.2690314 4.26685910 55.07270 132.128059 18.39718602 23.75704357
#> [65,] 222.9047377 0.12006133 110.74571 581.443288 -1.47599270 127.42576767
#> [66,] 296.2036071 45.78663207 55.96791 789.835739 175.31349654 504.94006252
#> [67,] 123.8521357 28.35740092 44.04623 327.941095 99.55684821 309.72527601
#> [68,] 52.4851320 4.30171887 71.62263 136.305738 15.24904353 113.89124055
#> [69,] 192.9507358 8.89031129 67.49694 503.948980 48.40606016 249.05246981
#> [70,] 79.2559352 19.92037017 44.60932 208.527229 68.50155711 191.60288086
#> [71,] 185.9480813 0.87987802 115.88348 447.605395 2.41100089 390.27351363
#> [72,] 371.7540747 40.73855801 55.35470 1042.004794 171.49526892 561.00906219
#> [73,] 11.0648211 -0.16425212 139.28717 10.519315 0.11681742 -0.60879158
#> [74,] 246.4516274 32.09361583 54.00960 670.146693 130.40871374 336.63049446
#> [75,] 114.8496691 53.37737283 23.37195 321.621414 178.83919556 310.25736051
#> [76,] 6.7195030 0.10209418 108.68648 9.255437 -0.30341236 -1.62152771
#> [77,] 0.7589879 0.04073195 49.16965 2.914060 -1.07295854 -1.38756920
#> [78,] 410.1549021 2.15206177 127.90864 1034.330090 12.93608823 250.20900039
#> [79,] 110.1954538 47.84139057 24.93820 301.395181 159.93294185 272.00248950
#> [80,] 393.4081561 12.30657799 88.40430 1054.862768 64.48786464 66.07756049
#> [81,] 17.5293094 -0.02882607 90.48555 28.693671 -0.02236214 1.77372206
#> [82,] 27.6301505 5.64227322 56.11565 69.002989 17.64093609 63.93312571
#> [83,] 17.5915318 0.77603375 69.86685 45.151778 3.55421524 5.59252102
#> [84,] 37.1793774 0.31077814 94.02981 68.311375 2.14862914 -0.09844052
#> [85,] 57.2746210 0.39862304 62.80476 140.767712 17.45967644 21.24259108
#> [86,] 53.7763632 13.42376622 42.72119 140.974021 46.80740238 135.95839729
#> [87,] 52.4118755 17.49796736 27.99813 136.443778 65.98864446 100.59942355
#> [88,] 54.3044326 11.08130833 49.01169 150.519806 40.19788790 144.95128422
#> [89,] 22.9460462 0.34266810 90.29941 45.052714 0.79348203 0.68636928
#> [90,] 85.7489308 3.45084438 67.15766 234.428613 15.73557335 24.77736113
#> [91,] 142.9162740 15.89250300 69.91195 376.247350 57.63165135 379.15821515
#> [92,] 15.0383610 0.05527444 157.94256 15.173714 -0.94531778 -1.02602291
#> [93,] 40.4119891 14.66928188 27.73871 95.349722 49.10270761 94.25447033
#> [94,] 21.5043809 11.02803974 30.75995 70.656958 40.87690861 47.47724858
#> [95,] 193.4707671 -0.33950518 127.42876 481.524456 -3.90792780 61.46520562
#> [96,] 37.4312506 0.53695297 71.94138 79.116703 8.05301508 11.81153461
#> [97,] 47.6172769 -0.03341427 154.14223 75.078703 0.78868747 0.24381158
#> [98,] 356.9679837 172.13552672 23.38070 997.665649 578.95400264 881.78632905
#> [99,] 79.3770011 27.87399522 33.09893 216.204734 93.42430325 212.46404094
#> [100,] 80.6454756 13.63302330 59.25827 218.803309 48.38611578 213.07811474
#> BIO19
#> [1,] 115.81555262
#> [2,] 13.09802435
#> [3,] 53.42222721
#> [4,] 131.44405159
#> [5,] 627.42671547
#> [6,] 176.49488442
#> [7,] 109.14295721
#> [8,] 159.17337804
#> [9,] 52.80423314
#> [10,] 17.99089904
#> [11,] 48.14798749
#> [12,] 37.81323489
#> [13,] 9.38714185
#> [14,] 141.10516389
#> [15,] 236.42810615
#> [16,] 65.13800993
#> [17,] 453.22220536
#> [18,] 33.33803762
#> [19,] 45.67966707
#> [20,] 33.17490227
#> [21,] 64.56472740
#> [22,] 93.76190724
#> [23,] 210.35118293
#> [24,] 40.76833835
#> [25,] 59.34004088
#> [26,] 8.93660566
#> [27,] 49.42045744
#> [28,] 35.91397830
#> [29,] 9.13559439
#> [30,] 62.57020880
#> [31,] 58.83209336
#> [32,] 7.53782645
#> [33,] 41.02814285
#> [34,] 60.73739655
#> [35,] 145.96813617
#> [36,] 88.20308506
#> [37,] 63.64206702
#> [38,] 29.85530855
#> [39,] 119.69740742
#> [40,] 100.32673724
#> [41,] 80.37595990
#> [42,] 11.43080107
#> [43,] 77.23035153
#> [44,] 226.84120342
#> [45,] 222.65261463
#> [46,] 98.44464606
#> [47,] 30.31177386
#> [48,] 27.71148282
#> [49,] 212.34320147
#> [50,] 19.47439628
#> [51,] 51.32992193
#> [52,] 54.75399376
#> [53,] 35.59055467
#> [54,] 51.51209056
#> [55,] 19.30296017
#> [56,] 26.34187923
#> [57,] 30.44327451
#> [58,] 32.07967733
#> [59,] 8.53043126
#> [60,] 110.40500475
#> [61,] -1.22727369
#> [62,] 3.35378422
#> [63,] 8.82697442
#> [64,] 128.08007421
#> [65,] 5.25362552
#> [66,] 219.31843036
#> [67,] 97.22979030
#> [68,] 20.36384543
#> [69,] 81.87838659
#> [70,] 74.48160585
#> [71,] -2.97927512
#> [72,] 1039.70317354
#> [73,] 9.03148242
#> [74,] 582.60099226
#> [75,] 197.18369614
#> [76,] 5.77589034
#> [77,] 0.77834082
#> [78,] 26.73403141
#> [79,] 217.29293555
#> [80,] 1083.00929475
#> [81,] 11.22230389
#> [82,] 15.89044055
#> [83,] 36.88662632
#> [84,] 60.12289165
#> [85,] 116.77753506
#> [86,] 62.14313769
#> [87,] 130.85659110
#> [88,] 54.67026483
#> [89,] 28.27671596
#> [90,] 223.14923944
#> [91,] 58.36083532
#> [92,] 10.61038649
#> [93,] 70.81546495
#> [94,] 60.88391399
#> [95,] 0.05153521
#> [96,] 65.41630125
#> [97,] 72.43328805
#> [98,] 615.95686804
#> [99,] 106.97543142
#> [100,] 56.98452664
## reencode back to bioman
bioman_again <- biocman_encode(bioclim_samp)
bioman_again
#> [,1] [,2] [,3] [,4] [,5]
#> [1,] 0.862350583 1.82576525 0.34314936 -1.2959306240 0.09908405
#> [2,] -0.523572803 0.40246558 -0.03932313 -1.4078980684 1.06208038
#> [3,] -0.588405132 -1.34460342 -0.74522406 0.2013015002 -0.44045621
#> [4,] 0.287184060 1.30360901 -0.42221978 -0.2625891566 -0.01395045
#> [5,] 0.404632509 0.72828919 -1.07183623 1.9644447565 0.87422591
#> [6,] -0.188444644 0.13816622 0.38620135 0.8452066183 -1.04226100
#> [7,] 2.142861605 -0.69163382 -0.55838275 0.7483887076 -0.59299105
#> [8,] 0.436162919 1.40273845 0.27768421 -0.6671264172 -1.03775382
#> [9,] 0.354319394 0.01413034 -0.54066777 0.6675558686 -0.20867802
#> [10,] 0.370120227 0.50825554 0.71324068 0.8888818026 1.11882496
#> [11,] -0.094594330 0.71061391 0.61496621 1.3322912455 0.58467185
#> [12,] 0.475554347 -1.42816436 -1.85540211 -0.5772405863 -0.07279733
#> [13,] -0.058057308 -0.09614324 -0.18087734 -1.3956285715 0.04955629
#> [14,] -1.928644538 1.41190922 -0.51683450 -0.0695963204 -0.32387424
#> [15,] 0.461555272 0.04787472 -0.84548408 0.1294025630 -1.84331799
#> [16,] 0.707031012 1.18330431 1.45104253 1.0410147905 0.62807733
#> [17,] 0.526117086 0.34907213 -1.23647094 1.7822160721 0.83334911
#> [18,] 0.135531858 0.53393376 0.36752987 -2.2612459660 1.50775814
#> [19,] -0.643281460 -0.35176980 1.56271732 0.7613881230 0.31024262
#> [20,] 0.297800601 -1.98005378 0.06873903 -0.5603928566 -0.25634646
#> [21,] -1.027195811 0.48627222 2.93142867 0.0003592521 1.18639326
#> [22,] 0.195166871 -0.34213498 -0.24343425 0.3641631305 -0.69723874
#> [23,] -0.729543924 1.13067615 -0.43326327 0.5125486255 -0.76692331
#> [24,] -0.081131920 -2.14420033 -0.01588428 -0.4009177387 -0.13964362
#> [25,] -0.727306128 0.83033627 0.16731010 -0.4658915401 0.69821572
#> [26,] -0.176328227 0.41448748 -0.26627347 0.9339665771 1.92665076
#> [27,] -0.652405262 0.20303300 1.36365426 0.8778716922 0.12358411
#> [28,] -0.576774240 0.15174255 0.32825026 -0.4801869988 -0.26509035
#> [29,] 0.594823360 -0.43549255 1.18379569 1.0747524500 1.05543327
#> [30,] -1.048968196 -0.55506927 0.78168452 0.7977280021 -0.25421709
#> [31,] -0.024686851 1.09719002 1.88073027 1.0825275183 0.46559638
#> [32,] -0.124433011 -0.29123479 -0.54256982 -1.0583593845 -1.57321918
#> [33,] -0.446930200 -1.14407849 -2.33313107 0.3364093006 -0.36001354
#> [34,] 0.606725216 -1.62391555 0.58219731 -0.0183429718 -0.40633798
#> [35,] 0.609920621 -0.40023986 -0.70435697 0.9503100514 -0.87805516
#> [36,] 1.705158591 1.92042303 -0.46698076 -1.7682282925 -0.29787183
#> [37,] 0.325461090 -0.68543273 2.71935582 -0.0274641104 -0.35228395
#> [38,] -1.508979440 -0.67609787 -0.05941285 0.8997454047 0.23549876
#> [39,] 0.204615608 1.13415194 0.14500824 -0.8197935820 -1.23151064
#> [40,] -0.444033772 0.17866617 -0.54043931 0.0114164110 -0.64464480
#> [41,] -5.168820858 1.23790622 -2.53944087 0.7722615600 -0.15974452
#> [42,] -0.176533043 -1.29751313 -1.30255759 0.9541667700 0.36183244
#> [43,] -1.772218466 2.34018016 1.13293982 1.0711028576 1.06034124
#> [44,] -0.370694816 0.84978145 -1.14550221 0.4867274165 -0.55105907
#> [45,] 0.092258438 -0.54539520 0.93376291 0.3834280670 -2.00666189
#> [46,] -0.018225372 0.89080071 0.63935465 1.0535010099 0.16521789
#> [47,] -0.836305022 -2.34118390 -0.23867545 -0.6457954049 -0.18865831
#> [48,] 0.471499532 0.79541820 0.02928214 1.0427500010 1.04465699
#> [49,] 0.486539334 1.32312059 0.52040750 1.2099403143 -0.23369302
#> [50,] 0.225021482 0.57936865 -0.33269489 -1.2436879873 0.36058557
#> [51,] 0.959603548 -1.41588247 0.35550755 0.8805555701 -0.46864003
#> [52,] -1.677622557 -0.90908438 -1.08904469 0.2427820116 -0.50615340
#> [53,] -0.606413484 -0.98718369 -0.89715177 -0.4173983634 -0.23617397
#> [54,] -0.448245734 0.27837101 0.22106318 1.1995580196 0.17017576
#> [55,] -0.440699786 -0.76728040 -1.00944614 -0.5321798325 0.14375488
#> [56,] 1.722886801 0.11820301 -0.38409731 -1.6553874016 -0.68095499
#> [57,] -0.263890594 -0.76531023 0.40828899 -0.0450236462 0.51888764
#> [58,] 0.946207404 0.35374430 -0.42614478 -0.8186294436 0.15277228
#> [59,] -0.195292652 -0.52122355 -0.43649706 1.2491171360 0.22545265
#> [60,] 2.079409599 -1.14956570 -1.15059066 0.7393661141 0.97676688
#> [61,] -0.430659056 -1.36881018 -0.75779796 0.0942460746 1.59760320
#> [62,] -1.083072305 -0.79553169 0.32775882 -1.7519123554 1.33750141
#> [63,] -1.848342061 0.07306003 0.35772774 -1.7216373682 -0.58600491
#> [64,] 0.859890103 -0.41310668 -1.28487265 0.8806614280 0.11523333
#> [65,] 0.578246951 0.66615462 0.05996814 1.1437172890 1.50531650
#> [66,] -1.101906180 1.57634056 0.38875243 1.2447994947 -0.19791918
#> [67,] -1.312670827 -0.38538301 1.80593741 0.3535076082 -0.75131786
#> [68,] 0.042337053 -0.33166629 1.02203262 -0.5981156826 0.18528917
#> [69,] -0.491328746 0.77788872 0.09199917 1.3207079172 0.38862973
#> [70,] -2.097228527 -0.16540012 0.88402063 -0.3032025695 -0.68857270
#> [71,] -0.921482086 0.51043153 0.87705255 1.1334182024 1.32581198
#> [72,] -0.240949512 1.57334375 -0.01901204 2.5587575436 -0.27259511
#> [73,] -0.771228433 -0.37658006 0.12121559 -1.8682287931 0.13462709
#> [74,] -0.343485028 1.01913142 -0.20710909 1.8682373762 -0.13986917
#> [75,] 0.001478061 -0.53187102 1.25718892 0.2712622583 -1.87850559
#> [76,] -0.190319061 -0.68209159 0.01448666 -1.6057736874 -0.17416508
#> [77,] -1.206153631 -0.60102481 0.30825272 -1.4418205023 -1.49421144
#> [78,] 0.034888372 1.74865985 -0.41704038 0.6663199067 2.44986296
#> [79,] -0.034827031 0.98985678 -0.19586085 0.1145709753 -1.00474811
#> [80,] 1.119762659 1.56921685 -2.76246572 2.2556385994 0.35009542
#> [81,] -0.089372143 0.03317709 -0.68541604 -0.7245927453 0.60437226
#> [82,] 0.021892227 -0.74161309 -0.60063022 -0.6638724804 -0.09183465
#> [83,] 0.483588427 -1.30499482 -1.70523369 0.6079630852 0.69081467
#> [84,] 1.755184770 0.74168801 0.07525635 -1.3750734329 -0.66170305
#> [85,] 0.476928413 1.21635342 -0.48400792 -0.3146662414 0.03568558
#> [86,] 0.968033075 -1.12640429 -0.61725575 -0.3373208642 -0.64876133
#> [87,] 0.692913055 0.48195386 -0.21824037 -0.6241389513 -1.76565588
#> [88,] 0.739492655 -2.01463103 0.05593394 -0.1442746520 -0.37118030
#> [89,] 0.990558863 0.29847303 -0.46264547 -0.8846465349 0.16971812
#> [90,] 1.333353400 -0.11651584 -1.98227096 0.8331634998 0.34680951
#> [91,] -0.423439085 -0.92093211 2.47179604 -0.1439799219 -0.29806876
#> [92,] 0.162178650 -0.08866677 -0.11472694 -1.5728552341 1.04011381
#> [93,] 0.631217837 0.03853364 0.32202941 -0.5207879543 -1.27067697
#> [94,] 1.571694255 -0.53908825 -0.14549768 0.8229584694 -0.36803168
#> [95,] 0.963517904 0.23215023 0.24476697 1.2178820372 1.82980108
#> [96,] 0.700250030 0.64429682 0.21215074 -0.9461919665 -0.63309252
#> [97,] 2.174969435 1.92588496 -0.60048920 -2.1395840645 -0.42370707
#> [98,] 0.052242994 1.76339936 1.66716409 1.7989312410 -2.55288649
#> [99,] -0.954002023 0.31553450 -0.11970603 0.2084136903 -0.65002251
#> [100,] -0.369591981 -1.66990709 0.76957899 -0.3230112493 -0.40561557
## should be pretty similar to original
plot(as.vector(bioman_again) ~ as.vector(as.matrix(bioman_samp)))