Predict — predict,SDMmodel-method • SDMtune

Predict the output for a new dataset given a trained SDMmodel model.

Usage

# S4 method for SDMmodel
predict(
  object,
  data,
  type = NULL,
  clamp = TRUE,
  filename = "",
  overwrite = FALSE,
  wopt = list(),
  extent = NULL,
  ...
)

Arguments

object: SDMmodel object.
data: data.frame, SWD or rast with the data for the prediction.
type: character. Output type, see details, used only for Maxent and Maxnet methods.
clamp: logical for clumping during prediction, used only for Maxent and Maxnet methods.
filename: character. If provided the raster map is saved in a file. It must include the extension.
overwrite: logical. If TRUE an existing file is overwritten.
wopt: list. Writing options passed to writeRaster.
extent: ext object, if provided it restricts the prediction to the given extent.
...: Additional arguments to pass to the predict function.

Value

A vector with the prediction or a rast object if data is a raster rast.

Details

filename, and extent are arguments used only when the prediction is run for a rast object.
For models trained with the Maxent method the argument type can be: "raw", "logistic" and "cloglog". The function performs the prediction in R without calling the MaxEnt Java software. This results in a faster computation for large datasets and might result in a slightly different output compared to the Java software.
For models trained with the Maxnet method the argument type can be: "link", "exponential", "logistic" and "cloglog", see maxnet for more details.
For models trained with the ANN method the function uses the "raw" output type.
For models trained with the RF method the output is the probability of class 1.
For models trained with the BRT method the function uses the number of trees defined to train the model and the "response" output type.

References

Wilson P.D., (2009). Guidelines for computing MaxEnt model output values from a lambdas file.

Author

Sergio Vignali

Examples

# Acquire environmental variables
files <- list.files(path = file.path(system.file(package = "dismo"), "ex"),
                    pattern = "grd",
                    full.names = TRUE)

predictors <- terra::rast(files)

# Prepare presence and background locations
p_coords <- virtualSp$presence
bg_coords <- virtualSp$background

# Create SWD object
data <- prepareSWD(species = "Virtual species",
                   p = p_coords,
                   a = bg_coords,
                   env = predictors,
                   categorical = "biome")
#> ℹ Extracting predictor information for presence locations
#> ✔ Extracting predictor information for presence locations [35ms]
#> 
#> ℹ Extracting predictor information for absence/background locations
#> ✔ Extracting predictor information for absence/background locations [64ms]
#> 

# Split presence locations in training (80%) and testing (20%) datasets
datasets <- trainValTest(data,
                         test = 0.2,
                         only_presence = TRUE)
train <- datasets[[1]]
test <- datasets[[2]]

# Train a model
model <- train(method = "Maxnet",
               data = train,
               fc = "l")

# Make cloglog prediction for the test dataset
predict(model,
        data = test,
        type = "cloglog")
#>    [1] 0.820083710 0.845232247 0.528777712 0.419256791 0.602373982 0.723641799
#>    [7] 0.416799429 0.920989580 0.859251995 0.296064615 0.350848402 0.686899999
#>   [13] 0.853264337 0.951898324 0.389844187 0.875208906 0.762968829 0.670143601
#>   [19] 0.741397095 0.749831597 0.561299851 0.725676669 0.916686783 0.419507682
#>   [25] 0.535183210 0.716985149 0.802335117 0.358067135 0.916060989 0.392313956
#>   [31] 0.569633973 0.593703571 0.454199301 0.426191413 0.715096868 0.698483596
#>   [37] 0.925029737 0.711724390 0.663628772 0.937587820 0.653377832 0.134389006
#>   [43] 0.453030091 0.859478321 0.569126518 0.846834602 0.837438659 0.607572806
#>   [49] 0.859891410 0.762260925 0.261601374 0.577675304 0.393505676 0.719027831
#>   [55] 0.671862734 0.422844492 0.759854667 0.462474746 0.524003467 0.507817483
#>   [61] 0.577863727 0.590606086 0.967089040 0.788954204 0.911820740 0.750319115
#>   [67] 0.823948228 0.874804008 0.699443689 0.598034360 0.787043379 0.865669667
#>   [73] 0.463783018 0.355845502 0.533342394 0.968740626 0.636725757 0.491236444
#>   [79] 0.980548302 0.709705405 0.140583964 0.557113455 0.483587614 0.067053254
#>   [85] 0.562614112 0.796596517 0.175433619 0.068015418 0.037680365 0.288809757
#>   [91] 0.108013608 0.065721547 0.493069224 0.083384233 0.230166589 0.053338829
#>   [97] 0.103020926 0.110395796 0.066315165 0.282839321 0.178995111 0.898008176
#>  [103] 0.946584208 0.130954012 0.045264519 0.057100415 0.040009036 0.692289829
#>  [109] 0.066462975 0.505858497 0.038862977 0.733595815 0.284713620 0.031268944
#>  [115] 0.082897148 0.786787237 0.065755785 0.091443598 0.034155511 0.024213996
#>  [121] 0.182820409 0.869852351 0.588060440 0.041689152 0.811558317 0.624831316
#>  [127] 0.133675699 0.346576807 0.032439073 0.135679091 0.112435166 0.167252968
#>  [133] 0.155855551 0.042815552 0.596663602 0.038357160 0.699149811 0.025354429
#>  [139] 0.043518027 0.122209383 0.121641050 0.026440285 0.060894635 0.049967476
#>  [145] 0.313579257 0.920070846 0.835965896 0.151497562 0.280969492 0.856195329
#>  [151] 0.053501217 0.055092912 0.035157596 0.024830525 0.029381490 0.439930041
#>  [157] 0.224103406 0.302460667 0.555274966 0.026851562 0.095580716 0.135960726
#>  [163] 0.074984040 0.069291963 0.141393595 0.380925736 0.035881488 0.042082374
#>  [169] 0.144653006 0.069091173 0.372659288 0.027221818 0.025858458 0.839333926
#>  [175] 0.038989695 0.134653395 0.042956607 0.197988439 0.071365555 0.060682929
#>  [181] 0.528280248 0.023514168 0.152770795 0.509189676 0.054616003 0.269083730
#>  [187] 0.508211495 0.973570678 0.201167477 0.514600601 0.035762611 0.027167125
#>  [193] 0.625961637 0.049862778 0.066996357 0.048654815 0.608143943 0.081304754
#>  [199] 0.968995291 0.087623828 0.085862854 0.694586646 0.454483799 0.117226983
#>  [205] 0.630623734 0.750789452 0.436429805 0.751675649 0.038764212 0.023825455
#>  [211] 0.042930572 0.047559634 0.033035272 0.041464392 0.057182998 0.694210744
#>  [217] 0.074850197 0.096401465 0.030575157 0.063566545 0.628683577 0.746285664
#>  [223] 0.678225884 0.036943576 0.101456293 0.044709951 0.536929153 0.035478770
#>  [229] 0.353268660 0.119217284 0.030114433 0.099445925 0.607283484 0.090240626
#>  [235] 0.063786946 0.027044735 0.048737313 0.095624899 0.041537758 0.151861718
#>  [241] 0.039972853 0.729250924 0.728849279 0.024774370 0.793439148 0.035650853
#>  [247] 0.098440045 0.550630206 0.065080689 0.091895047 0.123152788 0.047379519
#>  [253] 0.086666410 0.693577624 0.342714815 0.349529320 0.107537737 0.028852509
#>  [259] 0.041778714 0.843431157 0.025153543 0.037328470 0.060199384 0.551043636
#>  [265] 0.042990016 0.612690828 0.219716860 0.117509501 0.036879786 0.410241881
#>  [271] 0.491370610 0.027056689 0.170159115 0.024504253 0.022898459 0.851711936
#>  [277] 0.926354980 0.071791299 0.844665843 0.036017100 0.059479088 0.055447239
#>  [283] 0.029938088 0.149117938 0.545514192 0.082029882 0.069838334 0.064091852
#>  [289] 0.038440110 0.678365774 0.025367828 0.031846868 0.092006731 0.485997919
#>  [295] 0.069296968 0.711022042 0.169299735 0.049209954 0.066032643 0.260110877
#>  [301] 0.030817658 0.061736543 0.102461934 0.119606912 0.358902133 0.058928808
#>  [307] 0.077642359 0.101036014 0.021306194 0.608285626 0.636739384 0.697853574
#>  [313] 0.697329498 0.081207446 0.075731687 0.157759871 0.808330582 0.139864434
#>  [319] 0.474679423 0.057419184 0.233665832 0.346885846 0.707311462 0.469338082
#>  [325] 0.023412023 0.895084103 0.667429970 0.030354849 0.301799891 0.071256220
#>  [331] 0.043122284 0.043006600 0.132746737 0.077770536 0.072745062 0.004572432
#>  [337] 0.091906113 0.072573702 0.476296508 0.382780846 0.028817257 0.141065468
#>  [343] 0.240298462 0.986795131 0.324715955 0.920296847 0.032098120 0.121599283
#>  [349] 0.070551156 0.080693104 0.031408539 0.597169990 0.519016803 0.136429349
#>  [355] 0.510096865 0.732444282 0.049874975 0.262774507 0.030229971 0.112825918
#>  [361] 0.023371662 0.030671540 0.360674410 0.097777699 0.046257153 0.247134250
#>  [367] 0.037543421 0.023168426 0.046414444 0.118738814 0.719376936 0.178479542
#>  [373] 0.612100969 0.242618083 0.276838113 0.075121100 0.872357595 0.040045820
#>  [379] 0.031500065 0.043507937 0.255804206 0.948725184 0.053983159 0.399706642
#>  [385] 0.095198261 0.128069576 0.132535112 0.325079958 0.047670727 0.028070212
#>  [391] 0.138274808 0.456029094 0.096827703 0.339751678 0.136358408 0.073192311
#>  [397] 0.396819553 0.883398997 0.926379634 0.133728054 0.767524742 0.085081326
#>  [403] 0.090003394 0.418391384 0.385541314 0.112694332 0.720901640 0.084942644
#>  [409] 0.085535510 0.099430774 0.899928813 0.728520258 0.495102722 0.701307258
#>  [415] 0.289371717 0.644186448 0.475538334 0.735738386 0.050467767 0.063501655
#>  [421] 0.816081951 0.232027215 0.196197654 0.155572282 0.043805481 0.684686506
#>  [427] 0.653112557 0.063991801 0.043785211 0.757468426 0.331598351 0.043012699
#>  [433] 0.033581985 0.060525574 0.033485211 0.827662652 0.036527590 0.024864085
#>  [439] 0.589502194 0.033833103 0.036581890 0.022963960 0.881179882 0.033598278
#>  [445] 0.406402969 0.820083710 0.124514718 0.461216334 0.543969621 0.370554890
#>  [451] 0.174219309 0.049479884 0.848347010 0.709490394 0.651444750 0.146273343
#>  [457] 0.791027544 0.082991572 0.122048247 0.148063990 0.965093911 0.087397644
#>  [463] 0.041319545 0.941438710 0.022001989 0.313674589 0.127115503 0.926773987
#>  [469] 0.940849688 0.723863264 0.087961466 0.831872383 0.030251320 0.022288291
#>  [475] 0.038304961 0.068472304 0.069756313 0.842060314 0.589154897 0.273324552
#>  [481] 0.658240962 0.031637101 0.040376559 0.040501644 0.033247072 0.046519146
#>  [487] 0.041211007 0.063987606 0.196103490 0.217534743 0.370490972 0.078851049
#>  [493] 0.920372537 0.019572959 0.036189112 0.043794988 0.039694053 0.579393433
#>  [499] 0.045981904 0.749766411 0.355845502 0.355323039 0.113694116 0.072182543
#>  [505] 0.029093837 0.113753606 0.076262716 0.133162439 0.906097345 0.025432992
#>  [511] 0.030159476 0.285351917 0.036195825 0.053160295 0.047578167 0.874340684
#>  [517] 0.670686884 0.103417939 0.530840648 0.164329017 0.093210627 0.890279503
#>  [523] 0.096782419 0.659623386 0.087260473 0.220370969 0.402951366 0.380030076
#>  [529] 0.724276146 0.127157122 0.028253616 0.021956359 0.095565779 0.838174433
#>  [535] 0.043845489 0.529678908 0.009275464 0.543862369 0.342486559 0.122942547
#>  [541] 0.086160746 0.438610462 0.043992431 0.244199339 0.026707423 0.503992828
#>  [547] 0.026211803 0.133321401 0.208196846 0.050990405 0.296952380 0.069475849
#>  [553] 0.108401091 0.583227524 0.039673657 0.099800466 0.377919529 0.054927642
#>  [559] 0.041649403 0.090289581 0.026005510 0.104492212 0.808917680 0.317102685
#>  [565] 0.025453785 0.041524106 0.107180626 0.039650493 0.043750473 0.547422567
#>  [571] 0.065780634 0.099959260 0.559309755 0.911759007 0.092953593 0.089209686
#>  [577] 0.084453728 0.462618090 0.049321835 0.099531176 0.600034522 0.643688126
#>  [583] 0.049611289 0.647705202 0.713841314 0.305794776 0.086111329 0.420760700
#>  [589] 0.446072187 0.569126518 0.031265653 0.320744868 0.057121359 0.045507048
#>  [595] 0.027619682 0.035434052 0.035246714 0.088968436 0.073668321 0.796650054
#>  [601] 0.271303986 0.422204928 0.255195330 0.833688289 0.161726555 0.686921904
#>  [607] 0.888155249 0.024890080 0.269547608 0.076793303 0.083419197 0.945711445
#>  [613] 0.117080250 0.214964267 0.031234252 0.027835445 0.068872118 0.301516705
#>  [619] 0.053268571 0.778354390 0.035658106 0.807323244 0.398114496 0.213364893
#>  [625] 0.962450619 0.509664721 0.159344324 0.511781362 0.102861026 0.574503554
#>  [631] 0.199646657 0.182234677 0.459665507 0.036060617 0.389801565 0.132005575
#>  [637] 0.114632797 0.079826953 0.957134362 0.585445268 0.410395211 0.043544794
#>  [643] 0.027577189 0.063256982 0.531498861 0.113628261 0.036838341 0.075009734
#>  [649] 0.681025709 0.117929080 0.225866115 0.125900972 0.042115575 0.090733338
#>  [655] 0.691838455 0.006639262 0.156176394 0.115585201 0.670823696 0.035632183
#>  [661] 0.112794502 0.107204627 0.050021634 0.026972431 0.048153179 0.653257489
#>  [667] 0.890246207 0.123311268 0.035253943 0.210695748 0.161091521 0.037027972
#>  [673] 0.636144817 0.041611975 0.937438205 0.027984676 0.060695836 0.114960089
#>  [679] 0.029306620 0.092982885 0.203296558 0.098350148 0.088050596 0.867122646
#>  [685] 0.271834277 0.021314828 0.960424135 0.047749877 0.872720432 0.213243923
#>  [691] 0.713376796 0.056232308 0.533342394 0.458117981 0.973759065 0.022197774
#>  [697] 0.052140776 0.027960987 0.166209370 0.368804971 0.027932793 0.023077100
#>  [703] 0.116278019 0.931441394 0.132733665 0.035636756 0.066578209 0.156212840
#>  [709] 0.021506362 0.353356666 0.897571469 0.022538626 0.104208101 0.075685676
#>  [715] 0.025744944 0.108517025 0.077969025 0.029773830 0.036965720 0.102468051
#>  [721] 0.076023728 0.066453448 0.678712052 0.101537569 0.029537761 0.032946612
#>  [727] 0.084447117 0.385344981 0.166022471 0.078620101 0.205181770 0.127274763
#>  [733] 0.469730723 0.104678753 0.674890896 0.080326376 0.671296280 0.427941440
#>  [739] 0.103912217 0.071086763 0.054028025 0.731602996 0.313240212 0.024571686
#>  [745] 0.797560796 0.663235818 0.067677804 0.905988283 0.022532929 0.053721747
#>  [751] 0.552012441 0.637063859 0.044003966 0.073555222 0.059014945 0.703183884
#>  [757] 0.026116482 0.056438479 0.029779314 0.048957984 0.053897219 0.088159021
#>  [763] 0.261535345 0.110952940 0.137241592 0.035242340 0.026716573 0.461663122
#>  [769] 0.031534249 0.033720850 0.642941184 0.026573873 0.043905323 0.069342739
#>  [775] 0.134395371 0.562310551 0.086720225 0.717799811 0.405548317 0.026121730
#>  [781] 0.085559667 0.463783018 0.022670254 0.709668537 0.496251581 0.212743688
#>  [787] 0.076774673 0.540329717 0.085837560 0.023734857 0.501881154 0.521456059
#>  [793] 0.949838717 0.112352445 0.047770750 0.051285470 0.493815939 0.719027831
#>  [799] 0.118573257 0.085474934 0.239612191 0.462052520 0.031454738 0.739258476
#>  [805] 0.030456079 0.066440802 0.798491053 0.759854667 0.031234660 0.047053073
#>  [811] 0.026249427 0.559960758 0.018985654 0.891471471 0.073214151 0.074040960
#>  [817] 0.742316400 0.049726485 0.031094812 0.737072914 0.036107260 0.057107648
#>  [823] 0.100459441 0.114239836 0.026256604 0.899184402 0.028605562 0.430684413
#>  [829] 0.045868854 0.032001485 0.039526013 0.338030202 0.133359852 0.268742505
#>  [835] 0.022873307 0.068307805 0.080453364 0.040386694 0.047381068 0.750426059
#>  [841] 0.071374913 0.216553380 0.370968771 0.425035129 0.473983381 0.098538431
#>  [847] 0.129436174 0.122334626 0.142906648 0.931194291 0.535183210 0.066058664
#>  [853] 0.107054114 0.044900182 0.110245903 0.426540741 0.084599789 0.092519732
#>  [859] 0.213474042 0.323354334 0.095821557 0.663737246 0.578650430 0.024202551
#>  [865] 0.024201382 0.159636798 0.118471398 0.241244761 0.061168217 0.110067326
#>  [871] 0.060352422 0.138246611 0.547880378 0.430049363 0.053039432 0.854819666
#>  [877] 0.399263252 0.266756568 0.045316851 0.279080437 0.559436370 0.147072247
#>  [883] 0.726058129 0.144349528 0.127645919 0.863229469 0.035990314 0.088378675
#>  [889] 0.034003912 0.030846695 0.774254537 0.114046761 0.589224195 0.029665178
#>  [895] 0.094071628 0.061148232 0.716500146 0.376397946 0.114681662 0.027078132
#>  [901] 0.037024907 0.029067211 0.812743481 0.642995026 0.104316635 0.367296409
#>  [907] 0.127401934 0.041454050 0.586465989 0.039748323 0.023796783 0.058947794
#>  [913] 0.324925588 0.052386867 0.342647018 0.495912491 0.559045835 0.035571910
#>  [919] 0.188266468 0.041740550 0.048717729 0.605060085 0.091812309 0.583718669
#>  [925] 0.880982885 0.062560029 0.933468644 0.032079603 0.165939881 0.218273838
#>  [931] 0.033000636 0.447965664 0.042679608 0.516158874 0.693978888 0.029762850
#>  [937] 0.438769247 0.048394970 0.880463111 0.049415258 0.036389734 0.052484208
#>  [943] 0.620602506 0.108530901 0.044006713 0.044451110 0.218615704 0.712102080
#>  [949] 0.595898294 0.032490904 0.063843019 0.395294482 0.610824991 0.051183514
#>  [955] 0.667579219 0.472049008 0.177487704 0.188368491 0.235773867 0.073872821
#>  [961] 0.074213265 0.093560557 0.024319055 0.079720486 0.610677570 0.054486174
#>  [967] 0.028900977 0.032101048 0.030783422 0.047492417 0.028331623 0.192269563
#>  [973] 0.024079391 0.710981739 0.038561473 0.022742539 0.080388917 0.028880586
#>  [979] 0.243865987 0.100404130 0.880538889 0.025652347 0.032461097 0.213981282
#>  [985] 0.788810360 0.853841817 0.060339668 0.030304129 0.084572595 0.556974543
#>  [991] 0.242542966 0.155330041 0.163301535 0.587838153 0.047203804 0.766015481
#>  [997] 0.669898713 0.122022697 0.021272648 0.064474709 0.637975369 0.604331678
#> [1003] 0.379051985 0.144223725 0.313618486 0.065660588 0.121958845 0.071272908
#> [1009] 0.099238420 0.052363979 0.231669729 0.571737761 0.118430494 0.028861705
#> [1015] 0.032792695 0.886952255 0.034716527 0.604444497 0.619880407 0.833472890
#> [1021] 0.042580336 0.378000656 0.726714775 0.139092457 0.184154151 0.132344605
#> [1027] 0.218567741 0.024401416 0.288899731 0.031178413 0.142141555 0.030765462
#> [1033] 0.066734231 0.226809271 0.705516264 0.147288630 0.451141273 0.086862360
#> [1039] 0.033191724 0.094556421 0.032861229 0.036221099 0.077530388 0.032459397
#> [1045] 0.398618876 0.210394416 0.853231023 0.114057682 0.172279783 0.072484014
#> [1051] 0.893387660 0.038312352 0.075174022 0.039698145 0.188805483 0.524003467
#> [1057] 0.344529259 0.103495691 0.720437935 0.048363415 0.039494064 0.055822427
#> [1063] 0.214704124 0.042296259 0.083861084 0.122040310 0.619470553 0.189963527
#> [1069] 0.027928026 0.628892686 0.031238431 0.030284418 0.446904268 0.141293325
#> [1075] 0.023465130 0.032636962 0.088883882 0.752680911 0.488440673 0.027292444
#> [1081] 0.060857629 0.125471143 0.019944099 0.465684611 0.165051211 0.049410455
#> [1087] 0.023113944 0.665059375 0.088804739 0.106271166 0.188225127 0.739725053
#> [1093] 0.020647121 0.146450153 0.068148784 0.685536145 0.051705978 0.853085265
#> [1099] 0.870064850 0.578328618 0.474209958 0.050772763 0.417462847 0.022751329
#> [1105] 0.231346928 0.042396224 0.254414908 0.725676669 0.063296775 0.100092167
#> [1111] 0.062184930 0.795918522 0.145309684 0.362256572 0.206305008 0.022734506
#> [1117] 0.031592438 0.374290829 0.180810535 0.048456115 0.064150639 0.052978032
#> [1123] 0.591400992 0.645313387 0.157829020 0.729918149 0.040885138 0.335976077
#> [1129] 0.034525219 0.439591775 0.022302494 0.047774934 0.175906718 0.043320930
#> [1135] 0.053302759 0.034499468 0.105646981 0.139683835 0.092741831 0.850574581
#> [1141] 0.043678098 0.047879782 0.750498029 0.832752194 0.569890013 0.029425829
#> [1147] 0.112768941 0.026106825 0.128585190 0.928981426 0.200457914 0.411145555
#> [1153] 0.088470347 0.051648724 0.032041462 0.035469882 0.103617341 0.058621392
#> [1159] 0.093945398 0.050623525 0.023843208 0.087209292 0.058578168 0.033315589
#> [1165] 0.671862734 0.069186085 0.044946772 0.068467276 0.137318833 0.136435980
#> [1171] 0.027075262 0.034233622 0.098459423 0.338360609 0.077029687 0.699846759
#> [1177] 0.092297265 0.105730461 0.032809046 0.136509425 0.182712116 0.043545381
#> [1183] 0.032350402 0.339325204 0.537542682 0.141026637 0.199693524 0.033670729
#> [1189] 0.024793501 0.060155298 0.023908421 0.031673744 0.632120180 0.064490657
#> [1195] 0.108344917 0.020707400 0.120848445 0.019896274 0.348902055 0.061850989
#> [1201] 0.788181568 0.491185525 0.106961905 0.054168215 0.099300303 0.507523198
#> [1207] 0.036964133 0.114719653 0.189066699 0.040174827 0.076148670 0.035573626
#> [1213] 0.025546118 0.100426495 0.951510744 0.055464766 0.023157316 0.305031350
#> [1219] 0.137681499 0.667767800 0.026587396 0.736774067 0.762260925 0.046238492
#> [1225] 0.103016043 0.447347672 0.220653371 0.612669858 0.122810494 0.028385274
#> [1231] 0.054229613 0.334262537 0.879460524 0.616008971 0.591969482 0.104419366
#> [1237] 0.049138908 0.048884214 0.031941352 0.127281870 0.040566809 0.068446897
#> [1243] 0.217938276 0.029721357 0.404743491 0.158997487 0.082484340 0.122330581
#> [1249] 0.229920541 0.022677706 0.079609258 0.267714441 0.133164698 0.090600034
#> [1255] 0.280473208 0.112227392 0.036252794 0.903239614 0.883764333 0.456149241
#> [1261] 0.188991853 0.096550258 0.058142980 0.291333996 0.617325665 0.044458312
#> [1267] 0.651308383 0.201765624 0.105224870 0.098013620 0.023703248 0.023465124
#> [1273] 0.175000465 0.548898821 0.196435320 0.480336257 0.882877696 0.319361436
#> [1279] 0.065489164 0.843339514 0.485848998 0.636860811 0.028631887 0.556390424
#> [1285] 0.658609617 0.028753219 0.065422340 0.891081087 0.045724713 0.043424306
#> [1291] 0.033021483 0.116993796 0.107108858 0.258911442 0.498195176 0.026395375
#> [1297] 0.066560560 0.266464756 0.094176092 0.075487230 0.833638163 0.114828266
#> [1303] 0.096466157 0.411770846 0.885018000 0.089598071 0.157408722 0.055151267
#> [1309] 0.030439629 0.562753204 0.023265260 0.041897246 0.036477749 0.028805576
#> [1315] 0.043429487 0.042484186 0.037285148 0.044827109 0.292402988 0.063181825
#> [1321] 0.099362976 0.703558786 0.023035494 0.577625631 0.024716728 0.183858626
#> [1327] 0.489534213 0.224569542 0.382915878 0.553302608 0.726806572 0.079736210
#> [1333] 0.111949150 0.028924463 0.723792157 0.026828758 0.029154434 0.085823291
#> [1339] 0.283447974 0.323963762 0.116304702 0.703830725 0.058980157 0.041045749
#> [1345] 0.673994843 0.590677271 0.662642885 0.717372505 0.575470976 0.023720499
#> [1351] 0.097589023 0.103366321 0.499446953 0.500479227 0.815544354 0.046869439
#> [1357] 0.568872027 0.760760889 0.391316202 0.952720266 0.344340810 0.177580962
#> [1363] 0.022050935 0.153633139 0.832906914 0.034609901 0.123067992 0.119436372
#> [1369] 0.100543812 0.684008580 0.724707541 0.310341552 0.144719352 0.020631630
#> [1375] 0.058848025 0.174924315 0.042241392 0.109613966 0.041946230 0.026621018
#> [1381] 0.024597549 0.087617999 0.028405333 0.020780231 0.039295008 0.704699775
#> [1387] 0.066829398 0.330318272 0.115131868 0.894208290 0.048478577 0.099961741
#> [1393] 0.034339478 0.061849012 0.627180459 0.502595988 0.671355446 0.626787658
#> [1399] 0.916756094 0.029555491 0.117385602 0.994161004 0.510960908 0.028323513
#> [1405] 0.466992892 0.078636104 0.621964715 0.163363286 0.171622733 0.168992891
#> [1411] 0.063700547 0.526557614 0.067480846 0.050935146 0.033045100 0.901860744
#> [1417] 0.172635481 0.377872823 0.111552669 0.295205240 0.354744537 0.524313984
#> [1423] 0.027745287 0.147068206 0.349528375 0.615260513 0.065257436 0.026493516
#> [1429] 0.455244401 0.109979459 0.368504810 0.171612218 0.023918309 0.035040690
#> [1435] 0.701917958 0.240457066 0.063429269 0.035992763 0.228439862 0.217725239
#> [1441] 0.065187642 0.787879311 0.125623586 0.928316967 0.832640233 0.460079783
#> [1447] 0.909001766 0.504508239 0.050068122 0.058938642 0.027830191 0.040420798
#> [1453] 0.044600991 0.931326560 0.577247128 0.019651292 0.566132106 0.229221832
#> [1459] 0.922979688 0.244827515 0.352651810 0.039548979 0.095917585 0.523470720
#> [1465] 0.312689255 0.599297813 0.677857094 0.145293078 0.271638626 0.033009624
#> [1471] 0.669730533 0.036409340 0.129822348 0.038727077 0.437432119 0.041378517
#> [1477] 0.115978991 0.029455276 0.449804910 0.448772179 0.613007800 0.854823194
#> [1483] 0.088315177 0.804192609 0.052932131 0.894252406 0.054791127 0.168440960
#> [1489] 0.127749184 0.109669490 0.021911410 0.101187876 0.067149134 0.074114808
#> [1495] 0.040216173 0.555999165 0.459770354 0.050611908 0.052505403 0.129006767
#> [1501] 0.085104619 0.093752858 0.681386319 0.835975569 0.049368847 0.074322130
#> [1507] 0.788724245 0.591242871 0.519337284 0.048236696 0.036300635 0.049649560
#> [1513] 0.077366496 0.067059059 0.718425259 0.083124781 0.019109793 0.930507354
#> [1519] 0.070304662 0.078674647 0.033568287 0.425953139 0.074552843 0.128536860
#> [1525] 0.729136436 0.338017430 0.023100093 0.087249082 0.112931093 0.181035873
#> [1531] 0.025673984 0.060050072 0.585150198 0.317535960 0.193312134 0.807962741
#> [1537] 0.889185850 0.048308941 0.056020659 0.086544621 0.854026034 0.475713773
#> [1543] 0.314641594 0.045686831 0.129086345 0.468139428 0.913790665 0.926425010
#> [1549] 0.065547880 0.781348050 0.390976697 0.048133415 0.504870034 0.020964558
#> [1555] 0.637009621 0.964067451 0.063721369 0.048270629 0.242009473 0.123633565
#> [1561] 0.027587555 0.052765490 0.024974416 0.770584782 0.412158484 0.093218208
#> [1567] 0.657182374 0.116595370 0.025264014 0.026332812 0.138988687 0.924895133
#> [1573] 0.049499408 0.557154328 0.537649269 0.045384331 0.043272212 0.100482869
#> [1579] 0.100520326 0.144498580 0.823948228 0.103165941 0.403768755 0.468525562
#> [1585] 0.497757295 0.150356635 0.434032419 0.339607847 0.037468220 0.178816853
#> [1591] 0.555369282 0.026691361 0.040856052 0.021646468 0.924545953 0.085446965
#> [1597] 0.714345759 0.068373223 0.141497386 0.031959574 0.420442106 0.400030443
#> [1603] 0.080886090 0.077589596 0.890217299 0.040825231 0.181764549 0.629584388
#> [1609] 0.940122773 0.145578014 0.794378768 0.060499964 0.027206464 0.463196192
#> [1615] 0.028062950 0.344364300 0.027459562 0.029743771 0.522495387 0.259915337
#> [1621] 0.028295556 0.170693700 0.081790659 0.417607542 0.040526272 0.102587441
#> [1627] 0.035167864 0.147944901 0.068398115 0.712294581 0.383496377 0.048238623
#> [1633] 0.034461523 0.952088030 0.053371520 0.045068172 0.028272016 0.034614533
#> [1639] 0.058688648 0.468073824 0.046341192 0.024177957 0.025846002 0.959457267
#> [1645] 0.262140233 0.767350632 0.137783168 0.121567565 0.043030191 0.146714477
#> [1651] 0.358272854 0.059456669 0.028937547 0.377973761 0.780873882 0.316841099
#> [1657] 0.407821428 0.643667479 0.525476773 0.038064483 0.362160749 0.160362976
#> [1663] 0.108152492 0.052711557 0.024059802 0.090604781 0.318671977 0.055545280
#> [1669] 0.043047420 0.402834365 0.148704337 0.588441634 0.670718499 0.063111649
#> [1675] 0.607880702 0.041099153 0.152998587 0.121356313 0.152262223 0.043706120
#> [1681] 0.526801639 0.107279357 0.052249995 0.967419749 0.415024755 0.409017920
#> [1687] 0.891116170 0.026481495 0.037149069 0.337966686 0.495725716 0.328647055
#> [1693] 0.064491934 0.576918336 0.428438046 0.064246341 0.147302989 0.860979694
#> [1699] 0.025592319 0.023692180 0.295249836 0.048077900 0.993389435 0.058253741
#> [1705] 0.075369115 0.083061687 0.486683535 0.820937596 0.060739207 0.358687272
#> [1711] 0.639464993 0.663219990 0.022011413 0.068638459 0.093395870 0.651470532
#> [1717] 0.837653458 0.068912171 0.110555451 0.111974260 0.229882294 0.459008148
#> [1723] 0.060363533 0.303960944 0.050112369 0.520166976 0.024968181 0.164988481
#> [1729] 0.705492596 0.046506705 0.629596282 0.063685926 0.033572165 0.556098385
#> [1735] 0.054670383 0.135774019 0.650983781 0.027525947 0.386780640 0.130388500
#> [1741] 0.197016639 0.099036295 0.782164197 0.024039541 0.160789123 0.589458088
#> [1747] 0.449896446 0.067768902 0.099471286 0.109812508 0.562153001 0.081970953
#> [1753] 0.697876903 0.044908455 0.031511352 0.135619658 0.985453108 0.915448357
#> [1759] 0.032181162 0.673826317 0.116178503 0.025079431 0.528777712 0.022469779
#> [1765] 0.066805141 0.067951894 0.590029879 0.465608811 0.447079343 0.038528012
#> [1771] 0.026222930 0.209610470 0.029009524 0.026362643 0.079364002 0.109751424
#> [1777] 0.028945689 0.922740363 0.118631693 0.438819568 0.107051914 0.577863727
#> [1783] 0.149781096 0.025004095 0.037212191 0.643182394 0.685296270 0.195554867
#> [1789] 0.042113070 0.255085253 0.655777509 0.164017473 0.032851544 0.025755125
#> [1795] 0.024841819 0.034013619 0.634380096 0.387427232 0.846544730 0.343215436
#> [1801] 0.579305047 0.480095941 0.240796137 0.030569465 0.491236444 0.848619154
#> [1807] 0.552066976 0.060987669 0.348715607 0.583567781 0.045107498 0.294748619
#> [1813] 0.171713190 0.597181645 0.964675773 0.023744620 0.066196250 0.624160514
#> [1819] 0.747620494 0.098900779 0.124434487 0.113443322 0.067208397 0.433402255
#> [1825] 0.033158168 0.047691294 0.035336628 0.041192542 0.028858361 0.517851705
#> [1831] 0.321563811 0.730735015 0.092908772 0.118863523 0.030691434 0.317257537
#> [1837] 0.034327675 0.091885333 0.027735011 0.118646958 0.024089719 0.054470828
#> [1843] 0.066484275 0.047786085 0.165621462 0.640516380 0.056010134 0.883612132
#> [1849] 0.653068689 0.059077656 0.059135811 0.294727169 0.034797025 0.152049549
#> [1855] 0.026716976 0.038981155 0.967089040 0.650133841 0.093675423 0.799291374
#> [1861] 0.051432328 0.020519826 0.046929309 0.032345653 0.045996450 0.021095983
#> [1867] 0.125756932 0.371284797 0.291410038 0.037993163 0.195960946 0.037974979
#> [1873] 0.035988738 0.090841907 0.032245488 0.042159524 0.493914055 0.875098020
#> [1879] 0.007348563 0.093911647 0.026670191 0.471646469 0.274288747 0.106512797
#> [1885] 0.701769584 0.039671588 0.112199967 0.086456593 0.959710736 0.035878112
#> [1891] 0.070189946 0.019680613 0.069370414 0.572088110 0.131698078 0.588306765
#> [1897] 0.127392458 0.244769109 0.330718982 0.153402180 0.037115333 0.128717148
#> [1903] 0.104376167 0.170885362 0.204397079 0.849916422 0.409336939 0.036207849
#> [1909] 0.061654754 0.706600115 0.038427269 0.063844212 0.427358477 0.076707385
#> [1915] 0.065667997 0.050213794 0.116250713 0.124090202 0.155628143 0.030489642
#> [1921] 0.348294851 0.026751600 0.135860110 0.244422484 0.095438146 0.635935921
#> [1927] 0.103191704 0.120848259 0.610372297 0.636725757 0.039442676 0.787388591
#> [1933] 0.423193244 0.038129074 0.115835497 0.435915053 0.277764189 0.080469909
#> [1939] 0.057376501 0.045333382 0.799263463 0.028524302 0.069391915 0.192016627
#> [1945] 0.105334520 0.043172714 0.067568883 0.115854996 0.452083803 0.090548938
#> [1951] 0.925883219 0.630406858 0.086875217 0.249204159 0.026216169 0.059479584
#> [1957] 0.864987706 0.166800437 0.719534235 0.277369793 0.022979442 0.025760919
#> [1963] 0.151670841 0.022141178 0.033921489 0.063962000 0.039413143 0.123971089
#> [1969] 0.570586371 0.106068097 0.149646769 0.470179972 0.045291565 0.286615030
#> [1975] 0.036758127 0.187208408 0.024302357 0.128764270 0.058139017 0.812601611
#> [1981] 0.052400856 0.466481323 0.022564208 0.097255377 0.638383992 0.006168976
#> [1987] 0.093737352 0.679509838 0.078130357 0.271541804 0.416542811 0.196622521
#> [1993] 0.214720485 0.936197444 0.039607668 0.119556919 0.025565018 0.024127741
#> [1999] 0.705641724 0.107597930 0.217217350 0.125176326 0.631129829 0.306192139
#> [2005] 0.238005785 0.246068537 0.120224692 0.055190464 0.452237942 0.582948326
#> [2011] 0.467365222 0.040152831 0.044685847 0.071465179 0.545782131 0.076693020
#> [2017] 0.580115698 0.111381515 0.211320354 0.840031229 0.596523016 0.622125192
#> [2023] 0.030750009 0.082560640 0.043850627 0.156767013 0.101624123 0.683348729
#> [2029] 0.139839756 0.025198213 0.026116857 0.043639487 0.235323291 0.028063808
#> [2035] 0.067415078 0.202641951 0.845149672 0.478890086 0.912499657 0.736841476
#> [2041] 0.029201766 0.083859140 0.921094071 0.680641311 0.078107789 0.036366302
#> [2047] 0.095842337 0.122724735 0.094363016 0.170223281 0.584194423 0.043213319
#> [2053] 0.078213658 0.044752010 0.368103803 0.962557812 0.661459476 0.042896512
#> [2059] 0.035326110 0.142181858 0.163123009 0.486782404 0.276480774 0.825318160
#> [2065] 0.061733928 0.030061892 0.058391902 0.380257328 0.121629760 0.036324859
#> [2071] 0.026490589 0.833293661 0.092372144 0.737104028 0.106523270 0.030144290
#> [2077] 0.272251097 0.434045052 0.193097628 0.207477286 0.668452345 0.954475904
#> [2083] 0.085086550 0.106435322 0.258670443 0.083243056 0.038732542 0.681701955
#> [2089] 0.036223946 0.940525308 0.440869316 0.188141675 0.034020017 0.069784237
#> [2095] 0.762968829 0.513301849 0.026155039 0.446379780 0.201274628 0.031902053
#> [2101] 0.046391213 0.042548932 0.891096928 0.040807633 0.061375421 0.031203451
#> [2107] 0.027914157 0.030893143 0.046783001 0.345497535 0.108996534 0.395632252
#> [2113] 0.085146630 0.290773068 0.650525506 0.864178595 0.060236103 0.022561506
#> [2119] 0.214799428 0.019382337 0.570860663 0.713541973 0.033146583 0.147759278
#> [2125] 0.287925494 0.026069447 0.094706296 0.658781592 0.042732109 0.079419244
#> [2131] 0.603374294 0.140645293 0.042969300 0.085579602 0.062354572 0.049616571
#> [2137] 0.467254785 0.125619274 0.092060533 0.026697562 0.034028358 0.499442164
#> [2143] 0.094808845 0.483336935 0.120075623 0.551293349 0.475371227 0.023129565
#> [2149] 0.058541535 0.915527679 0.041345604 0.068814457 0.063813144 0.555820231
#> [2155] 0.032928398 0.097071354 0.025183053 0.084378531 0.415594789 0.049259711
#> [2161] 0.042050881 0.078263966 0.825063617 0.161889609 0.674912171 0.543802516
#> [2167] 0.212504696 0.023597227 0.133298945 0.022807352 0.179249636 0.818778066
#> [2173] 0.045108550 0.465055703 0.392144489 0.041302001 0.195945300 0.038538081
#> [2179] 0.430318549 0.161792798 0.037054298 0.552207863 0.098107417 0.718179120
#> [2185] 0.044524506 0.064501461 0.343715586 0.027614665 0.100279668 0.040319541
#> [2191] 0.039044031 0.433187868 0.024101416 0.492363519 0.032853126 0.122033092
#> [2197] 0.040009145 0.166919007 0.734180524 0.096188864 0.188206912 0.058586215
#> [2203] 0.085484313 0.025597767 0.176154258 0.083374364 0.074674982 0.032487638
#> [2209] 0.080919281 0.031978104 0.337518924 0.065104055 0.054776031 0.302472670
#> [2215] 0.237275522 0.088452838 0.070512767 0.059983322 0.096732629 0.027963865
#> [2221] 0.061665145 0.111000980 0.680825485 0.448772909 0.038387484 0.552227275
#> [2227] 0.486399919 0.618173103 0.876675212 0.081014756 0.026380791 0.040600820
#> [2233] 0.606708147 0.021643137 0.046739775 0.033904547 0.458802532 0.108659737
#> [2239] 0.090736696 0.085679414 0.050655312 0.388612156 0.333552330 0.861410620
#> [2245] 0.620188048 0.699443689 0.059210429 0.043947820 0.845460230 0.061036094
#> [2251] 0.025578148 0.367646072 0.207787625 0.187330886 0.501654150 0.214632546
#> [2257] 0.033885185 0.671662120 0.281819229 0.265682618 0.661335300 0.124060269
#> [2263] 0.663628772 0.037136860 0.026419490 0.348891217 0.094958739 0.036902794
#> [2269] 0.222373541 0.827721348 0.882867095 0.756849623 0.211240852 0.026462241
#> [2275] 0.027181792 0.023246098 0.109756528 0.325929619 0.065808290 0.640766048
#> [2281] 0.163936338 0.670143601 0.905754225 0.565382738 0.089445290 0.029080139
#> [2287] 0.064028284 0.571351335 0.087890322 0.092716646 0.615450317 0.033025813
#> [2293] 0.033815572 0.034528235 0.931154862 0.021432441 0.207952379 0.031286478
#> [2299] 0.070662468 0.627113416 0.798684355 0.737819618 0.046819723 0.948962216
#> [2305] 0.135519949 0.955808864 0.560120133 0.622057541 0.087300218 0.069057643
#> [2311] 0.034404873 0.393505676 0.114428302 0.099192537 0.488285974 0.289774498
#> [2317] 0.433312353 0.032245632 0.906791002 0.041234142 0.502663376 0.033279145
#> [2323] 0.287416455 0.054876849 0.101963573 0.674669597 0.335765727 0.167890862
#> [2329] 0.046349816 0.208329359 0.030939617 0.783967039 0.025115239 0.017861594
#> [2335] 0.613714156 0.026565931 0.182372632 0.036257524 0.647980575 0.083533726
#> [2341] 0.064921337 0.325006393 0.038445643 0.153029320 0.900750659 0.151436668
#> [2347] 0.064849646 0.368615365 0.037402149 0.245791740 0.053503856 0.107439722
#> [2353] 0.632148810 0.340987605 0.397677653 0.505625072 0.086692871 0.029559319
#> [2359] 0.044316937 0.154094642 0.406435869 0.060637870 0.026384744 0.923874176
#> [2365] 0.085185556 0.352151207 0.024916217 0.032596464 0.699172296 0.064035116
#> [2371] 0.047922504 0.101979312 0.136012769 0.054636837 0.605851906 0.071972534
#> [2377] 0.037982170 0.128888084 0.916686783 0.589105764 0.030410735 0.045004830
#> [2383] 0.628371687 0.266540557 0.144720142 0.033563640 0.128727717 0.071888386
#> [2389] 0.043777692 0.153446817 0.030546786 0.121548088 0.059021573 0.090706009
#> [2395] 0.034115911 0.024463640 0.703260394 0.746501158 0.564707843 0.767278581
#> [2401] 0.112016227 0.171874508 0.026272556 0.097007003 0.131627943 0.025410354
#> [2407] 0.427316861 0.558570353 0.424483014 0.030437914 0.095610574 0.717994549
#> [2413] 0.025271112 0.027319867 0.730573424 0.462474746 0.404543116 0.043928057
#> [2419] 0.038796656 0.028443661 0.033783316 0.847043364 0.947773053 0.299079485
#> [2425] 0.361624005 0.215977539 0.108061636 0.027962336 0.021759528 0.643643435
#> [2431] 0.026282053 0.764218899 0.105219984 0.143087892 0.237989798 0.220119402
#> [2437] 0.025599804 0.053392923 0.055351846 0.026928807 0.038201582 0.113598918
#> [2443] 0.024752473 0.106841284 0.159938303 0.559997629 0.051523937 0.124451226
#> [2449] 0.085692284 0.031127359 0.194354400 0.026623345 0.284600990 0.095480511
#> [2455] 0.129800400 0.083715507 0.027279321 0.447290330 0.030123549 0.043604933
#> [2461] 0.358757870 0.028563720 0.055408236 0.063941745 0.066210904 0.086583747
#> [2467] 0.263707398 0.088020916 0.396133710 0.387684672 0.025214827 0.084217477
#> [2473] 0.563761172 0.217764285 0.750319115 0.026411330 0.777952426 0.997352872
#> [2479] 0.069811320 0.039612365 0.054074703 0.114616949 0.799868806 0.731999315
#> [2485] 0.029068623 0.298632578 0.050117840 0.863714576 0.044732348 0.134920172
#> [2491] 0.844510317 0.567688915 0.028194705 0.065879056 0.841365289 0.135456520
#> [2497] 0.566165141 0.033688043 0.365714783 0.863503421 0.078017572 0.354652804
#> [2503] 0.023609232 0.021049959 0.137543433 0.026039162 0.064745738 0.044148105
#> [2509] 0.595141103 0.041324610 0.023048441 0.041205321 0.122089037 0.038458018
#> [2515] 0.097900139 0.213001607 0.122014813 0.040527731 0.033320822 0.234932644
#> [2521] 0.368995631 0.261269768 0.038545670 0.033564545 0.041429394 0.077515381
#> [2527] 0.028514520 0.155629071 0.228384354 0.405032146 0.023060482 0.123280087
#> [2533] 0.277658585 0.056162520 0.468310100 0.793839972 0.134138283 0.562866366
#> [2539] 0.116191202 0.041925348 0.104891432 0.523685568 0.048735088 0.656133807
#> [2545] 0.025698862 0.791058851 0.738015659 0.392313956 0.075083517 0.893735094
#> [2551] 0.051189914 0.226627345 0.426364865 0.113255344 0.113510379 0.771766501
#> [2557] 0.698418983 0.707034615 0.032758860 0.131698233 0.336018432 0.312860178
#> [2563] 0.042107843 0.678808925 0.334901087 0.577707631 0.025838392 0.342117382
#> [2569] 0.264547643 0.099207297 0.043555662 0.144645945 0.038496405 0.506706539
#> [2575] 0.026615521 0.160222565 0.114582500 0.067619233 0.041989182 0.836624292
#> [2581] 0.699918523 0.039280741 0.273240321 0.034646075 0.807769329 0.031301940
#> [2587] 0.238370062 0.788954204 0.032716094 0.058000621 0.614581656 0.101946937
#> [2593] 0.076583917 0.692445240 0.074581285 0.030947354 0.323244066 0.029148594
#> [2599] 0.089468684 0.930116350 0.080765321 0.049770891 0.071736953 0.886837504
#> [2605] 0.065119116 0.468942614 0.029676990 0.089520850 0.876568594 0.089477872
#> [2611] 0.676291589 0.103960815 0.075334402 0.094438053 0.099768581 0.017210597
#> [2617] 0.085456175 0.110185380 0.581111700 0.899618717 0.101222672 0.025985940
#> [2623] 0.131886642 0.034256053 0.252136880 0.676556560 0.140496099 0.024494640
#> [2629] 0.281181118 0.811144822 0.095493666 0.086735033 0.104090561 0.572792434
#> [2635] 0.669962166 0.447446144 0.246526276 0.022616817 0.064649612 0.054392494
#> [2641] 0.346425142 0.102861405 0.267632008 0.080229461 0.782552524 0.030330158
#> [2647] 0.021800843 0.043021349 0.352070657 0.151142545 0.221009697 0.101863691
#> [2653] 0.031094709 0.049737948 0.471642623 0.079845352 0.061505447 0.031326392
#> [2659] 0.139488748 0.101730737 0.699942471 0.084728497 0.106579603 0.046080024
#> [2665] 0.031206435 0.332294396 0.190923756 0.653304439 0.348649707 0.191148927
#> [2671] 0.116003621 0.151650778 0.840564651 0.268721732 0.093306620 0.911606026
#> [2677] 0.536236946 0.026281530 0.430642476 0.032302257 0.043543972 0.108599368
#> [2683] 0.805738550 0.074048448 0.058412887 0.052439244 0.619811548 0.178166034
#> [2689] 0.784177144 0.436014478 0.202623512 0.479393828 0.085448661 0.872540157
#> [2695] 0.842040828 0.132252762 0.026192273 0.076450527 0.035105034 0.025870042
#> [2701] 0.031892983 0.335836192 0.024564917 0.048752819 0.075725751 0.419507682
#> [2707] 0.438400827 0.436236329 0.019503000 0.135206086 0.137396596 0.325556323
#> [2713] 0.362180940 0.052376446 0.035568236 0.266078384 0.382788939 0.058616215
#> [2719] 0.019306509 0.053972909 0.025976385 0.450446176 0.036228589 0.307247624
#> [2725] 0.184478042 0.176515178 0.023712853 0.348675494 0.076327855 0.297828625
#> [2731] 0.064718934 0.630087832 0.024311543 0.026493065 0.024135004 0.070244085
#> [2737] 0.104299346 0.953895555 0.028073184 0.051662961 0.313887479 0.715857601
#> [2743] 0.040239580 0.722956557 0.088916420 0.771136461 0.294120638 0.148980090
#> [2749] 0.034048250 0.026942666 0.051713230 0.592704974 0.104704640 0.098584589
#> [2755] 0.758272105 0.033009374 0.128665539 0.564266912 0.108199563 0.557302195
#> [2761] 0.021479952 0.826795707 0.054271990 0.034654244 0.038152553 0.365619072
#> [2767] 0.033711124 0.024600005 0.026369471 0.072964010 0.922602053 0.418911080
#> [2773] 0.095953949 0.062658221 0.028492078 0.271267539 0.028273832 0.089895182
#> [2779] 0.085322277 0.199485850 0.026288783 0.177187284 0.290911643 0.402500168
#> [2785] 0.054576983 0.088869585 0.969758472 0.044126847 0.123562727 0.117217043
#> [2791] 0.315328991 0.119578554 0.037750291 0.093636028 0.772139106 0.365625284
#> [2797] 0.048993378 0.248504270 0.104278571 0.035848131 0.776195878 0.052047485
#> [2803] 0.800976730 0.087956049 0.486865513 0.051293170 0.709705405 0.024543245
#> [2809] 0.031182287 0.615627163 0.926172560 0.049592759 0.124006836 0.071355821
#> [2815] 0.178745642 0.048301309 0.533812687 0.052380215 0.469297959 0.506747588
#> [2821] 0.062669427 0.097012218 0.021914125 0.011709311 0.027138802 0.039212725
#> [2827] 0.036698646 0.025418469 0.356223929 0.048182531 0.029239474 0.574428937
#> [2833] 0.284502067 0.155320834 0.822117473 0.025629203 0.717638977 0.065193709
#> [2839] 0.386286454 0.066004989 0.209560525 0.021636312 0.067423788 0.920381663
#> [2845] 0.418680718 0.076561344 0.778160102 0.027455593 0.850006615 0.922212327
#> [2851] 0.047518272 0.109900273 0.058227885 0.035070720 0.112521344 0.127797419
#> [2857] 0.057676235 0.474310304 0.082465151 0.265153380 0.648638116 0.035152756
#> [2863] 0.041998348 0.049875185 0.067000671 0.108374983 0.582987127 0.040861500
#> [2869] 0.463701667 0.026996001 0.059757450 0.720021633 0.082157334 0.058831718
#> [2875] 0.040526340 0.067803643 0.031290630 0.365933315 0.035617726 0.026148946
#> [2881] 0.042392664 0.026132621 0.089799190 0.097475450 0.067192705 0.172903300
#> [2887] 0.058539931 0.035267287 0.044543607 0.020544507 0.023308177 0.857992766
#> [2893] 0.614081282 0.614221113 0.037775946 0.258654143 0.047606952 0.119533262
#> [2899] 0.126151057 0.081353162 0.023749439 0.023609555 0.437511433 0.576625409
#> [2905] 0.715435762 0.613190530 0.389737370 0.341741100 0.022536006 0.308923554
#> [2911] 0.130082499 0.099177278 0.057547021 0.093492825 0.237384311 0.042101599
#> [2917] 0.568020355 0.623989938 0.817589945 0.220748507 0.051665493 0.569411187
#> [2923] 0.707885573 0.478864913 0.049458545 0.168303687 0.026799607 0.334548321
#> [2929] 0.142344483 0.704074935 0.202440885 0.473874117 0.414525398 0.058064983
#> [2935] 0.269498807 0.039869311 0.574776429 0.049182883 0.083878481 0.874843535
#> [2941] 0.027834521 0.428108785 0.778917086 0.043719739 0.115860134 0.095214654
#> [2947] 0.016002077 0.774230102 0.083189011 0.863403566 0.025295330 0.059321989
#> [2953] 0.888661074 0.556005265 0.268352703 0.594372227 0.084500997 0.028284535
#> [2959] 0.975695250 0.043927195 0.238655235 0.357435763 0.072422943 0.552655469
#> [2965] 0.063969958 0.747019333 0.075445396 0.045237827 0.245875605 0.288315533
#> [2971] 0.102225036 0.086845206 0.033039860 0.214099731 0.034582201 0.035890313
#> [2977] 0.620652123 0.289622879 0.274107728 0.573934723 0.080431927 0.524682207
#> [2983] 0.039605068 0.460836171 0.053196082 0.408574311 0.048507305 0.063498437
#> [2989] 0.819066776 0.139548853 0.917315091 0.022859840 0.580432342 0.151925496
#> [2995] 0.035513782 0.029766993 0.031195602 0.030846746 0.031312044 0.125799093
#> [3001] 0.034428011 0.054968728 0.106624921 0.120937894 0.581916783 0.894904824
#> [3007] 0.651543885 0.947949005 0.312906324 0.023530447 0.145918363 0.355341420
#> [3013] 0.832326408 0.589236739 0.099192942 0.228643697 0.098743734 0.412567430
#> [3019] 0.030049920 0.023884911 0.082789407 0.094239149 0.094010228 0.753195670
#> [3025] 0.047467847 0.178232697 0.099992916 0.048591565 0.099045212 0.215353020
#> [3031] 0.057673416 0.973347561 0.034003873 0.237206577 0.129647691 0.210333727
#> [3037] 0.909751290 0.518053820 0.104055530 0.036630874 0.024335061 0.542711662
#> [3043] 0.026375855 0.052973284 0.156165055 0.548348092 0.035654565 0.057408059
#> [3049] 0.039283785 0.040566716 0.864023770 0.031083396 0.056260023 0.619090310
#> [3055] 0.039141570 0.074045749 0.026102205 0.021788772 0.598679125 0.028052370
#> [3061] 0.082751532 0.022111566 0.102162523 0.623080738 0.299492276 0.365582214
#> [3067] 0.073405450 0.074712995 0.050198874 0.295866734 0.021935246 0.033638372
#> [3073] 0.379858946 0.331241326 0.056390955 0.031563055 0.633379470 0.024848083
#> [3079] 0.201556549 0.171262145 0.021885739 0.023322809 0.676689907 0.536567809
#> [3085] 0.028363596 0.144697494 0.125340795 0.673408526 0.066908336 0.032108423
#> [3091] 0.082715449 0.041283921 0.653525491 0.049624865 0.333680478 0.743761940
#> [3097] 0.776519572 0.074405198 0.079775006 0.374257930 0.113607675 0.064253738
#> [3103] 0.176697468 0.029034290 0.056413076 0.139883510 0.908639509 0.032889708
#> [3109] 0.120946903 0.024613745 0.708112986 0.792121098 0.361777323 0.557668996
#> [3115] 0.859251995 0.139100580 0.124835267 0.504802720 0.026220051 0.095483840
#> [3121] 0.198055986 0.025965922 0.283564202 0.174099199 0.787028927 0.113411204
#> [3127] 0.827296438 0.245536903 0.312251239 0.636436485 0.333483975 0.097997036
#> [3133] 0.656159607 0.084710395 0.108900204 0.188840052 0.752180321 0.282857200
#> [3139] 0.361424789 0.611619057 0.025251881 0.030576590 0.134389006 0.019868617
#> [3145] 0.024920101 0.029918767 0.038596230 0.044481684 0.028335094 0.387243271
#> [3151] 0.049495143 0.885676346 0.527094911 0.032968933 0.955958769 0.839408876
#> [3157] 0.051624117 0.905083597 0.788021905 0.024736457 0.842779910 0.749682709
#> [3163] 0.098092029 0.103935906 0.521648874 0.557358822 0.524719658 0.635104980
#> [3169] 0.095711386 0.583853461 0.047751198 0.042648927 0.047655752 0.113095872
#> [3175] 0.034506176 0.069597867 0.050311040 0.128612963 0.737268689 0.035927807
#> [3181] 0.051247096 0.712288853 0.039294024 0.814372738 0.081509184 0.049878117
#> [3187] 0.572177512 0.625180228 0.047749169 0.743979571 0.146136632 0.094706242
#> [3193] 0.890050840 0.789775574 0.291464963 0.057984580 0.072274686 0.882924824
#> [3199] 0.104746455 0.048258374 0.515023651 0.667607521 0.077857374 0.076972237
#> [3205] 0.938900139 0.034126408 0.699625872 0.268054459 0.601529555 0.709345005
#> [3211] 0.086463568 0.451159328 0.052173242 0.588793674 0.906284510 0.055983772
#> [3217] 0.035870130 0.383873621 0.032337426 0.782144509 0.691521660 0.595377571
#> [3223] 0.666989240 0.085352288 0.044655186 0.026622304 0.634085858 0.377569864
#> [3229] 0.023548956 0.227238191 0.441117818 0.023671716 0.732589035 0.046360256
#> [3235] 0.048449353 0.030153929 0.977325969 0.161177506 0.129701736 0.020954873
#> [3241] 0.039892464 0.035489729 0.112391610 0.837696083 0.119289678 0.925317969
#> [3247] 0.778597073 0.122425513 0.657334790 0.653290629 0.201273956 0.283945770
#> [3253] 0.033801867 0.503078367 0.211126692 0.609555517 0.898637408 0.041054868
#> [3259] 0.108705318 0.090242635 0.160622369 0.643834109 0.106504389 0.072676515
#> [3265] 0.027481129 0.676788543 0.021252446 0.317997430 0.046823954 0.042811939
#> [3271] 0.696172904 0.697905936 0.035461422 0.901646148 0.092816581 0.190416285
#> [3277] 0.042325084 0.132939245 0.022056324 0.396481960 0.029456996 0.019993344
#> [3283] 0.219148076 0.042567363 0.817307163 0.090036242 0.274832103 0.149755092
#> [3289] 0.555254166 0.098219771 0.957388009 0.143556209 0.035201708 0.051357281
#> [3295] 0.357820988 0.091695383 0.190173934 0.057432301 0.037212628 0.350237691
#> [3301] 0.071309724 0.926705867 0.037766691 0.694887769 0.648354265 0.025271086
#> [3307] 0.101608768 0.030713593 0.068164310 0.345162098 0.873648883 0.047748574
#> [3313] 0.019346632 0.901498071 0.107027218 0.030549830 0.362795153 0.036100804
#> [3319] 0.061923804 0.650539885 0.268860288 0.939745858 0.078754910 0.475243152
#> [3325] 0.044480514 0.201570088 0.028897978 0.160755439 0.552904464 0.826907448
#> [3331] 0.105377020 0.038288656 0.864264593 0.607533233 0.516449428 0.167067975
#> [3337] 0.960808848 0.021365351 0.108013983 0.027304962 0.077664783 0.994851283
#> [3343] 0.455661671 0.795315412 0.060470471 0.033352052 0.406764417 0.072523164
#> [3349] 0.037154075 0.031374622 0.063158252 0.018510902 0.022477780 0.029569108
#> [3355] 0.114411945 0.056194928 0.736625882 0.108183048 0.026760488 0.038244667
#> [3361] 0.044056279 0.434356075 0.096901570 0.048094812 0.034113850 0.493375071
#> [3367] 0.711519683 0.034367196 0.066745002 0.172530358 0.072186721 0.113808663
#> [3373] 0.566042333 0.087427981 0.698483596 0.583776401 0.260660170 0.071862501
#> [3379] 0.247400516 0.122613481 0.829607976 0.021924621 0.058297411 0.027880212
#> [3385] 0.415153879 0.049433753 0.027560514 0.242023612 0.956905237 0.026534356
#> [3391] 0.754994829 0.044607999 0.100096523 0.718372532 0.695051638 0.050352225
#> [3397] 0.099683762 0.650700470 0.074648837 0.851473031 0.065143653 0.704841302
#> [3403] 0.454012187 0.411623608 0.423326252 0.126213038 0.658129374 0.281461591
#> [3409] 0.378010868 0.083809388 0.170002305 0.496352140 0.630999525 0.395278328
#> [3415] 0.053285010 0.178669492 0.055124738 0.076312220 0.647997162 0.023516582
#> [3421] 0.085045137 0.543608888 0.874691873 0.866667803 0.032677936 0.292326344
#> [3427] 0.023790194 0.057199847 0.387504962 0.711764126 0.698717027 0.025315602
#> [3433] 0.417068287 0.080348216 0.442905790 0.284751403 0.282536287 0.027718861
#> [3439] 0.026924837 0.607948292 0.690614790 0.049647084 0.052097139 0.040056040
#> [3445] 0.154589977 0.068855567 0.101062993 0.030859854 0.076526627 0.051359108
#> [3451] 0.331354140 0.027004485 0.048013765 0.071592216 0.736103411 0.105574419
#> [3457] 0.026735925 0.402751538 0.129064944 0.165969967 0.028377158 0.870032668
#> [3463] 0.098533975 0.536930138 0.267232250 0.179921394 0.077990383 0.562911056
#> [3469] 0.296723340 0.609730381 0.959164528 0.046095865 0.030502883 0.357369409
#> [3475] 0.055568722 0.026425109 0.025885336 0.097721704 0.107213208 0.173914556
#> [3481] 0.087049822 0.578063997 0.051426778 0.028840886 0.064674977 0.076110207
#> [3487] 0.948231143 0.136538027 0.895678492 0.454199301 0.764246905 0.776987839
#> [3493] 0.086643733 0.027102764 0.976098610 0.062257638 0.087248582 0.099737486
#> [3499] 0.085144508 0.297438490 0.027336580 0.770504482 0.680012407 0.045571833
#> [3505] 0.066533508 0.913228206 0.123451148 0.220295686 0.058399649 0.088598698
#> [3511] 0.619440628 0.121764988 0.026079899 0.760750821 0.086199652 0.436261881
#> [3517] 0.059940686 0.043948805 0.039742146 0.059287201 0.108544557 0.224833473
#> [3523] 0.029949312 0.118871161 0.038682716 0.212233440 0.785952675 0.850176103
#> [3529] 0.169386582 0.397763501 0.090883778 0.613659791 0.884823326 0.334786189
#> [3535] 0.123560059 0.224384962 0.118751543 0.387255435 0.021501840 0.115406244
#> [3541] 0.218151460 0.938016728 0.045252149 0.050705265 0.059986549 0.501416127
#> [3547] 0.503506327 0.479240877 0.631947737 0.064827556 0.065208783 0.204784301
#> [3553] 0.676873597 0.601014768 0.084368340 0.065057815 0.052544652 0.100520983
#> [3559] 0.039015585 0.131524160 0.449484247 0.045327977 0.131593791 0.027090708
#> [3565] 0.040666042 0.041919525 0.515394843 0.072998898 0.090630620 0.096402489
#> [3571] 0.030669859 0.038815880 0.038707732 0.475667050 0.671387960 0.182532985
#> [3577] 0.707666267 0.657067375 0.701763169 0.430021308 0.922833536 0.025630690
#> [3583] 0.296547137 0.025765756 0.987450874 0.036349145 0.021832164 0.447802442
#> [3589] 0.101192049 0.857194874 0.109184889 0.067762547 0.106379848 0.569177414
#> [3595] 0.029140528 0.098816226 0.114992075 0.133322303 0.607551312 0.570050469
#> [3601] 0.647907738 0.051919786 0.508551602 0.658669264 0.122959699 0.092566088
#> [3607] 0.852085697 0.020128847 0.514299303 0.087510799 0.029584024 0.850785268
#> [3613] 0.216371959 0.815835730 0.065268150 0.543636293 0.308449955 0.554013346
#> [3619] 0.045875116 0.318543227 0.030019250 0.028779159 0.925011288 0.866921742
#> [3625] 0.222241667 0.414412100 0.040172138 0.068384658 0.171127491 0.033620144
#> [3631] 0.032853535 0.053295932 0.054417229 0.062220595 0.576471842 0.041268101
#> [3637] 0.114325851 0.069775874 0.091238803 0.109549371 0.613588463 0.029465557
#> [3643] 0.236048866 0.079614162 0.035805608 0.888159958 0.071271071 0.359159320
#> [3649] 0.038938014 0.798124987 0.559529916 0.057932375 0.087632793 0.421582006
#> [3655] 0.170185545 0.026433738 0.077311315 0.338038809 0.388302484 0.006147266
#> [3661] 0.038506234 0.425106064 0.111864492 0.046404713 0.157458676 0.052801502
#> [3667] 0.836595354 0.251834507 0.496150680 0.080760073 0.094214876 0.167718681
#> [3673] 0.019005881 0.182631654 0.048340738 0.507374269 0.747964469 0.731739906
#> [3679] 0.852439315 0.048968999 0.053630602 0.090312185 0.033966083 0.041272323
#> [3685] 0.095474521 0.070589657 0.067978778 0.312353586 0.151563454 0.061856677
#> [3691] 0.865245251 0.038802187 0.085110750 0.035425593 0.647055310 0.147846754
#> [3697] 0.255785086 0.104889153 0.688380721 0.026259605 0.926303126 0.817564950
#> [3703] 0.025574073 0.054048771 0.822051557 0.023919258 0.245266461 0.166017331
#> [3709] 0.132365348 0.031787938 0.942413457 0.782745140 0.042679593 0.077018754
#> [3715] 0.598968234 0.042950612 0.781413752 0.664182339 0.173609439 0.051490955
#> [3721] 0.026536465 0.087400822 0.151139995 0.098621434 0.066397493 0.109601798
#> [3727] 0.061009439 0.026270102 0.422687615 0.022094415 0.628228198 0.032311899
#> [3733] 0.077428404 0.912834996 0.584209497 0.033018179 0.389849914 0.392266021
#> [3739] 0.105048168 0.369152583 0.330100107 0.128446676 0.223230366 0.039469189
#> [3745] 0.368492827 0.370293263 0.789828552 0.045471322 0.121162338 0.139381903
#> [3751] 0.656019112 0.083521052 0.029129027 0.342160017 0.041967172 0.096278604
#> [3757] 0.067160351 0.067091161 0.073644424 0.095893172 0.063840994 0.015562399
#> [3763] 0.069608462 0.023439733 0.447238771 0.075592060 0.031679588 0.118533340
#> [3769] 0.022547597 0.031087302 0.021487358 0.426437438 0.042297795 0.021724203
#> [3775] 0.771175688 0.501733229 0.220604605 0.744108894 0.524655712 0.147586592
#> [3781] 0.061274588 0.225063386 0.362211665 0.744444836 0.632407929 0.687149777
#> [3787] 0.653722997 0.563118391 0.039898349 0.050439333 0.598034360 0.035648870
#> [3793] 0.043502609 0.024339980 0.095136723 0.384756803 0.811780703 0.059361366
#> [3799] 0.372738690 0.541986260 0.120205696 0.043102575 0.061770301 0.026774453
#> [3805] 0.132965115 0.153243940 0.921765130 0.789895844 0.118265579 0.046057999
#> [3811] 0.758272892 0.852503722 0.023895260 0.025294391 0.165756436 0.546991079
#> [3817] 0.133381428 0.548824656 0.159021487 0.038044275 0.111022770 0.041417342
#> [3823] 0.050134578 0.127649002 0.072190034 0.020174872 0.642229175 0.144029481
#> [3829] 0.254324499 0.089298288 0.027442168 0.031769241 0.045610217 0.185355687
#> [3835] 0.526117051 0.075118545 0.049622944 0.194613981 0.219817194 0.808121127
#> [3841] 0.231342707 0.657529832 0.924788943 0.074422141 0.397545600 0.925029737
#> [3847] 0.343175195 0.443347029 0.044294458 0.104852525 0.943653970 0.112692616
#> [3853] 0.540211512 0.398473991 0.467542650 0.027326985 0.262556686 0.799704576
#> [3859] 0.053272065 0.643573002 0.112262247 0.068430855 0.672663012 0.623755247
#> [3865] 0.833282128 0.792113360 0.018534813 0.127085556 0.023377238 0.158149870
#> [3871] 0.124211146 0.026168503 0.096450409 0.162325272 0.280339837 0.042680324
#> [3877] 0.072196491 0.396876711 0.027637800 0.117952524 0.045566956 0.089716591
#> [3883] 0.162108589 0.097019165 0.508249550 0.063308688 0.032993191 0.145857044
#> [3889] 0.038553068 0.656038434 0.725674539 0.075679368 0.166759442 0.077966810
#> [3895] 0.030676305 0.224743434 0.456218985 0.918155385 0.706767899 0.072581849
#> [3901] 0.248553123 0.526956413 0.472055360 0.100949157 0.617715066 0.019384662
#> [3907] 0.073284910 0.051529346 0.943914810 0.035570955 0.037205819 0.098750489
#> [3913] 0.045755247 0.122239477 0.216864081 0.281615635 0.125065042 0.050171722
#> [3919] 0.046270752 0.092768096 0.020405332 0.100868822 0.020432588 0.161161148
#> [3925] 0.063584271 0.033363719 0.051543162 0.135587052 0.937400959 0.448461479
#> [3931] 0.029789635 0.030594182 0.512111300 0.025302615 0.201247566 0.031461081
#> [3937] 0.507011677 0.044624105 0.077364461 0.109472200 0.254048845 0.046383432
#> [3943] 0.799415294 0.006597535 0.485051289 0.027706375 0.484586457 0.093116968
#> [3949] 0.085266136 0.916258292 0.815776736 0.929345602 0.098566439 0.251838333
#> [3955] 0.144355823 0.716985149 0.052379250 0.789515495 0.064818947 0.107981372
#> [3961] 0.122396366 0.054701918 0.745696105 0.026463665 0.394441809 0.080686262
#> [3967] 0.025125760 0.026602869 0.054328217 0.069450243 0.318046099 0.691123807
#> [3973] 0.078032293 0.017694313 0.551842097 0.032245706 0.727236671 0.030915030
#> [3979] 0.227674705 0.543384789 0.125646850 0.034801860 0.747270448 0.023050222
#> [3985] 0.139262437 0.657997116 0.516854205 0.473287486 0.072765553 0.897513520
#> [3991] 0.303958379 0.022635674 0.192959931 0.083458372 0.032466800 0.071923232
#> [3997] 0.023790912 0.450978983 0.579077350 0.121360445 0.543052081 0.070345916
#> [4003] 0.124572069 0.075423361 0.098355841 0.045691831 0.110800342 0.124960421
#> [4009] 0.107895346 0.512160506 0.816408521 0.902198459 0.747806020 0.038784114
#> [4015] 0.472332405 0.105061286 0.073428963 0.087766185 0.055208274 0.136595271
#> [4021] 0.659558232 0.080340472 0.081466974 0.655564209 0.026638770 0.030533922
#> [4027] 0.358067135 0.230331177 0.028665233 0.142128923 0.745487951 0.027182036
#> [4033] 0.131975890 0.118482756 0.053236936 0.024657956 0.040115491 0.550105011
#> [4039] 0.493030971 0.028404959 0.060169413 0.740443523 0.196090030 0.127217254
#> [4045] 0.048474861 0.077937067 0.818243770 0.225714598 0.066170550 0.876092197
#> [4051] 0.465527656 0.173502361 0.048197609 0.124567281 0.091001408 0.660434918
#> [4057] 0.898212220 0.869332081 0.147897487 0.914840057 0.048936724 0.347801397
#> [4063] 0.123057626 0.724583013 0.071693264 0.218408253 0.117669059 0.368305671
#> [4069] 0.070919788 0.807700733 0.889846493 0.440350619 0.632633072 0.076841772
#> [4075] 0.350350501 0.809133111 0.121005194 0.408471179 0.465753645 0.755790547
#> [4081] 0.359141221 0.092586796 0.056204918 0.028400606 0.117725350 0.006836016
#> [4087] 0.092798929 0.031839473 0.849392164 0.068963190 0.749639326 0.916782670
#> [4093] 0.044044190 0.526390906 0.090269682 0.513590420 0.122708427 0.235255705
#> [4099] 0.152669977 0.024394770 0.764328886 0.026414275 0.641027272 0.334089257
#> [4105] 0.424951694 0.048242288 0.095276562 0.267225380 0.832869136 0.045562898
#> [4111] 0.042863249 0.028339212 0.119836803 0.025324710 0.666019760 0.076538036
#> [4117] 0.039897779 0.860572930 0.578031001 0.627381126 0.083769983 0.201330196
#> [4123] 0.071631921 0.236365155 0.024991256 0.037147043 0.033446382 0.034123162
#> [4129] 0.710241243 0.081416298 0.022862012 0.093990010 0.709563723 0.028177770
#> [4135] 0.036874429 0.807851562 0.082515446 0.037240672 0.392586857 0.347799700
#> [4141] 0.021844234 0.437137703 0.083079662 0.819441474 0.139038729 0.063972926
#> [4147] 0.048462526 0.325875068 0.066931500 0.112547477 0.466885578 0.028778438
#> [4153] 0.456831728 0.096744251 0.124207775 0.173601803 0.522862583 0.036462100
#> [4159] 0.071911350 0.111460502 0.013555769 0.021294329 0.048334003 0.021327226
#> [4165] 0.051355449 0.047341139 0.072731520 0.064181894 0.110353751 0.943661797
#> [4171] 0.039850962 0.081318006 0.083278645 0.031110732 0.047347794 0.125364699
#> [4177] 0.185009543 0.026347131 0.601629116 0.371542126 0.579506679 0.778448326
#> [4183] 0.028579190 0.571868324 0.098867769 0.038239995 0.259028000 0.083842226
#> [4189] 0.048352036 0.282804494 0.703931629 0.851670511 0.728613317 0.592138064
#> [4195] 0.023928208 0.049081723 0.119609863 0.621055868 0.060683850 0.048113560
#> [4201] 0.027362808 0.578674780 0.239046495 0.879638634 0.070924138 0.183656794
#> [4207] 0.604224711 0.054349523 0.667650680 0.575057085 0.047025186 0.355088270
#> [4213] 0.565955843 0.474290092 0.033724124 0.923362541 0.029913637 0.026191082
#> [4219] 0.209254503 0.063589392 0.019111561 0.723641799 0.032765105 0.323883440
#> [4225] 0.040824654 0.027270218 0.058334090 0.355186171 0.799481149 0.081512981
#> [4231] 0.493464086 0.673216395 0.039673835 0.027160162 0.775924238 0.300308376
#> [4237] 0.031143140 0.711586466 0.558026406 0.079280039 0.377476745 0.556350148
#> [4243] 0.270282104 0.033926781 0.450688937 0.528813221 0.122298346 0.731624104
#> [4249] 0.505173051 0.134534947 0.932458229 0.200643021 0.105665807 0.038179905
#> [4255] 0.410770724 0.085522784 0.355379753 0.185284443 0.073284026 0.023357574
#> [4261] 0.066468887 0.092899709 0.203531450 0.028663830 0.386982126 0.068087344
#> [4267] 0.357886936 0.132260450 0.313960159 0.739744085 0.075325458 0.052963967
#> [4273] 0.080650735 0.020470140 0.365949400 0.126875815 0.385803126 0.089889559
#> [4279] 0.027167955 0.057233545 0.740560959 0.533671689 0.641382799 0.021927504
#> [4285] 0.066460676 0.035385417 0.471624349 0.670344002 0.066729676 0.291225820
#> [4291] 0.844592212 0.799995344 0.400674399 0.099883441 0.271707998 0.763769958
#> [4297] 0.324779578 0.034654560 0.864689067 0.119746747 0.907936994 0.555253296
#> [4303] 0.129489047 0.081119214 0.128139923 0.026231654 0.045094691 0.032054724
#> [4309] 0.029563615 0.023813971 0.025948703 0.044873080 0.912852086 0.123959062
#> [4315] 0.066231982 0.053200665 0.893593732 0.027604885 0.750556661 0.097570559
#> [4321] 0.098253125 0.818531830 0.575263073 0.766912688 0.851139719 0.323361699
#> [4327] 0.535083145 0.919875518 0.064639294 0.069650281 0.262011465 0.058239724
#> [4333] 0.025395225 0.535459603 0.775942453 0.057135201 0.054714929 0.030340835
#> [4339] 0.578087192 0.023961647 0.332575739 0.047633890 0.068075508 0.024186643
#> [4345] 0.032668109 0.497015704 0.030578525 0.089978299 0.100753230 0.856051855
#> [4351] 0.031462361 0.247711317 0.846083306 0.189412590 0.041048973 0.052734465
#> [4357] 0.062472460 0.364353883 0.028734651 0.057677315 0.031575732 0.028258127
#> [4363] 0.071274292 0.064491167 0.135558384 0.487355736 0.831036683 0.084638842
#> [4369] 0.856656375 0.440323738 0.025537563 0.523545043 0.097500941 0.037542569
#> [4375] 0.055390136 0.031172376 0.107074116 0.092242224 0.046305643 0.072858287
#> [4381] 0.589628009 0.032897115 0.152963709 0.556853957 0.094379048 0.024138922
#> [4387] 0.612501496 0.068936561 0.021902198 0.500618572 0.109699356 0.054050712
#> [4393] 0.301859508 0.110681461 0.679411123 0.741050279 0.497936028 0.092902472
#> [4399] 0.055759186 0.039369951 0.895674157 0.022510582 0.020189639 0.122122650
#> [4405] 0.296509154 0.117283033 0.041797471 0.061225673 0.076171340 0.038956739
#> [4411] 0.517751216 0.031006705 0.531462245 0.039446225 0.896828968 0.079253765
#> [4417] 0.028999877 0.062540620 0.058394833 0.838728805 0.458450834 0.465021415
#> [4423] 0.772166532 0.804909108 0.048083271 0.182762210 0.349558382 0.608161765
#> [4429] 0.026372677 0.480235488 0.050553288 0.676083917 0.085849731 0.050023629
#> [4435] 0.097439584 0.549943232 0.178630827 0.895104187 0.417708130 0.837438659
#> [4441] 0.511222824 0.929823105 0.020369340 0.718175938 0.355445826 0.026218859
#> [4447] 0.024353466 0.052224924 0.024049977 0.040443191 0.028848623 0.208239316
#> [4453] 0.037715273 0.556159617 0.895531907 0.034433753 0.372147686 0.099164560
#> [4459] 0.908501747 0.729038468 0.263974109 0.043637780 0.254443611 0.823379282
#> [4465] 0.796795924 0.351152026 0.076700802 0.110875459 0.083657326 0.129722886
#> [4471] 0.344157622 0.031554644 0.068232826 0.025483832 0.719008362 0.067398047
#> [4477] 0.103295017 0.583420441 0.777263066 0.091800381 0.422106971 0.279290065
#> [4483] 0.066172415 0.030768310 0.560518634 0.034951475 0.027381973 0.160967731
#> [4489] 0.112287038 0.032628275 0.404615167 0.119093962 0.092271563 0.547825403
#> [4495] 0.089769145 0.048337794 0.141327073 0.373193706 0.638135458 0.026786157
#> [4501] 0.780381003 0.231930754 0.041895847 0.207678363 0.024421707 0.031195568
#> [4507] 0.079271049 0.190242655 0.027999925 0.160029794 0.916209479 0.038609510
#> [4513] 0.582947988 0.580521790 0.163743661 0.053732842 0.038417067 0.885237347
#> [4519] 0.024135046 0.101719641 0.046551050 0.236415478 0.051840746 0.466175478
#> [4525] 0.121638618 0.031210577 0.947010713 0.115947038 0.689030187 0.029378503
#> [4531] 0.228072457 0.051460181 0.841376737 0.173878411 0.476623838 0.251763215
#> [4537] 0.767627987 0.148539782 0.052450060 0.135832153 0.027402984 0.079396254
#> [4543] 0.085379671 0.078354447 0.215915066 0.346221637 0.591289048 0.460388596
#> [4549] 0.413837019 0.036104477 0.116586315 0.113112460 0.068265653 0.177017954
#> [4555] 0.141770307 0.047283647 0.073289940 0.007042880 0.438373703 0.756110331
#> [4561] 0.176159873 0.098351274 0.816564172 0.411974959 0.214051532 0.451096990
#> [4567] 0.587017430 0.065749907 0.853264337 0.459710054 0.734023038 0.496358854
#> [4573] 0.026681590 0.043648352 0.038392031 0.034125221 0.145632744 0.068731839
#> [4579] 0.127618859 0.452274463 0.114574691 0.086323598 0.030260623 0.908944650
#> [4585] 0.027206244 0.382412175 0.955538894 0.214624269 0.686428680 0.053132987
#> [4591] 0.453030091 0.040404361 0.026858900 0.335730913 0.044063410 0.149649507
#> [4597] 0.025003113 0.474706443 0.047228842 0.029208052 0.035573136 0.075290124
#> [4603] 0.169120161 0.031278319 0.106826626 0.385338667 0.577781378 0.655368160
#> [4609] 0.562913375 0.133013617 0.055127997 0.520358792 0.543365474 0.382582574
#> [4615] 0.027694103 0.041851039 0.415346675 0.027148889 0.139305667 0.028606303
#> [4621] 0.216712034 0.023629574 0.088429534 0.028755299 0.024123645 0.074710535
#> [4627] 0.874682586 0.048401169 0.996170924 0.631847866 0.037923891 0.671101985
#> [4633] 0.051504488 0.355453764 0.105518220 0.065336115 0.039135303 0.201968041
#> [4639] 0.473575890 0.129179104 0.031333085 0.078865566 0.279804840 0.734750932
#> [4645] 0.871746257 0.306860915 0.190135759 0.070674570 0.209902495 0.119435463
#> [4651] 0.694256765 0.169670931 0.302804171 0.067881587 0.053989481 0.968158046
#> [4657] 0.877038392 0.608179535 0.456299341 0.045184277 0.275592193 0.749831597
#> [4663] 0.344329403 0.271954052 0.156614424 0.150640490 0.392410414 0.497188991
#> [4669] 0.033920486 0.762122836 0.782686899 0.686530717 0.034943515 0.099733325
#> [4675] 0.090725861 0.255061670 0.164351078 0.385567538 0.254434137 0.209820637
#> [4681] 0.491415043 0.754320090 0.041217093 0.927206207 0.148447538 0.503228503
#> [4687] 0.098622214 0.649153608 0.020296174 0.057961237 0.874760593 0.063102466
#> [4693] 0.024216768 0.044441665 0.036009023 0.465556687 0.043281844 0.369099625
#> [4699] 0.036330378 0.028179282 0.030555456 0.720998093 0.345765128 0.720294376
#> [4705] 0.088149257 0.032355965 0.560071685 0.052147912 0.054463345 0.249774756
#> [4711] 0.216088976 0.108083578 0.391914469 0.048921929 0.796509146 0.061397284
#> [4717] 0.700970293 0.022064987 0.169277239 0.129671573 0.127107857 0.750023189
#> [4723] 0.397451345 0.469979463 0.216659760 0.040292463 0.031302357 0.176817734
#> [4729] 0.028934245 0.277124313 0.238438239 0.100235218 0.028110312 0.470566273
#> [4735] 0.108564701 0.765457697 0.219267334 0.166564263 0.049657740 0.155617670
#> [4741] 0.024240901 0.064105976 0.368817195 0.533495273 0.027215821 0.090608223
#> [4747] 0.057675905 0.175786144 0.118488051 0.056175755 0.580136946 0.592240466
#> [4753] 0.109644696 0.066068201 0.044008028 0.605080119 0.418650595 0.168330714
#> [4759] 0.448295949 0.867261433 0.076877015 0.022436030 0.043489052 0.494671260
#> [4765] 0.118832308 0.021073250 0.604506115 0.149361448 0.074969801 0.036889846
#> [4771] 0.124682141 0.378912966 0.487227820 0.027472821 0.066116573 0.120779997
#> [4777] 0.063720743 0.030500973 0.171181821 0.301426085 0.089443148 0.203468837
#> [4783] 0.709013857 0.773227749 0.106979896 0.584243813 0.041759141 0.595345163
#> [4789] 0.782212302 0.154342582 0.459717683 0.028484348 0.695385934 0.546557294
#> [4795] 0.447738494 0.116638375 0.021854383 0.715816410 0.634752208 0.846834602
#> [4801] 0.063344398 0.264389389 0.093108736 0.488054693 0.226569565 0.149992258
#> [4807] 0.065103640 0.569553670 0.967718224 0.326191321 0.768612259 0.035844100
#> [4813] 0.027263308 0.625913945 0.144366109 0.329641966 0.569633973 0.028180557
#> [4819] 0.028612471 0.136906479 0.453353666 0.024482851 0.562494261 0.021232234
#> [4825] 0.212870698 0.436258272 0.165480236 0.100581283 0.114737898 0.056368201
#> [4831] 0.093297098 0.110574679 0.029801568 0.472785710 0.102625614 0.036796195
#> [4837] 0.083896310 0.031993060 0.060060540 0.073915673 0.414207376 0.074476708
#> [4843] 0.536108179 0.082482691 0.065450754 0.404702605 0.065415224 0.603280265
#> [4849] 0.113121469 0.511544976 0.067904193 0.851440831 0.059682942 0.033378997
#> [4855] 0.344779401 0.463020400 0.082894528 0.030423436 0.050336105 0.711633424
#> [4861] 0.247192703 0.060202171 0.086737991 0.052168709 0.019409587 0.025801419
#> [4867] 0.038019852 0.236520196 0.021688049 0.029085237 0.020272349 0.349630183
#> [4873] 0.118465343 0.139740669 0.051407315 0.119472449 0.849294968 0.185668826
#> [4879] 0.063714159 0.181911491 0.036019885 0.061566212 0.935538711 0.031293336
#> [4885] 0.835360826 0.469710829 0.086593406 0.675440338 0.048602765 0.598800876
#> [4891] 0.030792554 0.033648747 0.046261143 0.037666386 0.046532483 0.720680905
#> [4897] 0.034679590 0.044240027 0.061696097 0.261213338 0.822305561 0.131650028
#> [4903] 0.026781314 0.052133970 0.562687983 0.431331809 0.090026775 0.029417440
#> [4909] 0.741953472 0.090523781 0.050301579 0.031683632 0.075604931 0.040139956
#> [4915] 0.271612187 0.926634318 0.610942956 0.047185234 0.157803375 0.036465073
#> [4921] 0.381134542 0.163268573 0.085448696 0.409564541 0.853762162 0.024712406
#> [4927] 0.169939475 0.436156077 0.571635538 0.258069586 0.920416354 0.514004190
#> [4933] 0.627385194 0.143012000 0.058056376 0.524414036 0.386367923 0.220083795
#> [4939] 0.539484337 0.230878488 0.044276088 0.414442070 0.048828786 0.176848493
#> [4945] 0.371537604 0.254841327 0.065449097 0.025500481 0.043913295 0.029504959
#> [4951] 0.843389095 0.040083080 0.039632300 0.719857326 0.636722931 0.636981626
#> [4957] 0.339512086 0.043604098 0.926346550 0.025610247 0.118877756 0.133040471
#> [4963] 0.915039115 0.029650417 0.030065971 0.105028989 0.257978928 0.362383487
#> [4969] 0.058368336 0.515066529 0.652610879 0.083873275 0.265603505 0.086098219
#> [4975] 0.098978183 0.105214215 0.032982507 0.100310137 0.260692552 0.625112092
#> [4981] 0.983127317 0.073465238 0.067185459 0.456617876 0.502699509 0.364740764
#> [4987] 0.039915242 0.237413439 0.043796432 0.217577176 0.066420631 0.033561090
#> [4993] 0.043644399 0.108280171 0.033940033 0.034744693 0.398852222 0.126171317
#> [4999] 0.035494070 0.042415451 0.067762363 0.693114244 0.101844070 0.657302750
#> [5005] 0.041429477 0.832531773 0.539189562 0.045103633 0.913522657 0.077261846
#> [5011] 0.762447356 0.025758285 0.031488405 0.608734254 0.715096868 0.152146524
#> [5017] 0.084937257 0.028661849 0.847410701 0.452271791 0.939118623 0.071417663
#> [5023] 0.047239601 0.044010192 0.070047307 0.049599202 0.623282179 0.034860354
#> [5029] 0.337480766 0.091309983 0.038353092 0.030354566 0.172382469 0.049186033
#> [5035] 0.058507748 0.137089434 0.630758581 0.036681501 0.079493334 0.157751924
#> [5041] 0.051076058 0.072649986 0.144814551 0.296812418 0.828045080 0.054701106
#> [5047] 0.079933647 0.052873651 0.047904963 0.712557618 0.660365175 0.066048414
#> [5053] 0.025008164 0.238723394 0.519754948 0.810128063 0.039546710 0.247716350
#> [5059] 0.420051549 0.054741820 0.507204765 0.120561412 0.343997663 0.263153257
#> [5065] 0.131671789 0.971935599 0.038408241 0.054490970 0.076964422 0.021578171
#> [5071] 0.115003464 0.735730689 0.066648643 0.046653861 0.093769200 0.719131967
#> [5077] 0.088287039 0.027990033 0.304512674 0.096047094

# Make logistic prediction for the whole study area
predict(model,
        data = predictors,
        type = "logistic")
#> class       : SpatRaster 
#> dimensions  : 192, 186, 1  (nrow, ncol, nlyr)
#> resolution  : 0.5, 0.5  (x, y)
#> extent      : -125, -32, -56, 40  (xmin, xmax, ymin, ymax)
#> coord. ref. : +proj=longlat +ellps=WGS84 +towgs84=0,0,0,0,0,0,0 +no_defs 
#> source(s)   : memory
#> name        :       lyr1 
#> min value   : 0.00456201 
#> max value   : 0.86617030 

if (FALSE) {
# Make logistic prediction for the whole study area and save it in a file.
# Note that the filename must include the extension. The function saves the
# file in your working directory
predict(model,
        data = predictors,
        type = "logistic",
        filename = "my_map.tif")}