Predict the output for a new dataset given a trained SDMmodel model.
Arguments
- object
SDMmodel object.
- data
- 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
TRUEan 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.
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
typecan 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
typecan 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.
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 [20ms]
#>
#> ℹ Extracting predictor information for absence/background locations
#> ✔ Extracting predictor information for absence/background locations [46ms]
#>
# 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] 0.127839869 0.734709165 0.697267325 0.600505235 0.914788343 0.796468111
#> [7] 0.225176028 0.809906027 0.823359613 0.602298707 0.834541438 0.625052618
#> [13] 0.594425021 0.832215162 0.647878612 0.957458324 0.879027903 0.849765257
#> [19] 0.711372255 0.693196621 0.781683811 0.880590697 0.794957961 0.634243347
#> [25] 0.312819056 0.981874600 0.945964122 0.650796424 0.816757537 0.476675990
#> [31] 0.628331947 0.635957515 0.910731560 0.864884362 0.705940935 0.136007887
#> [37] 0.562802955 0.355442213 0.923157142 0.888141110 0.878073999 0.302794636
#> [43] 0.938030485 0.947010325 0.377987836 0.869388151 0.716865400 0.940113941
#> [49] 0.867435359 0.764937215 0.909091146 0.746786305 0.903663411 0.568197980
#> [55] 0.342353228 0.527701258 0.866206583 0.604170861 0.633844212 0.359453379
#> [61] 0.530254744 0.669443437 0.830135422 0.544097124 0.481198929 0.955408565
#> [67] 0.510752540 0.888252625 0.513482430 0.936461430 0.657583995 0.828707910
#> [73] 0.213103317 0.962980368 0.901820496 0.717342420 0.615047015 0.765208580
#> [79] 0.469813359 0.522618747 0.174612345 0.594203012 0.517768367 0.070328823
#> [85] 0.592958769 0.795545400 0.170604119 0.066907619 0.038384737 0.238607745
#> [91] 0.140670017 0.070403240 0.538360908 0.111867979 0.191966331 0.053766597
#> [97] 0.151517778 0.100981048 0.072012756 0.282475755 0.239075037 0.857330652
#> [103] 0.954786666 0.089981671 0.042952318 0.053683553 0.040851806 0.746584768
#> [109] 0.062091026 0.523321611 0.034063136 0.650526100 0.328622462 0.030253446
#> [115] 0.081541651 0.746786305 0.063020293 0.087516160 0.034440169 0.023676781
#> [121] 0.178960190 0.842548980 0.612815240 0.042019676 0.711372255 0.642434474
#> [127] 0.129733849 0.390107736 0.030948350 0.171024206 0.100833065 0.149594843
#> [133] 0.190737626 0.043135196 0.637813072 0.038787118 0.698186773 0.021376908
#> [139] 0.046855173 0.104042474 0.116928698 0.026199221 0.045898144 0.036496629
#> [145] 0.303073030 0.920986649 0.835165516 0.147841390 0.230138500 0.870613107
#> [151] 0.049729132 0.056785150 0.036691286 0.021666040 0.029397845 0.426550841
#> [157] 0.153340641 0.350558442 0.592149991 0.027027565 0.094832677 0.098472700
#> [163] 0.071029042 0.053411857 0.134037735 0.440610826 0.035791527 0.043773863
#> [169] 0.136448116 0.048726320 0.414290391 0.026005768 0.025581268 0.818220154
#> [175] 0.041284057 0.092185111 0.040920029 0.237492036 0.068615314 0.042652951
#> [181] 0.664330291 0.021547196 0.110299610 0.540288344 0.056451819 0.395775543
#> [187] 0.527331707 0.971806378 0.237996372 0.661424520 0.034339492 0.026369774
#> [193] 0.568912402 0.048619633 0.071035158 0.051359819 0.643896964 0.078535138
#> [199] 0.948741079 0.058033088 0.059356187 0.656033030 0.481160016 0.103115922
#> [205] 0.604565976 0.662283914 0.507038010 0.755644399 0.036799880 0.022797513
#> [211] 0.039439874 0.046660859 0.035657638 0.041216239 0.053493280 0.683679302
#> [217] 0.070468377 0.091232472 0.029427517 0.061997894 0.646225888 0.760337050
#> [223] 0.594564206 0.034779416 0.094150739 0.046341885 0.474834674 0.029961917
#> [229] 0.287898171 0.109673043 0.027331301 0.097065075 0.641156531 0.083445590
#> [235] 0.063455023 0.024396260 0.047803668 0.068574896 0.043508502 0.138241055
#> [241] 0.038952896 0.741628931 0.636903091 0.023354444 0.809924008 0.037498165
#> [247] 0.076554465 0.602383284 0.057322365 0.089755497 0.157425965 0.046155894
#> [253] 0.075731128 0.725022811 0.373372626 0.393435260 0.100503108 0.026799297
#> [259] 0.042476970 0.845962421 0.024019547 0.035266951 0.056112449 0.518769989
#> [265] 0.032592274 0.565838021 0.279403077 0.123122667 0.034715925 0.472106929
#> [271] 0.561328402 0.026064606 0.206395950 0.021905768 0.020113065 0.854653357
#> [277] 0.919746365 0.075331352 0.853070008 0.033824094 0.062575833 0.058989717
#> [283] 0.031129998 0.141524364 0.528469195 0.085380046 0.069310032 0.062435161
#> [289] 0.039067594 0.719928197 0.024938489 0.032192725 0.065240793 0.428890274
#> [295] 0.100593839 0.709417002 0.162962684 0.029432504 0.065887503 0.371045771
#> [301] 0.030269582 0.097329586 0.138017768 0.085826210 0.397216071 0.056817213
#> [307] 0.101247853 0.129377941 0.018136157 0.663845560 0.652607275 0.718358593
#> [313] 0.690884625 0.081744565 0.074991771 0.140982555 0.844315075 0.099005474
#> [319] 0.565779624 0.053716338 0.267690273 0.401170576 0.724343345 0.448450789
#> [325] 0.019751241 0.865660107 0.695769601 0.027489561 0.301102322 0.051329660
#> [331] 0.045648531 0.043583470 0.126425218 0.051820868 0.076001339 0.002224914
#> [337] 0.060930387 0.068637619 0.544743294 0.437032626 0.027481743 0.102235579
#> [343] 0.298748417 0.979961834 0.223578677 0.912652954 0.029930190 0.088361193
#> [349] 0.069775344 0.085427959 0.029953400 0.534462056 0.584763144 0.129316442
#> [355] 0.536399881 0.781070438 0.048581021 0.270822784 0.030955829 0.083914137
#> [361] 0.021155338 0.029438809 0.385155289 0.093030128 0.042967150 0.288384289
#> [367] 0.041594274 0.021073388 0.032964932 0.086614255 0.787427839 0.175171045
#> [373] 0.670330121 0.299696065 0.387570599 0.091808063 0.848533069 0.043727855
#> [379] 0.031440071 0.043552157 0.230855238 0.936079124 0.056333661 0.391483416
#> [385] 0.090592776 0.117680220 0.099570083 0.356299004 0.050442666 0.024439532
#> [391] 0.132071579 0.428515932 0.092639124 0.384106566 0.184782042 0.058599343
#> [397] 0.452006637 0.886826460 0.928910470 0.125989101 0.779439043 0.061647904
#> [403] 0.091381160 0.449041618 0.442915583 0.110413177 0.747717801 0.094555172
#> [409] 0.057291298 0.093487198 0.891179722 0.781340772 0.551559719 0.659742402
#> [415] 0.241941222 0.653481043 0.502909839 0.753169500 0.039827023 0.062753942
#> [421] 0.805278118 0.159665394 0.232017457 0.158455505 0.042255046 0.690246351
#> [427] 0.687950187 0.063078240 0.042345451 0.774431140 0.316323334 0.043411904
#> [433] 0.032296451 0.056647416 0.030910825 0.845892468 0.035753347 0.022047974
#> [439] 0.631733901 0.031937552 0.037612419 0.019925372 0.853316795 0.035210229
#> [445] 0.467300577 0.721938462 0.115105883 0.467898505 0.590154377 0.424025337
#> [451] 0.261771206 0.049511503 0.847831912 0.739440375 0.699522234 0.133366258
#> [457] 0.798247224 0.057251833 0.114828419 0.148089762 0.962156702 0.119847374
#> [463] 0.039898104 0.905245984 0.017733522 0.354126722 0.172856073 0.926768210
#> [469] 0.929252979 0.739866679 0.087411126 0.871418755 0.030008506 0.019127975
#> [475] 0.039357756 0.072430728 0.071622602 0.827808557 0.533698457 0.320231226
#> [481] 0.693808120 0.029017326 0.036946220 0.040178923 0.032845717 0.046118819
#> [487] 0.039128149 0.088942593 0.177945391 0.177695492 0.396413061 0.077732622
#> [493] 0.894438048 0.016115999 0.037211385 0.040963461 0.038486066 0.599862447
#> [499] 0.043895256 0.774076827 0.402023888 0.338607599 0.104298126 0.077783526
#> [505] 0.030516260 0.147629399 0.074574655 0.133484548 0.897655173 0.025012021
#> [511] 0.030514148 0.355313314 0.029564555 0.050026037 0.046436518 0.869539935
#> [517] 0.693076751 0.126939656 0.579560259 0.150991890 0.090699717 0.851284856
#> [523] 0.140370546 0.692914123 0.087420514 0.256739405 0.458817178 0.321591135
#> [529] 0.694358595 0.176618318 0.026885934 0.020519511 0.070270301 0.829539042
#> [535] 0.044275094 0.574782172 0.005654311 0.495789159 0.391523858 0.111482488
#> [541] 0.089538950 0.506091419 0.044805914 0.172336947 0.025697876 0.521383063
#> [547] 0.025298636 0.190599608 0.264869038 0.048234042 0.412740584 0.065142370
#> [553] 0.104980279 0.651599995 0.037310735 0.133678510 0.434105052 0.052728731
#> [559] 0.037809204 0.120573682 0.026057400 0.070594306 0.806731768 0.365444712
#> [565] 0.024263320 0.041524593 0.074695904 0.040591649 0.041430498 0.524496268
#> [571] 0.064683190 0.075191792 0.698357145 0.903364222 0.089882048 0.086973558
#> [577] 0.062549716 0.523621802 0.047092208 0.072255353 0.660424355 0.783974135
#> [583] 0.032767543 0.611852843 0.712468007 0.309218803 0.077878175 0.440794501
#> [589] 0.486128644 0.597702331 0.030795082 0.214317358 0.059301420 0.036809086
#> [595] 0.026952239 0.035915983 0.033618616 0.094322824 0.072999272 0.834458908
#> [601] 0.396363296 0.410068397 0.294339484 0.814805223 0.243352302 0.718277077
#> [607] 0.893078141 0.021155115 0.362542127 0.068970617 0.086137423 0.928598141
#> [613] 0.079113787 0.176919231 0.030811473 0.024338142 0.072274699 0.324600045
#> [619] 0.048917590 0.791930360 0.038011312 0.831484607 0.561323479 0.147213084
#> [625] 0.938678674 0.561926561 0.195398699 0.502898213 0.100068325 0.730963858
#> [631] 0.204734068 0.171310415 0.513915278 0.036276711 0.417167403 0.127205449
#> [637] 0.147827858 0.079065607 0.951931171 0.595034662 0.398323821 0.040684838
#> [643] 0.026756646 0.057846362 0.665638395 0.145095897 0.035792168 0.102285993
#> [649] 0.626412052 0.155156569 0.213618344 0.104105718 0.044153768 0.088052848
#> [655] 0.685366522 0.003662088 0.150157225 0.111052462 0.788061626 0.037446844
#> [661] 0.102145278 0.100858401 0.033474783 0.025952745 0.047661278 0.603809942
#> [667] 0.860997231 0.114396425 0.037174622 0.299616509 0.112892330 0.037291950
#> [673] 0.650959035 0.042058060 0.925937048 0.026219463 0.050983495 0.153447282
#> [679] 0.029022179 0.062136303 0.229515631 0.097606790 0.065268323 0.892235805
#> [685] 0.316921249 0.017641314 0.936622012 0.045337964 0.848043960 0.150737697
#> [691] 0.616129800 0.038759719 0.604170861 0.511930561 0.949757341 0.018137371
#> [697] 0.052147904 0.025892030 0.153966862 0.415678942 0.026687186 0.021284373
#> [703] 0.150143489 0.922540299 0.127827669 0.032345146 0.065464964 0.147675226
#> [709] 0.017454577 0.392683238 0.873308997 0.018761170 0.169921892 0.073712441
#> [715] 0.025493922 0.103710076 0.104027468 0.030865336 0.036666307 0.076059678
#> [721] 0.072324647 0.049578337 0.665024675 0.074287183 0.027405453 0.031593330
#> [727] 0.081022798 0.365539362 0.162278949 0.104600361 0.188858686 0.123807498
#> [733] 0.559359109 0.101609603 0.664636934 0.083294182 0.607745248 0.294256261
#> [739] 0.106365203 0.058482391 0.050156089 0.762792164 0.363227672 0.024709513
#> [745] 0.764536069 0.692977225 0.049250079 0.899550846 0.019847912 0.053125974
#> [751] 0.568676241 0.660702999 0.046400834 0.051631133 0.056768894 0.715183559
#> [757] 0.024107958 0.056961958 0.028289992 0.045058105 0.036359472 0.061806257
#> [763] 0.310250316 0.139929163 0.100018242 0.033070984 0.026257354 0.530323204
#> [769] 0.030047659 0.033950927 0.668079746 0.024992867 0.047458416 0.066880506
#> [775] 0.128456723 0.536564065 0.085013715 0.745204257 0.460728242 0.023347934
#> [781] 0.060522060 0.541179044 0.020568867 0.726639386 0.479354339 0.261002060
#> [787] 0.056294592 0.611937798 0.077564271 0.018477179 0.480687187 0.580172063
#> [793] 0.923157142 0.139138127 0.045032232 0.050320972 0.637508383 0.749541302
#> [799] 0.110395969 0.074456145 0.165419709 0.553805123 0.031771662 0.742655222
#> [805] 0.029356053 0.063519779 0.827402879 0.796468111 0.030548356 0.045467431
#> [811] 0.028995101 0.507861819 0.015944559 0.883293394 0.069791922 0.101269101
#> [817] 0.664780606 0.047611801 0.029792559 0.760419617 0.031942897 0.041919460
#> [823] 0.098349069 0.093628488 0.023561008 0.890290222 0.029149047 0.477611949
#> [829] 0.047025554 0.033665548 0.038918634 0.377415450 0.190342972 0.308450010
#> [835] 0.022319619 0.051121981 0.082349266 0.039799720 0.042296482 0.737913602
#> [841] 0.050846802 0.320896617 0.422192171 0.461280388 0.441298080 0.130745415
#> [847] 0.095445630 0.090785870 0.136190248 0.937240266 0.676085623 0.049178995
#> [853] 0.173852411 0.046596763 0.102769938 0.402665649 0.076372120 0.128858223
#> [859] 0.153119412 0.386506419 0.091803496 0.632382647 0.636219641 0.021515956
#> [865] 0.023552154 0.155555915 0.112994112 0.302026287 0.064644264 0.100365040
#> [871] 0.059420787 0.099205249 0.488925901 0.485236208 0.050566517 0.845476807
#> [877] 0.439876058 0.334003202 0.042517843 0.190401923 0.623594808 0.118175937
#> [883] 0.773535760 0.144631465 0.168554175 0.882063376 0.036232993 0.113540321
#> [889] 0.032372289 0.032806696 0.731205153 0.104396306 0.631189073 0.031298358
#> [895] 0.070439240 0.062612153 0.665644154 0.438468004 0.104245498 0.025559632
#> [901] 0.023064253 0.026347456 0.824674707 0.568881334 0.075046037 0.249093751
#> [907] 0.124812924 0.041001961 0.613974809 0.040090121 0.020798169 0.047021454
#> [913] 0.358755916 0.044789355 0.388913039 0.562647595 0.576027576 0.032728722
#> [919] 0.224026786 0.039851541 0.046258309 0.656003401 0.090549696 0.547381882
#> [925] 0.859777739 0.093191458 0.907083340 0.029736867 0.119471313 0.205220264
#> [931] 0.031604662 0.532414133 0.045434353 0.649464562 0.714605242 0.027794832
#> [937] 0.504232790 0.043560023 0.870200348 0.046301065 0.036269855 0.050432063
#> [943] 0.581261317 0.082803541 0.043283489 0.045489359 0.257705413 0.738701863
#> [949] 0.651395359 0.031246827 0.068067433 0.554609334 0.625553964 0.037530694
#> [955] 0.713322885 0.529699290 0.236093607 0.219378226 0.295482884 0.072182808
#> [961] 0.078248657 0.065778119 0.021323781 0.078574079 0.635073129 0.046287430
#> [967] 0.026368364 0.032721044 0.030172796 0.046195145 0.029420847 0.230705799
#> [973] 0.022330673 0.628328538 0.037543696 0.019973164 0.076775260 0.030509901
#> [979] 0.283253244 0.062724144 0.862175127 0.024623469 0.027438386 0.205879842
#> [985] 0.746864277 0.851309347 0.055342209 0.031604770 0.082788972 0.527619996
#> [991] 0.296155346 0.110902338 0.222051222 0.632471652 0.046345983 0.785026714
#> [997] 0.668936395 0.156464245 0.017354093 0.097291956 0.653143061 0.653024415
#> [1003] 0.256400520 0.099573503 0.362481036 0.067004013 0.163144157 0.104526067
#> [1009] 0.074826780 0.045936477 0.265777462 0.624785367 0.157065857 0.026593129
#> [1015] 0.034420296 0.840182321 0.035922296 0.615355528 0.555871863 0.786918523
#> [1021] 0.044428311 0.432139136 0.770624089 0.139940549 0.281519619 0.116780315
#> [1027] 0.260217711 0.018960685 0.342160142 0.030528075 0.135148141 0.028796507
#> [1033] 0.066552561 0.234084232 0.692353514 0.184515777 0.513949082 0.079511950
#> [1039] 0.031083384 0.090315853 0.032047327 0.039389651 0.077576601 0.031538961
#> [1045] 0.441005073 0.248677262 0.803083990 0.104338380 0.243464295 0.054126389
#> [1051] 0.873831158 0.036347623 0.098341684 0.035125417 0.171528435 0.591376866
#> [1057] 0.400005328 0.095417271 0.774034994 0.055963701 0.037204139 0.059576202
#> [1063] 0.299234924 0.041532060 0.106825737 0.101128972 0.636980238 0.148474092
#> [1069] 0.025816991 0.590476070 0.031812494 0.031047558 0.521013054 0.177876773
#> [1075] 0.021806487 0.033265005 0.086067193 0.712873283 0.517915518 0.024372108
#> [1081] 0.083474809 0.110819050 0.016109000 0.510752540 0.162378275 0.047686700
#> [1087] 0.020244511 0.673161456 0.085512844 0.099574231 0.168423344 0.766986162
#> [1093] 0.021887639 0.197574749 0.048943010 0.715078735 0.049699693 0.847827667
#> [1099] 0.853351846 0.606230728 0.474598826 0.046221012 0.422863074 0.020048156
#> [1105] 0.201187142 0.045457662 0.331191307 0.647878612 0.059440906 0.093886253
#> [1111] 0.081469715 0.748772848 0.134347454 0.415550664 0.245190935 0.019477860
#> [1117] 0.030835650 0.423821215 0.215776769 0.049965078 0.063410546 0.044391197
#> [1123] 0.563838550 0.611909797 0.158801089 0.754902762 0.040137247 0.383953996
#> [1129] 0.033817282 0.485701094 0.019801058 0.033741333 0.160062331 0.043724866
#> [1135] 0.052890945 0.036720071 0.103993453 0.137315659 0.119679141 0.870290811
#> [1141] 0.045236629 0.043854201 0.775088633 0.849300051 0.714374739 0.022918112
#> [1147] 0.114026185 0.025658885 0.093540722 0.927643089 0.178357782 0.466854947
#> [1153] 0.065154109 0.051165751 0.032557386 0.035535880 0.097498548 0.045328865
#> [1159] 0.090027849 0.054075379 0.020820392 0.064132885 0.054631474 0.027089421
#> [1165] 0.634243347 0.050997856 0.048874069 0.050950525 0.129005740 0.097781631
#> [1171] 0.026026051 0.032682874 0.072123612 0.305026329 0.073684623 0.627990045
#> [1177] 0.091266021 0.098458660 0.034323797 0.170826584 0.112417738 0.042041975
#> [1183] 0.029934415 0.390354016 0.529506339 0.124993163 0.239424354 0.029931650
#> [1189] 0.022228486 0.065828134 0.023708869 0.031934014 0.676053571 0.047708385
#> [1195] 0.138003646 0.017472274 0.115058943 0.016651969 0.401399259 0.081657539
#> [1201] 0.800663203 0.563302716 0.098566922 0.051599080 0.094531952 0.508852092
#> [1207] 0.035699995 0.148457407 0.225141689 0.039040240 0.073882472 0.032692422
#> [1213] 0.024493841 0.096230555 0.913930693 0.040572675 0.022291429 0.247395706
#> [1219] 0.126286340 0.661605524 0.023903240 0.766660537 0.716865400 0.045757621
#> [1225] 0.098773731 0.507693152 0.283281453 0.647598040 0.111924627 0.027212926
#> [1231] 0.052819555 0.385166307 0.875011563 0.647663590 0.611470101 0.101881894
#> [1237] 0.048193630 0.046046838 0.029616557 0.094422365 0.036924664 0.068133108
#> [1243] 0.257318576 0.027861925 0.448287527 0.132581577 0.059584632 0.107583190
#> [1249] 0.160716555 0.020461510 0.073560532 0.220464094 0.122290166 0.066581701
#> [1255] 0.284469608 0.177363559 0.032309998 0.910969635 0.859079457 0.411329250
#> [1261] 0.136698609 0.124416071 0.055207442 0.340661192 0.582295373 0.042841164
#> [1267] 0.613400470 0.182279317 0.101908859 0.094200067 0.020717609 0.021593326
#> [1273] 0.235280009 0.502105162 0.241118432 0.535282233 0.879776678 0.444169789
#> [1279] 0.047501396 0.844300731 0.426846884 0.660402038 0.028217908 0.604871007
#> [1285] 0.679268611 0.031633778 0.065535372 0.909592528 0.042170515 0.040201637
#> [1291] 0.034192976 0.107316922 0.094707540 0.308964845 0.486128133 0.025209413
#> [1297] 0.071505224 0.315202355 0.093381100 0.106126977 0.828277588 0.086371913
#> [1303] 0.092963362 0.471337753 0.900633464 0.118143994 0.114220701 0.047969013
#> [1309] 0.028958307 0.598447598 0.020244386 0.040287228 0.030283233 0.028157803
#> [1315] 0.043104786 0.045632713 0.035886700 0.044966077 0.340760728 0.051054860
#> [1321] 0.074069189 0.732312699 0.021982163 0.595553302 0.022704082 0.164674705
#> [1327] 0.618448454 0.197204892 0.437433340 0.520172654 0.772165716 0.104787816
#> [1333] 0.116135926 0.026376578 0.695007689 0.026767968 0.030110491 0.119002495
#> [1339] 0.271998432 0.367626054 0.107980273 0.691479327 0.060771306 0.040005499
#> [1345] 0.705435584 0.587218315 0.693653183 0.673426229 0.607294818 0.020544189
#> [1351] 0.092195047 0.068526518 0.445981715 0.556129745 0.850374144 0.040094015
#> [1357] 0.562641794 0.766007967 0.466380902 0.939933724 0.392738391 0.222976770
#> [1363] 0.020999268 0.132450591 0.813934521 0.033727359 0.083975740 0.084229341
#> [1369] 0.070000002 0.716344549 0.696647515 0.362264235 0.125664711 0.016488390
#> [1375] 0.062010933 0.233423308 0.043821206 0.137099033 0.041741959 0.025344766
#> [1381] 0.022148898 0.081121402 0.030428942 0.018974196 0.039291099 0.730514944
#> [1387] 0.064477383 0.366596127 0.147779005 0.858922047 0.048153692 0.073451678
#> [1393] 0.030337960 0.057550443 0.683529646 0.446497202 0.693762721 0.656298037
#> [1399] 0.926742408 0.027197185 0.113414914 0.987719012 0.551104082 0.027245556
#> [1405] 0.530184305 0.079999587 0.685981442 0.160411448 0.168413338 0.153523987
#> [1411] 0.061145626 0.507502855 0.071789130 0.048346363 0.033767740 0.903670862
#> [1417] 0.231385465 0.406713627 0.143013962 0.239145179 0.397673551 0.463942983
#> [1423] 0.025221505 0.202080427 0.380713027 0.670534542 0.063391367 0.023988725
#> [1429] 0.470222955 0.109449291 0.393307959 0.168469102 0.021711347 0.033137865
#> [1435] 0.658234849 0.303280199 0.067330448 0.035818351 0.267117570 0.175908010
#> [1441] 0.051380585 0.796359938 0.155124192 0.912072077 0.784990401 0.527352263
#> [1447] 0.905709035 0.513453071 0.054430303 0.058016545 0.028392394 0.038066767
#> [1453] 0.044039271 0.935992999 0.582495601 0.016290057 0.553821701 0.331689170
#> [1459] 0.878446412 0.329065000 0.392855221 0.042767293 0.070724260 0.453082526
#> [1465] 0.249832543 0.660032597 0.638247339 0.147734602 0.342996356 0.031261456
#> [1471] 0.798342944 0.034393076 0.125954303 0.037486056 0.534941939 0.046146652
#> [1477] 0.087970395 0.030210789 0.395265433 0.528536951 0.553829687 0.881981632
#> [1483] 0.085788837 0.848413491 0.047040085 0.870178825 0.052867546 0.161867779
#> [1489] 0.093779732 0.101361409 0.018474620 0.098049981 0.065105924 0.068548451
#> [1495] 0.038522235 0.580182441 0.536921674 0.044636457 0.044186641 0.189153789
#> [1501] 0.062940096 0.062376513 0.622262733 0.847616641 0.049706702 0.096172929
#> [1507] 0.819894393 0.651511647 0.520157772 0.048525632 0.029691750 0.045973462
#> [1513] 0.074476471 0.096367379 0.699365554 0.108106692 0.015304685 0.932905114
#> [1519] 0.066655745 0.077067596 0.035986080 0.488240683 0.056501456 0.112803676
#> [1525] 0.713791111 0.368022961 0.020826814 0.086586607 0.142719858 0.174914379
#> [1531] 0.023764128 0.044867233 0.641705862 0.264127236 0.266856667 0.837223072
#> [1537] 0.874911082 0.044533069 0.040796136 0.113787329 0.880061792 0.496472931
#> [1543] 0.346924680 0.043357337 0.095060569 0.608655270 0.927161066 0.923695089
#> [1549] 0.064494023 0.756760434 0.451415029 0.044395331 0.512723156 0.016860350
#> [1555] 0.662639149 0.957755756 0.047983054 0.035030492 0.299624931 0.101947232
#> [1561] 0.027777558 0.052368464 0.023549842 0.722827188 0.456148585 0.084574697
#> [1567] 0.589574905 0.111678332 0.024252993 0.026251026 0.132167912 0.915535437
#> [1573] 0.053877131 0.566579657 0.702130012 0.044946835 0.044187311 0.095463602
#> [1579] 0.101023395 0.197774879 0.845428549 0.092421778 0.454077573 0.524550926
#> [1585] 0.516960587 0.138685475 0.468585887 0.472516382 0.039786302 0.138357863
#> [1591] 0.602645725 0.026169926 0.042721902 0.018607038 0.925526966 0.082846075
#> [1597] 0.744513726 0.089625370 0.205779927 0.031997270 0.471907955 0.427626116
#> [1603] 0.085730913 0.078324519 0.865499696 0.033827275 0.174652054 0.592890089
#> [1609] 0.902695805 0.144181561 0.698714940 0.065290502 0.027779947 0.463445065
#> [1615] 0.027398239 0.389924007 0.027014366 0.028773554 0.533040804 0.312499664
#> [1621] 0.026537210 0.169010413 0.077696424 0.277525186 0.040491233 0.089747576
#> [1627] 0.032033512 0.131691777 0.070743889 0.721053137 0.459715268 0.042640688
#> [1633] 0.036200133 0.912157446 0.050236187 0.036886093 0.028438756 0.031905093
#> [1639] 0.061282440 0.630278265 0.045217309 0.023149461 0.023518992 0.944903246
#> [1645] 0.317142149 0.772602730 0.131914289 0.111269832 0.042372400 0.137851440
#> [1651] 0.414616318 0.060592224 0.025779827 0.419102604 0.808134787 0.357684217
#> [1657] 0.464279229 0.597236893 0.588628668 0.040502387 0.420282602 0.141018567
#> [1663] 0.098641308 0.074490126 0.021348210 0.080172078 0.368149926 0.059170897
#> [1669] 0.039086401 0.462982750 0.146396460 0.630968665 0.641544154 0.049092322
#> [1675] 0.663526102 0.041407834 0.135618402 0.109681512 0.113495249 0.044081538
#> [1681] 0.582852883 0.102835667 0.048801600 0.934501558 0.443488798 0.451819461
#> [1687] 0.875446405 0.025853746 0.039052768 0.385125003 0.539278011 0.381840084
#> [1693] 0.086874095 0.634036780 0.488330185 0.068345698 0.145207317 0.857649345
#> [1699] 0.025437208 0.022097645 0.314502358 0.048276666 0.981532447 0.055989765
#> [1705] 0.074587410 0.103172936 0.501582690 0.825254559 0.065017194 0.412872302
#> [1711] 0.658915269 0.661471729 0.020344497 0.074815621 0.091805542 0.668956109
#> [1717] 0.847834712 0.101046159 0.101087390 0.068693105 0.193839539 0.498819716
#> [1723] 0.052493624 0.377987836 0.034723646 0.652679501 0.023559293 0.223639967
#> [1729] 0.755008584 0.045248658 0.665872926 0.086859314 0.031146343 0.580187522
#> [1735] 0.056357566 0.130188121 0.575113230 0.025239306 0.435136020 0.109288667
#> [1741] 0.138569714 0.092605173 0.798869954 0.021325775 0.151428860 0.645733062
#> [1747] 0.421132590 0.063070833 0.141006629 0.177392831 0.618396029 0.078039244
#> [1753] 0.748939716 0.044681553 0.030026981 0.125552812 0.976884162 0.895930804
#> [1759] 0.030839105 0.678608465 0.150792445 0.021246664 0.657583995 0.020129209
#> [1765] 0.088936748 0.072913594 0.621164024 0.537479399 0.471561632 0.049095395
#> [1771] 0.025077440 0.215880205 0.026931232 0.025657696 0.104341799 0.103966601
#> [1777] 0.026163931 0.924415317 0.112648118 0.489901575 0.077060325 0.633844212
#> [1783] 0.138947028 0.022181725 0.039287403 0.776109913 0.728180234 0.190629357
#> [1789] 0.044576333 0.293420333 0.685871375 0.151395157 0.031087175 0.024175876
#> [1795] 0.022730078 0.032539989 0.605324027 0.431534398 0.862261784 0.391441322
#> [1801] 0.621383317 0.518493354 0.233704052 0.031430699 0.518616881 0.858268091
#> [1807] 0.574422956 0.088124463 0.505362464 0.553657847 0.044477475 0.367021146
#> [1813] 0.206733732 0.623232013 0.943685617 0.020915679 0.064734144 0.667864430
#> [1819] 0.699697725 0.093487579 0.087445726 0.114844093 0.053781381 0.493389730
#> [1825] 0.031517715 0.053512064 0.037350830 0.039992097 0.028233937 0.581278075
#> [1831] 0.402900889 0.750574162 0.070159131 0.113080517 0.032143550 0.365408237
#> [1837] 0.036539048 0.059874492 0.026922483 0.156480245 0.022324357 0.055102875
#> [1843] 0.045329566 0.044780759 0.142745515 0.656101476 0.041942662 0.878902609
#> [1849] 0.711317546 0.062055966 0.049575277 0.364331483 0.029151647 0.205673601
#> [1855] 0.025305731 0.034425387 0.938030485 0.667331766 0.095111449 0.848765802
#> [1861] 0.052152533 0.017335815 0.039157319 0.033136113 0.042745447 0.016965298
#> [1867] 0.126360379 0.428323675 0.332710713 0.038532347 0.136015254 0.034928507
#> [1873] 0.032965822 0.096539809 0.030819229 0.038978841 0.644060914 0.895165885
#> [1879] 0.004235480 0.091112237 0.024792537 0.514143560 0.271687136 0.069111305
#> [1885] 0.764718135 0.039248350 0.105746758 0.085979684 0.963749832 0.039912278
#> [1891] 0.091107453 0.016384912 0.072294424 0.619001981 0.112195671 0.644395451
#> [1897] 0.116480579 0.299458888 0.382378032 0.205629346 0.042802911 0.193415815
#> [1903] 0.074842487 0.155341043 0.297363702 0.821726957 0.409233802 0.034937907
#> [1909] 0.084471957 0.687911276 0.035950506 0.061379282 0.446905101 0.077370800
#> [1915] 0.050157613 0.034354451 0.083074013 0.119461148 0.146596530 0.030633676
#> [1921] 0.402092656 0.025739997 0.119851292 0.290250887 0.094615694 0.578331460
#> [1927] 0.096018057 0.211779123 0.602794707 0.602298707 0.035616435 0.787565761
#> [1933] 0.554415735 0.039246207 0.101966776 0.457810756 0.327010549 0.085077997
#> [1939] 0.053821947 0.044789168 0.778874894 0.026169534 0.070453412 0.221727147
#> [1945] 0.139282034 0.044027568 0.094141425 0.107621986 0.481067651 0.078444900
#> [1951] 0.913528793 0.647865411 0.085667171 0.168316682 0.025651635 0.061355673
#> [1957] 0.846654910 0.227062542 0.754865165 0.230271883 0.020413897 0.022874771
#> [1963] 0.109240748 0.018965277 0.033631136 0.085115157 0.035193963 0.185710309
#> [1969] 0.607222722 0.076448996 0.203391042 0.518795358 0.040834588 0.310456584
#> [1975] 0.036668346 0.220541868 0.022829959 0.179568467 0.053573730 0.836204385
#> [1981] 0.055167124 0.446155572 0.020132209 0.069180923 0.602440132 0.003378804
#> [1987] 0.085293999 0.673341481 0.102972000 0.320591506 0.357412876 0.174440768
#> [1993] 0.150794761 0.903877506 0.038776772 0.154713712 0.021659486 0.020208685
#> [1999] 0.739483804 0.112803029 0.317909836 0.106556434 0.674042632 0.349597428
#> [2005] 0.311971502 0.248374239 0.100411297 0.057479093 0.481775399 0.529939683
#> [2011] 0.441776436 0.039947132 0.045240792 0.070359627 0.591637474 0.071285766
#> [2017] 0.523377707 0.084918810 0.306399473 0.821793395 0.663212920 0.584754821
#> [2023] 0.030560480 0.059862085 0.041364748 0.144682347 0.075197729 0.702694425
#> [2029] 0.181990799 0.023525466 0.024047915 0.042954971 0.276210002 0.027393151
#> [2035] 0.099829532 0.261048833 0.855042400 0.529554304 0.885761348 0.771506603
#> [2041] 0.028864522 0.104605438 0.920999398 0.704091478 0.076420602 0.033719582
#> [2047] 0.098283629 0.115289862 0.090380361 0.140527874 0.594425021 0.042186246
#> [2053] 0.095352059 0.033578233 0.328596771 0.945657528 0.709717911 0.045457797
#> [2059] 0.034787211 0.174205509 0.162402392 0.331366430 0.229084894 0.845544567
#> [2065] 0.057461191 0.028763893 0.053306426 0.438111755 0.109198313 0.035206352
#> [2071] 0.026074131 0.794170889 0.121919989 0.783937482 0.101548552 0.028932452
#> [2077] 0.262857216 0.491423449 0.220969050 0.246587741 0.710298580 0.946772467
#> [2083] 0.112454103 0.098187478 0.256111220 0.081476314 0.038527362 0.598971704
#> [2089] 0.035797333 0.941616941 0.507307102 0.136327021 0.027566429 0.050752559
#> [2095] 0.783630833 0.564404864 0.023982403 0.484481427 0.166943625 0.032416750
#> [2101] 0.046663458 0.038910278 0.866979034 0.038277362 0.062314396 0.028946728
#> [2107] 0.025526811 0.028755716 0.045045839 0.397122603 0.101465861 0.450559889
#> [2113] 0.062760109 0.288324955 0.691825938 0.835571913 0.056142767 0.019856889
#> [2119] 0.143298815 0.016732146 0.518751927 0.723433381 0.030990948 0.136803386
#> [2125] 0.338787330 0.025959292 0.070758969 0.681416479 0.041142983 0.076473739
#> [2131] 0.659761397 0.103365037 0.041754571 0.059346546 0.049041752 0.057165767
#> [2137] 0.494273798 0.117120514 0.083468456 0.025878650 0.034957601 0.570174114
#> [2143] 0.131015628 0.539849445 0.119823946 0.611692776 0.636044001 0.019764260
#> [2149] 0.041686942 0.874212203 0.037626850 0.065255191 0.069660633 0.506394438
#> [2155] 0.031363756 0.092714412 0.023830880 0.102764534 0.473464206 0.046720252
#> [2161] 0.039329928 0.075277925 0.857555644 0.219005863 0.664895139 0.551373982
#> [2167] 0.276991315 0.025247340 0.166911603 0.021361558 0.126189008 0.853604840
#> [2173] 0.046372230 0.490461603 0.256396971 0.039467793 0.286020603 0.036897400
#> [2179] 0.490712829 0.145905303 0.033376853 0.585570392 0.144367597 0.767188994
#> [2185] 0.044207522 0.085343703 0.394025956 0.025120554 0.098248138 0.041181539
#> [2191] 0.036489944 0.497218573 0.023234644 0.537377172 0.033875175 0.162737399
#> [2197] 0.039141176 0.155488451 0.776735455 0.094015486 0.224122575 0.061996663
#> [2203] 0.082255119 0.025116708 0.216031179 0.060998227 0.077147980 0.033694066
#> [2209] 0.082210207 0.031282918 0.296506426 0.060768783 0.050373693 0.352968275
#> [2215] 0.290781282 0.086014957 0.069421327 0.064454930 0.093923781 0.028862065
#> [2221] 0.056837303 0.145679547 0.737915983 0.508339738 0.035863170 0.526968273
#> [2227] 0.547296404 0.620247320 0.876212440 0.078625291 0.025756700 0.039848386
#> [2233] 0.608904428 0.020286549 0.042736557 0.033068022 0.579792199 0.071375672
#> [2239] 0.060605300 0.056713852 0.042266777 0.551738498 0.384647491 0.851003227
#> [2245] 0.632758750 0.737213641 0.058107109 0.039726960 0.834627361 0.062282718
#> [2251] 0.022929613 0.407918993 0.283447814 0.178493512 0.563266923 0.275448992
#> [2257] 0.032234012 0.646200130 0.396469359 0.311590359 0.620921425 0.169089238
#> [2263] 0.705940935 0.037973844 0.026418151 0.398938103 0.090356321 0.036324612
#> [2269] 0.248319371 0.829308357 0.885440219 0.780657664 0.269199469 0.026903184
#> [2275] 0.026559523 0.020088854 0.104508601 0.373363137 0.063671500 0.669688056
#> [2281] 0.153443809 0.669443437 0.917540164 0.598575819 0.084650418 0.027246275
#> [2287] 0.043259072 0.588511496 0.063797682 0.082885938 0.632050193 0.033113320
#> [2293] 0.031510203 0.033212371 0.929809620 0.018929713 0.184395134 0.028637649
#> [2299] 0.064839257 0.656245999 0.808544104 0.738259289 0.047478164 0.914768226
#> [2305] 0.125083597 0.942090686 0.606676376 0.672055630 0.063943536 0.094147588
#> [2311] 0.037832417 0.416798928 0.142316927 0.103052035 0.562496574 0.332537511
#> [2317] 0.458099380 0.028995895 0.899201893 0.039558537 0.622433972 0.030922786
#> [2323] 0.369458307 0.051128242 0.098231075 0.691646898 0.318569683 0.131297299
#> [2329] 0.049083997 0.245987054 0.031547383 0.827930482 0.023469229 0.015795642
#> [2335] 0.633403396 0.026275077 0.167569568 0.037810860 0.784534942 0.077155369
#> [2341] 0.067847377 0.388581090 0.034257466 0.133621340 0.908788049 0.237683395
#> [2347] 0.050805068 0.421944873 0.034346259 0.286766255 0.053255036 0.109411673
#> [2353] 0.620855732 0.399799152 0.425695815 0.549256749 0.090004000 0.028170509
#> [2359] 0.044835604 0.145120782 0.465225090 0.056704384 0.025390824 0.911171616
#> [2365] 0.084485689 0.431753433 0.020073274 0.030962360 0.654120115 0.067925778
#> [2371] 0.045868629 0.092506147 0.167936727 0.052957771 0.596794797 0.050874193
#> [2377] 0.039040003 0.108184637 0.909091146 0.589278559 0.028075661 0.042769110
#> [2383] 0.683006816 0.315154329 0.135647505 0.035634339 0.130683535 0.102268317
#> [2389] 0.044715993 0.188541821 0.028965862 0.162078190 0.042780000 0.086719402
#> [2395] 0.035727544 0.021609244 0.697874047 0.761597908 0.584364103 0.788220153
#> [2401] 0.149951552 0.136163962 0.021966122 0.085192843 0.124505010 0.023849420
#> [2407] 0.482006136 0.556448563 0.486257232 0.029293784 0.067875406 0.709721502
#> [2413] 0.023951025 0.025754475 0.742895079 0.532273873 0.456370969 0.039698495
#> [2419] 0.040289506 0.028834710 0.033593186 0.859638415 0.938737720 0.317161375
#> [2425] 0.416548099 0.148963256 0.100003986 0.026652967 0.019048986 0.638976262
#> [2431] 0.025328837 0.778618848 0.168548710 0.142540312 0.204766179 0.255781887
#> [2437] 0.020090383 0.049787274 0.054992544 0.024712078 0.033886895 0.103683515
#> [2443] 0.020503240 0.103362792 0.193457529 0.488405652 0.044649971 0.089902468
#> [2449] 0.082706544 0.031001636 0.127240063 0.025037134 0.402437495 0.092763358
#> [2455] 0.092235779 0.110494339 0.027442043 0.499185562 0.029193064 0.042380708
#> [2461] 0.354442142 0.027979795 0.056077969 0.047917541 0.088410484 0.086119375
#> [2467] 0.200344050 0.071697146 0.453475042 0.444974173 0.023361509 0.085275970
#> [2473] 0.648286946 0.148808028 0.713616426 0.025073821 0.828707910 0.990047734
#> [2479] 0.056062994 0.040378905 0.055847926 0.113956541 0.785103258 0.758210861
#> [2485] 0.027577643 0.348818762 0.054056077 0.851845009 0.052002169 0.175271764
#> [2491] 0.824366996 0.700217977 0.024783041 0.064972269 0.833575694 0.126406480
#> [2497] 0.542139965 0.027623741 0.424653047 0.862167977 0.083068894 0.407929153
#> [2503] 0.022770672 0.019402514 0.098269940 0.025848661 0.049998733 0.044256952
#> [2509] 0.643627220 0.038629302 0.020969593 0.038120581 0.114189294 0.035856773
#> [2515] 0.104374485 0.254768756 0.116522141 0.024670903 0.030815782 0.309784078
#> [2521] 0.412434513 0.304551819 0.037891717 0.033947041 0.043489879 0.056620727
#> [2527] 0.028404596 0.184941132 0.210052031 0.468140884 0.020971209 0.095552277
#> [2533] 0.303774123 0.058595444 0.463399987 0.766787737 0.098200628 0.599837328
#> [2539] 0.198713509 0.042970795 0.100503214 0.557148069 0.043360318 0.591039450
#> [2545] 0.023679943 0.818838231 0.744661000 0.554483334 0.073844419 0.880578090
#> [2551] 0.036832267 0.309075015 0.482679580 0.098269483 0.085266274 0.825803271
#> [2557] 0.627850567 0.694097163 0.030459595 0.126378616 0.318080191 0.439931651
#> [2563] 0.038586495 0.679070741 0.301783699 0.623455556 0.024786264 0.391023089
#> [2569] 0.304015297 0.092425289 0.044179276 0.144267378 0.035007952 0.494398102
#> [2575] 0.024876168 0.191375162 0.084752354 0.049145548 0.025366709 0.872587750
#> [2581] 0.722580988 0.038456730 0.332514249 0.035069247 0.834960749 0.033487937
#> [2587] 0.273020072 0.794957961 0.028851852 0.062249278 0.647244847 0.096547647
#> [2593] 0.075509624 0.728507902 0.073135432 0.032105768 0.448623389 0.028399181
#> [2599] 0.089263847 0.933981859 0.081156457 0.048221878 0.050829082 0.875009816
#> [2605] 0.068326140 0.496848064 0.029618130 0.088977225 0.876799458 0.086747086
#> [2611] 0.705507113 0.109198828 0.099094101 0.126161005 0.135745943 0.013322180
#> [2617] 0.062825476 0.146747260 0.607143307 0.871392078 0.141767513 0.024179113
#> [2623] 0.164978362 0.030520310 0.300345027 0.702220623 0.180085785 0.021820441
#> [2629] 0.336912990 0.839477371 0.092515045 0.090385824 0.069384642 0.595716766
#> [2635] 0.629660009 0.469423427 0.310261116 0.021170238 0.065704946 0.045444817
#> [2641] 0.399554735 0.098828821 0.302981662 0.074945221 0.834927581 0.029811703
#> [2647] 0.018178414 0.042017805 0.432630049 0.150524113 0.183069301 0.095959858
#> [2653] 0.028007051 0.050232870 0.610223683 0.075234584 0.056911322 0.029771181
#> [2659] 0.199369112 0.098896393 0.696700397 0.110909852 0.077984077 0.041454209
#> [2665] 0.028441552 0.368271901 0.251283221 0.686279877 0.393050452 0.228355988
#> [2671] 0.150880716 0.110463229 0.815506995 0.342884189 0.092312774 0.910615558
#> [2677] 0.519933551 0.024216324 0.487410108 0.034924355 0.038541525 0.138591843
#> [2683] 0.829426220 0.073573754 0.051968360 0.050393731 0.686321592 0.126864056
#> [2689] 0.810746133 0.496885953 0.141648269 0.602499624 0.085500497 0.869286409
#> [2695] 0.840427635 0.135729570 0.025153345 0.076804678 0.035137078 0.024904759
#> [2701] 0.034340799 0.387095261 0.023781539 0.044367140 0.071651717 0.475617724
#> [2707] 0.503931560 0.457306988 0.020838347 0.125747563 0.099581458 0.370359029
#> [2713] 0.417251774 0.049279873 0.035211111 0.311845656 0.429814002 0.055334216
#> [2719] 0.015558351 0.050231418 0.025630670 0.498546389 0.035436163 0.355135720
#> [2725] 0.249362233 0.206538618 0.020765678 0.481735903 0.076967323 0.394082858
#> [2731] 0.064489364 0.682633987 0.022569913 0.023363361 0.021274978 0.094066688
#> [2737] 0.087110330 0.933751303 0.030539931 0.054964246 0.364917990 0.740484395
#> [2743] 0.038845750 0.681879828 0.088684197 0.796194167 0.238662160 0.136502780
#> [2749] 0.028981516 0.025034582 0.052986959 0.527553909 0.089733843 0.093238303
#> [2755] 0.716090735 0.032944399 0.117301443 0.569566538 0.096827903 0.534247076
#> [2761] 0.018588423 0.847529011 0.053383722 0.036026163 0.039708836 0.412633952
#> [2767] 0.034255491 0.021448827 0.024343635 0.075140707 0.901976987 0.480370609
#> [2773] 0.064267256 0.048871091 0.026414142 0.342726167 0.027955769 0.059125966
#> [2779] 0.119291087 0.170496073 0.023834614 0.127365619 0.330169873 0.429185561
#> [2785] 0.058264798 0.087521522 0.953340463 0.041506683 0.193664379 0.155981494
#> [2791] 0.445116445 0.152058900 0.035369937 0.089331081 0.783342031 0.422813211
#> [2797] 0.032228409 0.284559753 0.091618879 0.039519834 0.808336777 0.047280482
#> [2803] 0.753220503 0.084911069 0.527507713 0.051123720 0.669717526 0.021727953
#> [2809] 0.028917753 0.609242707 0.922424897 0.047536156 0.122130586 0.069569603
#> [2815] 0.166933612 0.045746356 0.596621209 0.046282648 0.497025844 0.557824748
#> [2821] 0.067138302 0.098024645 0.019278275 0.008271213 0.025155728 0.036453604
#> [2827] 0.035818465 0.022905986 0.415790471 0.043141431 0.029110876 0.650093600
#> [2833] 0.233119701 0.140122791 0.778956028 0.020582875 0.644690328 0.067981222
#> [2839] 0.410264107 0.069045912 0.239644619 0.018609347 0.048286753 0.910307415
#> [2845] 0.463511331 0.073800946 0.795039916 0.025826184 0.846518225 0.929041698
#> [2851] 0.044740444 0.179774365 0.059177014 0.034269428 0.150633677 0.121086697
#> [2857] 0.061068313 0.618251643 0.082818260 0.290877533 0.667859536 0.032924812
#> [2863] 0.042929791 0.047820893 0.084000861 0.135507501 0.638692251 0.038558643
#> [2869] 0.513991948 0.025824597 0.055884052 0.726528628 0.112126500 0.049765985
#> [2875] 0.032801410 0.057515457 0.026907509 0.411433110 0.037668284 0.022683716
#> [2881] 0.041909659 0.025110957 0.086968262 0.084087667 0.100057165 0.149931256
#> [2887] 0.047796502 0.036244861 0.042077461 0.016751676 0.020471958 0.853553295
#> [2893] 0.605755388 0.551397625 0.037643041 0.257675656 0.039301285 0.107216234
#> [2899] 0.160106762 0.060438799 0.021241669 0.020525666 0.479851600 0.548169450
#> [2905] 0.661851864 0.646221444 0.447296510 0.392547800 0.019912080 0.353959610
#> [2911] 0.098003312 0.094452698 0.056155632 0.082916810 0.279465114 0.043141308
#> [2917] 0.529404471 0.626670746 0.840070721 0.180304059 0.049563466 0.614645640
#> [2923] 0.683104572 0.519753995 0.057177720 0.202545154 0.026166669 0.380272585
#> [2929] 0.127057405 0.731720749 0.142756392 0.426150206 0.466275367 0.054201197
#> [2935] 0.327146573 0.038608830 0.605862170 0.043771246 0.084332996 0.884573949
#> [2941] 0.026575533 0.496758661 0.809516649 0.042560498 0.107716457 0.066728764
#> [2947] 0.011884174 0.793272058 0.084766072 0.809906027 0.025265815 0.047061044
#> [2953] 0.895637665 0.586950473 0.318385833 0.650530927 0.076565710 0.029879854
#> [2959] 0.954070745 0.039355887 0.297379958 0.410289004 0.055810225 0.604763522
#> [2965] 0.052234417 0.769523682 0.077494662 0.044997088 0.310588776 0.342539287
#> [2971] 0.103272956 0.076406132 0.031282722 0.253415594 0.031991541 0.033684249
#> [2977] 0.580572417 0.294207620 0.327354433 0.594015374 0.057681241 0.573056775
#> [2983] 0.035785878 0.530651242 0.054381443 0.491741168 0.046800736 0.050015037
#> [2989] 0.851734199 0.183071443 0.922209118 0.016718037 0.513421713 0.145250337
#> [2995] 0.031168965 0.028549488 0.031501788 0.028004728 0.029394282 0.112251452
#> [3001] 0.030644512 0.053752753 0.073145080 0.109859459 0.636653104 0.851301790
#> [3007] 0.707139368 0.933508254 0.369610657 0.022450186 0.125641533 0.409169108
#> [3013] 0.866179073 0.643869976 0.132742905 0.289247601 0.090522113 0.469561096
#> [3019] 0.027945184 0.023435378 0.080532995 0.088001908 0.092554326 0.703759778
#> [3025] 0.046281387 0.246110500 0.097719664 0.048524935 0.124728007 0.249440984
#> [3031] 0.056258390 0.964621671 0.034712278 0.216452314 0.163404217 0.247949985
#> [3037] 0.919448122 0.497292629 0.073367289 0.037207795 0.021369210 0.599196123
#> [3043] 0.024714428 0.053223192 0.240623398 0.550767769 0.032147448 0.055211095
#> [3049] 0.033962467 0.036405282 0.877149645 0.028961278 0.038806456 0.679606032
#> [3055] 0.027289920 0.070446191 0.025940154 0.015008639 0.595157809 0.024424758
#> [3061] 0.074186306 0.019453205 0.096776560 0.638280102 0.392301349 0.408898877
#> [3067] 0.077331951 0.077250900 0.048506780 0.237918024 0.019341137 0.033988786
#> [3073] 0.435255114 0.383980728 0.050708965 0.029451072 0.697267325 0.023974150
#> [3079] 0.200302438 0.142421795 0.021087482 0.020068112 0.734709165 0.591945179
#> [3085] 0.027679892 0.134533559 0.091702803 0.631954376 0.050339430 0.030600298
#> [3091] 0.060594364 0.041635856 0.687173696 0.047060136 0.383144588 0.761077694
#> [3097] 0.794201218 0.074327944 0.077365738 0.429403191 0.155414265 0.050927867
#> [3103] 0.249641846 0.026015277 0.059772564 0.136773475 0.897360723 0.028369912
#> [3109] 0.164385205 0.023251478 0.700022070 0.842429973 0.426873461 0.560846220
#> [3115] 0.864884362 0.098614525 0.156664838 0.581599583 0.024208065 0.092036514
#> [3121] 0.203739072 0.024951595 0.338181687 0.154035558 0.771578444 0.108628621
#> [3127] 0.815320984 0.198240777 0.248426563 0.599944422 0.384255645 0.096960105
#> [3133] 0.608127071 0.078430883 0.102758414 0.127031986 0.735818245 0.248940568
#> [3139] 0.387900745 0.543285780 0.022649715 0.030685808 0.127839869 0.016879227
#> [3145] 0.022309478 0.030914483 0.036796537 0.037023903 0.026074879 0.412942775
#> [3151] 0.048826099 0.897334776 0.542279568 0.030382508 0.944373107 0.853265944
#> [3157] 0.049748054 0.915134260 0.811782998 0.021661216 0.835546797 0.749756055
#> [3163] 0.093744159 0.099792673 0.496480697 0.608427041 0.504644971 0.650708203
#> [3169] 0.082493909 0.624240479 0.055320105 0.040270738 0.043007117 0.152506933
#> [3175] 0.030091304 0.078069827 0.058024365 0.187428264 0.748877612 0.033246187
#> [3181] 0.052636134 0.738165623 0.031721407 0.839194964 0.084439793 0.047007582
#> [3187] 0.627555094 0.620265379 0.044882273 0.726179911 0.103885132 0.094215309
#> [3193] 0.886258362 0.748442069 0.355056913 0.046657553 0.052806240 0.858281275
#> [3199] 0.109421139 0.045721511 0.478424994 0.708551676 0.050373240 0.056629811
#> [3205] 0.927766105 0.032860111 0.645593976 0.316106134 0.652949292 0.702115018
#> [3211] 0.086981384 0.508509814 0.051465158 0.592142208 0.908114874 0.056407479
#> [3217] 0.036690627 0.443521228 0.030993698 0.834287733 0.669899813 0.582387495
#> [3223] 0.587226323 0.080413753 0.043646806 0.023722173 0.660404357 0.430614426
#> [3229] 0.020582621 0.289248084 0.501878553 0.022589076 0.758840331 0.047570502
#> [3235] 0.055781296 0.029349193 0.975163636 0.132816362 0.124115394 0.017271585
#> [3241] 0.036610881 0.032493660 0.076521263 0.857508387 0.113251735 0.916846410
#> [3247] 0.781875263 0.116797906 0.615047015 0.665998621 0.240000246 0.338959909
#> [3253] 0.030029844 0.568642963 0.191115816 0.639853222 0.898731993 0.043527901
#> [3259] 0.175264287 0.097663478 0.216541792 0.645372823 0.080019802 0.102842969
#> [3265] 0.026954304 0.639605922 0.020046376 0.359862669 0.044986593 0.042951823
#> [3271] 0.754990470 0.630304321 0.031569350 0.903497245 0.069819021 0.133883114
#> [3277] 0.041352718 0.123387516 0.018933078 0.454093181 0.031141343 0.017040020
#> [3283] 0.256703717 0.042489286 0.833241847 0.086167020 0.381729377 0.197452144
#> [3289] 0.534460885 0.084595896 0.933152675 0.204706749 0.033463583 0.048280516
#> [3295] 0.406475631 0.079166132 0.250919620 0.060164175 0.039357338 0.392277957
#> [3301] 0.070241182 0.889932370 0.039690219 0.718743434 0.686394970 0.023112913
#> [3307] 0.089782458 0.029183982 0.065802363 0.390247287 0.827201403 0.042185397
#> [3313] 0.015685399 0.881947868 0.102499661 0.028648299 0.421017339 0.037886435
#> [3319] 0.048424587 0.778636405 0.178911374 0.927372206 0.057330373 0.625907944
#> [3325] 0.045711833 0.240789229 0.028223282 0.112884705 0.602614823 0.830445896
#> [3331] 0.110248823 0.032210799 0.880962149 0.738192222 0.577328363 0.202291090
#> [3337] 0.928837067 0.017676939 0.081001721 0.026749199 0.077745846 0.988712293
#> [3343] 0.485483396 0.810235703 0.057072325 0.032037766 0.357669772 0.070508215
#> [3349] 0.037198716 0.031338259 0.047669222 0.015542251 0.019148386 0.027356940
#> [3355] 0.107119264 0.051791816 0.784832398 0.072706848 0.026424722 0.038102018
#> [3361] 0.038707898 0.490187447 0.061445751 0.048310333 0.031397677 0.456390081
#> [3367] 0.735971774 0.035360165 0.065817485 0.115160451 0.049572793 0.113268271
#> [3373] 0.574204172 0.061714672 0.713783242 0.535082992 0.308866828 0.071481767
#> [3379] 0.212148075 0.110425896 0.851738391 0.019120065 0.045411604 0.026928412
#> [3385] 0.473853745 0.047117224 0.025806317 0.296572971 0.943392381 0.025839286
#> [3391] 0.774573255 0.045205660 0.088811134 0.729091048 0.727488587 0.044411433
#> [3397] 0.096067327 0.622298814 0.077030876 0.832787534 0.086600478 0.714405813
#> [3403] 0.477863951 0.399856182 0.480426713 0.116520947 0.691807696 0.332660562
#> [3409] 0.420535550 0.082753453 0.207488361 0.542443302 0.687457867 0.387365391
#> [3415] 0.044312530 0.209193259 0.054594736 0.076155157 0.668346029 0.021540379
#> [3421] 0.081089017 0.594172265 0.888239594 0.858380683 0.034227453 0.339743728
#> [3427] 0.020452160 0.045906205 0.523901428 0.780401648 0.630184751 0.022597290
#> [3433] 0.404902348 0.077001228 0.489543235 0.333462367 0.331250158 0.025500308
#> [3439] 0.025690645 0.634443534 0.650636147 0.048114850 0.053673359 0.039964197
#> [3445] 0.106481694 0.069112858 0.095735650 0.030721756 0.073333803 0.047932662
#> [3451] 0.382505904 0.026408438 0.043747429 0.076195167 0.786287736 0.101123401
#> [3457] 0.025250869 0.355695998 0.104816396 0.151599513 0.028375253 0.839345009
#> [3463] 0.102361420 0.467587662 0.333864585 0.220326700 0.075835811 0.546981822
#> [3469] 0.250597824 0.575541533 0.947800279 0.044905667 0.032605156 0.411132061
#> [3475] 0.056411085 0.025360059 0.024459226 0.068796273 0.089061493 0.164133445
#> [3481] 0.083954412 0.716029193 0.053419616 0.027652940 0.048744476 0.073312133
#> [3487] 0.936521891 0.175592462 0.869738069 0.312819056 0.773561874 0.804798266
#> [3493] 0.078288065 0.026593312 0.956592066 0.063718100 0.085110151 0.095353294
#> [3499] 0.087835888 0.352882289 0.026371990 0.805403282 0.666189581 0.045785675
#> [3505] 0.049208284 0.870859959 0.092980609 0.259138438 0.058294459 0.088225682
#> [3511] 0.547908754 0.157154748 0.026260189 0.720386186 0.084104859 0.511871951
#> [3517] 0.053399656 0.042939734 0.039999390 0.056873913 0.104780486 0.152462126
#> [3523] 0.029939577 0.156940528 0.039797274 0.148499328 0.835126202 0.813914868
#> [3529] 0.224702169 0.432260404 0.068443523 0.626840811 0.877945755 0.492680080
#> [3535] 0.119335825 0.184903276 0.115038357 0.517376709 0.017666278 0.111224237
#> [3541] 0.278195196 0.909050241 0.027756280 0.049093692 0.057643419 0.560465014
#> [3547] 0.437191211 0.544058800 0.597730390 0.102329852 0.051402539 0.266758805
#> [3553] 0.682112414 0.637920625 0.085435995 0.086642762 0.045096171 0.094792764
#> [3559] 0.043121881 0.097043824 0.546725056 0.046141605 0.096072831 0.026050773
#> [3565] 0.033239695 0.041095920 0.660144872 0.075313025 0.090104148 0.097550157
#> [3571] 0.031874508 0.035623692 0.037735638 0.505337714 0.628547189 0.241256077
#> [3577] 0.711934037 0.643117633 0.687429163 0.412734440 0.876580830 0.025063085
#> [3583] 0.334080960 0.022700244 0.984198310 0.034674369 0.018833941 0.484364101
#> [3589] 0.068569990 0.852814555 0.146366641 0.051312995 0.105463190 0.537795133
#> [3595] 0.028131220 0.099060080 0.109507489 0.096844163 0.627691944 0.617042783
#> [3601] 0.676085661 0.039524195 0.541630082 0.685068046 0.089455414 0.124277512
#> [3607] 0.829717459 0.018080757 0.575154913 0.086008815 0.029333931 0.863913500
#> [3613] 0.277420848 0.805784149 0.047671180 0.598627927 0.350288579 0.576696251
#> [3619] 0.047158814 0.367812071 0.030029159 0.026044781 0.928610373 0.893889649
#> [3625] 0.208237910 0.454249052 0.039833027 0.073569845 0.138789542 0.032344388
#> [3631] 0.033835536 0.044788929 0.039790596 0.067515499 0.519836923 0.035693839
#> [3637] 0.085618685 0.086338317 0.088270433 0.095038253 0.624831518 0.032018491
#> [3643] 0.196302735 0.059135032 0.038278732 0.887891037 0.049812065 0.413135672
#> [3649] 0.035966147 0.803188018 0.529210277 0.053078066 0.086262073 0.561882692
#> [3655] 0.195415521 0.026690159 0.077496534 0.388113680 0.447302409 0.003312211
#> [3661] 0.040694952 0.473149178 0.104567508 0.044126455 0.145512272 0.052932985
#> [3667] 0.859423343 0.302234552 0.553557001 0.056934079 0.067258740 0.204877070
#> [3673] 0.013160634 0.124324389 0.045444835 0.507889747 0.711303149 0.779388634
#> [3679] 0.845225322 0.049338768 0.038043760 0.119254694 0.033750202 0.042033824
#> [3685] 0.138636434 0.102538152 0.064888083 0.358000661 0.151168971 0.057168968
#> [3691] 0.860400200 0.035084379 0.064169926 0.034949545 0.781641462 0.198895287
#> [3697] 0.298215903 0.152381958 0.647451331 0.025987953 0.902193285 0.845698436
#> [3703] 0.022695778 0.056375364 0.818270958 0.022157703 0.205703023 0.149110941
#> [3709] 0.121922613 0.029412430 0.928846676 0.738806763 0.043310744 0.078714206
#> [3715] 0.648104053 0.042944580 0.832884249 0.679977170 0.198420984 0.037123578
#> [3721] 0.024001227 0.090182609 0.149932579 0.095868235 0.059948449 0.111508019
#> [3727] 0.045017883 0.024144714 0.443820375 0.021863597 0.606773543 0.031169225
#> [3733] 0.083426511 0.910946464 0.544733044 0.031554573 0.446759499 0.467289986
#> [3739] 0.097536472 0.340827983 0.381298602 0.126730543 0.252927740 0.039451196
#> [3745] 0.422150798 0.424601583 0.695159270 0.048061358 0.114514778 0.099440985
#> [3751] 0.674911824 0.093297292 0.030682429 0.387759981 0.042619347 0.069677216
#> [3757] 0.049603909 0.049909547 0.052447094 0.092268864 0.070050472 0.011677587
#> [3763] 0.069194771 0.021303481 0.478388886 0.054703170 0.034025629 0.103413880
#> [3769] 0.020266994 0.029101937 0.018048124 0.376265825 0.040631594 0.020244704
#> [3775] 0.803999249 0.539084525 0.293615572 0.712224331 0.600283926 0.147163284
#> [3781] 0.054004085 0.279979153 0.415713231 0.774408243 0.648527479 0.704873555
#> [3787] 0.710205839 0.612296864 0.044080202 0.050332965 0.640668561 0.039200941
#> [3793] 0.041272364 0.021437984 0.072009144 0.388836291 0.842498762 0.057395843
#> [3799] 0.397346841 0.599172740 0.121875223 0.040905005 0.067004801 0.026560963
#> [3805] 0.121823180 0.146795629 0.912686003 0.696765717 0.102037854 0.037819372
#> [3811] 0.705717706 0.803209204 0.022340089 0.024830420 0.112365441 0.560018154
#> [3817] 0.124216343 0.525362656 0.158063049 0.036845043 0.143582579 0.040283433
#> [3823] 0.049908833 0.114563296 0.071533160 0.016408288 0.680660980 0.137939968
#> [3829] 0.285662100 0.092379771 0.026895803 0.032071391 0.044467389 0.177816017
#> [3835] 0.608721512 0.094790802 0.055527716 0.176237358 0.193597009 0.784765265
#> [3841] 0.293391181 0.660993461 0.920562804 0.073844629 0.475978835 0.910731560
#> [3847] 0.477823465 0.515481944 0.041386208 0.097597550 0.938601929 0.147618766
#> [3853] 0.545964760 0.425182982 0.452333918 0.026764738 0.272075809 0.801207882
#> [3859] 0.048159450 0.660654405 0.143417897 0.066767171 0.643683662 0.552385319
#> [3865] 0.867385330 0.829064321 0.015247124 0.159396097 0.021878162 0.224967967
#> [3871] 0.115340556 0.024510636 0.068701671 0.158033861 0.322989432 0.040139851
#> [3877] 0.071701514 0.519579457 0.022993300 0.105064165 0.048669575 0.081572988
#> [3883] 0.158503242 0.062485565 0.546828791 0.049795974 0.029527884 0.103948580
#> [3889] 0.041073688 0.691537185 0.773783768 0.079161682 0.195414344 0.071539880
#> [3895] 0.031235026 0.268052467 0.510217870 0.908727241 0.754113751 0.069771906
#> [3901] 0.252710387 0.499494490 0.458909594 0.096423490 0.632577522 0.014768983
#> [3907] 0.074511204 0.048105796 0.921077229 0.037006088 0.039673233 0.095588212
#> [3913] 0.034836669 0.086558755 0.277030536 0.377543442 0.085575357 0.053898094
#> [3919] 0.034156788 0.062441564 0.017132229 0.146897911 0.016604034 0.146075834
#> [3925] 0.060057063 0.034997376 0.055770980 0.098753938 0.900033830 0.575390027
#> [3931] 0.030656025 0.028189048 0.561490502 0.022977407 0.236303359 0.034369904
#> [3937] 0.546914808 0.045318601 0.053415277 0.100812749 0.256730490 0.051870131
#> [3943] 0.696242387 0.003656634 0.536622756 0.024384056 0.636555694 0.091023693
#> [3949] 0.080762996 0.892676716 0.855620384 0.930797595 0.093851555 0.304104206
#> [3955] 0.132581940 0.715280302 0.048740212 0.795267187 0.066590461 0.102161494
#> [3961] 0.154480945 0.053139253 0.701591526 0.026443012 0.451906377 0.057473278
#> [3967] 0.023385333 0.023237723 0.055429734 0.072990882 0.374007931 0.720981324
#> [3973] 0.075366441 0.013753280 0.604055961 0.028942813 0.642614615 0.024553422
#> [3979] 0.262888582 0.580207678 0.125842248 0.034152504 0.760964290 0.020046891
#> [3985] 0.173057562 0.696554296 0.582745462 0.632969322 0.073255515 0.867077614
#> [3991] 0.377046764 0.020461025 0.231541585 0.081377761 0.030226362 0.051223294
#> [3997] 0.020259509 0.465022675 0.611427387 0.115678863 0.594212587 0.052258426
#> [4003] 0.158257263 0.059552181 0.094785300 0.043671089 0.101301599 0.155837852
#> [4009] 0.144077382 0.557230741 0.773174439 0.909235059 0.776869053 0.037184300
#> [4015] 0.512376077 0.097228381 0.072725934 0.085894477 0.058874952 0.099854137
#> [4021] 0.647536377 0.077159650 0.079991528 0.628722970 0.027463062 0.027673689
#> [4027] 0.243387007 0.230248215 0.030595483 0.140000684 0.777929272 0.024626996
#> [4033] 0.096224345 0.111603673 0.056978191 0.024184590 0.039748873 0.697251000
#> [4039] 0.563914752 0.028488629 0.058519913 0.787331888 0.135362778 0.122453602
#> [4045] 0.048728994 0.083049511 0.810416982 0.170420978 0.048008097 0.890332623
#> [4051] 0.439235304 0.147710536 0.030213061 0.096349411 0.087556792 0.696973690
#> [4057] 0.908838005 0.814297620 0.125689349 0.910889184 0.043684621 0.401367118
#> [4063] 0.102030933 0.745068508 0.068446335 0.281275970 0.115700913 0.425258760
#> [4069] 0.051938544 0.814131464 0.888555584 0.492803739 0.670673995 0.076600162
#> [4075] 0.389573585 0.773248579 0.115684438 0.469716244 0.622064395 0.726634262
#> [4081] 0.413589473 0.088127451 0.049743471 0.027535806 0.088261773 0.003714751
#> [4087] 0.116407241 0.025673310 0.863608538 0.073903835 0.729375286 0.910545755
#> [4093] 0.041877775 0.669448161 0.087787402 0.504846485 0.166656354 0.159321283
#> [4099] 0.128838802 0.022978964 0.754372204 0.022888922 0.662769458 0.386271385
#> [4105] 0.371966021 0.043173452 0.092876044 0.322302949 0.846411500 0.026678964
#> [4111] 0.042825711 0.030393650 0.158309071 0.024324861 0.687117377 0.059729334
#> [4117] 0.040551345 0.875948723 0.622854888 0.558504209 0.060373511 0.239665484
#> [4123] 0.075160392 0.299948963 0.024601255 0.037302200 0.030734238 0.031072502
#> [4129] 0.634782734 0.112334438 0.021739080 0.125140353 0.693378126 0.027784112
#> [4135] 0.038408342 0.802573124 0.079008205 0.038330551 0.437645761 0.384540721
#> [4141] 0.018207061 0.528211557 0.059005532 0.855678476 0.135927714 0.063290287
#> [4147] 0.035487201 0.371124462 0.061879953 0.077932455 0.461706651 0.027237112
#> [4153] 0.476990128 0.069634691 0.111293909 0.165804562 0.508840237 0.035456428
#> [4159] 0.048629105 0.080795667 0.010431043 0.018161210 0.044998722 0.018505729
#> [4165] 0.053910048 0.042210732 0.075227064 0.069326789 0.078540087 0.906913580
#> [4171] 0.039915095 0.089294336 0.082032121 0.029033643 0.045019142 0.120944073
#> [4177] 0.184126964 0.023368064 0.607158736 0.425845909 0.520845189 0.730294689
#> [4183] 0.026088478 0.594899401 0.095799984 0.036330183 0.313513204 0.082639385
#> [4189] 0.046175010 0.324880773 0.685743820 0.845217774 0.716999186 0.636284250
#> [4195] 0.022843660 0.051657652 0.100354323 0.658885174 0.051248538 0.043592633
#> [4201] 0.027671892 0.624466972 0.205143391 0.897843069 0.047900149 0.220133590
#> [4207] 0.621068451 0.057175138 0.705022536 0.553041967 0.045453436 0.414546751
#> [4213] 0.705273186 0.493970268 0.031408759 0.901087452 0.029022997 0.019436663
#> [4219] 0.318397868 0.044553653 0.015455492 0.752288658 0.034852444 0.374488070
#> [4225] 0.037690151 0.024846413 0.062752453 0.342966487 0.747625476 0.083103454
#> [4231] 0.567156273 0.724613416 0.038649630 0.024680243 0.802727899 0.301576414
#> [4237] 0.029197265 0.710114440 0.487968840 0.057932526 0.436712995 0.496742758
#> [4243] 0.309222693 0.029605803 0.514980813 0.531967197 0.108216661 0.746183688
#> [4249] 0.463747741 0.097702872 0.920994566 0.203971716 0.093556782 0.039689028
#> [4255] 0.423327085 0.085972816 0.406412218 0.244082599 0.071608201 0.021790253
#> [4261] 0.062451586 0.069339544 0.170872948 0.024553596 0.444478194 0.048841981
#> [4267] 0.411228093 0.122499966 0.365743877 0.701891412 0.070007872 0.055585622
#> [4273] 0.080216470 0.017340739 0.363821143 0.095091850 0.445721199 0.064610519
#> [4279] 0.024584333 0.053323772 0.717342420 0.489437218 0.676221205 0.019057471
#> [4285] 0.055286342 0.035782402 0.532861279 0.708069984 0.088590907 0.313292888
#> [4291] 0.856363139 0.825664702 0.430557705 0.088048359 0.246953613 0.741790632
#> [4297] 0.377991369 0.031397566 0.816995378 0.088848187 0.908306742 0.605122800
#> [4303] 0.123384358 0.079452244 0.120278240 0.024889430 0.041385979 0.034276106
#> [4309] 0.030649018 0.021893499 0.025909789 0.044419420 0.913768635 0.094425123
#> [4315] 0.062094744 0.052572105 0.903894078 0.026957554 0.762032270 0.092959203
#> [4321] 0.095126461 0.823650352 0.568289551 0.820349916 0.859430818 0.373949790
#> [4327] 0.515535403 0.925675909 0.075652357 0.073381927 0.305063962 0.052128799
#> [4333] 0.023529978 0.588308068 0.802282672 0.042843413 0.051336166 0.030741850
#> [4339] 0.593222225 0.022636802 0.376577874 0.048268966 0.071265343 0.022225710
#> [4345] 0.033182748 0.468627328 0.030706403 0.066356597 0.130478462 0.851740685
#> [4351] 0.029272579 0.253174432 0.863819784 0.129764399 0.044874425 0.047442005
#> [4357] 0.063459063 0.390447288 0.029448803 0.053271252 0.031440193 0.025976945
#> [4363] 0.056419324 0.060698469 0.097788625 0.558367433 0.829836491 0.060197346
#> [4369] 0.822579779 0.502832154 0.024866949 0.579007601 0.094027871 0.038955390
#> [4375] 0.038908905 0.033021906 0.102053480 0.061792110 0.043091731 0.064921212
#> [4381] 0.634942435 0.032715484 0.111720441 0.571583426 0.092949478 0.022465763
#> [4387] 0.643735878 0.077007656 0.017623604 0.487269647 0.146644878 0.048569388
#> [4393] 0.373221999 0.148050740 0.703476992 0.701895712 0.541168023 0.083242999
#> [4399] 0.053810070 0.035342835 0.880772042 0.017892974 0.016314562 0.090381650
#> [4405] 0.345034548 0.122475016 0.041067262 0.061197504 0.050687440 0.035456372
#> [4411] 0.499886850 0.031873600 0.587156308 0.036388874 0.900303393 0.057370611
#> [4417] 0.028672388 0.061721032 0.061666318 0.839719864 0.529121556 0.526443573
#> [4423] 0.797728591 0.710451319 0.043849206 0.145021842 0.408348968 0.677128104
#> [4429] 0.025692430 0.536190336 0.036335020 0.693196621 0.085402957 0.047839719
#> [4435] 0.065450988 0.690610901 0.206144171 0.903047929 0.468506769 0.866411299
#> [4441] 0.525286879 0.926605150 0.016511427 0.633762623 0.409100005 0.025685153
#> [4447] 0.021427687 0.043758252 0.020789376 0.042432103 0.024354367 0.136630208
#> [4453] 0.039316917 0.506877518 0.892815242 0.032561188 0.414171718 0.069447530
#> [4459] 0.910249116 0.777236746 0.320649422 0.042481030 0.328161589 0.832998846
#> [4465] 0.763908646 0.409200638 0.081707526 0.096447062 0.080661171 0.169388340
#> [4471] 0.382136044 0.029112453 0.048498891 0.024776824 0.745741890 0.048572667
#> [4477] 0.098118613 0.558939718 0.736556158 0.076352244 0.408568903 0.337976031
#> [4483] 0.047633562 0.031096539 0.604504442 0.037832683 0.026538426 0.129295032
#> [4489] 0.105817138 0.032230499 0.448558752 0.111484033 0.130060267 0.547718803
#> [4495] 0.088655501 0.043825114 0.097309222 0.423582233 0.630426691 0.026507513
#> [4501] 0.807966178 0.256262952 0.038189513 0.212827441 0.021989615 0.029404253
#> [4507] 0.056899736 0.133638675 0.025418317 0.138274159 0.915969743 0.035888830
#> [4513] 0.620705966 0.717793889 0.101657520 0.052026090 0.038354649 0.870298165
#> [4519] 0.021856219 0.149985849 0.046313190 0.274396890 0.038745649 0.565066544
#> [4525] 0.156184786 0.030308283 0.952720829 0.107404534 0.650795151 0.031000309
#> [4531] 0.262482190 0.051159939 0.836642253 0.155995649 0.527535250 0.174783661
#> [4537] 0.772800371 0.105941189 0.036397803 0.126195194 0.026886365 0.109662595
#> [4543] 0.082080788 0.077754230 0.272378602 0.381125624 0.646477973 0.424100929
#> [4549] 0.452256421 0.036026676 0.086325432 0.149499113 0.049676582 0.165990137
#> [4555] 0.135253908 0.043611100 0.052691635 0.003895895 0.599129052 0.668424884
#> [4561] 0.262145185 0.098741143 0.822140452 0.457960218 0.216401922 0.523683757
#> [4567] 0.629537377 0.055938624 0.888252625 0.496649366 0.764198744 0.504099418
#> [4573] 0.026347901 0.044285985 0.036464731 0.033079161 0.189490111 0.067244733
#> [4579] 0.169532672 0.493610608 0.080780143 0.085493335 0.027005679 0.885592292
#> [4585] 0.026132296 0.441044091 0.942236885 0.261033552 0.686867185 0.049759662
#> [4591] 0.547414594 0.037397699 0.024284644 0.388754241 0.044183547 0.207111162
#> [4597] 0.021254230 0.457214365 0.047681038 0.027344725 0.037273692 0.052677473
#> [4603] 0.120262712 0.026176453 0.102187623 0.436579303 0.599670200 0.784857947
#> [4609] 0.619051638 0.122312927 0.058995398 0.497267856 0.592488068 0.320900238
#> [4615] 0.025206881 0.040350616 0.479252087 0.025841612 0.140654337 0.025394163
#> [4621] 0.191492463 0.019685414 0.088022272 0.026277067 0.022335542 0.070678149
#> [4627] 0.879562575 0.047498985 0.991923502 0.653437041 0.036140737 0.683960508
#> [4633] 0.055264338 0.406960797 0.074308311 0.063848198 0.037689523 0.143501069
#> [4639] 0.456447265 0.100469745 0.028669052 0.104333087 0.320519301 0.651044470
#> [4645] 0.833341357 0.306824297 0.131447914 0.068881795 0.184248387 0.102986816
#> [4651] 0.751240251 0.254422207 0.244294335 0.049614377 0.051851311 0.945075868
#> [4657] 0.883768803 0.527532736 0.450638839 0.043220325 0.392518082 0.781683811
#> [4663] 0.392634977 0.319188736 0.149964941 0.139008544 0.553561665 0.532270429
#> [4669] 0.034329896 0.804140667 0.783644807 0.720347077 0.034636542 0.088299810
#> [4675] 0.080414962 0.262636963 0.241566800 0.432789331 0.274634822 0.265993364
#> [4681] 0.460769459 0.778744332 0.040499473 0.906059086 0.141619595 0.578207157
#> [4687] 0.093490335 0.606474982 0.017637289 0.061586845 0.887464411 0.063196808
#> [4693] 0.022381942 0.044653094 0.032517003 0.533482360 0.038820778 0.401435453
#> [4699] 0.034533980 0.025030288 0.029467661 0.679628222 0.403520222 0.768093906
#> [4705] 0.080308224 0.029043483 0.606744520 0.054497873 0.048348090 0.361084930
#> [4711] 0.286984669 0.102735442 0.444546021 0.051957644 0.790127700 0.080838288
#> [4717] 0.742282337 0.019620475 0.120835457 0.121683884 0.112249528 0.762123955
#> [4723] 0.452133425 0.504737419 0.193938677 0.043974996 0.032271545 0.200606977
#> [4729] 0.030757720 0.236195829 0.306983737 0.127385404 0.030652826 0.438243343
#> [4735] 0.142001532 0.715108257 0.178270834 0.226990701 0.051301945 0.153650272
#> [4741] 0.021290129 0.062691226 0.425118301 0.556074949 0.024085836 0.080692635
#> [4747] 0.057529559 0.172717521 0.113434028 0.065909536 0.618398260 0.651395483
#> [4753] 0.133812592 0.063837369 0.039751352 0.651512411 0.399370923 0.127348385
#> [4759] 0.574068588 0.869642306 0.050037545 0.018858150 0.044031039 0.562766278
#> [4765] 0.113691229 0.018300822 0.640345115 0.124929631 0.058784678 0.034880678
#> [4771] 0.158728903 0.433737933 0.430312143 0.027260822 0.067991212 0.116807517
#> [4777] 0.052932243 0.032280321 0.197932804 0.373727467 0.067955612 0.191121413
#> [4783] 0.761083113 0.776944851 0.102309033 0.534592527 0.048664201 0.568031041
#> [4789] 0.811152849 0.138706197 0.396315585 0.028055881 0.661896952 0.600387462
#> [4795] 0.424069693 0.156256932 0.018275105 0.761629435 0.652694091 0.869388151
#> [4801] 0.064518019 0.330256497 0.115700716 0.553344188 0.158228088 0.192013424
#> [4807] 0.063363780 0.544219638 0.960974165 0.266340098 0.785700179 0.036314574
#> [4813] 0.026195908 0.614587816 0.137086957 0.347908400 0.694494369 0.025371664
#> [4819] 0.030816849 0.133674125 0.512501868 0.019487212 0.612305083 0.017246596
#> [4825] 0.153307283 0.384174818 0.202429975 0.149540724 0.107693788 0.058319929
#> [4831] 0.083564636 0.079356049 0.029423666 0.508133829 0.097014214 0.034677956
#> [4837] 0.087692077 0.029245799 0.043358804 0.072165008 0.458559305 0.092920920
#> [4843] 0.591149076 0.086173279 0.060549949 0.359969208 0.060164000 0.670834348
#> [4849] 0.142526055 0.568950919 0.049396950 0.839238193 0.062614979 0.034076557
#> [4855] 0.344358712 0.450151211 0.084551502 0.028154439 0.045180178 0.671308876
#> [4861] 0.283312121 0.065046586 0.077247082 0.054016246 0.015692068 0.020645875
#> [4867] 0.036174034 0.274101445 0.018263096 0.026762408 0.017359933 0.397785493
#> [4873] 0.112351452 0.133269826 0.047626484 0.158391837 0.813321668 0.218303863
#> [4879] 0.062654215 0.131174105 0.037416744 0.062536870 0.926937763 0.028884736
#> [4885] 0.827538695 0.508191246 0.089288888 0.669084191 0.046741706 0.626136003
#> [4891] 0.033421723 0.028055302 0.044132841 0.037795588 0.044908047 0.661457242
#> [4897] 0.035876545 0.040011282 0.048211998 0.336340703 0.817796463 0.094989809
#> [4903] 0.026369423 0.049288536 0.536123282 0.501406939 0.078654170 0.029502756
#> [4909] 0.789895067 0.120354232 0.038108498 0.030396452 0.073867681 0.042193250
#> [4915] 0.225570539 0.912588173 0.574065525 0.045360794 0.185277366 0.033608369
#> [4921] 0.431881918 0.219163230 0.114684075 0.445973399 0.852500986 0.023793785
#> [4927] 0.162504775 0.450537200 0.709056323 0.310436434 0.910524418 0.580046610
#> [4933] 0.652736248 0.132966948 0.048665989 0.519163719 0.443583852 0.223563489
#> [4939] 0.613452856 0.263523163 0.044759389 0.474171673 0.045229872 0.268236009
#> [4945] 0.426348238 0.296982368 0.047255118 0.022471055 0.041397048 0.028748091
#> [4951] 0.840114304 0.040026305 0.041857753 0.681109496 0.690150663 0.666317731
#> [4957] 0.387430439 0.042712671 0.931145811 0.024331072 0.092637435 0.125396737
#> [4963] 0.908098397 0.027350373 0.028082347 0.099552538 0.214956994 0.405205333
#> [4969] 0.054131985 0.565913986 0.659564075 0.082780826 0.294882470 0.081920031
#> [4975] 0.085928780 0.100965697 0.028145671 0.101001183 0.323551733 0.645424036
#> [4981] 0.971498494 0.076548150 0.043291463 0.524605432 0.577143459 0.422493912
#> [4987] 0.037675704 0.286898847 0.042279284 0.210276586 0.063275166 0.031841523
#> [4993] 0.044184193 0.142387454 0.033783368 0.036205011 0.458719620 0.112510542
#> [4999] 0.037022513 0.038103246 0.062046949 0.729297412 0.141954443 0.697749085
#> [5005] 0.042541473 0.834796959 0.598816165 0.047242343 0.910608371 0.065618105
#> [5011] 0.781510458 0.025228733 0.032507737 0.579976347 0.628331947 0.130925719
#> [5017] 0.111030355 0.027814171 0.842308016 0.391557561 0.937761157 0.073143008
#> [5023] 0.044917830 0.047846316 0.092436517 0.051688318 0.669753736 0.035852456
#> [5029] 0.434704738 0.124035115 0.036514980 0.027156221 0.154887970 0.043702754
#> [5035] 0.055540231 0.100247599 0.694740040 0.038799650 0.074454450 0.150352456
#> [5041] 0.049443672 0.070206330 0.177725212 0.347901047 0.783871320 0.052763747
#> [5047] 0.077489784 0.050842072 0.035918748 0.637190866 0.585423485 0.066782096
#> [5053] 0.022880015 0.272851862 0.576678103 0.839201965 0.034164095 0.239141801
#> [5059] 0.475663391 0.055825852 0.540783246 0.162269276 0.395546721 0.366369748
#> [5065] 0.096431160 0.958865954 0.038157350 0.056809381 0.056330636 0.019218226
#> [5071] 0.110618657 0.759991417 0.051476998 0.043979611 0.083295640 0.640089172
#> [5077] 0.085279380 0.027747777 0.357138220 0.071429103
# Make logistic prediction for the whole study area
predict(model,
data = predictors,
type = "logistic")
#> class : SpatRaster
#> size : 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 : 0.002222442
#> max value : 0.837308896
if (FALSE) { # \dontrun{
# 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")} # }