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Transforms priors information to actual distributions.

Usage

simulate_prior(model, n = 1000, ...)

# S3 method for class 'brmsfit'
simulate_prior(
  model,
  n = 1000,
  effects = "fixed",
  component = "conditional",
  parameters = NULL,
  verbose = TRUE,
  ...
)

Arguments

model

A stanreg, stanfit, brmsfit, blavaan, or MCMCglmm object.

n

Size of the simulated prior distributions.

...

Currently not used.

effects

Should results for fixed effects ("fixed", the default), random effects ("random") or both ("all") be returned? Only applies to mixed models. May be abbreviated.

component

Which type of parameters to return, such as parameters for the conditional model, the zero-inflated part of the model, the dispersion term, etc. See details in section Model Components. May be abbreviated. Note that the conditional component also refers to the count or mean component - names may differ, depending on the modeling package. There are three convenient shortcuts (not applicable to all model classes):

  • component = "all" returns all possible parameters.

  • If component = "location", location parameters such as conditional, zero_inflated, smooth_terms, or instruments are returned (everything that are fixed or random effects - depending on the effects argument - but no auxiliary parameters).

  • For component = "distributional" (or "auxiliary"), components like sigma, dispersion, beta or precision (and other auxiliary parameters) are returned.

parameters

Regular expression pattern that describes the parameters that should be returned. Meta-parameters (like lp__ or prior_) are filtered by default, so only parameters that typically appear in the summary() are returned. Use parameters to select specific parameters for the output.

verbose

Toggle off warnings.

See also

unupdate() for directly sampling from the prior distribution (useful for complex priors and designs).

Examples

# \donttest{
library(bayestestR)
if (require("rstanarm")) {
  model <- suppressWarnings(
    stan_glm(mpg ~ wt + am, data = mtcars, chains = 1, refresh = 0)
  )
  simulate_prior(model)
}
#>       (Intercept)           wt           am
#> 1    -29.48895919 -50.67117077 -99.35969268
#> 2    -24.62538077 -45.70051165 -89.61286514
#> 3    -22.20399176 -43.22581126 -84.76029381
#> 4    -20.54372566 -41.52899133 -81.43304669
#> 5    -19.26616155 -40.22329926 -78.87275136
#> 6    -18.22115924 -39.15528929 -76.77852025
#> 7    -17.33324626 -38.24782726 -74.99910312
#> 8    -16.55893057 -37.45646357 -73.44734004
#> 9    -15.87078383 -36.75316600 -72.06826334
#> 10   -15.25035829 -36.11908064 -70.82490296
#> 11   -14.68463134 -35.54089816 -69.69116098
#> 12   -14.16405635 -35.00886175 -68.64790554
#> 13   -13.68141951 -34.51559876 -67.68067983
#> 14   -13.23113238 -34.05539773 -66.77828439
#> 15   -12.80877469 -33.62374105 -65.93186079
#> 16   -12.41078784 -33.21699178 -65.13427743
#> 17   -12.03426309 -32.83217714 -64.37970508
#> 18   -11.67679137 -32.46683501 -63.66331584
#> 19   -11.33635417 -32.11890246 -62.98106456
#> 20   -11.01124290 -31.78663325 -62.32952709
#> 21   -10.69999799 -31.46853572 -61.70577846
#> 22   -10.40136247 -31.16332518 -61.10729958
#> 23   -10.11424576 -30.86988706 -60.53190492
#> 24    -9.83769537 -30.58724790 -59.97768563
#> 25    -9.57087431 -30.31455229 -59.44296437
#> 26    -9.31304305 -30.05104439 -58.92625904
#> 27    -9.06354475 -29.79605292 -58.42625335
#> 28    -8.82179333 -29.54897890 -57.94177276
#> 29    -8.58726358 -29.30928553 -57.47176469
#> 30    -8.35948289 -29.07648983 -57.01528205
#> 31    -8.13802443 -28.85015555 -56.57146946
#> 32    -7.92250139 -28.62988737 -56.13955169
#> 33    -7.71256203 -28.41532581 -55.71882387
#> 34    -7.50788557 -28.20614302 -55.30864314
#> 35    -7.30817862 -28.00203915 -54.90842153
#> 36    -7.11317211 -27.80273920 -54.51761980
#> 37    -6.92261864 -27.60799035 -54.13574218
#> 38    -6.73629024 -27.41755958 -53.76233176
#> 39    -6.55397631 -27.23123167 -53.39696653
#> 40    -6.37548191 -27.04880738 -53.03925581
#> 41    -6.20062624 -26.87010194 -52.68883727
#> 42    -6.02924127 -26.69494362 -52.34537417
#> 43    -5.86117058 -26.52317254 -52.00855303
#> 44    -5.69626827 -26.35463960 -51.67808147
#> 45    -5.53439806 -26.18920551 -51.35368636
#> 46    -5.37543243 -26.02673996 -51.03511216
#> 47    -5.21925189 -25.86712082 -50.72211942
#> 48    -5.06574433 -25.71023350 -50.41448343
#> 49    -4.91480437 -25.55597032 -50.11199304
#> 50    -4.76633288 -25.40422995 -49.81444956
#> 51    -4.62023645 -25.25491694 -49.52166582
#> 52    -4.47642699 -25.10794124 -49.23346526
#> 53    -4.33482129 -24.96321783 -48.94968113
#> 54    -4.19534069 -24.82066630 -48.67015580
#> 55    -4.05791074 -24.68021059 -48.39474008
#> 56    -3.92246092 -24.54177859 -48.12329261
#> 57    -3.78892433 -24.40530194 -47.85567935
#> 58    -3.65723748 -24.27071576 -47.59177303
#> 59    -3.52734003 -24.13795837 -47.33145276
#> 60    -3.39917460 -24.00697114 -47.07460353
#> 61    -3.27268657 -23.87769825 -46.82111591
#> 62    -3.14782393 -23.75008652 -46.57088562
#> 63    -3.02453707 -23.62408527 -46.32381326
#> 64    -2.90277865 -23.49964612 -46.07980397
#> 65    -2.78250349 -23.37672287 -45.83876719
#> 66    -2.66366839 -23.25527140 -45.60061638
#> 67    -2.54623207 -23.13524951 -45.36526877
#> 68    -2.43015501 -23.01661679 -45.13264517
#> 69    -2.31539937 -22.89933459 -44.90266975
#> 70    -2.20192888 -22.78336584 -44.67526985
#> 71    -2.08970880 -22.66867502 -44.45037581
#> 72    -1.97870577 -22.55522805 -44.22792080
#> 73    -1.86888777 -22.44299221 -44.00784065
#> 74    -1.76022407 -22.33193608 -43.79007376
#> 75    -1.65268511 -22.22202945 -43.57456090
#> 76    -1.54624248 -22.11324328 -43.36124513
#> 77    -1.44086885 -22.00554966 -43.15007168
#> 78    -1.33653790 -21.89892167 -42.94098782
#> 79    -1.23322430 -21.79333343 -42.73394277
#> 80    -1.13090363 -21.68875998 -42.52888760
#> 81    -1.02955236 -21.58517727 -42.32577514
#> 82    -0.92914779 -21.48256211 -42.12455992
#> 83    -0.82966803 -21.38089212 -41.92519805
#> 84    -0.73109193 -21.28014568 -41.72764716
#> 85    -0.63339908 -21.18030194 -41.53186634
#> 86    -0.53656976 -21.08134074 -41.33781607
#> 87    -0.44058490 -20.98324260 -41.14545815
#> 88    -0.34542608 -20.88598868 -40.95475563
#> 89    -0.25107546 -20.78956076 -40.76567280
#> 90    -0.15751581 -20.69394121 -40.57817509
#> 91    -0.06473041 -20.59911297 -40.39222901
#> 92     0.02729691 -20.50505950 -40.20780218
#> 93     0.11858180 -20.41176480 -40.02486319
#> 94     0.20913946 -20.31921335 -39.84338162
#> 95     0.29898459 -20.22739012 -39.66332799
#> 96     0.38813146 -20.13628051 -39.48467368
#> 97     0.47659393 -20.04587038 -39.30739097
#> 98     0.56438541 -19.95614600 -39.13145293
#> 99     0.65151895 -19.86709405 -38.95683343
#> 100    0.73800722 -19.77870159 -38.78350711
#> 101    0.82386249 -19.69095605 -38.61144932
#> 102    0.90909672 -19.60384523 -38.44063612
#> 103    0.99372152 -19.51735726 -38.27104425
#> 104    1.07774818 -19.43148060 -38.10265110
#> 105    1.16118766 -19.34620404 -37.93543467
#> 106    1.24405064 -19.26151668 -37.76937357
#> 107    1.32634750 -19.17740790 -37.60444700
#> 108    1.40808835 -19.09386737 -37.44063469
#> 109    1.48928303 -19.01088505 -37.27791695
#> 110    1.56994110 -18.92845114 -37.11627458
#> 111    1.65007191 -18.84655610 -36.95568888
#> 112    1.72968453 -18.76519066 -36.79614165
#> 113    1.80878781 -18.68434577 -36.63761514
#> 114    1.88739040 -18.60401260 -36.48009207
#> 115    1.96550069 -18.52418257 -36.32355557
#> 116    2.04312689 -18.44484728 -36.16798921
#> 117    2.12027700 -18.36599857 -36.01337696
#> 118    2.19695882 -18.28762846 -35.85970318
#> 119    2.27317996 -18.20972917 -35.70695262
#> 120    2.34894785 -18.13229310 -35.55511039
#> 121    2.42426975 -18.05531285 -35.40416195
#> 122    2.49915274 -17.97878118 -35.25409312
#> 123    2.57360372 -17.90269102 -35.10489004
#> 124    2.64762945 -17.82703547 -34.95653917
#> 125    2.72123654 -17.75180779 -34.80902730
#> 126    2.79443142 -17.67700139 -34.66234151
#> 127    2.86722039 -17.60260984 -34.51646917
#> 128    2.93960961 -17.52862683 -34.37139794
#> 129    3.01160511 -17.45504622 -34.22711577
#> 130    3.08321276 -17.38186199 -34.08361085
#> 131    3.15443832 -17.30906827 -33.94087165
#> 132    3.22528743 -17.23665928 -33.79888689
#> 133    3.29576559 -17.16462942 -33.65764552
#> 134    3.36587820 -17.09297315 -33.51713674
#> 135    3.43563052 -17.02168511 -33.37734998
#> 136    3.50502772 -16.95075999 -33.23827490
#> 137    3.57407486 -16.88019266 -33.09990136
#> 138    3.64277688 -16.80997803 -32.96221945
#> 139    3.71113864 -16.74011116 -32.82521945
#> 140    3.77916488 -16.67058720 -32.68889184
#> 141    3.84686025 -16.60140139 -32.55322731
#> 142    3.91422930 -16.53254908 -32.41821673
#> 143    3.98127651 -16.46402570 -32.28385114
#> 144    4.04800624 -16.39582679 -32.15012178
#> 145    4.11442279 -16.32794796 -32.01702006
#> 146    4.18053037 -16.26038490 -31.88453754
#> 147    4.24633308 -16.19313342 -31.75266597
#> 148    4.31183498 -16.12618937 -31.62139725
#> 149    4.37704004 -16.05954871 -31.49072342
#> 150    4.44195213 -15.99320746 -31.36063671
#> 151    4.50657507 -15.92716172 -31.23112945
#> 152    4.57091261 -15.86140767 -31.10219416
#> 153    4.63496842 -15.79594155 -30.97382346
#> 154    4.69874610 -15.73075968 -30.84601015
#> 155    4.76224920 -15.66585845 -30.71874712
#> 156    4.82548118 -15.60123430 -30.59202742
#> 157    4.88844545 -15.53688376 -30.46584422
#> 158    4.95114536 -15.47280339 -30.34019081
#> 159    5.01358420 -15.40898984 -30.21506060
#> 160    5.07576519 -15.34543982 -30.09044711
#> 161    5.13769152 -15.28215007 -29.96634400
#> 162    5.19936629 -15.21911742 -29.84274503
#> 163    5.26079256 -15.15633874 -29.71964405
#> 164    5.32197334 -15.09381095 -29.59703504
#> 165    5.38291158 -15.03153103 -29.47491209
#> 166    5.44361020 -14.96949602 -29.35326936
#> 167    5.50407204 -14.90770300 -29.23210114
#> 168    5.56429991 -14.84614910 -29.11140180
#> 169    5.62429657 -14.78483150 -28.99116583
#> 170    5.68406474 -14.72374743 -28.87138777
#> 171    5.74360707 -14.66289417 -28.75206229
#> 172    5.80292619 -14.60226902 -28.63318412
#> 173    5.86202469 -14.54186936 -28.51474811
#> 174    5.92090509 -14.48169260 -28.39674915
#> 175    5.97956990 -14.42173617 -28.27918226
#> 176    6.03802158 -14.36199757 -28.16204251
#> 177    6.09626253 -14.30247434 -28.04532505
#> 178    6.15429514 -14.24316404 -27.92902512
#> 179    6.21212174 -14.18406427 -27.81313804
#> 180    6.26974464 -14.12517269 -27.69765917
#> 181    6.32716611 -14.06648698 -27.58258399
#> 182    6.38438838 -14.00800486 -27.46790803
#> 183    6.44141364 -13.94972408 -27.35362686
#> 184    6.49824406 -13.89164244 -27.23973617
#> 185    6.55488177 -13.83375775 -27.12623169
#> 186    6.61132886 -13.77606787 -27.01310920
#> 187    6.66758741 -13.71857068 -26.90036458
#> 188    6.72365944 -13.66126413 -26.78799373
#> 189    6.77954695 -13.60414614 -26.67599266
#> 190    6.83525194 -13.54721471 -26.56435740
#> 191    6.89077633 -13.49046784 -26.45308404
#> 192    6.94612205 -13.43390359 -26.34216877
#> 193    7.00129098 -13.37752001 -26.23160778
#> 194    7.05628498 -13.32131521 -26.12139735
#> 195    7.11110589 -13.26528732 -26.01153380
#> 196    7.16575552 -13.20943448 -25.90201352
#> 197    7.22023564 -13.15375487 -25.79283292
#> 198    7.27454802 -13.09824671 -25.68398851
#> 199    7.32869438 -13.04290822 -25.57547679
#> 200    7.38267643 -12.98773765 -25.46729436
#> 201    7.43649585 -12.93273329 -25.35943784
#> 202    7.49015431 -12.87789344 -25.25190390
#> 203    7.54365344 -12.82321643 -25.14468927
#> 204    7.59699485 -12.76870061 -25.03779071
#> 205    7.65018014 -12.71434435 -24.93120503
#> 206    7.70321087 -12.66014605 -24.82492908
#> 207    7.75608859 -12.60610412 -24.71895976
#> 208    7.80881484 -12.55221701 -24.61329402
#> 209    7.86139112 -12.49848317 -24.50792882
#> 210    7.91381891 -12.44490108 -24.40286118
#> 211    7.96609969 -12.39146924 -24.29808818
#> 212    8.01823491 -12.33818617 -24.19360689
#> 213    8.07022598 -12.28505042 -24.08941447
#> 214    8.12207432 -12.23206054 -23.98550808
#> 215    8.17378133 -12.17921510 -23.88188493
#> 216    8.22534838 -12.12651271 -23.77854228
#> 217    8.27677682 -12.07395198 -23.67547739
#> 218    8.32806800 -12.02153153 -23.57268759
#> 219    8.37922323 -11.96925002 -23.47017023
#> 220    8.43024382 -11.91710612 -23.36792270
#> 221    8.48113106 -11.86509850 -23.26594240
#> 222    8.53188623 -11.81322587 -23.16422679
#> 223    8.58251057 -11.76148693 -23.06277335
#> 224    8.63300533 -11.70988043 -22.96157960
#> 225    8.68337174 -11.65840511 -22.86064307
#> 226    8.73361101 -11.60705973 -22.75996135
#> 227    8.78372433 -11.55584308 -22.65953202
#> 228    8.83371289 -11.50475393 -22.55935273
#> 229    8.88357785 -11.45379110 -22.45942114
#> 230    8.93332036 -11.40295342 -22.35973493
#> 231    8.98294156 -11.35223971 -22.26029182
#> 232    9.03244259 -11.30164882 -22.16108956
#> 233    9.08182455 -11.25117963 -22.06212592
#> 234    9.13108854 -11.20083100 -21.96339869
#> 235    9.18023565 -11.15060182 -21.86490569
#> 236    9.22926695 -11.10049101 -21.76664478
#> 237    9.27818351 -11.05049746 -21.66861383
#> 238    9.32698637 -11.00062012 -21.57081073
#> 239    9.37567657 -10.95085792 -21.47323341
#> 240    9.42425513 -10.90120981 -21.37587981
#> 241    9.47272307 -10.85167476 -21.27874790
#> 242    9.52108139 -10.80225174 -21.18183568
#> 243    9.56933108 -10.75293974 -21.08514115
#> 244    9.61747311 -10.70373777 -20.98866237
#> 245    9.66550847 -10.65464482 -20.89239737
#> 246    9.71343811 -10.60565993 -20.79634425
#> 247    9.76126296 -10.55678212 -20.70050111
#> 248    9.80898398 -10.50801043 -20.60486607
#> 249    9.85660209 -10.45934393 -20.50943726
#> 250    9.90411820 -10.41078166 -20.41421287
#> 251    9.95153321 -10.36232271 -20.31919106
#> 252    9.99884804 -10.31396617 -20.22437005
#> 253   10.04606356 -10.26571111 -20.12974805
#> 254   10.09318065 -10.21755665 -20.03532330
#> 255   10.14020018 -10.16950190 -19.94109407
#> 256   10.18712301 -10.12154597 -19.84705863
#> 257   10.23394999 -10.07368801 -19.75321528
#> 258   10.28068196 -10.02592715 -19.65956234
#> 259   10.32731975  -9.97826254 -19.56609813
#> 260   10.37386419  -9.93069334 -19.47282100
#> 261   10.42031609  -9.88321871 -19.37972932
#> 262   10.46667626  -9.83583784 -19.28682148
#> 263   10.51294550  -9.78854990 -19.19409587
#> 264   10.55912460  -9.74135408 -19.10155090
#> 265   10.60521433  -9.69424959 -19.00918501
#> 266   10.65121549  -9.64723563 -18.91699665
#> 267   10.69712883  -9.60031143 -18.82498428
#> 268   10.74295511  -9.55347620 -18.73314638
#> 269   10.78869508  -9.50672918 -18.64148144
#> 270   10.83434949  -9.46006960 -18.54998796
#> 271   10.87991908  -9.41349671 -18.45866448
#> 272   10.92540457  -9.36700977 -18.36750953
#> 273   10.97080670  -9.32060803 -18.27652165
#> 274   11.01612616  -9.27429077 -18.18569943
#> 275   11.06136368  -9.22805727 -18.09504142
#> 276   11.10651996  -9.18190679 -18.00454624
#> 277   11.15159568  -9.13583864 -17.91421248
#> 278   11.19659155  -9.08985211 -17.82403877
#> 279   11.24150823  -9.04394650 -17.73402373
#> 280   11.28634642  -8.99812112 -17.64416601
#> 281   11.33110677  -8.95237528 -17.55446427
#> 282   11.37578995  -8.90670832 -17.46491719
#> 283   11.42039663  -8.86111955 -17.37552343
#> 284   11.46492744  -8.81560831 -17.28628171
#> 285   11.50938303  -8.77017394 -17.19719072
#> 286   11.55376405  -8.72481579 -17.10824918
#> 287   11.59807112  -8.67953321 -17.01945583
#> 288   11.64230489  -8.63432557 -16.93080940
#> 289   11.68646595  -8.58919221 -16.84230866
#> 290   11.73055495  -8.54413251 -16.75395236
#> 291   11.77457247  -8.49914586 -16.66573927
#> 292   11.81851914  -8.45423162 -16.57766819
#> 293   11.86239555  -8.40938919 -16.48973791
#> 294   11.90620230  -8.36461796 -16.40194724
#> 295   11.94993998  -8.31991732 -16.31429500
#> 296   11.99360916  -8.27528667 -16.22678001
#> 297   12.03721044  -8.23072544 -16.13940111
#> 298   12.08074438  -8.18623301 -16.05215715
#> 299   12.12421156  -8.14180882 -15.96504699
#> 300   12.16761254  -8.09745229 -15.87806950
#> 301   12.21094788  -8.05316284 -15.79122354
#> 302   12.25421814  -8.00893991 -15.70450802
#> 303   12.29742386  -7.96478293 -15.61792182
#> 304   12.34056561  -7.92069134 -15.53146385
#> 305   12.38364390  -7.87666459 -15.44513303
#> 306   12.42665930  -7.83270214 -15.35892827
#> 307   12.46961232  -7.78880343 -15.27284851
#> 308   12.51250349  -7.74496792 -15.18689268
#> 309   12.55533334  -7.70119509 -15.10105975
#> 310   12.59810240  -7.65748440 -15.01534866
#> 311   12.64081117  -7.61383531 -14.92975839
#> 312   12.68346017  -7.57024732 -14.84428789
#> 313   12.72604990  -7.52671989 -14.75893617
#> 314   12.76858088  -7.48325252 -14.67370221
#> 315   12.81105359  -7.43984469 -14.58858500
#> 316   12.85346854  -7.39649589 -14.50358355
#> 317   12.89582622  -7.35320563 -14.41869688
#> 318   12.93812711  -7.30997341 -14.33392401
#> 319   12.98037170  -7.26679872 -14.24926396
#> 320   13.02256048  -7.22368108 -14.16471578
#> 321   13.06469391  -7.18062000 -14.08027851
#> 322   13.10677248  -7.13761500 -13.99595119
#> 323   13.14879665  -7.09466559 -13.91173289
#> 324   13.19076688  -7.05177130 -13.82762266
#> 325   13.23268365  -7.00893166 -13.74361960
#> 326   13.27454741  -6.96614619 -13.65972276
#> 327   13.31635862  -6.92341443 -13.57593124
#> 328   13.35811773  -6.88073592 -13.49224413
#> 329   13.39982519  -6.83811019 -13.40866052
#> 330   13.44148144  -6.79553680 -13.32517953
#> 331   13.48308694  -6.75301528 -13.24180027
#> 332   13.52464211  -6.71054519 -13.15852185
#> 333   13.56614741  -6.66812608 -13.07534340
#> 334   13.60760325  -6.62575751 -12.99226404
#> 335   13.64901007  -6.58343904 -12.90928293
#> 336   13.69036830  -6.54117023 -12.82639919
#> 337   13.73167837  -6.49895064 -12.74361197
#> 338   13.77294069  -6.45677985 -12.66092044
#> 339   13.81415569  -6.41465743 -12.57832375
#> 340   13.85532378  -6.37258295 -12.49582107
#> 341   13.89644537  -6.33055599 -12.41341157
#> 342   13.93752088  -6.28857613 -12.33109443
#> 343   13.97855071  -6.24664295 -12.24886882
#> 344   14.01953527  -6.20475604 -12.16673395
#> 345   14.06047496  -6.16291499 -12.08468899
#> 346   14.10137017  -6.12111939 -12.00273316
#> 347   14.14222132  -6.07936883 -11.92086565
#> 348   14.18302878  -6.03766292 -11.83908567
#> 349   14.22379296  -5.99600124 -11.75739245
#> 350   14.26451424  -5.95438340 -11.67578519
#> 351   14.30519301  -5.91280902 -11.59426312
#> 352   14.34582965  -5.87127768 -11.51282548
#> 353   14.38642456  -5.82978901 -11.43147149
#> 354   14.42697809  -5.78834261 -11.35020040
#> 355   14.46749064  -5.74693810 -11.26901144
#> 356   14.50796258  -5.70557509 -11.18790388
#> 357   14.54839428  -5.66425321 -11.10687695
#> 358   14.58878612  -5.62297208 -11.02592992
#> 359   14.62913845  -5.58173132 -10.94506205
#> 360   14.66945165  -5.54053055 -10.86427261
#> 361   14.70972608  -5.49936940 -10.78356086
#> 362   14.74996210  -5.45824751 -10.70292608
#> 363   14.79016007  -5.41716451 -10.62236756
#> 364   14.83032035  -5.37612002 -10.54188457
#> 365   14.87044329  -5.33511370 -10.46147640
#> 366   14.91052926  -5.29414517 -10.38114235
#> 367   14.95057859  -5.25321408 -10.30088171
#> 368   14.99059164  -5.21232007 -10.22069378
#> 369   15.03056875  -5.17146278 -10.14057786
#> 370   15.07051028  -5.13064187 -10.06053327
#> 371   15.11041656  -5.08985698  -9.98055931
#> 372   15.15028793  -5.04910776  -9.90065530
#> 373   15.19012474  -5.00839387  -9.82082056
#> 374   15.22992733  -4.96771495  -9.74105440
#> 375   15.26969602  -4.92707068  -9.66135617
#> 376   15.30943116  -4.88646070  -9.58172519
#> 377   15.34913308  -4.84588467  -9.50216078
#> 378   15.38880210  -4.80534226  -9.42266230
#> 379   15.42843855  -4.76483314  -9.34322907
#> 380   15.46804277  -4.72435695  -9.26386045
#> 381   15.50761508  -4.68391339  -9.18455579
#> 382   15.54715581  -4.64350210  -9.10531442
#> 383   15.58666526  -4.60312277  -9.02613571
#> 384   15.62614378  -4.56277507  -8.94701901
#> 385   15.66559166  -4.52245866  -8.86796369
#> 386   15.70500924  -4.48217323  -8.78896911
#> 387   15.74439683  -4.44191845  -8.71003463
#> 388   15.78375474  -4.40169400  -8.63115963
#> 389   15.82308328  -4.36149957  -8.55234348
#> 390   15.86238278  -4.32133483  -8.47358555
#> 391   15.90165352  -4.28119946  -8.39488522
#> 392   15.94089584  -4.24109315  -8.31624188
#> 393   15.98011002  -4.20101560  -8.23765491
#> 394   16.01929638  -4.16096648  -8.15912370
#> 395   16.05845522  -4.12094548  -8.08064764
#> 396   16.09758685  -4.08095230  -8.00222611
#> 397   16.13669156  -4.04098662  -7.92385853
#> 398   16.17576966  -4.00104815  -7.84554428
#> 399   16.21482144  -3.96113657  -7.76728277
#> 400   16.25384721  -3.92125158  -7.68907341
#> 401   16.29284725  -3.88139288  -7.61091559
#> 402   16.33182186  -3.84156017  -7.53280873
#> 403   16.37077134  -3.80175314  -7.45475224
#> 404   16.40969598  -3.76197150  -7.37674553
#> 405   16.44859607  -3.72221496  -7.29878802
#> 406   16.48747190  -3.68248321  -7.22087913
#> 407   16.52632376  -3.64277595  -7.14301828
#> 408   16.56515193  -3.60309291  -7.06520490
#> 409   16.60395670  -3.56343377  -6.98743840
#> 410   16.64273836  -3.52379826  -6.90971823
#> 411   16.68149720  -3.48418608  -6.83204380
#> 412   16.72023348  -3.44459694  -6.75441456
#> 413   16.75894751  -3.40503056  -6.67682993
#> 414   16.79763955  -3.36548664  -6.59928936
#> 415   16.83630989  -3.32596490  -6.52179228
#> 416   16.87495880  -3.28646506  -6.44433813
#> 417   16.91358657  -3.24698683  -6.36692637
#> 418   16.95219347  -3.20752992  -6.28955642
#> 419   16.99077978  -3.16809407  -6.21222775
#> 420   17.02934576  -3.12867898  -6.13493980
#> 421   17.06789170  -3.08928438  -6.05769202
#> 422   17.10641787  -3.04990999  -5.98048386
#> 423   17.14492454  -3.01055552  -5.90331478
#> 424   17.18341198  -2.97122071  -5.82618424
#> 425   17.22188046  -2.93190528  -5.74909170
#> 426   17.26033025  -2.89260895  -5.67203661
#> 427   17.29876161  -2.85333144  -5.59501844
#> 428   17.33717483  -2.81407249  -5.51803666
#> 429   17.37557015  -2.77483182  -5.44109072
#> 430   17.41394785  -2.73560916  -5.36418010
#> 431   17.45230820  -2.69640425  -5.28730426
#> 432   17.49065145  -2.65721680  -5.21046268
#> 433   17.52897787  -2.61804655  -5.13365483
#> 434   17.56728772  -2.57889323  -5.05688017
#> 435   17.60558127  -2.53975658  -4.98013820
#> 436   17.64385878  -2.50063633  -4.90342838
#> 437   17.68212049  -2.46153220  -4.82675019
#> 438   17.72036669  -2.42244395  -4.75010312
#> 439   17.75859762  -2.38337129  -4.67348663
#> 440   17.79681354  -2.34431398  -4.59690023
#> 441   17.83501471  -2.30527174  -4.52034338
#> 442   17.87320139  -2.26624431  -4.44381558
#> 443   17.91137383  -2.22723144  -4.36731632
#> 444   17.94953228  -2.18823285  -4.29084507
#> 445   17.98767701  -2.14924829  -4.21440134
#> 446   18.02580827  -2.11027751  -4.13798460
#> 447   18.06392630  -2.07132023  -4.06159436
#> 448   18.10203137  -2.03237621  -3.98523010
#> 449   18.14012373  -1.99344518  -3.90889133
#> 450   18.17820362  -1.95452688  -3.83257753
#> 451   18.21627131  -1.91562107  -3.75628820
#> 452   18.25432703  -1.87672748  -3.68002284
#> 453   18.29237104  -1.83784586  -3.60378095
#> 454   18.33040359  -1.79897595  -3.52756203
#> 455   18.36842493  -1.76011750  -3.45136557
#> 456   18.40643530  -1.72127026  -3.37519109
#> 457   18.44443496  -1.68243397  -3.29903808
#> 458   18.48242415  -1.64360837  -3.22290605
#> 459   18.52040313  -1.60479322  -3.14679450
#> 460   18.55837212  -1.56598827  -3.07070294
#> 461   18.59633139  -1.52719325  -2.99463087
#> 462   18.63428118  -1.48840793  -2.91857781
#> 463   18.67222174  -1.44963205  -2.84254325
#> 464   18.71015330  -1.41086535  -2.76652672
#> 465   18.74807611  -1.37210760  -2.69052771
#> 466   18.78599042  -1.33335853  -2.61454574
#> 467   18.82389647  -1.29461791  -2.53858033
#> 468   18.86179451  -1.25588547  -2.46263098
#> 469   18.89968477  -1.21716099  -2.38669720
#> 470   18.93756751  -1.17844419  -2.31077852
#> 471   18.97544296  -1.13973485  -2.23487444
#> 472   19.01331136  -1.10103270  -2.15898447
#> 473   19.05117296  -1.06233751  -2.08310815
#> 474   19.08902799  -1.02364903  -2.00724497
#> 475   19.12687670  -0.98496700  -1.93139446
#> 476   19.16471934  -0.94629119  -1.85555614
#> 477   19.20255613  -0.90762135  -1.77972952
#> 478   19.24038733  -0.86895723  -1.70391412
#> 479   19.27821316  -0.83029859  -1.62810946
#> 480   19.31603388  -0.79164518  -1.55231507
#> 481   19.35384972  -0.75299676  -1.47653045
#> 482   19.39166091  -0.71435308  -1.40075513
#> 483   19.42946771  -0.67571390  -1.32498863
#> 484   19.46727034  -0.63707897  -1.24923047
#> 485   19.50506905  -0.59844805  -1.17348017
#> 486   19.54286408  -0.55982090  -1.09773726
#> 487   19.58065566  -0.52119727  -1.02200126
#> 488   19.61844403  -0.48257691  -0.94627168
#> 489   19.65622943  -0.44395960  -0.87054806
#> 490   19.69401210  -0.40534507  -0.79482991
#> 491   19.73179227  -0.36673310  -0.71911675
#> 492   19.76957019  -0.32812343  -0.64340812
#> 493   19.80734609  -0.28951582  -0.56770353
#> 494   19.84512021  -0.25091003  -0.49200252
#> 495   19.88289279  -0.21230582  -0.41630459
#> 496   19.92066406  -0.17370294  -0.34060928
#> 497   19.95843427  -0.13510116  -0.26491611
#> 498   19.99620364  -0.09650022  -0.18922460
#> 499   20.03397242  -0.05789989  -0.11353429
#> 500   20.07174085  -0.01929992  -0.03784468
#> 501   20.10950915   0.01929992   0.03784468
#> 502   20.14727758   0.05789989   0.11353429
#> 503   20.18504636   0.09650022   0.18922460
#> 504   20.22281573   0.13510116   0.26491611
#> 505   20.26058594   0.17370294   0.34060928
#> 506   20.29835721   0.21230582   0.41630459
#> 507   20.33612979   0.25091003   0.49200252
#> 508   20.37390391   0.28951582   0.56770353
#> 509   20.41167981   0.32812343   0.64340812
#> 510   20.44945773   0.36673310   0.71911675
#> 511   20.48723790   0.40534507   0.79482991
#> 512   20.52502057   0.44395960   0.87054806
#> 513   20.56280597   0.48257691   0.94627168
#> 514   20.60059434   0.52119727   1.02200126
#> 515   20.63838592   0.55982090   1.09773726
#> 516   20.67618095   0.59844805   1.17348017
#> 517   20.71397966   0.63707897   1.24923047
#> 518   20.75178229   0.67571390   1.32498863
#> 519   20.78958909   0.71435308   1.40075513
#> 520   20.82740028   0.75299676   1.47653045
#> 521   20.86521612   0.79164518   1.55231507
#> 522   20.90303684   0.83029859   1.62810946
#> 523   20.94086267   0.86895723   1.70391412
#> 524   20.97869387   0.90762135   1.77972952
#> 525   21.01653066   0.94629119   1.85555614
#> 526   21.05437330   0.98496700   1.93139446
#> 527   21.09222201   1.02364903   2.00724497
#> 528   21.13007704   1.06233751   2.08310815
#> 529   21.16793864   1.10103270   2.15898447
#> 530   21.20580704   1.13973485   2.23487444
#> 531   21.24368249   1.17844419   2.31077852
#> 532   21.28156523   1.21716099   2.38669720
#> 533   21.31945549   1.25588547   2.46263098
#> 534   21.35735353   1.29461791   2.53858033
#> 535   21.39525958   1.33335853   2.61454574
#> 536   21.43317389   1.37210760   2.69052771
#> 537   21.47109670   1.41086535   2.76652672
#> 538   21.50902826   1.44963205   2.84254325
#> 539   21.54696882   1.48840793   2.91857781
#> 540   21.58491861   1.52719325   2.99463087
#> 541   21.62287788   1.56598827   3.07070294
#> 542   21.66084687   1.60479322   3.14679450
#> 543   21.69882585   1.64360837   3.22290605
#> 544   21.73681504   1.68243397   3.29903808
#> 545   21.77481470   1.72127026   3.37519109
#> 546   21.81282507   1.76011750   3.45136557
#> 547   21.85084641   1.79897595   3.52756203
#> 548   21.88887896   1.83784586   3.60378095
#> 549   21.92692297   1.87672748   3.68002284
#> 550   21.96497869   1.91562107   3.75628820
#> 551   22.00304638   1.95452688   3.83257753
#> 552   22.04112627   1.99344518   3.90889133
#> 553   22.07921863   2.03237621   3.98523010
#> 554   22.11732370   2.07132023   4.06159436
#> 555   22.15544173   2.11027751   4.13798460
#> 556   22.19357299   2.14924829   4.21440134
#> 557   22.23171772   2.18823285   4.29084507
#> 558   22.26987617   2.22723144   4.36731632
#> 559   22.30804861   2.26624431   4.44381558
#> 560   22.34623529   2.30527174   4.52034338
#> 561   22.38443646   2.34431398   4.59690023
#> 562   22.42265238   2.38337129   4.67348663
#> 563   22.46088331   2.42244395   4.75010312
#> 564   22.49912951   2.46153220   4.82675019
#> 565   22.53739122   2.50063633   4.90342838
#> 566   22.57566873   2.53975658   4.98013820
#> 567   22.61396228   2.57889323   5.05688017
#> 568   22.65227213   2.61804655   5.13365483
#> 569   22.69059855   2.65721680   5.21046268
#> 570   22.72894180   2.69640425   5.28730426
#> 571   22.76730215   2.73560916   5.36418010
#> 572   22.80567985   2.77483182   5.44109072
#> 573   22.84407517   2.81407249   5.51803666
#> 574   22.88248839   2.85333144   5.59501844
#> 575   22.92091975   2.89260895   5.67203661
#> 576   22.95936954   2.93190528   5.74909170
#> 577   22.99783802   2.97122071   5.82618424
#> 578   23.03632546   3.01055552   5.90331478
#> 579   23.07483213   3.04990999   5.98048386
#> 580   23.11335830   3.08928438   6.05769202
#> 581   23.15190424   3.12867898   6.13493980
#> 582   23.19047022   3.16809407   6.21222775
#> 583   23.22905653   3.20752992   6.28955642
#> 584   23.26766343   3.24698683   6.36692637
#> 585   23.30629120   3.28646506   6.44433813
#> 586   23.34494011   3.32596490   6.52179228
#> 587   23.38361045   3.36548664   6.59928936
#> 588   23.42230249   3.40503056   6.67682993
#> 589   23.46101652   3.44459694   6.75441456
#> 590   23.49975280   3.48418608   6.83204380
#> 591   23.53851164   3.52379826   6.90971823
#> 592   23.57729330   3.56343377   6.98743840
#> 593   23.61609807   3.60309291   7.06520490
#> 594   23.65492624   3.64277595   7.14301828
#> 595   23.69377810   3.68248321   7.22087913
#> 596   23.73265393   3.72221496   7.29878802
#> 597   23.77155402   3.76197150   7.37674553
#> 598   23.81047866   3.80175314   7.45475224
#> 599   23.84942814   3.84156017   7.53280873
#> 600   23.88840275   3.88139288   7.61091559
#> 601   23.92740279   3.92125158   7.68907341
#> 602   23.96642856   3.96113657   7.76728277
#> 603   24.00548034   4.00104815   7.84554428
#> 604   24.04455844   4.04098662   7.92385853
#> 605   24.08366315   4.08095230   8.00222611
#> 606   24.12279478   4.12094548   8.08064764
#> 607   24.16195362   4.16096648   8.15912370
#> 608   24.20113998   4.20101560   8.23765491
#> 609   24.24035416   4.24109315   8.31624188
#> 610   24.27959648   4.28119946   8.39488522
#> 611   24.31886722   4.32133483   8.47358555
#> 612   24.35816672   4.36149957   8.55234348
#> 613   24.39749526   4.40169400   8.63115963
#> 614   24.43685317   4.44191845   8.71003463
#> 615   24.47624076   4.48217323   8.78896911
#> 616   24.51565834   4.52245866   8.86796369
#> 617   24.55510622   4.56277507   8.94701901
#> 618   24.59458474   4.60312277   9.02613571
#> 619   24.63409419   4.64350210   9.10531442
#> 620   24.67363492   4.68391339   9.18455579
#> 621   24.71320723   4.72435695   9.26386045
#> 622   24.75281145   4.76483314   9.34322907
#> 623   24.79244790   4.80534226   9.42266230
#> 624   24.83211692   4.84588467   9.50216078
#> 625   24.87181884   4.88646070   9.58172519
#> 626   24.91155398   4.92707068   9.66135617
#> 627   24.95132267   4.96771495   9.74105440
#> 628   24.99112526   5.00839387   9.82082056
#> 629   25.03096207   5.04910776   9.90065530
#> 630   25.07083344   5.08985698   9.98055931
#> 631   25.11073972   5.13064187  10.06053327
#> 632   25.15068125   5.17146278  10.14057786
#> 633   25.19065836   5.21232007  10.22069378
#> 634   25.23067141   5.25321408  10.30088171
#> 635   25.27072074   5.29414517  10.38114235
#> 636   25.31080671   5.33511370  10.46147640
#> 637   25.35092965   5.37612002  10.54188457
#> 638   25.39108993   5.41716451  10.62236756
#> 639   25.43128790   5.45824751  10.70292608
#> 640   25.47152392   5.49936940  10.78356086
#> 641   25.51179835   5.54053055  10.86427261
#> 642   25.55211155   5.58173132  10.94506205
#> 643   25.59246388   5.62297208  11.02592992
#> 644   25.63285572   5.66425321  11.10687695
#> 645   25.67328742   5.70557509  11.18790388
#> 646   25.71375936   5.74693810  11.26901144
#> 647   25.75427191   5.78834261  11.35020040
#> 648   25.79482544   5.82978901  11.43147149
#> 649   25.83542035   5.87127768  11.51282548
#> 650   25.87605699   5.91280902  11.59426312
#> 651   25.91673576   5.95438340  11.67578519
#> 652   25.95745704   5.99600124  11.75739245
#> 653   25.99822122   6.03766292  11.83908567
#> 654   26.03902868   6.07936883  11.92086565
#> 655   26.07987983   6.12111939  12.00273316
#> 656   26.12077504   6.16291499  12.08468899
#> 657   26.16171473   6.20475604  12.16673395
#> 658   26.20269929   6.24664295  12.24886882
#> 659   26.24372912   6.28857613  12.33109443
#> 660   26.28480463   6.33055599  12.41341157
#> 661   26.32592622   6.37258295  12.49582107
#> 662   26.36709431   6.41465743  12.57832375
#> 663   26.40830931   6.45677985  12.66092044
#> 664   26.44957163   6.49895064  12.74361197
#> 665   26.49088170   6.54117023  12.82639919
#> 666   26.53223993   6.58343904  12.90928293
#> 667   26.57364675   6.62575751  12.99226404
#> 668   26.61510259   6.66812608  13.07534340
#> 669   26.65660789   6.71054519  13.15852185
#> 670   26.69816306   6.75301528  13.24180027
#> 671   26.73976856   6.79553680  13.32517953
#> 672   26.78142481   6.83811019  13.40866052
#> 673   26.82313227   6.88073592  13.49224413
#> 674   26.86489138   6.92341443  13.57593124
#> 675   26.90670259   6.96614619  13.65972276
#> 676   26.94856635   7.00893166  13.74361960
#> 677   26.99048312   7.05177130  13.82762266
#> 678   27.03245335   7.09466559  13.91173289
#> 679   27.07447752   7.13761500  13.99595119
#> 680   27.11655609   7.18062000  14.08027851
#> 681   27.15868952   7.22368108  14.16471578
#> 682   27.20087830   7.26679872  14.24926396
#> 683   27.24312289   7.30997341  14.33392401
#> 684   27.28542378   7.35320563  14.41869688
#> 685   27.32778146   7.39649589  14.50358355
#> 686   27.37019641   7.43984469  14.58858500
#> 687   27.41266912   7.48325252  14.67370221
#> 688   27.45520010   7.52671989  14.75893617
#> 689   27.49778983   7.57024732  14.84428789
#> 690   27.54043883   7.61383531  14.92975839
#> 691   27.58314760   7.65748440  15.01534866
#> 692   27.62591666   7.70119509  15.10105975
#> 693   27.66874651   7.74496792  15.18689268
#> 694   27.71163768   7.78880343  15.27284851
#> 695   27.75459070   7.83270214  15.35892827
#> 696   27.79760610   7.87666459  15.44513303
#> 697   27.84068439   7.92069134  15.53146385
#> 698   27.88382614   7.96478293  15.61792182
#> 699   27.92703186   8.00893991  15.70450802
#> 700   27.97030212   8.05316284  15.79122354
#> 701   28.01363746   8.09745229  15.87806950
#> 702   28.05703844   8.14180882  15.96504699
#> 703   28.10050562   8.18623301  16.05215715
#> 704   28.14403956   8.23072544  16.13940111
#> 705   28.18764084   8.27528667  16.22678001
#> 706   28.23131002   8.31991732  16.31429500
#> 707   28.27504770   8.36461796  16.40194724
#> 708   28.31885445   8.40938919  16.48973791
#> 709   28.36273086   8.45423162  16.57766819
#> 710   28.40667753   8.49914586  16.66573927
#> 711   28.45069505   8.54413251  16.75395236
#> 712   28.49478405   8.58919221  16.84230866
#> 713   28.53894511   8.63432557  16.93080940
#> 714   28.58317888   8.67953321  17.01945583
#> 715   28.62748595   8.72481579  17.10824918
#> 716   28.67186697   8.77017394  17.19719072
#> 717   28.71632256   8.81560831  17.28628171
#> 718   28.76085337   8.86111955  17.37552343
#> 719   28.80546005   8.90670832  17.46491719
#> 720   28.85014323   8.95237528  17.55446427
#> 721   28.89490358   8.99812112  17.64416601
#> 722   28.93974177   9.04394650  17.73402373
#> 723   28.98465845   9.08985211  17.82403877
#> 724   29.02965432   9.13583864  17.91421248
#> 725   29.07473004   9.18190679  18.00454624
#> 726   29.11988632   9.22805727  18.09504142
#> 727   29.16512384   9.27429077  18.18569943
#> 728   29.21044330   9.32060803  18.27652165
#> 729   29.25584543   9.36700977  18.36750953
#> 730   29.30133092   9.41349671  18.45866448
#> 731   29.34690051   9.46006960  18.54998796
#> 732   29.39255492   9.50672918  18.64148144
#> 733   29.43829489   9.55347620  18.73314638
#> 734   29.48412117   9.60031143  18.82498428
#> 735   29.53003451   9.64723563  18.91699665
#> 736   29.57603567   9.69424959  19.00918501
#> 737   29.62212540   9.74135408  19.10155090
#> 738   29.66830450   9.78854990  19.19409587
#> 739   29.71457374   9.83583784  19.28682148
#> 740   29.76093391   9.88321871  19.37972932
#> 741   29.80738581   9.93069334  19.47282100
#> 742   29.85393025   9.97826254  19.56609813
#> 743   29.90056804  10.02592715  19.65956234
#> 744   29.94730001  10.07368801  19.75321528
#> 745   29.99412699  10.12154597  19.84705863
#> 746   30.04104982  10.16950190  19.94109407
#> 747   30.08806935  10.21755665  20.03532330
#> 748   30.13518644  10.26571111  20.12974805
#> 749   30.18240196  10.31396617  20.22437005
#> 750   30.22971679  10.36232271  20.31919106
#> 751   30.27713180  10.41078166  20.41421287
#> 752   30.32464791  10.45934393  20.50943726
#> 753   30.37226602  10.50801043  20.60486607
#> 754   30.41998704  10.55678212  20.70050111
#> 755   30.46781189  10.60565993  20.79634425
#> 756   30.51574153  10.65464482  20.89239737
#> 757   30.56377689  10.70373777  20.98866237
#> 758   30.61191892  10.75293974  21.08514115
#> 759   30.66016861  10.80225174  21.18183568
#> 760   30.70852693  10.85167476  21.27874790
#> 761   30.75699487  10.90120981  21.37587981
#> 762   30.80557343  10.95085792  21.47323341
#> 763   30.85426363  11.00062012  21.57081073
#> 764   30.90306649  11.05049746  21.66861383
#> 765   30.95198305  11.10049101  21.76664478
#> 766   31.00101435  11.15060182  21.86490569
#> 767   31.05016146  11.20083100  21.96339869
#> 768   31.09942545  11.25117963  22.06212592
#> 769   31.14880741  11.30164882  22.16108956
#> 770   31.19830844  11.35223971  22.26029182
#> 771   31.24792964  11.40295342  22.35973493
#> 772   31.29767215  11.45379110  22.45942114
#> 773   31.34753711  11.50475393  22.55935273
#> 774   31.39752567  11.55584308  22.65953202
#> 775   31.44763899  11.60705973  22.75996135
#> 776   31.49787826  11.65840511  22.86064307
#> 777   31.54824467  11.70988043  22.96157960
#> 778   31.59873943  11.76148693  23.06277335
#> 779   31.64936377  11.81322587  23.16422679
#> 780   31.70011894  11.86509850  23.26594240
#> 781   31.75100618  11.91710612  23.36792270
#> 782   31.80202677  11.96925002  23.47017023
#> 783   31.85318200  12.02153153  23.57268759
#> 784   31.90447318  12.07395198  23.67547739
#> 785   31.95590162  12.12651271  23.77854228
#> 786   32.00746867  12.17921510  23.88188493
#> 787   32.05917568  12.23206054  23.98550808
#> 788   32.11102402  12.28505042  24.08941447
#> 789   32.16301509  12.33818617  24.19360689
#> 790   32.21515031  12.39146924  24.29808818
#> 791   32.26743109  12.44490108  24.40286118
#> 792   32.31985888  12.49848317  24.50792882
#> 793   32.37243516  12.55221701  24.61329402
#> 794   32.42516141  12.60610412  24.71895976
#> 795   32.47803913  12.66014605  24.82492908
#> 796   32.53106986  12.71434435  24.93120503
#> 797   32.58425515  12.76870061  25.03779071
#> 798   32.63759656  12.82321643  25.14468927
#> 799   32.69109569  12.87789344  25.25190390
#> 800   32.74475415  12.93273329  25.35943784
#> 801   32.79857357  12.98773765  25.46729436
#> 802   32.85255562  13.04290822  25.57547679
#> 803   32.90670198  13.09824671  25.68398851
#> 804   32.96101436  13.15375487  25.79283292
#> 805   33.01549448  13.20943448  25.90201352
#> 806   33.07014411  13.26528732  26.01153380
#> 807   33.12496502  13.32131521  26.12139735
#> 808   33.17995902  13.37752001  26.23160778
#> 809   33.23512795  13.43390359  26.34216877
#> 810   33.29047367  13.49046784  26.45308404
#> 811   33.34599806  13.54721471  26.56435740
#> 812   33.40170305  13.60414614  26.67599266
#> 813   33.45759056  13.66126413  26.78799373
#> 814   33.51366259  13.71857068  26.90036458
#> 815   33.56992114  13.77606787  27.01310920
#> 816   33.62636823  13.83375775  27.12623169
#> 817   33.68300594  13.89164244  27.23973617
#> 818   33.73983636  13.94972408  27.35362686
#> 819   33.79686162  14.00800486  27.46790803
#> 820   33.85408389  14.06648698  27.58258399
#> 821   33.91150536  14.12517269  27.69765917
#> 822   33.96912826  14.18406427  27.81313804
#> 823   34.02695486  14.24316404  27.92902512
#> 824   34.08498747  14.30247434  28.04532505
#> 825   34.14322842  14.36199757  28.16204251
#> 826   34.20168010  14.42173617  28.27918226
#> 827   34.26034491  14.48169260  28.39674915
#> 828   34.31922531  14.54186936  28.51474811
#> 829   34.37832381  14.60226902  28.63318412
#> 830   34.43764293  14.66289417  28.75206229
#> 831   34.49718526  14.72374743  28.87138777
#> 832   34.55695343  14.78483150  28.99116583
#> 833   34.61695009  14.84614910  29.11140180
#> 834   34.67717796  14.90770300  29.23210114
#> 835   34.73763980  14.96949602  29.35326936
#> 836   34.79833842  15.03153103  29.47491209
#> 837   34.85927666  15.09381095  29.59703504
#> 838   34.92045744  15.15633874  29.71964405
#> 839   34.98188371  15.21911742  29.84274503
#> 840   35.04355848  15.28215007  29.96634400
#> 841   35.10548481  15.34543982  30.09044711
#> 842   35.16766580  15.40898984  30.21506060
#> 843   35.23010464  15.47280339  30.34019081
#> 844   35.29280455  15.53688376  30.46584422
#> 845   35.35576882  15.60123430  30.59202742
#> 846   35.41900080  15.66585845  30.71874712
#> 847   35.48250390  15.73075968  30.84601015
#> 848   35.54628158  15.79594155  30.97382346
#> 849   35.61033739  15.86140767  31.10219416
#> 850   35.67467493  15.92716172  31.23112945
#> 851   35.73929787  15.99320746  31.36063671
#> 852   35.80420996  16.05954871  31.49072342
#> 853   35.86941502  16.12618937  31.62139725
#> 854   35.93491692  16.19313342  31.75266597
#> 855   36.00071963  16.26038490  31.88453754
#> 856   36.06682721  16.32794796  32.01702006
#> 857   36.13324376  16.39582679  32.15012178
#> 858   36.19997349  16.46402570  32.28385114
#> 859   36.26702070  16.53254908  32.41821673
#> 860   36.33438975  16.60140139  32.55322731
#> 861   36.40208512  16.67058720  32.68889184
#> 862   36.47011136  16.74011116  32.82521945
#> 863   36.53847312  16.80997803  32.96221945
#> 864   36.60717514  16.88019266  33.09990136
#> 865   36.67622228  16.95075999  33.23827490
#> 866   36.74561948  17.02168511  33.37734998
#> 867   36.81537180  17.09297315  33.51713674
#> 868   36.88548441  17.16462942  33.65764552
#> 869   36.95596257  17.23665928  33.79888689
#> 870   37.02681168  17.30906827  33.94087165
#> 871   37.09803724  17.38186199  34.08361085
#> 872   37.16964489  17.45504622  34.22711577
#> 873   37.24164039  17.52862683  34.37139794
#> 874   37.31402961  17.60260984  34.51646917
#> 875   37.38681858  17.67700139  34.66234151
#> 876   37.46001346  17.75180779  34.80902730
#> 877   37.53362055  17.82703547  34.95653917
#> 878   37.60764628  17.90269102  35.10489004
#> 879   37.68209726  17.97878118  35.25409312
#> 880   37.75698025  18.05531285  35.40416195
#> 881   37.83230215  18.13229310  35.55511039
#> 882   37.90807004  18.20972917  35.70695262
#> 883   37.98429118  18.28762846  35.85970318
#> 884   38.06097300  18.36599857  36.01337696
#> 885   38.13812311  18.44484728  36.16798921
#> 886   38.21574931  18.52418257  36.32355557
#> 887   38.29385960  18.60401260  36.48009207
#> 888   38.37246219  18.68434577  36.63761514
#> 889   38.45156547  18.76519066  36.79614165
#> 890   38.53117809  18.84655610  36.95568888
#> 891   38.61130890  18.92845114  37.11627458
#> 892   38.69196697  19.01088505  37.27791695
#> 893   38.77316165  19.09386737  37.44063469
#> 894   38.85490250  19.17740790  37.60444700
#> 895   38.93719936  19.26151668  37.76937357
#> 896   39.02006234  19.34620404  37.93543467
#> 897   39.10350182  19.43148060  38.10265110
#> 898   39.18752848  19.51735726  38.27104425
#> 899   39.27215328  19.60384523  38.44063612
#> 900   39.35738751  19.69095605  38.61144932
#> 901   39.44324278  19.77870159  38.78350711
#> 902   39.52973105  19.86709405  38.95683343
#> 903   39.61686459  19.95614600  39.13145293
#> 904   39.70465607  20.04587038  39.30739097
#> 905   39.79311854  20.13628051  39.48467368
#> 906   39.88226541  20.22739012  39.66332799
#> 907   39.97211054  20.31921335  39.84338162
#> 908   40.06266820  20.41176480  40.02486319
#> 909   40.15395309  20.50505950  40.20780218
#> 910   40.24598041  20.59911297  40.39222901
#> 911   40.33876581  20.69394121  40.57817509
#> 912   40.43232546  20.78956076  40.76567280
#> 913   40.52667608  20.88598868  40.95475563
#> 914   40.62183490  20.98324260  41.14545815
#> 915   40.71781976  21.08134074  41.33781607
#> 916   40.81464908  21.18030194  41.53186634
#> 917   40.91234193  21.28014568  41.72764716
#> 918   41.01091803  21.38089212  41.92519805
#> 919   41.11039779  21.48256211  42.12455992
#> 920   41.21080236  21.58517727  42.32577514
#> 921   41.31215363  21.68875998  42.52888760
#> 922   41.41447430  21.79333343  42.73394277
#> 923   41.51778790  21.89892167  42.94098782
#> 924   41.62211885  22.00554966  43.15007168
#> 925   41.72749248  22.11324328  43.36124513
#> 926   41.83393511  22.22202945  43.57456090
#> 927   41.94147407  22.33193608  43.79007376
#> 928   42.05013777  22.44299221  44.00784065
#> 929   42.15995577  22.55522805  44.22792080
#> 930   42.27095880  22.66867502  44.45037581
#> 931   42.38317888  22.78336584  44.67526985
#> 932   42.49664937  22.89933459  44.90266975
#> 933   42.61140501  23.01661679  45.13264517
#> 934   42.72748207  23.13524951  45.36526877
#> 935   42.84491839  23.25527140  45.60061638
#> 936   42.96375349  23.37672287  45.83876719
#> 937   43.08402865  23.49964612  46.07980397
#> 938   43.20578707  23.62408527  46.32381326
#> 939   43.32907393  23.75008652  46.57088562
#> 940   43.45393657  23.87769825  46.82111591
#> 941   43.58042460  24.00697114  47.07460353
#> 942   43.70859003  24.13795837  47.33145276
#> 943   43.83848748  24.27071576  47.59177303
#> 944   43.97017433  24.40530194  47.85567935
#> 945   44.10371092  24.54177859  48.12329261
#> 946   44.23916074  24.68021059  48.39474008
#> 947   44.37659069  24.82066630  48.67015580
#> 948   44.51607129  24.96321783  48.94968113
#> 949   44.65767699  25.10794124  49.23346526
#> 950   44.80148645  25.25491694  49.52166582
#> 951   44.94758288  25.40422995  49.81444956
#> 952   45.09605437  25.55597032  50.11199304
#> 953   45.24699433  25.71023350  50.41448343
#> 954   45.40050189  25.86712082  50.72211942
#> 955   45.55668243  26.02673996  51.03511216
#> 956   45.71564806  26.18920551  51.35368636
#> 957   45.87751827  26.35463960  51.67808147
#> 958   46.04242058  26.52317254  52.00855303
#> 959   46.21049127  26.69494362  52.34537417
#> 960   46.38187624  26.87010194  52.68883727
#> 961   46.55673191  27.04880738  53.03925581
#> 962   46.73522631  27.23123167  53.39696653
#> 963   46.91754024  27.41755958  53.76233176
#> 964   47.10386864  27.60799035  54.13574218
#> 965   47.29442211  27.80273920  54.51761980
#> 966   47.48942862  28.00203915  54.90842153
#> 967   47.68913557  28.20614302  55.30864314
#> 968   47.89381203  28.41532581  55.71882387
#> 969   48.10375139  28.62988737  56.13955169
#> 970   48.31927443  28.85015555  56.57146946
#> 971   48.54073289  29.07648983  57.01528205
#> 972   48.76851358  29.30928553  57.47176469
#> 973   49.00304333  29.54897890  57.94177276
#> 974   49.24479475  29.79605292  58.42625335
#> 975   49.49429305  30.05104439  58.92625904
#> 976   49.75212431  30.31455229  59.44296437
#> 977   50.01894537  30.58724790  59.97768563
#> 978   50.29549576  30.86988706  60.53190492
#> 979   50.58261247  31.16332518  61.10729958
#> 980   50.88124799  31.46853572  61.70577846
#> 981   51.19249290  31.78663325  62.32952709
#> 982   51.51760417  32.11890246  62.98106456
#> 983   51.85804137  32.46683501  63.66331584
#> 984   52.21551309  32.83217714  64.37970508
#> 985   52.59203784  33.21699178  65.13427743
#> 986   52.99002469  33.62374105  65.93186079
#> 987   53.41238238  34.05539773  66.77828439
#> 988   53.86266951  34.51559876  67.68067983
#> 989   54.34530635  35.00886175  68.64790554
#> 990   54.86588134  35.54089816  69.69116098
#> 991   55.43160829  36.11908064  70.82490296
#> 992   56.05203383  36.75316600  72.06826334
#> 993   56.74018057  37.45646357  73.44734004
#> 994   57.51449626  38.24782726  74.99910312
#> 995   58.40240924  39.15528929  76.77852025
#> 996   59.44741155  40.22329926  78.87275136
#> 997   60.72497566  41.52899133  81.43304669
#> 998   62.38524176  43.22581126  84.76029381
#> 999   64.80663077  45.70051165  89.61286514
#> 1000  69.67020919  50.67117077  99.35969268
# }