$d
  [1] -0.005245576 -0.005245576 -0.005245576 -0.005245576  0.049718198
  [6]  0.061723011 -0.632982227 -0.637352151 -0.423819536 -0.423819536
 [11] -0.563293564 -0.287461247 -0.423265820 -0.324361782 -0.324361782
 [16] -0.213011565 -0.360432714 -0.379730907 -0.221124755 -0.264546235
 [21] -0.124554822 -0.078917651 -0.255127048 -0.140648043 -0.063528371
 [26] -0.243899275 -0.090897556 -0.104689176 -0.186790908 -0.136863216
 [31] -0.272464059 -0.278498166 -0.278498166 -0.324522328 -0.307161387
 [36] -0.336836594 -0.325842709 -0.342389409 -0.317516834 -0.301532467
 [41] -0.307794124 -0.218055841 -0.239775526 -0.293464115 -0.254009945
 [46] -0.177773685 -0.259533373 -0.263179541 -0.247262381 -0.310688576
 [51] -0.138017726 -0.245876542 -0.244303701 -0.180965520 -0.254340991
 [56] -0.229467503 -0.290718676 -0.269382695 -0.185496070 -0.146536194
 [61] -0.210173473 -0.293784734 -0.284985222 -0.243362269 -0.255404191
 [66] -0.288271365 -0.312994985 -0.332131095 -0.167296453 -0.176969177
 [71] -0.268557154 -0.255479019 -0.218448613 -0.268928870 -0.248542608
 [76] -0.285053562 -0.320519412 -0.343882640 -0.284280450 -0.351389151
 [81] -0.161705821 -0.150836765 -0.307682882 -0.334974977 -0.323276787
 [86] -0.241977770 -0.283236888 -0.283236888 -0.334074012 -0.207965025
 [91] -0.198633363 -0.321346004 -0.197936285 -0.288029977 -0.249331713
 [96] -0.269114967 -0.156898210 -0.253040624 -0.281650655 -0.292974349

$sigmasq_delta
  [1] 1.020769620 1.020769620 1.020769620 1.020769620 0.996861209 1.011473028
  [7] 0.862674005 0.882392997 0.574540927 0.574540927 0.465454673 0.192193601
 [13] 0.239345454 0.137736152 0.137736152 0.152058314 0.130322244 0.066799280
 [19] 0.061037551 0.038962228 0.032325122 0.033791898 0.033838693 0.034442521
 [25] 0.029118838 0.034700073 0.034516745 0.035218979 0.034046782 0.037307705
 [31] 0.021512645 0.020953458 0.020953458 0.020634309 0.021448280 0.017591661
 [37] 0.021797360 0.020832425 0.013141947 0.016796472 0.019070042 0.020808312
 [43] 0.023333009 0.019986844 0.022013127 0.019044540 0.039734213 0.022064882
 [49] 0.011922567 0.014201439 0.014395005 0.018606454 0.017683760 0.020038870
 [55] 0.020034358 0.009431263 0.005785429 0.005487364 0.004091919 0.005152895
 [61] 0.004952114 0.004099540 0.004532255 0.004812546 0.002791691 0.003086351
 [67] 0.002225099 0.002206559 0.020722222 0.002451948 0.023011165 0.032320304
 [73] 0.010618998 0.015386845 0.017191463 0.009194734 0.017953662 0.015180249
 [79] 0.019349138 0.014727020 0.006525248 0.006153306 0.009144271 0.007659023
 [85] 0.007641271 0.009691347 0.008964498 0.008964498 0.009434133 0.005993628
 [91] 0.006857671 0.008797708 0.012623864 0.010857874 0.009098680 0.017839454
 [97] 0.017506682 0.016079498 0.015321092 0.013262754

$`mu[1]`
  [1] -0.03409561 -0.03409561 -0.03409561 -0.03409561 -0.04697227 -0.02377449
  [7] -1.10060306 -1.20907470 -1.51109668 -1.51109668 -2.27630498 -2.82463058
 [13] -2.68045008 -1.99412933 -1.99412933 -1.98996161 -1.85532934 -1.99815044
 [19] -2.04202526 -2.56037665 -1.54626597 -1.69183012 -1.72377960 -1.74247776
 [25] -1.73152736 -2.04696498 -1.97362439 -2.45965963 -2.39841542 -2.36878737
 [31] -2.55001682 -2.64318366 -2.64318366 -2.46522949 -2.37124295 -2.01698862
 [37] -1.81028677 -1.77067958 -1.76881148 -1.78950094 -1.77103474 -2.04445133
 [43] -2.17600225 -2.14757888 -2.24100442 -2.22609331 -2.28648526 -2.66958381
 [49] -2.46850785 -2.46134047 -2.37010833 -2.79361623 -2.86681669 -2.91636629
 [55] -2.98280861 -2.39692809 -2.26084663 -2.41852547 -2.26355826 -1.74775657
 [61] -1.74582288 -2.26957142 -2.67684845 -2.85379667 -2.77082723 -2.76880915
 [67] -3.13610238 -3.12375388 -1.77442722 -3.13829199 -2.15840341 -2.26902550
 [73] -2.07207692 -2.26700193 -2.47098295 -2.47694334 -1.74178601 -1.53611357
 [79] -1.79659535 -2.71455746 -2.61026011 -2.60612849 -2.35881921 -2.51206786
 [85] -2.87376548 -2.96865237 -3.06247438 -3.06247438 -2.83073176 -3.14945406
 [91] -3.00122812 -2.37234185 -2.41682930 -2.65225338 -2.50439686 -2.73784269
 [97] -2.71336556 -2.56214560 -2.61076463 -2.63854950

$`mu[2]`
  [1] -0.1327206 -0.1327206 -0.1327206 -0.1327206 -0.2754580 -0.3089602
  [7] -1.7210799 -1.7713000 -1.6632531 -1.6632531 -2.2651547 -1.6487661
 [13] -1.6472986 -2.2638077 -2.2638077 -2.0234359 -1.7383630 -2.1803507
 [19] -2.0862275 -2.0050831 -2.1817953 -2.2154572 -2.1189175 -2.4213554
 [25] -2.1646032 -2.0922170 -2.1699275 -2.6786964 -2.3057790 -2.2017044
 [31] -2.3883202 -2.4817583 -2.4817583 -2.2576775 -1.9011693 -1.7880326
 [37] -2.1230819 -1.9241931 -2.2687488 -2.2244758 -1.9375409 -2.1578149
 [43] -1.7171204 -1.7704458 -2.0691246 -2.5187925 -1.7563680 -2.3708767
 [49] -2.1406389 -2.4369398 -2.1731708 -2.1372819 -2.2008606 -2.2198917
 [55] -2.1521007 -1.9242582 -2.4085410 -2.3744730 -2.2207709 -2.3751633
 [61] -2.3945718 -1.8208701 -2.0988067 -2.3333495 -2.2225557 -1.7691981
 [67] -1.9912198 -1.9958669 -2.2897656 -2.5293501 -2.0096969 -2.0809416
 [73] -2.2298146 -2.1519156 -1.6876208 -2.2148038 -2.1272561 -2.4398386
 [79] -2.0647540 -1.9683014 -2.6602528 -2.6399557 -2.4167198 -2.2588681
 [85] -2.2253080 -2.1763615 -2.0109871 -2.0109871 -2.0110151 -2.2021156
 [91] -2.0662802 -2.1531311 -2.3542076 -2.0441740 -2.1324384 -2.3975837
 [97] -2.4762854 -2.2621944 -2.2393433 -2.3056909

$`mu[3]`
  [1] -0.1571903 -0.1571903 -0.1571903 -0.1571903 -0.2193548 -0.2395898
  [7] -1.7531339 -1.6978065 -1.7482663 -1.7482663 -1.8552797 -2.4282195
 [13] -2.5402398 -2.5441760 -2.5441760 -2.2083394 -1.8611715 -1.6816708
 [19] -1.7701307 -2.2335834 -1.9607503 -1.8198389 -1.8533459 -1.9378673
 [25] -2.1235078 -1.8449851 -1.9184948 -1.8315853 -1.8595531 -1.9018365
 [31] -2.2760984 -2.2433872 -2.2433872 -1.8637095 -2.2772133 -2.1423933
 [37] -1.9325750 -1.9040339 -1.9310524 -1.9364966 -2.1910049 -2.4213474
 [43] -2.3291235 -2.1598164 -1.9268972 -1.9294131 -1.6710865 -2.0608873
 [49] -2.2028165 -2.5179000 -2.2437158 -2.3464022 -2.3810565 -2.4474501
 [55] -2.4272929 -2.0115991 -2.1369186 -1.9953077 -2.2222966 -2.2786293
 [61] -2.2941548 -2.2361181 -2.0475417 -2.1399062 -2.1638531 -1.7688870
 [67] -1.8199466 -1.8022104 -2.3268059 -1.8516719 -2.4231234 -1.5199196
 [73] -1.7653861 -1.8715512 -2.5159862 -2.0192362 -2.3648105 -1.9650595
 [79] -1.8342959 -2.4252639 -2.1386593 -2.1230173 -2.0560023 -2.0327375
 [85] -2.0023493 -1.9667453 -2.1018879 -2.1018879 -2.1485152 -2.1272470
 [91] -2.0841848 -2.0494722 -2.0736632 -2.3925041 -2.4406475 -2.5915496
 [97] -2.6280425 -2.5680177 -2.5314515 -2.2454562

$`mu[4]`
  [1] -2.487909 -2.487909 -2.487909 -2.487909 -2.408327 -2.393845 -2.202300
  [8] -2.394630 -2.364091 -2.364091 -2.264899 -2.592992 -2.186573 -2.466112
 [15] -2.466112 -2.547377 -2.474087 -2.454744 -2.378355 -2.306539 -2.483593
 [22] -2.319157 -2.474087 -2.488322 -2.261392 -2.519936 -2.425155 -2.538208
 [29] -2.370430 -2.398912 -2.489376 -2.479877 -2.479877 -2.446798 -2.291378
 [36] -2.323971 -2.309690 -2.355359 -2.356880 -2.427487 -2.383607 -2.358598
 [43] -2.354180 -2.243326 -2.338846 -2.487187 -2.462327 -2.376024 -2.357728
 [50] -2.304191 -2.528547 -2.295569 -2.418115 -2.315354 -2.360870 -2.401020
 [57] -2.406886 -2.357609 -2.441656 -2.394208 -2.517604 -2.373243 -2.359033
 [64] -2.459322 -2.232592 -2.268539 -2.498253 -2.509034 -2.309075 -2.400060
 [71] -2.315738 -2.503155 -2.423322 -2.457310 -2.334790 -2.425389 -2.343965
 [78] -2.407059 -2.433460 -2.355818 -2.507099 -2.515559 -2.273322 -2.337164
 [85] -2.305120 -2.395205 -2.359503 -2.359503 -2.300340 -2.423123 -2.481363
 [92] -2.389168 -2.400111 -2.224917 -2.449505 -2.464362 -2.526316 -2.437419
 [99] -2.431159 -2.461716

$`mu[5]`
  [1] -0.5698148 -0.5698148 -0.5698148 -0.5698148 -0.7183395 -0.7446967
  [7] -3.0870848 -2.9770675 -1.9749480 -1.9749480 -2.4949906 -2.5525830
 [13] -2.4970514 -2.6612506 -2.6612506 -2.4986566 -2.3390082 -2.5212997
 [19] -2.4136765 -2.7063079 -2.5951425 -2.7421452 -2.6110391 -2.3510984
 [25] -2.3656415 -2.4890351 -2.5469322 -2.5154182 -2.4029285 -2.3813952
 [31] -2.3540005 -2.3190459 -2.3190459 -2.2112178 -2.3004788 -2.5610452
 [37] -2.0954644 -2.1544814 -2.5208097 -2.3605972 -2.6838509 -2.2256207
 [43] -2.7098589 -2.3175466 -2.3697023 -2.2833557 -2.6369845 -2.2900772
 [49] -2.5330435 -2.6253681 -2.1685627 -2.4883316 -2.5796746 -2.5146690
 [55] -2.3381721 -2.3545779 -2.3147858 -2.1658046 -2.4125931 -2.3531579
 [61] -2.3277089 -2.4540707 -2.3004396 -2.2404306 -2.4691918 -2.3617153
 [67] -2.4387000 -2.4454500 -2.3126980 -2.4195975 -2.3953840 -2.4238624
 [73] -2.4681306 -2.1509879 -2.3743259 -2.5229881 -2.2395022 -2.1859690
 [79] -2.3169951 -2.4306953 -2.3046998 -2.3394002 -2.2265541 -2.3941828
 [85] -2.4340790 -2.3070398 -2.2451070 -2.2451070 -2.2690586 -2.5193737
 [91] -2.3461451 -2.3227275 -2.4585307 -2.3310297 -2.1989203 -2.3445630
 [97] -2.3173461 -2.4768267 -2.4921753 -2.1346768

$`mu[6]`
  [1] -0.1520512 -0.1520512 -0.1520512 -0.1520512 -0.2005169 -0.2719474
  [7] -1.4241305 -1.3883198 -1.5555935 -1.5555935 -1.4890465 -2.3854330
 [13] -2.4176484 -2.5497530 -2.5497530 -2.4984477 -2.1603249 -1.5498762
 [19] -1.7168442 -2.3930212 -2.2453489 -2.0061994 -2.4179242 -2.3112221
 [25] -2.5132803 -2.1852822 -2.1614011 -2.0245197 -2.0346328 -2.0568324
 [31] -2.0306847 -2.0380458 -2.0380458 -2.0853622 -2.2045954 -2.2409111
 [37] -2.0940991 -2.0392661 -2.2248931 -2.0805404 -2.1076338 -2.2640934
 [43] -2.1458485 -2.3732354 -1.9575817 -1.9584307 -1.8524779 -1.8284592
 [49] -2.3618184 -2.1803113 -2.1823128 -2.9123603 -2.9341849 -2.5560062
 [55] -2.5381083 -3.0450444 -2.5891838 -2.6753724 -2.5904682 -2.3857253
 [61] -2.3907920 -2.2514541 -2.4935683 -2.3185789 -2.1382825 -2.5330283
 [67] -1.6465079 -1.6484885 -2.6220560 -2.1994508 -2.1974040 -2.0521682
 [73] -1.9053485 -2.1270003 -1.9264530 -1.7819898 -2.1903496 -2.1196807
 [79] -2.0690094 -2.7939294 -3.0902804 -3.1464300 -3.2686178 -3.2375830
 [85] -2.8256907 -2.8461554 -2.6676101 -2.6676101 -2.5565694 -2.2081955
 [91] -2.0334863 -2.7541751 -2.7474602 -2.4061764 -2.7524644 -2.4276615
 [97] -2.3807957 -2.3623110 -2.3857166 -2.4964354

$`mu[7]`
  [1] -1.362593 -1.362593 -1.362593 -1.362593 -1.445366 -1.437122 -1.741965
  [8] -1.725732 -1.473058 -1.473058 -1.693477 -1.609079 -1.486977 -1.572452
 [15] -1.572452 -1.769006 -1.646242 -1.687595 -1.837115 -1.880795 -1.941570
 [22] -1.604553 -1.681624 -1.700058 -1.837040 -1.816501 -1.835066 -1.650742
 [29] -1.681698 -1.732880 -1.721017 -1.753670 -1.753670 -1.678402 -1.650903
 [36] -1.738460 -1.688794 -1.660468 -1.757064 -1.648971 -1.721417 -1.791020
 [43] -1.694513 -1.647546 -1.723335 -1.687725 -1.663663 -1.717224 -1.720159
 [50] -1.618398 -1.679374 -1.720814 -1.709019 -1.689437 -1.724254 -1.713600
 [57] -1.654489 -1.745748 -1.697504 -1.790241 -1.699980 -1.772611 -1.493163
 [64] -1.674002 -1.904006 -1.642996 -1.697497 -1.720014 -1.750131 -1.808511
 [71] -1.629273 -1.745896 -1.702380 -1.681330 -1.769544 -1.826463 -1.591491
 [78] -1.563440 -1.682272 -1.593902 -1.639387 -1.690031 -1.814790 -1.601441
 [85] -1.865250 -1.607575 -1.778757 -1.778757 -1.712211 -1.673725 -1.833191
 [92] -1.662980 -1.781760 -1.666773 -1.641157 -1.625032 -1.641896 -1.747277
 [99] -1.729008 -1.646023

$`mu[8]`
  [1] -0.8628988 -0.8628988 -0.8628988 -0.8628988 -0.9302960 -1.0194235
  [7] -2.7595965 -2.6610381 -1.7450378 -1.7450378 -2.2270167 -2.0630226
 [13] -2.1573685 -2.1292086 -2.1292086 -1.9660148 -2.0776957 -2.2478660
 [19] -2.2779107 -1.9868544 -2.1037756 -2.2167672 -2.2450084 -2.2897064
 [25] -2.1374367 -2.2985313 -2.2429181 -2.1491934 -2.2095442 -2.1307591
 [31] -2.2824083 -2.3339586 -2.3339586 -2.0540274 -2.1010959 -2.0662249
 [37] -2.1051906 -2.1351513 -1.9944639 -2.1386352 -2.0534575 -2.0126927
 [43] -2.2490393 -1.9173487 -2.1087843 -2.1191202 -2.0641231 -1.9692015
 [49] -2.1896340 -2.3276978 -1.8978293 -2.3419784 -2.1909778 -2.2546860
 [55] -2.1596752 -2.0748722 -2.0878330 -2.0553977 -2.1805417 -2.0455091
 [61] -2.0538162 -2.2324093 -1.9398426 -2.2509940 -1.9013447 -1.9080370
 [67] -2.2771326 -2.2736015 -1.9034801 -2.3183108 -2.2453871 -2.1709540
 [73] -2.1103300 -2.1532157 -2.0457467 -2.1075777 -1.9825142 -2.0432732
 [79] -2.0446449 -2.0063371 -2.1435064 -2.1414674 -2.0470049 -1.9860002
 [85] -2.0877070 -2.1588045 -1.9679667 -1.9679667 -2.0973687 -2.2106083
 [91] -2.1611412 -2.0144075 -2.1586728 -2.0588245 -2.1510493 -2.1239682
 [97] -2.1427178 -1.9450858 -1.9536534 -1.9483101

$`mu[9]`
  [1] -0.5115976 -0.5115976 -0.5115976 -0.5115976 -0.5617668 -0.5748368
  [7] -2.6541156 -2.5700807 -1.6325625 -1.6325625 -2.2121596 -1.8591771
 [13] -1.8942262 -1.9058351 -1.9058351 -1.9245015 -1.9436641 -1.9795106
 [19] -1.9867842 -1.7959200 -1.9336189 -2.2457022 -2.0881659 -2.0955726
 [25] -2.0060134 -1.9363192 -1.9274924 -1.9595135 -1.9750551 -2.0442868
 [31] -1.8273316 -1.8321694 -1.8321694 -2.0018272 -1.9821920 -2.0750547
 [37] -2.1079606 -2.1438600 -2.0407004 -1.8255659 -1.9194146 -2.0492839
 [43] -1.7662679 -1.9215063 -1.8425254 -2.0270595 -2.1229055 -1.7731441
 [49] -1.9853233 -2.0285399 -1.7268590 -2.0636327 -2.0689515 -1.9455607
 [55] -1.8721341 -1.9968485 -1.8252988 -2.0189338 -2.0103119 -1.9709182
 [61] -1.9400581 -1.9332369 -2.0168094 -1.7500877 -2.1573274 -1.8237181
 [67] -2.0843397 -2.0686796 -1.8301882 -2.0382913 -1.9648438 -1.8394292
 [73] -1.8661626 -2.1901637 -1.8372436 -1.9912390 -1.8571889 -1.9452078
 [79] -1.8079612 -2.1095436 -1.9796018 -2.0694938 -1.9465777 -2.0021436
 [85] -1.9967228 -2.1729698 -1.8949706 -1.8949706 -1.8530041 -2.0881174
 [91] -2.0337508 -1.8960527 -2.0301835 -1.7286251 -1.7995630 -2.1266567
 [97] -2.0861549 -2.2398438 -2.0551965 -2.1514641

$`mu[10]`
  [1] -3.227049 -3.227049 -3.227049 -3.227049 -3.051631 -2.947420 -2.340437
  [8] -2.269993 -2.315314 -2.315314 -2.326891 -2.240180 -2.306113 -2.112935
 [15] -2.112935 -2.422692 -2.240602 -2.412534 -2.261623 -2.111256 -2.231968
 [22] -2.253268 -2.170413 -2.162249 -2.164423 -2.290965 -2.288356 -2.237008
 [29] -2.167772 -2.289820 -2.269266 -2.271498 -2.271498 -2.210445 -2.202364
 [36] -2.200065 -2.207646 -2.138388 -2.235487 -2.290475 -2.137632 -2.322422
 [43] -2.199641 -2.290432 -2.194071 -2.220548 -2.233978 -2.235388 -2.253677
 [50] -2.264665 -2.259531 -2.291413 -2.381219 -2.192139 -2.365151 -2.222546
 [57] -2.178826 -2.289717 -2.202151 -2.232292 -2.296557 -2.192658 -2.213621
 [64] -2.270273 -2.323919 -2.213571 -2.097148 -2.103917 -2.272595 -2.170469
 [71] -2.229859 -2.307589 -2.187447 -2.299232 -2.185468 -2.265397 -2.309983
 [78] -2.185262 -2.231907 -2.187975 -2.161878 -2.228996 -2.355772 -2.285524
 [85] -2.139263 -2.171099 -2.090487 -2.090487 -2.229511 -2.261326 -2.293215
 [92] -2.173672 -2.238195 -2.192180 -2.308632 -2.243721 -2.220095 -2.411440
 [99] -2.446270 -2.103384

$`mu[11]`
  [1] -1.244115 -1.244115 -1.244115 -1.244115 -1.352082 -1.380838 -2.667180
  [8] -2.600806 -1.895833 -1.895833 -2.236465 -2.392654 -2.299841 -2.248699
 [15] -2.248699 -2.418901 -2.577770 -1.979220 -2.202186 -2.505418 -2.654839
 [22] -2.180916 -2.093592 -2.520775 -2.410726 -2.309850 -2.290029 -2.506687
 [29] -2.360251 -2.440864 -2.242455 -2.285330 -2.285330 -2.236316 -2.452050
 [36] -2.073654 -2.487289 -2.529024 -2.195957 -2.066881 -2.365016 -2.319910
 [43] -2.234675 -2.254184 -2.243843 -2.314257 -2.255173 -2.436694 -2.255337
 [50] -2.377039 -2.180027 -2.435517 -2.462685 -2.611237 -2.704192 -2.048498
 [57] -2.570332 -2.627489 -2.388558 -2.377578 -2.429615 -2.282892 -2.234619
 [64] -2.322130 -2.202067 -2.294726 -2.255964 -2.261632 -2.385055 -2.246926
 [71] -2.384625 -2.325114 -2.360989 -2.326273 -2.341905 -2.302535 -2.330355
 [78] -2.243249 -2.467635 -2.230359 -2.523567 -2.522918 -2.122434 -2.101221
 [85] -2.469793 -2.197560 -2.324822 -2.324822 -2.202177 -2.457923 -2.435620
 [92] -2.301645 -2.259702 -2.297725 -2.370384 -2.251812 -2.114659 -2.156654
 [99] -2.262434 -2.349263

$`mu[12]`
  [1] -0.3345269 -0.3345269 -0.3345269 -0.3345269 -0.4325794 -0.4961323
  [7] -2.0885918 -1.9991799 -1.1725940 -1.1725940 -1.7114650 -1.8815477
 [13] -0.9743305 -1.9429885 -1.9429885 -1.2708551 -1.9551892 -1.3537126
 [19] -1.4927804 -1.8370765 -1.6380579 -1.2726389 -1.3448814 -1.4593220
 [25] -1.5527653 -1.5963272 -1.6685748 -1.3273914 -1.3800017 -1.3350045
 [31] -1.7330427 -1.7040503 -1.7040503 -1.4943717 -1.5628087 -1.4219408
 [37] -1.5071045 -1.5520575 -1.2789126 -1.3815403 -1.4585818 -1.3954160
 [43] -1.4933091 -1.6701575 -1.4231575 -1.5190213 -1.4326344 -1.3933412
 [49] -1.2856536 -1.3906334 -1.4553922 -1.4522072 -1.4722179 -1.4141427
 [55] -1.4640240 -1.4355976 -1.4912491 -1.4989212 -1.5398365 -1.5238349
 [61] -1.4953490 -1.4596254 -1.3988694 -1.4847908 -1.4044582 -1.4900364
 [67] -1.3489607 -1.2978886 -1.4304917 -1.3900631 -1.2455487 -1.5664345
 [73] -1.5424533 -1.6354489 -1.5425784 -1.3511667 -1.5251330 -1.3897453
 [79] -1.5778493 -1.2208982 -1.5534828 -1.6178358 -1.3294912 -1.3142189
 [85] -1.5795870 -1.3747371 -1.5285933 -1.5285933 -1.3879460 -1.5481992
 [91] -1.5767657 -1.5109192 -1.5523000 -1.2871027 -1.5778566 -1.4341088
 [97] -1.4217981 -1.3401449 -1.3525692 -1.5296085

$`mu[13]`
  [1] -0.5905997 -0.5905997 -0.5905997 -0.5905997 -0.6654930 -0.7228782
  [7] -3.4065156 -3.3512158 -3.4040272 -3.4040272 -2.5215409 -3.1652285
 [13] -2.4596086 -2.7633363 -2.7633363 -2.9073670 -2.8347434 -2.8711178
 [19] -2.8558551 -2.8757229 -3.2463234 -2.9675574 -2.9408544 -2.7112999
 [25] -3.2256749 -3.3625335 -3.3584847 -3.1278893 -3.1513212 -3.2495009
 [31] -2.6664278 -2.6439052 -2.6439052 -2.5942028 -2.5518332 -2.8928034
 [37] -2.8969162 -3.0007374 -2.8204119 -2.7838202 -2.8025746 -3.1265911
 [43] -2.8350711 -2.8561642 -3.2004979 -2.6924076 -2.7628644 -3.0046193
 [49] -3.2177523 -3.1481703 -3.1512174 -2.9375753 -2.8636532 -2.7712089
 [55] -2.8313456 -3.0407242 -2.7711464 -2.7072700 -2.9432433 -2.9530319
 [61] -3.0295063 -3.6087113 -3.1632128 -3.2774752 -2.9673634 -3.3000828
 [67] -2.9594206 -2.9088040 -2.9578234 -3.0998552 -2.8941147 -2.7729049
 [73] -2.5141979 -2.8100196 -2.7975090 -3.2368510 -2.8887430 -3.1374903
 [79] -2.9068774 -2.8418711 -2.8939905 -2.8841621 -3.1597053 -3.2344212
 [85] -2.9206234 -2.9371584 -3.1379852 -3.1379852 -3.1908063 -3.2529540
 [91] -3.1288032 -2.8363958 -3.0087435 -3.2670858 -3.4382269 -2.8280615
 [97] -2.8600182 -2.8920069 -2.8436357 -2.6741807

$`mu[14]`
  [1] -1.363932 -1.363932 -1.363932 -1.363932 -1.521850 -1.566294 -3.378805
  [8] -3.206779 -2.149916 -2.149916 -2.990353 -3.207297 -2.756755 -2.960542
 [15] -2.960542 -2.715011 -2.942886 -2.762838 -2.800244 -2.774201 -2.948318
 [22] -2.603866 -2.728822 -2.880380 -2.644573 -2.758615 -2.714676 -2.807217
 [29] -2.887052 -2.971197 -2.783039 -2.777696 -2.777696 -2.646607 -2.803031
 [36] -2.781084 -2.733101 -2.722609 -2.617682 -2.811591 -2.741772 -2.826703
 [43] -2.833015 -2.888153 -2.537259 -3.132805 -2.716513 -2.753118 -2.725345
 [50] -2.780766 -2.875554 -2.626862 -2.654230 -2.748631 -2.660100 -2.861565
 [57] -2.743175 -2.614444 -2.635368 -2.804830 -2.751848 -2.733214 -2.651516
 [64] -2.818018 -2.597231 -2.568000 -2.732430 -2.714024 -2.569851 -2.740239
 [71] -2.704421 -2.785604 -2.775455 -2.600708 -2.791472 -2.559123 -2.831755
 [78] -2.627534 -2.786049 -2.694626 -2.743620 -2.816728 -2.629362 -2.639720
 [85] -2.638053 -2.702060 -2.792248 -2.792248 -2.822142 -2.527049 -2.635655
 [92] -2.941768 -2.722880 -2.686690 -2.872137 -2.978531 -2.921474 -2.982682
 [99] -2.962316 -2.767808

$`mu[15]`
  [1] -0.2564756 -0.2564756 -0.2564756 -0.2564756 -0.2124051 -0.2022579
  [7] -1.6002475 -1.6374916 -1.0498463 -1.0498463 -1.2511285 -1.5809624
 [13] -1.1207985 -1.3500501 -1.3500501 -1.3170847 -1.3669364 -1.5447174
 [19] -1.3517823 -1.3451205 -1.5527012 -1.3646004 -1.4818639 -1.2282127
 [25] -1.4298390 -1.6301956 -1.5313160 -1.4316528 -1.5623809 -1.4376258
 [31] -1.1624188 -1.1577277 -1.1577277 -1.2076173 -1.3119042 -1.0125365
 [37] -1.3639332 -1.3659393 -1.3623912 -1.5578405 -1.5918129 -1.0967321
 [43] -1.5491601 -1.3857688 -1.6277399 -0.9630250 -1.6728724 -0.9778507
 [49] -1.3638568 -1.2558795 -1.2198215 -1.3626237 -1.3522559 -1.5834842
 [55] -1.5459269 -1.1834295 -1.6188203 -1.4801337 -1.3153766 -1.2993535
 [61] -1.2923098 -1.4187658 -1.3408932 -1.3472583 -1.3223375 -1.3532865
 [67] -1.2308150 -1.2266371 -1.1857430 -1.5119751 -1.3513903 -1.2426368
 [73] -1.3202780 -1.1181025 -1.5437346 -1.4571437 -1.1981649 -0.9764315
 [79] -1.3497604 -1.1374315 -1.5169813 -1.6017276 -1.6637939 -1.4295014
 [85] -1.5345144 -1.1719049 -1.4115114 -1.4115114 -1.3170617 -1.4121648
 [91] -1.3189603 -0.9866606 -1.2951409 -1.6284903 -1.4334909 -1.4088148
 [97] -1.4416671 -1.6635739 -1.6882368 -1.9541133

$`mu[16]`
  [1] -0.2505895 -0.2505895 -0.2505895 -0.2505895 -0.3476755 -0.4046901
  [7] -2.1327684 -1.8987377 -1.3670904 -1.3670904 -1.6566246 -1.5205703
 [13] -1.5707262 -1.4389796 -1.4389796 -1.6086860 -1.4135770 -1.5912775
 [19] -1.4651806 -1.5374844 -1.6166263 -1.3417124 -1.3652706 -1.7003042
 [25] -1.5208514 -1.5198807 -1.6641061 -1.2952347 -1.7728501 -1.6975960
 [31] -1.3735829 -1.3165143 -1.3165143 -1.2918252 -1.6088072 -1.4523397
 [37] -1.3300981 -1.3390785 -1.3770605 -1.4080589 -1.7419244 -1.3320184
 [43] -1.4778891 -1.2721816 -1.7405557 -1.4749103 -1.4742220 -1.5129317
 [49] -1.1223696 -1.5605341 -1.5389883 -1.6649455 -1.6893885 -1.4617451
 [55] -1.5492987 -1.4916183 -1.5678349 -1.4051817 -1.3750837 -1.5287280
 [61] -1.4873003 -1.4058513 -1.4099005 -1.4636289 -1.4895835 -1.4272922
 [67] -1.6304100 -1.6465002 -1.5562113 -1.6010436 -1.6890643 -1.3973600
 [73] -1.4731524 -1.7045118 -1.2824420 -1.5547161 -1.2633594 -1.5907612
 [79] -1.5642674 -1.2396520 -1.7502935 -1.7428674 -1.3874678 -1.4863525
 [85] -1.4969990 -1.4317507 -1.4338739 -1.4338739 -1.6672903 -1.3086841
 [91] -1.4573182 -1.6060363 -1.6120565 -1.4173858 -1.4180229 -1.4768884
 [97] -1.4431915 -1.2585759 -1.1765552 -1.2386016

$`mu[17]`
  [1] -0.3174822 -0.3174822 -0.3174822 -0.3174822 -0.4004107 -0.4619668
  [7] -2.0889299 -2.1217120 -1.6342944 -1.6342944 -1.7916424 -1.8524562
 [13] -2.1236512 -1.8532530 -1.8532530 -1.8954272 -1.6629643 -1.9097419
 [19] -1.7812535 -1.9806138 -2.2593140 -1.7796505 -1.6991022 -2.3415081
 [25] -2.4534674 -2.4427644 -2.4062612 -2.1389730 -2.0966039 -1.9580225
 [31] -2.2640632 -2.1581487 -2.1581487 -1.9507994 -2.0960403 -1.7641542
 [37] -2.0924718 -2.1773347 -1.7121788 -1.4984448 -1.4144372 -2.1031540
 [43] -1.8752049 -2.2260685 -2.0502538 -1.7809349 -2.2515523 -2.5105602
 [49] -3.0526664 -2.6634198 -2.6163849 -2.4631196 -2.4257416 -2.3243400
 [55] -2.3557076 -1.9846338 -1.8157732 -1.9126874 -1.9205833 -2.1144946
 [61] -2.0799495 -2.0561079 -2.0161143 -2.2192146 -1.9286363 -1.9794005
 [67] -1.9511476 -1.9251473 -2.1357135 -2.2733112 -1.8976712 -2.0016772
 [73] -2.2666697 -2.1533639 -1.8599062 -2.2896149 -1.9236739 -1.9906468
 [79] -2.0497582 -1.7803029 -2.1197544 -2.1520717 -1.9590229 -1.8194616
 [85] -1.5814089 -1.9356814 -2.1518252 -2.1518252 -1.9526163 -1.8980455
 [91] -1.9711404 -1.8867734 -2.2140361 -2.0260802 -2.1153477 -1.9282735
 [97] -1.8910510 -2.0650502 -2.1290447 -1.8366910

$`mu[18]`
  [1] -0.1990164 -0.1990164 -0.1990164 -0.1990164 -0.2182402 -0.3097874
  [7] -2.6298913 -2.6314762 -2.6865111 -2.6865111 -2.5857104 -3.1802739
 [13] -2.9725688 -3.3202612 -3.3202612 -3.0694748 -2.7052396 -3.1478363
 [19] -3.1574121 -3.0734831 -3.0955963 -3.0059106 -2.8957157 -2.7563098
 [25] -2.4641161 -2.4691876 -2.4516772 -2.9581676 -2.5707249 -2.6069004
 [31] -2.9397783 -2.9127477 -2.9127477 -2.9466272 -2.4516357 -2.6043480
 [37] -2.3050084 -2.4043655 -2.8627479 -2.8388992 -2.9382845 -2.9053876
 [43] -3.2078562 -3.5223572 -3.8225035 -2.7256880 -2.8110555 -2.6090873
 [49] -2.6842937 -3.0956320 -3.1409528 -3.2337999 -3.1427012 -3.1463182
 [55] -3.2843799 -3.1585944 -3.3318552 -3.4895836 -3.1907156 -3.4396683
 [61] -3.4067092 -3.0187257 -3.1462838 -3.2863756 -3.4119696 -3.0286521
 [67] -3.4284055 -3.4264304 -3.3495810 -2.9926141 -2.8762169 -3.1704539
 [73] -2.9969774 -3.1177101 -2.7985110 -2.9769705 -2.6014077 -2.6775684
 [79] -2.8223835 -3.2631052 -2.9696796 -2.9990604 -2.5342514 -2.7431382
 [85] -2.7799406 -3.1097656 -2.7623324 -2.7623324 -2.5750122 -2.6760451
 [91] -2.6235816 -2.9801945 -3.1209263 -2.9303186 -2.9262540 -3.1040200
 [97] -3.0690266 -2.9222055 -2.8677218 -2.7248169

$`mu[19]`
  [1] -0.2340241 -0.2340241 -0.2340241 -0.2340241 -0.2872591 -0.3470145
  [7] -2.4181285 -2.3841445 -2.7469906 -2.7469906 -2.4131748 -3.4393692
 [13] -3.5862219 -3.7907936 -3.7907936 -3.7961817 -3.5119171 -3.3697385
 [19] -3.3800520 -2.5087383 -2.9313952 -3.9969869 -3.8099376 -3.8789511
 [25] -4.0659547 -3.9812149 -3.9511631 -3.5167204 -3.7346853 -3.7879876
 [31] -3.1751954 -3.1820815 -3.1820815 -3.1515689 -3.1126179 -2.9150277
 [37] -3.5743011 -3.5210498 -2.9939513 -3.1894791 -2.8902675 -2.8134900
 [43] -3.1416040 -3.1812736 -3.3283173 -3.2030390 -3.5083398 -3.3588457
 [49] -3.4218424 -3.1636458 -3.3926868 -3.7071915 -3.7584181 -3.7339856
 [55] -3.6905182 -3.5819627 -3.4316924 -3.3508197 -3.1059268 -3.1598232
 [61] -3.0995617 -3.3727192 -4.0675597 -3.9353342 -3.8241307 -2.9078807
 [67] -3.6030182 -3.6345943 -3.0670256 -3.7537496 -3.8828206 -3.3870503
 [73] -3.4135289 -3.5303826 -3.4253106 -3.3096522 -3.1072210 -3.2196206
 [79] -3.1001100 -2.7928035 -3.0796809 -3.0134480 -3.0289260 -3.0438726
 [85] -2.8212139 -3.1050698 -3.1992423 -3.1992423 -3.1674289 -3.4364891
 [91] -3.4293571 -3.7026497 -3.5408826 -3.5870442 -3.6132565 -3.5453011
 [97] -3.4010118 -3.2456626 -3.1697495 -3.3662006

$`mu[20]`
  [1] -0.2231505 -0.2231505 -0.2231505 -0.2231505 -0.2819291 -0.2816395
  [7] -1.7918042 -1.7605389 -1.0118446 -1.0118446 -1.5216492 -1.5769272
 [13] -1.7633386 -1.3405097 -1.3405097 -1.8264833 -1.1779627 -1.7644898
 [19] -1.7140966 -1.3917420 -1.7233280 -1.3010859 -1.5453893 -1.6900744
 [25] -1.5839343 -1.4711421 -1.5484053 -1.3390245 -1.3718551 -1.3264531
 [31] -1.6861058 -1.6252614 -1.6252614 -1.4765602 -1.4902937 -1.3236874
 [37] -1.5131262 -1.5252425 -1.5330622 -1.2692859 -1.3837332 -1.6112980
 [43] -1.5218943 -1.2471229 -1.4768961 -1.4147867 -1.4960644 -1.3261600
 [49] -1.5495230 -1.2850290 -1.6976659 -1.5137417 -1.5110861 -1.7126765
 [55] -1.7242089 -1.2881895 -1.7261130 -1.6366659 -1.5290361 -1.6182770
 [61] -1.6496819 -1.3755850 -1.5190355 -1.3747518 -1.5469092 -1.4869806
 [67] -1.3879917 -1.4162570 -1.5098341 -1.4329948 -1.2083586 -1.5720588
 [73] -1.6006844 -1.2351880 -1.6426661 -1.4207490 -1.4702356 -1.4961808
 [79] -1.4155440 -1.5480854 -1.5030785 -1.4951885 -1.5337259 -1.4169701
 [85] -1.6810008 -1.4393212 -1.5211335 -1.5211335 -1.6134022 -1.4533275
 [91] -1.3462765 -1.4343705 -1.3153430 -1.5627229 -1.3805938 -1.6083036
 [97] -1.5549281 -1.3638937 -1.2905595 -1.3189635

$`mu[21]`
  [1] -0.5720996 -0.5720996 -0.5720996 -0.5720996 -0.7171105 -0.8169757
  [7] -2.8482501 -2.7903070 -1.5339256 -1.5339256 -2.2882495 -2.2537418
 [13] -2.1416630 -2.1951930 -2.1951930 -1.8905118 -2.0571880 -2.0247985
 [19] -2.1009048 -2.3750441 -2.0550704 -1.9384358 -2.0577023 -2.1209173
 [25] -2.3837584 -2.4938848 -2.5904635 -2.0024732 -2.2326668 -2.3284730
 [31] -2.1250909 -2.1012462 -2.1012462 -1.9926982 -2.1531702 -2.0544391
 [37] -2.1598151 -2.1077476 -1.8195364 -1.8896832 -2.0846802 -2.0555094
 [43] -2.2150561 -2.2462708 -2.0890279 -2.1953160 -2.0771356 -2.1754331
 [49] -2.0240739 -2.3704064 -1.8914761 -2.3926279 -2.4212971 -2.4162946
 [55] -2.3961102 -1.8110803 -2.3637834 -2.1982874 -1.9904885 -2.3392845
 [61] -2.2276850 -2.0427905 -2.2073333 -2.2632745 -2.0469257 -2.1486053
 [67] -2.1473707 -2.1509253 -2.0146722 -2.2507033 -2.0092878 -2.0582672
 [73] -2.2722392 -1.9372099 -2.1913659 -2.2315187 -2.1166575 -1.8072985
 [79] -2.1478943 -2.0614143 -2.1382258 -2.1606990 -2.1440492 -2.2404381
 [85] -1.8384525 -2.2039330 -1.9550246 -1.9550246 -1.9695009 -2.2703498
 [91] -2.3165980 -2.0399711 -2.1167103 -2.2498627 -2.1684710 -2.1029662
 [97] -2.1182234 -2.0046101 -2.0781706 -2.2799478

$`mu[22]`
  [1] -1.187779 -1.187779 -1.187779 -1.187779 -1.308033 -1.362619 -3.723381
  [8] -3.615433 -2.486599 -2.486599 -2.903893 -2.904763 -2.690687 -2.855120
 [15] -2.855120 -2.798586 -2.578814 -2.805112 -2.975955 -2.658079 -2.826041
 [22] -2.894497 -2.943953 -3.129174 -3.073902 -3.018042 -3.004928 -3.028745
 [29] -2.816935 -2.850995 -2.729381 -2.805983 -2.805983 -3.054244 -2.780079
 [36] -2.859232 -2.753037 -2.799539 -2.691866 -2.711870 -3.116072 -2.933635
 [43] -3.095266 -2.700438 -2.911795 -2.944419 -2.867454 -2.848551 -2.977457
 [50] -2.849005 -3.079998 -2.803255 -2.904009 -2.897215 -2.801246 -2.967303
 [57] -2.834942 -2.813405 -2.993030 -3.109411 -3.085064 -2.846564 -2.899681
 [64] -3.171233 -2.744509 -2.944041 -2.805165 -2.855579 -2.930194 -2.956346
 [71] -2.963305 -2.846775 -2.955036 -2.866703 -2.986025 -2.800808 -2.858096
 [78] -3.055629 -3.005424 -2.906327 -2.947449 -2.855805 -2.812709 -2.697614
 [85] -2.843705 -2.835217 -2.807955 -2.807955 -2.907014 -2.960489 -2.832363
 [92] -2.975929 -2.839437 -2.987655 -2.916578 -2.898925 -2.877944 -2.943669
 [99] -2.905161 -3.004363

$`delta[1]`
  [1] -0.0008664349 -0.0008664349 -0.0008664349 -0.0008664349 -0.0101159196
  [6] -0.0069165629 -0.0398212329 -0.0834881908  0.1786910077  0.1786910077
 [11] -0.3873715808 -0.5071178881 -0.4300868626 -0.2166723228 -0.2166723228
 [16] -0.4014456442 -0.2158038556 -0.5495680283 -0.5003263500 -0.3525709276
 [21] -0.3148526068 -0.2283298801 -0.0532183891 -0.4163163328 -0.0784035355
 [26]  0.1560954369  0.1234973886 -0.1719684638 -0.0175287407  0.1011556367
 [31] -0.3794109468 -0.2635557780 -0.2635557780 -0.2545422017 -0.4961550093
 [36] -0.1681205633 -0.4424600762 -0.4079066794 -0.5520948414 -0.4645990334
 [41] -0.4982452600 -0.1099245114 -0.3963447307 -0.0829852475 -0.6052881824
 [46]  0.0500985302 -0.3210487692 -0.2380465343 -0.1111214924 -0.5547763851
 [51]  0.1193757646 -0.3883410941 -0.4398760821 -0.0912312061 -0.1743872791
 [56] -0.2005864113 -0.3064042405 -0.2842359378 -0.2092458156 -0.2196732778
 [61] -0.1483375188 -0.3848775824 -0.2417350853 -0.3901427185 -0.2861002011
 [66] -0.3224495606 -0.2971294567 -0.3137685750 -0.1611900021 -0.2178180132
 [71] -0.2761063787 -0.2999475750 -0.1305330085 -0.3831977055  0.0878360189
 [76] -0.3503113427 -0.3136006675 -0.4072040253 -0.3131816460 -0.3901789278
 [81] -0.0321379451 -0.0472932978 -0.4039259903 -0.2445377523 -0.1961900828
 [86] -0.3139584335 -0.2215348286 -0.2215348286 -0.3545986278 -0.2082386903
 [91] -0.1412025108 -0.3000291572 -0.2110207803 -0.2649975804 -0.4139128352
 [96] -0.0121024470 -0.0226278538 -0.2374154571 -0.2514533746 -0.3166752332

$`delta[2]`
  [1]  0.014843498  0.014843498  0.014843498  0.014843498 -0.008565927
  [6]  0.003194830 -0.546448771 -0.636505477 -1.055447898 -1.055447898
 [11] -1.081293031 -0.956520117 -0.900964357 -0.859311532 -0.859311532
 [16] -0.795683274 -0.511368432 -0.352067490 -0.396358537 -0.352279087
 [21] -0.458414881 -0.213144883 -0.212753037 -0.255735946 -0.062313335
 [26] -0.146813869 -0.104102801 -0.104344293  0.166962659  0.153754434
 [31] -0.526425349 -0.446767783 -0.446767783 -0.289001741 -0.289314423
 [36] -0.558290509 -0.380273215 -0.359565554 -0.462759583 -0.451228550
 [41] -0.170628925 -0.436675232 -0.141086652 -0.461908580 -0.356744613
 [46] -0.350678479 -0.406656169 -0.338662341 -0.292559178 -0.384497445
 [51] -0.131840179 -0.357111906 -0.401343869 -0.286496726 -0.336126979
 [56] -0.224497914 -0.411281341 -0.158590627 -0.194633236 -0.138970879
 [61] -0.079230466 -0.317085075 -0.514768636 -0.614058572 -0.004665878
 [66] -0.856748127  0.005954850 -0.002721235 -0.380940806 -0.078944585
 [71] -0.648029984 -0.118563971 -0.379488998 -0.237781660 -0.381780247
 [76] -0.494497692 -0.261169714 -0.332932471 -0.372247703 -0.415067375
 [81] -0.182061904 -0.211689507 -0.255473499 -0.196875859 -0.288532807
 [86] -0.384987152 -0.244858917 -0.244858917 -0.553107233 -0.311124961
 [91] -0.172216369 -0.314370190 -0.374382262 -0.224793024 -0.157236879
 [96] -0.304385930 -0.356049450 -0.316642222 -0.210002450 -0.289760379

$`delta[3]`
  [1] -0.17327536 -0.17327536 -0.17327536 -0.17327536 -0.17109542 -0.17833413
  [7] -0.56702774 -0.63737617 -0.72420220 -0.72420220 -0.82532580  0.25758819
 [13]  0.11612757 -0.28088974 -0.28088974 -0.31608712 -0.47657670 -0.50478248
 [19] -0.60368369 -0.23224981 -0.19601061 -0.36532981 -0.39430422 -0.10154444
 [25] -0.28778394 -0.35390382 -0.36491080  0.12338878 -0.32565138 -0.33079022
 [31] -0.21352078 -0.17698197 -0.17698197 -0.25513753 -0.40768530 -0.21547093
 [37] -0.38349195 -0.42255729 -0.31950308 -0.53322720 -0.29060851 -0.14468291
 [43] -0.21095254 -0.35029193 -0.26776033 -0.29865064 -0.35686996  0.17296938
 [49] -0.51560743 -0.32163128 -0.07542466 -0.43262172 -0.32812942 -0.21710466
 [55] -0.16814661 -0.24719222 -0.27278353 -0.27292099 -0.20878682 -0.26206198
 [61] -0.22906870 -0.43301246 -0.12666721 -0.35610015 -0.32717561 -0.36505256
 [67] -0.33850264 -0.34733704 -0.18049147 -0.21120685 -0.24202282 -0.42597148
 [73] -0.27572887 -0.30483627 -0.32544944 -0.22269018 -0.41901439 -0.63217613
 [79] -0.54957216 -0.28033300 -0.02695557 -0.05638069 -0.59961112 -0.53231362
 [85] -0.16274468 -0.48044144 -0.08931044 -0.08931044 -0.49356700  0.04754374
 [91] -0.26988988 -0.45421954 -0.18869102 -0.33913768 -0.18689454 -0.20129590
 [97] -0.30291099 -0.37787833 -0.41374999 -0.11512377

$`delta[4]`
  [1] -1.20375291 -1.20375291 -1.20375291 -1.20375291 -1.14360504 -1.13566771
  [7] -0.10490437 -0.29446202 -0.06508991 -0.06508991 -0.30567845 -0.11945993
 [13] -0.52464119 -0.04188779 -0.04188779 -0.13601139 -0.23672118 -0.28107465
 [19] -0.20084059 -0.23348726 -0.08680964 -0.32088261 -0.23690770 -0.26402806
 [25] -0.32424571 -0.21660602 -0.28297267 -0.12107071 -0.12223015 -0.16150265
 [31] -0.15685385 -0.13848552 -0.13848552 -0.26038901 -0.27142921 -0.23696452
 [37] -0.21377248 -0.24105641 -0.28969744 -0.25060633 -0.24919407 -0.23601575
 [43] -0.23605312 -0.28750716 -0.15319252 -0.29706204 -0.33001856 -0.25549994
 [49] -0.27421927 -0.42349264 -0.11047193 -0.25231308 -0.28707472 -0.27461454
 [55] -0.21438935 -0.17214601 -0.23542685 -0.32079358 -0.14519340 -0.13960533
 [61] -0.22138071 -0.17878354 -0.27515743 -0.20255436 -0.33228967 -0.35916811
 [67] -0.24742475 -0.25347047 -0.29194673 -0.17688738 -0.31026467 -0.21792192
 [73] -0.33813218 -0.25079085 -0.29005916 -0.16065205 -0.31356908 -0.24665453
 [79] -0.30378152 -0.35282511 -0.08059180 -0.08527228 -0.35127438 -0.56873180
 [85] -0.15214420 -0.28222478 -0.25966312 -0.25966312 -0.41527945 -0.10213801
 [91] -0.28405086 -0.39529197 -0.07161653 -0.28361929 -0.28345576 -0.23996140
 [97] -0.08443365 -0.12040304 -0.14422901 -0.24512034

$`delta[5]`
  [1] -0.314987012 -0.314987012 -0.314987012 -0.314987012 -0.336942456
  [6] -0.393165945 -1.283557278 -1.159302704 -0.571705182 -0.571705182
 [11] -0.303161916 -0.079613914  0.079514060  0.155349191  0.155349191
 [16]  0.016429369 -0.264834884 -0.025743891  0.048936447  0.008991773
 [21]  0.265678552  0.063270515  0.286764599 -0.377905450  0.036425032
 [26] -0.172249084 -0.142735418  0.205401572 -0.034248561  0.039571444
 [31] -0.123576258 -0.145315798 -0.145315798 -0.497462455 -0.110745650
 [36] -0.329874150 -0.221302369 -0.237791036 -0.330668852 -0.145284502
 [41] -0.144821457 -0.184025066 -0.160757514 -0.348843335 -0.174660043
 [46]  0.015308013 -0.300917232 -0.014866176 -0.398606386 -0.099910131
 [51] -0.289173963 -0.102091645 -0.140510167 -0.238009251 -0.350895874
 [56] -0.036784557 -0.390296631 -0.180357792 -0.275470875 -0.185446332
 [61] -0.245124534 -0.301671984 -0.250837932 -0.199106204 -0.159850184
 [66] -0.166281184 -0.210999629 -0.233296094 -0.039297349 -0.310804605
 [71] -0.241724984 -0.189457813 -0.125848838 -0.365288554 -0.233808678
 [76] -0.175366023 -0.423958424 -0.298923132 -0.273037790 -0.211536471
 [81] -0.166602460 -0.250380135 -0.242657098 -0.240114841 -0.277776790
 [86] -0.256394188 -0.330959473 -0.330959473 -0.307525681 -0.164222147
 [91] -0.204963943 -0.186851907 -0.212477142 -0.221134352 -0.119903656
 [96] -0.356697863 -0.182984865 -0.245638823 -0.134004564 -0.361792066

$`delta[6]`
  [1] -0.074277445 -0.074277445 -0.074277445 -0.074277445 -0.096827436
  [6] -0.114502272 -0.538527988 -0.517947568 -0.678197699 -0.678197699
 [11] -0.927760066 -0.821706805 -0.891665333 -0.922213726 -0.922213726
 [16] -0.679421330 -0.165245480 -0.585330908 -0.475024456 -0.221136038
 [21] -0.562915690 -0.006879209  0.044928992 -0.206549780  0.045528039
 [26]  0.067606194  0.095785459 -0.159673429 -0.255677370 -0.342523557
 [31] -0.259047747 -0.335558826 -0.335558826 -0.177101811 -0.493681005
 [36] -0.106507193 -0.410875895 -0.441208392 -0.299569625 -0.362330686
 [41] -0.509001515 -0.070834504 -0.195018258 -0.046225243 -0.572510901
 [46] -0.040685213 -0.721770570 -0.285219637 -0.291601070 -0.419959741
 [51] -0.187330127 -0.152533468 -0.123769420 -0.176964592 -0.193209345
 [56] -0.188333437 -0.241620871 -0.351505278 -0.212943694 -0.103071562
 [61] -0.201995744 -0.333586265 -0.268251863 -0.220704004 -0.217664967
 [66] -0.294604067 -0.365019819 -0.362003027 -0.223258881 -0.178370500
 [71] -0.458408725 -0.147693346 -0.367941027 -0.172237858 -0.299453400
 [76] -0.373914489 -0.251219545 -0.232729445 -0.494338866 -0.630328421
 [81]  0.155377054  0.110547804 -0.161289594 -0.297197043 -0.275741803
 [86] -0.315249985 -0.247650856 -0.247650856 -0.211599510 -0.110971463
 [91] -0.371921941 -0.312919887 -0.105867957 -0.366245021 -0.214855080
 [96] -0.061185635 -0.184638767 -0.368244577 -0.395005626 -0.105294460

$`delta[7]`
  [1] -0.74396338 -0.74396338 -0.74396338 -0.74396338 -0.73459128 -0.71686396
  [7] -0.43764812 -0.37840231 -0.75533659 -0.75533659 -0.28835513 -0.61465108
 [13] -0.58357209 -0.42095291 -0.42095291 -0.49445704 -0.64733673 -0.51433672
 [19] -0.59363768 -0.51594347 -0.40581488 -0.57723326 -0.39024267 -0.38365006
 [25] -0.15208853 -0.20647257 -0.22350910 -0.55896768 -0.38938137 -0.44913582
 [31] -0.35344287 -0.40380967 -0.40380967 -0.38573857 -0.51436138 -0.33902785
 [37] -0.45849274 -0.37717334 -0.47303326 -0.32002621 -0.51667083 -0.35588366
 [43] -0.44130038 -0.47541193 -0.37203398 -0.37846283 -0.42594683 -0.46347314
 [49] -0.37613891 -0.36663794 -0.27160403 -0.31154341 -0.34192433 -0.34845794
 [55] -0.37284472 -0.32422754 -0.43371568 -0.27094793 -0.35797624 -0.33895992
 [61] -0.48662630 -0.09474477 -0.56996486 -0.58018683 -0.31054964 -0.27665985
 [67] -0.25075823 -0.25914213 -0.32013584 -0.25344685 -0.41618940 -0.42103006
 [73] -0.36780232 -0.31736649 -0.52474837 -0.36404714 -0.53494296 -0.77103449
 [79] -0.26945586 -0.50264947 -0.36774025 -0.40583075 -0.31581127 -0.41589475
 [85] -0.38473926 -0.34936531 -0.34602232 -0.34602232 -0.33079232 -0.25472714
 [91] -0.29097058 -0.31999983 -0.36713932 -0.51747263 -0.39587612 -0.31359953
 [97] -0.29957648 -0.49412475 -0.36408499 -0.41432493

$`delta[8]`
  [1] -0.610083242 -0.610083242 -0.610083242 -0.610083242 -0.690735677
  [6] -0.686505139 -0.634922038 -0.513301296  0.327963269  0.327963269
 [11] -0.095385043 -0.297762716 -0.063549891 -0.252648399 -0.252648399
 [16] -0.135296157 -0.512481173  0.076174306  0.062096570 -0.324636564
 [21] -0.116456094 -0.146025867 -0.003757829  0.023555615  0.026097717
 [26] -0.190357442 -0.248977818  0.009116483 -0.234729972 -0.232805027
 [31] -0.200807049 -0.109360471 -0.109360471 -0.126817916 -0.355720163
 [36] -0.136296603 -0.250691852 -0.290725638 -0.321642618 -0.280330846
 [41] -0.222984229 -0.247619451 -0.127407484 -0.333799787 -0.256896512
 [46] -0.280997243 -0.101956433 -0.243022870 -0.262973047  0.027649292
 [51] -0.258142191 -0.017274024 -0.065339097 -0.095797452 -0.224188834
 [56] -0.084361636 -0.304177895 -0.277215855 -0.136370437 -0.134445720
 [61] -0.140305743 -0.207685321 -0.279524411 -0.177164349 -0.255082184
 [66] -0.284077383 -0.200083191 -0.195807985 -0.372637813 -0.108977854
 [71] -0.233597756 -0.285988754 -0.228979599 -0.214421452 -0.242971872
 [76] -0.156222434 -0.219872680 -0.420112169 -0.166510280 -0.288898965
 [81] -0.141394905 -0.155261227 -0.206065241 -0.259687971 -0.307580984
 [86] -0.151796514 -0.431311016 -0.431311016 -0.225858302 -0.099536263
 [91] -0.210900188 -0.231728731 -0.245487721 -0.190987749 -0.038165010
 [96] -0.265190944 -0.240803472 -0.378674588 -0.382891719 -0.270995536

$`delta[9]`
  [1] -0.227334051 -0.227334051 -0.227334051 -0.227334051 -0.213744547
  [6] -0.261688814 -0.957076242 -0.980913003 -0.267274276 -0.267274276
 [11] -0.392961720 -0.772918487 -0.216989874 -0.635098403 -0.635098403
 [16] -0.498671338 -0.284994581 -0.319932717 -0.372443846 -0.439038021
 [21] -0.308444648  0.044556706 -0.023101827 -0.278770624 -0.258021423
 [26] -0.578932819 -0.531958776  0.004574696 -0.130015184 -0.070621759
 [31] -0.335406202 -0.359654788 -0.359654788 -0.487506769 -0.105194588
 [36] -0.448368062  0.092423948  0.018849166 -0.499120875 -0.172513349
 [41] -0.576748911  0.034439622 -0.602163411 -0.171558547 -0.582763004
 [46] -0.076035543 -0.308827286 -0.507469176 -0.211978921 -0.401763825
 [51] -0.242391552 -0.311417114 -0.262366740 -0.089215478 -0.233909915
 [56] -0.248996800 -0.316605251 -0.301566956 -0.154287868 -0.156368367
 [61] -0.169433097 -0.316471932 -0.277594026 -0.207339327 -0.155892682
 [66] -0.405227859 -0.386740733 -0.427661208 -0.128739428 -0.308871586
 [71] -0.334092209 -0.203043251 -0.571130614  0.102461057 -0.606943824
 [76] -0.112162674 -0.452173682 -0.384715038 -0.367227556 -0.417002880
 [81] -0.256332106 -0.322891193 -0.208541026 -0.454731039 -0.074230962
 [86] -0.319096867 -0.257173122 -0.257173122 -0.407234114 -0.227765875
 [91] -0.287660040 -0.267524487 -0.505509716 -0.226783746 -0.391708322
 [96] -0.094888859 -0.094734943 -0.291172285 -0.290375011 -0.244596735

$`delta[10]`
  [1] -1.50124787 -1.50124787 -1.50124787 -1.50124787 -1.41995395 -1.38387653
  [7] -0.24826535 -0.21228458 -0.55988057 -0.55988057 -0.19202525 -0.27236644
 [13] -0.30446753 -0.35740941 -0.35740941 -0.20883345 -0.56740568 -0.20964309
 [19] -0.26294212 -0.39107138 -0.19277111 -0.40344756 -0.25139844 -0.29679382
 [25] -0.27287656 -0.34241097 -0.38579516 -0.25503581 -0.34439150 -0.26795741
 [31] -0.38149416 -0.23045824 -0.23045824 -0.32025042 -0.32421105 -0.32574716
 [37] -0.28716262 -0.35025360 -0.28202738 -0.29323341 -0.47098231 -0.10222725
 [43] -0.42095876 -0.27019003 -0.39678413 -0.25349844 -0.32295537 -0.36254935
 [49] -0.38083101 -0.31796238 -0.29988687 -0.28920282 -0.29686760 -0.16655767
 [55] -0.27371897 -0.39384693 -0.33303778 -0.28731614 -0.21692857 -0.23291914
 [61] -0.19146406 -0.33016855 -0.27573296 -0.28486608 -0.25311273 -0.35230046
 [67] -0.37903330 -0.40406016 -0.20550922 -0.29707272 -0.42089364 -0.19390857
 [73] -0.39437723 -0.21720340 -0.38469725 -0.24876507 -0.22525556 -0.50867773
 [79] -0.22830394 -0.44349339 -0.35530837 -0.39979702 -0.27076858 -0.25000261
 [85] -0.33262809 -0.13574272 -0.32739252 -0.32739252 -0.42389396 -0.17299173
 [91] -0.26255253 -0.45827081 -0.17889935 -0.29706486 -0.23095024 -0.33280458
 [97] -0.29355760 -0.07125441 -0.02272515 -0.44403899

$`delta[11]`
  [1] -0.69231803 -0.69231803 -0.69231803 -0.69231803 -0.72076843 -0.72817259
  [7] -0.80221684 -0.66610177 -0.02649993 -0.02649993 -0.26038444 -0.26116440
 [13] -0.11076754 -0.24653512 -0.24653512 -0.10742492  0.02222277 -0.40985118
 [19] -0.56392580 -0.09933111  0.13249945 -0.37319136 -0.24434888 -0.12687663
 [25] -0.05427085 -0.16854449 -0.08693290 -0.09242802 -0.08046528 -0.03571759
 [31] -0.39409325 -0.47015748 -0.47015748 -0.11845842 -0.30733370 -0.39308291
 [37] -0.14396618 -0.14231971 -0.41111485 -0.43340392 -0.24067358 -0.23618048
 [43] -0.24409685 -0.35183529 -0.29920790 -0.19904360 -0.36706045 -0.31168406
 [49] -0.17482620 -0.38903727 -0.13814760 -0.32402795 -0.16047544 -0.07372966
 [55] -0.07585366 -0.38680655 -0.15410352 -0.15796606 -0.16850666 -0.24603371
 [61] -0.23511695 -0.16480042 -0.34295496 -0.12269249 -0.17174854 -0.36717215
 [67] -0.37016054 -0.36514019 -0.07883168 -0.12299793 -0.29022019 -0.33292917
 [73] -0.14944934 -0.42641229 -0.13193292 -0.32689717 -0.32439157 -0.22654254
 [79] -0.22040386 -0.50558589 -0.20230297 -0.21807944 -0.34043862 -0.27308216
 [85] -0.31205497 -0.23140185 -0.30030902 -0.30030902 -0.34157480 -0.16532242
 [91] -0.13497473 -0.28746922 -0.24610275 -0.18009858 -0.15880414 -0.22582071
 [97] -0.29976903 -0.42099755 -0.32929910 -0.17266138

$`delta[12]`
  [1] -0.251629767 -0.251629767 -0.251629767 -0.251629767 -0.311324482
  [6] -0.305901711 -0.445235887 -0.388982833  0.201582344  0.201582344
 [11] -0.553160709 -0.234727821 -0.259526695 -0.178537220 -0.178537220
 [16]  0.177693027 -0.054487014  0.150557678  0.129204688  0.170888854
 [21]  0.232004340 -0.200103214 -0.154620017 -0.250728570 -0.100266878
 [26] -0.154190372 -0.083137578 -0.172478729 -0.205134770 -0.355795370
 [31]  0.040935575  0.022736941  0.022736941 -0.002608216 -0.237213702
 [36] -0.155112422 -0.305588027 -0.186243529 -0.295223991 -0.239528374
 [41] -0.281461394 -0.095935924 -0.296266315  0.036883609 -0.245288678
 [46] -0.148579000 -0.153677455 -0.339085933 -0.259855604 -0.293090054
 [51] -0.112894780 -0.233805059 -0.299604139  0.068117616  0.059947988
 [56] -0.260396754 -0.323500247 -0.248114332 -0.115397609 -0.272329829
 [61] -0.218304943 -0.252574752 -0.256766645 -0.226595716 -0.253706801
 [66] -0.267687538 -0.357046262 -0.360858385 -0.174366274 -0.197847225
 [71] -0.342146953  0.088002686 -0.270630498  0.145592449 -0.238546322
 [76] -0.227743563 -0.224476942 -0.297122562 -0.169256719 -0.265588717
 [81]  0.101101804 -0.036352356 -0.343163212 -0.286762312 -0.232363583
 [86] -0.257217211 -0.262509516 -0.262509516 -0.338572607 -0.177715191
 [91] -0.132399033 -0.246255985 -0.069022180 -0.259020692 -0.093576651
 [96] -0.232048422 -0.258372751 -0.315480070 -0.204003327 -0.338531695

$`delta[13]`
  [1] -0.36934947 -0.36934947 -0.36934947 -0.36934947 -0.42806419 -0.40376488
  [7] -1.19635473 -1.16681886 -0.86894682 -0.86894682 -0.27581673 -1.13675950
 [13] -1.30714957 -0.73839179 -0.73839179 -0.49042085 -0.81529984 -0.68050118
 [19] -0.66280722 -0.05837828 -0.26284132 -0.09536002 -0.24300121 -0.25421454
 [25] -0.18656216  0.03569373  0.15435208 -0.13921490 -0.07316319 -0.03278456
 [31] -0.62099624 -0.59000519 -0.59000519 -0.81656402 -0.71240004 -0.39732509
 [37] -0.26249619 -0.33431566 -0.50277522 -0.39518722 -0.35379085 -0.23139392
 [43] -0.38954510 -0.42222396 -0.24290609 -0.24095547 -0.57708271 -0.42979513
 [49] -0.19791885 -0.25452234 -0.25039916 -0.19777220 -0.18258647 -0.29577670
 [55] -0.24396231 -0.27347293 -0.30408877 -0.27694014 -0.35711957 -0.03936271
 [61] -0.07538390 -0.26101608 -0.31911857 -0.24439712 -0.23054034 -0.15602066
 [67] -0.23880929 -0.20897663 -0.38066041 -0.37162551 -0.25844834 -0.63161112
 [73] -0.83740100 -0.34856465 -0.38647285 -0.17060410 -0.32425302 -0.33513257
 [79] -0.37599519 -0.38677582 -0.06616857 -0.10785798 -0.40839880 -0.26880656
 [85] -0.55877178 -0.07855818 -0.60928217 -0.60928217 -0.17703076 -0.07577636
 [91] -0.31579582 -0.43181622 -0.18445909 -0.27664391 -0.28827390 -0.12427977
 [97] -0.35544145 -0.13756474 -0.13873580 -0.29770490

$`delta[14]`
  [1] -0.687962288 -0.687962288 -0.687962288 -0.687962288 -0.693578540
  [6] -0.676578341 -0.648106803 -0.782602226  0.336307827  0.336307827
 [11] -0.110974331  0.155756501  0.488019419  0.112234157  0.112234157
 [16]  0.066756751  0.129134398  0.074300345  0.152328995  0.157543794
 [21]  0.082377607 -0.127514458 -0.069695089 -0.038216211  0.058073800
 [26]  0.155263244 -0.015745933  0.198329317  0.238781113  0.130423979
 [31] -0.179070992 -0.133641461 -0.133641461 -0.116204191 -0.095904143
 [36]  0.190039796 -0.253708043 -0.280915395  0.072006556 -0.287965842
 [41]  0.176669494  0.006036829  0.142996491  0.075314271 -0.276850345
 [46]  0.640668606 -0.135965189 -0.118930217 -0.159632829  0.171214246
 [51] -0.122484611 -0.015767413  0.072014683 -0.208118691 -0.141191208
 [56]  0.015186722 -0.064030628 -0.338709151 -0.015360603 -0.113319154
 [61] -0.170932292 -0.169980644 -0.261493982 -0.139908238 -0.207859743
 [66] -0.287028904 -0.308470108 -0.333701655 -0.022313102 -0.159654893
 [71] -0.074404942  0.071148185 -0.125218183 -0.181213421 -0.035358358
 [76] -0.220136870  0.193748414 -0.382795960  0.127830862  0.034307830
 [81] -0.139260298 -0.147658978 -0.185370855 -0.360911297 -0.080458864
 [86] -0.282578356  0.098933550  0.098933550  0.034012458 -0.111106980
 [91] -0.307083412  0.171843962  0.085445377 -0.126637343  0.135914513
 [96]  0.296209500  0.402534551  0.128208966  0.091285902  0.162553943

$`delta[15]`
  [1] -0.15473695 -0.15473695 -0.15473695 -0.15473695 -0.13515795 -0.16105961
  [7] -1.06174763 -1.01711099 -0.56569849 -0.56569849 -0.67964348 -0.29709289
 [13] -0.22529963 -0.75237467 -0.75237467 -0.52108783 -0.14620314 -0.19479341
 [19] -0.37291159 -0.16504333 -0.19800297 -0.16358926 -0.20253477 -0.29778589
 [25] -0.42593058 -0.10859468 -0.03681379 -0.11401686  0.06181779  0.04600613
 [31] -0.23909127 -0.23078486 -0.23078486 -0.30663488 -0.50663882 -0.37426195
 [37] -0.37521658 -0.35356168 -0.26903476 -0.18005830 -0.29445446 -0.28372629
 [43] -0.25668571 -0.34693749 -0.16735465 -0.19018499 -0.44474851 -0.21371710
 [49] -0.65669638 -0.38003218 -0.27138595 -0.22956920 -0.35232757 -0.22549120
 [55] -0.24780171 -0.21824296 -0.39797215 -0.23051963 -0.25068483 -0.26903428
 [61] -0.19577174 -0.30167837 -0.28205140 -0.13908255 -0.42117136 -0.30110149
 [67] -0.32643020 -0.31217001 -0.21466025 -0.13449829 -0.09838546 -0.53324816
 [73] -0.07413767 -0.63240117 -0.05054912 -0.35226237 -0.48004942 -0.45001749
 [79] -0.57001875 -0.31745879 -0.08711601 -0.10070885 -0.28601738 -0.33615826
 [85] -0.20895127 -0.36943357 -0.23743148 -0.23743148 -0.41706980 -0.27780293
 [91] -0.08426805 -0.23170967 -0.38922033 -0.06495192 -0.35235595 -0.05503532
 [97] -0.08295056 -0.10567521 -0.04293413 -0.17898747

$`delta[16]`
  [1] -0.108575856 -0.108575856 -0.108575856 -0.108575856 -0.114890294
  [6] -0.138857199 -0.805172857 -0.802395844 -0.042204195 -0.042204195
 [11] -0.487285716 -0.350984104 -0.212339703 -0.161365779 -0.161365779
 [16] -0.315063403 -0.064021068 -0.327474584 -0.222047480 -0.351272077
 [21]  0.168389270 -0.393596928 -0.144766632 -0.151476240 -0.237016782
 [26] -0.290088673 -0.297017038 -0.047568458 -0.037320233  0.005103565
 [31] -0.296895126 -0.325350846 -0.325350846 -0.443814525 -0.233131191
 [36] -0.258576872 -0.376082985 -0.416453535 -0.295467042 -0.294478390
 [41] -0.064030936 -0.345814871 -0.316171979 -0.335236322 -0.151331643
 [46] -0.440049686 -0.034047314 -0.565460721 -0.314144520 -0.267850506
 [51] -0.079200210 -0.168389261 -0.247806245 -0.130403315 -0.042616338
 [56] -0.253546464 -0.349349050 -0.327933505 -0.210608934 -0.123282209
 [61] -0.054016795 -0.182088304 -0.277246696 -0.266606437 -0.227488659
 [66] -0.342979583 -0.430433146 -0.451429181 -0.391974424  0.087380558
 [71] -0.337407886 -0.184555110 -0.297483425 -0.065426248 -0.380530527
 [76] -0.158566061 -0.226170349 -0.379564014 -0.135867163 -0.483532193
 [81] -0.194518511 -0.222503128 -0.196678106 -0.157492160 -0.402323391
 [86] -0.152283705 -0.415493214 -0.415493214 -0.322159565 -0.281199297
 [91] -0.217764445 -0.272311195 -0.120469951 -0.231000957 -0.168709490
 [96] -0.296063435 -0.260516793 -0.238599682 -0.287349525 -0.373691167

$`delta[17]`
  [1] -0.15052630 -0.15052630 -0.15052630 -0.15052630 -0.15472025 -0.17287699
  [7] -0.87447048 -0.87342906 -0.51088883 -0.51088883 -0.53047986  0.07837189
 [13] -0.10792861 -0.14121116 -0.14121116 -0.18302737 -0.70359296 -0.13955269
 [19] -0.39346615 -0.12734836 -0.08342015 -0.20173254 -0.31254921 -0.03549888
 [25]  0.18965226 -0.13052506 -0.12583728  0.20619825 -0.06403616 -0.04976611
 [31] -0.10424963 -0.04160159 -0.04160159 -0.20557490 -0.29800675 -0.27555143
 [37] -0.23851726 -0.34162163 -0.14996184 -0.48297369 -0.30347688 -0.39858456
 [43]  0.02906293 -0.35188915  0.10961780 -0.08523804 -0.29696179  0.74076857
 [49]  0.94856582  0.84028045  0.31885246  0.20817818  0.11126771 -0.11922464
 [55] -0.08932299 -0.05956104 -0.32525677 -0.23656082 -0.18172590 -0.14832769
 [61] -0.31631880 -0.42363725 -0.03822384 -0.07540518 -0.12035634 -0.29138640
 [67] -0.32058133 -0.34496345 -0.15475063 -0.19642597 -0.26525934 -0.29318433
 [73]  0.04977506 -0.25847667 -0.18915035 -0.12277052 -0.20227177 -0.09307828
 [79] -0.26011460 -0.37935823 -0.13887175 -0.15508354 -0.24479818 -0.50751998
 [85] -0.10080258 -0.55477728  0.13644689  0.13644689  0.06792007 -0.27782445
 [91] -0.08291839 -0.12481204 -0.26758559  0.01738191 -0.02327094 -0.33022248
 [97] -0.25832025 -0.34435099 -0.26290439 -0.25849337

$`delta[18]`
  [1] -0.19933019 -0.19933019 -0.19933019 -0.19933019 -0.25698731 -0.28186630
  [7] -0.83516772 -0.80353944 -0.40999320 -0.40999320 -0.06434098 -0.71758356
 [13] -0.32503621  0.12703194  0.12703194  0.07391854 -0.08967069 -0.27386728
 [19] -0.27172453  0.01118897  0.03322733  0.15437894 -0.19898651  0.14475930
 [25] -0.19776036 -0.09154666 -0.16977819  0.11332010  0.33247592  0.41899297
 [31] -0.96667186 -0.93953770 -0.93953770 -0.44715812 -0.18296204 -0.60121216
 [37] -0.35491607 -0.37063630 -0.27510584 -0.17717267 -0.18638093 -0.36646907
 [43] -0.06775138  0.44247139  0.02880485 -0.30428365 -0.25289912 -0.27103045
 [49] -0.33493191 -0.29223900 -0.14287089 -0.19299757 -0.22418020 -0.15552392
 [55] -0.19731727 -0.10523664 -0.29364480 -0.24934920 -0.14631662 -0.13148292
 [61] -0.18893015 -0.39948656 -0.07623451 -0.35124444 -0.28606337 -0.23050312
 [67] -0.27220457 -0.28525962 -0.10825386 -0.12627319 -0.18343698 -0.20237009
 [73] -0.18022889 -0.29330781 -0.15968729 -0.30222014 -0.33587041 -0.12205976
 [79] -0.26202829 -0.34441570 -0.22054573 -0.24305049 -0.26114284 -0.10485420
 [85] -0.48570884 -0.10089176 -0.27970023 -0.27970023 -0.33694667 -0.21012777
 [91] -0.22786958 -0.21320732 -0.31551277 -0.14189946 -0.18688859 -0.19716402
 [97] -0.24259828 -0.31442848 -0.29987294 -0.31223717

$`delta[19]`
  [1] -0.141910576 -0.141910576 -0.141910576 -0.141910576 -0.253979564
  [6] -0.303380043 -1.301397379 -1.344111825 -1.191906595 -1.191906595
 [11] -1.364074946 -0.763507664 -0.835063579 -0.057772520 -0.057772520
 [16] -0.150454073 -0.130322854 -0.317375847 -0.235889182 -0.409609415
 [21] -0.130779555 -0.033345175 -0.032129522 -0.005841591  0.026733574
 [26]  0.121477434  0.110260183 -0.072737656 -0.315969072 -0.398262598
 [31]  0.123615836  0.131391356  0.131391356 -0.115491824 -0.268992058
 [36] -0.247748388 -0.252288198 -0.264711938 -0.336909400 -0.245813181
 [41] -0.369774832 -0.198862677 -0.311498631 -0.194171343 -0.413576131
 [46] -0.147031026 -0.224172879 -0.359619432 -0.214080913 -0.295015607
 [51]  0.173917842 -0.409477925 -0.376320802 -0.238288017 -0.245166466
 [56] -0.117315007 -0.310538901 -0.044921885 -0.340409665 -0.076893946
 [61] -0.069970345 -0.285536529 -0.275799670 -0.197384769 -0.191514413
 [66] -0.316377295 -0.279966487 -0.299005416 -0.272144518 -0.193161989
 [71] -0.188452229 -0.238694148  0.030155884 -0.426447393  0.086812426
 [76] -0.325970688 -0.357012613 -0.219454696 -0.616244196 -0.097543261
 [81] -0.995229836 -0.923138200 -1.040423200 -1.022962490 -1.052285537
 [86] -0.717806529  0.032841252  0.032841252 -0.010124979 -0.439507535
 [91] -0.130139885 -0.213371912 -0.259599072 -0.168381809 -0.103654578
 [96] -0.267980469 -0.238048131 -0.358026508 -0.335330981 -0.396995473

$`delta[20]`
  [1] -0.136189711 -0.136189711 -0.136189711 -0.136189711 -0.235174698
  [6] -0.244404910 -1.195937762 -1.159791671 -0.719297512 -0.719297512
 [11] -0.521878125 -0.020965413 -0.332216981 -0.031074368 -0.031074368
 [16] -0.210677173 -0.343131671 -0.178166288 -0.166016780 -0.107741010
 [21] -0.232785620 -0.106607089 -0.112008209 -0.039534481 -0.085957625
 [26] -0.239737575 -0.226189243 -0.249266794 -0.279917235 -0.309244216
 [31] -0.089103427 -0.230814220 -0.230814220 -0.329550715 -0.252033083
 [36] -0.444551512 -0.190448316 -0.236273826 -0.255357634 -0.383888409
 [41] -0.397746157 -0.109341625 -0.220793664 -0.452588430 -0.298038662
 [46] -0.262684373 -0.256328589 -0.392551528 -0.183180484 -0.198181242
 [51] -0.322072032  0.006452296 -0.009918852 -0.117989353 -0.151493311
 [56] -0.275363840 -0.310956581 -0.130457731 -0.185027862 -0.124117427
 [61] -0.215524406 -0.313199181 -0.205772551 -0.308893619 -0.187732763
 [66] -0.289169920 -0.320880261 -0.292849978 -0.090463346 -0.152447418
 [71] -0.289795064 -0.102545049 -0.222303254 -0.328426250 -0.226381867
 [76] -0.278791942 -0.215391812 -0.388972849 -0.257708384 -0.444055572
 [81] -0.308015242 -0.244751093 -0.283549916 -0.224846658 -0.310221732
 [86] -0.213709519 -0.347959247 -0.347959247 -0.230681673 -0.369383721
 [91] -0.283746359 -0.393250543 -0.511310421 -0.060681384 -0.215636724
 [96] -0.218919935 -0.223191646 -0.451664306 -0.465122711 -0.431015156

$`delta[21]`
  [1] -0.258933049 -0.258933049 -0.258933049 -0.258933049 -0.318373863
  [6] -0.404235190 -1.211515617 -1.215135771 -1.075268832 -1.075268832
 [11] -0.582609816 -0.397585952 -0.144986265 -0.478013467 -0.478013467
 [16] -0.586106674 -0.696403932 -0.358934770 -0.225087306 -0.207127996
 [21] -0.262352541 -0.653109907 -0.441996284 -0.314669925 -0.098010120
 [26] -0.021455007 -0.000737013 -0.251004522 -0.263438320 -0.190981227
 [31] -0.610032122 -0.567279264 -0.567279264 -0.333699673 -0.529437512
 [36] -0.245234038 -0.493500653 -0.511522403 -0.587348077 -0.509423779
 [41] -0.553704362 -0.211908338 -0.408411566 -0.161777057 -0.495914327
 [46] -0.378718280 -0.310682517 -0.395433101 -0.340619865 -0.325686131
 [51] -0.286164956 -0.282385179 -0.284575258 -0.303823699 -0.342479645
 [56] -0.301048091 -0.214009798 -0.309896925 -0.204595553 -0.176416140
 [61] -0.198030923 -0.368350238 -0.172361773 -0.383703636 -0.311293920
 [66] -0.266199236 -0.324728163 -0.315995194 -0.334707050 -0.163683995
 [71] -0.292714224 -0.290163102 -0.254790824 -0.478760052 -0.285450303
 [76] -0.376089526 -0.602516961 -0.442257277 -0.458942275 -0.336832018
 [81] -0.163512520 -0.211584814 -0.248023772 -0.260553544 -0.464348022
 [86] -0.363130957 -0.364320762 -0.364320762 -0.398991486 -0.203926991
 [91] -0.229824438 -0.414992526 -0.408533468 -0.387328250 -0.259009025
 [96] -0.288494837 -0.213075968 -0.300521760 -0.239358968 -0.382616250

$`delta[22]`
  [1] -0.63072781 -0.63072781 -0.63072781 -0.63072781 -0.69851661 -0.66379122
  [7] -1.57484725 -1.51685812 -1.25467730 -1.25467730 -0.34877775 -0.64528618
 [13] -0.49245134 -0.87458540 -0.87458540 -0.76046912 -0.96068642 -0.67575722
 [19] -0.48080825 -0.49864844 -0.60554645 -0.07392861 -0.23080248 -0.14665706
 [25] -0.14445653 -0.07365168 -0.01078184 -0.33479433 -0.22133723 -0.26990187
 [31] -0.16325030 -0.12114528 -0.12114528 -0.40329259 -0.33859363 -0.53613450
 [37] -0.36939741 -0.48529018 -0.58389112 -0.38655526 -0.46070345 -0.06293330
 [43] -0.37718471 -0.30974373 -0.63801646 -0.27504101 -0.42086441 -0.53641739
 [49] -0.18131928 -0.52723552 -0.06171002 -0.47511131 -0.57209480 -0.31458211
 [55] -0.30895664 -0.26721668 -0.28527147 -0.31984312 -0.19006283 -0.16092902
 [61] -0.15411125 -0.34759065 -0.30150749 -0.21309495 -0.26328017 -0.33672826
 [67] -0.33171163 -0.38985683 -0.31192567 -0.29195237 -0.49415328 -0.26560909
 [73] -0.41410581 -0.21794317 -0.40271950 -0.22974336 -0.27253672 -0.41323908
 [79] -0.20896424 -0.48531908 -0.29957318 -0.33282346 -0.33056968 -0.18002999
 [85] -0.63420551 -0.52034308 -0.30637957 -0.30637957 -0.42680854 -0.22955746
 [91] -0.27720792 -0.28186380 -0.26327402 -0.38584199 -0.32462152 -0.22517263
 [97] -0.13089725 -0.37158463 -0.34732128 -0.22046886

$delta_new
  [1]  0.0700640148  0.0700640148  0.0700640148  0.0700640148  0.0949975436
  [6]  0.1042482908 -0.0685193749 -0.0216289049  0.2715389819  0.2715389819
 [11] -0.0649236727 -0.5394755766 -0.5404715170 -0.1836565459 -0.1836565459
 [16] -0.1432377247  0.0061266239  0.1212114294  0.1261464015 -0.3836132447
 [21] -0.1480225319 -0.0276550417  0.0677836431 -0.4460247150 -0.2742039247
 [26] -0.1738032200 -0.1341700588  0.1597899576  0.1006737318  0.0834596686
 [31] -0.4118269398 -0.3970089155 -0.3970089155 -0.2569800794 -0.4288028454
 [36] -0.2400565355 -0.3927924378 -0.3850138151 -0.0976433864 -0.4611989667
 [41] -0.3429369672 -0.2736432983 -0.2050360315 -0.3198856465 -0.0465474250
 [46] -0.5394734135  0.0681704509 -0.5321308306 -0.1766081745 -0.1184757245
 [51] -0.3924483077  0.0758094259 -0.0016343419 -0.2666679299 -0.2267361271
 [56] -0.1562678994 -0.3608600143 -0.1778734698 -0.0021911732 -0.3680861339
 [61] -0.1794789232 -0.3898290328 -0.2344463882 -0.3203469277 -0.2972467046
 [66] -0.2386990720 -0.2520384861 -0.2599135588 -0.1820886881 -0.2368099564
 [71] -0.3334442410 -0.2230266991 -0.2288570661 -0.2929953260 -0.2237865210
 [76] -0.3159056679 -0.2421281255 -0.3460940162 -0.1897915527 -0.5786984753
 [81] -0.1193842980 -0.1382669697 -0.2884604635 -0.2406711190 -0.3693619266
 [86] -0.1961843836 -0.4264371107 -0.4264371107 -0.3000013496 -0.0636186498
 [91] -0.3223979239 -0.4932469908 -0.1122544711 -0.3886633579 -0.1105530860
 [96]  0.0009911087 -0.0812531360 -0.4428684036 -0.3555228348 -0.2859341628

$sigma_delta
  [1] 1.01033144 1.01033144 1.01033144 1.01033144 0.99842937 1.00572015
  [7] 0.92880246 0.93935776 0.75798478 0.75798478 0.68224239 0.43839891
 [13] 0.48922945 0.37112821 0.37112821 0.38994655 0.36100172 0.25845557
 [19] 0.24705779 0.19738852 0.17979188 0.18382573 0.18395296 0.18558696
 [25] 0.17064243 0.18627956 0.18578683 0.18766720 0.18451770 0.19315203
 [31] 0.14667190 0.14475309 0.14475309 0.14364647 0.14645231 0.13263356
 [37] 0.14763929 0.14433442 0.11463833 0.12960120 0.13809432 0.14425087
 [43] 0.15275146 0.14137483 0.14836822 0.13800196 0.19933443 0.14854253
 [49] 0.10919051 0.11916979 0.11997918 0.13640548 0.13298030 0.14155872
 [55] 0.14154278 0.09711469 0.07606200 0.07407674 0.06396811 0.07178367
 [61] 0.07037126 0.06402765 0.06732203 0.06937251 0.05283645 0.05555494
 [67] 0.04717096 0.04697402 0.14395215 0.04951715 0.15169431 0.17977849
 [73] 0.10304852 0.12404372 0.13111622 0.09588917 0.13399128 0.12320815
 [79] 0.13910118 0.12135493 0.08077901 0.07844301 0.09562568 0.08751584
 [85] 0.08741437 0.09844464 0.09468103 0.09468103 0.09712947 0.07741853
 [91] 0.08281106 0.09379610 0.11235597 0.10420112 0.09538700 0.13356442
 [97] 0.13231282 0.12680496 0.12377840 0.11516403

$lp__
  [1] -7785.669 -7785.669 -7785.669 -7785.669 -7493.623 -7355.827 -6260.235
  [8] -6196.178 -6083.272 -6083.272 -5974.974 -5962.152 -5964.909 -5950.536
 [15] -5950.536 -5946.008 -5950.598 -5938.934 -5934.153 -5936.396 -5939.263
 [22] -5934.750 -5927.344 -5927.517 -5929.995 -5938.089 -5938.640 -5928.535
 [29] -5928.659 -5932.220 -5934.539 -5933.110 -5933.110 -5921.687 -5922.580
 [36] -5923.922 -5921.625 -5920.423 -5921.583 -5922.617 -5928.639 -5923.711
 [43] -5921.814 -5927.701 -5928.429 -5931.540 -5928.410 -5934.921 -5929.448
 [50] -5930.099 -5931.495 -5926.339 -5928.190 -5923.656 -5924.958 -5915.651
 [57] -5912.040 -5911.806 -5904.426 -5909.471 -5910.268 -5916.169 -5911.551
 [64] -5920.343 -5915.421 -5910.859 -5916.836 -5920.952 -5920.671 -5914.660
 [71] -5919.405 -5921.036 -5921.451 -5925.733 -5921.506 -5912.271 -5915.726
 [78] -5928.206 -5918.737 -5924.964 -5930.115 -5930.235 -5926.136 -5938.076
 [85] -5943.091 -5929.553 -5922.848 -5922.848 -5918.445 -5916.679 -5910.183
 [92] -5914.905 -5919.183 -5917.987 -5916.477 -5919.093 -5920.036 -5927.031
 [99] -5924.398 -5924.557

attr(,"test_grad")
[1] FALSE
attr(,"args")
attr(,"args")$append_samples
[1] FALSE

attr(,"args")$chain_id
[1] 1

attr(,"args")$control
attr(,"args")$control$adapt_delta
[1] 0.8

attr(,"args")$control$adapt_engaged
[1] TRUE

attr(,"args")$control$adapt_gamma
[1] 0.05

attr(,"args")$control$adapt_init_buffer
[1] 75

attr(,"args")$control$adapt_kappa
[1] 0.75

attr(,"args")$control$adapt_t0
[1] 10

attr(,"args")$control$adapt_term_buffer
[1] 50

attr(,"args")$control$adapt_window
[1] 25

attr(,"args")$control$max_treedepth
[1] 10

attr(,"args")$control$metric
[1] "diag_e"

attr(,"args")$control$stepsize
[1] 1

attr(,"args")$control$stepsize_jitter
[1] 0


attr(,"args")$init
[1] "0"

attr(,"args")$init_list
NULL

attr(,"args")$init_radius
[1] 2

attr(,"args")$iter
[1] 100

attr(,"args")$method
[1] "sampling"

attr(,"args")$random_seed
[1] "1234"

attr(,"args")$refresh
[1] 10

attr(,"args")$sampler_t
[1] "NUTS(diag_e)"

attr(,"args")$test_grad
[1] FALSE

attr(,"args")$thin
[1] 1

attr(,"args")$warmup
[1] 100

attr(,"inits")
 [1] 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
[39] 0 0 0 0 0 0 0 0 0 1
attr(,"mean_pars")
 [1] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
[39] 0 0 0 0 0 0 0 0 0 0
attr(,"mean_lp__")
[1] 0
attr(,"adaptation_info")
[1] "# Adaptation terminated\n# Step size = 0.0259659\n# Diagonal elements of inverse mass matrix:\n# 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1\n"
attr(,"sampler_params")
attr(,"sampler_params")$accept_stat__
  [1] 1.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 1.000000e+00
  [6] 1.000000e+00 1.000000e+00 1.000000e+00 1.000000e+00 0.000000e+00
 [11] 1.000000e+00 9.981845e-01 8.965976e-01 1.000000e+00 1.392614e-37
 [16] 9.924996e-01 9.955032e-01 9.841744e-01 4.431820e-01 9.832603e-01
 [21] 8.954279e-01 1.952026e-01 9.956883e-01 9.958517e-01 7.838507e-01
 [26] 6.020760e-01 1.000000e+00 8.258226e-01 5.777316e-01 9.873077e-01
 [31] 7.160212e-01 9.540627e-01 1.993248e-03 9.912812e-01 9.989903e-01
 [36] 9.751389e-01 6.186911e-01 9.576199e-01 1.170263e-01 9.579889e-01
 [41] 9.906641e-01 9.993956e-01 8.771984e-01 5.332315e-01 9.484697e-01
 [46] 8.473737e-01 8.326230e-01 5.513786e-01 9.785539e-01 2.210443e-01
 [51] 9.796194e-01 1.000000e+00 9.009716e-01 9.516075e-01 1.973662e-01
 [56] 9.872209e-01 5.670718e-01 9.939465e-01 9.420401e-02 9.828683e-01
 [61] 9.899342e-01 9.952098e-01 8.821298e-01 1.592758e-01 9.895432e-01
 [66] 9.979370e-01 8.693291e-01 5.049554e-02 9.780838e-01 9.966674e-01
 [71] 9.020340e-01 9.969857e-01 9.733575e-01 9.647577e-01 1.912084e-01
 [76] 9.585535e-01 9.950715e-01 9.092561e-01 8.576054e-01 5.331089e-01
 [81] 9.799848e-01 3.598728e-02 9.993764e-01 8.229537e-01 9.995403e-01
 [86] 9.635704e-01 1.000000e+00 3.723816e-02 9.998043e-01 9.688988e-01
 [91] 8.136120e-01 9.985750e-01 2.608550e-01 9.987246e-01 9.960212e-01
 [96] 6.979926e-01 9.873333e-01 9.641896e-01 3.185081e-01 9.901067e-01

attr(,"sampler_params")$stepsize__
  [1]  0.062500000 14.385510096  2.431167344  0.239791406  0.018627260
  [6]  0.025725750  0.040406411  0.068724284  0.122800961  0.226074974
 [11]  0.017917628  0.033943517  0.064452586  0.089218466  0.170819707
 [16]  0.014695795  0.027800484  0.052757397  0.096017038  0.034095522
 [21]  0.061697740  0.085363140  0.015092666  0.028170280  0.052080503
 [26]  0.052015860  0.031053072  0.057196079  0.064201606  0.036255256
 [31]  0.063457609  0.052672822  0.083268346  0.010264825  0.018010677
 [36]  0.031957470  0.052797663  0.034396105  0.053861142  0.009828031
 [41]  0.015440091  0.026149201  0.044902402  0.056528599  0.030461929
 [46]  0.045591015  0.053102297  0.059558260  0.034057201  0.054063079
 [51]  0.014302411  0.022743230  0.037684256  0.049334824  0.072289552
 [56]  0.018852197  0.029973824  0.018379214  0.029490715  0.006346030
 [61]  0.009939093  0.015723453  0.025023416  0.030969856  0.008009935
 [66]  0.012534761  0.019867122  0.023829309  0.005049327  0.007651759
 [71]  0.011999038  0.015376870  0.023918054  0.035268631  0.050885934
 [76]  0.015120200  0.021549379  0.032937981  0.042195081  0.048630597
 [81]  0.029362684  0.043115491  0.009834769  0.015019710  0.016194200
 [86]  0.024578142  0.034660159  0.052254378  0.012424390  0.018737319
 [91]  0.026547853  0.027962174  0.041681505  0.015553272  0.023164660
 [96]  0.034207747  0.029017955  0.041985040  0.058038696  0.024614684

attr(,"sampler_params")$treedepth__
  [1] 3 1 1 1 3 2 4 3 2 1 5 5 3 4 2 5 4 4 3 5 4 3 6 5 4 5 4 4 4 4 4 4 3 6 5 4 4
 [38] 5 4 6 5 5 4 3 5 4 4 4 4 4 6 5 4 4 3 6 4 5 5 6 6 6 6 4 8 6 6 5 9 8 7 6 6 4
 [75] 4 6 6 4 4 4 5 4 6 5 5 4 4 4 5 5 4 5 5 5 5 5 5 5 3 4

attr(,"sampler_params")$n_leapfrog__
  [1]   7   1   1   1   7   3  15   7   3   1  31  31   7  15   2  31  15  15
 [19]   7  31  15   7  63  31  15  31  15  15  15  15  15  15   7  63  31  15
 [37]  15  31  15  63  31  31  15   7  31  15  15  15  15  15  63  31  15  15
 [55]   7  63  15  31  31  63  63  63  47  15 255  63  63  31 319 255 127  63
 [73]  63  15  15  63  63  15  15  15  31  15  63  31  31  15  15  15  31  31
 [91]  15  31  31  31  31  31  31  31   7  15

attr(,"sampler_params")$divergent__
  [1] 0 1 1 1 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
 [38] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
 [75] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
