Performs simple "condition-by-condition" analysis by
running ash from package ashr on data from each
condition, one at a time. May be a useful first step to identify
top hits in each condition before a mash analysis.
mash_1by1(data, alpha = 0, ...)A list with the following two elements: Bhat an
n by R matrix of observations (n units in R conditions); and
Shat, an n by R matrix of standard errors (n units in R
conditions),
Numeric value of alpha parameter in the model. alpha = 0 for Exchangeable Effects (EE), alpha = 1 for Exchangeable Z-scores (EZ).
optionally, other parameters to be passed to ash
A list similar to the output of mash, particularly including posterior matrices.
simdata = simple_sims(50,5,1)
mash_1by1(simdata)
#> $result
#> $result$PosteriorMean
#> condition_1 condition_2 condition_3 condition_4 condition_5
#> effect_1 -0.018250436 -0.0504477040 -0.3249518798 -0.1156385567 2.011049e-02
#> effect_2 0.481924866 -0.0317211818 -0.0832436992 0.0106861128 -6.971801e-02
#> effect_3 -0.375495751 -0.0107944301 0.4299473767 -0.1153484998 -1.738044e-01
#> effect_4 -0.050205107 0.0100401003 0.2358438794 -0.0074717319 1.652739e-02
#> effect_5 -0.294814811 -0.0598464364 -0.0453165386 -0.0976037799 1.763458e-02
#> effect_6 0.295243292 -0.0774858263 0.0069810608 0.0192120025 -7.897321e-02
#> effect_7 0.140096423 -0.0048268033 -0.2033467641 -0.3191984079 7.192998e-02
#> effect_8 0.721958662 -0.3365947354 0.3498046211 0.0412758827 -6.359684e-02
#> effect_9 -0.613852256 -0.0125200008 0.0303316697 0.1133927714 3.435620e-02
#> effect_10 -0.104472938 -0.0179722646 -0.0556289821 -0.0083264243 -1.811672e-02
#> effect_11 0.135975990 -0.0445724266 -0.0329792289 0.0742991516 -5.753340e-02
#> effect_12 0.373067787 0.4155320229 -0.0827415631 -0.0504606652 4.836721e-02
#> effect_13 -0.029741503 -0.2927599283 0.0482844060 -0.0685395591 -2.739608e-02
#> effect_14 -0.271447562 0.0464613462 0.1579729131 -0.1370962754 -4.392470e-02
#> effect_15 -0.603061708 0.1804918062 0.1186979833 0.0488409531 -2.911106e-02
#> effect_16 0.175902479 -0.0652413974 0.0587531708 0.0885687068 -5.411655e-02
#> effect_17 1.356208109 -0.0882438047 -0.0011197767 0.0780089821 7.509434e-03
#> effect_18 0.232799874 0.0462888240 -0.0689814317 0.3250679416 2.043724e-02
#> effect_19 0.155723834 0.0061540927 -0.2448958909 0.0119495934 2.258648e-02
#> effect_20 0.182011440 -0.0346648578 -0.1282098665 0.0183486749 4.831392e-01
#> effect_21 -0.031366776 -0.0892985865 0.0274820626 0.0145854953 -5.434030e-02
#> effect_22 -0.038332450 -0.0360834524 -0.0936970571 -0.0333583663 -1.495784e+00
#> effect_23 -0.022041201 0.0079440027 -0.0271705502 -0.0274554990 -3.177983e-02
#> effect_24 -0.154947221 -0.2293217750 0.2904689705 0.0316549932 9.133586e-02
#> effect_25 -0.104070005 -0.0992878779 0.1589779674 -0.0036809144 -1.396983e-01
#> effect_26 0.067224561 -0.1093272673 -0.0106811247 -0.1662997091 2.942194e-03
#> effect_27 -0.270473604 -0.1153465530 -0.0042829274 -0.0125360240 1.346927e-02
#> effect_28 -0.062452673 0.0348547120 -0.0145758785 -0.0470567513 4.014248e-03
#> effect_29 0.075682488 0.0012499092 0.0458513714 -0.0549800937 -1.513451e+00
#> effect_30 -0.272941426 0.0378978688 -0.1630443683 0.0090605091 -5.485755e-02
#> effect_31 0.016918626 0.1663259929 0.1642822832 0.0138455987 -2.790162e-02
#> effect_32 0.190306724 -0.0805527398 0.9367956811 0.0026397377 -3.519879e-02
#> effect_33 -0.171297678 0.0431987880 -0.2680516857 0.0287514532 -7.926614e-03
#> effect_34 0.940158479 -0.0233787283 -0.3648962142 0.0189297487 -3.101338e-02
#> effect_35 -0.021662452 -0.0063606015 -0.0694329545 0.0313104116 -1.472215e-01
#> effect_36 0.142363012 0.0425184538 0.0062247941 0.0494823944 9.411676e-02
#> effect_37 -0.007647168 0.8520206466 0.0071224115 0.0360242135 3.897161e-01
#> effect_38 0.108217960 -0.0022673849 -0.1297601652 -0.0330508707 8.203312e-03
#> effect_39 -1.207430059 -0.2266271272 -0.0192422763 0.1630595847 -5.074887e-02
#> effect_40 0.016264682 0.0157698006 -0.0155745950 0.0175494034 -5.100648e-01
#> effect_41 0.070439289 0.0012909853 -0.8202951081 0.0374721873 -5.882512e-01
#> effect_42 -0.027853245 0.0040446241 0.0050270583 -0.0204676458 8.173598e-02
#> effect_43 0.018185139 -0.0594485687 0.0098602256 -0.0032948562 6.458203e-02
#> effect_44 0.038607100 -1.5869238073 -0.0127099853 0.0084026363 3.128433e-02
#> effect_45 0.426596981 0.0453382139 -0.0294262845 0.0173016351 -1.525175e-01
#> effect_46 -0.108642451 0.0291485614 -0.0041851129 0.0177537405 -8.790888e-02
#> effect_47 0.025410366 -0.0289936806 0.0685068865 0.0034411893 -5.299121e-01
#> effect_48 -0.026168402 0.0009545635 -0.0442278729 -0.0850720336 6.488606e-02
#> effect_49 -0.014538628 0.0075831332 -0.0182923642 -0.0142041366 -1.511770e-02
#> effect_50 -0.066440133 0.0003405478 0.0414787000 0.0229946409 3.083817e-02
#> effect_51 -0.624166576 0.1207036531 0.0390430093 -0.1216180205 8.422981e-03
#> effect_52 0.422145092 0.0081126142 -0.1522928442 0.0242964102 -2.540617e-02
#> effect_53 -0.321583220 -0.0744069478 -0.0754536348 0.0969724410 -3.573087e-02
#> effect_54 -0.137957013 -0.2097118624 0.0434431902 -0.0398612436 -8.612164e-03
#> effect_55 -0.199389709 0.0179258197 0.1052571661 -0.0455384410 -1.196323e-01
#> effect_56 0.195565329 0.1095482577 0.0099136812 -0.0087550153 -6.910769e-01
#> effect_57 -0.370299855 0.0560440667 0.6757696138 0.1682263235 3.097923e-02
#> effect_58 -0.050029758 0.5650748013 -0.1110512865 0.0695344122 -1.117070e+00
#> effect_59 0.533800198 -0.0048021328 0.0291415633 -0.0193896122 1.313533e-01
#> effect_60 0.096031373 2.6477482872 -1.9790811159 -0.0477110190 1.529633e+00
#> effect_61 1.194650012 0.3994363799 0.0723432418 0.0095761114 4.344033e-01
#> effect_62 0.164164121 -0.6956223820 -1.4445340500 0.7903017438 4.961722e-02
#> effect_63 -0.002113468 0.0300279286 0.1042114211 0.0954644043 -7.611963e-03
#> effect_64 0.478328707 -0.0558163035 -0.1004129395 -0.0093246454 2.002603e-02
#> effect_65 -0.314655001 0.0516345427 -0.0543928146 0.0429861189 -1.866936e-01
#> effect_66 0.196317308 -0.0070333166 -0.0444105746 -0.0110016477 -4.327072e-02
#> effect_67 0.925955740 0.0020359088 -0.0611972505 0.3479999058 -7.905442e-01
#> effect_68 0.044811397 -0.2004444554 -1.7323485659 -0.0281584210 9.128184e-02
#> effect_69 -0.499404226 0.0041617743 -1.5603308433 -0.0205154399 -3.402488e-02
#> effect_70 -0.006704740 -0.0312519699 0.3737131409 0.4477985792 5.084578e-02
#> effect_71 -0.093368370 -0.0137086465 -0.1044674923 -0.0377297899 -6.213273e-02
#> effect_72 -0.704411567 -0.0574310027 2.8389968648 -0.0656457951 9.640963e-02
#> effect_73 -1.341534346 0.0685777373 0.0076453502 0.0145448929 -2.292437e-03
#> effect_74 0.174684860 0.0008543948 0.2909412221 -0.0214656071 7.451931e-02
#> effect_75 -0.168527999 1.0352118605 -0.1308988478 0.1075662599 6.324312e-03
#> effect_76 -0.221498920 0.0115716355 2.5073320980 -0.0216788653 -1.009098e-01
#> effect_77 -0.039216832 -0.0467603922 0.6237720777 0.0971471106 -1.712017e-01
#> effect_78 -1.099403553 -0.0143943335 0.1033689728 -1.1481103561 4.306797e-02
#> effect_79 0.041924253 -0.0165693946 0.0162981943 0.1056758226 -1.309901e-01
#> effect_80 0.078534758 -0.0249626847 -0.4451572687 -0.0951402263 -3.268417e-02
#> effect_81 0.183705583 -0.2509681754 -0.0964761986 -0.0015563300 -5.076499e-03
#> effect_82 -0.531598202 0.7993305542 -0.1863457334 0.1680852185 -2.605520e-03
#> effect_83 -0.041330157 0.1547307778 -0.0780688767 0.0073668952 3.873336e-02
#> effect_84 -0.289531380 -0.0490362430 -0.1388577393 1.4501028057 1.636611e-01
#> effect_85 -0.046562156 0.0414550205 -0.0899784988 1.9353858508 2.589211e-03
#> effect_86 -0.120302363 0.2039163129 -1.2547617702 0.0008991903 2.203608e-02
#> effect_87 0.310845132 -0.0109288972 -0.1317586095 -0.0143339858 6.840698e-04
#> effect_88 0.141942930 -0.2743225840 0.0434408119 0.1000914625 -7.516596e-02
#> effect_89 0.480773076 -0.6405935950 0.2196618382 -0.0514501962 -7.517977e-01
#> effect_90 0.100639817 0.0047130833 2.3369804656 0.0025618366 1.129856e-02
#> effect_91 0.582653419 -0.2605355574 -0.0016085373 0.0746810237 1.069589e-02
#> effect_92 -0.131166477 -0.0041900449 -0.5594092605 0.0284290993 4.422218e-02
#> effect_93 0.039869017 -0.0032335295 -0.0997871640 0.0088707736 8.605883e-03
#> effect_94 0.137419891 -0.0313814415 0.0231665117 -0.0648030734 -5.860051e-02
#> effect_95 0.350043718 0.1637079639 0.0582291155 -0.0872281290 -5.855104e-02
#> effect_96 1.187275072 0.1316150392 -1.2589486509 0.0092738342 1.838902e-01
#> effect_97 0.282766684 0.0511068865 -0.6701648788 0.0227279696 -3.214778e-02
#> effect_98 -0.201318408 0.3151442002 -0.3124815046 -0.0085870963 -1.366764e-01
#> effect_99 0.122707438 -0.1301851623 -0.3440117042 0.3264499157 1.517850e-01
#> effect_100 0.195224636 0.2185967983 0.0719369347 -0.0415603933 -9.332528e-02
#> effect_101 0.469881795 0.0169863606 0.0929814447 -0.0356388793 -1.116500e-01
#> effect_102 1.436754996 -0.0113692685 -0.0297156274 -0.0185300591 1.812433e-02
#> effect_103 -0.044618858 -0.0389277588 0.0491373592 0.0053522443 -6.659394e-02
#> effect_104 0.041384348 0.0081730133 0.0095301181 -0.0087360112 -1.306666e-01
#> effect_105 -0.244478399 -0.0007443064 0.0974266133 -0.1100282892 7.021003e-02
#> effect_106 2.155229166 0.0357078615 -0.3850194474 -0.0267825712 2.551182e-02
#> effect_107 -0.107094074 0.0542980021 -0.0478368814 0.0125836897 8.469233e-03
#> effect_108 0.323255300 -0.3085183069 -0.0460972232 -0.0133925686 -4.481384e-02
#> effect_109 -0.118989808 -0.0229875474 0.3055450192 -0.0074256123 2.257846e-01
#> effect_110 1.714359360 -0.0426346053 0.0922774629 -0.2374604272 -1.788374e-02
#> effect_111 -0.287988386 0.0368962368 0.1881970328 -0.0265928549 4.622268e-02
#> effect_112 -0.644215559 -0.3594819062 0.0120782773 0.0211192006 -1.126607e-01
#> effect_113 -1.013937969 -0.0349738612 0.0490466522 -0.0324960004 6.728514e-02
#> effect_114 0.976571139 0.0803697543 -0.1145701730 0.1313134114 6.816256e-02
#> effect_115 -2.497572819 0.0110893849 0.1220757879 -0.0515145072 2.421359e-01
#> effect_116 -0.078224472 0.0150313808 0.1067000069 -0.0295939309 2.134350e-04
#> effect_117 0.126643697 -0.0408812365 -0.0172034377 0.0428002779 -5.895358e-02
#> effect_118 -0.021547334 -0.1581041965 -0.0045516036 -0.0264753214 -2.111648e-02
#> effect_119 0.253813639 0.0964128815 0.5850086049 0.0333932815 2.849853e-03
#> effect_120 0.193103028 0.1518577394 0.0392147783 -0.1933944507 -3.744833e-01
#> effect_121 -0.310318656 0.0173815563 0.0465066593 -0.0803701050 6.469643e-03
#> effect_122 -0.342534051 -0.0659312026 0.1427671508 -0.0328541036 1.143773e-01
#> effect_123 -0.235552485 -0.0455720198 0.0202779884 -0.0006466889 -4.675273e-02
#> effect_124 -0.094511181 0.0105035343 -0.0201873179 0.1132768313 6.928801e-02
#> effect_125 0.130165179 -0.0034900329 0.1713230525 0.0526581569 3.181346e-02
#> effect_126 -1.554151795 -0.0187160878 -0.0776652571 0.0232344072 -6.395080e-02
#> effect_127 -1.017999412 -0.0026974646 -0.0202655479 -0.0433718760 7.473889e-03
#> effect_128 -0.033507390 0.0454683425 -0.0097333771 -0.0224338487 1.470489e-01
#> effect_129 2.038349345 0.0118689486 0.0293630024 0.0220582239 -2.034564e-01
#> effect_130 -0.077709183 -1.2354740011 0.0243591747 0.0428723962 8.553722e-02
#> effect_131 -0.834057904 -0.0261338163 -0.1019552746 -0.0179459951 7.418920e-03
#> effect_132 -0.009191390 0.0810844808 -0.2363438861 0.0196738219 6.450582e-01
#> effect_133 -0.047014258 0.3173959306 0.0847173007 0.0977567118 -2.699875e-02
#> effect_134 0.222629799 -0.2597246145 -0.0056697473 -0.0965918722 4.582457e-02
#> effect_135 0.016233856 -0.0457524075 0.0818929377 0.0826094202 -7.570471e-02
#> effect_136 -0.761950718 0.0045489152 0.0661506581 0.0167472203 6.129213e-02
#> effect_137 1.273157872 0.1044758322 0.0617026171 0.0509703367 -7.451165e-02
#> effect_138 -1.422345265 0.0265937514 0.0466391119 0.0233181612 -6.626584e-02
#> effect_139 -0.674583579 0.0628197061 -0.0527312151 -0.0458452427 -7.801485e-02
#> effect_140 0.643640129 -0.2217202755 1.6705126928 -0.0056854716 -2.108319e-01
#> effect_141 -0.020489913 -0.0135764249 -0.0332352912 -0.0971478437 -4.329317e-02
#> effect_142 0.184828344 -0.0845955652 0.0621452752 0.7682686130 -1.690194e-02
#> effect_143 1.188960251 -0.1011548142 0.0164296745 0.0282332199 1.001428e-01
#> effect_144 -0.149991114 -0.1875170118 -0.0367590074 -0.0219759297 2.328050e-02
#> effect_145 0.732950932 -0.0522541333 0.2117846582 -0.2174217052 8.045860e-03
#> effect_146 0.054187464 -0.0286224448 0.0673434616 -0.2371930007 5.608292e-02
#> effect_147 -0.132728416 0.0033632686 0.5655594275 -0.0524847795 -3.851527e-02
#> effect_148 -0.349197053 0.1573015796 -0.0004648375 0.0372403589 4.818358e-02
#> effect_149 0.031849122 0.0465952813 -0.3960573633 0.0713479090 7.217597e-03
#> effect_150 -0.983806496 0.0838131939 -0.0206747374 0.0197175805 5.707766e-03
#> effect_151 0.723336383 -0.0412791193 -0.0394363736 -0.0024265728 -1.557618e-01
#> effect_152 0.350641909 -0.0648533594 0.1610832585 0.1691182680 1.105816e-02
#> effect_153 -0.367920664 -0.0252663751 -0.0288556364 0.3229808057 -9.771924e-03
#> effect_154 0.044945066 0.0289963499 -0.0087031125 0.0614561887 -1.037870e-01
#> effect_155 0.180561539 0.1029887118 0.6234339603 0.1071715819 1.695710e+00
#> effect_156 -1.084025432 -0.2611023124 -0.8978927922 -0.4461126282 -6.543818e-02
#> effect_157 0.113358290 -0.0319117697 0.0319148803 0.0614667347 2.061702e-01
#> effect_158 -0.560744871 -1.2822906641 -2.8745730104 -0.4784534192 -2.256218e+00
#> effect_159 -0.056206739 0.1313105663 -0.0243864685 0.1357834373 -1.573448e-02
#> effect_160 0.328790778 0.0159703895 -0.0120587184 0.0407536374 2.157774e+00
#> effect_161 -1.547453857 -1.5466731033 -0.5101745189 -0.2155844304 -2.097752e+00
#> effect_162 -0.138665525 0.1218079394 0.0656016834 0.0071186822 4.837560e-02
#> effect_163 0.152672977 -0.0551433742 -0.3811842516 1.0792104113 -3.626713e-01
#> effect_164 -0.393071608 -0.0104288371 -0.0650077966 -0.0431296419 -2.293072e-02
#> effect_165 0.338935294 0.0209146107 0.5289845584 -0.0321299962 -3.058961e-02
#> effect_166 0.815182661 0.0144745996 0.1384745416 0.0281801146 1.440996e-01
#> effect_167 0.637785748 0.0625972797 0.0090587820 0.2533604975 1.173356e-02
#> effect_168 -0.102142663 0.2843056283 -0.0567212937 0.0043456078 7.645212e-02
#> effect_169 0.594452863 0.1572744307 0.1024055644 0.5322323638 7.540120e-01
#> effect_170 -0.044037731 -0.0133565419 -0.0537250498 -0.0126574510 -4.161895e-01
#> effect_171 0.104999587 -0.5548288543 -0.3133889485 -0.0531583710 1.164844e-01
#> effect_172 0.016628871 -0.0320670674 -0.1011630550 0.0427932895 -5.740449e-02
#> effect_173 0.054520188 2.1135773789 -0.0598852203 -0.0334014503 -3.283992e-01
#> effect_174 -0.037951129 -0.0768203894 -0.0917611801 -0.0331781153 2.308910e-02
#> effect_175 0.147583828 0.0095021323 -0.0805434684 -0.0007365210 -5.668714e-02
#> effect_176 0.089527633 0.9962426589 0.2890449897 0.1357385318 2.425212e-01
#> effect_177 -1.912022992 -2.2225689501 -0.1023497875 -0.1039545332 -3.491319e-01
#> effect_178 -0.003783425 -0.0344258869 -0.0530656041 -0.1400541128 -9.579405e-02
#> effect_179 0.260293912 -0.0095190060 0.0014643004 -0.0552652465 5.648345e-02
#> effect_180 2.295404163 0.4457647660 2.2117831364 0.2277813833 2.315984e+00
#> effect_181 0.039439854 0.0189779608 -0.0833567298 -0.0425914799 -2.081187e-02
#> effect_182 -0.431164900 -0.0087384191 -0.0778411921 -0.0214164352 5.946835e-02
#> effect_183 0.006476798 0.0142182187 0.4190887835 0.0347619258 -3.517748e-02
#> effect_184 0.260848217 -0.1280260048 0.0156397948 -0.5122048872 -5.719878e-02
#> effect_185 0.248002321 0.1416761073 0.0404813925 0.0165596748 -5.034588e-02
#> effect_186 -0.341432233 0.0074878909 -0.1214974793 -0.0024871603 1.480031e-02
#> effect_187 0.133850290 0.0103099973 -0.1803284228 -0.0078721356 -1.234826e-01
#> effect_188 1.254452104 0.0355647466 -0.3400318952 0.0383006477 6.598225e-03
#> effect_189 -0.115741262 0.1958026050 0.4550142638 0.0160703550 4.986707e-02
#> effect_190 0.173889795 -0.0249007918 0.4339799724 0.2207213408 3.739430e-02
#> effect_191 0.270082952 0.3712810424 -0.0094030057 0.0809857804 3.340764e-02
#> effect_192 0.089412803 -0.0704988393 0.0012960054 -0.0496223540 -7.914565e-03
#> effect_193 0.241968015 0.0234249308 0.1473844058 0.0095343872 3.640824e-01
#> effect_194 0.737709523 0.0541477846 0.0690741030 0.5410386294 3.585840e-01
#> effect_195 0.086403956 -0.1579959296 -0.0072422082 -0.2828977827 -3.806299e-05
#> effect_196 -0.292067932 0.7199306786 0.0992172705 0.0870692352 1.059972e-01
#> effect_197 -0.561787965 2.0167720702 0.0860261671 0.0868512994 -1.215833e-01
#> effect_198 -0.229335335 0.0541728030 -0.1652909213 0.1409549932 -1.228745e-01
#> effect_199 -0.022524730 0.0309517830 0.0152776298 0.1516828458 1.019028e-01
#> effect_200 -0.172896798 0.0830403891 0.8535328123 -0.0321379746 6.090676e-02
#>
#> $result$PosteriorSD
#> condition_1 condition_2 condition_3 condition_4 condition_5
#> effect_1 0.4232130 0.3065798 0.7059320 0.4136853 0.2564153
#> effect_2 0.7527942 0.2709264 0.3816538 0.2237399 0.3449595
#> effect_3 0.6827181 0.2428228 0.8056787 0.4131779 0.5258522
#> effect_4 0.4329818 0.2422438 0.6044621 0.2214306 0.2522815
#> effect_5 0.6219468 0.3255233 0.3222502 0.3812726 0.2534909
#> effect_6 0.6222864 0.3609955 0.2859206 0.2331550 0.3629203
#> effect_7 0.4929866 0.2393332 0.5626322 0.6876552 0.3492708
#> effect_8 0.8724995 0.7377295 0.7312684 0.2710396 0.3329951
#> effect_9 0.8246515 0.2442887 0.3031565 0.4097448 0.2778457
#> effect_10 0.4653780 0.2501126 0.3374425 0.2219705 0.2540371
#> effect_11 0.4896476 0.2949378 0.3061864 0.3368174 0.3211448
#> effect_12 0.6809854 0.8160937 0.3808320 0.2892102 0.3034309
#> effect_13 0.4257394 0.6888517 0.3264930 0.3254358 0.2665417
#> effect_14 0.6031768 0.2986530 0.4991333 0.4500150 0.2950443
#> effect_15 0.8193533 0.5403663 0.4390921 0.2859722 0.2692017
#> effect_16 0.5228728 0.3364352 0.3422556 0.3643705 0.3144982
#> effect_17 0.9997817 0.3821307 0.2848979 0.3440751 0.2450345
#> effect_18 0.5711798 0.2983124 0.3584558 0.6937932 0.2568228
#> effect_19 0.5058759 0.2398877 0.6156152 0.2248489 0.2596203
#> effect_20 0.5280625 0.2761653 0.4540518 0.2320122 0.8652683
#> effect_21 0.4261897 0.3841752 0.3000970 0.2275020 0.3149323
#> effect_22 0.4283705 0.2787568 0.3987614 0.2560675 1.2383860
#> effect_23 0.4239172 0.2408398 0.2997761 0.2457085 0.2735119
#> effect_24 0.5052284 0.6096977 0.6687580 0.2529900 0.3864719
#> effect_25 0.4650861 0.4032699 0.5006080 0.2197174 0.4719545
#> effect_26 0.4413636 0.4219537 0.2873125 0.4959105 0.2433599
#> effect_27 0.6023842 0.4329081 0.2852671 0.2254003 0.2492826
#> effect_28 0.4388196 0.2765098 0.2893740 0.2824178 0.2436235
#> effect_29 0.4462091 0.2385000 0.3230058 0.2982790 1.2392987
#> effect_30 0.6043909 0.2821263 0.5065422 0.2224777 0.3159364
#> effect_31 0.4229964 0.5186001 0.5083385 0.2267126 0.2673162
#> effect_32 0.5351245 0.3670705 1.1035962 0.2194475 0.2792957
#> effect_33 0.5189709 0.2922571 0.6432229 0.2479040 0.2452581
#> effect_34 0.9431103 0.2574198 0.7461004 0.2327773 0.2722541
#> effect_35 0.4238411 0.2399857 0.3591825 0.2523753 0.4842721
#> effect_36 0.4948352 0.2909368 0.2857063 0.2872534 0.3916837
#> effect_37 0.4219381 1.1032895 0.2859634 0.2610002 0.7833387
#> effect_38 0.4681175 0.2386377 0.4564660 0.2555073 0.2454128
#> effect_39 0.9898241 0.6060810 0.2926011 0.4910047 0.3079926
#> effect_40 0.4228959 0.2475539 0.2899972 0.2309886 0.8865387
#> effect_41 0.4431563 0.2385040 1.0552943 0.2637305 0.9431760
#> effect_42 0.4252447 0.2390680 0.2854165 0.2348826 0.3682334
#> effect_43 0.4232020 0.3247183 0.2869551 0.2196071 0.3349225
#> effect_44 0.4284647 1.2661443 0.2883120 0.2220213 0.2726970
#> effect_45 0.7177862 0.2964402 0.3021609 0.2306782 0.4927933
#> effect_46 0.4684310 0.2665264 0.2852493 0.2312471 0.3800036
#> effect_47 0.4246506 0.2662674 0.3576928 0.2196475 0.9016154
#> effect_48 0.4248294 0.2384749 0.3207250 0.3577125 0.3355173
#> effect_49 0.4226494 0.2406292 0.2918804 0.2270909 0.2508350
#> effect_50 0.4409357 0.2384442 0.3169558 0.2385769 0.2719688
#> effect_51 0.8296243 0.4425019 0.3137238 0.4240466 0.2455391
#> effect_52 0.7148368 0.2409413 0.4907403 0.2405834 0.2635756
#> effect_53 0.6428280 0.3548614 0.3689330 0.3801059 0.2802189
#> effect_54 0.4912493 0.5828443 0.3196369 0.2683006 0.2456505
#> effect_55 0.5428637 0.2500559 0.4175611 0.2794061 0.4378307
#> effect_56 0.5396052 0.4223592 0.2869775 0.2222618 1.0074536
#> effect_57 0.6790027 0.3178354 0.9805948 0.4988066 0.2721985
#> effect_58 0.4329059 0.9380383 0.4268939 0.3274107 1.1800967
#> effect_59 0.7829339 0.2393242 0.3018523 0.2333947 0.4579915
#> effect_60 0.4593874 1.0857310 1.2007665 0.2837195 1.2400035
#> effect_61 0.9884678 0.8010159 0.3638831 0.2228575 0.8242002
#> effect_62 0.5129499 1.0227164 1.2160868 1.0213216 0.3058204
#> effect_63 0.4216860 0.2680098 0.4158694 0.3773103 0.2450884
#> effect_64 0.7506101 0.3173756 0.4097079 0.2226698 0.2563108
#> effect_65 0.6374899 0.3089572 0.3355609 0.2743781 0.5449946
#> effect_66 0.5402459 0.2403264 0.3209797 0.2240066 0.2938264
#> effect_67 0.9394720 0.2385994 0.3460720 0.7170950 1.0601397
#> effect_68 0.4307521 0.5697060 1.2223436 0.2468931 0.3863703
#> effect_69 0.7632334 0.2391048 1.2230152 0.2349498 0.2772797
#> effect_70 0.4218750 0.2701106 0.7545808 0.8074508 0.3081790
#> effect_71 0.4575554 0.2454088 0.4162839 0.2642196 0.3301308
#> effect_72 0.8653577 0.3206377 1.0103058 0.3196729 0.3959551
#> effect_73 0.9992592 0.3431658 0.2861287 0.2274578 0.2432394
#> effect_74 0.5218401 0.2384679 0.6692839 0.2363082 0.3543042
#> effect_75 0.5166294 1.1739254 0.4582347 0.3993955 0.2444628
#> effect_76 0.5616477 0.2434590 1.0933775 0.2366186 0.4042688
#> effect_77 0.4286759 0.2992439 0.9491526 0.3804289 0.5219090
#> effect_78 0.9756961 0.2460945 0.4145051 1.1401418 0.2934499
#> effect_79 0.4296499 0.2484521 0.2904722 0.3959981 0.4573764
#> effect_80 0.4479337 0.2598009 0.8186691 0.3767077 0.2750151
#> effect_81 0.5295037 0.6379547 0.4032982 0.2192606 0.2439638
#> effect_82 0.7817056 1.0784189 0.5395650 0.4985950 0.2432937
#> effect_83 0.4294312 0.5001612 0.3731947 0.2213682 0.2855296
#> effect_84 0.6177454 0.3037617 0.4704901 1.1814707 0.5103318
#> effect_85 0.4314518 0.2888837 0.3926802 1.1609527 0.2432907
#> effect_86 0.4772529 0.5746630 1.1907007 0.2191942 0.2588851
#> effect_87 0.6345344 0.2429300 0.4595676 0.2272298 0.2430695
#> effect_88 0.4944920 0.6669557 0.3196336 0.3858487 0.3555587
#> effect_89 0.7520960 0.9891644 0.5839921 0.2911923 1.0406416
#> effect_90 0.4626247 0.2392918 1.1345565 0.2194309 0.2474796
#> effect_91 0.8090605 0.6500137 0.2849267 0.3375673 0.2470296
#> effect_92 0.4857890 0.2391139 0.9064262 0.2473532 0.2955999
#> effect_93 0.4289052 0.2388418 0.4086906 0.2223428 0.2456468
#> effect_94 0.4908143 0.2703351 0.2959040 0.3179899 0.3232268
#> effect_95 0.6642542 0.5144872 0.3414428 0.3618255 0.3231303
#> effect_96 0.9876475 0.4615968 1.1914600 0.2226325 0.5408847
#> effect_97 0.6123292 0.3078994 0.9773303 0.2381742 0.2741210
#> effect_98 0.5445065 0.7143434 0.6927695 0.2221461 0.4669351
#> effect_99 0.4791188 0.4591280 0.7254661 0.6952279 0.4916219
#> effect_100 0.5393149 0.5951662 0.3632252 0.2715930 0.3902038
#> effect_101 0.7454305 0.2489346 0.3975919 0.2602793 0.4237263
#> effect_102 1.0009653 0.2432896 0.3024767 0.2322492 0.2540458
#> effect_103 0.4306766 0.2840635 0.3277337 0.2203332 0.3388574
#> effect_104 0.4294510 0.2409782 0.2868191 0.2222486 0.4568281
#> effect_105 0.5809572 0.2384611 0.4048476 0.4037910 0.3459193
#> effect_106 0.9193275 0.2780668 0.7652623 0.2445887 0.2637297
#> effect_107 0.4672904 0.3143130 0.3258457 0.2254461 0.2455662
#> effect_108 0.6441092 0.7069173 0.3233545 0.2262462 0.2967077
#> effect_109 0.4762408 0.2568472 0.6853124 0.2214031 0.5994396
#> effect_110 0.9855991 0.2911618 0.3964410 0.5937427 0.2537717
#> effect_111 0.6165136 0.2802589 0.5421181 0.2442756 0.2993597
#> effect_112 0.8390376 0.7616390 0.2879832 0.2358082 0.4255291
#> effect_113 0.9600376 0.2767263 0.3276013 0.2545016 0.3402085
#> effect_114 0.9518723 0.3667091 0.4325251 0.4404537 0.3419229
#> effect_115 0.8621832 0.2430596 0.4444329 0.2913213 0.6207590
#> effect_116 0.4477439 0.2467567 0.4198917 0.2493570 0.2430545
#> effect_117 0.4822028 0.2877817 0.2910935 0.2740140 0.3239162
#> effect_118 0.4238182 0.5055856 0.2853183 0.2440823 0.2576853
#> effect_119 0.5887094 0.3978249 0.9239500 0.2561312 0.2433410
#> effect_120 0.5375070 0.4955018 0.3139482 0.5352820 0.7686399
#> effect_121 0.6341249 0.2494005 0.3239371 0.3486612 0.2445278
#> effect_122 0.6586800 0.3378284 0.4764399 0.2551499 0.4285797
#> effect_123 0.5734915 0.2969000 0.2934228 0.2191781 0.3003624
#> effect_124 0.4583380 0.2425950 0.2933494 0.4095407 0.3441204
#> effect_125 0.4849913 0.2389080 0.5184652 0.2936152 0.2735674
#> effect_126 0.9978971 0.2510350 0.3725362 0.2389414 0.3336876
#> effect_127 0.9608757 0.2387198 0.2934127 0.2751348 0.2450160
#> effect_128 0.4268169 0.2966961 0.2869023 0.2377334 0.4839924
#> effect_129 0.9397092 0.2437129 0.3020921 0.2371757 0.5689769
#> effect_130 0.4474300 1.2264769 0.2970067 0.2741553 0.3754989
#> effect_131 0.9128152 0.2616224 0.4122127 0.2314923 0.2449875
#> effect_132 0.4220593 0.3681199 0.6050836 0.2337816 0.9800114
#> effect_133 0.4316363 0.7168449 0.3840661 0.3815549 0.2659387
#> effect_134 0.5626042 0.6490014 0.2855644 0.3794016 0.2986084
#> effect_135 0.4228912 0.2972550 0.3794435 0.3529858 0.3566030
#> effect_136 0.8879163 0.2392337 0.3539182 0.2299957 0.3284867
#> effect_137 0.9955212 0.4129894 0.3468660 0.2902308 0.3542894
#> effect_138 1.0009581 0.2623512 0.3241261 0.2390693 0.3382159
#> effect_139 0.8526737 0.3315394 0.3330547 0.2800135 0.3610714
#> effect_140 0.8387720 0.5994362 1.2240314 0.2204826 0.5792199
#> effect_141 0.4236134 0.2452799 0.3064885 0.3804303 0.2938682
#> effect_142 0.5304592 0.3750195 0.3475629 1.0109946 0.2526835
#> effect_143 0.9878373 0.4067833 0.2905606 0.2470201 0.4028585
#> effect_144 0.5011114 0.5508665 0.3107944 0.2370543 0.2605651
#> effect_145 0.8768550 0.3102008 0.5737719 0.5679437 0.2453242
#> effect_146 0.4347656 0.2656498 0.3558261 0.5934064 0.3183189
#> effect_147 0.4870372 0.2388747 0.9107023 0.2932673 0.2851385
#> effect_148 0.6636286 0.5042995 0.2848754 0.2632912 0.3030809
#> effect_149 0.4263276 0.2989175 0.7754865 0.3310015 0.2448850
#> effect_150 0.9535179 0.3734867 0.2937472 0.2338415 0.2442029
#> effect_151 0.8730504 0.2885454 0.3142385 0.2194032 0.4979534
#> effect_152 0.6646958 0.3356512 0.5036867 0.5001422 0.2472974
#> effect_153 0.6772922 0.2602684 0.3015445 0.6916190 0.2463839
#> effect_154 0.4308047 0.2662719 0.2864981 0.3112890 0.4095350
#> effect_155 0.5268296 0.4102173 0.9489394 0.3986878 1.2402085
#> effect_156 0.9731799 0.6507202 1.0885527 0.8060572 0.3365973
#> effect_157 0.4719513 0.2712594 0.3049477 0.3113101 0.5727671
#> effect_158 0.7976073 1.2354353 1.0020494 0.8320785 1.1581370
#> effect_159 0.4357131 0.4610719 0.2970324 0.4478588 0.2514547
#> effect_160 0.6483310 0.2477759 0.2879733 0.2700259 1.1805020
#> effect_161 0.9982160 1.2646827 0.8706161 0.5655150 1.1926871
#> effect_162 0.4918238 0.4444614 0.3530422 0.2212238 0.3034469
#> effect_163 0.5033357 0.3160175 0.7616630 1.1237288 0.7569538
#> effect_164 0.6950805 0.2425374 0.3520963 0.2746595 0.2600865
#> effect_165 0.6559884 0.2539217 0.8846361 0.2538418 0.2715654
#> effect_166 0.9066473 0.2461766 0.4699044 0.2469299 0.4791913
#> effect_167 0.8360547 0.3310894 0.2866327 0.6133634 0.2478182
#> effect_168 0.4636979 0.6789162 0.3391162 0.2199356 0.3580503
#> effect_169 0.8150552 0.5042560 0.4129433 0.8722367 1.0417902
#> effect_170 0.4304504 0.2450679 0.3345505 0.2255173 0.8079372
#> effect_171 0.4657604 0.9306111 0.6937378 0.2946193 0.4323050
#> effect_172 0.4229513 0.2715314 0.4109266 0.2740003 0.3208934
#> effect_173 0.4349198 1.2216565 0.3440181 0.2561462 0.7215307
#> effect_174 0.4282408 0.3596726 0.3955968 0.2557389 0.2603026
#> effect_175 0.4991223 0.2418544 0.3772366 0.2191832 0.3194954
#> effect_176 0.4549660 1.1608274 0.6671692 0.4477849 0.6212518
#> effect_177 0.9601197 1.1995436 0.4128528 0.3928879 0.7432364
#> effect_178 0.4217320 0.2757327 0.3335569 0.4548424 0.3948106
#> effect_179 0.5940541 0.2418663 0.2849172 0.2988521 0.3190987
#> effect_180 0.8946385 0.8432886 1.1615661 0.5814363 1.1432692
#> effect_181 0.4287540 0.2513665 0.3818388 0.2736053 0.2572960
#> effect_182 0.7207917 0.2413358 0.3728232 0.2362369 0.3249217
#> effect_183 0.4218610 0.2459157 0.7961963 0.2586483 0.2792588
#> effect_184 0.5945098 0.4553812 0.2900392 0.8577140 0.3204924
#> effect_185 0.5838906 0.4786884 0.3156196 0.2297687 0.3072181
#> effect_186 0.6578573 0.2405752 0.4435207 0.2194154 0.2505242
#> effect_187 0.4879367 0.2424465 0.5311956 0.2216767 0.4445251
#> effect_188 0.9941145 0.2778046 0.7214440 0.2653067 0.2445865
#> effect_189 0.4737556 0.5630115 0.8269110 0.2291857 0.3062993
#> effect_190 0.5211661 0.2597060 0.8091556 0.5722781 0.2831410
#> effect_191 0.6020660 0.7735692 0.2867679 0.3498527 0.2762319
#> effect_192 0.4548896 0.3470306 0.2849071 0.2875332 0.2452515
#> effect_193 0.5788625 0.2574878 0.4834066 0.2228260 0.7583635
#> effect_194 0.8787126 0.3140103 0.3586049 0.8784672 0.7528496
#> effect_195 0.4529086 0.5054123 0.2860002 0.6479956 0.2430530
#> effect_196 0.6197657 1.0366224 0.4077635 0.3615232 0.4135538
#> effect_197 0.7981623 1.2379685 0.3862093 0.3611084 0.4412316
#> effect_198 0.5682642 0.3140607 0.5097987 0.4563043 0.4434725
#> effect_199 0.4240163 0.2695916 0.2898080 0.4734206 0.4060908
#> effect_200 0.5203248 0.3719700 1.0700860 0.2538561 0.3277331
#>
#> $result$lfsr
#> condition_1 condition_2 condition_3 condition_4 condition_5
#> effect_1 0.85275669 0.9326932 0.76016863 0.8851794 0.9493388
#> effect_2 0.58013647 0.9444819 0.89652272 0.9554557 0.9181717
#> effect_3 0.63785119 0.9567624 0.70831788 0.8853651 0.8560052
#> effect_4 0.83492431 0.9571669 0.80715620 0.9573344 0.9514143
#> effect_5 0.68431388 0.9267428 0.92023029 0.8968706 0.9507792
#> effect_6 0.68406073 0.9156830 0.94207212 0.9501429 0.9123351
#> effect_7 0.77958843 0.9598583 0.82513930 0.7680981 0.9167720
#> effect_8 0.46306108 0.7750177 0.74758640 0.9351912 0.9220580
#> effect_9 0.51371268 0.9558240 0.92926894 0.8866193 0.9406557
#> effect_10 0.80199530 0.9527509 0.91383402 0.9568426 0.9505008
#> effect_11 0.78218975 0.9364151 0.92770412 0.9124245 0.9259227
#> effect_12 0.63921436 0.7374202 0.89683693 0.9288116 0.9317760
#> effect_13 0.84652848 0.7966885 0.91839937 0.9163452 0.9449670
#> effect_14 0.69822234 0.9352193 0.85115208 0.8716357 0.9346076
#> effect_15 0.51894844 0.8555394 0.87461143 0.9299364 0.9439146
#> effect_16 0.75701275 0.9233411 0.91188147 0.9028403 0.9281044
#> effect_17 0.22330299 0.9090410 0.94490833 0.9099146 0.9563413
#> effect_18 0.72165754 0.9353285 0.90546732 0.7650107 0.9491468
#> effect_19 0.76972217 0.9591912 0.80223458 0.9546966 0.9478734
#> effect_20 0.75317777 0.9426508 0.86884685 0.9506991 0.7008322
#> effect_21 0.84562971 0.9083945 0.93093324 0.9530789 0.9279615
#> effect_22 0.84173094 0.9417638 0.89000131 0.9406619 0.3184282
#> effect_23 0.85072728 0.9582716 0.93111383 0.9446847 0.9422632
#> effect_24 0.77021224 0.8292675 0.77798386 0.9418295 0.9046284
#> effect_25 0.80224688 0.9023143 0.85056357 0.9594428 0.8755548
#> effect_26 0.82486523 0.8962813 0.94019229 0.8537742 0.9586383
#> effect_27 0.69880641 0.8927009 0.94340001 0.9543405 0.9531370
#> effect_28 0.82771720 0.9425323 0.93814473 0.9311759 0.9581126
#> effect_29 0.81975805 0.9615899 0.91990107 0.9256775 0.3129489
#> effect_30 0.69732717 0.9406258 0.84818837 0.9564156 0.9276311
#> effect_31 0.85346357 0.8633939 0.84746717 0.9535374 0.9446575
#> effect_32 0.74798272 0.9137807 0.49274186 0.9599999 0.9401275
#> effect_33 0.75990798 0.9372840 0.78980644 0.9438076 0.9561243
#> effect_34 0.37004762 0.9495705 0.74004447 0.9503251 0.9427390
#> effect_35 0.85093119 0.9590862 0.90518383 0.9420651 0.8711797
#> effect_36 0.77815724 0.9377139 0.94244806 0.9294909 0.9029100
#> effect_37 0.85829297 0.5525608 0.94200154 0.9388265 0.7445658
#> effect_38 0.79965410 0.9611074 0.86791231 0.9408730 0.9559797
#> effect_39 0.27135657 0.8306877 0.93560691 0.8557261 0.9302554
#> effect_40 0.85380947 0.9540106 0.93760901 0.9512108 0.6886010
#> effect_41 0.82293154 0.9615705 0.53822904 0.9378263 0.6539223
#> effect_42 0.84756730 0.9602453 0.94303751 0.9493279 0.9106035
#> effect_43 0.85279142 0.9269942 0.94061503 0.9596505 0.9214313
#> effect_44 0.84157571 0.3008316 0.93913413 0.9567984 0.9425710
#> effect_45 0.60965036 0.9359305 0.92980007 0.9513688 0.8681218
#> effect_46 0.79938841 0.9460692 0.94344745 0.9510803 0.9067538
#> effect_47 0.84890247 0.9461643 0.90576525 0.9595719 0.6796828
#> effect_48 0.84848923 0.9617283 0.92089934 0.9051713 0.9212380
#> effect_49 0.85471870 0.9584588 0.93613051 0.9533156 0.9522144
#> effect_50 0.82533559 0.9620140 0.92258188 0.9476681 0.9428476
#> effect_51 0.50873938 0.8895371 0.92406315 0.8813667 0.9558646
#> effect_52 0.61207054 0.9581838 0.85448901 0.9468039 0.9461781
#> effect_53 0.66863029 0.9175994 0.90140447 0.8972852 0.9397934
#> effect_54 0.78093919 0.8396784 0.92138064 0.9361722 0.9557651
#> effect_55 0.74231296 0.9527777 0.88284465 0.9322309 0.8874121
#> effect_56 0.74469769 0.8961494 0.94058760 0.9565938 0.6100297
#> effect_57 0.64077102 0.9291476 0.59774176 0.8526169 0.9427602
#> effect_58 0.83502620 0.6702468 0.87928323 0.9156660 0.4451968
#> effect_59 0.55337746 0.9598706 0.92996666 0.9500281 0.8804520
#> effect_60 0.80725149 0.0620715 0.17087766 0.9307214 0.3079643
#> effect_61 0.27571147 0.7449514 0.90335665 0.9561132 0.7233828
#> effect_62 0.76439967 0.6150931 0.31725045 0.5487717 0.9309780
#> effect_63 0.86109620 0.9455281 0.88348933 0.8982772 0.9562881
#> effect_64 0.58202367 0.9292917 0.88583570 0.9562610 0.9493884
#> effect_65 0.67266388 0.9319409 0.91460515 0.9340040 0.8487962
#> effect_66 0.74422849 0.9587423 0.92078716 0.9552671 0.9350236
#> effect_67 0.37574932 0.9612179 0.91035107 0.7530635 0.5692255
#> effect_68 0.83804035 0.8446618 0.23340686 0.9442095 0.9046618
#> effect_69 0.57102376 0.9601877 0.28214992 0.9492968 0.9408630
#> effect_70 0.85877466 0.9447724 0.73567131 0.7029766 0.9301935
#> effect_71 0.80890260 0.9551674 0.88333141 0.9376481 0.9229901
#> effect_72 0.47106561 0.9282699 0.03106897 0.9183257 0.9014975
#> effect_73 0.22782645 0.9212451 0.94173954 0.9531041 0.9589528
#> effect_74 0.75777796 0.9617752 0.77773691 0.9486754 0.9151373
#> effect_75 0.76165105 0.4836117 0.86722679 0.8903760 0.9569514
#> effect_76 0.72860615 0.9563419 0.06953417 0.9485355 0.8987367
#> effect_77 0.84123071 0.9350298 0.62006908 0.8971705 0.8574723
#> effect_78 0.30930789 0.9547851 0.88400909 0.4094113 0.9351526
#> effect_79 0.83969227 0.9535560 0.93721828 0.8916014 0.8806662
#> effect_80 0.81802218 0.9486188 0.70107020 0.8984907 0.9417003
#> effect_81 0.75211557 0.8179722 0.88827498 0.9605690 0.9575834
#> effect_82 0.55449599 0.5732289 0.83475611 0.8527016 0.9588017
#> effect_83 0.84003075 0.8699107 0.89976412 0.9573943 0.9379011
#> effect_84 0.68744099 0.9335878 0.86245670 0.3064845 0.8617449
#> effect_85 0.83703309 0.9383855 0.89231640 0.1694890 0.9588096
#> effect_86 0.79206979 0.8427899 0.37869354 0.9609089 0.9482012
#> effect_87 0.67488961 0.9566899 0.86670970 0.9532351 0.9597176
#> effect_88 0.77842250 0.8059979 0.92138210 0.8952403 0.9147296
#> effect_89 0.58074045 0.6379878 0.81604778 0.9281247 0.5849375
#> effect_90 0.80438592 0.9599149 0.09701706 0.9600412 0.9543290
#> effect_91 0.52894386 0.8130412 0.94467876 0.9121656 0.9546551
#> effect_92 0.78522469 0.9601737 0.64844575 0.9440262 0.9344183
#> effect_93 0.84086108 0.9606418 0.88622295 0.9565263 0.9557685
#> effect_94 0.78127828 0.9446922 0.93340900 0.9189037 0.9252418
#> effect_95 0.65224824 0.8648582 0.91220932 0.9037326 0.9252733
#> effect_96 0.27824095 0.8831574 0.37728543 0.9562907 0.8503563
#> effect_97 0.69145992 0.9322753 0.60012385 0.9478444 0.9420344
#> effect_98 0.74111174 0.7855445 0.76656168 0.9566914 0.8773227
#> effect_99 0.79055611 0.8839886 0.75050081 0.7642856 0.8685437
#> effect_100 0.74491031 0.8349394 0.90361172 0.9349937 0.9033985
#> effect_101 0.58647321 0.9533177 0.89044638 0.9390923 0.8922087
#> effect_102 0.19931494 0.9564518 0.92963056 0.9505825 0.9504964
#> effect_103 0.83815087 0.9399783 0.91787147 0.9585283 0.9201529
#> effect_104 0.83999990 0.9581523 0.94078413 0.9566048 0.8808571
#> effect_105 0.71452103 0.9618265 0.88768541 0.8887849 0.9178601
#> effect_106 0.04963919 0.9419989 0.73009809 0.9451385 0.9461141
#> effect_107 0.80035723 0.9302532 0.91867606 0.9543115 0.9558403
#> effect_108 0.66765950 0.7888258 0.91974963 0.9538164 0.9340416
#> effect_109 0.79289537 0.9498043 0.77014172 0.9573608 0.8274589
#> effect_110 0.12764649 0.9376405 0.89088444 0.8124981 0.9506354
#> effect_111 0.68835620 0.9412545 0.83370158 0.9452662 0.9331439
#> effect_112 0.49915902 0.7639394 0.93946561 0.9489024 0.8915988
#> effect_113 0.34118515 0.9424579 0.91792764 0.9412536 0.9197141
#> effect_114 0.35564544 0.9138940 0.87712926 0.8752486 0.9191575
#> effect_115 0.01802668 0.9566033 0.87255833 0.9280801 0.8187468
#> effect_116 0.81821133 0.9544276 0.88195611 0.9432354 0.9599376
#> effect_117 0.78807651 0.9387475 0.93672645 0.9341330 0.9250165
#> effect_118 0.85099311 0.8680063 0.94326946 0.9453452 0.9487463
#> effect_119 0.70885012 0.9040563 0.63705744 0.9406379 0.9586832
#> effect_120 0.74623504 0.8715382 0.92395900 0.8377165 0.7519064
#> effect_121 0.67519760 0.9530910 0.91949726 0.9083238 0.9568771
#> effect_122 0.65654164 0.9229073 0.86012730 0.9410080 0.8905646
#> effect_123 0.71997134 0.9357824 0.93503216 0.9610384 0.9328060
#> effect_124 0.80819449 0.9569188 0.93508263 0.8866938 0.9184441
#> effect_125 0.78585627 0.9605170 0.84338169 0.9272867 0.9422423
#> effect_126 0.16691294 0.9523204 0.90001720 0.9475094 0.9218328
#> effect_127 0.33963276 0.9609010 0.93503909 0.9337361 0.9563598
#> effect_128 0.84443955 0.9358481 0.94068007 0.9480386 0.8712796
#> effect_129 0.06602413 0.9561801 0.92983712 0.9482861 0.8395536
#> effect_130 0.81852528 0.4130628 0.93273058 0.9340830 0.9082297
#> effect_131 0.41380575 0.9479102 0.88488210 0.9509573 0.9563882
#> effect_132 0.85749996 0.9134516 0.80688339 0.9498440 0.6294468
#> effect_133 0.83677232 0.7844327 0.89560104 0.8967702 0.9452097
#> effect_134 0.72790897 0.8134578 0.94272213 0.8975354 0.9333977
#> effect_135 0.85382576 0.9356682 0.89736814 0.9068198 0.9143902
#> effect_136 0.44512036 0.9599963 0.90724436 0.9517211 0.9235256
#> effect_137 0.24952772 0.8991871 0.91003438 0.9284578 0.9151421
#> effect_138 0.20350165 0.9476308 0.91941557 0.9474539 0.9203613
#> effect_139 0.48486217 0.9248664 0.91564013 0.9320178 0.9129370
#> effect_140 0.49943241 0.8332822 0.25045465 0.9583431 0.8355321
#> effect_141 0.85156085 0.9552408 0.92755190 0.8971700 0.9350094
#> effect_142 0.75141195 0.9112837 0.90975692 0.5580169 0.9512001
#> effect_143 0.27766190 0.9011866 0.93714705 0.9441588 0.8992061
#> effect_144 0.77334061 0.8516855 0.92544300 0.9483402 0.9474586
#> effect_145 0.45808822 0.9315482 0.82042098 0.8238389 0.9560620
#> effect_146 0.83259998 0.9463921 0.90649564 0.8126481 0.9268486
#> effect_147 0.78423928 0.9605787 0.64569712 0.9274069 0.9380389
#> effect_148 0.65273125 0.8684588 0.94521391 0.9379865 0.9318932
#> effect_149 0.84536216 0.9351344 0.72469383 0.9144299 0.9564924
#> effect_150 0.35282036 0.9117660 0.93481095 0.9498156 0.9572650
#> effect_151 0.46243606 0.9384965 0.92382457 0.9601127 0.8662574
#> effect_152 0.65190714 0.9235853 0.84933268 0.8520820 0.9544594
#> effect_153 0.64211129 0.9484354 0.93013374 0.7661071 0.9551507
#> effect_154 0.83796359 0.9461627 0.94120547 0.9212044 0.8969794
#> effect_155 0.75408730 0.9000814 0.62021597 0.8906316 0.2587292
#> effect_156 0.31492199 0.8127502 0.50769781 0.7037994 0.9208871
#> effect_157 0.79643291 0.9443638 0.92833521 0.9211972 0.8380708
#> effect_158 0.53981169 0.3972664 0.02809822 0.6881433 0.1207014
#> effect_159 0.83141415 0.8833343 0.93271500 0.8724536 0.9518656
#> effect_160 0.66445309 0.9538969 0.93947584 0.9355535 0.1415117
#> effect_161 0.16867951 0.3129388 0.67074846 0.8248889 0.1549640
#> effect_162 0.78049188 0.8888876 0.90758890 0.9575358 0.9317706
#> effect_163 0.77164760 0.9297178 0.73198427 0.4347411 0.7576430
#> effect_164 0.62804683 0.9569589 0.90796157 0.9339043 0.9476679
#> effect_165 0.65860652 0.9510342 0.66216387 0.9415043 0.9430016
#> effect_166 0.42187688 0.9547402 0.86268551 0.9441948 0.8729907
#> effect_167 0.50221910 0.9250066 0.94102467 0.8036380 0.9540923
#> effect_168 0.80344936 0.8009422 0.91315190 0.9590820 0.9139197
#> effect_169 0.52314989 0.8684741 0.88460392 0.6626738 0.5840334
#> effect_170 0.83848414 0.9553627 0.91502131 0.9542665 0.7319554
#> effect_171 0.80166638 0.6747031 0.76609461 0.9269398 0.8892981
#> effect_172 0.85361693 0.9442675 0.88537177 0.9341379 0.9260050
#> effect_173 0.83240491 0.1614012 0.91117289 0.9406323 0.7745198
#> effect_174 0.84194628 0.9160966 0.89120583 0.9407857 0.9475732
#> effect_175 0.77486053 0.9574532 0.89821324 0.9609924 0.9264629
#> effect_176 0.81127715 0.4979144 0.77872900 0.8724816 0.8185429
#> effect_177 0.08720170 0.1373473 0.88463837 0.8927200 0.7642680
#> effect_178 0.86025666 0.9428000 0.91543199 0.8697980 0.9018764
#> effect_179 0.70493156 0.9574442 0.94474665 0.9254800 0.9265929
#> effect_180 0.03390431 0.7234454 0.12045227 0.8179507 0.1088555
#> effect_181 0.84110438 0.9521682 0.89645200 0.9342780 0.9489261
#> effect_182 0.60717425 0.9578563 0.89990688 0.9487077 0.9246882
#> effect_183 0.85889090 0.9548835 0.71353010 0.9396966 0.9401409
#> effect_184 0.70459708 0.8852465 0.93757390 0.6720795 0.9261363
#> effect_185 0.71237678 0.8773484 0.92318954 0.9518399 0.9305128
#> effect_186 0.65717333 0.9585080 0.87290937 0.9600807 0.9523932
#> effect_187 0.78353136 0.9570226 0.83819634 0.9571047 0.8851150
#> effect_188 0.25564334 0.9420885 0.75250944 0.9372532 0.9568113
#> effect_189 0.79493698 0.8471739 0.69640558 0.9521490 0.9308185
#> effect_190 0.75827776 0.9486561 0.70639032 0.8219575 0.9387464
#> effect_191 0.69904078 0.7582868 0.94084910 0.9079098 0.9412489
#> effect_192 0.81134801 0.9200412 0.94482571 0.9293937 0.9561306
#> effect_193 0.71605118 0.9495429 0.85738770 0.9561378 0.7569556
#> effect_194 0.45594530 0.9303484 0.90540913 0.6585668 0.7596374
#> effect_195 0.81320195 0.8680674 0.94194164 0.7874772 0.9600192
#> effect_196 0.68593839 0.6051341 0.88657578 0.9038385 0.8956338
#> effect_197 0.53929099 0.1842337 0.89478298 0.9039837 0.8862468
#> effect_198 0.72378340 0.9303325 0.84688018 0.8692396 0.8854771
#> effect_199 0.85046659 0.9449580 0.93776875 0.8626371 0.8981295
#> effect_200 0.75890214 0.9122428 0.52503537 0.9414989 0.9237712
#>
#>
#> $loglik
#> [1] -1636.15
#>
#> attr(,"class")
#> [1] "mash_1by1"