R/mash.R
mash_compute_posterior_matrices.RdCompute posterior matrices for fitted mash object on new data
mash_compute_posterior_matrices(
g,
data,
pi_thresh = 1e-10,
algorithm.version = c("Rcpp", "R"),
A = NULL,
output_posterior_cov = FALSE,
posterior_samples = 0,
seed = 123
)a mash object or the fitted_g from a mash object.
a set of data on which to compute the posterior matrices
threshold below which mixture components are ignored in computing posterior summaries (to speed calculations by ignoring negligible components)
Indicates whether to use R or Rcpp version
the linear transformation matrix, Q x R matrix. This is used to compute the posterior for Ab.
whether or not to output posterior covariance matrices for all effects
the number of samples to be drawn from the posterior distribution of each effect.
a random number seed to use when sampling from the
posteriors. It is used when posterior_samples > 0.
A list of posterior matrices
simdata = simple_sims(50,5,1)
data = mash_set_data(simdata$Bhat, simdata$Shat)
m = mash(data, cov_canonical(data))
#> - Computing 200 x 141 likelihood matrix.
#> - Likelihood calculations took 0.01 seconds.
#> - Fitting model with 141 mixture components.
#> - Model fitting took 0.15 seconds.
#> - Computing posterior matrices.
#> - Computation allocated took 0.00 seconds.
mash_compute_posterior_matrices(m,data)
#> $PosteriorMean
#> condition_1 condition_2 condition_3 condition_4 condition_5
#> effect_1 0.0803646818 -0.014799884 -0.0516079234 -0.0386878556 -0.0824920142
#> effect_2 -0.0701894415 0.196249414 -0.1437301984 -0.2918987064 0.1608576839
#> effect_3 0.1523347951 0.024698146 0.1614103364 0.0506407605 0.1218010508
#> effect_4 -0.0531054489 -0.200259926 0.1047447694 0.0275653639 0.0229999664
#> effect_5 -0.0610134325 -0.019170786 0.1398005586 -0.0087954617 0.0543916587
#> effect_6 -0.1690961593 -0.313124643 -0.1149202431 -0.0404071603 -0.0293429977
#> effect_7 -0.0806968939 -0.184462448 0.0041940790 0.0021742775 0.0260573052
#> effect_8 0.0299587869 -0.019317717 0.0338589033 0.0080229539 0.0171709011
#> effect_9 0.0126192079 0.022346055 0.0418827845 -0.0076782575 0.0357490093
#> effect_10 0.0654258147 0.022961983 0.0052789727 -0.0153517099 0.0294364060
#> effect_11 -0.2315324887 0.401670501 -0.6921394092 -0.2909878223 0.0901053338
#> effect_12 -0.0484428756 0.024157821 -0.1095352398 0.0604647975 -0.0563031013
#> effect_13 0.0027230933 0.217094993 0.1403324194 -0.0810327637 0.0855661772
#> effect_14 0.5005183887 -0.097322599 -0.2310843499 -0.0950841835 0.7743464618
#> effect_15 -0.2752567887 -0.137464274 -0.1535966048 0.1149250130 0.0157077001
#> effect_16 -0.0158585316 -0.025492761 -0.0261988293 0.0075515063 0.0405318219
#> effect_17 -0.0158654227 -0.021698047 -0.0228799201 0.0046716347 -0.0030383125
#> effect_18 0.1224128462 -0.219692037 -0.1725575977 -0.0908211328 0.2730447472
#> effect_19 -0.0006326369 0.113570839 -0.0234890384 0.0578948005 0.0392331714
#> effect_20 -0.0258085934 0.036684594 -0.0145774425 0.0179527614 0.0076405040
#> effect_21 0.0105465871 -0.014720153 -0.0506552804 -0.0111774870 -0.0198357030
#> effect_22 -0.0427922927 0.030228257 0.0638155786 0.0851290214 -0.0078192399
#> effect_23 0.1064796967 0.162739409 0.0207010807 0.0316697936 0.0297597258
#> effect_24 -0.0458295155 -0.094690179 0.0653910316 0.0387462390 0.0578304456
#> effect_25 0.1093766117 0.101307072 0.1171385421 0.2128385896 0.3232015284
#> effect_26 0.1972986495 -0.229425237 -0.0305746829 -0.0359370120 -0.1313644198
#> effect_27 -0.0189691956 0.030021505 -0.0039882602 -0.0149813669 -0.0130282573
#> effect_28 0.1411357426 0.039605030 -0.0675694001 -0.0476317856 -0.0241740154
#> effect_29 -0.1820088053 -0.115740205 -0.1918644749 -0.1703295587 -0.1117020251
#> effect_30 -0.0288115885 -0.075451483 -0.0346394162 0.0506242844 -0.0265384617
#> effect_31 0.0254631293 0.077480565 -0.0142109272 0.0125535149 0.0419008400
#> effect_32 0.0381640598 -0.394982477 -0.2420891837 -0.2374702624 -0.0748771165
#> effect_33 0.0610024436 -0.068760570 0.0169934765 -0.0653473764 0.0086310606
#> effect_34 0.0147577107 0.004306090 0.0612259393 0.0278541626 -0.0305858313
#> effect_35 0.1394614746 0.044755161 0.0259691015 -0.0183398275 0.0132050639
#> effect_36 -0.0242533293 0.067610431 0.1227036230 -0.0038614469 -0.0004031820
#> effect_37 0.0880703796 -0.030044729 0.0231317604 0.0031300461 0.0485216313
#> effect_38 -0.1255109837 -0.728405805 0.3922552141 0.3718285472 0.1650816341
#> effect_39 0.0062623664 0.675080642 0.0092065343 -0.0640023150 0.0413826804
#> effect_40 0.0445557378 0.051469651 -0.0385797216 0.0126100203 -0.0675903720
#> effect_41 -0.0467302065 0.426075395 0.0642456170 -0.1480423080 -0.1140517336
#> effect_42 0.2705600332 -0.063830006 0.1984281553 0.0899442735 0.0345850462
#> effect_43 -0.0532006940 0.048553381 -0.0032248927 0.0057233841 -0.0575856395
#> effect_44 0.0654017502 0.064139405 0.0676508304 0.0414740693 0.0719316436
#> effect_45 -0.0013291679 0.086496442 -0.0705400161 -0.0384691130 0.0073959890
#> effect_46 -0.3497769808 -0.251856631 -0.1839144289 -0.4613372756 -0.3884060451
#> effect_47 0.0121262566 0.002053141 -0.0210859610 0.0421410025 -0.0142204086
#> effect_48 0.1548303694 -0.115182020 0.0933227547 -0.0107747462 0.0239361552
#> effect_49 -0.0236488376 0.079464936 -0.0150637931 -0.0837503021 0.0380320024
#> effect_50 0.3414506864 0.182521456 0.3133779295 0.2216026501 0.2354097563
#> effect_51 0.1777984798 0.176380412 0.1179788360 0.2688306143 0.1128737129
#> effect_52 1.3486820422 -0.029192676 -1.7236140777 0.1862289539 -1.2374837788
#> effect_53 0.1234726501 -0.499580703 0.0526770082 0.1044033414 0.3697922876
#> effect_54 -0.0762141277 0.321834203 -0.2958745121 0.2307835123 0.2307539079
#> effect_55 -0.3668574418 -0.224312793 -0.0676520671 -0.0544895802 -0.2034072824
#> effect_56 -0.0604049167 0.100860951 -0.1657713362 0.4608339805 -0.8433161216
#> effect_57 -0.1136003313 0.946396654 0.2769377795 0.2810302563 0.2207134948
#> effect_58 -0.0291787574 -0.796149572 -0.0493594375 -0.0970192280 -0.1229430230
#> effect_59 0.2269992156 -0.103695030 0.5584621611 0.2162847094 0.2154544537
#> effect_60 0.0906477242 0.044771022 0.0118547246 0.0291067823 0.0376698128
#> effect_61 -0.0649169823 0.844034168 -0.6379369088 -0.0836831152 1.1610368566
#> effect_62 -0.0725619067 -0.532781493 -1.3367448650 -0.6946107874 0.2018281452
#> effect_63 -0.3603773224 -0.273862394 1.8774097935 -0.6276304127 -2.0502376153
#> effect_64 0.8902402457 -0.313857995 -0.8570873757 -0.7374613643 -0.5286577667
#> effect_65 0.1745539002 0.155098167 0.1809937821 0.4812001387 -0.0433796056
#> effect_66 0.4555054336 0.483369119 -1.4159522416 1.4839958160 0.2523572845
#> effect_67 0.1961426713 0.055399205 -0.0010811035 0.0600711721 -0.0251752144
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#> effect_69 -1.3816220291 0.091215529 -0.9246491518 0.1486797549 1.6460779510
#> effect_70 0.0915774372 -0.979376090 0.0471525396 -0.0446412770 0.1423215243
#> effect_71 -0.1598377795 -0.823566599 -0.3633614182 -0.1994661590 -0.3046424304
#> effect_72 -0.2143913396 0.056405907 0.9903726077 0.4479618679 -0.9333788791
#> effect_73 -0.9618255172 -1.681856808 -0.5946702910 -0.5733831614 -0.7367513252
#> effect_74 -0.1571054467 -0.738580474 -0.3001270054 -1.3955212557 -1.4933009854
#> effect_75 -0.2063618343 0.219368110 -0.0729548360 0.1212558614 0.3366737247
#> effect_76 -0.0971905891 -0.089013538 -0.0600560680 -0.0136779189 0.0162103081
#> effect_77 -0.0100264799 3.585780194 -0.0813472562 -0.0474912733 -0.0421723187
#> effect_78 -0.0454718414 -0.140331251 -0.0881823917 -0.0663089454 0.0846777361
#> effect_79 -0.6950132312 -0.661799242 0.3803320611 -0.0926212595 -0.7486596580
#> effect_80 0.1378106614 1.450053346 -0.4145315448 1.0983787075 1.3738512055
#> effect_81 0.0230690970 0.115236602 -0.0568896297 -0.0220656252 -0.0324848459
#> effect_82 -1.0673445540 -0.712630750 0.9375725842 -1.1464571203 -0.9229938613
#> effect_83 -0.6504202332 -0.194491919 -0.7358966026 0.0775823930 -0.6931070390
#> effect_84 -0.3714902832 0.006448415 0.1113117399 -0.7686767114 -1.1470463456
#> effect_85 0.6931596528 0.041174173 0.1147134511 -0.1635798166 -0.1988304540
#> effect_86 -0.5565055742 -0.345064858 -0.1309688059 0.5998985450 0.0139654932
#> effect_87 -0.3162673683 0.168686620 0.0393254078 0.0016255996 0.0002361838
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#> effect_90 -0.7596913588 -0.019253884 0.0239984871 0.3920046167 0.0782470619
#> effect_91 0.3442410317 0.085943895 -0.0682274574 0.2440469391 -0.4448502868
#> effect_92 -0.1672141840 -0.036977189 -0.1457314104 -0.1200146689 0.0159998633
#> effect_93 -0.0087810300 -0.031446440 0.1130523601 0.1361590353 0.0544279697
#> effect_94 -0.1469712177 -0.349423785 0.1282677287 -0.1140091185 -0.2889402387
#> effect_95 0.0217153726 0.129235835 0.0438315723 0.0425881325 0.0675292284
#> effect_96 -0.1130178004 -0.117347435 -0.0963370998 -0.1221698658 -0.0576163973
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#> effect_108 1.3832512914 0.340724690 0.4830393305 0.1743800957 0.1700083074
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#> effect_191 0.1453351747 0.020901971 0.1368827125 -0.0318542868 0.0264823806
#> effect_192 0.0322338603 -0.080472171 -0.0459405066 -0.0364671227 0.0203360130
#> effect_193 -0.0029426433 -0.401612362 -0.1845964810 -0.5150176122 0.0505206459
#> effect_194 0.0299947908 0.011888067 0.0129916451 0.3442173192 0.0806779591
#> effect_195 -0.5493668193 -0.469501472 -0.1498846402 0.2071378725 0.4345884182
#> effect_196 0.0195746460 0.077488256 0.2180035122 0.1512788042 0.1173712587
#> effect_197 0.0786241097 0.686731482 0.2216375408 0.5723441210 0.3446692832
#> effect_198 0.0910357900 0.408609135 0.2102438596 0.6382951187 0.4745549262
#> effect_199 -0.0629469505 -0.056937739 -0.0208971837 0.0013667525 0.0510417162
#> effect_200 -0.1097226735 -0.070853510 -0.1008913273 -0.0835092474 0.0662228313
#>
#> $PosteriorSD
#> condition_1 condition_2 condition_3 condition_4 condition_5
#> effect_1 0.3679896 0.2900048 0.2864073 0.2736149 0.3297108
#> effect_2 0.4205194 0.5240220 0.4485240 0.6021066 0.4744145
#> effect_3 0.4358652 0.3491161 0.4389004 0.3295221 0.3865788
#> effect_4 0.3399149 0.5391146 0.3796016 0.2988031 0.2966938
#> effect_5 0.3510141 0.3178254 0.4288120 0.2865846 0.3077202
#> effect_6 0.4557458 0.6441844 0.3857441 0.3430773 0.3420440
#> effect_7 0.3485406 0.5173882 0.2662175 0.2657465 0.2776795
#> effect_8 0.2608912 0.2585659 0.2306547 0.2064684 0.2112262
#> effect_9 0.2560838 0.2588558 0.2475668 0.2195368 0.2384910
#> effect_10 0.3151423 0.2593227 0.2154325 0.2239230 0.2310459
#> effect_11 0.5665185 0.6991036 0.8606818 0.5845028 0.5354348
#> effect_12 0.3228806 0.3147860 0.3773085 0.3209578 0.3038281
#> effect_13 0.3519947 0.5338172 0.4182423 0.3813157 0.3594485
#> effect_14 0.7012328 0.5601237 0.5973411 0.5513825 0.9003286
#> effect_15 0.5846234 0.4375647 0.4383451 0.4298049 0.3604089
#> effect_16 0.2588546 0.2654986 0.2307260 0.2165764 0.2521285
#> effect_17 0.2421268 0.2454135 0.2083181 0.1961717 0.1946606
#> effect_18 0.4526476 0.5362291 0.4755682 0.4134452 0.5908556
#> effect_19 0.2847104 0.4008230 0.2643483 0.2877872 0.2661936
#> effect_20 0.2596510 0.2712955 0.2088793 0.2104352 0.2033789
#> effect_21 0.2593352 0.2539177 0.2628013 0.2159006 0.2207111
#> effect_22 0.3186701 0.2938947 0.2999618 0.3332784 0.2593763
#> effect_23 0.3772146 0.4726565 0.2705356 0.2741956 0.2733465
#> effect_24 0.3188053 0.3878366 0.3085049 0.2777940 0.2984588
#> effect_25 0.4316895 0.4281178 0.4195495 0.4903601 0.6164611
#> effect_26 0.5293068 0.5519460 0.3365967 0.3380962 0.4125113
#> effect_27 0.2457866 0.2627119 0.1957064 0.2015099 0.1999316
#> effect_28 0.4482193 0.3135620 0.3165854 0.2922820 0.2732479
#> effect_29 0.4645792 0.4062396 0.4686002 0.4427835 0.3874943
#> effect_30 0.2831107 0.3407591 0.2561169 0.2867598 0.2489956
#> effect_31 0.2691293 0.3394508 0.2337022 0.2271318 0.2529654
#> effect_32 0.4552333 0.6838306 0.5213584 0.5169406 0.4184694
#> effect_33 0.3278778 0.3342822 0.2501872 0.3025015 0.2462239
#> effect_34 0.2690774 0.2654362 0.2889618 0.2423187 0.2523045
#> effect_35 0.4373792 0.2962233 0.2511256 0.2547429 0.2456427
#> effect_36 0.3123236 0.3364037 0.3995470 0.2722180 0.2714823
#> effect_37 0.3535972 0.2906776 0.2396066 0.2336332 0.2669143
#> effect_38 0.5229180 0.9156106 0.6546645 0.6395682 0.5212130
#> effect_39 0.3529720 1.0024113 0.3350328 0.3661976 0.3406155
#> effect_40 0.3055407 0.3152054 0.2658830 0.2470515 0.3076256
#> effect_41 0.3840611 0.7784996 0.3743209 0.4461777 0.4119841
#> effect_42 0.5751341 0.4150661 0.4866878 0.3772245 0.3558995
#> effect_43 0.3039421 0.3093231 0.2315086 0.2328641 0.2837579
#> effect_44 0.3184803 0.3171018 0.2975010 0.2686910 0.3036032
#> effect_45 0.2808586 0.3721954 0.3122299 0.2675389 0.2490661
#> effect_46 0.5965960 0.5426675 0.5094175 0.6844036 0.6225516
#> effect_47 0.2547850 0.2502945 0.2242867 0.2518658 0.2182076
#> effect_48 0.4555245 0.4260259 0.3545510 0.2914164 0.2919647
#> effect_49 0.2939243 0.3594773 0.2585931 0.3382768 0.2763307
#> effect_50 0.6032410 0.4837285 0.5783961 0.4980805 0.5084031
#> effect_51 0.4636349 0.4636962 0.4056407 0.5595810 0.4026916
#> effect_52 0.8086033 0.7235073 0.8276030 0.7273654 0.7745940
#> effect_53 0.4695060 0.8071659 0.4330853 0.4488601 0.6637145
#> effect_54 0.4631962 0.6176661 0.6144192 0.5271903 0.5271661
#> effect_55 0.6561223 0.5130167 0.3953625 0.3936005 0.4819186
#> effect_56 0.5507012 0.5612794 0.5582155 0.7066074 0.9456438
#> effect_57 0.5590773 1.0150359 0.5568229 0.5591819 0.5283978
#> effect_58 0.3918434 1.0476932 0.3783390 0.3950428 0.4114335
#> effect_59 0.5350871 0.5456416 0.7914100 0.5210640 0.5206775
#> effect_60 0.3530414 0.2861121 0.2317530 0.2400970 0.2483090
#> effect_61 0.6448878 0.7983283 0.7727664 0.6428514 0.9336050
#> effect_62 0.6789140 0.6925920 0.9541162 0.7227970 0.7240082
#> effect_63 0.7376699 0.7375174 0.7913577 0.7391771 0.7767530
#> effect_64 0.8944252 0.6539405 0.8026944 0.7576595 0.6933020
#> effect_65 0.4938622 0.4851415 0.4859869 0.7551717 0.4697987
#> effect_66 0.7150967 0.7171090 0.8867178 0.8595666 0.7045621
#> effect_67 0.5144283 0.3231829 0.2765541 0.3036111 0.2884522
#> effect_68 0.7702449 0.4891092 0.6687846 0.4491658 0.4614814
#> effect_69 0.8119367 0.7093645 0.7642220 0.7097297 0.8861070
#> effect_70 0.4272105 1.1444831 0.3936488 0.3894678 0.4546232
#> effect_71 0.5180474 0.9422159 0.6063106 0.5191417 0.5674988
#> effect_72 0.6416156 0.6237414 0.8946458 0.6820421 0.8817972
#> effect_73 0.7848561 0.9246484 0.7095407 0.7077612 0.7297819
#> effect_74 0.7833379 0.7237855 0.7583786 0.7824263 0.8016672
#> effect_75 0.5431144 0.5248015 0.4302041 0.4377840 0.6381696
#> effect_76 0.3659105 0.3571842 0.2913957 0.2562179 0.2649734
#> effect_77 0.2725732 1.0413670 0.3432203 0.2979399 0.2925291
#> effect_78 0.3321859 0.4369818 0.3470224 0.3236114 0.3668197
#> effect_79 0.7559806 0.7466499 0.7302549 0.6038459 0.7892689
#> effect_80 0.7580844 0.7828499 0.8509861 0.7509702 0.7875454
#> effect_81 0.2891000 0.4189807 0.2926029 0.2553518 0.2633898
#> effect_82 0.7565235 0.7253369 0.9078039 0.7715547 0.7424392
#> effect_83 0.7302658 0.6128102 0.7789920 0.6491009 0.7559623
#> effect_84 0.6570006 0.6610947 0.6766570 0.7602989 0.9327248
#> effect_85 0.9153015 0.4326919 0.4463704 0.4873375 0.5157725
#> effect_86 0.7562283 0.6272881 0.5245581 0.8247833 0.5099835
#> effect_87 0.6615633 0.4879023 0.3284046 0.3175704 0.3175373
#> effect_88 0.3456064 0.3725457 0.5109833 0.3228751 0.3246312
#> effect_89 0.4469685 0.7328270 0.5146754 0.5324566 0.5467091
#> effect_90 0.9315393 0.4644861 0.4550545 0.6794346 0.4652116
#> effect_91 0.6326350 0.4741427 0.4591529 0.5479401 0.7390627
#> effect_92 0.4570758 0.3466351 0.4196489 0.3866244 0.3316029
#> effect_93 0.3310336 0.3439758 0.3774158 0.4118932 0.3140606
#> effect_94 0.4628619 0.6407315 0.4864179 0.4330090 0.5730004
#> effect_95 0.2922341 0.4188097 0.2729693 0.2719293 0.2995376
#> effect_96 0.3849143 0.3916793 0.3489803 0.3822155 0.3148316
#> effect_97 0.3810890 0.4678268 0.4121337 0.3620604 0.5655846
#> effect_98 0.5295664 1.0325153 0.6907796 0.5154588 0.4819250
#> effect_99 0.3028481 0.3010463 0.2786824 0.3291494 0.3446228
#> effect_100 0.4466676 0.3292522 0.3387214 0.3511098 0.2993682
#> effect_101 0.4811004 0.4712027 0.4915807 0.3548252 0.3544094
#> effect_102 0.4092083 0.5225238 0.3640611 0.5144011 0.4544912
#> effect_103 0.6540847 0.4734479 0.4673258 0.3639601 0.3714769
#> effect_104 0.4355884 0.4170813 0.5030461 0.5479669 0.4188572
#> effect_105 0.3521557 0.3132714 0.2466331 0.2588259 0.3028865
#> effect_106 0.2689254 0.3038385 0.2352179 0.2348541 0.3033033
#> effect_107 0.3565470 0.3029442 0.2640186 0.3383045 0.2690828
#> effect_108 1.0322651 0.6095267 0.6732061 0.5711089 0.5708849
#> effect_109 0.2378043 0.2293522 0.1873839 0.1872893 0.1884897
#> effect_110 0.5503413 0.7619020 0.5137225 0.4426171 0.4315998
#> effect_111 0.4018472 0.5304377 0.3505948 0.3878475 0.5351529
#> effect_112 0.2938148 0.4168740 0.2817973 0.2764492 0.2932630
#> effect_113 0.2989476 0.5200999 0.2532195 0.2563384 0.2777128
#> effect_114 1.0512972 0.5501839 0.5567418 0.6762878 0.6113340
#> effect_115 0.6057694 0.3796447 0.3818685 0.4646379 0.4634481
#> effect_116 0.8411806 0.3444631 0.3278677 0.3260655 0.3450455
#> effect_117 0.9328927 0.4652160 0.4672300 0.5197640 0.4499393
#> effect_118 0.3667641 0.4516509 0.3067965 0.3765927 0.3189371
#> effect_119 0.2615521 0.3058731 0.2241357 0.2516545 0.2402810
#> effect_120 0.3031011 0.3177861 0.2359346 0.2715561 0.2343634
#> effect_121 0.2835477 0.3217754 0.2534975 0.2746599 0.3249406
#> effect_122 0.2938720 0.2832863 0.3286730 0.2820914 0.2471559
#> effect_123 0.6170357 0.4687103 0.4893431 0.5502267 0.5801072
#> effect_124 0.4407771 1.2405637 0.5585039 0.4346167 0.4375517
#> effect_125 0.2730343 0.3338857 0.2675666 0.2539259 0.2339372
#> effect_126 0.3919085 0.3499393 0.3191143 0.5098931 0.3575083
#> effect_127 0.3703302 0.3026237 0.2296226 0.2454169 0.2322421
#> effect_128 1.0218501 0.4334276 0.4514973 0.5502333 0.4252213
#> effect_129 0.2421615 0.2852534 0.2007729 0.1994110 0.2065912
#> effect_130 1.1669202 0.4393454 0.4404290 0.4261050 0.4446300
#> effect_131 0.2822899 0.2657949 0.2326045 0.2312038 0.3031296
#> effect_132 0.5319233 0.5215422 0.8661669 0.7099003 0.5090806
#> effect_133 0.9775235 0.5171207 0.5213213 0.4949278 0.6131454
#> effect_134 0.2925525 0.3689949 0.2314482 0.2304709 0.2362017
#> effect_135 0.2871015 0.3133698 0.2671168 0.2487376 0.3115966
#> effect_136 0.2651707 0.3083020 0.2831754 0.2285526 0.2324450
#> effect_137 0.4642921 0.8877236 0.4603179 0.4041651 0.4245461
#> effect_138 0.5032940 0.5436889 0.7093212 0.4779016 0.6248547
#> effect_139 0.3910573 0.3409609 0.2880604 0.2662194 0.3148690
#> effect_140 0.5254907 0.4464310 0.3377809 0.3161601 0.3953529
#> effect_141 0.7136407 0.4080619 0.3924270 0.3919566 0.6163360
#> effect_142 0.2966448 0.3331736 0.2959953 0.2924155 0.3173407
#> effect_143 0.7005892 0.5427065 0.7106511 0.5456990 0.5107207
#> effect_144 0.2454974 0.2417835 0.2056693 0.2299276 0.2041482
#> effect_145 0.2765691 0.2697540 0.2576429 0.2634388 0.2347754
#> effect_146 0.8261228 0.5277621 0.6829509 0.5870697 0.5231959
#> effect_147 0.3445670 0.4214515 0.4312198 0.3469534 0.3172412
#> effect_148 0.3380800 0.3065314 0.2532579 0.3107961 0.2671210
#> effect_149 0.8998726 0.6820545 0.9365528 0.6785138 0.6709133
#> effect_150 0.4875109 0.3365881 0.3722804 0.3220593 0.3745330
#> effect_151 0.3060137 0.7217066 0.2828035 0.2850204 0.2823105
#> effect_152 0.6780348 0.6785184 0.6869294 0.6809980 0.6832415
#> effect_153 0.6763265 0.6716095 0.7002791 0.6925398 0.6791524
#> effect_154 0.5056480 0.3516462 0.3215324 0.3794013 0.3997129
#> effect_155 0.2601060 0.2681259 0.2132767 0.2026950 0.2019077
#> effect_156 0.4468837 0.3725068 0.3512859 0.3949725 0.5290342
#> effect_157 0.3987071 0.2815151 0.2584203 0.2521844 0.2907712
#> effect_158 0.3671898 0.3344147 0.4371030 0.3026340 0.3285027
#> effect_159 0.6294508 0.9045658 0.7716431 0.6519295 0.6423191
#> effect_160 0.2504647 0.2536032 0.2097371 0.2176606 0.2471840
#> effect_161 0.2373482 0.2339625 0.1916027 0.2044961 0.1909992
#> effect_162 0.3255129 0.3429055 0.3420077 0.2637418 0.3029680
#> effect_163 0.5026916 0.4054282 0.3993869 0.4837061 0.5180681
#> effect_164 0.3490483 0.4709914 0.3812760 0.3460192 0.4525354
#> effect_165 0.7918039 0.7015664 0.7798971 0.7479310 0.7038904
#> effect_166 0.5035803 0.5785671 0.4739047 0.5413607 0.4683127
#> effect_167 0.3328616 0.3339291 0.3700674 0.4462528 0.3067148
#> effect_168 0.6525896 0.6475847 0.6477210 0.6574453 0.6706191
#> effect_169 0.4582219 0.2983790 0.2614138 0.2973794 0.2634332
#> effect_170 0.6544950 0.6614626 0.6760464 0.6606176 0.6834909
#> effect_171 0.3174014 0.2936497 0.2813829 0.2632451 0.3085300
#> effect_172 0.6289067 0.6730041 0.7978581 0.6938244 0.6770944
#> effect_173 0.3021912 0.2976225 0.2952034 0.2508417 0.3175805
#> effect_174 0.6623042 0.6473020 0.6417973 0.6443722 0.6417762
#> effect_175 0.3762822 0.2751621 0.2478064 0.2513273 0.2897017
#> effect_176 0.4624840 0.3871188 0.3297420 0.3909799 0.3686478
#> effect_177 0.7390767 0.7129526 0.9230246 0.7501450 0.7181400
#> effect_178 0.4456043 0.6879690 0.3427387 0.3229305 0.3230478
#> effect_179 0.5913652 0.6845603 0.5849322 0.6831604 0.8339707
#> effect_180 0.4826503 0.7568088 0.4239117 0.3583619 0.3853961
#> effect_181 0.7352855 0.5954145 0.6630337 0.7329721 0.6311962
#> effect_182 0.3627719 0.7269691 0.3327596 0.4094708 0.3277717
#> effect_183 0.9615838 0.5511143 0.5360394 0.5935800 0.6018473
#> effect_184 0.4255879 0.5308551 0.3051465 0.3066543 0.3421457
#> effect_185 0.3101831 0.4018558 0.3438195 0.2964844 0.3346238
#> effect_186 0.6412883 0.6468267 0.6414670 0.6427290 0.6424939
#> effect_187 0.5262901 0.6124837 0.6644715 0.4970923 0.5280145
#> effect_188 0.7249913 0.7182786 0.7106526 0.7453104 0.7157282
#> effect_189 0.4645422 0.4444279 0.6656167 0.4335534 0.4250932
#> effect_190 0.3623312 0.4162244 0.3685855 0.3133685 0.3109510
#> effect_191 0.4354352 0.3225002 0.4141746 0.3134705 0.2985883
#> effect_192 0.2934139 0.3476964 0.2669177 0.2555322 0.2482806
#> effect_193 0.4937104 0.6553905 0.5041309 0.7585357 0.4955248
#> effect_194 0.3965841 0.3962421 0.3775836 0.6742470 0.3905458
#> effect_195 0.7556995 0.7093979 0.5219166 0.5569101 0.7030960
#> effect_196 0.3756849 0.3821498 0.5105523 0.4248022 0.3911183
#> effect_197 0.5573222 0.8100670 0.5542840 0.7388944 0.5961298
#> effect_198 0.5589714 0.6326053 0.5535480 0.7857521 0.6668409
#> effect_199 0.3198007 0.3132245 0.2420928 0.2361557 0.2829239
#> effect_200 0.3892219 0.3488183 0.3608305 0.3395920 0.3478811
#>
#> $lfdr
#> condition_1 condition_2 condition_3 condition_4 condition_5
#> effect_1 8.212317e-01 0.8385457801 0.8582200465 0.8582200465 0.8582200465
#> effect_2 6.746820e-01 0.6653569775 0.6953097474 0.6953097474 0.6953097474
#> effect_3 7.609991e-01 0.7755775675 0.7942007913 0.7942007913 0.7942007913
#> effect_4 7.980172e-01 0.7683334465 0.8231094727 0.8231094727 0.8231094727
#> effect_5 8.019635e-01 0.8111150187 0.8311478626 0.8311478626 0.8311478626
#> effect_6 7.427881e-01 0.7065352167 0.7741426206 0.7741426206 0.7741426206
#> effect_7 8.228890e-01 0.7970414434 0.8529335970 0.8529335970 0.8529335970
#> effect_8 8.793456e-01 0.8839964800 0.9070236334 0.9070236334 0.9070236334
#> effect_9 8.729054e-01 0.8774000288 0.8987545170 0.8987545170 0.8987545170
#> effect_10 8.646476e-01 0.8777148858 0.8990568653 0.8990568653 0.8990568653
#> effect_11 4.692492e-01 0.4542341742 0.4855584419 0.4855584419 0.4855584419
#> effect_12 8.137954e-01 0.8188407810 0.8396430169 0.8396430169 0.8396430169
#> effect_13 7.612073e-01 0.7383154990 0.7832123216 0.7832123216 0.7832123216
#> effect_14 4.232204e-01 0.4440021445 0.4551853475 0.4551853475 0.4551853475
#> effect_15 6.920356e-01 0.7248477341 0.7474745362 0.7474745362 0.7474745362
#> effect_16 8.723091e-01 0.8762451463 0.8986980191 0.8986980191 0.8986980191
#> effect_17 8.891137e-01 0.8935579100 0.9158596008 0.9158596008 0.9158596008
#> effect_18 6.746286e-01 0.6673571095 0.6991030871 0.6991030871 0.6991030871
#> effect_19 8.426802e-01 0.8311273623 0.8674634932 0.8674634932 0.8674634932
#> effect_20 8.813673e-01 0.8849805103 0.9097377369 0.9097377369 0.9097377369
#> effect_21 8.729290e-01 0.8787444692 0.8997491432 0.8997491432 0.8997491432
#> effect_22 8.316296e-01 0.8405335375 0.8609688326 0.8609688326 0.8609688326
#> effect_23 8.176228e-01 0.8057193642 0.8511627443 0.8511627443 0.8511627443
#> effect_24 8.277322e-01 0.8223094849 0.8555267150 0.8555267150 0.8555267150
#> effect_25 6.787501e-01 0.6827650240 0.6991649776 0.6991649776 0.6991649776
#> effect_26 7.244886e-01 0.7285493443 0.7743637144 0.7743637144 0.7743637144
#> effect_27 8.879416e-01 0.8903204790 0.9150642906 0.9150642906 0.9150642906
#> effect_28 8.004810e-01 0.8287814035 0.8500218391 0.8500218391 0.8500218391
#> effect_29 7.278563e-01 0.7395535706 0.7579579754 0.7579579754 0.7579579754
#> effect_30 8.506456e-01 0.8477103526 0.8764633276 0.8764633276 0.8764633276
#> effect_31 8.643269e-01 0.8595188835 0.8901685497 0.8901685497 0.8901685497
#> effect_32 6.547210e-01 0.6187224560 0.6768596862 0.6768596862 0.6768596862
#> effect_33 8.401294e-01 0.8450090633 0.8722100652 0.8722100652 0.8722100652
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#> effect_68 0.4359542959 0.1597004883 0.357166981 0.1999462389 1.696160e-01
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#> effect_85 0.0192892403 0.1539534493 0.109132917 0.2526823516 2.668301e-01
#> effect_86 0.5001322738 0.4243381751 0.320965477 0.0333203792 2.431078e-01
#> effect_87 0.2678052784 0.0452944717 0.081577770 0.1023476273 1.031250e-01
#> effect_88 0.1362594385 0.1600843656 0.188882046 0.1269328805 9.694623e-02
#> effect_89 0.1509454686 0.3771313629 0.077165067 0.0693723257 2.918111e-01
#> effect_90 0.5180245888 0.2163640070 0.187214787 0.0392582176 1.579835e-01
#> effect_91 0.0631086416 0.1583590721 0.234428406 0.0785073508 3.660197e-01
#> effect_92 0.2040530865 0.1351536444 0.176023425 0.1665531146 9.735600e-02
#> effect_93 0.1058555022 0.1160121659 0.032836511 0.0249084915 5.952842e-02
#> effect_94 0.2558966397 0.3394441227 0.106829700 0.2296825319 2.968264e-01
#> effect_95 0.0670269449 0.0269841901 0.043000417 0.0436509709 3.141671e-02
#> effect_96 0.1650587440 0.1643054282 0.143457886 0.1537023945 1.248661e-01
#> effect_97 0.1131224004 0.0589650528 0.176378777 0.1362483104 2.084423e-02
#> effect_98 0.1319657990 0.0192606000 0.392167475 0.2998167385 1.921243e-01
#> effect_99 0.1037530736 0.1006309099 0.095817538 0.0389780111 1.199691e-01
#> effect_100 0.1810496908 0.0878107143 0.132800537 0.1369429010 7.802167e-02
#> effect_101 0.2331126140 0.2243852262 0.216934649 0.1459219533 1.414025e-01
#> effect_102 0.1966539218 0.2499954814 0.132945711 0.2317270947 6.695538e-02
#> effect_103 0.2916668655 0.0615121339 0.045133224 0.1471713386 9.339624e-02
#> effect_104 0.1762481845 0.0938733076 0.035318085 0.0251789543 7.047832e-02
#> effect_105 0.1179654392 0.0467045671 0.059702610 0.0456424083 2.893077e-02
#> effect_106 0.0654373648 0.0933165536 0.049619360 0.0631549581 2.362928e-02
#> effect_107 0.0415639965 0.0576295013 0.076071309 0.0253107105 8.057740e-02
#> effect_108 0.0059910381 0.1013180403 0.051482812 0.1723214461 1.744515e-01
#> effect_109 0.0426165432 0.0467295027 0.034394795 0.0345336787 3.308543e-02
#> effect_110 0.2857928226 0.0320238871 0.257487528 0.0956270609 1.048018e-01
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#> effect_120 0.0951356235 0.0390579847 0.045926349 0.0297008604 6.251397e-02
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#> effect_122 0.0627625183 0.0859108825 0.104828130 0.0398313173 6.743893e-02
#> effect_123 0.3475264475 0.1417313265 0.274380787 0.0762053028 3.112826e-01
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#> effect_127 0.0321704391 0.0919663169 0.056610177 0.0391884136 6.194033e-02
#> effect_128 0.0154515310 0.1753065894 0.230499437 0.2871223749 1.882733e-01
#> effect_129 0.0528541320 0.0352386392 0.048404297 0.0464164450 5.289520e-02
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#> effect_135 0.0802830770 0.0423988869 0.037106043 0.0494424132 2.343714e-02
#> effect_136 0.0632051961 0.0388394057 0.024404444 0.0549268916 6.094473e-02
#> effect_137 0.2502694563 0.4167762255 0.243216356 0.1729449534 2.195644e-01
#> effect_138 0.2142151686 0.0863414640 0.020180217 0.1552249247 3.786426e-02
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#> effect_147 0.1006010410 0.1773543993 0.168349120 0.1439170782 8.817198e-02
#> effect_148 0.1206735294 0.1035157238 0.078020264 0.0344334172 8.808423e-02
#> effect_149 0.9102746456 0.5461888951 0.013487826 0.3037158896 4.117972e-01
#> effect_150 0.0327219100 0.1014789084 0.038952279 0.1066340227 3.820823e-02
#> effect_151 0.0887964362 0.0177959633 0.086141615 0.0889926292 6.709377e-02
#> effect_152 0.9540175528 0.9628386716 0.917564075 0.9563108475 9.598043e-01
#> effect_153 0.9930250886 0.9990787587 0.960905419 0.9697272610 9.838969e-01
#> effect_154 0.0316891578 0.1132492869 0.095778914 0.0412049849 3.468079e-02
#> effect_155 0.0763364946 0.0769691088 0.058445149 0.0440978440 4.627049e-02
#> effect_156 0.2170874377 0.1526822110 0.137488826 0.1854643424 2.210526e-01
#> effect_157 0.0285843425 0.0668995487 0.044447742 0.0503634337 2.998107e-02
#> effect_158 0.1485219403 0.0819126820 0.156608398 0.0759969795 5.886728e-02
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#> effect_160 0.0670915538 0.0710121136 0.050321985 0.0610214401 7.207125e-02
#> effect_161 0.0589560174 0.0545853609 0.043257954 0.0291550279 4.178371e-02
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#> effect_164 0.1096028849 0.2003465455 0.161215709 0.1434133385 3.834182e-02
#> effect_165 0.0214346701 0.0991871871 0.024511509 0.0394968959 2.485053e-01
#> effect_166 0.0546141954 0.0339833814 0.053712218 0.0293168261 5.669538e-02
#> effect_167 0.0860330336 0.0789369431 0.036375105 0.0195257739 9.028126e-02
#> effect_168 0.0002413409 0.0016277340 0.001170343 0.0107852460 1.738705e-05
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#> effect_175 0.1282497972 0.0667797250 0.073303135 0.0483642841 3.262612e-02
#> effect_176 0.2037280219 0.1696587439 0.135922434 0.1660648595 1.585233e-01
#> effect_177 0.8249249836 0.6782811908 0.871907238 0.4879308826 6.153357e-01
#> effect_178 0.0451327728 0.0213907961 0.125019907 0.0945682199 9.788328e-02
#> effect_179 0.2803561755 0.0672792094 0.278993174 0.0568615106 1.668676e-02
#> effect_180 0.0684525529 0.3239129286 0.197589864 0.1382174682 9.173669e-02
#> effect_181 0.0314732970 0.1233895204 0.049580424 0.0250489910 6.915623e-02
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#> effect_184 0.0452231304 0.0317533362 0.104678756 0.1062667082 1.276132e-01
#> effect_185 0.0888709487 0.1520638094 0.043048543 0.1078411878 1.242368e-01
#> effect_186 0.0060509899 0.0122653804 0.005889554 0.0005891192 7.118595e-03
#> effect_187 0.0779521779 0.0415617797 0.019148535 0.0858144729 6.245182e-02
#> effect_188 0.9149704558 0.9004734503 0.856525271 0.9100690443 8.180031e-01
#> effect_189 0.2569788379 0.2366997049 0.301330784 0.2314771965 2.225832e-01
#> effect_190 0.1466459018 0.1637017574 0.140735447 0.0652341261 6.664329e-02
#> effect_191 0.0385100452 0.0858202770 0.023859219 0.1053012840 7.339456e-02
#> effect_192 0.0585489421 0.1153866873 0.086201452 0.0814196134 4.985927e-02
#> effect_193 0.2272858949 0.4090662223 0.312459799 0.4064193386 1.910383e-01
#> effect_194 0.1309134821 0.1387307666 0.129931450 0.0114306978 9.340636e-02
#> effect_195 0.4884491437 0.4596031814 0.322420227 0.1372387659 6.002589e-02
#> effect_196 0.1150667815 0.0825821376 0.019884431 0.0399692385 5.402651e-02
#> effect_197 0.2104629411 0.0247872593 0.133566422 0.0236790973 8.165836e-02
#> effect_198 0.2079352331 0.0708651020 0.141962482 0.0164854038 4.432517e-02
#> effect_199 0.1083869728 0.1019497764 0.072083216 0.0594801219 3.348467e-02
#> effect_200 0.1630015509 0.1398626387 0.143457488 0.1359465794 5.814244e-02
#>
#> $lfsr
#> condition_1 condition_2 condition_3 condition_4 condition_5
#> effect_1 0.8725750397 0.9100442904 0.900042464 0.90666626 8.862975e-01
#> effect_2 0.7984455241 0.7407883020 0.772545131 0.72442080 7.686647e-01
#> effect_3 0.8030102231 0.8704579967 0.818443312 0.86617698 8.322329e-01
#> effect_4 0.8706073580 0.8012165700 0.859978050 0.89628644 8.987922e-01
#> effect_5 0.8704090674 0.8964051166 0.851708584 0.91151700 8.849961e-01
#> effect_6 0.7862137303 0.7282430609 0.824160765 0.86149473 8.674623e-01
#> effect_7 0.8691330208 0.8219422875 0.925101202 0.92623503 9.131095e-01
#> effect_8 0.9230093083 0.9328495907 0.934294009 0.94836194 9.431682e-01
#> effect_9 0.9285921956 0.9257816323 0.925850136 0.94577809 9.288654e-01
#> effect_10 0.8988296608 0.9258407862 0.945894938 0.94150075 9.324472e-01
#> effect_11 0.6121752919 0.5546991177 0.502346202 0.59467279 6.979969e-01
#> effect_12 0.8798952273 0.8977484023 0.865947864 0.88901268 8.883167e-01
#> effect_13 0.8767952636 0.7725530645 0.820581184 0.85237908 8.438657e-01
#> effect_14 0.4894676311 0.6740153225 0.615230586 0.68033202 4.695126e-01
#> effect_15 0.7260263094 0.7908727937 0.795180727 0.81896306 8.673341e-01
#> effect_16 0.9275268870 0.9247045127 0.934638354 0.94506615 9.276301e-01
#> effect_17 0.9354937572 0.9348661836 0.944628010 0.95560473 9.558033e-01
#> effect_18 0.7743212873 0.7306871217 0.763562267 0.80034551 7.342052e-01
#> effect_19 0.9202487805 0.8619366915 0.921955582 0.90160156 9.108731e-01
#> effect_20 0.9272497734 0.9236251868 0.946703813 0.94450308 9.503182e-01
#> effect_21 0.9317728627 0.9305433411 0.922486617 0.94279420 9.379143e-01
#> effect_22 0.8948533426 0.9028240621 0.895613400 0.88677319 9.271002e-01
#> effect_23 0.8542063157 0.8305058378 0.912079877 0.90603696 9.070815e-01
#> effect_24 0.8903157990 0.8670527057 0.892811824 0.90584729 8.962998e-01
#> effect_25 0.7764015511 0.7825069694 0.782688911 0.74222054 7.149876e-01
#> effect_26 0.7767222373 0.7641724907 0.868793363 0.86585154 8.198879e-01
#> effect_27 0.9335132085 0.9302720974 0.955013286 0.94873511 9.498329e-01
#> effect_28 0.8367182992 0.8936870720 0.889460649 0.89892801 9.113211e-01
#> effect_29 0.7713179052 0.8051056054 0.785020808 0.79194829 8.159809e-01
#> effect_30 0.9089782481 0.8860203721 0.918318338 0.91239053 9.226610e-01
#> effect_31 0.9173308824 0.8914044367 0.937980461 0.93708328 9.213121e-01
#> effect_32 0.8141137093 0.6471037672 0.719725483 0.72121795 7.933299e-01
#> effect_33 0.8894658890 0.8878497536 0.926873588 0.90192886 9.315536e-01
#> effect_34 0.9209758521 0.9291243154 0.910247000 0.92630308 9.263089e-01
#> effect_35 0.8474190991 0.9009561024 0.920876956 0.92741817 9.280030e-01
#> effect_36 0.8986650316 0.8752902735 0.865722507 0.92219368 9.223495e-01
#> effect_37 0.8789389778 0.9156764746 0.927696566 0.93898294 9.145358e-01
#> effect_38 0.6956566338 0.4700443918 0.593510673 0.59919503 6.799708e-01
#> effect_39 0.8741167544 0.5947110615 0.881164183 0.85563114 8.634877e-01
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