Return samples from a mash object
get_samples(m)
The mash fit.
simdata = simple_sims(50,5,1)
data = mash_set_data(simdata$Bhat, simdata$Shat)
m = mash(data, cov_canonical(data), posterior_samples=5, algorithm='R')
#> - Computing 200 x 141 likelihood matrix.
#> - Likelihood calculations took 0.03 seconds.
#> - Fitting model with 141 mixture components.
#> - Model fitting took 0.17 seconds.
#> - Computing posterior matrices.
#> - Computation allocated took 0.12 seconds.
get_samples(m)
#> , , sample_1
#>
#> condition_1 condition_2 condition_3 condition_4 condition_5
#> effect_1 1.044732577 0.8554375072 0.0710620420 -2.0167184526 -0.7007774635
#> effect_2 -0.717799776 -0.7177997737 -0.7177997737 -0.7177997737 -0.7177997737
#> effect_3 -3.174587189 0.0000000000 0.0000000000 0.0000000000 0.0000000000
#> effect_4 0.000000000 0.0000000000 0.0000000000 0.0000000000 0.0000000000
#> effect_5 0.000000000 0.0000000000 0.0000000000 0.0000000000 0.0000000000
#> effect_6 1.600441026 1.6004410093 1.6004410093 1.6004410093 1.6004410093
#> effect_7 0.000000000 0.0000000000 0.0000000000 0.0000000000 0.0000000000
#> effect_8 0.000000000 0.0000000000 0.0000000000 0.0000000000 0.0000000000
#> effect_9 -0.453127999 -0.4531280047 -0.4531280047 -0.4531280047 -0.4531280047
#> effect_10 0.453952684 0.0000000000 0.0000000000 0.0000000000 0.0000000000
#> effect_11 0.000000000 0.0000000000 0.0000000000 0.0000000000 0.0000000000
#> effect_12 0.000000000 0.0000000000 0.0000000000 0.0000000000 0.0000000000
#> effect_13 0.820717884 0.8207178889 0.8207178889 0.8207178889 0.8207178889
#> effect_14 0.000000000 0.0000000000 0.0000000000 0.0000000000 0.0000000000
#> effect_15 0.000000000 0.0000000000 0.0000000000 0.0000000000 0.0000000000
#> effect_16 0.000000000 0.0000000000 0.0000000000 0.0000000000 0.0000000000
#> effect_17 0.000000000 0.0000000000 0.0000000000 0.0000000000 0.0000000000
#> effect_18 0.000000000 0.0000000000 0.0000000000 0.0000000000 0.0000000000
#> effect_19 0.000000000 0.0000000000 0.0000000000 0.0000000000 0.0000000000
#> effect_20 -1.384800997 0.0000000000 0.0000000000 0.0000000000 0.0000000000
#> effect_21 0.000000000 0.0000000000 0.0000000000 0.0000000000 0.0000000000
#> effect_22 0.595739702 0.5957396676 0.5957396676 0.5957396676 0.5957396676
#> effect_23 0.000000000 0.0000000000 0.0000000000 0.0000000000 0.0000000000
#> effect_24 0.000000000 0.0000000000 0.0000000000 0.0000000000 0.0000000000
#> effect_25 0.000000000 0.0000000000 0.0000000000 0.0000000000 0.0000000000
#> effect_26 0.000000000 0.0000000000 0.0000000000 0.0000000000 0.0000000000
#> effect_27 0.000000000 0.0000000000 0.0000000000 0.0000000000 0.0000000000
#> effect_28 -2.166744541 0.0000000000 0.0000000000 0.0000000000 0.0000000000
#> effect_29 0.179769547 0.1797695409 0.1797695409 0.1797695409 0.1797695409
#> effect_30 0.000000000 0.0000000000 0.0000000000 0.0000000000 0.0000000000
#> effect_31 0.359623476 0.0000000000 0.0000000000 0.0000000000 0.0000000000
#> effect_32 0.000000000 0.0000000000 0.0000000000 0.0000000000 0.0000000000
#> effect_33 0.000000000 0.0000000000 0.0000000000 0.0000000000 0.0000000000
#> effect_34 -0.653247704 -0.6532476960 -0.6532476960 -0.6532476960 -0.6532476960
#> effect_35 0.359379054 0.3593790666 0.3593790666 0.3593790666 0.3593790666
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#> effect_40 0.000000000 0.0000000000 0.0000000000 0.0000000000 0.0000000000
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#> effect_42 0.573871308 0.5738713225 0.5738713225 0.5738713225 0.5738713225
#> effect_43 -0.149764533 -0.1497645246 -0.1497645246 -0.1497645246 -0.1497645246
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#> effect_47 0.000000000 0.0000000000 0.0000000000 0.0000000000 0.0000000000
#> effect_48 0.000000000 0.0000000000 0.0000000000 0.0000000000 0.0000000000
#> effect_49 0.518036692 0.5180366793 0.5180366793 0.5180366793 0.5180366793
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#> effect_51 -0.286891950 -0.2868919557 -0.2868919557 -0.2868919557 -0.2868919557
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#> effect_54 0.699735266 0.0000000000 0.0000000000 0.0000000000 0.0000000000
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#> effect_56 0.000000000 0.0000000000 0.0000000000 0.0000000000 0.0000000000
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#> effect_58 0.959118926 0.9591189287 0.9591189287 0.9591189287 0.9591189287
#> effect_59 0.000000000 0.0000000000 0.0000000000 0.0000000000 0.0000000000
#> effect_60 0.000000000 0.0000000000 0.0000000000 0.0000000000 0.0000000000
#> effect_61 -0.225308022 -0.2253080036 -0.2253080036 -0.2253080036 -0.2253080036
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#> effect_63 -0.394778817 -0.3947788176 -0.3947788176 -0.3947788176 -0.3947788176
#> effect_64 0.000000000 0.0000000000 0.0000000000 0.0000000000 0.0000000000
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#> effect_66 -0.434298568 -0.0717283785 -1.0757365248 3.0616971479 0.0513513355
#> effect_67 0.023503209 0.0235032231 0.0235032231 0.0235032231 0.0235032231
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#> effect_69 0.000000000 0.0000000000 0.0000000000 0.0000000000 0.0000000000
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#> effect_71 -0.478190024 -0.4781900297 -0.4781900297 -0.4781900297 -0.4781900297
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#> effect_85 0.000000000 0.0000000000 0.0000000000 0.0000000000 0.0000000000
#> effect_86 0.665437336 0.0000000000 0.0000000000 0.0000000000 0.0000000000
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#> effect_88 1.542789011 0.0000000000 0.0000000000 0.0000000000 0.0000000000
#> effect_89 0.528981811 0.5289818252 0.5289818252 0.5289818252 0.5289818252
#> effect_90 0.000000000 0.0000000000 0.0000000000 0.0000000000 0.0000000000
#> effect_91 0.000000000 0.0000000000 0.0000000000 0.0000000000 0.0000000000
#> effect_92 0.000000000 0.0000000000 0.0000000000 0.0000000000 0.0000000000
#> effect_93 0.000000000 0.0000000000 0.0000000000 0.0000000000 0.0000000000
#> effect_94 -3.022773557 0.0000000000 0.0000000000 0.0000000000 0.0000000000
#> effect_95 0.249594082 -0.8535411308 -1.0527517233 1.2060777297 -0.1700943421
#> effect_96 0.000000000 0.0000000000 0.0000000000 0.0000000000 0.0000000000
#> effect_97 -0.024288882 -0.0242888659 -0.0242888659 -0.0242888659 -0.0242888659
#> effect_98 0.000000000 0.0000000000 0.0000000000 0.0000000000 0.0000000000
#> effect_99 -0.215403354 -0.6978124249 -2.2518325827 -1.0717434978 3.4075402394
#> effect_100 0.000000000 0.0000000000 0.0000000000 0.0000000000 0.0000000000
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#> effect_103 0.106302444 0.1063024404 0.1063024404 0.1063024404 0.1063024404
#> effect_104 -0.884967629 -0.8849676226 -0.8849676226 -0.8849676226 -0.8849676226
#> effect_105 0.379846933 0.3798469278 0.3798469278 0.3798469278 0.3798469278
#> effect_106 0.000000000 0.0000000000 0.0000000000 0.0000000000 0.0000000000
#> effect_107 0.000000000 0.0000000000 0.0000000000 0.0000000000 0.0000000000
#> effect_108 1.838040902 0.0000000000 0.0000000000 0.0000000000 0.0000000000
#> effect_109 0.186696336 0.1866963471 0.1866963471 0.1866963471 0.1866963471
#> effect_110 -0.638635942 -0.1252187069 0.9934297042 2.0892153942 0.2926840104
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#> effect_120 -0.647758626 -0.6477586452 -0.6477586452 -0.6477586452 -0.6477586452
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#> effect_123 -1.231832333 -1.2318323135 -1.2318323135 -1.2318323135 -1.2318323135
#> effect_124 -0.094147426 -0.0941474111 -0.0941474111 -0.0941474111 -0.0941474111
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#> effect_126 -0.683695573 0.8793515114 0.2394083964 -0.7009023493 -0.9766604403
#> effect_127 -1.028505657 -1.0285056550 -1.0285056550 -1.0285056550 -1.0285056550
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#> effect_132 0.167661201 1.5686898007 1.1861244315 0.1534864435 0.7080086658
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#> effect_138 0.270859259 0.0000000000 0.0000000000 0.0000000000 0.0000000000
#> effect_139 0.028168464 1.8876708859 1.1336711870 -0.3648157374 -1.2732915560
#> effect_140 -0.769449303 -0.7694492984 -0.7694492984 -0.7694492984 -0.7694492984
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#> effect_143 2.769347084 0.0000000000 0.0000000000 0.0000000000 0.0000000000
#> effect_144 0.000000000 0.0000000000 0.0000000000 0.0000000000 0.0000000000
#> effect_145 -0.573794966 -0.5737949850 -0.5737949850 -0.5737949850 -0.5737949850
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#> effect_147 3.329314720 0.0000000000 0.0000000000 0.0000000000 0.0000000000
#> effect_148 0.000000000 0.0000000000 0.0000000000 0.0000000000 0.0000000000
#> effect_149 -0.541228387 -0.5412283824 -0.5412283824 -0.5412283824 -0.5412283824
#> effect_150 0.000000000 0.0000000000 0.0000000000 0.0000000000 0.0000000000
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#> effect_160 0.000000000 0.0000000000 0.0000000000 0.0000000000 0.0000000000
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#> effect_163 -0.102557742 -0.1025577470 -0.1025577470 -0.1025577470 -0.1025577470
#> effect_164 0.000000000 0.0000000000 0.0000000000 0.0000000000 0.0000000000
#> effect_165 0.000000000 0.0000000000 0.0000000000 0.0000000000 0.0000000000
#> effect_166 1.007805867 0.0000000000 0.0000000000 0.0000000000 0.0000000000
#> effect_167 -0.741562360 -0.7415623616 -0.7415623616 -0.7415623616 -0.7415623616
#> effect_168 0.000000000 0.0000000000 0.0000000000 0.0000000000 0.0000000000
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#> effect_171 0.969178582 0.9691785810 0.9691785810 0.9691785810 0.9691785810
#> effect_172 -2.302216301 -2.3022162968 -2.3022162968 -2.3022162968 -2.3022162968
#> effect_173 -0.823871242 -0.8238712012 -0.8238712012 -0.8238712012 -0.8238712012
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#> effect_177 1.559647649 0.0000000000 0.0000000000 0.0000000000 0.0000000000
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#> effect_180 -0.828947900 0.0000000000 0.0000000000 0.0000000000 0.0000000000
#> effect_181 1.124452959 1.1244529653 1.1244529653 1.1244529653 1.1244529653
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#> effect_186 -0.033332578 -0.0333325896 -0.0333325896 -0.0333325896 -0.0333325896
#> effect_187 0.845316491 0.8453165102 0.8453165102 0.8453165102 0.8453165102
#> effect_188 0.000000000 0.0000000000 0.0000000000 0.0000000000 0.0000000000
#> effect_189 1.032029524 1.0320295054 1.0320295054 1.0320295054 1.0320295054
#> effect_190 1.675550511 1.6755505504 1.6755505504 1.6755505504 1.6755505504
#> effect_191 -0.176928992 1.9315498798 -0.8254675601 -0.1248370868 -0.5024047591
#> effect_192 0.000000000 0.0000000000 0.0000000000 0.0000000000 0.0000000000
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#> effect_194 -0.939381214 -0.9393812023 -0.9393812023 -0.9393812023 -0.9393812023
#> effect_195 0.182202418 -1.8746686378 0.3551234489 -0.8009737794 -0.6808992412
#> effect_196 0.674563968 0.6745639915 0.6745639915 0.6745639915 0.6745639915
#> effect_197 -0.405660688 -0.4056606801 -0.4056606801 -0.4056606801 -0.4056606801
#> effect_198 -1.911765300 -1.9117652983 -1.9117652983 -1.9117652983 -1.9117652983
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#> effect_200 -1.923720705 -1.9237207015 -1.9237207015 -1.9237207015 -1.9237207015
#>
#> , , sample_2
#>
#> condition_1 condition_2 condition_3 condition_4 condition_5
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#> effect_19 -0.369054480 -0.369054464 -0.369054464 -0.369054464 -0.369054464
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