Create some more simple simulated data for testing purposes
simple_sims2(nsamp = 100, err_sd = 0.01)number of samples of each type
the standard deviation of the errors
The simulation consists of five conditions with two types of effecc those present (and identical) in first two conditions and those present (and identical) in last three conditions
simple_sims2(100, 5)
#> $B
#> condition_1 condition_2 condition_3 condition_4 condition_5
#> effect_1 -0.47017291 -0.47017291 0.00000000 0.00000000 0.00000000
#> effect_2 0.93933364 0.93933364 0.00000000 0.00000000 0.00000000
#> effect_3 -0.04115531 -0.04115531 0.00000000 0.00000000 0.00000000
#> effect_4 0.92115623 0.92115623 0.00000000 0.00000000 0.00000000
#> effect_5 1.66948220 1.66948220 0.00000000 0.00000000 0.00000000
#> effect_6 0.67326440 0.67326440 0.00000000 0.00000000 0.00000000
#> effect_7 0.11059285 0.11059285 0.00000000 0.00000000 0.00000000
#> effect_8 -0.60998491 -0.60998491 0.00000000 0.00000000 0.00000000
#> effect_9 -1.44015854 -1.44015854 0.00000000 0.00000000 0.00000000
#> effect_10 0.35033993 0.35033993 0.00000000 0.00000000 0.00000000
#> effect_11 -1.15950513 -1.15950513 0.00000000 0.00000000 0.00000000
#> effect_12 -0.48934179 -0.48934179 0.00000000 0.00000000 0.00000000
#> effect_13 -0.41292740 -0.41292740 0.00000000 0.00000000 0.00000000
#> effect_14 0.97282873 0.97282873 0.00000000 0.00000000 0.00000000
#> effect_15 -0.83657624 -0.83657624 0.00000000 0.00000000 0.00000000
#> effect_16 -2.18732229 -2.18732229 0.00000000 0.00000000 0.00000000
#> effect_17 0.69174077 0.69174077 0.00000000 0.00000000 0.00000000
#> effect_18 2.19096665 2.19096665 0.00000000 0.00000000 0.00000000
#> effect_19 -0.99151866 -0.99151866 0.00000000 0.00000000 0.00000000
#> effect_20 -2.11543524 -2.11543524 0.00000000 0.00000000 0.00000000
#> effect_21 0.22653181 0.22653181 0.00000000 0.00000000 0.00000000
#> effect_22 -0.03382604 -0.03382604 0.00000000 0.00000000 0.00000000
#> effect_23 0.32923555 0.32923555 0.00000000 0.00000000 0.00000000
#> effect_24 0.30320277 0.30320277 0.00000000 0.00000000 0.00000000
#> effect_25 0.41958422 0.41958422 0.00000000 0.00000000 0.00000000
#> effect_26 0.39062682 0.39062682 0.00000000 0.00000000 0.00000000
#> effect_27 -1.25348750 -1.25348750 0.00000000 0.00000000 0.00000000
#> effect_28 0.43427311 0.43427311 0.00000000 0.00000000 0.00000000
#> effect_29 -0.21197051 -0.21197051 0.00000000 0.00000000 0.00000000
#> effect_30 0.43898526 0.43898526 0.00000000 0.00000000 0.00000000
#> effect_31 0.14660069 0.14660069 0.00000000 0.00000000 0.00000000
#> effect_32 -1.90113668 -1.90113668 0.00000000 0.00000000 0.00000000
#> effect_33 -1.55376622 -1.55376622 0.00000000 0.00000000 0.00000000
#> effect_34 -0.13215282 -0.13215282 0.00000000 0.00000000 0.00000000
#> effect_35 1.17289689 1.17289689 0.00000000 0.00000000 0.00000000
#> effect_36 -0.19139978 -0.19139978 0.00000000 0.00000000 0.00000000
#> effect_37 1.92173782 1.92173782 0.00000000 0.00000000 0.00000000
#> effect_38 -0.84093952 -0.84093952 0.00000000 0.00000000 0.00000000
#> effect_39 2.04911149 2.04911149 0.00000000 0.00000000 0.00000000
#> effect_40 1.10859104 1.10859104 0.00000000 0.00000000 0.00000000
#> effect_41 0.52205248 0.52205248 0.00000000 0.00000000 0.00000000
#> effect_42 -0.88245979 -0.88245979 0.00000000 0.00000000 0.00000000
#> effect_43 0.32009440 0.32009440 0.00000000 0.00000000 0.00000000
#> effect_44 0.03697823 0.03697823 0.00000000 0.00000000 0.00000000
#> effect_45 -0.56786346 -0.56786346 0.00000000 0.00000000 0.00000000
#> effect_46 -0.03933711 -0.03933711 0.00000000 0.00000000 0.00000000
#> effect_47 0.86085538 0.86085538 0.00000000 0.00000000 0.00000000
#> effect_48 1.10110417 1.10110417 0.00000000 0.00000000 0.00000000
#> effect_49 -0.14335759 -0.14335759 0.00000000 0.00000000 0.00000000
#> effect_50 -2.90490788 -2.90490788 0.00000000 0.00000000 0.00000000
#> effect_51 -0.90238904 -0.90238904 0.00000000 0.00000000 0.00000000
#> effect_52 1.33262814 1.33262814 0.00000000 0.00000000 0.00000000
#> effect_53 1.18089927 1.18089927 0.00000000 0.00000000 0.00000000
#> effect_54 -0.56799973 -0.56799973 0.00000000 0.00000000 0.00000000
#> effect_55 -1.72817818 -1.72817818 0.00000000 0.00000000 0.00000000
#> effect_56 -0.13570099 -0.13570099 0.00000000 0.00000000 0.00000000
#> effect_57 -0.08982261 -0.08982261 0.00000000 0.00000000 0.00000000
#> effect_58 0.53022623 0.53022623 0.00000000 0.00000000 0.00000000
#> effect_59 1.14510389 1.14510389 0.00000000 0.00000000 0.00000000
#> effect_60 -0.09785982 -0.09785982 0.00000000 0.00000000 0.00000000
#> effect_61 0.27257229 0.27257229 0.00000000 0.00000000 0.00000000
#> effect_62 0.24659655 0.24659655 0.00000000 0.00000000 0.00000000
#> effect_63 1.04838823 1.04838823 0.00000000 0.00000000 0.00000000
#> effect_64 0.76543084 0.76543084 0.00000000 0.00000000 0.00000000
#> effect_65 -0.35922833 -0.35922833 0.00000000 0.00000000 0.00000000
#> effect_66 1.89453579 1.89453579 0.00000000 0.00000000 0.00000000
#> effect_67 0.91746653 0.91746653 0.00000000 0.00000000 0.00000000
#> effect_68 0.15221023 0.15221023 0.00000000 0.00000000 0.00000000
#> effect_69 1.00698428 1.00698428 0.00000000 0.00000000 0.00000000
#> effect_70 -1.69693175 -1.69693175 0.00000000 0.00000000 0.00000000
#> effect_71 0.17538289 0.17538289 0.00000000 0.00000000 0.00000000
#> effect_72 1.52558977 1.52558977 0.00000000 0.00000000 0.00000000
#> effect_73 0.20491041 0.20491041 0.00000000 0.00000000 0.00000000
#> effect_74 -0.77088801 -0.77088801 0.00000000 0.00000000 0.00000000
#> effect_75 -1.12049302 -1.12049302 0.00000000 0.00000000 0.00000000
#> effect_76 -1.58471861 -1.58471861 0.00000000 0.00000000 0.00000000
#> effect_77 0.16334464 0.16334464 0.00000000 0.00000000 0.00000000
#> effect_78 0.86638712 0.86638712 0.00000000 0.00000000 0.00000000
#> effect_79 -0.72015580 -0.72015580 0.00000000 0.00000000 0.00000000
#> effect_80 0.17895399 0.17895399 0.00000000 0.00000000 0.00000000
#> effect_81 -1.34236577 -1.34236577 0.00000000 0.00000000 0.00000000
#> effect_82 1.69349322 1.69349322 0.00000000 0.00000000 0.00000000
#> effect_83 -0.51056868 -0.51056868 0.00000000 0.00000000 0.00000000
#> effect_84 -1.48074672 -1.48074672 0.00000000 0.00000000 0.00000000
#> effect_85 1.19886375 1.19886375 0.00000000 0.00000000 0.00000000
#> effect_86 -0.74858528 -0.74858528 0.00000000 0.00000000 0.00000000
#> effect_87 0.93747486 0.93747486 0.00000000 0.00000000 0.00000000
#> effect_88 -1.08985445 -1.08985445 0.00000000 0.00000000 0.00000000
#> effect_89 -1.37049341 -1.37049341 0.00000000 0.00000000 0.00000000
#> effect_90 0.34887848 0.34887848 0.00000000 0.00000000 0.00000000
#> effect_91 2.17079564 2.17079564 0.00000000 0.00000000 0.00000000
#> effect_92 0.32915418 0.32915418 0.00000000 0.00000000 0.00000000
#> effect_93 1.86460225 1.86460225 0.00000000 0.00000000 0.00000000
#> effect_94 -1.96433227 -1.96433227 0.00000000 0.00000000 0.00000000
#> effect_95 1.10312884 1.10312884 0.00000000 0.00000000 0.00000000
#> effect_96 0.07299956 0.07299956 0.00000000 0.00000000 0.00000000
#> effect_97 0.16232479 0.16232479 0.00000000 0.00000000 0.00000000
#> effect_98 0.35866558 0.35866558 0.00000000 0.00000000 0.00000000
#> effect_99 -1.46543700 -1.46543700 0.00000000 0.00000000 0.00000000
#> effect_100 -0.15943127 -0.15943127 0.00000000 0.00000000 0.00000000
#> effect_101 0.00000000 0.00000000 1.59727408 1.59727408 1.59727408
#> effect_102 0.00000000 0.00000000 0.92181695 0.92181695 0.92181695
#> effect_103 0.00000000 0.00000000 0.91867703 0.91867703 0.91867703
#> effect_104 0.00000000 0.00000000 -0.71948898 -0.71948898 -0.71948898
#> effect_105 0.00000000 0.00000000 0.32616898 0.32616898 0.32616898
#> effect_106 0.00000000 0.00000000 -0.63814625 -0.63814625 -0.63814625
#> effect_107 0.00000000 0.00000000 -0.68451793 -0.68451793 -0.68451793
#> effect_108 0.00000000 0.00000000 -0.58777402 -0.58777402 -0.58777402
#> effect_109 0.00000000 0.00000000 0.46213510 0.46213510 0.46213510
#> effect_110 0.00000000 0.00000000 0.07112818 0.07112818 0.07112818
#> effect_111 0.00000000 0.00000000 -1.08991613 -1.08991613 -1.08991613
#> effect_112 0.00000000 0.00000000 1.06792110 1.06792110 1.06792110
#> effect_113 0.00000000 0.00000000 0.90481074 0.90481074 0.90481074
#> effect_114 0.00000000 0.00000000 -0.97765781 -0.97765781 -0.97765781
#> effect_115 0.00000000 0.00000000 0.13411009 0.13411009 0.13411009
#> effect_116 0.00000000 0.00000000 -0.19389609 -0.19389609 -0.19389609
#> effect_117 0.00000000 0.00000000 1.05867804 1.05867804 1.05867804
#> effect_118 0.00000000 0.00000000 0.29453073 0.29453073 0.29453073
#> effect_119 0.00000000 0.00000000 -0.08642489 -0.08642489 -0.08642489
#> effect_120 0.00000000 0.00000000 -1.14528786 -1.14528786 -1.14528786
#> effect_121 0.00000000 0.00000000 -0.56856509 -0.56856509 -0.56856509
#> effect_122 0.00000000 0.00000000 -0.09353518 -0.09353518 -0.09353518
#> effect_123 0.00000000 0.00000000 0.10035557 0.10035557 0.10035557
#> effect_124 0.00000000 0.00000000 1.56534500 1.56534500 1.56534500
#> effect_125 0.00000000 0.00000000 0.85442343 0.85442343 0.85442343
#> effect_126 0.00000000 0.00000000 -1.56697090 -1.56697090 -1.56697090
#> effect_127 0.00000000 0.00000000 -0.34462894 -0.34462894 -0.34462894
#> effect_128 0.00000000 0.00000000 -1.27237680 -1.27237680 -1.27237680
#> effect_129 0.00000000 0.00000000 1.41133504 1.41133504 1.41133504
#> effect_130 0.00000000 0.00000000 1.83210971 1.83210971 1.83210971
#> effect_131 0.00000000 0.00000000 -1.00385401 -1.00385401 -1.00385401
#> effect_132 0.00000000 0.00000000 0.29265498 0.29265498 0.29265498
#> effect_133 0.00000000 0.00000000 -2.26688542 -2.26688542 -2.26688542
#> effect_134 0.00000000 0.00000000 1.23323069 1.23323069 1.23323069
#> effect_135 0.00000000 0.00000000 -1.71479088 -1.71479088 -1.71479088
#> effect_136 0.00000000 0.00000000 -1.26538790 -1.26538790 -1.26538790
#> effect_137 0.00000000 0.00000000 -1.36633626 -1.36633626 -1.36633626
#> effect_138 0.00000000 0.00000000 0.64406959 0.64406959 0.64406959
#> effect_139 0.00000000 0.00000000 -0.41141230 -0.41141230 -0.41141230
#> effect_140 0.00000000 0.00000000 -1.52521614 -1.52521614 -1.52521614
#> effect_141 0.00000000 0.00000000 0.90909037 0.90909037 0.90909037
#> effect_142 0.00000000 0.00000000 0.68653721 0.68653721 0.68653721
#> effect_143 0.00000000 0.00000000 0.05787257 0.05787257 0.05787257
#> effect_144 0.00000000 0.00000000 0.21048445 0.21048445 0.21048445
#> effect_145 0.00000000 0.00000000 -1.21061233 -1.21061233 -1.21061233
#> effect_146 0.00000000 0.00000000 -1.53851400 -1.53851400 -1.53851400
#> effect_147 0.00000000 0.00000000 -0.70373316 -0.70373316 -0.70373316
#> effect_148 0.00000000 0.00000000 -0.73418493 -0.73418493 -0.73418493
#> effect_149 0.00000000 0.00000000 -1.12808582 -1.12808582 -1.12808582
#> effect_150 0.00000000 0.00000000 -0.58195958 -0.58195958 -0.58195958
#> effect_151 0.00000000 0.00000000 2.26802476 2.26802476 2.26802476
#> effect_152 0.00000000 0.00000000 -0.36674271 -0.36674271 -0.36674271
#> effect_153 0.00000000 0.00000000 1.64707706 1.64707706 1.64707706
#> effect_154 0.00000000 0.00000000 -0.39541487 -0.39541487 -0.39541487
#> effect_155 0.00000000 0.00000000 -0.09244672 -0.09244672 -0.09244672
#> effect_156 0.00000000 0.00000000 0.47225617 0.47225617 0.47225617
#> effect_157 0.00000000 0.00000000 0.39093748 0.39093748 0.39093748
#> effect_158 0.00000000 0.00000000 -0.20857905 -0.20857905 -0.20857905
#> effect_159 0.00000000 0.00000000 0.72897762 0.72897762 0.72897762
#> effect_160 0.00000000 0.00000000 -1.92353314 -1.92353314 -1.92353314
#> effect_161 0.00000000 0.00000000 0.34093423 0.34093423 0.34093423
#> effect_162 0.00000000 0.00000000 0.77623513 0.77623513 0.77623513
#> effect_163 0.00000000 0.00000000 -0.14498074 -0.14498074 -0.14498074
#> effect_164 0.00000000 0.00000000 -0.27775349 -0.27775349 -0.27775349
#> effect_165 0.00000000 0.00000000 -0.07862984 -0.07862984 -0.07862984
#> effect_166 0.00000000 0.00000000 -1.07143620 -1.07143620 -1.07143620
#> effect_167 0.00000000 0.00000000 -0.39867896 -0.39867896 -0.39867896
#> effect_168 0.00000000 0.00000000 1.17391248 1.17391248 1.17391248
#> effect_169 0.00000000 0.00000000 -0.78329705 -0.78329705 -0.78329705
#> effect_170 0.00000000 0.00000000 1.09201318 1.09201318 1.09201318
#> effect_171 0.00000000 0.00000000 -0.16253710 -0.16253710 -0.16253710
#> effect_172 0.00000000 0.00000000 0.16128046 0.16128046 0.16128046
#> effect_173 0.00000000 0.00000000 -0.65695206 -0.65695206 -0.65695206
#> effect_174 0.00000000 0.00000000 -0.78377543 -0.78377543 -0.78377543
#> effect_175 0.00000000 0.00000000 1.21465793 1.21465793 1.21465793
#> effect_176 0.00000000 0.00000000 -0.23764758 -0.23764758 -0.23764758
#> effect_177 0.00000000 0.00000000 -0.30882324 -0.30882324 -0.30882324
#> effect_178 0.00000000 0.00000000 0.62196387 0.62196387 0.62196387
#> effect_179 0.00000000 0.00000000 0.76555504 0.76555504 0.76555504
#> effect_180 0.00000000 0.00000000 0.76539903 0.76539903 0.76539903
#> effect_181 0.00000000 0.00000000 0.82962526 0.82962526 0.82962526
#> effect_182 0.00000000 0.00000000 -0.19194039 -0.19194039 -0.19194039
#> effect_183 0.00000000 0.00000000 -0.55918919 -0.55918919 -0.55918919
#> effect_184 0.00000000 0.00000000 -1.11336101 -1.11336101 -1.11336101
#> effect_185 0.00000000 0.00000000 0.65074310 0.65074310 0.65074310
#> effect_186 0.00000000 0.00000000 0.50551542 0.50551542 0.50551542
#> effect_187 0.00000000 0.00000000 1.17103160 1.17103160 1.17103160
#> effect_188 0.00000000 0.00000000 0.18402876 0.18402876 0.18402876
#> effect_189 0.00000000 0.00000000 -0.96662517 -0.96662517 -0.96662517
#> effect_190 0.00000000 0.00000000 -0.30890299 -0.30890299 -0.30890299
#> effect_191 0.00000000 0.00000000 -1.29250380 -1.29250380 -1.29250380
#> effect_192 0.00000000 0.00000000 0.42698275 0.42698275 0.42698275
#> effect_193 0.00000000 0.00000000 -1.27842010 -1.27842010 -1.27842010
#> effect_194 0.00000000 0.00000000 -0.09458059 -0.09458059 -0.09458059
#> effect_195 0.00000000 0.00000000 1.14194421 1.14194421 1.14194421
#> effect_196 0.00000000 0.00000000 0.32364047 0.32364047 0.32364047
#> effect_197 0.00000000 0.00000000 -0.22914288 -0.22914288 -0.22914288
#> effect_198 0.00000000 0.00000000 0.94738768 0.94738768 0.94738768
#> effect_199 0.00000000 0.00000000 1.44934078 1.44934078 1.44934078
#> effect_200 0.00000000 0.00000000 0.43060410 0.43060410 0.43060410
#>
#> $Bhat
#> condition_1 condition_2 condition_3 condition_4 condition_5
#> effect_1 2.19911622 -0.6074422 -4.60321188 -0.4217871 -11.90054496
#> effect_2 0.01492194 2.6532015 2.77026616 -0.2577228 5.12038848
#> effect_3 -11.30577947 -1.6288799 2.94227746 1.0363703 7.00617240
#> effect_4 1.69412057 0.2929484 -3.72290622 4.4136389 0.98568697
#> effect_5 2.40783634 9.5719865 -6.94079219 8.7900778 -0.28943596
#> effect_6 -2.41356757 -0.8416951 4.30350651 -1.0643348 -1.06089091
#> effect_7 3.32887462 5.0271075 -5.26957447 1.7007926 -6.56856404
#> effect_8 -2.39443004 -0.6559669 1.89052684 7.0839888 4.86464872
#> effect_9 -3.96160902 -2.5696010 -0.39315978 3.4792849 2.29217447
#> effect_10 -2.54654531 -3.1663280 -5.04813346 -3.4773312 3.28843627
#> effect_11 -14.64716492 -3.7692011 -0.19254257 -0.9554658 0.97267439
#> effect_12 8.04582488 -1.7686104 -1.10941533 9.3729644 1.40362239
#> effect_13 -0.52621807 -3.4915231 -8.25706741 -4.8299741 5.66466976
#> effect_14 8.36628362 0.4709118 -1.02710179 4.9167075 -5.87312588
#> effect_15 -1.65367800 -1.1223171 -5.80356373 10.2703819 5.58608266
#> effect_16 3.09060810 -1.3151810 -2.77247043 -2.5529861 6.32329377
#> effect_17 4.59840036 6.4134062 -0.09316949 -1.6265390 -5.38621631
#> effect_18 0.71595742 2.6061484 3.27248357 3.3477955 -6.22189387
#> effect_19 10.34153340 1.7961558 -9.62653124 4.8494006 1.55041899
#> effect_20 -3.64744891 2.7425847 1.86828353 -9.9291641 10.16126973
#> effect_21 -3.38617932 7.7321983 -9.06196631 -5.0169757 -6.49856903
#> effect_22 0.62590095 -5.2366998 -0.17436298 -5.1704795 3.39055232
#> effect_23 1.41054218 -0.4785865 16.20878136 -1.1233740 8.50879384
#> effect_24 5.15944436 4.6129244 1.15375048 4.0404344 3.74429431
#> effect_25 5.42121883 -2.0950769 3.21208336 -1.6195884 -10.38825466
#> effect_26 -0.41428868 -5.5415806 -0.29577852 6.3572397 -7.99017932
#> effect_27 0.75681968 4.3921408 -2.26108396 -3.7997212 1.93239979
#> effect_28 0.96120983 11.0833934 10.61677413 -4.9105608 0.40477694
#> effect_29 -4.01640517 -4.5983294 -2.86218799 1.3975503 -4.67406915
#> effect_30 3.43530821 -7.2179644 -0.30999142 4.0883726 3.15768718
#> effect_31 -0.14187927 -13.9224317 9.89414730 -14.9363292 -11.58748299
#> effect_32 -8.75359036 -7.2229326 7.83649420 -4.0542108 0.19408067
#> effect_33 -5.54269175 0.9208087 0.26892541 8.2037895 -7.01602240
#> effect_34 -1.42190057 0.9235930 -3.43898469 5.1016340 -2.03118488
#> effect_35 -2.13038061 2.3838432 -5.60095826 3.3319859 -12.21995257
#> effect_36 -3.82657104 2.2688488 9.55701024 7.5342653 3.03662703
#> effect_37 -8.88667376 9.5156886 1.57513249 7.0044127 -4.21977626
#> effect_38 -0.45169287 -0.2689205 -0.52620965 1.0704771 1.58149629
#> effect_39 -4.78652994 11.0562358 16.23578816 4.3497633 -2.88861040
#> effect_40 -5.93697907 2.3544457 -4.41794772 6.0958562 1.43418426
#> effect_41 -6.85339077 -4.3829384 0.40674476 -3.0755580 -3.79072966
#> effect_42 -4.80584168 -2.5334043 1.38634852 -7.3043821 -5.18365776
#> effect_43 -6.71727978 6.1035591 2.97849855 -1.4043800 -4.35473619
#> effect_44 -1.41365776 -3.2283589 4.05296123 8.6288620 11.80448632
#> effect_45 3.26367325 -7.1738806 -7.92986724 5.2224367 5.74172290
#> effect_46 8.11486650 1.2807730 -4.87369871 1.3409220 -0.68657355
#> effect_47 -6.44899757 8.8534684 -3.91084486 -7.6758803 -3.93641857
#> effect_48 -1.34671839 -0.3604926 6.01184782 4.7255390 -0.09742855
#> effect_49 7.56458095 -1.0750653 9.19634033 -3.0722221 2.75305253
#> effect_50 -3.75043992 -2.8509183 2.80214397 0.4001195 1.45801199
#> effect_51 2.58348145 0.4751204 2.02626875 3.5093886 6.83358881
#> effect_52 2.84314373 -7.3891495 5.82268105 0.7978187 3.23114581
#> effect_53 3.82640182 1.6113511 8.87646902 6.4990221 -12.96216409
#> effect_54 1.89311997 -7.4559861 -1.53961115 7.7732431 -2.47049750
#> effect_55 -7.95137834 2.0346396 2.39680118 -6.5448155 2.86514107
#> effect_56 0.89614819 -4.0225037 5.35159991 -4.7895666 -4.47391624
#> effect_57 -3.07191992 -1.1515988 1.50738752 -3.7543901 2.27159081
#> effect_58 -6.02201295 -3.1656778 1.66337894 -3.2909070 -11.27376535
#> effect_59 -4.35130754 -5.0234495 3.95031452 10.3832050 -3.46198615
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#> effect_189 5 5 5 5 5
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#> effect_192 5 5 5 5 5
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#> effect_194 5 5 5 5 5
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#> effect_200 5 5 5 5 5
#>