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Last active Dec 27, 2017

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data from 855 t tests (from Wetzels et al 2011)
## Paper is here: http://www.ejwagenmakers.com/2011/WetzelsEtAl2011_855.pdf
## Load the three data files
one_sample = read.delim("https://gist.githubusercontent.com/richarddmorey/e44df8750d69b5c0cd8db9513e75fba4/raw/a476c41e23d944bcf1ac6d84860218900bec0fe1/data_onesample.txt")
two_sample = read.delim("https://gist.githubusercontent.com/richarddmorey/e44df8750d69b5c0cd8db9513e75fba4/raw/a476c41e23d944bcf1ac6d84860218900bec0fe1/data_twosample.txt")
paired_sample = read.delim("https://gist.githubusercontent.com/richarddmorey/e44df8750d69b5c0cd8db9513e75fba4/raw/a476c41e23d944bcf1ac6d84860218900bec0fe1/data_pairedsample.txt")
# Define N1 and N2 for one sample tests
# for convenience
colnames(one_sample)[1] = "N1"
one_sample$N2 = 0
# Effective sample sizes
one_sample$effN = one_sample$N1
paired_sample$effN = paired_sample$N1
two_sample$effN = with(two_sample, N1*N2/(N1 + N2))
# degrees of freedom
one_sample$df = one_sample$N1 - 1
two_sample$df = two_sample$N1 + two_sample$N2 - 2
paired_sample$df = paired_sample$N1 - 1
# t test types
one_sample$type = "one"
paired_sample$type = "paired"
two_sample$type = "two"
# Combine everything
all_t = rbind(one_sample, two_sample, paired_sample)
all_t$p = 2*pt(-abs(all_t$tvalue), all_t$df)
all_t$bflim = with(all_t, -1/(exp(1)*p*log(p)))
# sort by decreasing p value
all_t = all_t[order(all_t$p, decreasing = TRUE),]
library(BayesFactor)
rscale = 1 # value used by Wetzels et al
# Compute the Bayes factors
all_t$lbf = unlist(with(all_t,
mapply(ttest.tstat,
t = tvalue,
n1 = N1,
n2 = (type=="two")*N2,
MoreArgs = list(rscale = rscale)))["bf",])
# Blot Bayes factors by p value
plot(all_t$p, exp(all_t$lbf), log="xy",
ylim = c(1e-3, 1e3),
xlim = c(1e-4,1), ylab = "JZS two-sided BF",
xlab = "p value", pch = 19, col = rgb(0,0,0,.1))
# Add Jeffreys evidence bands
abline(h = c(3,10,30,100), col = "red", lty=2)
abline(h = 1/c(3,10,30,100), col = "red", lty=2)
abline(h = 1, col = "red", lty = 1)
# add local-H1 bound curve
p = exp(seq(log(1e-10),exp(-1), len=250))
bflim = -1/(exp(1)*p*log(p))
lines(p, bflim, col = "blue")
# Add p value thresholds
abline(v = .005, col = "purple", lty = 2)
abline(v = .05, col = "purple")
"N" "tvalue" "effectsize"
18 0.75 0.176776695
13 3.52 0.976272345
14 2.42 0.646772205
16 3.76 0.94
27 2.724 0.524234044
14 2.57 0.686861392
16 2.04 0.51
4 1.85 0.925
4 -8.46 -4.23
4 9.94 4.97
14 2.58 0.689534004
11 2.91 0.877398013
12 5.58 1.610807251
12 5.58 1.610807251
12 5.12 1.478016689
12 2.43 0.701480577
12 2.83 0.816950631
12 2.49 0.718801085
18 2.05 0.483189634
18 3.07 0.723605939
18 3.57 0.84145707
18 3.91 0.921595838
26 2.38 0.466756402
26 1.25 0.245145169
23 4.12 0.859079386
21 9.73 2.123260072
44 2.44 0.36784384
16 0.48 0.12
36 10.58 1.763333333
36 9.63 1.605
36 2.17 0.361666667
36 6.64 1.106666667
36 5.95 0.991666667
36 2.07 0.345
11 12 3.618136135
11 0.446 0.13447406
12 3.46 0.998815966
12 0.93 0.268467875
12 5.05 1.45780943
72 2.86 0.337054232
20 2.51 0.561253062
20 5.73 1.281266951
20 1.33 0.297397041
20 3.82 0.854177967
20 4.512 1.008913871
20 0.802 0.179332652
15 2.807 0.724764284
20 6.447 1.441593025
20 9.828 2.197607608
20 5.435 1.215302946
20 2.084 0.465996567
15 3.522 0.90937649
15 7.776 2.007754567
15 2.256 0.582496695
15 1.653 0.426802765
15 0.901 0.2326372
15 1.449 0.374130191
15 0.494 0.127550252
15 2.185 0.564164574
20 3.084 0.689603364
20 6.9 1.542886904
20 -3.157 -0.70592666
20 -3.642 -0.814375957
20 3.39 0.758027044
20 3.96 0.885482919
20 2.9 0.648459713
20 0.36 0.080498447
27 2.37 0.456106713
27 2.96 0.569652266
27 0.11 0.02116951
27 0.13 0.025018512
24 4.14 0.845073961
24 3.89 0.794042925
24 2.8 0.571547607
24 2.81 0.573588848
30 3.04 0.555025525
30 2.52 0.460086948
30 3.45 0.629880941
30 1.15 0.209960314
30 2.24 0.408966176
9 9.24 3.08
9 3.6 1.2
94 5.58 0.575533055
20 -4.45 -0.99505025
20 -4.43 -0.990578114
"N1" "N2" "tvalue" "effectsize"
12 12 20.61 5.949594524
20 20 3.67 0.820636948
20 20 3.24 0.724486025
28 28 3.05 0.576395821
28 28 0.638 0.120570667
28 28 0.044 0.008315218
36 36 2.67 0.445
36 36 -0.485 -0.080833333
36 36 -3.31 -0.551666667
44 44 2.12 0.319602025
44 44 3.58 0.539705307
44 44 -0.39 -0.058794712
44 44 1.52 0.229148622
44 44 0.49 0.073870279
44 44 0.47 0.070855166
18 18 7.87 1.854976789
18 18 9.22 2.173174841
28 28 7 1.322875656
20 20 5.35 1.196296368
20 20 6.67 1.491457341
16 16 2.95 0.7375
16 16 2.9 0.725
23 23 8.12 1.693137042
23 23 1.28 0.26689845
15 15 7.09 1.830630128
15 15 1.55 0.400208279
30 30 4.86 0.887310543
20 20 2.97 0.664112189
20 20 2.22 0.496407091
20 20 2.1 0.469574275
20 20 -0.65 -0.145344419
20 20 0.51 0.114039467
20 20 0 0
23 23 1.24 0.258557873
23 23 -1.49 -0.310686477
9 9 2.61 0.87
9 9 3.13 1.043333333
9 9 0.56 0.186666667
10 10 5.8 1.834121043
10 10 2.95 0.93287191
10 10 0.78 0.246657657
112 112 23.86 2.254558082
91 91 16.95 1.776842798
112 112 3.24 0.306151223
91 91 0.44 0.046124533
61 61 2.5 0.3200922
61 61 7.5 0.960276599
61 61 10.5 1.344387239
61 64 4.2 0.537754896
61 61 6.76 0.865529308
61 61 2.4 0.307288512
16 16 -8.43 -2.1075
16 16 -1.145 -0.28625
16 16 -4.65 -1.1625
16 16 -2.926 -0.7315
16 16 -1.01 -0.2525
16 16 -3.84 -0.96
38 38 1.12 0.181687992
15 15 2.22 0.573201535
19 19 2.27 0.520773716
19 19 0.829 0.190185643
20 20 12 2.683281573
20 20 13.8 3.085773809
20 20 2.5 0.559016994
20 20 10.4 2.325510697
20 20 12.1 2.705642253
20 20 1.1 0.245967478
20 20 7.2 1.609968944
20 20 10.9 2.437314095
20 20 2.8 0.626099034
20 20 10.3 2.303150017
20 20 10.1 2.258428657
20 20 2.53 0.565725198
20 20 5 1.118033989
20 20 4.8 1.073312629
20 20 0.3 0.067082039
21 21 1.715 0.374243682
21 21 2.01 0.438617959
21 21 3.48 0.759398258
21 21 0.4 0.087287156
21 21 0.3 0.065465367
12 12 4.66 1.345226127
12 12 4.3 1.241303079
12 12 3.312 0.956092046
12 12 2.72 0.785196366
12 12 1.17 0.337749907
12 12 1.41 0.40703194
32 32 2.1 0.37123106
22 22 1 0.213200716
22 22 1.4 0.298481003
22 22 2.13 0.454117526
22 22 0.11 0.023452079
22 22 3.13 0.667318242
22 22 2.3 0.490361648
22 22 2.3 0.490361648
22 22 2.8 0.596962006
22 22 4.19 0.893311002
22 22 0.14 0.0298481
22 22 2.82 0.60122602
130 130 2.99 0.262240348
20 20 3.22 0.720013889
8 8 4.29 1.516744046
20 20 2.92 0.652931849
8 8 3.87 1.368251622
20 20 3.22 0.720013889
8 8 3.06 1.081873375
20 20 3.01 0.673056461
8 8 6.25 2.209708691
20 20 3.01 0.673056461
8 8 2.76 0.975807358
20 20 4.92 1.100145445
8 8 2.77 0.979342892
20 20 5.7 1.274558747
20 20 4.87 1.088965105
20 20 7.27 1.62562142
20 20 6.79 1.518290157
20 20 6.34 1.417667098
20 20 6.24 1.395306418
20 20 7.11 1.589844332
20 20 7.43 1.661398507
20 20 3.87 0.865358307
20 20 0.09 0.020124612
20 20 2.6 0.581377674
20 20 0.52 0.116275535
20 20 5.5 1.229837388
20 20 0.49 0.109567331
20 20 2.26 0.505351363
20 20 1.93 0.43156112
27 27 3.64 0.700518327
12 12 5.66 1.633901262
16 16 3.41 0.8525
16 16 2.17 0.5425
23 23 3.39 0.706863864
22 22 1.91 0.407213368
22 22 4.35 0.927423116
23 23 5.98 1.246916196
23 23 3.56 0.742311314
22 22 4.6 0.980723295
23 23 3.09 0.644309539
22 22 5.04 1.07453161
23 23 4.95 1.03214635
24 24 6.39 1.304353288
24 24 9.7 1.980004209
24 24 2.86 0.583795055
24 24 2.63 0.536846502
24 24 4.7 0.959383483
24 24 7.79 1.590127091
24 24 3.63 0.740970647
24 24 2.68 0.547052709
18 18 1.77 0.417193001
15 15 3 0.774596669
20 20 3.4 0.760263112
20 20 2.73 0.610446558
20 20 5.09 1.138158601
20 20 3.4 0.760263112
20 20 5.03 1.124742193
20 20 2.43 0.543364519
20 20 5.92 1.323752243
20 20 4.15 0.927968211
20 20 6.5 1.453444185
20 20 3.9 0.872066511
20 20 4.19 0.936912483
20 20 4.5 1.00623059
20 20 3.69 0.825109084
20 20 4.3 0.96150923
20 20 5.44 1.21642098
48 48 5.41 0.780866239
48 48 2.69 0.388268056
48 48 5.7 0.822724134
48 48 1.94 0.280014881
48 48 4.86 0.701480577
48 48 3.38 0.487860977
48 48 5.65 0.815507255
48 48 4 0.577350269
48 48 2.15 0.31032577
48 48 2.84 0.409918691
21 21 4.14 0.903422066
21 21 6.04 1.318036057
21 21 2.36 0.514994221
21 21 1.89 0.412431813
21 21 2.03 0.442982317
21 21 2.22 0.484443716
21 21 3.99 0.870689382
21 21 1.94 0.423342707
21 21 1.36 0.296776331
21 21 0.85 0.185485207
21 21 2.22 0.484443716
21 21 0.9 0.196396101
21 21 -0.44 -0.096015872
21 21 1.11 0.242221858
21 21 -0.11 -0.024003968
21 21 0.35 0.076376262
22 22 2.54 0.54152982
22 22 1.87 0.39868534
22 22 1.06 0.225992759
21 21 2.03 0.442982317
22 22 1.37 0.292084981
22 22 0.7 0.149240501
21 21 0.43 0.093833693
22 22 1.2 0.25584086
22 22 0.89 0.189748638
22 22 0.31 0.066092222
50 50 2.11 0.298399062
50 50 2.54 0.359210245
50 50 1.46 0.20647518
20 20 3 0.670820393
12 12 3.57 1.030570231
8 8 4.47 1.580383656
16 16 2.13 0.5325
30 30 2.75 0.502079011
30 30 1.5 0.273861279
28 28 3.34 0.63120067
24 24 4.53 0.924682378
28 28 5.32 1.005385498
24 24 4.09 0.834867754
28 28 3.95 0.746479834
24 24 1.39 0.283732562
28 28 3.46 0.653878538
24 24 2 0.40824829
28 28 2.99 0.565056887
24 24 1.71 0.349052288
28 28 2.27 0.428989677
28 28 1.68 0.317490157
24 24 1.24 0.25311394
13 13 1.86 0.515871182
21 21 4.1 0.89469335
21 21 5.6 1.222020185
21 21 2.9 0.632831882
21 21 3.7 0.807406194
21 21 4.36 0.951430001
8 8 11.72 4.143645738
28 28 8.03 1.517527359
30 30 4.54 0.828886804
39 39 4.25 0.680544654
39 39 0.3 0.048038446
20 20 3.55 0.793804132
16 16 3.71 0.9275
16 16 2.77 0.6925
16 16 3.6 0.9
20 20 1.28 0.286216701
20 20 11.19 2.502160067
20 20 6.43 1.43779171
12 12 9.43 2.722206519
12 12 4.71 1.359659884
16 16 3.832 0.958
16 16 1.837 0.45925
16 16 4.87 1.2175
16 16 2.955 0.73875
16 16 2.682 0.6705
16 16 2.308 0.577
16 16 -1.78 -0.445
53 53 5.47 0.751362285
25 25 5.62 1.124
28 28 6.2 1.171689866
46 46 7.36 1.085172797
46 46 4.15 0.611884118
46 46 3.94 0.580921307
12 12 -1.9 -0.548482756
53 53 8.53 1.17168561
53 53 2.94 0.403840058
14 14 1.2 0.32071349
16 16 1.8 0.45
24 24 0.001 0.000204124
24 24 2.56 0.522557812
44 44 1.22 0.18392192
44 44 2.04 0.307541571
26 26 6.48 1.270832556
26 26 2.08 0.407921561
36 36 1.96 0.326666667
36 36 2.53 0.421666667
10 10 5.06 1.600112496
10 10 3.28 1.037227073
10 10 3.09 0.977143797
10 10 6.7 2.118726032
44 44 2.34 0.352768273
24 24 1.22 0.249031457
24 24 1.26 0.257196423
24 24 2.33 0.475609258
24 24 3.57 0.728723198
24 24 3.43 0.700145818
24 24 0.797 0.162686944
24 24 3.78 0.771589269
24 24 0.97 0.198000421
24 24 0.44 0.089814624
24 24 3.27 0.667485955
24 24 10.45 2.133097318
24 24 12.15 2.480108365
24 24 4.41 0.90018748
24 24 6.88 1.404374119
20 20 2.81 0.628335102
20 20 0.88 0.196773982
52 52 1.2 0.166410059
52 52 2.85 0.39522389
52 52 4.47 0.619877469
52 52 4.1 0.568567701
52 52 1.31 0.181664314
52 52 2.02 0.280123599
30 30 1.39 0.253778118
36 36 4 0.666666667
36 36 2.3 0.383333333
36 36 2.3 0.383333333
30 30 4 0.730296743
30 30 1.3 0.237346442
30 30 4 0.730296743
30 30 1.3 0.237346442
30 30 0.53 0.096764318
30 30 1.73 0.315853341
10 10 5.079 1.606120824
10 10 4.194 1.326259251
45 45 -1.18 -0.175904014
45 45 2.44 0.363733724
12 12 2.31 0.666839561
32 32 0.75 0.132582521
32 32 0.6 0.106066017
24 24 2.09 0.426619464
24 24 6.01 1.226786113
24 24 2.37 0.483774224
24 24 4.72 0.963465965
32 32 1.57 0.277539412
32 32 0.06 0.010606602
32 32 1.16 0.205060967
32 32 4.61 0.814940565
31 31 1.18 0.211934256
31 31 1.95 0.350230339
22 22 0.64 0.136448458
22 22 4.03 0.859198887
26 26 0.29 0.056873679
26 26 2.29 0.449105949
26 26 0.21 0.041184388
26 26 1.79 0.351047882
24 24 1.26 0.257196423
24 24 1.16 0.236784008
24 24 0.6 0.122474487
24 24 1.57 0.320474908
25 25 0.009 0.0018
25 25 1.08 0.216
24 24 0.92 0.187794214
24 24 1.55 0.316392425
22 22 0.43 0.091676308
22 22 2.46 0.524473762
12 12 0.43 0.124130308
18 18 2.13 0.502045815
18 18 0.47 0.110780062
43 43 1.96 0.298897198
20 20 3.19 0.713305685
26 26 1.33 0.26083446
20 20 3.85 0.860886171
23 23 2.8 0.583840359
47 47 3.03 0.441970924
95 95 3.33 0.341650791
95 95 2.51 0.257520566
57 57 0.68 0.0900682
29 29 2.6 0.482807879
30 30 3.5 0.63900965
29 29 2.7 0.501377413
30 30 2.3 0.419920627
29 29 2.8 0.519946947
30 30 1.6 0.292118697
29 29 4.5 0.835629022
30 30 1.8 0.328633535
23 23 3.3 0.688097566
25 25 3 0.6
30 30 3.4 0.620752232
120 120 2.8 0.25560386
20 20 2.51 0.561253062
20 20 1.6 0.357770876
20 20 2.1 0.469574275
20 20 1.7 0.380131556
20 20 5.5 1.229837388
20 20 4.9 1.095673309
20 20 4.2 0.939148551
20 20 4.4 0.98386991
32 32 3 0.530330086
24 24 2.4 0.489897949
32 32 1.72 0.304055916
24 24 2.12 0.432743188
36 36 3.3 0.55
36 36 2.5 0.416666667
36 36 3.8 0.633333333
36 36 2 0.333333333
36 36 3.18 0.53
24 24 2.48 0.50622788
36 36 3.75 0.625
24 24 2.49 0.508269122
36 36 2.82 0.47
24 24 2.77 0.565423882
36 36 4.07 0.678333333
24 24 3.64 0.743011889
36 36 2 0.333333333
24 24 1.25 0.255155182
36 36 2.87 0.478333333
24 24 2.27 0.46336181
36 36 3.17 0.528333333
24 24 2.16 0.440908154
36 36 2.59 0.431666667
24 24 1.86 0.37967091
36 36 1.88 0.313333333
24 24 2.11 0.430701946
36 36 3.67 0.611666667
24 24 3.01 0.614413677
36 36 2.25 0.375
24 24 1.45 0.295980011
36 36 3.21 0.535
24 24 3.01 0.614413677
36 36 2.93 0.488333333
24 24 3.47 0.708310784
36 36 3.61 0.601666667
24 24 5.24 1.069610521
36 36 1.74 0.29
24 24 1.94 0.396000842
36 36 2.95 0.491666667
24 24 4.7 0.959383483
36 36 3.48 0.58
24 24 5.01 1.022661968
30 30 1.3 0.237346442
12 12 1.42 0.409918691
24 24 11.87 2.422953604
24 24 13.45 2.745469753
24 24 2.71 0.553176434
24 24 3.07 0.626661126
30 30 2.4 0.438178046
25 25 4.1 0.82
30 30 3.5 0.63900965
25 25 5.7 1.14
30 30 3.1 0.565979976
25 25 3.2 0.64
30 30 2.2 0.401663209
25 25 3.8 0.76
30 30 2.2 0.401663209
25 25 3.6 0.72
30 30 1.7 0.310376116
25 25 3.4 0.68
30 30 1.6 0.292118697
25 25 2.3 0.46
24 24 3.16 0.645032299
24 24 -1.65 -0.33680484
25 25 1.22 0.244
25 25 0.19 0.038
26 26 5.09 0.998231128
26 26 1.04 0.203960781
24 24 0.59 0.120433246
24 24 1.14 0.232701526
25 25 2.62 0.524
25 25 1.93 0.386
25 25 1.23 0.246
25 25 1.24 0.248
24 24 1.44 0.293938769
24 24 1.42 0.289856286
24 24 2.51 0.512351605
24 24 2.72 0.555217675
24 24 1.23 0.251072699
24 24 2.21 0.451114361
24 24 2.72 0.555217675
24 24 4.91 1.002249553
24 24 2.19 0.447031878
24 24 1.45 0.295980011
24 24 3.02 0.616454919
24 24 3.24 0.661362231
24 24 2.5 0.510310363
24 24 3.24 0.661362231
24 24 1.4 0.285773803
24 24 3.31 0.675650921
24 24 3.38 0.689939611
20 20 3.2 0.715541753
14 14 1 0.267261242
14 14 2.13 0.569266445
15 15 2.79 0.720374902
36 36 0.81 0.135
14 14 -2.81 -0.75100409
22 22 -1.73 -0.368837239
16 16 2.22 0.555
36 36 0.51 0.085
26 26 2.2 0.431455497
72 72 3.06 0.360624458
72 72 2.06 0.242773328
30 30 0.22 0.040166321
30 30 2.06 0.376102823
30 30 1.77 0.323156309
44 44 0.34 0.051256929
44 44 10.51 1.584442116
44 44 10.83 1.632683931
30 30 0.41 0.074855416
30 30 6.14 1.121005501
30 30 5.06 0.92382538
30 30 3.73 0.681001713
30 30 7.24 1.321837105
44 44 7.62 1.148758223
44 44 3.24 0.488448378
30 30 2.96 0.54041959
30 30 4.44 0.810629385
30 30 3.56 0.649964102
30 30 1.51 0.275687021
42 42 3.27 0.504571954
30 30 6.4 1.168474789
30 30 3.7 0.675524488
16 16 2.26 0.565
16 16 0.2 0.05
38 38 3.33 0.540197332
17 17 2.37 0.574809431
17 17 1.18 0.286192038
16 16 2.53 0.6325
16 16 0.49 0.1225
17 17 0.53 0.128543881
17 17 2.88 0.6985026
17 17 2.14 0.519026238
39 39 0.45 0.072057669
36 36 1.62 0.27
13 13 1.17 0.324499615
13 13 3.71 1.028968864
13 13 0.17 0.047149517
13 13 3.66 1.015101359
24 24 2.92 0.596042504
24 24 3.13 0.638908575
28 28 2.39 0.451667545
17 17 3.63 0.880404319
17 17 3.46 0.839173263
24 24 2.47 0.504186639
30 30 0.86 0.1570138
16 16 0.97 0.2425
16 16 0.86 0.215
39 39 -0.27 -0.043234602
32 32 3.2 0.565685425
32 32 2.1 0.37123106
48 48 3.3 0.476313972
48 48 2.2 0.317542648
24 24 1.91 0.389877117
24 24 1.36 0.277608838
24 24 4.12 0.840991478
24 24 1.38 0.28169132
24 24 2.27 0.46336181
24 24 1.55 0.316392425
24 24 3.22 0.657279748
24 24 2.45 0.500104156
24 24 3.58 0.73076444
24 24 2.78 0.567465124
19 19 2.79 0.640069897
19 19 5.45 1.25031575
21 21 2.69 0.587006125
22 22 2.67 0.569245913
30 30 2.18 0.398011725
30 30 2.26 0.41261766
30 30 3.89 0.710213583
27 27 7.73 1.487639194
24 24 7.56 1.543178538
30 30 5.04 0.920173897
30 30 6.46 1.17942924
20 20 -4.21 -0.941384619
20 20 -5.16 -1.153811076
20 20 1.78 0.3980201
20 20 0.9 0.201246118
20 20 2.26 0.505351363
20 20 2.58 0.576905538
16 16 -3.2 -0.8
14 14 1.97 0.526504647
13 13 1.18 0.327273116
28 28 -0.96 -0.181422947
24 24 2.03 0.414372015
17 17 3.83 0.928911444
17 17 1.18 0.286192038
17 17 3.13 0.759136506
17 17 3.28 0.79551685
17 17 1.78 0.431713413
30 30 1.46 0.266558311
25 25 2.8 0.56
21 21 2.3 0.501901148
16 16 -2.54 -0.635
16 16 -2.6 -0.65
16 16 -1.97 -0.4925
16 16 3.13 0.7825
16 16 2.01 0.5025
16 16 2.52 0.63
16 16 0.33 0.0825
16 16 11.35 2.8375
16 16 5.9 1.475
16 16 -1.18 -0.295
16 16 -0.78 -0.195
16 16 13.21 3.3025
16 16 8.71 2.1775
16 16 -1.59 -0.3975
16 16 -1.37 -0.3425
16 16 2.73 0.6825
16 16 -0.47 -0.1175
36 36 0.64 0.106666667
120 120 0.74 0.067552449
36 36 3.35 0.558333333
36 36 7.43 1.238333333
120 120 5.94 0.542245332
36 36 3.35 0.558333333
120 120 2.86 0.261081086
36 36 6.58 1.096666667
120 120 5.95 0.543158203
36 36 3.87 0.645
120 120 3.41 0.311288987
38 38 7.14 1.158260947
38 38 7.63 1.237749443
38 38 8.52 1.382126508
38 38 0.26 0.042177569
32 32 7.58 1.33996735
38 38 7.79 1.263704871
38 38 9.74 1.580036642
38 38 1.5 0.243332132
20 20 7.06 1.578663992
20 20 1.38 0.308577381
20 20 0.67 0.149816554
"N1" "N2" "tvalue" "effectsize"
32 32 3.53 0.8825
32 32 2.96 0.74
13 13 1.4 0.549125178
13 13 1.5 0.588348405
20 20 1.76 0.556560868
20 20 2.1 0.664078309
20 20 -3.27 -1.034064795
20 20 -2.34 -0.739972972
20 20 -3.147 -0.99516878
20 20 -2.84 -0.898086855
20 20 2.5 0.790569415
20 20 2 0.632455532
60 60 1.85 0.337762244
60 60 4.4 0.803326418
60 60 3.62 0.660918553
60 60 2.64 0.481995851
50 50 6.25 1.25
50 50 6.69 1.338
50 50 6.35 1.27
50 50 5.21 1.042
50 50 6.59 1.318
50 50 4.2 0.84
50 50 7.13 1.426
50 50 1.76 0.352
50 50 6.64 1.328
50 50 3.98 0.796
50 50 1.74 0.348
50 50 2.15 0.43
12 12 2.35 0.959383483
16 16 1.07 0.378302128
18 18 3.89 1.296666667
18 18 1.68 0.56
15 15 -5.02 -1.833044826
10 10 -9.3 -4.159086438
26 26 0.36 0.099846035
26 26 2.98 0.826503292
26 26 0.44 0.122034043
30 30 9.39 2.424487575
30 30 3.16 0.815908492
30 30 2.11 0.544799657
30 30 2.21 0.570619546
30 30 1.29 0.333076568
36 36 2.37 0.558614357
36 36 2.63 0.619896945
36 36 2.4 0.565685425
36 36 1.5 0.353553391
36 36 1.65 0.38890873
26 26 0.68 0.188598067
24 24 3.42 0.98726896
24 24 2.07 0.597557529
24 24 3.49 1.00747622
24 24 2.39 0.689933572
24 24 3.37 0.972835204
24 24 1.95 0.562916512
48 48 4.74 0.967548448
48 48 3.94 0.804249132
48 48 3.49 0.712393267
48 48 2.95 0.602166228
24 24 3.99 1.151813787
24 24 2.39 0.689933572
24 24 2.09 0.603331031
24 24 2.02 0.583123772
36 36 3.074 0.724548748
32 32 0.55 0.1375
32 32 1.91 0.4775
32 32 0.37 0.0925
32 32 1.03 0.2575
32 32 2.63 0.6575
32 32 0.93 0.2325
44 44 2.17 0.462645554
76 76 1.66 0.269287559
44 44 2.45 0.522341755
15 15 0.455 0.166142509
54 54 2.4 0.461880215
54 54 2.7 0.519615242
54 54 3.9 0.75055535
54 54 3.2 0.615840287
24 24 5.22 1.506884203
24 24 12.86 3.712362231
24 24 7.9 2.280533563
24 24 13.6 3.92598183
22 22 1.86 0.560811101
22 22 3.14 0.946745622
16 16 3.78 1.336431816
20 20 3.78 1.195340956
20 20 3.55 1.122608569
20 20 2.54 0.803218526
20 20 3.28 1.037227073
20 20 3.987 1.260800103
20 20 9.005 2.847631033
20 20 7.127 2.253755288
20 20 2.54 0.803218526
20 20 2.862 0.905043866
20 20 2.37 0.749459805
15 15 2.239 0.817567204
15 15 0.105 0.038340579
15 15 2.446 0.893152917
15 15 6.392 2.334028392
15 15 2.134 0.779226625
20 20 3.199 1.011612623
20 20 1.267 0.40066058
20 20 -1.02 -0.322552321
36 36 -1.04 -0.245130351
3 3 2.58 2.106561179
3 3 5.27 4.302936981
3 3 2.71 2.212705734
18 18 0.66 0.22
18 18 1.99 0.663333333
18 18 4.29 1.43
18 18 4.34 1.446666667
18 18 4.46 1.486666667
9 4 2.09 1.255933694
9 4 1.89 1.135748652
44 45 2.29 0.485509677
44 45 2.85 0.604236934
35 29 3.32 0.833671682
35 29 1.27 0.318904529
35 29 25.63 6.435844941
64 66 2.3 0.403494443
22 23 2.35 0.700807693
22 23 2.21 0.659057448
14 11 2.72 1.095919231
13 15 0.2 0.075786475
22 24 2.2 0.649358658
22 24 5.22 1.540750998
22 24 5.93 1.750316746
24 25 6.15 1.75750889
24 25 12.43 3.552168375
22 24 3.75 1.106861349
22 24 7.18 2.119270529
22 25 5.11 1.493786342
22 25 6.19 1.809498524
22 24 2.61 0.770375499
22 24 7.5 2.213722698
22 24 2.05 0.605084204
22 24 2.79 0.823504844
22 24 3.91 1.154087433
22 24 7.63 2.252093891
212 151 12.7 1.352385885
212 151 8.8 0.937086283
43 20 2.05 0.554849131
26 20 2.76 0.820892572
48 23 2.12 0.537626291
48 23 2.33 0.590881726
48 47 4.34 0.890598552
48 47 2.17 0.445299276
35 36 0.45 0.106820945
17 7 1.89 0.848777668
17 7 3.62 1.625701142
18 7 2.76 1.229401713
18 7 2.76 1.229401713
23 25 1.76 0.508509843
23 25 2.38 0.687643993
11 13 1.63 0.66776739
15 9 1.2 0.505964426
19 20 1.58 0.506171388
15 14 1.84 0.683765485
9 7 1.41 0.710573209
5 3 3.11 2.271222872
2 9 1.84 1.438394166
9 5 2.48 1.383277911
7 3 6.49 4.47852548
9 7 1.66 0.836561367
9 5 3.55 1.980095396
7 3 3.05 2.104699956
13 12 4.63 1.85348338
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