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# richarddmorey/analysis.R

Last active Dec 27, 2017
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
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