[R] post hoc in repeated measures of anova
Kazumi Maniwa
Kazumi.Maniwa at uni-konstanz.de
Fri Dec 21 14:30:43 CET 2007
Hallo, I have this dataset with repeated measures. There are two
within-subject factors, "formant" (2 levels: 1 and 2) and "f2 Ref" (25
levels: 670, 729, 788, 846, 905, 1080, 1100, 1120, 1140, 1170, 1480,
1470, 1450, 1440, 1430, 1890, 1840, 1790, 1740, 1690, 2290, 2210,
2120, 2040, 1950), and one between-subject factor, lang (2 levels:1
and 2). The response variable is "thresh".
I ran a three-way ANOVA with repeated measures:
vThresh<-read.table("rRes.csv",header=T,sep=",")
attach(vThresh)
vThresh.aov<-aov(thresh~factor(lang)*factor(formant)*factor(f2Ref)+Error(factor(sub)))
summary(vThresh.aov)
detach(vThresh)
The table looks like this:
Error: factor(sub)
Df Sum Sq Mean Sq F value Pr(>F)
factor(lang) 1 442.6 442.6 4.8849 0.03112 *
Residuals 57 5164.2 90.6
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
Error: Within
Df Sum Sq Mean Sq F value
factor(formant) 1 424.4 424.4 179.3530
factor(f2Ref) 24 658.3 27.4 11.5937
factor(lang):factor(formant) 1 83.3 83.3 35.2225
factor(lang):factor(f2Ref) 24 48.3 2.0 0.8510
factor(formant):factor(f2Ref) 24 952.7 39.7 16.7782
factor(lang):factor(formant):factor(f2Ref) 24 84.2 3.5 1.4825
Residuals 2793 6608.3 2.4
Pr(>F)
factor(formant) < 2.2e-16 ***
factor(f2Ref) < 2.2e-16 ***
factor(lang):factor(formant) 3.304e-09 ***
factor(lang):factor(f2Ref) 0.67204
factor(formant):factor(f2Ref) < 2.2e-16 ***
factor(lang):factor(formant):factor(f2Ref) 0.06139 .
Residuals
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
Most of the main effects and interactions are significant, so I would
like to do post hoc comparison for all main effects and interactins.
I have been trying hard to figure out how to do, but I am sorry, I am
still novice and could not find the way to do.
It will be great if you could help me with codes for post hoc in
repeated measures ANOVA.
Here is the dataset:
sub thresh lang formant f2Ref
1.00E+00 9.57E+00 1.00E+00 1.00E+00 6.70E+02
2.00E+00 1.04E+01 1.00E+00 1.00E+00 6.70E+02
3.00E+00 7.25E+00 1.00E+00 1.00E+00 6.70E+02
4.00E+00 5.59E+00 1.00E+00 1.00E+00 6.70E+02
5.00E+00 7.35E+00 1.00E+00 1.00E+00 6.70E+02
6.00E+00 6.02E+00 1.00E+00 1.00E+00 6.70E+02
7.00E+00 5.35E+00 1.00E+00 1.00E+00 6.70E+02
8.00E+00 6.95E+00 1.00E+00 1.00E+00 6.70E+02
9.00E+00 1.14E+01 1.00E+00 1.00E+00 6.70E+02
1.00E+01 1.02E+01 1.00E+00 1.00E+00 6.70E+02
1.10E+01 8.48E+00 1.00E+00 1.00E+00 6.70E+02
1.20E+01 6.70E+00 1.00E+00 1.00E+00 6.70E+02
1.30E+01 7.11E+00 1.00E+00 1.00E+00 6.70E+02
1.40E+01 4.90E+00 1.00E+00 1.00E+00 6.70E+02
1.50E+01 5.95E+00 1.00E+00 1.00E+00 6.70E+02
1.60E+01 6.77E+00 1.00E+00 1.00E+00 6.70E+02
1.70E+01 8.41E+00 1.00E+00 1.00E+00 6.70E+02
1.80E+01 8.52E+00 1.00E+00 1.00E+00 6.70E+02
1.90E+01 7.27E+00 1.00E+00 1.00E+00 6.70E+02
2.00E+01 8.87E+00 1.00E+00 1.00E+00 6.70E+02
2.10E+01 7.51E+00 1.00E+00 1.00E+00 6.70E+02
2.20E+01 6.57E+00 1.00E+00 1.00E+00 6.70E+02
2.30E+01 9.75E+00 1.00E+00 1.00E+00 6.70E+02
2.40E+01 7.80E+00 1.00E+00 1.00E+00 6.70E+02
2.50E+01 8.38E+00 1.00E+00 1.00E+00 6.70E+02
2.60E+01 8.68E+00 1.00E+00 1.00E+00 6.70E+02
2.70E+01 6.34E+00 1.00E+00 1.00E+00 6.70E+02
2.80E+01 6.60E+00 1.00E+00 1.00E+00 6.70E+02
2.90E+01 6.66E+00 1.00E+00 1.00E+00 6.70E+02
3.00E+01 7.68E+00 2.00E+00 1.00E+00 6.70E+02
3.10E+01 6.13E+00 2.00E+00 1.00E+00 6.70E+02
3.20E+01 6.34E+00 2.00E+00 1.00E+00 6.70E+02
3.30E+01 9.89E+00 2.00E+00 1.00E+00 6.70E+02
3.40E+01 6.84E+00 2.00E+00 1.00E+00 6.70E+02
3.50E+01 7.93E+00 2.00E+00 1.00E+00 6.70E+02
3.60E+01 5.87E+00 2.00E+00 1.00E+00 6.70E+02
3.70E+01 5.90E+00 2.00E+00 1.00E+00 6.70E+02
3.80E+01 5.63E+00 2.00E+00 1.00E+00 6.70E+02
3.90E+01 8.93E+00 2.00E+00 1.00E+00 6.70E+02
4.00E+01 7.68E+00 2.00E+00 1.00E+00 6.70E+02
4.10E+01 7.69E+00 2.00E+00 1.00E+00 6.70E+02
4.20E+01 8.21E+00 2.00E+00 1.00E+00 6.70E+02
4.30E+01 6.89E+00 2.00E+00 1.00E+00 6.70E+02
4.40E+01 7.77E+00 2.00E+00 1.00E+00 6.70E+02
4.50E+01 7.57E+00 2.00E+00 1.00E+00 6.70E+02
4.60E+01 1.04E+01 2.00E+00 1.00E+00 6.70E+02
4.70E+01 5.93E+00 2.00E+00 1.00E+00 6.70E+02
4.80E+01 7.35E+00 2.00E+00 1.00E+00 6.70E+02
4.90E+01 6.41E+00 2.00E+00 1.00E+00 6.70E+02
5.00E+01 4.42E+00 2.00E+00 1.00E+00 6.70E+02
5.10E+01 7.72E+00 2.00E+00 1.00E+00 6.70E+02
5.20E+01 7.72E+00 2.00E+00 1.00E+00 6.70E+02
5.30E+01 7.42E+00 2.00E+00 1.00E+00 6.70E+02
5.40E+01 1.00E+01 2.00E+00 1.00E+00 6.70E+02
5.50E+01 5.98E+00 2.00E+00 1.00E+00 6.70E+02
5.60E+01 6.33E+00 2.00E+00 1.00E+00 6.70E+02
5.70E+01 7.44E+00 2.00E+00 1.00E+00 6.70E+02
5.80E+01 9.19E+00 2.00E+00 1.00E+00 6.70E+02
5.90E+01 1.20E+01 2.00E+00 1.00E+00 6.70E+02
1.00E+00 8.04E+00 1.00E+00 2.00E+00 6.70E+02
2.00E+00 8.16E+00 1.00E+00 2.00E+00 6.70E+02
3.00E+00 5.32E+00 1.00E+00 2.00E+00 6.70E+02
4.00E+00 5.52E+00 1.00E+00 2.00E+00 6.70E+02
5.00E+00 9.31E+00 1.00E+00 2.00E+00 6.70E+02
6.00E+00 7.29E+00 1.00E+00 2.00E+00 6.70E+02
7.00E+00 6.78E+00 1.00E+00 2.00E+00 6.70E+02
8.00E+00 1.06E+01 1.00E+00 2.00E+00 6.70E+02
9.00E+00 9.86E+00 1.00E+00 2.00E+00 6.70E+02
1.00E+01 8.38E+00 1.00E+00 2.00E+00 6.70E+02
1.10E+01 6.56E+00 1.00E+00 2.00E+00 6.70E+02
1.20E+01 9.62E+00 1.00E+00 2.00E+00 6.70E+02
1.30E+01 8.82E+00 1.00E+00 2.00E+00 6.70E+02
1.40E+01 5.31E+00 1.00E+00 2.00E+00 6.70E+02
1.50E+01 8.87E+00 1.00E+00 2.00E+00 6.70E+02
1.60E+01 5.63E+00 1.00E+00 2.00E+00 6.70E+02
1.70E+01 5.24E+00 1.00E+00 2.00E+00 6.70E+02
1.80E+01 7.47E+00 1.00E+00 2.00E+00 6.70E+02
1.90E+01 8.18E+00 1.00E+00 2.00E+00 6.70E+02
2.00E+01 1.10E+01 1.00E+00 2.00E+00 6.70E+02
2.10E+01 8.62E+00 1.00E+00 2.00E+00 6.70E+02
2.20E+01 7.77E+00 1.00E+00 2.00E+00 6.70E+02
2.30E+01 8.69E+00 1.00E+00 2.00E+00 6.70E+02
2.40E+01 1.04E+01 1.00E+00 2.00E+00 6.70E+02
2.50E+01 1.00E+01 1.00E+00 2.00E+00 6.70E+02
2.60E+01 6.32E+00 1.00E+00 2.00E+00 6.70E+02
2.70E+01 1.19E+01 1.00E+00 2.00E+00 6.70E+02
2.80E+01 5.28E+00 1.00E+00 2.00E+00 6.70E+02
2.90E+01 5.74E+00 1.00E+00 2.00E+00 6.70E+02
3.00E+01 6.04E+00 2.00E+00 2.00E+00 6.70E+02
3.10E+01 3.65E+00 2.00E+00 2.00E+00 6.70E+02
3.20E+01 8.11E+00 2.00E+00 2.00E+00 6.70E+02
3.30E+01 7.66E+00 2.00E+00 2.00E+00 6.70E+02
3.40E+01 9.52E+00 2.00E+00 2.00E+00 6.70E+02
3.50E+01 6.51E+00 2.00E+00 2.00E+00 6.70E+02
3.60E+01 7.85E+00 2.00E+00 2.00E+00 6.70E+02
3.70E+01 4.52E+00 2.00E+00 2.00E+00 6.70E+02
3.80E+01 6.76E+00 2.00E+00 2.00E+00 6.70E+02
3.90E+01 9.42E+00 2.00E+00 2.00E+00 6.70E+02
4.00E+01 6.28E+00 2.00E+00 2.00E+00 6.70E+02
4.10E+01 8.33E+00 2.00E+00 2.00E+00 6.70E+02
4.20E+01 7.88E+00 2.00E+00 2.00E+00 6.70E+02
4.30E+01 8.49E+00 2.00E+00 2.00E+00 6.70E+02
4.40E+01 6.47E+00 2.00E+00 2.00E+00 6.70E+02
4.50E+01 7.78E+00 2.00E+00 2.00E+00 6.70E+02
4.60E+01 5.44E+00 2.00E+00 2.00E+00 6.70E+02
4.70E+01 4.96E+00 2.00E+00 2.00E+00 6.70E+02
4.80E+01 7.71E+00 2.00E+00 2.00E+00 6.70E+02
4.90E+01 6.47E+00 2.00E+00 2.00E+00 6.70E+02
5.00E+01 7.71E+00 2.00E+00 2.00E+00 6.70E+02
5.10E+01 7.99E+00 2.00E+00 2.00E+00 6.70E+02
5.20E+01 7.99E+00 2.00E+00 2.00E+00 6.70E+02
5.30E+01 6.48E+00 2.00E+00 2.00E+00 6.70E+02
5.40E+01 9.64E+00 2.00E+00 2.00E+00 6.70E+02
5.50E+01 6.79E+00 2.00E+00 2.00E+00 6.70E+02
5.60E+01 3.61E+00 2.00E+00 2.00E+00 6.70E+02
5.70E+01 3.11E+00 2.00E+00 2.00E+00 6.70E+02
5.80E+01 8.65E+00 2.00E+00 2.00E+00 6.70E+02
5.90E+01 8.35E+00 2.00E+00 2.00E+00 6.70E+02
1.00E+00 7.22E+00 1.00E+00 1.00E+00 7.29E+02
2.00E+00 5.53E+00 1.00E+00 1.00E+00 7.29E+02
3.00E+00 4.03E+00 1.00E+00 1.00E+00 7.29E+02
4.00E+00 7.91E+00 1.00E+00 1.00E+00 7.29E+02
5.00E+00 1.18E+01 1.00E+00 1.00E+00 7.29E+02
6.00E+00 8.68E+00 1.00E+00 1.00E+00 7.29E+02
7.00E+00 7.40E+00 1.00E+00 1.00E+00 7.29E+02
8.00E+00 7.10E+00 1.00E+00 1.00E+00 7.29E+02
9.00E+00 7.83E+00 1.00E+00 1.00E+00 7.29E+02
1.00E+01 5.22E+00 1.00E+00 1.00E+00 7.29E+02
1.10E+01 6.63E+00 1.00E+00 1.00E+00 7.29E+02
1.20E+01 6.37E+00 1.00E+00 1.00E+00 7.29E+02
1.30E+01 8.54E+00 1.00E+00 1.00E+00 7.29E+02
1.40E+01 6.00E+00 1.00E+00 1.00E+00 7.29E+02
1.50E+01 6.68E+00 1.00E+00 1.00E+00 7.29E+02
1.60E+01 8.76E+00 1.00E+00 1.00E+00 7.29E+02
1.70E+01 5.30E+00 1.00E+00 1.00E+00 7.29E+02
1.80E+01 1.09E+01 1.00E+00 1.00E+00 7.29E+02
1.90E+01 9.55E+00 1.00E+00 1.00E+00 7.29E+02
2.00E+01 8.00E+00 1.00E+00 1.00E+00 7.29E+02
2.10E+01 9.27E+00 1.00E+00 1.00E+00 7.29E+02
2.20E+01 5.53E+00 1.00E+00 1.00E+00 7.29E+02
2.30E+01 9.04E+00 1.00E+00 1.00E+00 7.29E+02
2.40E+01 6.99E+00 1.00E+00 1.00E+00 7.29E+02
2.50E+01 6.28E+00 1.00E+00 1.00E+00 7.29E+02
2.60E+01 9.16E+00 1.00E+00 1.00E+00 7.29E+02
2.70E+01 8.04E+00 1.00E+00 1.00E+00 7.29E+02
2.80E+01 5.94E+00 1.00E+00 1.00E+00 7.29E+02
2.90E+01 6.94E+00 1.00E+00 1.00E+00 7.29E+02
3.00E+01 6.25E+00 2.00E+00 1.00E+00 7.29E+02
3.10E+01 4.43E+00 2.00E+00 1.00E+00 7.29E+02
3.20E+01 5.72E+00 2.00E+00 1.00E+00 7.29E+02
3.30E+01 8.43E+00 2.00E+00 1.00E+00 7.29E+02
3.40E+01 8.34E+00 2.00E+00 1.00E+00 7.29E+02
3.50E+01 6.25E+00 2.00E+00 1.00E+00 7.29E+02
3.60E+01 6.96E+00 2.00E+00 1.00E+00 7.29E+02
3.70E+01 3.25E+00 2.00E+00 1.00E+00 7.29E+02
3.80E+01 6.21E+00 2.00E+00 1.00E+00 7.29E+02
3.90E+01 7.89E+00 2.00E+00 1.00E+00 7.29E+02
4.00E+01 6.44E+00 2.00E+00 1.00E+00 7.29E+02
4.10E+01 3.07E+00 2.00E+00 1.00E+00 7.29E+02
4.20E+01 8.60E+00 2.00E+00 1.00E+00 7.29E+02
4.30E+01 5.91E+00 2.00E+00 1.00E+00 7.29E+02
4.40E+01 6.88E+00 2.00E+00 1.00E+00 7.29E+02
4.50E+01 8.56E+00 2.00E+00 1.00E+00 7.29E+02
4.60E+01 6.95E+00 2.00E+00 1.00E+00 7.29E+02
4.70E+01 7.49E+00 2.00E+00 1.00E+00 7.29E+02
4.80E+01 6.69E+00 2.00E+00 1.00E+00 7.29E+02
4.90E+01 5.30E+00 2.00E+00 1.00E+00 7.29E+02
5.00E+01 9.29E+00 2.00E+00 1.00E+00 7.29E+02
5.10E+01 5.78E+00 2.00E+00 1.00E+00 7.29E+02
5.20E+01 5.78E+00 2.00E+00 1.00E+00 7.29E+02
5.30E+01 5.97E+00 2.00E+00 1.00E+00 7.29E+02
5.40E+01 7.76E+00 2.00E+00 1.00E+00 7.29E+02
5.50E+01 5.50E+00 2.00E+00 1.00E+00 7.29E+02
5.60E+01 6.97E+00 2.00E+00 1.00E+00 7.29E+02
5.70E+01 6.07E+00 2.00E+00 1.00E+00 7.29E+02
5.80E+01 4.87E+00 2.00E+00 1.00E+00 7.29E+02
5.90E+01 5.30E+00 2.00E+00 1.00E+00 7.29E+02
1.00E+00 6.57E+00 1.00E+00 2.00E+00 7.29E+02
2.00E+00 8.75E+00 1.00E+00 2.00E+00 7.29E+02
3.00E+00 6.04E+00 1.00E+00 2.00E+00 7.29E+02
4.00E+00 5.83E+00 1.00E+00 2.00E+00 7.29E+02
5.00E+00 7.86E+00 1.00E+00 2.00E+00 7.29E+02
6.00E+00 8.62E+00 1.00E+00 2.00E+00 7.29E+02
7.00E+00 7.79E+00 1.00E+00 2.00E+00 7.29E+02
8.00E+00 1.04E+01 1.00E+00 2.00E+00 7.29E+02
9.00E+00 8.89E+00 1.00E+00 2.00E+00 7.29E+02
1.00E+01 1.04E+01 1.00E+00 2.00E+00 7.29E+02
1.10E+01 7.19E+00 1.00E+00 2.00E+00 7.29E+02
1.20E+01 7.49E+00 1.00E+00 2.00E+00 7.29E+02
1.30E+01 7.92E+00 1.00E+00 2.00E+00 7.29E+02
1.40E+01 5.76E+00 1.00E+00 2.00E+00 7.29E+02
1.50E+01 5.68E+00 1.00E+00 2.00E+00 7.29E+02
1.60E+01 6.96E+00 1.00E+00 2.00E+00 7.29E+02
1.70E+01 6.08E+00 1.00E+00 2.00E+00 7.29E+02
1.80E+01 1.09E+01 1.00E+00 2.00E+00 7.29E+02
1.90E+01 1.02E+01 1.00E+00 2.00E+00 7.29E+02
2.00E+01 7.82E+00 1.00E+00 2.00E+00 7.29E+02
2.10E+01 8.71E+00 1.00E+00 2.00E+00 7.29E+02
2.20E+01 9.94E+00 1.00E+00 2.00E+00 7.29E+02
2.30E+01 8.41E+00 1.00E+00 2.00E+00 7.29E+02
2.40E+01 5.91E+00 1.00E+00 2.00E+00 7.29E+02
2.50E+01 9.16E+00 1.00E+00 2.00E+00 7.29E+02
2.60E+01 7.00E+00 1.00E+00 2.00E+00 7.29E+02
2.70E+01 9.53E+00 1.00E+00 2.00E+00 7.29E+02
2.80E+01 6.55E+00 1.00E+00 2.00E+00 7.29E+02
2.90E+01 7.26E+00 1.00E+00 2.00E+00 7.29E+02
3.00E+01 4.89E+00 2.00E+00 2.00E+00 7.29E+02
3.10E+01 4.42E+00 2.00E+00 2.00E+00 7.29E+02
3.20E+01 5.81E+00 2.00E+00 2.00E+00 7.29E+02
3.30E+01 5.84E+00 2.00E+00 2.00E+00 7.29E+02
3.40E+01 6.57E+00 2.00E+00 2.00E+00 7.29E+02
3.50E+01 7.84E+00 2.00E+00 2.00E+00 7.29E+02
3.60E+01 4.16E+00 2.00E+00 2.00E+00 7.29E+02
3.70E+01 4.14E+00 2.00E+00 2.00E+00 7.29E+02
3.80E+01 5.57E+00 2.00E+00 2.00E+00 7.29E+02
3.90E+01 6.61E+00 2.00E+00 2.00E+00 7.29E+02
4.00E+01 8.42E+00 2.00E+00 2.00E+00 7.29E+02
4.10E+01 5.92E+00 2.00E+00 2.00E+00 7.29E+02
4.20E+01 7.55E+00 2.00E+00 2.00E+00 7.29E+02
4.30E+01 9.84E+00 2.00E+00 2.00E+00 7.29E+02
4.40E+01 6.59E+00 2.00E+00 2.00E+00 7.29E+02
4.50E+01 6.91E+00 2.00E+00 2.00E+00 7.29E+02
4.60E+01 5.12E+00 2.00E+00 2.00E+00 7.29E+02
4.70E+01 5.88E+00 2.00E+00 2.00E+00 7.29E+02
4.80E+01 9.53E+00 2.00E+00 2.00E+00 7.29E+02
4.90E+01 4.43E+00 2.00E+00 2.00E+00 7.29E+02
5.00E+01 6.79E+00 2.00E+00 2.00E+00 7.29E+02
5.10E+01 4.98E+00 2.00E+00 2.00E+00 7.29E+02
5.20E+01 4.98E+00 2.00E+00 2.00E+00 7.29E+02
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4.90E+01 8.96E+00 2.00E+00 1.00E+00 2.04E+03
5.00E+01 5.30E+00 2.00E+00 1.00E+00 2.04E+03
5.10E+01 8.21E+00 2.00E+00 1.00E+00 2.04E+03
5.20E+01 8.21E+00 2.00E+00 1.00E+00 2.04E+03
5.30E+01 7.16E+00 2.00E+00 1.00E+00 2.04E+03
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5.60E+01 4.45E+00 2.00E+00 1.00E+00 2.04E+03
5.70E+01 5.38E+00 2.00E+00 1.00E+00 2.04E+03
5.80E+01 8.37E+00 2.00E+00 1.00E+00 2.04E+03
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1.00E+00 5.77E+00 1.00E+00 2.00E+00 2.04E+03
2.00E+00 9.03E+00 1.00E+00 2.00E+00 2.04E+03
3.00E+00 2.81E+00 1.00E+00 2.00E+00 2.04E+03
4.00E+00 3.96E+00 1.00E+00 2.00E+00 2.04E+03
5.00E+00 9.47E+00 1.00E+00 2.00E+00 2.04E+03
6.00E+00 7.21E+00 1.00E+00 2.00E+00 2.04E+03
7.00E+00 3.37E+00 1.00E+00 2.00E+00 2.04E+03
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9.00E+00 6.29E+00 1.00E+00 2.00E+00 2.04E+03
1.00E+01 5.13E+00 1.00E+00 2.00E+00 2.04E+03
1.10E+01 5.18E+00 1.00E+00 2.00E+00 2.04E+03
1.20E+01 4.00E+00 1.00E+00 2.00E+00 2.04E+03
1.30E+01 2.47E+00 1.00E+00 2.00E+00 2.04E+03
1.40E+01 1.06E+00 1.00E+00 2.00E+00 2.04E+03
1.50E+01 7.79E+00 1.00E+00 2.00E+00 2.04E+03
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1.90E+01 7.58E+00 1.00E+00 2.00E+00 2.04E+03
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3.90E+01 4.30E+00 2.00E+00 2.00E+00 2.04E+03
4.00E+01 7.70E+00 2.00E+00 2.00E+00 2.04E+03
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4.90E+01 3.50E+00 2.00E+00 2.00E+00 2.04E+03
5.00E+01 3.57E+00 2.00E+00 2.00E+00 2.04E+03
5.10E+01 6.85E+00 2.00E+00 2.00E+00 2.04E+03
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5.30E+01 8.95E+00 2.00E+00 2.00E+00 2.04E+03
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5.50E+01 5.26E+00 2.00E+00 2.00E+00 2.04E+03
5.60E+01 2.68E+00 2.00E+00 2.00E+00 2.04E+03
5.70E+01 1.98E+00 2.00E+00 2.00E+00 2.04E+03
5.80E+01 7.62E+00 2.00E+00 2.00E+00 2.04E+03
5.90E+01 5.80E+00 2.00E+00 2.00E+00 2.04E+03
1.00E+00 5.99E+00 1.00E+00 1.00E+00 1.95E+03
2.00E+00 6.86E+00 1.00E+00 1.00E+00 1.95E+03
3.00E+00 3.17E+00 1.00E+00 1.00E+00 1.95E+03
4.00E+00 3.56E+00 1.00E+00 1.00E+00 1.95E+03
5.00E+00 7.28E+00 1.00E+00 1.00E+00 1.95E+03
6.00E+00 5.14E+00 1.00E+00 1.00E+00 1.95E+03
7.00E+00 7.69E+00 1.00E+00 1.00E+00 1.95E+03
8.00E+00 8.78E+00 1.00E+00 1.00E+00 1.95E+03
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1.00E+01 5.72E+00 1.00E+00 1.00E+00 1.95E+03
1.10E+01 6.10E+00 1.00E+00 1.00E+00 1.95E+03
1.20E+01 6.28E+00 1.00E+00 1.00E+00 1.95E+03
1.30E+01 3.77E+00 1.00E+00 1.00E+00 1.95E+03
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1.50E+01 6.77E+00 1.00E+00 1.00E+00 1.95E+03
1.60E+01 6.31E+00 1.00E+00 1.00E+00 1.95E+03
1.70E+01 4.28E+00 1.00E+00 1.00E+00 1.95E+03
1.80E+01 9.01E+00 1.00E+00 1.00E+00 1.95E+03
1.90E+01 9.68E+00 1.00E+00 1.00E+00 1.95E+03
2.00E+01 5.03E+00 1.00E+00 1.00E+00 1.95E+03
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2.20E+01 9.10E+00 1.00E+00 1.00E+00 1.95E+03
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2.40E+01 5.12E+00 1.00E+00 1.00E+00 1.95E+03
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2.60E+01 7.68E+00 1.00E+00 1.00E+00 1.95E+03
2.70E+01 9.27E+00 1.00E+00 1.00E+00 1.95E+03
2.80E+01 4.18E+00 1.00E+00 1.00E+00 1.95E+03
2.90E+01 2.68E+00 1.00E+00 1.00E+00 1.95E+03
3.00E+01 6.07E+00 2.00E+00 1.00E+00 1.95E+03
3.10E+01 3.35E+00 2.00E+00 1.00E+00 1.95E+03
3.20E+01 5.26E+00 2.00E+00 1.00E+00 1.95E+03
3.30E+01 3.63E+00 2.00E+00 1.00E+00 1.95E+03
3.40E+01 6.81E+00 2.00E+00 1.00E+00 1.95E+03
3.50E+01 7.77E+00 2.00E+00 1.00E+00 1.95E+03
3.60E+01 5.89E+00 2.00E+00 1.00E+00 1.95E+03
3.70E+01 2.53E+00 2.00E+00 1.00E+00 1.95E+03
3.80E+01 5.62E+00 2.00E+00 1.00E+00 1.95E+03
3.90E+01 3.34E+00 2.00E+00 1.00E+00 1.95E+03
4.00E+01 6.85E+00 2.00E+00 1.00E+00 1.95E+03
4.10E+01 6.70E+00 2.00E+00 1.00E+00 1.95E+03
4.20E+01 7.25E+00 2.00E+00 1.00E+00 1.95E+03
4.30E+01 7.46E+00 2.00E+00 1.00E+00 1.95E+03
4.40E+01 7.06E+00 2.00E+00 1.00E+00 1.95E+03
4.50E+01 5.46E+00 2.00E+00 1.00E+00 1.95E+03
4.60E+01 6.24E+00 2.00E+00 1.00E+00 1.95E+03
4.70E+01 4.63E+00 2.00E+00 1.00E+00 1.95E+03
4.80E+01 7.81E+00 2.00E+00 1.00E+00 1.95E+03
4.90E+01 5.23E+00 2.00E+00 1.00E+00 1.95E+03
5.00E+01 5.67E+00 2.00E+00 1.00E+00 1.95E+03
5.10E+01 6.82E+00 2.00E+00 1.00E+00 1.95E+03
5.20E+01 6.82E+00 2.00E+00 1.00E+00 1.95E+03
5.30E+01 6.72E+00 2.00E+00 1.00E+00 1.95E+03
5.40E+01 8.31E+00 2.00E+00 1.00E+00 1.95E+03
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5.60E+01 3.57E+00 2.00E+00 1.00E+00 1.95E+03
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2.00E+00 7.15E+00 1.00E+00 2.00E+00 1.95E+03
3.00E+00 2.38E+00 1.00E+00 2.00E+00 1.95E+03
4.00E+00 3.37E+00 1.00E+00 2.00E+00 1.95E+03
5.00E+00 9.22E+00 1.00E+00 2.00E+00 1.95E+03
6.00E+00 6.48E+00 1.00E+00 2.00E+00 1.95E+03
7.00E+00 6.48E+00 1.00E+00 2.00E+00 1.95E+03
8.00E+00 6.31E+00 1.00E+00 2.00E+00 1.95E+03
9.00E+00 7.77E+00 1.00E+00 2.00E+00 1.95E+03
1.00E+01 5.33E+00 1.00E+00 2.00E+00 1.95E+03
1.10E+01 6.95E+00 1.00E+00 2.00E+00 1.95E+03
1.20E+01 5.95E+00 1.00E+00 2.00E+00 1.95E+03
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1.40E+01 2.95E+00 1.00E+00 2.00E+00 1.95E+03
1.50E+01 9.39E+00 1.00E+00 2.00E+00 1.95E+03
1.60E+01 6.36E+00 1.00E+00 2.00E+00 1.95E+03
1.70E+01 3.37E+00 1.00E+00 2.00E+00 1.95E+03
1.80E+01 9.95E+00 1.00E+00 2.00E+00 1.95E+03
1.90E+01 8.57E+00 1.00E+00 2.00E+00 1.95E+03
2.00E+01 8.65E+00 1.00E+00 2.00E+00 1.95E+03
2.10E+01 5.02E+00 1.00E+00 2.00E+00 1.95E+03
2.20E+01 8.70E+00 1.00E+00 2.00E+00 1.95E+03
2.30E+01 6.25E+00 1.00E+00 2.00E+00 1.95E+03
2.40E+01 5.30E+00 1.00E+00 2.00E+00 1.95E+03
2.50E+01 6.80E+00 1.00E+00 2.00E+00 1.95E+03
2.60E+01 4.92E+00 1.00E+00 2.00E+00 1.95E+03
2.70E+01 1.10E+01 1.00E+00 2.00E+00 1.95E+03
2.80E+01 3.96E+00 1.00E+00 2.00E+00 1.95E+03
2.90E+01 1.93E+00 1.00E+00 2.00E+00 1.95E+03
3.00E+01 2.81E+00 2.00E+00 2.00E+00 1.95E+03
3.10E+01 1.28E+00 2.00E+00 2.00E+00 1.95E+03
3.20E+01 3.73E+00 2.00E+00 2.00E+00 1.95E+03
3.30E+01 2.90E+00 2.00E+00 2.00E+00 1.95E+03
3.40E+01 5.53E+00 2.00E+00 2.00E+00 1.95E+03
3.50E+01 7.74E+00 2.00E+00 2.00E+00 1.95E+03
3.60E+01 9.14E+00 2.00E+00 2.00E+00 1.95E+03
3.70E+01 4.97E+00 2.00E+00 2.00E+00 1.95E+03
3.80E+01 3.01E+00 2.00E+00 2.00E+00 1.95E+03
3.90E+01 4.97E+00 2.00E+00 2.00E+00 1.95E+03
4.00E+01 4.48E+00 2.00E+00 2.00E+00 1.95E+03
4.10E+01 1.18E+01 2.00E+00 2.00E+00 1.95E+03
4.20E+01 4.93E+00 2.00E+00 2.00E+00 1.95E+03
4.30E+01 5.82E+00 2.00E+00 2.00E+00 1.95E+03
4.40E+01 3.00E+00 2.00E+00 2.00E+00 1.95E+03
4.50E+01 8.26E+00 2.00E+00 2.00E+00 1.95E+03
4.60E+01 1.13E+00 2.00E+00 2.00E+00 1.95E+03
4.70E+01 1.96E+00 2.00E+00 2.00E+00 1.95E+03
4.80E+01 7.79E+00 2.00E+00 2.00E+00 1.95E+03
4.90E+01 2.75E+00 2.00E+00 2.00E+00 1.95E+03
5.00E+01 3.57E+00 2.00E+00 2.00E+00 1.95E+03
5.10E+01 5.83E+00 2.00E+00 2.00E+00 1.95E+03
5.20E+01 5.83E+00 2.00E+00 2.00E+00 1.95E+03
5.30E+01 5.41E+00 2.00E+00 2.00E+00 1.95E+03
5.40E+01 1.06E+01 2.00E+00 2.00E+00 1.95E+03
5.50E+01 6.98E+00 2.00E+00 2.00E+00 1.95E+03
5.60E+01 3.75E+00 2.00E+00 2.00E+00 1.95E+03
5.70E+01 1.55E+00 2.00E+00 2.00E+00 1.95E+03
5.80E+01 6.71E+00 2.00E+00 2.00E+00 1.95E+03
5.90E+01 8.01E+00 2.00E+00 2.00E+00 1.95E+03
Thank you!
Kazumi Maniwa
Postdoctoral Research Fellow
Linguistics Department
University of Konstanz
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