
	 Simultaneous Tests for General Linear Hypotheses

Multiple Comparisons of Means: Tukey Contrasts


Fit: glmer(formula = isError ~ channel + questionTurn + stimuliTurn + 
    (1 + channel | userID) + (1 | assignmentID) + (1 | taskGroup), 
    data = subRes, family = "binomial", control = glmerControl(optimizer = "nloptwrap", 
        calc.derivs = FALSE))

Linear Hypotheses:
                           Estimate Std. Error z value Pr(>|z|)    
color y x - color x y == 0  0.06249    0.06326   0.988  0.99731    
size x y - color x y == 0  -0.28295    0.06807  -4.157  0.00161 ** 
size y x - color x y == 0  -0.16937    0.06819  -2.484  0.31533    
x color y - color x y == 0 -2.66201    0.13088 -20.340  < 0.001 ***
x size y - color x y == 0  -2.79719    0.14530 -19.251  < 0.001 ***
x y color - color x y == 0 -3.50472    0.17053 -20.552  < 0.001 ***
x y row - color x y == 0   -2.88652    0.14851 -19.436  < 0.001 ***
y color x - color x y == 0 -3.14050    0.15191 -20.673  < 0.001 ***
y size x - color x y == 0  -2.55170    0.13135 -19.427  < 0.001 ***
y x color - color x y == 0 -3.28615    0.14506 -22.654  < 0.001 ***
y x row - color x y == 0   -3.02774    0.16074 -18.837  < 0.001 ***
size x y - color y x == 0  -0.34544    0.06725  -5.137  < 0.001 ***
size y x - color y x == 0  -0.23186    0.07312  -3.171  0.05699 .  
x color y - color y x == 0 -2.72450    0.12757 -21.357  < 0.001 ***
x size y - color y x == 0  -2.85968    0.14122 -20.250  < 0.001 ***
x y color - color y x == 0 -3.56721    0.17433 -20.463  < 0.001 ***
x y row - color y x == 0   -2.94902    0.15018 -19.636  < 0.001 ***
y color x - color y x == 0 -3.20299    0.15416 -20.777  < 0.001 ***
y size x - color y x == 0  -2.61419    0.13236 -19.750  < 0.001 ***
y x color - color y x == 0 -3.34865    0.14456 -23.164  < 0.001 ***
y x row - color y x == 0   -3.09024    0.15970 -19.350  < 0.001 ***
size y x - size x y == 0    0.11359    0.06795   1.672  0.86033    
x color y - size x y == 0  -2.37906    0.13026 -18.264  < 0.001 ***
x size y - size x y == 0   -2.51424    0.14482 -17.361  < 0.001 ***
x y color - size x y == 0  -3.22176    0.17031 -18.917  < 0.001 ***
x y row - size x y == 0    -2.60357    0.14839 -17.545  < 0.001 ***
y color x - size x y == 0  -2.85754    0.15033 -19.008  < 0.001 ***
y size x - size x y == 0   -2.26875    0.13215 -17.168  < 0.001 ***
y x color - size x y == 0  -3.00320    0.14572 -20.609  < 0.001 ***
y x row - size x y == 0    -2.74479    0.16709 -16.427  < 0.001 ***
x color y - size y x == 0  -2.49264    0.13671 -18.234  < 0.001 ***
x size y - size y x == 0   -2.62783    0.14999 -17.520  < 0.001 ***
x y color - size y x == 0  -3.33535    0.17299 -19.281  < 0.001 ***
x y row - size y x == 0    -2.71716    0.15369 -17.680  < 0.001 ***
y color x - size y x == 0  -2.97113    0.15463 -19.214  < 0.001 ***
y size x - size y x == 0   -2.38233    0.13509 -17.635  < 0.001 ***
y x color - size y x == 0  -3.11679    0.15055 -20.703  < 0.001 ***
y x row - size y x == 0    -2.85838    0.17044 -16.771  < 0.001 ***
x size y - x color y == 0  -0.13518    0.13814  -0.979  0.99754    
x y color - x color y == 0 -0.84270    0.16435  -5.128  < 0.001 ***
x y row - x color y == 0   -0.22451    0.15052  -1.492  0.93116    
y color x - x color y == 0 -0.47848    0.15834  -3.022  0.08861 .  
y size x - x color y == 0   0.11031    0.14864   0.742  0.99982    
y x color - x color y == 0 -0.62414    0.15153  -4.119  0.00186 ** 
y x row - x color y == 0   -0.36573    0.17708  -2.065  0.60980    
x y color - x size y == 0  -0.70752    0.16671  -4.244  0.00116 ** 
x y row - x size y == 0    -0.08933    0.16459  -0.543  0.99999    
y color x - x size y == 0  -0.34330    0.17128  -2.004  0.65381    
y size x - x size y == 0    0.24549    0.16703   1.470  0.93765    
y x color - x size y == 0  -0.48896    0.16097  -3.038  0.08475 .  
y x row - x size y == 0    -0.23055    0.18551  -1.243  0.98159    
x y row - x y color == 0    0.61819    0.17291   3.575  0.01545 *  
y color x - x y color == 0  0.36422    0.19229   1.894  0.73158    
y size x - x y color == 0   0.95302    0.19505   4.886  < 0.001 ***
y x color - x y color == 0  0.21856    0.18204   1.201  0.98602    
y x row - x y color == 0    0.47697    0.20156   2.366  0.39100    
y color x - x y row == 0   -0.25397    0.17663  -1.438  0.94615    
y size x - x y row == 0     0.33483    0.16991   1.971  0.67804    
y x color - x y row == 0   -0.39963    0.17870  -2.236  0.48313    
y x row - x y row == 0     -0.14122    0.19338  -0.730  0.99984    
y size x - y color x == 0   0.58880    0.15362   3.833  0.00591 ** 
y x color - y color x == 0 -0.14566    0.16598  -0.878  0.99909    
y x row - y color x == 0    0.11275    0.19562   0.576  0.99999    
y x color - y size x == 0  -0.73446    0.16528  -4.444  < 0.001 ***
y x row - y size x == 0    -0.47605    0.19220  -2.477  0.31991    
y x row - y x color == 0    0.25841    0.16872   1.532  0.91818    
---
Signif. codes:  0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
(Adjusted p values reported -- single-step method)

