Code
print(out1)
Output
# Pairwise comparisons
x1 | x2 | Contrast | 95% CI | p
------------------------------------------------------------------
1. Generation-1. Generation | 1-2 | 0.81 | 0.26, 1.36 | 0.005
1. Generation-2nd Gen | 1-1 | 0.37 | -0.15, 0.89 | 0.164
1. Generation-2nd Gen | 1-2 | 0.84 | 0.29, 1.39 | 0.003
1. Generation-2nd Gen | 2-2 | 0.03 | -0.60, 0.67 | 0.921
1. Generation-Gen. 3. | 1-1 | 0.19 | -0.35, 0.73 | 0.481
1. Generation-Gen. 3. | 1-2 | 0.39 | -0.34, 1.12 | 0.293
1. Generation-Gen. 3. | 2-2 | -0.42 | -1.21, 0.38 | 0.298
2nd Gen-1. Generation | 1-2 | 0.44 | -0.17, 1.05 | 0.153
2nd Gen-2nd Gen | 1-2 | 0.47 | -0.13, 1.08 | 0.126
2nd Gen-Gen. 3. | 1-1 | -0.17 | -0.77, 0.42 | 0.562
2nd Gen-Gen. 3. | 1-2 | 0.02 | -0.75, 0.79 | 0.956
2nd Gen-Gen. 3. | 2-2 | -0.45 | -1.25, 0.34 | 0.263
Gen. 3.-1. Generation | 1-2 | 0.62 | -0.01, 1.24 | 0.053
Gen. 3.-2nd Gen | 1-2 | 0.65 | 0.02, 1.27 | 0.042
Gen. 3.-Gen. 3. | 1-2 | 0.20 | -0.59, 0.98 | 0.621
Code
print(out1)
Output
# Pairwise comparisons
x2 = 1
x1 | Contrast | 95% CI | p
------------------------------------------------------
1. Generation-2nd Gen | 0.37 | -0.15, 0.89 | 0.164
1. Generation-Gen. 3. | 0.19 | -0.35, 0.73 | 0.481
2nd Gen-Gen. 3. | -0.17 | -0.77, 0.42 | 0.562
x2 = 2
x1 | Contrast | 95% CI | p
------------------------------------------------------
1. Generation-2nd Gen | 0.03 | -0.60, 0.67 | 0.921
1. Generation-Gen. 3. | -0.42 | -1.21, 0.38 | 0.298
2nd Gen-Gen. 3. | -0.45 | -1.25, 0.34 | 0.263
Code
print(out1)
Output
# Pairwise comparisons
x1 | x2 | x3 | Contrast | 95% CI | p
-------------------------------------------------------------------------
1. Generation-1. Generation | 1-1 | a-b | 0.04 | -0.65, 0.74 | 0.903
1. Generation-1. Generation | 1-2 | a-a | 0.78 | -0.27, 1.83 | 0.144
1. Generation-1. Generation | 1-2 | a-b | 0.86 | 0.08, 1.63 | 0.031
1. Generation-1. Generation | 1-2 | b-b | 0.81 | 0.14, 1.49 | 0.019
1. Generation-1. Generation | 2-1 | a-b | -0.74 | -1.72, 0.24 | 0.137
1. Generation-1. Generation | 2-2 | a-b | 0.07 | -0.96, 1.11 | 0.887
1. Generation-2nd Gen | 1-1 | a-a | 0.37 | -0.81, 1.54 | 0.537
1. Generation-2nd Gen | 1-1 | a-b | 0.40 | -0.32, 1.13 | 0.275
1. Generation-2nd Gen | 1-1 | b-b | 0.36 | -0.26, 0.97 | 0.249
1. Generation-2nd Gen | 1-2 | a-a | 0.90 | -0.02, 1.82 | 0.055
1. Generation-2nd Gen | 1-2 | a-b | 0.85 | 0.03, 1.66 | 0.042
1. Generation-2nd Gen | 1-2 | b-b | 0.80 | 0.08, 1.52 | 0.029
1. Generation-2nd Gen | 2-1 | a-b | -0.38 | -1.38, 0.62 | 0.453
1. Generation-2nd Gen | 2-2 | a-a | 0.12 | -1.03, 1.27 | 0.840
1. Generation-2nd Gen | 2-2 | a-b | 0.07 | -1.00, 1.13 | 0.904
1. Generation-2nd Gen | 2-2 | b-b | -0.01 | -0.81, 0.79 | 0.982
1. Generation-Gen. 3. | 1-1 | a-a | 0.63 | -0.34, 1.61 | 0.202
1. Generation-Gen. 3. | 1-1 | a-b | 0.03 | -0.74, 0.81 | 0.930
1. Generation-Gen. 3. | 1-1 | b-b | -0.01 | -0.68, 0.67 | 0.981
1. Generation-Gen. 3. | 1-2 | a-a | 0.36 | -1.51, 2.23 | 0.702
1. Generation-Gen. 3. | 1-2 | a-b | 0.43 | -0.49, 1.35 | 0.359
1. Generation-Gen. 3. | 1-2 | b-b | 0.38 | -0.45, 1.22 | 0.363
1. Generation-Gen. 3. | 2-1 | a-b | -0.75 | -1.79, 0.29 | 0.156
1. Generation-Gen. 3. | 2-2 | a-a | -0.42 | -2.41, 1.57 | 0.675
1. Generation-Gen. 3. | 2-2 | a-b | -0.36 | -1.50, 0.79 | 0.540
1. Generation-Gen. 3. | 2-2 | b-b | -0.43 | -1.33, 0.47 | 0.347
2nd Gen-1. Generation | 1-1 | a-b | -0.32 | -1.43, 0.78 | 0.563
2nd Gen-1. Generation | 1-2 | a-a | 0.42 | -0.94, 1.78 | 0.545
2nd Gen-1. Generation | 1-2 | a-b | 0.49 | -0.67, 1.65 | 0.403
2nd Gen-1. Generation | 1-2 | b-b | 0.45 | -0.25, 1.16 | 0.204
2nd Gen-1. Generation | 2-1 | a-b | -0.86 | -1.69, -0.02 | 0.044
2nd Gen-1. Generation | 2-2 | a-b | -0.04 | -0.95, 0.86 | 0.925
2nd Gen-2nd Gen | 1-1 | a-b | 0.04 | -1.09, 1.16 | 0.950
2nd Gen-2nd Gen | 1-2 | a-a | 0.53 | -0.73, 1.79 | 0.402
2nd Gen-2nd Gen | 1-2 | a-b | 0.48 | -0.71, 1.67 | 0.422
2nd Gen-2nd Gen | 1-2 | b-b | 0.45 | -0.30, 1.20 | 0.241
2nd Gen-2nd Gen | 2-1 | a-b | -0.50 | -1.36, 0.36 | 0.253
2nd Gen-2nd Gen | 2-2 | a-b | -0.05 | -0.99, 0.89 | 0.913
2nd Gen-Gen. 3. | 1-1 | a-a | 0.27 | -1.03, 1.56 | 0.686
2nd Gen-Gen. 3. | 1-1 | a-b | -0.33 | -1.49, 0.83 | 0.572
2nd Gen-Gen. 3. | 1-1 | b-b | -0.37 | -1.07, 0.34 | 0.305
2nd Gen-Gen. 3. | 1-2 | a-a | -0.01 | -2.06, 2.05 | 0.996
2nd Gen-Gen. 3. | 1-2 | a-b | 0.06 | -1.20, 1.32 | 0.924
2nd Gen-Gen. 3. | 1-2 | b-b | 0.03 | -0.83, 0.88 | 0.954
2nd Gen-Gen. 3. | 2-1 | a-b | -0.86 | -1.77, 0.04 | 0.060
2nd Gen-Gen. 3. | 2-2 | a-a | -0.54 | -2.46, 1.38 | 0.579
2nd Gen-Gen. 3. | 2-2 | a-b | -0.47 | -1.50, 0.56 | 0.364
2nd Gen-Gen. 3. | 2-2 | b-b | -0.42 | -1.36, 0.52 | 0.375
Gen. 3.-1. Generation | 1-1 | a-b | -0.59 | -1.48, 0.31 | 0.195
Gen. 3.-1. Generation | 1-2 | a-a | 0.15 | -1.04, 1.34 | 0.802
Gen. 3.-1. Generation | 1-2 | a-b | 0.23 | -0.73, 1.18 | 0.642
Gen. 3.-1. Generation | 1-2 | b-b | 0.82 | 0.06, 1.58 | 0.034
Gen. 3.-1. Generation | 2-1 | a-b | -0.32 | -2.14, 1.51 | 0.730
Gen. 3.-1. Generation | 2-2 | a-b | 0.50 | -1.36, 2.35 | 0.598
Gen. 3.-2nd Gen | 1-1 | a-b | -0.23 | -1.15, 0.69 | 0.621
Gen. 3.-2nd Gen | 1-2 | a-a | 0.27 | -0.81, 1.35 | 0.623
Gen. 3.-2nd Gen | 1-2 | a-b | 0.22 | -0.78, 1.21 | 0.666
Gen. 3.-2nd Gen | 1-2 | b-b | 0.81 | 0.01, 1.61 | 0.047
Gen. 3.-2nd Gen | 2-1 | a-b | 0.04 | -1.80, 1.88 | 0.965
Gen. 3.-2nd Gen | 2-2 | a-b | 0.49 | -1.39, 2.36 | 0.608
Gen. 3.-Gen. 3. | 1-1 | a-b | -0.60 | -1.56, 0.36 | 0.220
Gen. 3.-Gen. 3. | 1-2 | a-a | -0.27 | -2.22, 1.68 | 0.784
Gen. 3.-Gen. 3. | 1-2 | a-b | -0.20 | -1.28, 0.87 | 0.707
Gen. 3.-Gen. 3. | 1-2 | b-b | 0.39 | -0.51, 1.30 | 0.391
Gen. 3.-Gen. 3. | 2-1 | a-b | -0.33 | -2.18, 1.53 | 0.728
Gen. 3.-Gen. 3. | 2-2 | a-b | 0.07 | -1.86, 1.99 | 0.946
Code
print(out1)
Output
# Pairwise comparisons
x2/x3 = 1.a
x1 | Contrast | 95% CI | p
------------------------------------------------------
1. Generation-2nd Gen | 0.37 | -0.81, 1.54 | 0.537
1. Generation-Gen. 3. | 0.63 | -0.34, 1.61 | 0.202
2nd Gen-Gen. 3. | 0.27 | -1.03, 1.56 | 0.686
x2/x3 = 2.a
x1 | Contrast | 95% CI | p
------------------------------------------------------
1. Generation-2nd Gen | 0.12 | -1.03, 1.27 | 0.840
1. Generation-Gen. 3. | -0.42 | -2.41, 1.57 | 0.675
2nd Gen-Gen. 3. | -0.54 | -2.46, 1.38 | 0.579
x2/x3 = 1.b
x1 | Contrast | 95% CI | p
------------------------------------------------------
1. Generation-2nd Gen | 0.36 | -0.26, 0.97 | 0.249
1. Generation-Gen. 3. | -0.01 | -0.68, 0.67 | 0.981
2nd Gen-Gen. 3. | -0.37 | -1.07, 0.34 | 0.305
x2/x3 = 2.b
x1 | Contrast | 95% CI | p
------------------------------------------------------
1. Generation-2nd Gen | -0.01 | -0.81, 0.79 | 0.982
1. Generation-Gen. 3. | -0.43 | -1.33, 0.47 | 0.347
2nd Gen-Gen. 3. | -0.42 | -1.36, 0.52 | 0.375
Code
print(out)
Output
# Pairwise comparisons
x2 | x1 | Contrast | 95% CI | p
----------------------------------------------------
1-2 | 1. Generation | 0.81 | -1.64, 3.26 | 0.514
1-2 | 2nd Gen | 0.46 | -1.99, 2.92 | 0.708
1-2 | Gen. 3. | 0.20 | -2.27, 2.67 | 0.875
Code
print(out1)
Output
# Pairwise comparisons
treatment | time | Contrast | 95% CI | p
------------------------------------------------------------
coffee-control | morning | 0.25 | -0.04, 0.54 | 0.091
coffee-control | noon | -0.30 | -0.60, 0.00 | 0.047
coffee-control | afternoon | 0.25 | -0.04, 0.54 | 0.091
Message
Contrasts are presented as probabilities (in %-points).
Code
print(out2)
Output
# Pairwise comparisons
treatment | time | Contrast | 95% CI | p
------------------------------------------------------------
coffee-control | morning | 0.25 | -0.04, 0.54 | 0.091
coffee-control | noon | -0.30 | -0.60, 0.00 | 0.047
coffee-control | afternoon | 0.25 | -0.04, 0.54 | 0.091
Message
Contrasts are presented as probabilities (in %-points).
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