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0.01663
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Source
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MS
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Regression
1
60.69
60.69
4.53
0.047
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18
241.06
13.39
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301.75
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9.843
-1.68
0.122
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0.06936
0.01045
6.64
0.000
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R-Sq = 80.0%
R-Sq(adj) = 78.2%
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Source
DF
SS
MS
F
P
Regression
1
322.50
322.50
44.03
0.000
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80.57
7.32
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0.02566
6.68
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Analysis of Variance
Source
DF
SS
MS
F
P
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1
88.520
88.520
44.66
0.000
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18
35.680
1.982
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19
124.200
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13.75
17.03
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0.4911
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20329
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398
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0.470
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2.142
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Source
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SS
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F
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1
1273.5
1273.5
92.22
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13.8
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Source
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SS
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F
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1
1522819
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176602
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Predictor
Coef
StDev
T
P
Constant
-7.634
7.848
-0.97
0.340
x2
0.0039765
0.0007136
5.57
0.000
X7
0.24777
0.08896
2.79
0.010
X8
-0.003893
0.001296
-3.00
0.006
S = 1.797
R-Sq = 76.3%
R-Sq(adj) = 73.3%
Analysis of Variance
Source
DF
SS
MS
F
P
Regression
3
249.454
83.151
25.75
0.000
Error
24
77.511
3.230
Total
27
326.964
D \
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Predictor
Coef
StDev
T
P
Constant
33.449
1.576
21.22
0.000
xl
-0.054349
0.006329
-8.59
0.000
x6
1.0782
0.6997
1.54
0.138
S = 2.834
R-Sq = 82.9%
R-Sq(adj) = 81.3%
Analysis of Variance
Source
DF
SS
MS
F
P
Regression
2
856.24
428.12
53.32
0.000
Error
22
176.66
8.03
Total
24
1032.90
D \
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The regression equation is
y = 7.46 - 0.030 x2 + 0.521 x3 Predictor
Coef
StDev
Constant
7.458
7.226
x2
-0.0297
0.2633
x3
0.5205
0.1359
x4
-0.10180
0.05339
x5
-2.161
2.395
S = 0.8827
R-Sq = 67.2%
Analysis of Variance
Source
DF
SS
Regression
4
22.3119
Error
14
10.9091
Total
18
33.2211
D \
E \
0.102 x4 - 2.16 x5
T
P
1.03
0.320
-0.11
0.912
3.83
0.002
-1.91
0.077
-0.90
0.382
R-Sq(adj) = 57.8%
MS
5.5780
0.7792
F
7.16
P
0.002
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D \ [ [ [ E \ Predictor
Coef
StDev
T
P
Constant
-0.07837
0.07360
-1.06
0.297
TEMP
0.00004392 0.00003627
1.21
0.237
SOAKTIME
0.0024544
0.0002082
11.79
0.000
SOAKPCT
0.01835
0.02014
0.91
0.371
DFTIME
0.007786
0.001349
5.77
0.000
DIFFPCT
-0.003134
0.008053
-0.39
0.700
S = 0.002272
R-Sq = 96.9%
R-Sq(adj) = 96.3%
Analysis of Variance
Source
DF
SS
MS
F
P
Regression
5 0.00419226 0.00083845
162.43
0.000
Error
26 0.00013421 0.00000516
Total
31 0.00432647
D \
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Predictor
Coef
StDev
T
P
Constant
-8.01
16.18
-0.50
0.630
Pts
0.49400
0.04806
10.28
0.000
GF
0.001847
0.006424
0.29
0.779
GA
0.00231
0.02091
0.11
0.914
PPG
0.03830
0.05146
0.74
0.472
PPcT
-0.2068
0.2611
-0.79
0.445
SHG
-0.01284
0.02562
-0.50
0.626
PPGA
0.03074
0.03802
0.81
0.436
PKPcT
0.0407
0.1483
0.27
0.789
SHGA
-0.2083
0.1110
-1.88
0.087
S = 1.523
R-Sq = 98.8%
R-Sq(adj) = 97.8%
Analysis of Variance
Source
DF
SS
MS
F
P
Regression
9
2125.43
236.16
101.79
0.000
Error
11
25.52
2.32
Total
20
2150.95
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DF
5
18
23
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1133.37
132.25
1265.63
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226.67
7.35
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30.85
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21
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23
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1230.2
1555.8
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615.1
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Total
5HMHFW+
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DF
3
16
19
SS
22.124
7.948
30.072
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7.375
0.497
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Family error rate = 0.264
Individual error rate = 0.0500
Critical value = 2.086
Intervals for (column level mean) - (row level mean)
15
20
25
30
20
-9.346
-1.854
25
-11.546
-5.946
-4.054
1.546
30
-15.546
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35
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0.854
3.054
7.054
2.746
8.346
10.546
14.546
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Fisher's pairwise comparisons
Family error rate = 0.117
Individual error rate = 0.0500
Critical value = 2.131
Intervals for (column level mean) - (row level mean)
125
160
160
-1.9775
-0.2225
200
-1.4942
-0.3942
0.2608
1.3608
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Fisher's pairwise comparisons
Family error rate = 0.184
Individual error rate = 0.0500
Critical value = 2.179
Intervals for (column level mean) - (row level mean)
1
2
3
2
-360
-11
3
-137
48
212
397
4
130
316
93
479
664
442
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Fisher's pairwise comparisons
Family error rate = 0.0649
Individual error rate = 0.0100
Critical value = 2.947
Intervals for (column level mean) - (row level mean)
1
2
3
4
2
-8.642
8.142
3
5.108
5.358
21.892
22.142
4
7.358
7.608
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24.142
24.392
10.642
5
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8.142
8.392
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Fisher's pairwise comparisons
Family error rate = 0.0251
Individual error rate = 0.0100
Critical value = 3.055
Intervals for (column level mean) - (row level mean)
1
2
2
-18.426
3.626
3
-8.626
-1.226
13.426
20.826
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Fisher's pairwise comparisons
Family error rate = 0.330
Individual error rate = 0.0500
Critical value = 2.101
Intervals for (column level mean) - (row level mean)
0.37
0.51
0.71
1.02
0.51
1.723
9.777
0.71
3.723
-2.027
11.777
6.027
1.02
6.973
1.223
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15.027
9.277
7.277
1.40
13.723
7.973
5.973
2.723
21.777
16.027
14.027
10.777
1.99
15.973
10.223
8.223
4.973
24.027
18.277
16.277
13.027
1.40
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6.277
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Fisher's pairwise comparisons
Family error rate = 0.118
Individual error rate = 0.0500
Critical value = 2.080
Intervals for (column level mean) - (row level mean)
1
2
2
1.799
19.701
3
8.424
-2.326
26.326
15.576
6LJQLILFDQWGLIIHUHQFHVEHWZHHQOHYHOVDQGDQGDQG
Fisher's pairwise comparisons
Family error rate = 0.189
Individual error rate = 0.0500
Critical value = 2.120
Intervals for (column level mean) - (row level mean)
1
2
3
2
-0.9450
0.9450
3
1.5550
1.5550
3.4450
3.4450
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0.4750
0.4750
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2.3650
2.3650
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MS
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0.3416
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20
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DF
SS
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3
16.220
5.407
8.29
Error
8
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0.652
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11
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3
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16
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19
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20
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24
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35
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12
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DF
SS
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2
10941.8
5470.9
76.09
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27
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29
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3
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0.0868
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11
0.1804
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14
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Analysis of Variance for SCORE
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DF
SS
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METHOD
2
13.55
6.78
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21
84.77
4.04
Total
23
98.32
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DF
SS
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2
16480
8240
Error
12
12610
1051
Total
14
29090
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10.1852
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10
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17
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material
temperat
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2
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35
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10683.7
39118.7
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5341.9
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paint
drying
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DF
1
2
2
12
17
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355.6
27.4
1878.8
2242.7
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355.6
13.7
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1.90
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0.193
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glasstyp
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1
2
2
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17
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14450.0
933.3
133.3
633.3
16150.0
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14450.0
466.7
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273.79
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temperat
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DF
1
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7160
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Family error rate = 0.117
Individual error rate = 0.0500
Critical value = 2.131
Intervals for (column level mean) - (row level mean)
800
825
825
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850
-27.9
453.8
45.5
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Fisher's pairwise comparisons
Family error rate = 0.195
Individual error rate = 0.0500
Critical value = 2.048
Intervals for (column level mean) - (row level mean)
40
60
80
60
-7.139
0.389
80
-9.264
-5.889
-1.736
1.639
100
-16.514
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DF
SS
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2
209.893
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2
64.252
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4
101.966
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27
5.424
Total
35
381.535
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DF
SS
frequenc
2
7.5702
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2
2.3576
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4
3.5284
Error
27
0.2529
Total
35
13.7092
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522.40
159.92
126.89
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0.000
0.000
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3.7851
1.1788
0.8821
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404.09
125.85
94.17
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1
1.442
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4
124.238
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0.809
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10
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0.057
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19
127.060
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Fisher's pairwise comparisons
Family error rate = 0.258
Individual error rate = 0.0500
Critical value = 2.131
Intervals for (column level mean) - (row level mean)
1
2
3
4
2
-4.9187
-3.6113
3
-6.6662
-2.4012
-5.3588
-1.0938
4
-6.9487
-2.6837
-0.9362
-5.6413
-1.3763
0.3712
5
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-3.2137
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-1.1837
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0.1237
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Source
DF
SS
MS
F
P
hardwood
2
8.3750
4.1875
7.64 0.003
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1
17.3611
17.3611
31.66 0.000
freeness
2
21.8517
10.9258
19.92 0.000
hardwood*cookingt
2
3.2039
1.6019
2.92 0.075
hardwood*freeness
4
6.5133
1.6283
2.97 0.042
cookingt*freeness
2
1.0506
0.5253
0.96 0.399
Error
22
12.0644
0.5484
Total
35
70.4200
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DF
SS
MS
cycletim
2
393.037
196.519
operator
2
256.148
128.074
temperat
1
71.185
71.185
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4
307.519
76.880
cycletim*temperat
2
67.704
33.852
operator*temperat
2
13.481
6.741
Error
40
195.296
4.882
Total
53
1304.370
2QO\WKHRSHUDWRU WHPSHUDWXUHLQWHUDFWLRQLVLQVLJQLILFDQW
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F
40.25
26.23
14.58
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0.000
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0.263
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speed
1
1332
1332
0.49
hardness
1
28392
28392
10.42
angle
1
20592
20592
7.56
speed*hardness
1
506
506
0.19
speed*angle
1
56882
56882
20.87
hardness*angle
1
2352
2352
0.86
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9
24530
2726
Total
15
134588
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5HVLGXDOV9HUVXVDQJOH
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0.502
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0.023
0.677
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Estimated Effects and Coefficients for score
Term
Effect
Coef StDev Coef
T
Constant
175.250
0.5467 320.59
A
8.250
4.125
0.5467
7.55
B
-10.375
-5.187
0.5467
-9.49
C
2.125
1.062
0.5467
1.94
D
-0.375
-0.187
0.5467
-0.34
A*B
-0.125
-0.063
0.5467
-0.11
A*C
-0.625
-0.313
0.5467
-0.57
A*D
9.125
4.562
0.5467
8.35
B*C
-0.250
-0.125
0.5467
-0.23
B*D
1.250
0.625
0.5467
1.14
C*D
-1.250
-0.625
0.5467
-1.14
A*B*C
-8.000
-4.000
0.5467
-7.32
A*B*D
-9.250
-4.625
0.5467
-8.46
A*C*D
-8.750
-4.375
0.5467
-8.00
B*C*D
-8.625
-4.312
0.5467
-7.89
A*B*C*D
-1.625
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0.5467
-1.49
P
0.000
0.000
0.000
0.070
0.736
0.910
0.575
0.000
0.822
0.270
0.270
0.000
0.000
0.000
0.000
0.157
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Estimated Effects and Coefficients for charge
Term
Effect
Coef StDev Coef
Constant
-1.000
0.4462
cleanmet
-5.593
-2.797
0.4462
testpos
-1.280
-0.640
0.4462
cleanmet*testpos
-1.220
-0.610
0.4462
T
-2.24
-6.27
-1.43
-1.37
Analysis of Variance for charge
Source
DF
Seq SS
Main Effects
2
98.771
2-Way Interactions
1
4.465
Residual Error
8
19.110
Pure Error
8
19.110
Total
11
122.347
Adj MS
49.386
4.465
2.389
2.389
Adj SS
98.7713
4.4652
19.1101
19.1101
P
0.055
0.000
0.189
0.209
F
20.67
1.87
P
0.001
0.209
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IDFWRUB%
&
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Estimated Effects and Coefficients for inches
Term
Effect
Coef
Constant
35.938
factor_A
-16.125
-8.063
factor_B
3.125
1.562
factor_C
-1.125
-0.562
factor_D
-1.125
-0.562
factor_A*factor_B
-4.375
-2.187
factor_A*factor_C
-0.625
-0.312
factor_A*factor_D
-3.125
-1.562
factor_B*factor_C
1.625
0.812
factor_B*factor_D
0.125
0.063
factor_C*factor_D
-0.625
-0.313
factor_A*factor_B*factor_C
0.625
0.313
factor_A*factor_B*factor_D
-2.375
-1.188
factor_A*factor_C*factor_D
-1.125
-0.563
factor_B*factor_C*factor_D
-0.875
-0.437
factor_A*factor_B*factor_C
*factor_D
0.125
0.063
$FFRUGLQJWRWKHQRUPDOSUREDELOLW\SORWIDFWRUV$%DQG$%DSSHDUWREHVLJQLILFDQW
E F 5HPRYLQJWKHWKUHHDQGIRXUIDFWRULQWHUDFWLRQVWKHDQDO\VLVDQGUHVLGXDOSORWDUHIRXQG
Term
Effect
Coef StDev Coef
T
P
Constant
35.938
0.6355
56.55 0.000
factor_A
-16.125
-8.063
0.6355 -12.69 0.000
factor_B
3.125
1.562
0.6355
2.46 0.057
factor_C
-1.125
-0.562
0.6355
-0.89 0.417
factor_D
-1.125
-0.562
0.6355
-0.89 0.417
factor_A*factor_B
-4.375
-2.187
0.6355
-3.44 0.018
factor_A*factor_C
-0.625
-0.312
0.6355
-0.49 0.644
factor_A*factor_D
-3.125
-1.562
0.6355
-2.46 0.057
factor_B*factor_C
1.625
0.812
0.6355
1.28 0.257
factor_B*factor_D
0.125
0.063
0.6355
0.10 0.925
factor_C*factor_D
-0.625
-0.313
0.6355
-0.49 0.644
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Term
Constant
factor_A
factor_B
factor_C
factor_D
factor_E
factor_A*factor_B
factor_A*factor_C
factor_A*factor_D
factor_A*factor_E
factor_B*factor_C
factor_B*factor_D
factor_B*factor_E
factor_C*factor_D
factor_C*factor_E
factor_D*factor_E
Effect
11.8125
33.9375
9.6875
-0.8125
0.4375
7.9375
0.4375
-0.0625
0.9375
0.0625
-0.6875
0.5625
0.8125
0.3125
-1.1875
Coef
30.5312
5.9063
16.9687
4.8437
-0.4063
0.2187
3.9687
0.2187
-0.0313
0.4687
0.0313
-0.3437
0.2813
0.4062
0.1563
-0.5938
StDev Coef
0.2786
0.2786
0.2786
0.2786
0.2786
0.2786
0.2786
0.2786
0.2786
0.2786
0.2786
0.2786
0.2786
0.2786
0.2786
0.2786
Analysis of Variance for yield
Source
DF
Seq SS
Main Effects
5
11087.9
2-Way Interactions
10
536.3
Residual Error
16
39.7
Total
31
11664.0
Adj SS
11087.9
536.3
39.7
T
109.57
21.20
60.90
17.38
-1.46
0.79
14.24
0.79
-0.11
1.68
0.11
-1.23
1.01
1.46
0.56
-2.13
P
0.000
0.000
0.000
0.000
0.164
0.444
0.000
0.444
0.912
0.112
0.912
0.235
0.328
0.164
0.583
0.049
Adj MS
F
2217.58 892.61
53.63 21.59
2.48
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Estimated Effects and Coefficients for y
Term
Effect
Coef
Constant
414.58
factor_A
13.75
6.87
factor_B
127.75
63.87
factor_C
97.75
48.87
factor_A*factor_B
-21.25
-10.62
factor_A*factor_C
-137.25
-68.62
factor_B*factor_C
-52.25
-26.13
factor_A*factor_B*factor_C
-68.25
-34.12
Analysis of Variance for y
Source
DF
Main Effects
3
2-Way Interactions
3
3-Way Interactions
1
Residual Error
4
Curvature
1
Pure Error
3
Total
11
Seq SS
52128
44038
9316
894
176
718
106377
Adj SS
52128.4
44038.4
9316.1
894.0
176.0
718.0
6HFWLRQ
%/2&.
$
%
&
\
StDev Coef
4.316
5.286
5.286
5.286
5.286
5.286
5.286
5.286
Adj MS
17376.1
14679.5
9316.1
223.5
176.0
239.3
T
96.06
1.30
12.08
9.25
-2.01
-12.98
-4.94
-6.46
P
0.000
0.263
0.000
0.001
0.115
0.000
0.008
0.003
F
77.74
65.68
41.68
P
0.001
0.001
0.003
0.74
0.454
Term
Constant
Block
factor_A
factor_B
factor_C
factor_A*factor_B
factor_A*factor_C
factor_B*factor_C
Term
Constant
Block
factor_A
factor_B
factor_C
factor_A*factor_C
Effect
Coef
411.87
34.12
6.87
63.87
48.87
-10.63
-68.63
-26.13
Coef
411.87
34.12
6.87
63.87
48.87
-68.63
13.75
127.75
97.75
-21.25
-137.25
-52.25
Effect
13.75
127.75
97.75
-137.25
Analysis of Variance for y
Source
DF
Blocks
1
Main Effects
3
2-Way Interactions
1
Residual Error
2
Total
7
StDev Coef
19.94
19.94
19.94
19.94
19.94
19.94
Seq SS
9316
52128
37675
6363
105483
Adj SS
9316
52128
37675
6363
T
20.65
1.71
0.34
3.20
2.45
-3.44
P
0.002
0.229
0.763
0.085
0.134
0.075
Adj MS
9316
17376
37675
3182
F
2.93
5.46
11.84
%/2&.
Term
Constant
Block
factor_A
factor_B
factor_C
factor_D
factor_A*factor_B
factor_A*factor_C
factor_A*factor_D
factor_B*factor_C
factor_B*factor_D
factor_C*factor_D
factor_A*factor_B*factor_C
factor_A*factor_B*factor_D
factor_A*factor_C*factor_D
factor_B*factor_C*factor_D
$
%
Effect
-10.000
-0.750
-0.750
5.000
4.500
0.500
-3.750
-1.250
-1.500
1.500
-6.000
4.750
-0.250
-2.000
&
'
Coef
183.375
-1.625
-5.000
-0.375
-0.375
2.500
2.250
0.250
-1.875
-0.625
-0.750
0.750
-3.000
2.375
-0.125
-1.000
YDUB
P
0.229
0.159
0.075
Term
Effect
Coef StDev Coef
T
Constant
183.375
1.607 114.14
Block
-1.625
1.607
-1.01
factor_A
-10.000
-5.000
1.607
-3.11
factor_B
-0.750
-0.375
1.607
-0.23
factor_C
-0.750
-0.375
1.607
-0.23
factor_D
5.000
2.500
1.607
1.56
Analysis of Variance for var_1
Source
DF
Seq SS
Adj SS
Blocks
1
42.25
42.25
Main Effects
4
504.50
504.50
Residual Error
10
413.00
413.00
Total
15
959.75
P
0.000
0.336
0.011
0.820
0.820
0.151
Adj MS
42.25
126.13
41.30
F
1.02
3.05
P
0.336
0.069
%/2&.
Term
Constant
Block 1
2
3
factor_A
factor_B
factor_C
factor_D
factor_A*factor_B
factor_A*factor_C
factor_A*factor_D
factor_B*factor_D
factor_B*factor_C*factor_D
factor_A*factor_B*factor_C
*factor_D
$
%
Effect
&
'
YDUB
-8.875
0.375
0.375
6.125
5.625
1.625
-2.625
-0.375
-0.875
Coef
183.938
-3.437
2.563
-2.438
-4.438
0.187
0.187
3.062
2.812
0.813
-1.312
-0.188
-0.438
StDev Coef
1.958
3.391
3.391
3.391
1.958
1.958
1.958
1.958
1.958
1.958
1.958
1.958
1.958
T
93.96
-1.01
0.76
-0.72
-2.27
0.10
0.10
1.56
1.44
0.42
-0.67
-0.10
-0.22
P
0.000
0.417
0.529
0.547
0.152
0.932
0.932
0.258
0.287
0.718
0.572
0.932
0.844
4.375
2.187
1.958
1.12
0.380
Analysis of Variance for var_1
Source
DF
Seq SS
Blocks
3
141.187
Main Effects
4
466.250
2-Way Interactions
4
165.250
3-Way Interactions
1
3.063
4-Way Interactions
1
76.562
Residual Error
2
122.625
Total
15
974.938
Adj SS
141.187
466.250
165.250
3.063
76.562
122.625
Adj MS
47.062
116.563
41.313
3.063
76.562
61.312
F
0.77
1.90
0.67
0.05
1.25
P
0.608
0.373
0.670
0.844
0.380
Run Block
1
1
2
1
3
1
4
1
5
1
6
1
7
1
8
1
9
1
10
1
11
1
12
1
13
1
14
1
15
1
16
1
17
2
18
2
19
2
20
2
21
2
22
2
23
2
24
2
25
2
26
2
27
2
28
2
29
2
30
2
31
2
32
2
A
Run Block
1
1
2
1
3
1
4
1
5
1
6
1
7
1
8
1
9
2
10
2
11
2
12
2
13
2
14
2
15
2
16
2
17
3
18
3
19
3
20
3
21
3
22
3
23
3
24
3
25
4
26
4
27
4
28
4
29
4
30
4
31
4
32
4
A
B
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
C
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
D
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
E
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
B
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
C
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
D
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
E
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
Term
Effect
Constant
Block
factor_A
factor_B
factor_C
factor_D
factor_A*factor_B
factor_A*factor_C
factor_A*factor_D
factor_B*factor_C
factor_B*factor_D
factor_C*factor_D
factor_A*factor_B*factor_C
factor_A*factor_B*factor_D
factor_A*factor_C*factor_D
factor_B*factor_C*factor_D
Coef
35.938
-0.063
-8.062
1.563
-0.563
-0.563
-2.187
-0.313
-1.563
0.813
0.063
-0.312
0.313
-1.187
-0.562
-0.438
-16.125
3.125
-1.125
-1.125
-4.375
-0.625
-3.125
1.625
0.125
-0.625
0.625
-2.375
-1.125
-0.875
Estimated Effects and Coefficients for var_1
Term
Effect
Coef StDev Coef
Constant
35.938
0.7354
Block
-0.063
0.7354
factor_A
-16.125
-8.062
0.7354
factor_B
3.125
1.563
0.7354
factor_A*factor_B
-4.375
-2.187
0.7354
Analysis of Variance for var_1
Source
DF
Seq SS
Blocks
1
0.06
Main Effects
2
1079.12
2-Way Interactions
1
76.56
Residual Error
11
95.19
Lack of Fit
3
9.69
Pure Error
8
85.50
Total
15
1250.94
D Estimated Effects and
Term
Effect
Constant
Block 1
2
3
A
-45.25
B
-1.50
C
14.50
A*B
19.00
A*C
-14.50
B*C
-9.25
Adj SS
0.06
1079.12
76.56
95.19
9.69
85.50
Coefficients for y
Coef StDev Coef
56.37
2.633
15.63
4.560
-3.38
4.560
-10.88
4.560
-22.62
2.633
-0.75
2.633
7.25
2.633
9.50
2.633
-7.25
2.633
-4.63
2.633
Analysis of Variance for y
Source
DF
Blocks
3
Main Effects
3
2-Way Interactions
3
Residual Error
6
Total
15
Seq SS
1502.8
9040.2
2627.2
665.5
13835.7
T
21.41
3.43
-0.74
-2.38
-8.59
-0.28
2.75
3.61
-2.75
-1.76
T
48.87
-0.08
-10.96
2.12
-2.97
P
0.000
0.934
0.000
0.057
0.013
Adj MS
0.063
539.562
76.562
8.653
3.229
10.687
F
0.01
62.35
8.85
P
0.934
0.000
0.013
0.30
0.823
P
0.000
0.014
0.487
0.054
0.000
0.785
0.033
0.011
0.033
0.130
Adj SS
1502.8
9040.2
2627.2
665.5
Adj MS
500.9
3013.4
875.7
110.9
F
4.52
27.17
7.90
P
0.055
0.001
0.017
E
5HVLGXDOV9HUVXVWKH )LWWHG 9DOXHV
1RUPDO 3UREDELOLW\ 3ORW RI WKH 5HVLGXDOV
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UHVSRQVH LV \
5HVLGXDO
5HVLGXDO
1RUPDO 6FRUH
)LWWHG9DOXH
Run Block
1
1
2
1
3
1
4
1
5
1
6
1
7
1
8
1
9
1
10
1
11
1
12
1
13
1
14
1
15
1
16
1
17
2
18
2
19
2
20
2
21
2
22
2
23
2
24
2
25
2
26
2
27
2
28
2
29
2
30
2
31
2
32
2
33
3
34
3
35
3
36
3
37
3
38
3
39
3
40
3
41
3
42
3
43
3
44
3
45
3
46
3
47
3
48
3
49
4
50
4
51
4
52
4
53
4
54
4
55
4
56
4
57
4
58
4
59
4
60
4
61
4
62
4
63
4
64
4
A
B
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
C
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
D
+
+
+
+
+
+
+
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6HFWLRQ
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Estimated Effects and Coefficients for var_1
Term
Effect
Coef StDev Coef
Constant
2.7700
0.2674
factor_A
1.4350
0.7175
0.2674
factor_B
-1.4650
-0.7325
0.2674
factor_D
4.5450
2.2725
0.2674
factor_A*factor_B
1.1500
0.5750
0.2674
factor_A*factor_D
-1.2300
-0.6150
0.2674
factor_B*factor_D
0.1200
0.0600
0.2674
Analysis of Variance for var_1
Source
DF
Seq SS
Main Effects
3
99.450
2-Way Interactions
3
11.399
Residual Error
9
10.300
Lack of Fit
1
0.533
Pure Error
8
9.767
Total
15
121.149
Adj SS
99.4499
11.3992
10.2997
0.5329
9.7668
T
10.36
2.68
-2.74
8.50
2.15
-2.30
0.22
P
0.000
0.025
0.023
0.000
0.060
0.047
0.827
Adj MS
33.1500
3.7997
1.1444
0.5329
1.2208
F
28.97
3.32
P
0.000
0.071
0.44
0.527
T
10.03
2.60
-2.65
8.23
2.08
-2.23
0.22
-0.66
P
0.000
0.032
0.029
0.000
0.071
0.057
0.833
0.527
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Estimated Effects and Coefficients for var_1
Term
Effect
Coef
Constant
2.7700
factor_A
1.4350
0.7175
factor_B
-1.4650
-0.7325
factor_D
4.5450
2.2725
factor_A*factor_B
1.1500
0.5750
factor_A*factor_D
-1.2300
-0.6150
factor_B*factor_D
0.1200
0.0600
factor_A*factor_B*factor_D
-0.3650
-0.1825
Analysis of Variance for var_1
Source
DF
Seq SS
Main Effects
3
99.450
2-Way Interactions
3
11.399
3-Way Interactions
1
0.533
Residual Error
8
9.767
Pure Error
8
9.767
Total
15
121.149
D Design Generators:
Adj SS
99.4499
11.3992
0.5329
9.7668
9.7668
D = ABC
Alias Structure
I + ABCD
A + BCD
B + ACD
C + ABD
D + ABC
AB + CD
AC + BD
AD + BC
StDev Coef
0.2762
0.2762
0.2762
0.2762
0.2762
0.2762
0.2762
0.2762
Adj MS
33.1500
3.7997
0.5329
1.2208
1.2208
F
27.15
3.11
0.44
P
0.000
0.088
0.527
E Term
Constant
A
B
C
D
A*B
A*C
A*D
Effect
19.000
1.500
14.000
16.500
-1.000
-18.500
19.000
Coef
70.750
9.500
0.750
7.000
8.250
-0.500
-9.250
9.500
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F Estimated Effects and Coefficients for rate
Term
Constant
A
C
D
A*C
A*D
Effect
19.000
14.000
16.500
-18.500
19.000
Coef
70.750
9.500
7.000
8.250
-9.250
9.500
StDev Coef
0.6374
0.6374
0.6374
0.6374
0.6374
0.6374
Analysis of Variance for rate
Source
DF
Seq SS
Main Effects
3
1658.50
2-Way Interactions
2
1406.50
Residual Error
2
6.50
Total
7
3071.50
T
111.00
14.90
10.98
12.94
-14.51
14.90
Adj SS
1658.50
1406.50
6.50
P
0.000
0.004
0.008
0.006
0.005
0.004
Adj MS
F
552.833 170.10
703.250 216.38
3.250
P
0.006
0.005
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Constant
factor_A
factor_B
factor_C
factor_D
factor_E
factor_B*factor_C
factor_B*factor_E
Effect
1450.00
3650.00
-150.00
1750.00
650.00
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3025.00
725.00
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325.00
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Design Generators:
Defining Relation:
A + BD + CE
B + AD + CF
C + AE + BF
D + AB + EF
E + AC + DF
F + BC + DE
AF + BE + CD
Data Matrix
Run A B
1 - 2 + 3 - +
4 + +
5 - 6 + 7 - +
8 + +
D
+
+
+
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E
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F
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Term
Constant
factor_A
factor_B
factor_C
factor_D
factor_E
factor_A*factor_B
factor_A*factor_C
factor_A*factor_D
factor_A*factor_E
factor_B*factor_C
factor_B*factor_D
factor_B*factor_E
factor_C*factor_D
factor_C*factor_E
factor_D*factor_E
Effect
Coef
30.4375
5.4375
16.8125
5.3125
-0.3125
0.1875
3.5625
0.3125
0.4375
0.6875
0.4375
-0.1875
0.0625
0.3125
0.3125
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10.8750
33.6250
10.6250
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0.3750
7.1250
0.6250
0.8750
1.3750
0.8750
-0.3750
0.1250
0.6250
0.6250
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Term
Constant
factor_A
factor_B
factor_C
factor_A*factor_B
Effect
Coef
30.438
5.438
16.812
5.313
3.562
10.875
33.625
10.625
7.125
StDev Coef
0.4243
0.4243
0.4243
0.4243
0.4243
Analysis of Variance for var_1
Source
DF
Seq SS
Main Effects
3
5447.19
2-Way Interactions
1
203.06
Residual Error
11
31.69
Lack of Fit
3
15.19
Pure Error
8
16.50
Total
15
5681.94
Adj SS
5447.19
203.06
31.69
15.19
16.50
T
71.73
12.81
39.62
12.52
8.40
P
0.000
0.000
0.000
0.000
0.000
Adj MS
F
1815.73 630.31
203.06 70.49
2.88
5.06
2.45
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P
0.000
0.000
0.138
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8
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D Analysis of Variance for Force
Source
DF
SS
Primer
2
4.5811
Appl
1
4.9089
Primer*Appl
2
0.2411
Error
12
0.9867
Total
17
10.7178
E V V WE
V E
V W
9,,
MS
2.2906
4.9089
0.1206
0.0822
F
19.00
40.72
1.47
P
0.050
0.024
0.269
Source
Machine
Operator
Machine*Operator
Error
Total
DF
3
2
6
12
23
SS
24.333
26.333
35.667
45.000
131.333
MS
8.111
13.167
5.944
3.750
F
1.36
2.21
1.59
P
0.340
0.190
0.234
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9,,
Source
operator
engineer
operator*engineer
Error
Total
DF
2
1
2
6
11
SS
0.01005
0.04688
0.15005
0.35785
0.56483
MS
0.00503
0.04688
0.07503
0.05964
F
0.07
0.62
1.26
P
0.937
0.512
0.350
Source
Variance Error Expected Mean Square
component term (using unrestricted model)
1 operator
-0.01750
3
(4) + 2(3) + 4(1)
2 engineer
3
(4) + 2(3) + Q[2]
3 operator*engineer 0.00769
4
(4) + 2(3)
4 Error
0.05964
(4)
D + V +V z WE
WE
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G V 9,,
V WE
V E
o Source
furnacep
temperat
furnacep*temperat
Error
Total
DF
1
2
2
12
17
SS
7160
945342
818
5371
958691
MS
F
7160
17.50
472671 1155.52
409
0.91
448
P
0.053
0.001
0.427
Source
Variance Error Expected Mean Square
component term (using unrestricted model)
1 furnacep
750.11
3
(4) + 3(3) + 9(1)
2 temperat
3
(4) + 3(3) + Q[2]
3 furnacep*temperat
-12.83
4
(4) + 3(3)
4 Error
447.56
(4)
D + V
+V z W
W
+ E E E + QRWDOOE L + V +V z WE
WE
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F V 9,,
V WE
V W
o Source
operator
engineer
operator*engineer
Error
Total
DF
2
1
2
6
11
SS
0.01005
0.04688
0.15005
0.35785
0.56483
Source
MS
0.00503
0.04688
0.07503
0.05964
F
0.07
0.62
1.26
P
0.937
0.512
0.350
Variance Error Expected Mean Square
component term (using unrestricted model)
1 operator
-0.01750
3
(4) + 2(3) + 4(1)
2 engineer
-0.00469
3
(4) + 2(3) + 6(2)
3 operator*engineer 0.00769
4
(4) + 2(3)
4 Error
0.05964
(4)
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