Residuals vs Fitted Normal Q−Q
Residuals q 145 Standardized residuals 145 q
−0.5 0.0 0.5 1.0 −4 −2 0 2 4 6
q q
qqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqq
q qq qqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqq q 157
q qq qq q 156
q qq q −2 −1 0 1 2
qq q
Theoretical Quantiles
q qq
qq qq
q 157
156 q
6.5 7.0 7.5 8.0 8.5
Fitted values
Scale−Location Residuals vs Leverage
Standardized residuals q 145 Standardized residuals q 145 1
0.0 0.5 1.0 1.5 2.0 −4 −2 0 2 4 6 0.5
156 q q
q
q qq157
qqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqq q
qq qq q q q q qq 161q
q q qq q qqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqq qCook's distance
q q qqq
q
q
q
q
q q q qq
q q
33 q
q
q
0.5
1
6.5 7.0 7.5 8.0 8.5 0.0 0.1 0.2 0.3 0.4
Fitted values
Leverage
Residuals vs Fitted Normal Q−Q
Residuals q 107 Standardized residuals 107 q
−0.5 0.0 0.5 1.0 −4 −2 0 2 4 6
q 120 q
qqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqq
q q qq qqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqq q
q qq
q q 118
qq
q qq q −2 −1 0 1 2
q
Theoretical Quantiles
q qqqq
qq
q 119
118 q
6.5 7.0 7.5 8.0 8.5
Fitted values
Scale−Location Residuals vs Leverage
q 107 Standardized residuals
−4 −2 0 2 4 6
Standardized residuals 118 q q 107 1
0.0 0.5 1.0 1.5 2.0 0.5
qq120 q
qqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqq 7 qq
q qq q q
qq q q q
qqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqq q
q q qq q Cq ook's distance q
q q qqq
29 q
qq q 0.5
q
q qq
6.5 7.0 7.5 8.0 8.5 0.0 0.1 0.2 0.3
Fitted values Leverage
Residuals vs Fitted Normal Q−Q
Residuals q 128 Standardized residuals 128 q
−0.5 0.0 0.5 1.0 −4 −2 0 2 4 6
q 141 q
qqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqq
q q qq qqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqq q
q qq
q q 139
qq
qq q −2 −1 0 1 2
q
Theoretical Quantiles
q qqqq
qq
q 140
139 q
6.5 7.0 7.5 8.0 8.5
Fitted values
Scale−Location Residuals vs Leverage
q 128 Standardized residuals
−4 −2 0 2 4 6
q 128 1
0.5
Standardized residuals 139 q
0.0 0.5 1.0 1.5 2.0 6 qq
qq141 q qq qqqqqqq
q qq q qqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqq q
q 26 q
qq qqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqq
0.5
q q qq q q
q q qqq qqqqq
q
q q q
q q
q
q
Cq ook's distance
6.5 7.0 7.5 8.0 8.5 0.0 0.1 0.2 0.3
Fitted values Leverage
QQ Plot
q
Studentized Residuals(fit3) q
−4 −2 0 2 4 6
qq
qqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqq q
q qq
qq
q
q −1 0 1 2
t Quantiles
−2
Distribution of Studentized Residuals
Density
0.0 0.1 0.2 0.3 0.4
−4 −2 0 2 4 6
sresid
10000 Plot # 1 Measured Strength:
Temp: 0 Epoxy: A Environment: 100% RH
8000
012345
Strength MPA 6000 Years
4000
2000
0
10000 Plot # 2 Measured Strength:
Temp: 10 Epoxy: A Environment: 100% RH
8000
012345
Strength MPA 6000 Years
4000
2000
0
10000 Plot # 3 Measured Strength:
Temp: 20 Epoxy: A Environment: 100% RH
8000
012345
Strength MPA 6000 Years
4000
2000
0
10000 Plot # 4 Measured Strength:
Temp: 30 Epoxy: A Environment: 100% RH
8000
012345
Strength MPA 6000 Years
4000
2000
0
10000 Plot # 5 Measured Strength:
Temp: 40 Epoxy: A Environment: 100% RH
8000
012345
Strength MPA 6000 Years
4000
2000
0
10000 Plot # 6 Measured Strength:
Temp: 50 Epoxy: A Environment: 100% RH
8000
012345
Strength MPA 6000 Years
4000
2000
0
10000 Plot # 7 Measured Strength:
Temp: 0 Epoxy: A Environment: 75% RH
8000
012345
Strength MPA 6000 Years
4000
2000
0
10000 Plot # 8 Measured Strength:
Temp: 10 Epoxy: A Environment: 75% RH
8000
012345
Strength MPA 6000 Years
4000
2000
0
10000 Plot # 9 Measured Strength:
Temp: 20 Epoxy: A Environment: 75% RH
8000
012345
Strength MPA 6000 Years
4000
2000
0
10000 Plot # 10 Measured Strength:
Temp: 30 Epoxy: A Environment: 75% RH
8000
012345
Strength MPA 6000 Years
4000
2000
0
10000 Plot # 11 Measured Strength:
Temp: 40 Epoxy: A Environment: 75% RH
8000
012345
Strength MPA 6000 Years
4000
2000
0
10000 Plot # 12 Measured Strength:
Temp: 50 Epoxy: A Environment: 75% RH
8000
012345
Strength MPA 6000 Years
4000
2000
0
10000 Plot # 13 Measured Strength:
Temp: 0 Epoxy: A Environment: Alkaline
8000
012345
Strength MPA 6000 Years
4000
2000
0
10000 Plot # 14 Measured Strength:
Temp: 10 Epoxy: A Environment: Alkaline
8000
012345
Strength MPA 6000 Years
4000
2000
0
10000 Plot # 15 Measured Strength:
Temp: 20 Epoxy: A Environment: Alkaline
8000
012345
Strength MPA 6000 Years
4000
2000
0
10000 Plot # 16 Measured Strength:
Temp: 30 Epoxy: A Environment: Alkaline
8000
012345
Strength MPA 6000 Years
4000
2000
0
10000 Plot # 17 Measured Strength:
Temp: 40 Epoxy: A Environment: Alkaline
8000
012345
Strength MPA 6000 Years
4000
2000
0
10000 Plot # 18 Measured Strength:
Temp: 50 Epoxy: A Environment: Alkaline
8000
012345
Strength MPA 6000 Years
4000
2000
0
10000 Plot # 19 Measured Strength:
Temp: 0 Epoxy: A Environment: Chloride
8000
012345
Strength MPA 6000 Years
4000
2000
0
10000 Plot # 20 Measured Strength:
Temp: 10 Epoxy: A Environment: Chloride
8000
012345
Strength MPA 6000 Years
4000
2000
0
10000 Plot # 21 Measured Strength:
Temp: 20 Epoxy: A Environment: Chloride
8000
012345
Strength MPA 6000 Years
4000
2000
0
10000 Plot # 22 Measured Strength:
Temp: 30 Epoxy: A Environment: Chloride
8000
012345
Strength MPA 6000 Years
4000
2000
0
10000 Plot # 23 Measured Strength:
Temp: 40 Epoxy: A Environment: Chloride
8000
012345
Strength MPA 6000 Years
4000
2000
0
10000 Plot # 24 Measured Strength:
Temp: 50 Epoxy: A Environment: Chloride
8000
012345
Strength MPA 6000 Years
4000
2000
0
10000 Plot # 25 Measured Strength:
Temp: 0 Epoxy: A Environment: Water
8000
012345
Strength MPA 6000 Years
4000
2000
0
10000 Plot # 26 Measured Strength:
Temp: 10 Epoxy: A Environment: Water
8000
012345
Strength MPA 6000 Years
4000
2000
0
10000 Plot # 27 Measured Strength:
Temp: 20 Epoxy: A Environment: Water
8000
012345
Strength MPA 6000 Years
4000
2000
0
10000 Plot # 28 Measured Strength:
Temp: 30 Epoxy: A Environment: Water
8000
012345
Strength MPA 6000 Years
4000
2000
0
10000 Plot # 29 Measured Strength:
Temp: 40 Epoxy: A Environment: Water
8000
012345
Strength MPA 6000 Years
4000
2000
0
10000 Plot # 30 Measured Strength:
Temp: 50 Epoxy: A Environment: Water
8000
012345
Strength MPA 6000 Years
4000
2000
0
10000 Plot # 31 Measured Strength:
Temp: 0 Epoxy: A Environment: Other
8000
012345
Strength MPA 6000 Years
4000
2000
0
10000 Plot # 32 Measured Strength:
Temp: 10 Epoxy: A Environment: Other
8000
012345
Strength MPA 6000 Years
4000
2000
0
10000 Plot # 33 Measured Strength:
Temp: 20 Epoxy: A Environment: Other
8000
012345
Strength MPA 6000 Years
4000
2000
0
10000 Plot # 34 Measured Strength:
Temp: 30 Epoxy: A Environment: Other
8000
012345
Strength MPA 6000 Years
4000
2000
0
10000 Plot # 35 Measured Strength:
Temp: 40 Epoxy: A Environment: Other
8000
012345
Strength MPA 6000 Years
4000
2000
0
10000 Plot # 36 Measured Strength:
Temp: 50 Epoxy: A Environment: Other
8000
012345
Strength MPA 6000 Years
4000
2000
0
10000 Plot # 37 Measured Strength:
Temp: 0 Epoxy: B Environment: 100% RH
8000
012345
Strength MPA 6000 Years
4000
2000
0
10000 Plot # 38 Measured Strength:
Temp: 10 Epoxy: B Environment: 100% RH
8000
012345
Strength MPA 6000 Years
4000
2000
0
10000 Plot # 39 Measured Strength:
Temp: 20 Epoxy: B Environment: 100% RH
8000
012345
Strength MPA 6000 Years
4000
2000
0
10000 Plot # 40 Measured Strength:
Temp: 30 Epoxy: B Environment: 100% RH
8000
012345
Strength MPA 6000 Years
4000
2000
0
10000 Plot # 41 Measured Strength:
Temp: 40 Epoxy: B Environment: 100% RH
8000
012345
Strength MPA 6000 Years
4000
2000
0
10000 Plot # 42 Measured Strength:
Temp: 50 Epoxy: B Environment: 100% RH
8000
012345
Strength MPA 6000 Years
4000
2000
0
10000 Plot # 43 Measured Strength:
Temp: 0 Epoxy: B Environment: 75% RH
8000
012345
Strength MPA 6000 Years
4000
2000
0
10000 Plot # 44 Measured Strength:
Temp: 10 Epoxy: B Environment: 75% RH
8000
012345
Strength MPA 6000 Years
4000
2000
0
10000 Plot # 45 Measured Strength:
Temp: 20 Epoxy: B Environment: 75% RH
8000
012345
Strength MPA 6000 Years
4000
2000
0