Data Exploration
df <- read_excel("StudentData.xlsx") %>%
data.frame()
eval_df <- read_excel("StudentEvaluation.xlsx") %>%
data.frame()
Brand.Code Carb.Volume Fill.Ounces PC.Volume
Length:2571 Min. :5.040 Min. :23.63 Min. :0.07933
Class :character 1st Qu.:5.293 1st Qu.:23.92 1st Qu.:0.23917
Mode :character Median :5.347 Median :23.97 Median :0.27133
Mean :5.370 Mean :23.97 Mean :0.27712
3rd Qu.:5.453 3rd Qu.:24.03 3rd Qu.:0.31200
Max. :5.700 Max. :24.32 Max. :0.47800
NA's :10 NA's :38 NA's :39
Carb.Pressure Carb.Temp PSC PSC.Fill
Min. :57.00 Min. :128.6 Min. :0.00200 Min. :0.0000
1st Qu.:65.60 1st Qu.:138.4 1st Qu.:0.04800 1st Qu.:0.1000
Median :68.20 Median :140.8 Median :0.07600 Median :0.1800
Mean :68.19 Mean :141.1 Mean :0.08457 Mean :0.1954
3rd Qu.:70.60 3rd Qu.:143.8 3rd Qu.:0.11200 3rd Qu.:0.2600
Max. :79.40 Max. :154.0 Max. :0.27000 Max. :0.6200
NA's :27 NA's :26 NA's :33 NA's :23
PSC.CO2 Mnf.Flow Carb.Pressure1 Fill.Pressure
Min. :0.00000 Min. :-100.20 Min. :105.6 Min. :34.60
1st Qu.:0.02000 1st Qu.:-100.00 1st Qu.:119.0 1st Qu.:46.00
Median :0.04000 Median : 65.20 Median :123.2 Median :46.40
Mean :0.05641 Mean : 24.57 Mean :122.6 Mean :47.92
3rd Qu.:0.08000 3rd Qu.: 140.80 3rd Qu.:125.4 3rd Qu.:50.00
Max. :0.24000 Max. : 229.40 Max. :140.2 Max. :60.40
NA's :39 NA's :2 NA's :32 NA's :22
Hyd.Pressure1 Hyd.Pressure2 Hyd.Pressure3 Hyd.Pressure4
Min. :-0.80 Min. : 0.00 Min. :-1.20 Min. : 52.00
1st Qu.: 0.00 1st Qu.: 0.00 1st Qu.: 0.00 1st Qu.: 86.00
Median :11.40 Median :28.60 Median :27.60 Median : 96.00
Mean :12.44 Mean :20.96 Mean :20.46 Mean : 96.29
3rd Qu.:20.20 3rd Qu.:34.60 3rd Qu.:33.40 3rd Qu.:102.00
Max. :58.00 Max. :59.40 Max. :50.00 Max. :142.00
NA's :11 NA's :15 NA's :15 NA's :30
Filler.Level Filler.Speed Temperature Usage.cont Carb.Flow
Min. : 55.8 Min. : 998 Min. :63.60 Min. :12.08 Min. : 26
1st Qu.: 98.3 1st Qu.:3888 1st Qu.:65.20 1st Qu.:18.36 1st Qu.:1144
Median :118.4 Median :3982 Median :65.60 Median :21.79 Median :3028
Mean :109.3 Mean :3687 Mean :65.97 Mean :20.99 Mean :2468
3rd Qu.:120.0 3rd Qu.:3998 3rd Qu.:66.40 3rd Qu.:23.75 3rd Qu.:3186
Max. :161.2 Max. :4030 Max. :76.20 Max. :25.90 Max. :5104
NA's :20 NA's :57 NA's :14 NA's :5 NA's :2
Density MFR Balling Pressure.Vacuum
Min. :0.240 Min. : 31.4 Min. :-0.170 Min. :-6.600
1st Qu.:0.900 1st Qu.:706.3 1st Qu.: 1.496 1st Qu.:-5.600
Median :0.980 Median :724.0 Median : 1.648 Median :-5.400
Mean :1.174 Mean :704.0 Mean : 2.198 Mean :-5.216
3rd Qu.:1.620 3rd Qu.:731.0 3rd Qu.: 3.292 3rd Qu.:-5.000
Max. :1.920 Max. :868.6 Max. : 4.012 Max. :-3.600
NA's :1 NA's :212 NA's :1
PH Oxygen.Filler Bowl.Setpoint Pressure.Setpoint
Min. :7.880 Min. :0.00240 Min. : 70.0 Min. :44.00
1st Qu.:8.440 1st Qu.:0.02200 1st Qu.:100.0 1st Qu.:46.00
Median :8.540 Median :0.03340 Median :120.0 Median :46.00
Mean :8.546 Mean :0.04684 Mean :109.3 Mean :47.62
3rd Qu.:8.680 3rd Qu.:0.06000 3rd Qu.:120.0 3rd Qu.:50.00
Max. :9.360 Max. :0.40000 Max. :140.0 Max. :52.00
NA's :4 NA's :12 NA's :2 NA's :12
Air.Pressurer Alch.Rel Carb.Rel Balling.Lvl
Min. :140.8 Min. :5.280 Min. :4.960 Min. :0.00
1st Qu.:142.2 1st Qu.:6.540 1st Qu.:5.340 1st Qu.:1.38
Median :142.6 Median :6.560 Median :5.400 Median :1.48
Mean :142.8 Mean :6.897 Mean :5.437 Mean :2.05
3rd Qu.:143.0 3rd Qu.:7.240 3rd Qu.:5.540 3rd Qu.:3.14
Max. :148.2 Max. :8.620 Max. :6.060 Max. :3.66
NA's :9 NA's :10 NA's :1
Missing Values
df %>%
select(-PH) %>%
vis_miss()
eval_df %>%
select(-PH) %>%
vis_miss()
set.seed(seed)
df_imputed <- kNN(df, imp_var = FALSE)
eval_df_imputed <- kNN(select(eval_df, -PH), imp_var = FALSE)
Train/Test Split
set.seed(seed)
in_train <- createDataPartition(df_imputed$PH, p = 0.8, list = FALSE, times = 1)
train_df_imputed <- df_imputed[in_train,]
test_df_imputed <- df_imputed[-in_train,]
train_df <- df[in_train,]
test_df <- df[-in_train,]
Random Forest
Ranger
set.seed(seed)
tc <- trainControl(method = "cv", number = 10, allowParallel = TRUE)
rf_fit <- train(PH ~ ., data = train_df_imputed, method = "ranger", importance = "permutation", trControl = tc)
rf_fit
Random Forest
2055 samples
32 predictor
No pre-processing
Resampling: Cross-Validated (10 fold)
Summary of sample sizes: 1849, 1850, 1849, 1850, 1849, 1849, ...
Resampling results across tuning parameters:
mtry splitrule RMSE Rsquared MAE
2 variance 0.11068563 0.6376551 0.08386717
2 extratrees 0.11553525 0.5966385 0.08869122
18 variance 0.09684906 0.6958891 0.06952233
18 extratrees 0.09748675 0.6913763 0.07071824
34 variance 0.09765850 0.6833223 0.06907887
34 extratrees 0.09595279 0.6977679 0.06924598
Tuning parameter 'min.node.size' was held constant at a value of 5
RMSE was used to select the optimal model using the smallest value.
The final values used for the model were mtry = 34, splitrule = extratrees
and min.node.size = 5.
ranger variable importance
only 20 most important variables shown (out of 34)
Overall
Mnf.Flow 100.000
Brand.CodeC 34.700
Bowl.Setpoint 28.283
Alch.Rel 18.687
Brand.CodeD 18.639
Oxygen.Filler 15.254
Usage.cont 15.150
Pressure.Vacuum 15.028
Air.Pressurer 12.181
Filler.Level 10.870
Carb.Rel 10.372
Balling.Lvl 9.397
Density 9.115
Carb.Flow 8.047
Brand.CodeB 7.765
Pressure.Setpoint 7.528
Balling 6.764
Hyd.Pressure3 5.221
Temperature 5.089
Carb.Pressure1 4.842
rf_predictions <- predict(rf_fit, test_df_imputed)
postResample(pred = rf_predictions, obs = test_df_imputed$PH)
RMSE Rsquared MAE
0.10086494 0.66426010 0.07086677
RF
set.seed(seed)
rf_fit2 <- train(PH ~ ., data = train_df_imputed, method = "rf", trControl = tc)
rf_fit2
Random Forest
2055 samples
32 predictor
No pre-processing
Resampling: Cross-Validated (10 fold)
Summary of sample sizes: 1849, 1850, 1849, 1850, 1849, 1849, ...
Resampling results across tuning parameters:
mtry RMSE Rsquared MAE
2 0.11057587 0.6364941 0.08357253
18 0.09695220 0.6951752 0.06963492
34 0.09766056 0.6835861 0.06931444
RMSE was used to select the optimal model using the smallest value.
The final value used for the model was mtry = 18.
rf variable importance
only 20 most important variables shown (out of 34)
Overall
Mnf.Flow 100.000
Usage.cont 44.698
Brand.CodeC 36.162
Oxygen.Filler 28.668
Pressure.Vacuum 22.168
Bowl.Setpoint 21.044
Temperature 20.532
Carb.Rel 20.393
Alch.Rel 20.347
Air.Pressurer 19.083
Balling.Lvl 18.812
Filler.Level 18.140
Carb.Pressure1 16.398
Carb.Flow 11.308
Filler.Speed 11.072
Balling 10.678
Density 9.069
PC.Volume 8.143
MFR 6.986
Hyd.Pressure3 6.856
rf2_predictions <- predict(rf_fit2, test_df_imputed)
postResample(pred = rf2_predictions, obs = test_df_imputed$PH)
RMSE Rsquared MAE
0.10089213 0.66651555 0.07094864
Brand Code Random Forests
for (brand_code in unique(train_df_imputed$Brand.Code)){
print(paste("Brand Code", brand_code))
temp_df <- train_df_imputed %>%
filter(Brand.Code == brand_code) %>%
select(-Brand.Code)
set.seed(seed)
temp_rf <- train(PH ~ ., data = temp_df, method = "ranger", importance = "permutation", trControl = tc)
print(temp_rf)
print(varImp(temp_rf))
temp_test <- test_df_imputed %>%
filter(Brand.Code == brand_code) %>%
select(-Brand.Code)
temp_predictions <- predict(temp_rf, temp_test)
print(postResample(pred = temp_predictions, obs = temp_test$PH))
}
[1] "Brand Code B"
Random Forest
1086 samples
31 predictor
No pre-processing
Resampling: Cross-Validated (10 fold)
Summary of sample sizes: 977, 978, 977, 977, 977, 978, ...
Resampling results across tuning parameters:
mtry splitrule RMSE Rsquared MAE
2 variance 0.10242108 0.6678126 0.07716542
2 extratrees 0.10708606 0.6378114 0.08192716
16 variance 0.08996535 0.7280828 0.06540503
16 extratrees 0.08912119 0.7351685 0.06480356
31 variance 0.09125943 0.7150518 0.06541880
31 extratrees 0.08698136 0.7451825 0.06271227
Tuning parameter 'min.node.size' was held constant at a value of 5
RMSE was used to select the optimal model using the smallest value.
The final values used for the model were mtry = 31, splitrule = extratrees
and min.node.size = 5.
ranger variable importance
only 20 most important variables shown (out of 31)
Overall
Mnf.Flow 100.000
Bowl.Setpoint 39.550
Air.Pressurer 16.300
Filler.Level 16.288
Oxygen.Filler 13.939
Pressure.Vacuum 10.392
Carb.Flow 9.567
Usage.cont 8.204
Carb.Rel 8.018
Pressure.Setpoint 6.764
Density 6.273
Balling 5.220
Temperature 4.712
Balling.Lvl 3.672
Hyd.Pressure2 3.106
Carb.Pressure1 2.894
Alch.Rel 2.797
Hyd.Pressure3 2.307
Hyd.Pressure1 2.077
Fill.Pressure 2.075
RMSE Rsquared MAE
0.09859265 0.69205414 0.06761754
[1] "Brand Code A"
Random Forest
219 samples
31 predictor
No pre-processing
Resampling: Cross-Validated (10 fold)
Summary of sample sizes: 196, 196, 197, 198, 197, 198, ...
Resampling results across tuning parameters:
mtry splitrule RMSE Rsquared MAE
2 variance 0.1190632 0.5320539 0.09570494
2 extratrees 0.1240139 0.5037272 0.10037814
16 variance 0.1147809 0.5179398 0.09063346
16 extratrees 0.1121446 0.5606725 0.09013336
31 variance 0.1179473 0.4874424 0.09288629
31 extratrees 0.1117809 0.5562732 0.08868429
Tuning parameter 'min.node.size' was held constant at a value of 5
RMSE was used to select the optimal model using the smallest value.
The final values used for the model were mtry = 31, splitrule = extratrees
and min.node.size = 5.
ranger variable importance
only 20 most important variables shown (out of 31)
Overall
Mnf.Flow 100.000
Bowl.Setpoint 50.056
Filler.Level 39.144
Usage.cont 38.141
Oxygen.Filler 27.630
Pressure.Vacuum 23.268
Pressure.Setpoint 16.096
Carb.Flow 15.401
Balling.Lvl 11.071
Carb.Pressure1 9.610
Air.Pressurer 8.954
Balling 8.098
Filler.Speed 7.043
Hyd.Pressure3 6.930
Hyd.Pressure1 6.926
Hyd.Pressure2 6.646
Carb.Rel 6.194
Density 6.021
Carb.Volume 5.276
Alch.Rel 4.599
RMSE Rsquared MAE
0.10240842 0.69027437 0.07733073
[1] "Brand Code C"
Random Forest
256 samples
31 predictor
No pre-processing
Resampling: Cross-Validated (10 fold)
Summary of sample sizes: 230, 231, 228, 231, 230, 231, ...
Resampling results across tuning parameters:
mtry splitrule RMSE Rsquared MAE
2 variance 0.1448015 0.4019916 0.10882208
2 extratrees 0.1475540 0.3860386 0.11202249
16 variance 0.1360944 0.4411851 0.09985307
16 extratrees 0.1359048 0.4607949 0.10099546
31 variance 0.1366631 0.4344361 0.09900391
31 extratrees 0.1339416 0.4689627 0.09775295
Tuning parameter 'min.node.size' was held constant at a value of 5
RMSE was used to select the optimal model using the smallest value.
The final values used for the model were mtry = 31, splitrule = extratrees
and min.node.size = 5.
ranger variable importance
only 20 most important variables shown (out of 31)
Overall
Oxygen.Filler 100.000
Mnf.Flow 61.214
PC.Volume 24.066
Density 23.182
Pressure.Vacuum 18.070
Hyd.Pressure1 16.430
Carb.Rel 15.487
Alch.Rel 14.985
Pressure.Setpoint 13.522
Usage.cont 11.999
Balling 10.890
Balling.Lvl 10.835
Filler.Speed 10.670
PSC.Fill 10.218
Hyd.Pressure2 9.278
MFR 7.492
Hyd.Pressure3 7.359
Bowl.Setpoint 6.723
Filler.Level 5.205
Fill.Pressure 5.115
RMSE Rsquared MAE
0.1494891 0.2800593 0.1081350
[1] "Brand Code D"
Random Forest
494 samples
31 predictor
No pre-processing
Resampling: Cross-Validated (10 fold)
Summary of sample sizes: 445, 444, 444, 443, 445, 445, ...
Resampling results across tuning parameters:
mtry splitrule RMSE Rsquared MAE
2 variance 0.09560179 0.6000918 0.07518733
2 extratrees 0.10168051 0.5461068 0.08064860
16 variance 0.08510132 0.6411637 0.06556940
16 extratrees 0.08551372 0.6489792 0.06581187
31 variance 0.08554598 0.6243337 0.06515063
31 extratrees 0.08301098 0.6581105 0.06417687
Tuning parameter 'min.node.size' was held constant at a value of 5
RMSE was used to select the optimal model using the smallest value.
The final values used for the model were mtry = 31, splitrule = extratrees
and min.node.size = 5.
ranger variable importance
only 20 most important variables shown (out of 31)
Overall
Mnf.Flow 100.000
Usage.cont 32.006
Pressure.Vacuum 21.384
Hyd.Pressure3 17.661
Carb.Pressure1 13.199
Density 10.258
Carb.Flow 10.235
Bowl.Setpoint 9.635
Temperature 8.722
Alch.Rel 8.448
Oxygen.Filler 7.708
Filler.Speed 7.016
Balling.Lvl 6.988
Filler.Level 5.828
Carb.Rel 5.806
Hyd.Pressure2 5.767
Pressure.Setpoint 4.864
Balling 4.761
Air.Pressurer 4.717
Hyd.Pressure1 3.489
RMSE Rsquared MAE
0.07072376 0.72239944 0.05442595
XGBOOST
#converting datasets to matrices
#options(na.action="na.pass")
training2 <- train_df_imputed %>% drop_na(Brand.Code)
testing2 <- test_df_imputed %>% drop_na(Brand.Code)
trainingmx <- model.matrix(~.+0,data=training2[,names(training2) != c("PH")])
testingmx <- model.matrix(~.+0,data=testing2[,names(testing2) != c("PH")])
trainingdmx <- xgb.DMatrix(data = trainingmx, label=training2$PH)
testingdmx <- xgb.DMatrix(data = testingmx, label=testing2$PH)
#default parameters
params <- list(booster = "gbtree", objective = "reg:linear", eta=0.3, gamma=0, max_depth=6, min_child_weight=1, subsample=1, colsample_bytree=1)
#determine the best nround parameter (It controls the maximum number of iterations. For classification, it is similar to the number of trees to grow.)
xgbcv <- xgb.cv( params = params, data = trainingdmx, nrounds = 300, nfold = 5, showsd = T, stratified = T, print_every_n = 10, early_stop_rounds = 20, maximize = F) # best at 250 iterations
[13:35:26] WARNING: amalgamation/../src/objective/regression_obj.cu:171: reg:linear is now deprecated in favor of reg:squarederror.
[13:35:26] WARNING: amalgamation/../src/objective/regression_obj.cu:171: reg:linear is now deprecated in favor of reg:squarederror.
[13:35:26] WARNING: amalgamation/../src/objective/regression_obj.cu:171: reg:linear is now deprecated in favor of reg:squarederror.
[13:35:26] WARNING: amalgamation/../src/objective/regression_obj.cu:171: reg:linear is now deprecated in favor of reg:squarederror.
[13:35:26] WARNING: amalgamation/../src/objective/regression_obj.cu:171: reg:linear is now deprecated in favor of reg:squarederror.
[1] train-rmse:5.636689+0.001191 test-rmse:5.636691+0.007294
[11] train-rmse:0.191877+0.000727 test-rmse:0.205274+0.003268
[21] train-rmse:0.065786+0.003070 test-rmse:0.112896+0.004166
[31] train-rmse:0.048582+0.001118 test-rmse:0.110441+0.003673
[41] train-rmse:0.037274+0.000907 test-rmse:0.109369+0.003833
[51] train-rmse:0.029333+0.001435 test-rmse:0.108986+0.003925
[61] train-rmse:0.023415+0.001296 test-rmse:0.108948+0.003898
[71] train-rmse:0.019007+0.001450 test-rmse:0.108990+0.003848
[81] train-rmse:0.015069+0.001546 test-rmse:0.108852+0.003588
[91] train-rmse:0.011864+0.001225 test-rmse:0.108757+0.003588
[101] train-rmse:0.009614+0.000857 test-rmse:0.108758+0.003643
[111] train-rmse:0.007533+0.000748 test-rmse:0.108734+0.003609
[121] train-rmse:0.005879+0.000605 test-rmse:0.108714+0.003588
[131] train-rmse:0.004827+0.000475 test-rmse:0.108752+0.003567
[141] train-rmse:0.003856+0.000352 test-rmse:0.108705+0.003540
[151] train-rmse:0.003046+0.000266 test-rmse:0.108676+0.003480
[161] train-rmse:0.002426+0.000215 test-rmse:0.108692+0.003486
[171] train-rmse:0.001876+0.000176 test-rmse:0.108689+0.003470
[181] train-rmse:0.001547+0.000120 test-rmse:0.108687+0.003456
[191] train-rmse:0.001251+0.000055 test-rmse:0.108703+0.003449
[201] train-rmse:0.001059+0.000061 test-rmse:0.108697+0.003458
[211] train-rmse:0.001044+0.000064 test-rmse:0.108699+0.003458
[221] train-rmse:0.001044+0.000064 test-rmse:0.108699+0.003458
[231] train-rmse:0.001044+0.000064 test-rmse:0.108699+0.003458
[241] train-rmse:0.001044+0.000064 test-rmse:0.108699+0.003458
[251] train-rmse:0.001044+0.000064 test-rmse:0.108699+0.003458
[261] train-rmse:0.001044+0.000064 test-rmse:0.108699+0.003458
[271] train-rmse:0.001044+0.000064 test-rmse:0.108699+0.003458
[281] train-rmse:0.001044+0.000064 test-rmse:0.108699+0.003458
[291] train-rmse:0.001044+0.000064 test-rmse:0.108699+0.003458
[300] train-rmse:0.001044+0.000064 test-rmse:0.108699+0.003458
xgb_model1 <- xgb.train (params = params, data = trainingdmx, nrounds = 250, watchlist = list(val=testingdmx,train=trainingdmx), print_every_n = 10, early_stop_round = 10, maximize = F)
[13:35:30] WARNING: amalgamation/../src/objective/regression_obj.cu:171: reg:linear is now deprecated in favor of reg:squarederror.
[13:35:30] WARNING: amalgamation/../src/learner.cc:573:
Parameters: { "early_stop_round" } might not be used.
This may not be accurate due to some parameters are only used in language bindings but
passed down to XGBoost core. Or some parameters are not used but slip through this
verification. Please open an issue if you find above cases.
[1] val-rmse:5.631892 train-rmse:5.636401
[11] val-rmse:0.206970 train-rmse:0.191570
[21] val-rmse:0.118756 train-rmse:0.073255
[31] val-rmse:0.117504 train-rmse:0.055569
[41] val-rmse:0.118054 train-rmse:0.044920
[51] val-rmse:0.118400 train-rmse:0.037728
[61] val-rmse:0.118123 train-rmse:0.028691
[71] val-rmse:0.117905 train-rmse:0.023346
[81] val-rmse:0.117762 train-rmse:0.020473
[91] val-rmse:0.117487 train-rmse:0.016180
[101] val-rmse:0.117834 train-rmse:0.013632
[111] val-rmse:0.118338 train-rmse:0.011054
[121] val-rmse:0.118221 train-rmse:0.009243
[131] val-rmse:0.118145 train-rmse:0.007796
[141] val-rmse:0.118190 train-rmse:0.006343
[151] val-rmse:0.118222 train-rmse:0.005275
[161] val-rmse:0.118205 train-rmse:0.004430
[171] val-rmse:0.118221 train-rmse:0.003840
[181] val-rmse:0.118190 train-rmse:0.003254
[191] val-rmse:0.118183 train-rmse:0.002674
[201] val-rmse:0.118175 train-rmse:0.002286
[211] val-rmse:0.118176 train-rmse:0.001841
[221] val-rmse:0.118203 train-rmse:0.001642
[231] val-rmse:0.118196 train-rmse:0.001447
[241] val-rmse:0.118173 train-rmse:0.001168
[250] val-rmse:0.118179 train-rmse:0.001059
xgbpred <- predict(xgb_model1,testingdmx)
mat <- xgb.importance (feature_names = colnames(trainingmx),model = xgb_model1)
xgb.plot.importance (importance_matrix = mat)
Stepwise Linear Regression
# Loading latter to avoid the select clash with dplyr
library(MASS)
full_model <- lm(PH ~., data = train_df_imputed)
# Stepwise regression model
lm_model <- stepAIC(full_model, direction = "both", trace = FALSE)
summary(lm_model)
Call:
lm(formula = PH ~ Brand.Code + Fill.Ounces + PC.Volume + Carb.Temp +
PSC + PSC.Fill + Mnf.Flow + Carb.Pressure1 + Hyd.Pressure2 +
Hyd.Pressure3 + Filler.Level + Temperature + Usage.cont +
Carb.Flow + Density + Balling + Pressure.Vacuum + Oxygen.Filler +
Bowl.Setpoint + Pressure.Setpoint + Alch.Rel + Balling.Lvl,
data = train_df_imputed)
Residuals:
Min 1Q Median 3Q Max
-0.50821 -0.07742 0.00955 0.08749 0.84131
Coefficients:
Estimate Std. Error t value Pr(>|t|)
(Intercept) 10.210718397 0.892342607 11.443 < 0.0000000000000002 ***
Brand.CodeB 0.061418994 0.023604531 2.602 0.009336 **
Brand.CodeC -0.076889040 0.023495325 -3.273 0.001084 **
Brand.CodeD 0.050398832 0.015726853 3.205 0.001373 **
Fill.Ounces -0.085255811 0.034776140 -2.452 0.014308 *
PC.Volume -0.106846382 0.056336590 -1.897 0.058026 .
Carb.Temp 0.001416959 0.000707962 2.001 0.045476 *
PSC -0.095513584 0.062840502 -1.520 0.128683
PSC.Fill -0.039640343 0.025217642 -1.572 0.116123
Mnf.Flow -0.000714141 0.000049848 -14.326 < 0.0000000000000002 ***
Carb.Pressure1 0.007380093 0.000751549 9.820 < 0.0000000000000002 ***
Hyd.Pressure2 -0.000955024 0.000522096 -1.829 0.067514 .
Hyd.Pressure3 0.003209175 0.000633544 5.065 0.0000004443280 ***
Filler.Level -0.001444030 0.000602502 -2.397 0.016632 *
Temperature -0.015520488 0.002387530 -6.501 0.0000000001004 ***
Usage.cont -0.008299171 0.001246156 -6.660 0.0000000000352 ***
Carb.Flow 0.000010901 0.000003543 3.077 0.002122 **
Density -0.117168264 0.030826298 -3.801 0.000148 ***
Balling -0.101578401 0.024050549 -4.224 0.0000251126710 ***
Pressure.Vacuum -0.022522430 0.007759207 -2.903 0.003740 **
Oxygen.Filler -0.343503741 0.080077747 -4.290 0.0000187374305 ***
Bowl.Setpoint 0.003736902 0.000629896 5.933 0.0000000034973 ***
Pressure.Setpoint -0.006317920 0.001776782 -3.556 0.000385 ***
Alch.Rel 0.070222991 0.022747887 3.087 0.002049 **
Balling.Lvl 0.124027200 0.022174250 5.593 0.0000000252931 ***
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
Residual standard error: 0.1312 on 2030 degrees of freedom
Multiple R-squared: 0.4274, Adjusted R-squared: 0.4206
F-statistic: 63.14 on 24 and 2030 DF, p-value: < 0.00000000000000022
set.seed(seed)
tc <- trainControl(method = "cv", number = 10, allowParallel = TRUE)
lm_fit <- train(PH ~ ., data = train_df_imputed, method = "glmStepAIC", trControl = tc)
Start: AIC=-2245.67
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Pressure + Carb.Temp + PSC +
PSC.Fill + PSC.CO2 + Mnf.Flow + Carb.Pressure1 + Fill.Pressure +
Hyd.Pressure1 + Hyd.Pressure2 + Hyd.Pressure3 + Hyd.Pressure4 +
Filler.Level + Filler.Speed + Temperature + Usage.cont +
Carb.Flow + Density + MFR + Balling + Pressure.Vacuum + Oxygen.Filler +
Bowl.Setpoint + Pressure.Setpoint + Air.Pressurer + Alch.Rel +
Carb.Rel + Balling.Lvl
Df Deviance AIC
- Carb.Pressure 1 30.909 -2247.7
- Fill.Pressure 1 30.909 -2247.7
- MFR 1 30.909 -2247.7
- Carb.Volume 1 30.911 -2247.6
- Filler.Speed 1 30.913 -2247.4
- Hyd.Pressure1 1 30.918 -2247.2
- Carb.Temp 1 30.918 -2247.1
- Hyd.Pressure4 1 30.918 -2247.1
- PSC 1 30.919 -2247.1
- Carb.Rel 1 30.921 -2247.0
- PSC.CO2 1 30.934 -2246.2
- Air.Pressurer 1 30.937 -2246.0
<none> 30.909 -2245.7
- Alch.Rel 1 30.970 -2244.0
- PSC.Fill 1 30.978 -2243.5
- Fill.Ounces 1 30.989 -2242.9
- Hyd.Pressure2 1 30.998 -2242.4
- Brand.CodeC 1 30.998 -2242.4
- Pressure.Setpoint 1 31.008 -2241.7
- PC.Volume 1 31.010 -2241.6
- Filler.Level 1 31.015 -2241.4
- Carb.Flow 1 31.030 -2240.4
- Pressure.Vacuum 1 31.046 -2239.5
- Brand.CodeD 1 31.073 -2237.9
- Balling 1 31.076 -2237.7
- Brand.CodeB 1 31.079 -2237.5
- Density 1 31.172 -2232.0
- Oxygen.Filler 1 31.214 -2229.6
- Hyd.Pressure3 1 31.281 -2225.6
- Balling.Lvl 1 31.410 -2218.0
- Bowl.Setpoint 1 31.410 -2218.0
- Temperature 1 31.467 -2214.6
- Usage.cont 1 31.627 -2205.2
- Carb.Pressure1 1 32.242 -2169.6
- Mnf.Flow 1 34.015 -2070.6
Step: AIC=-2247.67
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC + PSC.Fill + PSC.CO2 +
Mnf.Flow + Carb.Pressure1 + Fill.Pressure + Hyd.Pressure1 +
Hyd.Pressure2 + Hyd.Pressure3 + Hyd.Pressure4 + Filler.Level +
Filler.Speed + Temperature + Usage.cont + Carb.Flow + Density +
MFR + Balling + Pressure.Vacuum + Oxygen.Filler + Bowl.Setpoint +
Pressure.Setpoint + Air.Pressurer + Alch.Rel + Carb.Rel +
Balling.Lvl
Df Deviance AIC
- Fill.Pressure 1 30.909 -2249.7
- MFR 1 30.909 -2249.7
- Carb.Volume 1 30.911 -2249.6
- Filler.Speed 1 30.914 -2249.4
- Hyd.Pressure1 1 30.918 -2249.2
- Hyd.Pressure4 1 30.918 -2249.1
- PSC 1 30.919 -2249.1
- Carb.Rel 1 30.921 -2248.9
- PSC.CO2 1 30.934 -2248.2
- Air.Pressurer 1 30.937 -2248.0
<none> 30.909 -2247.7
- Alch.Rel 1 30.970 -2246.0
- PSC.Fill 1 30.978 -2245.5
- Fill.Ounces 1 30.989 -2244.9
- Hyd.Pressure2 1 30.998 -2244.4
- Brand.CodeC 1 30.998 -2244.4
- Carb.Temp 1 31.003 -2244.1
- Pressure.Setpoint 1 31.008 -2243.7
- PC.Volume 1 31.010 -2243.6
- Filler.Level 1 31.015 -2243.4
- Carb.Flow 1 31.030 -2242.4
- Pressure.Vacuum 1 31.046 -2241.5
- Brand.CodeD 1 31.074 -2239.9
- Balling 1 31.076 -2239.7
- Brand.CodeB 1 31.080 -2239.5
- Density 1 31.172 -2234.0
- Oxygen.Filler 1 31.214 -2231.5
- Hyd.Pressure3 1 31.282 -2227.5
- Balling.Lvl 1 31.410 -2220.0
- Bowl.Setpoint 1 31.410 -2219.9
- Temperature 1 31.468 -2216.6
- Usage.cont 1 31.627 -2207.2
- Carb.Pressure1 1 32.245 -2171.4
- Mnf.Flow 1 34.018 -2072.5
Step: AIC=-2249.65
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC + PSC.Fill + PSC.CO2 +
Mnf.Flow + Carb.Pressure1 + Hyd.Pressure1 + Hyd.Pressure2 +
Hyd.Pressure3 + Hyd.Pressure4 + Filler.Level + Filler.Speed +
Temperature + Usage.cont + Carb.Flow + Density + MFR + Balling +
Pressure.Vacuum + Oxygen.Filler + Bowl.Setpoint + Pressure.Setpoint +
Air.Pressurer + Alch.Rel + Carb.Rel + Balling.Lvl
Df Deviance AIC
- MFR 1 30.910 -2251.6
- Carb.Volume 1 30.911 -2251.5
- Filler.Speed 1 30.914 -2251.4
- Hyd.Pressure1 1 30.918 -2251.1
- Hyd.Pressure4 1 30.919 -2251.1
- PSC 1 30.919 -2251.1
- Carb.Rel 1 30.922 -2250.9
- PSC.CO2 1 30.935 -2250.1
- Air.Pressurer 1 30.937 -2250.0
<none> 30.909 -2249.7
- Alch.Rel 1 30.970 -2248.0
- PSC.Fill 1 30.979 -2247.5
- Fill.Ounces 1 30.989 -2246.9
- Hyd.Pressure2 1 30.998 -2246.4
- Brand.CodeC 1 30.998 -2246.3
- Carb.Temp 1 31.003 -2246.1
- PC.Volume 1 31.010 -2245.6
- Filler.Level 1 31.015 -2245.3
- Carb.Flow 1 31.030 -2244.4
- Pressure.Vacuum 1 31.046 -2243.5
- Pressure.Setpoint 1 31.059 -2242.7
- Brand.CodeD 1 31.075 -2241.8
- Balling 1 31.077 -2241.7
- Brand.CodeB 1 31.080 -2241.5
- Density 1 31.174 -2235.9
- Oxygen.Filler 1 31.215 -2233.5
- Hyd.Pressure3 1 31.289 -2229.1
- Balling.Lvl 1 31.411 -2221.9
- Bowl.Setpoint 1 31.417 -2221.5
- Temperature 1 31.473 -2218.3
- Usage.cont 1 31.628 -2209.2
- Carb.Pressure1 1 32.256 -2172.8
- Mnf.Flow 1 34.023 -2074.2
Step: AIC=-2251.63
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC + PSC.Fill + PSC.CO2 +
Mnf.Flow + Carb.Pressure1 + Hyd.Pressure1 + Hyd.Pressure2 +
Hyd.Pressure3 + Hyd.Pressure4 + Filler.Level + Filler.Speed +
Temperature + Usage.cont + Carb.Flow + Density + Balling +
Pressure.Vacuum + Oxygen.Filler + Bowl.Setpoint + Pressure.Setpoint +
Air.Pressurer + Alch.Rel + Carb.Rel + Balling.Lvl
Df Deviance AIC
- Carb.Volume 1 30.912 -2253.5
- Filler.Speed 1 30.917 -2253.2
- Hyd.Pressure1 1 30.918 -2253.1
- Hyd.Pressure4 1 30.919 -2253.1
- PSC 1 30.920 -2253.0
- Carb.Rel 1 30.922 -2252.9
- PSC.CO2 1 30.935 -2252.1
- Air.Pressurer 1 30.937 -2252.0
<none> 30.910 -2251.6
- Alch.Rel 1 30.970 -2250.0
- PSC.Fill 1 30.979 -2249.5
- Fill.Ounces 1 30.990 -2248.9
- Hyd.Pressure2 1 30.998 -2248.4
- Brand.CodeC 1 30.999 -2248.3
- Carb.Temp 1 31.003 -2248.0
- PC.Volume 1 31.011 -2247.6
- Filler.Level 1 31.016 -2247.3
- Carb.Flow 1 31.031 -2246.4
- Pressure.Vacuum 1 31.046 -2245.5
- Pressure.Setpoint 1 31.060 -2244.7
- Brand.CodeD 1 31.075 -2243.8
- Balling 1 31.077 -2243.7
- Brand.CodeB 1 31.080 -2243.5
- Density 1 31.174 -2237.9
- Oxygen.Filler 1 31.215 -2235.5
- Hyd.Pressure3 1 31.289 -2231.1
- Balling.Lvl 1 31.412 -2223.8
- Bowl.Setpoint 1 31.417 -2223.5
- Temperature 1 31.474 -2220.2
- Usage.cont 1 31.637 -2210.6
- Carb.Pressure1 1 32.256 -2174.8
- Mnf.Flow 1 34.025 -2076.1
Step: AIC=-2253.52
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Fill.Ounces +
PC.Volume + Carb.Temp + PSC + PSC.Fill + PSC.CO2 + Mnf.Flow +
Carb.Pressure1 + Hyd.Pressure1 + Hyd.Pressure2 + Hyd.Pressure3 +
Hyd.Pressure4 + Filler.Level + Filler.Speed + Temperature +
Usage.cont + Carb.Flow + Density + Balling + Pressure.Vacuum +
Oxygen.Filler + Bowl.Setpoint + Pressure.Setpoint + Air.Pressurer +
Alch.Rel + Carb.Rel + Balling.Lvl
Df Deviance AIC
- Filler.Speed 1 30.919 -2255.1
- Hyd.Pressure4 1 30.920 -2255.0
- Hyd.Pressure1 1 30.921 -2255.0
- Carb.Rel 1 30.922 -2254.9
- PSC 1 30.922 -2254.9
- PSC.CO2 1 30.936 -2254.1
- Air.Pressurer 1 30.941 -2253.7
<none> 30.912 -2253.5
- Alch.Rel 1 30.974 -2251.8
- PSC.Fill 1 30.981 -2251.4
- Fill.Ounces 1 31.000 -2250.3
- Brand.CodeC 1 31.000 -2250.2
- Hyd.Pressure2 1 31.001 -2250.2
- PC.Volume 1 31.012 -2249.5
- Filler.Level 1 31.016 -2249.3
- Carb.Temp 1 31.018 -2249.2
- Carb.Flow 1 31.036 -2248.1
- Pressure.Vacuum 1 31.047 -2247.4
- Pressure.Setpoint 1 31.065 -2246.4
- Brand.CodeD 1 31.079 -2245.5
- Balling 1 31.081 -2245.4
- Brand.CodeB 1 31.097 -2244.5
- Density 1 31.176 -2239.8
- Oxygen.Filler 1 31.215 -2237.5
- Hyd.Pressure3 1 31.298 -2232.6
- Bowl.Setpoint 1 31.417 -2225.5
- Balling.Lvl 1 31.423 -2225.2
- Temperature 1 31.474 -2222.2
- Usage.cont 1 31.645 -2212.1
- Carb.Pressure1 1 32.262 -2176.5
- Mnf.Flow 1 34.036 -2077.5
Step: AIC=-2255.1
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Fill.Ounces +
PC.Volume + Carb.Temp + PSC + PSC.Fill + PSC.CO2 + Mnf.Flow +
Carb.Pressure1 + Hyd.Pressure1 + Hyd.Pressure2 + Hyd.Pressure3 +
Hyd.Pressure4 + Filler.Level + Temperature + Usage.cont +
Carb.Flow + Density + Balling + Pressure.Vacuum + Oxygen.Filler +
Bowl.Setpoint + Pressure.Setpoint + Air.Pressurer + Alch.Rel +
Carb.Rel + Balling.Lvl
Df Deviance AIC
- Hyd.Pressure4 1 30.923 -2256.8
- Hyd.Pressure1 1 30.926 -2256.7
- PSC 1 30.928 -2256.5
- Carb.Rel 1 30.929 -2256.4
- PSC.CO2 1 30.943 -2255.6
- Air.Pressurer 1 30.949 -2255.3
<none> 30.919 -2255.1
- Alch.Rel 1 30.975 -2253.7
- PSC.Fill 1 30.988 -2252.9
- Brand.CodeC 1 31.002 -2252.1
- Hyd.Pressure2 1 31.003 -2252.1
- Fill.Ounces 1 31.005 -2251.9
- PC.Volume 1 31.022 -2250.9
- Filler.Level 1 31.026 -2250.7
- Carb.Temp 1 31.026 -2250.7
- Pressure.Vacuum 1 31.048 -2249.4
- Pressure.Setpoint 1 31.078 -2247.6
- Brand.CodeD 1 31.081 -2247.4
- Balling 1 31.082 -2247.3
- Carb.Flow 1 31.110 -2245.7
- Brand.CodeB 1 31.114 -2245.4
- Density 1 31.186 -2241.2
- Oxygen.Filler 1 31.222 -2239.0
- Hyd.Pressure3 1 31.314 -2233.6
- Balling.Lvl 1 31.425 -2227.1
- Bowl.Setpoint 1 31.448 -2225.7
- Temperature 1 31.522 -2221.4
- Usage.cont 1 31.645 -2214.1
- Carb.Pressure1 1 32.270 -2178.0
- Mnf.Flow 1 34.064 -2077.9
Step: AIC=-2256.85
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Fill.Ounces +
PC.Volume + Carb.Temp + PSC + PSC.Fill + PSC.CO2 + Mnf.Flow +
Carb.Pressure1 + Hyd.Pressure1 + Hyd.Pressure2 + Hyd.Pressure3 +
Filler.Level + Temperature + Usage.cont + Carb.Flow + Density +
Balling + Pressure.Vacuum + Oxygen.Filler + Bowl.Setpoint +
Pressure.Setpoint + Air.Pressurer + Alch.Rel + Carb.Rel +
Balling.Lvl
Df Deviance AIC
- Hyd.Pressure1 1 30.931 -2258.4
- PSC 1 30.933 -2258.3
- Carb.Rel 1 30.934 -2258.2
- PSC.CO2 1 30.947 -2257.4
- Air.Pressurer 1 30.953 -2257.1
<none> 30.923 -2256.8
- Alch.Rel 1 30.982 -2255.3
- PSC.Fill 1 30.993 -2254.7
- Hyd.Pressure2 1 31.012 -2253.6
- Fill.Ounces 1 31.014 -2253.4
- Brand.CodeC 1 31.016 -2253.3
- PC.Volume 1 31.025 -2252.8
- Filler.Level 1 31.027 -2252.7
- Carb.Temp 1 31.030 -2252.4
- Pressure.Vacuum 1 31.072 -2250.0
- Pressure.Setpoint 1 31.080 -2249.5
- Brand.CodeD 1 31.085 -2249.2
- Carb.Flow 1 31.114 -2247.4
- Brand.CodeB 1 31.114 -2247.4
- Balling 1 31.115 -2247.4
- Density 1 31.193 -2242.8
- Oxygen.Filler 1 31.226 -2240.8
- Hyd.Pressure3 1 31.317 -2235.4
- Bowl.Setpoint 1 31.451 -2227.5
- Balling.Lvl 1 31.466 -2226.7
- Temperature 1 31.522 -2223.3
- Usage.cont 1 31.651 -2215.8
- Carb.Pressure1 1 32.296 -2178.5
- Mnf.Flow 1 34.094 -2078.3
Step: AIC=-2258.36
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Fill.Ounces +
PC.Volume + Carb.Temp + PSC + PSC.Fill + PSC.CO2 + Mnf.Flow +
Carb.Pressure1 + Hyd.Pressure2 + Hyd.Pressure3 + Filler.Level +
Temperature + Usage.cont + Carb.Flow + Density + Balling +
Pressure.Vacuum + Oxygen.Filler + Bowl.Setpoint + Pressure.Setpoint +
Air.Pressurer + Alch.Rel + Carb.Rel + Balling.Lvl
Df Deviance AIC
- PSC 1 30.942 -2259.7
- Carb.Rel 1 30.943 -2259.7
- PSC.CO2 1 30.956 -2258.9
- Air.Pressurer 1 30.964 -2258.4
<none> 30.931 -2258.4
- Alch.Rel 1 30.994 -2256.6
- PSC.Fill 1 31.000 -2256.3
- Hyd.Pressure2 1 31.012 -2255.5
- Fill.Ounces 1 31.022 -2254.9
- PC.Volume 1 31.025 -2254.8
- Brand.CodeC 1 31.027 -2254.6
- Filler.Level 1 31.031 -2254.4
- Carb.Temp 1 31.037 -2254.1
- Pressure.Vacuum 1 31.073 -2251.9
- Pressure.Setpoint 1 31.084 -2251.2
- Brand.CodeD 1 31.089 -2250.9
- Brand.CodeB 1 31.118 -2249.2
- Carb.Flow 1 31.120 -2249.1
- Balling 1 31.131 -2248.4
- Density 1 31.202 -2244.3
- Oxygen.Filler 1 31.235 -2242.2
- Hyd.Pressure3 1 31.336 -2236.3
- Bowl.Setpoint 1 31.465 -2228.7
- Balling.Lvl 1 31.479 -2227.9
- Temperature 1 31.527 -2225.1
- Usage.cont 1 31.667 -2216.9
- Carb.Pressure1 1 32.296 -2180.5
- Mnf.Flow 1 34.109 -2079.5
Step: AIC=-2259.71
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Fill.Ounces +
PC.Volume + Carb.Temp + PSC.Fill + PSC.CO2 + Mnf.Flow + Carb.Pressure1 +
Hyd.Pressure2 + Hyd.Pressure3 + Filler.Level + Temperature +
Usage.cont + Carb.Flow + Density + Balling + Pressure.Vacuum +
Oxygen.Filler + Bowl.Setpoint + Pressure.Setpoint + Air.Pressurer +
Alch.Rel + Carb.Rel + Balling.Lvl
Df Deviance AIC
- Carb.Rel 1 30.953 -2261.0
- PSC.CO2 1 30.968 -2260.1
<none> 30.942 -2259.7
- Air.Pressurer 1 30.977 -2259.6
- Alch.Rel 1 31.004 -2258.0
- Hyd.Pressure2 1 31.023 -2256.8
- PSC.Fill 1 31.024 -2256.8
- Fill.Ounces 1 31.033 -2256.3
- Filler.Level 1 31.041 -2255.8
- Brand.CodeC 1 31.042 -2255.8
- Carb.Temp 1 31.050 -2255.2
- PC.Volume 1 31.060 -2254.7
- Pressure.Vacuum 1 31.094 -2252.7
- Pressure.Setpoint 1 31.094 -2252.7
- Brand.CodeD 1 31.100 -2252.3
- Brand.CodeB 1 31.126 -2250.8
- Carb.Flow 1 31.133 -2250.3
- Balling 1 31.146 -2249.5
- Density 1 31.211 -2245.7
- Oxygen.Filler 1 31.248 -2243.5
- Hyd.Pressure3 1 31.354 -2237.2
- Bowl.Setpoint 1 31.475 -2230.1
- Balling.Lvl 1 31.493 -2229.1
- Temperature 1 31.532 -2226.8
- Usage.cont 1 31.693 -2217.3
- Carb.Pressure1 1 32.316 -2181.4
- Mnf.Flow 1 34.215 -2075.8
Step: AIC=-2261.04
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Fill.Ounces +
PC.Volume + Carb.Temp + PSC.Fill + PSC.CO2 + Mnf.Flow + Carb.Pressure1 +
Hyd.Pressure2 + Hyd.Pressure3 + Filler.Level + Temperature +
Usage.cont + Carb.Flow + Density + Balling + Pressure.Vacuum +
Oxygen.Filler + Bowl.Setpoint + Pressure.Setpoint + Air.Pressurer +
Alch.Rel + Balling.Lvl
Df Deviance AIC
- PSC.CO2 1 30.980 -2261.4
<none> 30.953 -2261.0
- Air.Pressurer 1 30.990 -2260.8
- Alch.Rel 1 31.025 -2258.8
- Hyd.Pressure2 1 31.032 -2258.3
- PSC.Fill 1 31.036 -2258.1
- Fill.Ounces 1 31.048 -2257.4
- Filler.Level 1 31.050 -2257.3
- Brand.CodeC 1 31.051 -2257.2
- Carb.Temp 1 31.061 -2256.6
- PC.Volume 1 31.072 -2256.0
- Pressure.Setpoint 1 31.102 -2254.2
- Pressure.Vacuum 1 31.104 -2254.0
- Brand.CodeD 1 31.126 -2252.8
- Carb.Flow 1 31.141 -2251.9
- Brand.CodeB 1 31.144 -2251.7
- Balling 1 31.175 -2249.8
- Density 1 31.212 -2247.7
- Oxygen.Filler 1 31.261 -2244.8
- Hyd.Pressure3 1 31.366 -2238.5
- Bowl.Setpoint 1 31.491 -2231.2
- Temperature 1 31.533 -2228.7
- Balling.Lvl 1 31.583 -2225.8
- Usage.cont 1 31.709 -2218.4
- Carb.Pressure1 1 32.350 -2181.4
- Mnf.Flow 1 34.244 -2076.2
Step: AIC=-2261.43
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Fill.Ounces +
PC.Volume + Carb.Temp + PSC.Fill + Mnf.Flow + Carb.Pressure1 +
Hyd.Pressure2 + Hyd.Pressure3 + Filler.Level + Temperature +
Usage.cont + Carb.Flow + Density + Balling + Pressure.Vacuum +
Oxygen.Filler + Bowl.Setpoint + Pressure.Setpoint + Air.Pressurer +
Alch.Rel + Balling.Lvl
Df Deviance AIC
<none> 30.980 -2261.4
- Air.Pressurer 1 31.015 -2261.3
- Hyd.Pressure2 1 31.055 -2259.0
- Alch.Rel 1 31.057 -2258.8
- Fill.Ounces 1 31.074 -2257.8
- Filler.Level 1 31.075 -2257.8
- Brand.CodeC 1 31.082 -2257.4
- PSC.Fill 1 31.085 -2257.2
- Carb.Temp 1 31.085 -2257.2
- PC.Volume 1 31.094 -2256.6
- Pressure.Setpoint 1 31.132 -2254.4
- Pressure.Vacuum 1 31.134 -2254.3
- Brand.CodeD 1 31.147 -2253.5
- Carb.Flow 1 31.165 -2252.4
- Brand.CodeB 1 31.168 -2252.2
- Balling 1 31.202 -2250.2
- Density 1 31.239 -2248.0
- Oxygen.Filler 1 31.290 -2245.0
- Hyd.Pressure3 1 31.385 -2239.4
- Bowl.Setpoint 1 31.515 -2231.8
- Temperature 1 31.564 -2228.9
- Balling.Lvl 1 31.604 -2226.6
- Usage.cont 1 31.732 -2219.1
- Carb.Pressure1 1 32.377 -2181.9
- Mnf.Flow 1 34.279 -2076.3
Start: AIC=-2255.08
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Pressure + Carb.Temp + PSC +
PSC.Fill + PSC.CO2 + Mnf.Flow + Carb.Pressure1 + Fill.Pressure +
Hyd.Pressure1 + Hyd.Pressure2 + Hyd.Pressure3 + Hyd.Pressure4 +
Filler.Level + Filler.Speed + Temperature + Usage.cont +
Carb.Flow + Density + MFR + Balling + Pressure.Vacuum + Oxygen.Filler +
Bowl.Setpoint + Pressure.Setpoint + Air.Pressurer + Alch.Rel +
Carb.Rel + Balling.Lvl
Df Deviance AIC
- MFR 1 30.791 -2257.0
- Carb.Pressure 1 30.791 -2257.0
- Carb.Temp 1 30.792 -2256.9
- Air.Pressurer 1 30.793 -2256.9
- Fill.Pressure 1 30.806 -2256.1
- PSC 1 30.807 -2256.1
- PSC.Fill 1 30.812 -2255.8
- Carb.Flow 1 30.812 -2255.8
- Carb.Volume 1 30.812 -2255.8
- PSC.CO2 1 30.814 -2255.6
- Carb.Rel 1 30.816 -2255.5
- Hyd.Pressure4 1 30.819 -2255.3
<none> 30.790 -2255.1
- Brand.CodeB 1 30.829 -2254.7
- Filler.Speed 1 30.837 -2254.2
- PC.Volume 1 30.849 -2253.5
- Hyd.Pressure1 1 30.856 -2253.1
- Fill.Ounces 1 30.871 -2252.2
- Filler.Level 1 30.871 -2252.2
- Hyd.Pressure2 1 30.884 -2251.4
- Brand.CodeD 1 30.896 -2250.7
- Pressure.Setpoint 1 30.965 -2246.6
- Pressure.Vacuum 1 30.966 -2246.5
- Density 1 30.980 -2245.7
- Brand.CodeC 1 31.023 -2243.1
- Balling 1 31.076 -2240.0
- Balling.Lvl 1 31.082 -2239.6
- Alch.Rel 1 31.085 -2239.4
- Hyd.Pressure3 1 31.102 -2238.4
- Bowl.Setpoint 1 31.178 -2233.9
- Oxygen.Filler 1 31.228 -2230.9
- Temperature 1 31.250 -2229.6
- Usage.cont 1 31.393 -2221.2
- Carb.Pressure1 1 32.257 -2171.0
- Mnf.Flow 1 34.372 -2053.5
Step: AIC=-2257.03
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Pressure + Carb.Temp + PSC +
PSC.Fill + PSC.CO2 + Mnf.Flow + Carb.Pressure1 + Fill.Pressure +
Hyd.Pressure1 + Hyd.Pressure2 + Hyd.Pressure3 + Hyd.Pressure4 +
Filler.Level + Filler.Speed + Temperature + Usage.cont +
Carb.Flow + Density + Balling + Pressure.Vacuum + Oxygen.Filler +
Bowl.Setpoint + Pressure.Setpoint + Air.Pressurer + Alch.Rel +
Carb.Rel + Balling.Lvl
Df Deviance AIC
- Carb.Pressure 1 30.792 -2259.0
- Carb.Temp 1 30.793 -2258.9
- Air.Pressurer 1 30.793 -2258.9
- Fill.Pressure 1 30.806 -2258.1
- PSC 1 30.807 -2258.0
- Carb.Flow 1 30.812 -2257.8
- PSC.Fill 1 30.813 -2257.7
- Carb.Volume 1 30.813 -2257.7
- PSC.CO2 1 30.815 -2257.6
- Carb.Rel 1 30.817 -2257.4
- Hyd.Pressure4 1 30.819 -2257.3
<none> 30.791 -2257.0
- Brand.CodeB 1 30.829 -2256.7
- PC.Volume 1 30.850 -2255.5
- Hyd.Pressure1 1 30.856 -2255.1
- Filler.Speed 1 30.859 -2254.9
- Fill.Ounces 1 30.871 -2254.2
- Filler.Level 1 30.872 -2254.2
- Hyd.Pressure2 1 30.884 -2253.4
- Brand.CodeD 1 30.896 -2252.7
- Pressure.Setpoint 1 30.965 -2248.6
- Pressure.Vacuum 1 30.966 -2248.5
- Density 1 30.980 -2247.7
- Brand.CodeC 1 31.026 -2244.9
- Balling 1 31.076 -2242.0
- Balling.Lvl 1 31.082 -2241.6
- Alch.Rel 1 31.085 -2241.4
- Hyd.Pressure3 1 31.103 -2240.3
- Bowl.Setpoint 1 31.179 -2235.9
- Oxygen.Filler 1 31.228 -2232.9
- Temperature 1 31.254 -2231.4
- Usage.cont 1 31.400 -2222.8
- Carb.Pressure1 1 32.257 -2173.0
- Mnf.Flow 1 34.377 -2055.2
Step: AIC=-2258.96
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC + PSC.Fill + PSC.CO2 +
Mnf.Flow + Carb.Pressure1 + Fill.Pressure + Hyd.Pressure1 +
Hyd.Pressure2 + Hyd.Pressure3 + Hyd.Pressure4 + Filler.Level +
Filler.Speed + Temperature + Usage.cont + Carb.Flow + Density +
Balling + Pressure.Vacuum + Oxygen.Filler + Bowl.Setpoint +
Pressure.Setpoint + Air.Pressurer + Alch.Rel + Carb.Rel +
Balling.Lvl
Df Deviance AIC
- Air.Pressurer 1 30.795 -2260.8
- Fill.Pressure 1 30.807 -2260.0
- PSC 1 30.809 -2259.9
- Carb.Flow 1 30.813 -2259.7
- PSC.Fill 1 30.814 -2259.6
- PSC.CO2 1 30.816 -2259.5
- Carb.Rel 1 30.819 -2259.3
- Carb.Volume 1 30.819 -2259.3
- Hyd.Pressure4 1 30.820 -2259.3
<none> 30.792 -2259.0
- Brand.CodeB 1 30.830 -2258.6
- PC.Volume 1 30.852 -2257.4
- Hyd.Pressure1 1 30.857 -2257.1
- Filler.Speed 1 30.860 -2256.9
- Carb.Temp 1 30.862 -2256.8
- Fill.Ounces 1 30.872 -2256.2
- Filler.Level 1 30.872 -2256.1
- Hyd.Pressure2 1 30.886 -2255.3
- Brand.CodeD 1 30.897 -2254.6
- Pressure.Setpoint 1 30.965 -2250.6
- Pressure.Vacuum 1 30.966 -2250.5
- Density 1 30.981 -2249.6
- Brand.CodeC 1 31.027 -2246.9
- Balling 1 31.077 -2243.9
- Balling.Lvl 1 31.083 -2243.5
- Alch.Rel 1 31.088 -2243.2
- Hyd.Pressure3 1 31.106 -2242.2
- Bowl.Setpoint 1 31.179 -2237.9
- Oxygen.Filler 1 31.230 -2234.8
- Temperature 1 31.259 -2233.1
- Usage.cont 1 31.401 -2224.7
- Carb.Pressure1 1 32.257 -2175.0
- Mnf.Flow 1 34.380 -2057.0
Step: AIC=-2260.78
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC + PSC.Fill + PSC.CO2 +
Mnf.Flow + Carb.Pressure1 + Fill.Pressure + Hyd.Pressure1 +
Hyd.Pressure2 + Hyd.Pressure3 + Hyd.Pressure4 + Filler.Level +
Filler.Speed + Temperature + Usage.cont + Carb.Flow + Density +
Balling + Pressure.Vacuum + Oxygen.Filler + Bowl.Setpoint +
Pressure.Setpoint + Alch.Rel + Carb.Rel + Balling.Lvl
Df Deviance AIC
- Fill.Pressure 1 30.811 -2261.8
- PSC 1 30.812 -2261.8
- Carb.Flow 1 30.816 -2261.5
- PSC.Fill 1 30.817 -2261.5
- PSC.CO2 1 30.819 -2261.3
- Hyd.Pressure4 1 30.823 -2261.1
- Carb.Rel 1 30.823 -2261.1
- Carb.Volume 1 30.824 -2261.0
<none> 30.795 -2260.8
- Brand.CodeB 1 30.833 -2260.5
- PC.Volume 1 30.855 -2259.2
- Hyd.Pressure1 1 30.862 -2258.7
- Filler.Speed 1 30.863 -2258.7
- Carb.Temp 1 30.864 -2258.7
- Filler.Level 1 30.876 -2257.9
- Fill.Ounces 1 30.876 -2257.9
- Hyd.Pressure2 1 30.886 -2257.3
- Brand.CodeD 1 30.900 -2256.5
- Pressure.Setpoint 1 30.973 -2252.1
- Pressure.Vacuum 1 30.980 -2251.7
- Density 1 30.985 -2251.4
- Brand.CodeC 1 31.031 -2248.7
- Balling 1 31.079 -2245.8
- Balling.Lvl 1 31.085 -2245.4
- Alch.Rel 1 31.092 -2245.0
- Hyd.Pressure3 1 31.109 -2244.0
- Bowl.Setpoint 1 31.187 -2239.4
- Oxygen.Filler 1 31.245 -2235.9
- Temperature 1 31.263 -2234.9
- Usage.cont 1 31.401 -2226.7
- Carb.Pressure1 1 32.257 -2177.0
- Mnf.Flow 1 34.380 -2059.0
Step: AIC=-2261.8
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC + PSC.Fill + PSC.CO2 +
Mnf.Flow + Carb.Pressure1 + Hyd.Pressure1 + Hyd.Pressure2 +
Hyd.Pressure3 + Hyd.Pressure4 + Filler.Level + Filler.Speed +
Temperature + Usage.cont + Carb.Flow + Density + Balling +
Pressure.Vacuum + Oxygen.Filler + Bowl.Setpoint + Pressure.Setpoint +
Alch.Rel + Carb.Rel + Balling.Lvl
Df Deviance AIC
- PSC 1 30.828 -2262.8
- PSC.Fill 1 30.834 -2262.4
- PSC.CO2 1 30.834 -2262.4
- Carb.Flow 1 30.836 -2262.3
- Hyd.Pressure4 1 30.838 -2262.2
- Carb.Rel 1 30.838 -2262.2
- Carb.Volume 1 30.839 -2262.1
<none> 30.811 -2261.8
- Brand.CodeB 1 30.850 -2261.5
- Hyd.Pressure1 1 30.874 -2260.0
- PC.Volume 1 30.876 -2259.9
- Filler.Speed 1 30.878 -2259.8
- Carb.Temp 1 30.881 -2259.6
- Fill.Ounces 1 30.890 -2259.1
- Filler.Level 1 30.904 -2258.2
- Hyd.Pressure2 1 30.908 -2258.0
- Brand.CodeD 1 30.912 -2257.8
- Pressure.Setpoint 1 30.987 -2253.3
- Density 1 30.999 -2252.5
- Pressure.Vacuum 1 31.002 -2252.4
- Brand.CodeC 1 31.045 -2249.8
- Balling 1 31.107 -2246.1
- Alch.Rel 1 31.112 -2245.8
- Balling.Lvl 1 31.113 -2245.8
- Hyd.Pressure3 1 31.157 -2243.1
- Bowl.Setpoint 1 31.235 -2238.5
- Oxygen.Filler 1 31.258 -2237.2
- Temperature 1 31.308 -2234.2
- Usage.cont 1 31.410 -2228.2
- Carb.Pressure1 1 32.260 -2178.8
- Mnf.Flow 1 34.386 -2060.7
Step: AIC=-2262.81
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC.Fill + PSC.CO2 +
Mnf.Flow + Carb.Pressure1 + Hyd.Pressure1 + Hyd.Pressure2 +
Hyd.Pressure3 + Hyd.Pressure4 + Filler.Level + Filler.Speed +
Temperature + Usage.cont + Carb.Flow + Density + Balling +
Pressure.Vacuum + Oxygen.Filler + Bowl.Setpoint + Pressure.Setpoint +
Alch.Rel + Carb.Rel + Balling.Lvl
Df Deviance AIC
- PSC.CO2 1 30.852 -2263.3
- Hyd.Pressure4 1 30.854 -2263.2
- Carb.Flow 1 30.854 -2263.2
- Carb.Rel 1 30.855 -2263.2
- Carb.Volume 1 30.858 -2263.0
- PSC.Fill 1 30.859 -2262.9
<none> 30.828 -2262.8
- Brand.CodeB 1 30.864 -2262.6
- Filler.Speed 1 30.892 -2260.9
- Hyd.Pressure1 1 30.893 -2260.9
- Carb.Temp 1 30.900 -2260.5
- Fill.Ounces 1 30.906 -2260.1
- PC.Volume 1 30.915 -2259.6
- Filler.Level 1 30.919 -2259.3
- Hyd.Pressure2 1 30.926 -2258.9
- Brand.CodeD 1 30.927 -2258.9
- Pressure.Setpoint 1 31.003 -2254.3
- Density 1 31.013 -2253.7
- Pressure.Vacuum 1 31.030 -2252.7
- Brand.CodeC 1 31.068 -2250.4
- Balling 1 31.125 -2247.1
- Balling.Lvl 1 31.128 -2246.9
- Alch.Rel 1 31.128 -2246.8
- Hyd.Pressure3 1 31.180 -2243.8
- Bowl.Setpoint 1 31.251 -2239.6
- Oxygen.Filler 1 31.277 -2238.0
- Temperature 1 31.320 -2235.5
- Usage.cont 1 31.434 -2228.7
- Carb.Pressure1 1 32.287 -2179.2
- Mnf.Flow 1 34.494 -2056.9
Step: AIC=-2263.32
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC.Fill + Mnf.Flow +
Carb.Pressure1 + Hyd.Pressure1 + Hyd.Pressure2 + Hyd.Pressure3 +
Hyd.Pressure4 + Filler.Level + Filler.Speed + Temperature +
Usage.cont + Carb.Flow + Density + Balling + Pressure.Vacuum +
Oxygen.Filler + Bowl.Setpoint + Pressure.Setpoint + Alch.Rel +
Carb.Rel + Balling.Lvl
Df Deviance AIC
- Hyd.Pressure4 1 30.878 -2263.8
- Carb.Flow 1 30.878 -2263.8
- Carb.Rel 1 30.881 -2263.6
- Carb.Volume 1 30.882 -2263.5
<none> 30.852 -2263.3
- Brand.CodeB 1 30.889 -2263.1
- PSC.Fill 1 30.897 -2262.7
- Filler.Speed 1 30.915 -2261.6
- Hyd.Pressure1 1 30.919 -2261.3
- Carb.Temp 1 30.923 -2261.1
- Fill.Ounces 1 30.931 -2260.6
- PC.Volume 1 30.937 -2260.3
- Filler.Level 1 30.942 -2260.0
- Hyd.Pressure2 1 30.946 -2259.7
- Brand.CodeD 1 30.947 -2259.7
- Pressure.Setpoint 1 31.033 -2254.5
- Density 1 31.040 -2254.1
- Pressure.Vacuum 1 31.054 -2253.3
- Brand.CodeC 1 31.096 -2250.8
- Balling 1 31.148 -2247.7
- Balling.Lvl 1 31.148 -2247.7
- Alch.Rel 1 31.163 -2246.8
- Hyd.Pressure3 1 31.197 -2244.8
- Bowl.Setpoint 1 31.272 -2240.3
- Oxygen.Filler 1 31.305 -2238.3
- Temperature 1 31.349 -2235.8
- Usage.cont 1 31.459 -2229.3
- Carb.Pressure1 1 32.304 -2180.3
- Mnf.Flow 1 34.529 -2057.0
Step: AIC=-2263.79
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC.Fill + Mnf.Flow +
Carb.Pressure1 + Hyd.Pressure1 + Hyd.Pressure2 + Hyd.Pressure3 +
Filler.Level + Filler.Speed + Temperature + Usage.cont +
Carb.Flow + Density + Balling + Pressure.Vacuum + Oxygen.Filler +
Bowl.Setpoint + Pressure.Setpoint + Alch.Rel + Carb.Rel +
Balling.Lvl
Df Deviance AIC
- Carb.Flow 1 30.902 -2264.3
- Carb.Rel 1 30.906 -2264.1
- Carb.Volume 1 30.906 -2264.1
- Brand.CodeB 1 30.909 -2264.0
<none> 30.878 -2263.8
- Filler.Speed 1 30.919 -2263.3
- PSC.Fill 1 30.923 -2263.1
- Hyd.Pressure1 1 30.946 -2261.7
- Carb.Temp 1 30.949 -2261.6
- Brand.CodeD 1 30.952 -2261.3
- Fill.Ounces 1 30.960 -2260.9
- PC.Volume 1 30.960 -2260.9
- Filler.Level 1 30.962 -2260.8
- Hyd.Pressure2 1 30.975 -2260.0
- Pressure.Setpoint 1 31.056 -2255.2
- Density 1 31.072 -2254.2
- Pressure.Vacuum 1 31.093 -2253.0
- Brand.CodeC 1 31.137 -2250.4
- Alch.Rel 1 31.186 -2247.4
- Balling.Lvl 1 31.197 -2246.8
- Balling 1 31.201 -2246.5
- Hyd.Pressure3 1 31.226 -2245.0
- Bowl.Setpoint 1 31.283 -2241.7
- Oxygen.Filler 1 31.329 -2239.0
- Temperature 1 31.371 -2236.5
- Usage.cont 1 31.477 -2230.2
- Carb.Pressure1 1 32.331 -2180.7
- Mnf.Flow 1 34.546 -2058.1
Step: AIC=-2264.35
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC.Fill + Mnf.Flow +
Carb.Pressure1 + Hyd.Pressure1 + Hyd.Pressure2 + Hyd.Pressure3 +
Filler.Level + Filler.Speed + Temperature + Usage.cont +
Density + Balling + Pressure.Vacuum + Oxygen.Filler + Bowl.Setpoint +
Pressure.Setpoint + Alch.Rel + Carb.Rel + Balling.Lvl
Df Deviance AIC
- Brand.CodeB 1 30.927 -2264.9
- Carb.Rel 1 30.928 -2264.8
- Carb.Volume 1 30.934 -2264.4
<none> 30.902 -2264.3
- PSC.Fill 1 30.943 -2263.9
- PC.Volume 1 30.972 -2262.2
- Carb.Temp 1 30.974 -2262.0
- Brand.CodeD 1 30.975 -2262.0
- Hyd.Pressure1 1 30.975 -2262.0
- Fill.Ounces 1 30.989 -2261.1
- Filler.Level 1 30.991 -2261.0
- Filler.Speed 1 31.009 -2259.9
- Hyd.Pressure2 1 31.014 -2259.7
- Density 1 31.077 -2255.9
- Pressure.Setpoint 1 31.080 -2255.8
- Pressure.Vacuum 1 31.131 -2252.7
- Brand.CodeC 1 31.186 -2249.4
- Balling.Lvl 1 31.227 -2247.0
- Alch.Rel 1 31.232 -2246.7
- Hyd.Pressure3 1 31.268 -2244.6
- Balling 1 31.278 -2244.0
- Bowl.Setpoint 1 31.291 -2243.2
- Oxygen.Filler 1 31.352 -2239.6
- Temperature 1 31.394 -2237.1
- Usage.cont 1 31.574 -2226.5
- Carb.Pressure1 1 32.339 -2182.2
- Mnf.Flow 1 34.989 -2036.6
Step: AIC=-2264.86
.outcome ~ Brand.CodeC + Brand.CodeD + Carb.Volume + Fill.Ounces +
PC.Volume + Carb.Temp + PSC.Fill + Mnf.Flow + Carb.Pressure1 +
Hyd.Pressure1 + Hyd.Pressure2 + Hyd.Pressure3 + Filler.Level +
Filler.Speed + Temperature + Usage.cont + Density + Balling +
Pressure.Vacuum + Oxygen.Filler + Bowl.Setpoint + Pressure.Setpoint +
Alch.Rel + Carb.Rel + Balling.Lvl
Df Deviance AIC
<none> 30.927 -2264.9
- Carb.Rel 1 30.962 -2264.8
- PSC.Fill 1 30.967 -2264.4
- Carb.Volume 1 30.971 -2264.2
- Carb.Temp 1 30.994 -2262.8
- Hyd.Pressure1 1 30.994 -2262.8
- Brand.CodeD 1 30.997 -2262.7
- PC.Volume 1 30.998 -2262.6
- Fill.Ounces 1 31.009 -2261.9
- Filler.Level 1 31.016 -2261.5
- Hyd.Pressure2 1 31.035 -2260.4
- Filler.Speed 1 31.050 -2259.5
- Pressure.Setpoint 1 31.106 -2256.2
- Density 1 31.114 -2255.7
- Pressure.Vacuum 1 31.172 -2252.2
- Balling.Lvl 1 31.228 -2248.9
- Alch.Rel 1 31.256 -2247.3
- Hyd.Pressure3 1 31.287 -2245.4
- Bowl.Setpoint 1 31.322 -2243.4
- Balling 1 31.349 -2241.8
- Oxygen.Filler 1 31.389 -2239.4
- Temperature 1 31.434 -2236.8
- Usage.cont 1 31.585 -2227.9
- Carb.Pressure1 1 32.395 -2181.0
- Brand.CodeC 1 34.124 -2084.8
- Mnf.Flow 1 35.012 -2037.3
Start: AIC=-2218.75
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Pressure + Carb.Temp + PSC +
PSC.Fill + PSC.CO2 + Mnf.Flow + Carb.Pressure1 + Fill.Pressure +
Hyd.Pressure1 + Hyd.Pressure2 + Hyd.Pressure3 + Hyd.Pressure4 +
Filler.Level + Filler.Speed + Temperature + Usage.cont +
Carb.Flow + Density + MFR + Balling + Pressure.Vacuum + Oxygen.Filler +
Bowl.Setpoint + Pressure.Setpoint + Air.Pressurer + Alch.Rel +
Carb.Rel + Balling.Lvl
Df Deviance AIC
- Fill.Pressure 1 31.362 -2220.8
- Carb.Pressure 1 31.363 -2220.7
- Air.Pressurer 1 31.364 -2220.7
- Carb.Temp 1 31.365 -2220.6
- Hyd.Pressure4 1 31.371 -2220.3
- PSC.CO2 1 31.373 -2220.1
- MFR 1 31.374 -2220.1
- PSC.Fill 1 31.375 -2220.0
- Filler.Speed 1 31.377 -2219.9
- Hyd.Pressure1 1 31.381 -2219.6
- Carb.Volume 1 31.384 -2219.5
<none> 31.362 -2218.8
- Carb.Rel 1 31.410 -2217.9
- PSC 1 31.422 -2217.2
- Fill.Ounces 1 31.440 -2216.2
- Carb.Flow 1 31.454 -2215.3
- Hyd.Pressure2 1 31.458 -2215.1
- Pressure.Setpoint 1 31.463 -2214.8
- PC.Volume 1 31.472 -2214.3
- Alch.Rel 1 31.479 -2213.9
- Brand.CodeC 1 31.480 -2213.8
- Filler.Level 1 31.490 -2213.2
- Brand.CodeB 1 31.506 -2212.3
- Pressure.Vacuum 1 31.577 -2208.2
- Density 1 31.581 -2207.9
- Brand.CodeD 1 31.583 -2207.8
- Oxygen.Filler 1 31.591 -2207.3
- Balling 1 31.653 -2203.7
- Hyd.Pressure3 1 31.734 -2199.0
- Temperature 1 31.859 -2191.7
- Balling.Lvl 1 31.879 -2190.5
- Bowl.Setpoint 1 31.965 -2185.6
- Usage.cont 1 32.096 -2178.0
- Carb.Pressure1 1 32.947 -2129.6
- Mnf.Flow 1 34.380 -2050.9
Step: AIC=-2220.75
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Pressure + Carb.Temp + PSC +
PSC.Fill + PSC.CO2 + Mnf.Flow + Carb.Pressure1 + Hyd.Pressure1 +
Hyd.Pressure2 + Hyd.Pressure3 + Hyd.Pressure4 + Filler.Level +
Filler.Speed + Temperature + Usage.cont + Carb.Flow + Density +
MFR + Balling + Pressure.Vacuum + Oxygen.Filler + Bowl.Setpoint +
Pressure.Setpoint + Air.Pressurer + Alch.Rel + Carb.Rel +
Balling.Lvl
Df Deviance AIC
- Carb.Pressure 1 31.363 -2222.7
- Air.Pressurer 1 31.364 -2222.7
- Carb.Temp 1 31.365 -2222.6
- Hyd.Pressure4 1 31.371 -2222.3
- PSC.CO2 1 31.373 -2222.1
- MFR 1 31.374 -2222.1
- PSC.Fill 1 31.375 -2222.0
- Filler.Speed 1 31.377 -2221.9
- Hyd.Pressure1 1 31.382 -2221.6
- Carb.Volume 1 31.384 -2221.5
<none> 31.362 -2220.8
- Carb.Rel 1 31.410 -2219.9
- PSC 1 31.422 -2219.2
- Fill.Ounces 1 31.440 -2218.2
- Carb.Flow 1 31.455 -2217.3
- Hyd.Pressure2 1 31.458 -2217.1
- PC.Volume 1 31.472 -2216.3
- Alch.Rel 1 31.479 -2215.9
- Brand.CodeC 1 31.480 -2215.8
- Filler.Level 1 31.492 -2215.1
- Brand.CodeB 1 31.506 -2214.3
- Pressure.Setpoint 1 31.508 -2214.2
- Pressure.Vacuum 1 31.577 -2210.1
- Density 1 31.581 -2209.9
- Brand.CodeD 1 31.585 -2209.7
- Oxygen.Filler 1 31.591 -2209.3
- Balling 1 31.655 -2205.6
- Hyd.Pressure3 1 31.742 -2200.5
- Temperature 1 31.863 -2193.5
- Balling.Lvl 1 31.882 -2192.3
- Bowl.Setpoint 1 31.976 -2186.9
- Usage.cont 1 32.097 -2179.9
- Carb.Pressure1 1 32.952 -2131.3
- Mnf.Flow 1 34.382 -2052.8
Step: AIC=-2222.74
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC + PSC.Fill + PSC.CO2 +
Mnf.Flow + Carb.Pressure1 + Hyd.Pressure1 + Hyd.Pressure2 +
Hyd.Pressure3 + Hyd.Pressure4 + Filler.Level + Filler.Speed +
Temperature + Usage.cont + Carb.Flow + Density + MFR + Balling +
Pressure.Vacuum + Oxygen.Filler + Bowl.Setpoint + Pressure.Setpoint +
Air.Pressurer + Alch.Rel + Carb.Rel + Balling.Lvl
Df Deviance AIC
- Air.Pressurer 1 31.364 -2224.7
- Hyd.Pressure4 1 31.371 -2224.3
- PSC.CO2 1 31.374 -2224.1
- MFR 1 31.374 -2224.1
- PSC.Fill 1 31.375 -2224.0
- Filler.Speed 1 31.377 -2223.9
- Hyd.Pressure1 1 31.382 -2223.6
- Carb.Volume 1 31.396 -2222.8
<none> 31.363 -2222.7
- Carb.Temp 1 31.397 -2222.7
- Carb.Rel 1 31.410 -2221.9
- PSC 1 31.422 -2221.2
- Fill.Ounces 1 31.441 -2220.2
- Carb.Flow 1 31.455 -2219.3
- Hyd.Pressure2 1 31.458 -2219.1
- PC.Volume 1 31.473 -2218.3
- Alch.Rel 1 31.480 -2217.9
- Brand.CodeC 1 31.480 -2217.8
- Filler.Level 1 31.492 -2217.1
- Brand.CodeB 1 31.507 -2216.3
- Pressure.Setpoint 1 31.508 -2216.2
- Pressure.Vacuum 1 31.577 -2212.1
- Density 1 31.581 -2211.9
- Brand.CodeD 1 31.585 -2211.7
- Oxygen.Filler 1 31.592 -2211.3
- Balling 1 31.655 -2207.6
- Hyd.Pressure3 1 31.742 -2202.5
- Temperature 1 31.864 -2195.4
- Balling.Lvl 1 31.882 -2194.3
- Bowl.Setpoint 1 31.976 -2188.9
- Usage.cont 1 32.097 -2181.9
- Carb.Pressure1 1 32.953 -2133.3
- Mnf.Flow 1 34.385 -2054.6
Step: AIC=-2224.68
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC + PSC.Fill + PSC.CO2 +
Mnf.Flow + Carb.Pressure1 + Hyd.Pressure1 + Hyd.Pressure2 +
Hyd.Pressure3 + Hyd.Pressure4 + Filler.Level + Filler.Speed +
Temperature + Usage.cont + Carb.Flow + Density + MFR + Balling +
Pressure.Vacuum + Oxygen.Filler + Bowl.Setpoint + Pressure.Setpoint +
Alch.Rel + Carb.Rel + Balling.Lvl
Df Deviance AIC
- Hyd.Pressure4 1 31.372 -2226.2
- PSC.CO2 1 31.374 -2226.0
- MFR 1 31.375 -2226.0
- PSC.Fill 1 31.376 -2225.9
- Filler.Speed 1 31.378 -2225.8
- Hyd.Pressure1 1 31.383 -2225.5
- Carb.Temp 1 31.397 -2224.7
<none> 31.364 -2224.7
- Carb.Volume 1 31.399 -2224.6
- Carb.Rel 1 31.413 -2223.8
- PSC 1 31.424 -2223.1
- Fill.Ounces 1 31.442 -2222.1
- Carb.Flow 1 31.455 -2221.3
- Hyd.Pressure2 1 31.459 -2221.1
- PC.Volume 1 31.474 -2220.2
- Alch.Rel 1 31.481 -2219.8
- Brand.CodeC 1 31.481 -2219.7
- Filler.Level 1 31.494 -2219.0
- Brand.CodeB 1 31.508 -2218.2
- Pressure.Setpoint 1 31.510 -2218.0
- Density 1 31.583 -2213.8
- Brand.CodeD 1 31.585 -2213.7
- Pressure.Vacuum 1 31.586 -2213.6
- Oxygen.Filler 1 31.598 -2212.9
- Balling 1 31.656 -2209.5
- Hyd.Pressure3 1 31.750 -2204.1
- Temperature 1 31.867 -2197.3
- Balling.Lvl 1 31.883 -2196.3
- Bowl.Setpoint 1 31.983 -2190.5
- Usage.cont 1 32.099 -2183.8
- Carb.Pressure1 1 32.954 -2135.2
- Mnf.Flow 1 34.386 -2056.6
Step: AIC=-2226.2
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC + PSC.Fill + PSC.CO2 +
Mnf.Flow + Carb.Pressure1 + Hyd.Pressure1 + Hyd.Pressure2 +
Hyd.Pressure3 + Filler.Level + Filler.Speed + Temperature +
Usage.cont + Carb.Flow + Density + MFR + Balling + Pressure.Vacuum +
Oxygen.Filler + Bowl.Setpoint + Pressure.Setpoint + Alch.Rel +
Carb.Rel + Balling.Lvl
Df Deviance AIC
- MFR 1 31.381 -2227.7
- Filler.Speed 1 31.381 -2227.6
- PSC.CO2 1 31.382 -2227.6
- PSC.Fill 1 31.384 -2227.5
- Hyd.Pressure1 1 31.392 -2227.0
- Carb.Temp 1 31.405 -2226.2
<none> 31.372 -2226.2
- Carb.Volume 1 31.406 -2226.2
- Carb.Rel 1 31.420 -2225.3
- PSC 1 31.432 -2224.6
- Fill.Ounces 1 31.452 -2223.5
- Carb.Flow 1 31.461 -2222.9
- Hyd.Pressure2 1 31.468 -2222.6
- PC.Volume 1 31.480 -2221.8
- Alch.Rel 1 31.487 -2221.4
- Brand.CodeC 1 31.497 -2220.8
- Filler.Level 1 31.499 -2220.7
- Brand.CodeB 1 31.510 -2220.1
- Pressure.Setpoint 1 31.518 -2219.6
- Brand.CodeD 1 31.588 -2215.5
- Density 1 31.597 -2215.0
- Pressure.Vacuum 1 31.603 -2214.6
- Oxygen.Filler 1 31.604 -2214.6
- Balling 1 31.679 -2210.2
- Hyd.Pressure3 1 31.759 -2205.5
- Temperature 1 31.873 -2198.9
- Balling.Lvl 1 31.907 -2196.9
- Bowl.Setpoint 1 31.984 -2192.4
- Usage.cont 1 32.105 -2185.5
- Carb.Pressure1 1 32.971 -2136.3
- Mnf.Flow 1 34.392 -2058.3
Step: AIC=-2227.67
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC + PSC.Fill + PSC.CO2 +
Mnf.Flow + Carb.Pressure1 + Hyd.Pressure1 + Hyd.Pressure2 +
Hyd.Pressure3 + Filler.Level + Filler.Speed + Temperature +
Usage.cont + Carb.Flow + Density + Balling + Pressure.Vacuum +
Oxygen.Filler + Bowl.Setpoint + Pressure.Setpoint + Alch.Rel +
Carb.Rel + Balling.Lvl
Df Deviance AIC
- PSC.CO2 1 31.391 -2229.1
- PSC.Fill 1 31.393 -2228.9
- Hyd.Pressure1 1 31.398 -2228.6
- Filler.Speed 1 31.411 -2227.9
- Carb.Temp 1 31.414 -2227.7
<none> 31.381 -2227.7
- Carb.Volume 1 31.416 -2227.6
- Carb.Rel 1 31.430 -2226.8
- PSC 1 31.442 -2226.1
- Fill.Ounces 1 31.460 -2225.0
- Carb.Flow 1 31.464 -2224.8
- Hyd.Pressure2 1 31.473 -2224.2
- PC.Volume 1 31.488 -2223.4
- Alch.Rel 1 31.492 -2223.1
- Filler.Level 1 31.507 -2222.3
- Brand.CodeC 1 31.509 -2222.1
- Brand.CodeB 1 31.514 -2221.8
- Pressure.Setpoint 1 31.529 -2221.0
- Brand.CodeD 1 31.593 -2217.2
- Density 1 31.603 -2216.6
- Pressure.Vacuum 1 31.604 -2216.6
- Oxygen.Filler 1 31.608 -2216.3
- Balling 1 31.681 -2212.1
- Hyd.Pressure3 1 31.767 -2207.0
- Temperature 1 31.886 -2200.2
- Balling.Lvl 1 31.908 -2198.8
- Bowl.Setpoint 1 31.993 -2193.9
- Usage.cont 1 32.134 -2185.8
- Carb.Pressure1 1 32.981 -2137.7
- Mnf.Flow 1 34.406 -2059.5
Step: AIC=-2229.09
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC + PSC.Fill + Mnf.Flow +
Carb.Pressure1 + Hyd.Pressure1 + Hyd.Pressure2 + Hyd.Pressure3 +
Filler.Level + Filler.Speed + Temperature + Usage.cont +
Carb.Flow + Density + Balling + Pressure.Vacuum + Oxygen.Filler +
Bowl.Setpoint + Pressure.Setpoint + Alch.Rel + Carb.Rel +
Balling.Lvl
Df Deviance AIC
- PSC.Fill 1 31.408 -2230.1
- Hyd.Pressure1 1 31.408 -2230.1
- Filler.Speed 1 31.420 -2229.3
- Carb.Temp 1 31.423 -2229.2
- Carb.Volume 1 31.424 -2229.1
<none> 31.391 -2229.1
- Carb.Rel 1 31.440 -2228.2
- PSC 1 31.454 -2227.4
- Fill.Ounces 1 31.469 -2226.4
- Carb.Flow 1 31.473 -2226.2
- Hyd.Pressure2 1 31.481 -2225.8
- PC.Volume 1 31.494 -2225.0
- Alch.Rel 1 31.507 -2224.3
- Filler.Level 1 31.514 -2223.8
- Brand.CodeC 1 31.520 -2223.5
- Brand.CodeB 1 31.524 -2223.2
- Pressure.Setpoint 1 31.542 -2222.2
- Brand.CodeD 1 31.598 -2218.9
- Pressure.Vacuum 1 31.613 -2218.0
- Density 1 31.616 -2217.9
- Oxygen.Filler 1 31.620 -2217.6
- Balling 1 31.688 -2213.7
- Hyd.Pressure3 1 31.773 -2208.7
- Temperature 1 31.900 -2201.3
- Balling.Lvl 1 31.914 -2200.5
- Bowl.Setpoint 1 31.999 -2195.6
- Usage.cont 1 32.145 -2187.2
- Carb.Pressure1 1 32.991 -2139.2
- Mnf.Flow 1 34.420 -2060.7
Step: AIC=-2230.06
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC + Mnf.Flow + Carb.Pressure1 +
Hyd.Pressure1 + Hyd.Pressure2 + Hyd.Pressure3 + Filler.Level +
Filler.Speed + Temperature + Usage.cont + Carb.Flow + Density +
Balling + Pressure.Vacuum + Oxygen.Filler + Bowl.Setpoint +
Pressure.Setpoint + Alch.Rel + Carb.Rel + Balling.Lvl
Df Deviance AIC
- Hyd.Pressure1 1 31.424 -2231.1
- Filler.Speed 1 31.438 -2230.3
- Carb.Temp 1 31.440 -2230.2
- Carb.Volume 1 31.440 -2230.2
<none> 31.408 -2230.1
- Carb.Rel 1 31.458 -2229.1
- Carb.Flow 1 31.487 -2227.4
- PSC 1 31.490 -2227.2
- Fill.Ounces 1 31.490 -2227.2
- Hyd.Pressure2 1 31.496 -2226.9
- PC.Volume 1 31.505 -2226.4
- Alch.Rel 1 31.525 -2225.2
- Filler.Level 1 31.532 -2224.8
- Brand.CodeC 1 31.539 -2224.4
- Brand.CodeB 1 31.541 -2224.2
- Pressure.Setpoint 1 31.560 -2223.1
- Brand.CodeD 1 31.616 -2219.8
- Pressure.Vacuum 1 31.626 -2219.3
- Density 1 31.633 -2218.9
- Oxygen.Filler 1 31.634 -2218.8
- Balling 1 31.706 -2214.6
- Hyd.Pressure3 1 31.791 -2209.6
- Temperature 1 31.922 -2202.1
- Balling.Lvl 1 31.929 -2201.6
- Bowl.Setpoint 1 32.011 -2196.9
- Usage.cont 1 32.158 -2188.4
- Carb.Pressure1 1 33.010 -2140.1
- Mnf.Flow 1 34.439 -2061.7
Step: AIC=-2231.1
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC + Mnf.Flow + Carb.Pressure1 +
Hyd.Pressure2 + Hyd.Pressure3 + Filler.Level + Filler.Speed +
Temperature + Usage.cont + Carb.Flow + Density + Balling +
Pressure.Vacuum + Oxygen.Filler + Bowl.Setpoint + Pressure.Setpoint +
Alch.Rel + Carb.Rel + Balling.Lvl
Df Deviance AIC
- Filler.Speed 1 31.449 -2231.7
- Carb.Temp 1 31.455 -2231.3
<none> 31.424 -2231.1
- Carb.Volume 1 31.459 -2231.1
- Carb.Rel 1 31.477 -2230.0
- Hyd.Pressure2 1 31.496 -2228.9
- Fill.Ounces 1 31.505 -2228.3
- Carb.Flow 1 31.507 -2228.3
- PC.Volume 1 31.508 -2228.2
- PSC 1 31.509 -2228.1
- Alch.Rel 1 31.545 -2226.0
- Filler.Level 1 31.545 -2226.0
- Brand.CodeC 1 31.555 -2225.4
- Brand.CodeB 1 31.556 -2225.4
- Pressure.Setpoint 1 31.573 -2224.4
- Pressure.Vacuum 1 31.628 -2221.2
- Brand.CodeD 1 31.629 -2221.1
- Density 1 31.652 -2219.8
- Oxygen.Filler 1 31.655 -2219.6
- Balling 1 31.724 -2215.5
- Hyd.Pressure3 1 31.814 -2210.3
- Temperature 1 31.938 -2203.1
- Balling.Lvl 1 31.946 -2202.7
- Bowl.Setpoint 1 32.046 -2196.9
- Usage.cont 1 32.183 -2189.0
- Carb.Pressure1 1 33.011 -2142.0
- Mnf.Flow 1 34.452 -2063.0
Step: AIC=-2231.68
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC + Mnf.Flow + Carb.Pressure1 +
Hyd.Pressure2 + Hyd.Pressure3 + Filler.Level + Temperature +
Usage.cont + Carb.Flow + Density + Balling + Pressure.Vacuum +
Oxygen.Filler + Bowl.Setpoint + Pressure.Setpoint + Alch.Rel +
Carb.Rel + Balling.Lvl
Df Deviance AIC
- Carb.Temp 1 31.480 -2231.8
- Carb.Volume 1 31.482 -2231.7
<none> 31.449 -2231.7
- Carb.Rel 1 31.502 -2230.6
- Hyd.Pressure2 1 31.512 -2230.0
- Fill.Ounces 1 31.525 -2229.2
- PSC 1 31.529 -2229.0
- PC.Volume 1 31.544 -2228.1
- Alch.Rel 1 31.553 -2227.5
- Brand.CodeC 1 31.562 -2227.0
- Filler.Level 1 31.582 -2225.9
- Brand.CodeB 1 31.605 -2224.5
- Pressure.Setpoint 1 31.612 -2224.1
- Carb.Flow 1 31.626 -2223.3
- Pressure.Vacuum 1 31.628 -2223.1
- Brand.CodeD 1 31.655 -2221.6
- Density 1 31.677 -2220.3
- Oxygen.Filler 1 31.679 -2220.2
- Balling 1 31.729 -2217.3
- Hyd.Pressure3 1 31.850 -2210.2
- Balling.Lvl 1 31.949 -2204.5
- Temperature 1 32.035 -2199.5
- Bowl.Setpoint 1 32.136 -2193.7
- Usage.cont 1 32.188 -2190.7
- Carb.Pressure1 1 33.012 -2144.0
- Mnf.Flow 1 34.461 -2064.5
Step: AIC=-2231.83
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + PSC + Mnf.Flow + Carb.Pressure1 +
Hyd.Pressure2 + Hyd.Pressure3 + Filler.Level + Temperature +
Usage.cont + Carb.Flow + Density + Balling + Pressure.Vacuum +
Oxygen.Filler + Bowl.Setpoint + Pressure.Setpoint + Alch.Rel +
Carb.Rel + Balling.Lvl
Df Deviance AIC
<none> 31.480 -2231.8
- Carb.Volume 1 31.532 -2230.8
- Carb.Rel 1 31.539 -2230.3
- Hyd.Pressure2 1 31.547 -2229.9
- Fill.Ounces 1 31.550 -2229.7
- PSC 1 31.563 -2229.0
- PC.Volume 1 31.577 -2228.1
- Alch.Rel 1 31.579 -2228.0
- Brand.CodeC 1 31.601 -2226.7
- Filler.Level 1 31.612 -2226.1
- Brand.CodeB 1 31.630 -2225.0
- Pressure.Setpoint 1 31.646 -2224.1
- Pressure.Vacuum 1 31.658 -2223.4
- Carb.Flow 1 31.661 -2223.2
- Brand.CodeD 1 31.701 -2220.9
- Density 1 31.701 -2220.9
- Oxygen.Filler 1 31.712 -2220.3
- Balling 1 31.757 -2217.6
- Hyd.Pressure3 1 31.887 -2210.1
- Balling.Lvl 1 31.972 -2205.2
- Temperature 1 32.062 -2199.9
- Bowl.Setpoint 1 32.160 -2194.3
- Usage.cont 1 32.220 -2190.9
- Carb.Pressure1 1 33.046 -2144.1
- Mnf.Flow 1 34.480 -2065.5
Start: AIC=-2220.18
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Pressure + Carb.Temp + PSC +
PSC.Fill + PSC.CO2 + Mnf.Flow + Carb.Pressure1 + Fill.Pressure +
Hyd.Pressure1 + Hyd.Pressure2 + Hyd.Pressure3 + Hyd.Pressure4 +
Filler.Level + Filler.Speed + Temperature + Usage.cont +
Carb.Flow + Density + MFR + Balling + Pressure.Vacuum + Oxygen.Filler +
Bowl.Setpoint + Pressure.Setpoint + Air.Pressurer + Alch.Rel +
Carb.Rel + Balling.Lvl
Df Deviance AIC
- Fill.Pressure 1 31.376 -2222.2
- Carb.Temp 1 31.377 -2222.1
- Carb.Pressure 1 31.377 -2222.1
- Air.Pressurer 1 31.379 -2222.0
- Hyd.Pressure4 1 31.381 -2221.9
- MFR 1 31.384 -2221.7
- Hyd.Pressure1 1 31.384 -2221.7
- Filler.Speed 1 31.387 -2221.5
- PSC.Fill 1 31.403 -2220.6
- Carb.Volume 1 31.404 -2220.6
- PSC 1 31.408 -2220.3
<none> 31.376 -2220.2
- PSC.CO2 1 31.412 -2220.1
- Carb.Flow 1 31.412 -2220.1
- Carb.Rel 1 31.420 -2219.6
- Brand.CodeB 1 31.421 -2219.5
- Fill.Ounces 1 31.433 -2218.8
- PC.Volume 1 31.434 -2218.8
- Hyd.Pressure2 1 31.448 -2217.9
- Pressure.Setpoint 1 31.491 -2215.4
- Brand.CodeD 1 31.515 -2214.0
- Filler.Level 1 31.517 -2213.9
- Alch.Rel 1 31.521 -2213.6
- Pressure.Vacuum 1 31.546 -2212.2
- Density 1 31.568 -2210.9
- Brand.CodeC 1 31.603 -2208.8
- Oxygen.Filler 1 31.650 -2206.1
- Balling 1 31.653 -2205.9
- Hyd.Pressure3 1 31.745 -2200.6
- Balling.Lvl 1 31.773 -2198.9
- Bowl.Setpoint 1 31.920 -2190.4
- Usage.cont 1 32.030 -2184.0
- Temperature 1 32.046 -2183.1
- Carb.Pressure1 1 33.028 -2127.3
- Mnf.Flow 1 34.787 -2031.3
Step: AIC=-2222.16
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Pressure + Carb.Temp + PSC +
PSC.Fill + PSC.CO2 + Mnf.Flow + Carb.Pressure1 + Hyd.Pressure1 +
Hyd.Pressure2 + Hyd.Pressure3 + Hyd.Pressure4 + Filler.Level +
Filler.Speed + Temperature + Usage.cont + Carb.Flow + Density +
MFR + Balling + Pressure.Vacuum + Oxygen.Filler + Bowl.Setpoint +
Pressure.Setpoint + Air.Pressurer + Alch.Rel + Carb.Rel +
Balling.Lvl
Df Deviance AIC
- Carb.Temp 1 31.377 -2224.1
- Carb.Pressure 1 31.377 -2224.1
- Air.Pressurer 1 31.379 -2224.0
- Hyd.Pressure4 1 31.382 -2223.9
- MFR 1 31.384 -2223.7
- Hyd.Pressure1 1 31.385 -2223.7
- Filler.Speed 1 31.387 -2223.5
- PSC.Fill 1 31.403 -2222.6
- Carb.Volume 1 31.404 -2222.6
- PSC 1 31.408 -2222.3
<none> 31.376 -2222.2
- PSC.CO2 1 31.412 -2222.1
- Carb.Flow 1 31.413 -2222.0
- Carb.Rel 1 31.420 -2221.6
- Brand.CodeB 1 31.421 -2221.5
- Fill.Ounces 1 31.433 -2220.8
- PC.Volume 1 31.435 -2220.7
- Hyd.Pressure2 1 31.449 -2219.9
- Brand.CodeD 1 31.516 -2216.0
- Filler.Level 1 31.520 -2215.7
- Alch.Rel 1 31.523 -2215.5
- Pressure.Setpoint 1 31.529 -2215.2
- Pressure.Vacuum 1 31.547 -2214.1
- Density 1 31.568 -2212.9
- Brand.CodeC 1 31.604 -2210.8
- Oxygen.Filler 1 31.650 -2208.1
- Balling 1 31.657 -2207.7
- Hyd.Pressure3 1 31.760 -2201.7
- Balling.Lvl 1 31.777 -2200.7
- Bowl.Setpoint 1 31.931 -2191.8
- Usage.cont 1 32.031 -2186.0
- Temperature 1 32.057 -2184.4
- Carb.Pressure1 1 33.031 -2129.1
- Mnf.Flow 1 34.787 -2033.3
Step: AIC=-2224.13
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Pressure + PSC + PSC.Fill +
PSC.CO2 + Mnf.Flow + Carb.Pressure1 + Hyd.Pressure1 + Hyd.Pressure2 +
Hyd.Pressure3 + Hyd.Pressure4 + Filler.Level + Filler.Speed +
Temperature + Usage.cont + Carb.Flow + Density + MFR + Balling +
Pressure.Vacuum + Oxygen.Filler + Bowl.Setpoint + Pressure.Setpoint +
Air.Pressurer + Alch.Rel + Carb.Rel + Balling.Lvl
Df Deviance AIC
- Air.Pressurer 1 31.380 -2226.0
- Hyd.Pressure4 1 31.382 -2225.8
- MFR 1 31.385 -2225.7
- Hyd.Pressure1 1 31.385 -2225.7
- Filler.Speed 1 31.388 -2225.5
- Carb.Pressure 1 31.399 -2224.9
- PSC.Fill 1 31.403 -2224.6
- PSC 1 31.409 -2224.3
<none> 31.377 -2224.1
- PSC.CO2 1 31.412 -2224.0
- Carb.Flow 1 31.414 -2224.0
- Carb.Rel 1 31.420 -2223.6
- Brand.CodeB 1 31.422 -2223.5
- Fill.Ounces 1 31.434 -2222.8
- Carb.Volume 1 31.434 -2222.8
- PC.Volume 1 31.435 -2222.7
- Hyd.Pressure2 1 31.450 -2221.8
- Brand.CodeD 1 31.517 -2217.9
- Filler.Level 1 31.522 -2217.6
- Alch.Rel 1 31.523 -2217.5
- Pressure.Setpoint 1 31.530 -2217.1
- Pressure.Vacuum 1 31.549 -2216.0
- Density 1 31.568 -2214.9
- Brand.CodeC 1 31.604 -2212.8
- Oxygen.Filler 1 31.650 -2210.1
- Balling 1 31.658 -2209.7
- Hyd.Pressure3 1 31.760 -2203.7
- Balling.Lvl 1 31.778 -2202.7
- Bowl.Setpoint 1 31.933 -2193.6
- Usage.cont 1 32.032 -2187.9
- Temperature 1 32.057 -2186.4
- Carb.Pressure1 1 33.039 -2130.7
- Mnf.Flow 1 34.787 -2035.3
Step: AIC=-2225.96
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Pressure + PSC + PSC.Fill +
PSC.CO2 + Mnf.Flow + Carb.Pressure1 + Hyd.Pressure1 + Hyd.Pressure2 +
Hyd.Pressure3 + Hyd.Pressure4 + Filler.Level + Filler.Speed +
Temperature + Usage.cont + Carb.Flow + Density + MFR + Balling +
Pressure.Vacuum + Oxygen.Filler + Bowl.Setpoint + Pressure.Setpoint +
Alch.Rel + Carb.Rel + Balling.Lvl
Df Deviance AIC
- Hyd.Pressure4 1 31.385 -2227.7
- MFR 1 31.388 -2227.5
- Hyd.Pressure1 1 31.389 -2227.4
- Filler.Speed 1 31.391 -2227.3
- Carb.Pressure 1 31.401 -2226.7
- PSC.Fill 1 31.406 -2226.4
- PSC 1 31.413 -2226.0
<none> 31.380 -2226.0
- PSC.CO2 1 31.415 -2225.9
- Carb.Flow 1 31.416 -2225.8
- Brand.CodeB 1 31.424 -2225.3
- Carb.Rel 1 31.425 -2225.3
- Fill.Ounces 1 31.437 -2224.6
- PC.Volume 1 31.438 -2224.5
- Carb.Volume 1 31.440 -2224.4
- Hyd.Pressure2 1 31.450 -2223.8
- Brand.CodeD 1 31.520 -2219.7
- Filler.Level 1 31.526 -2219.3
- Alch.Rel 1 31.526 -2219.3
- Pressure.Setpoint 1 31.536 -2218.8
- Pressure.Vacuum 1 31.560 -2217.4
- Density 1 31.572 -2216.7
- Brand.CodeC 1 31.608 -2214.6
- Balling 1 31.659 -2211.6
- Oxygen.Filler 1 31.661 -2211.5
- Hyd.Pressure3 1 31.763 -2205.5
- Balling.Lvl 1 31.779 -2204.6
- Bowl.Setpoint 1 31.947 -2194.8
- Usage.cont 1 32.032 -2189.9
- Temperature 1 32.061 -2188.2
- Carb.Pressure1 1 33.039 -2132.6
- Mnf.Flow 1 34.788 -2037.2
Step: AIC=-2227.66
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Pressure + PSC + PSC.Fill +
PSC.CO2 + Mnf.Flow + Carb.Pressure1 + Hyd.Pressure1 + Hyd.Pressure2 +
Hyd.Pressure3 + Filler.Level + Filler.Speed + Temperature +
Usage.cont + Carb.Flow + Density + MFR + Balling + Pressure.Vacuum +
Oxygen.Filler + Bowl.Setpoint + Pressure.Setpoint + Alch.Rel +
Carb.Rel + Balling.Lvl
Df Deviance AIC
- MFR 1 31.391 -2229.3
- Filler.Speed 1 31.393 -2229.2
- Hyd.Pressure1 1 31.394 -2229.1
- Carb.Pressure 1 31.406 -2228.4
- PSC.Fill 1 31.411 -2228.1
- PSC 1 31.417 -2227.8
<none> 31.385 -2227.7
- PSC.CO2 1 31.420 -2227.6
- Carb.Flow 1 31.420 -2227.6
- Brand.CodeB 1 31.426 -2227.2
- Carb.Rel 1 31.430 -2227.0
- PC.Volume 1 31.443 -2226.3
- Fill.Ounces 1 31.444 -2226.2
- Carb.Volume 1 31.445 -2226.1
- Hyd.Pressure2 1 31.456 -2225.5
- Brand.CodeD 1 31.523 -2221.6
- Filler.Level 1 31.528 -2221.2
- Alch.Rel 1 31.531 -2221.1
- Pressure.Setpoint 1 31.541 -2220.5
- Pressure.Vacuum 1 31.571 -2218.7
- Density 1 31.580 -2218.2
- Brand.CodeC 1 31.622 -2215.8
- Oxygen.Filler 1 31.665 -2213.2
- Balling 1 31.679 -2212.4
- Hyd.Pressure3 1 31.770 -2207.1
- Balling.Lvl 1 31.798 -2205.5
- Bowl.Setpoint 1 31.947 -2196.8
- Usage.cont 1 32.036 -2191.7
- Temperature 1 32.065 -2190.0
- Carb.Pressure1 1 33.048 -2134.1
- Mnf.Flow 1 34.791 -2039.1
Step: AIC=-2229.3
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Pressure + PSC + PSC.Fill +
PSC.CO2 + Mnf.Flow + Carb.Pressure1 + Hyd.Pressure1 + Hyd.Pressure2 +
Hyd.Pressure3 + Filler.Level + Filler.Speed + Temperature +
Usage.cont + Carb.Flow + Density + Balling + Pressure.Vacuum +
Oxygen.Filler + Bowl.Setpoint + Pressure.Setpoint + Alch.Rel +
Carb.Rel + Balling.Lvl
Df Deviance AIC
- Hyd.Pressure1 1 31.399 -2230.8
- Carb.Pressure 1 31.412 -2230.1
- Filler.Speed 1 31.416 -2229.8
- PSC.Fill 1 31.418 -2229.7
- Carb.Flow 1 31.423 -2229.4
- PSC 1 31.423 -2229.4
- PSC.CO2 1 31.425 -2229.3
<none> 31.391 -2229.3
- Brand.CodeB 1 31.431 -2229.0
- Carb.Rel 1 31.437 -2228.6
- PC.Volume 1 31.449 -2227.9
- Fill.Ounces 1 31.449 -2227.9
- Carb.Volume 1 31.452 -2227.7
- Hyd.Pressure2 1 31.460 -2227.2
- Brand.CodeD 1 31.527 -2223.3
- Filler.Level 1 31.532 -2223.0
- Alch.Rel 1 31.534 -2222.9
- Pressure.Setpoint 1 31.548 -2222.1
- Pressure.Vacuum 1 31.572 -2220.7
- Density 1 31.586 -2219.9
- Brand.CodeC 1 31.631 -2217.2
- Oxygen.Filler 1 31.667 -2215.1
- Balling 1 31.680 -2214.4
- Hyd.Pressure3 1 31.774 -2208.8
- Balling.Lvl 1 31.798 -2207.5
- Bowl.Setpoint 1 31.949 -2198.7
- Usage.cont 1 32.057 -2192.5
- Temperature 1 32.074 -2191.5
- Carb.Pressure1 1 33.056 -2135.7
- Mnf.Flow 1 34.801 -2040.5
Step: AIC=-2230.82
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Pressure + PSC + PSC.Fill +
PSC.CO2 + Mnf.Flow + Carb.Pressure1 + Hyd.Pressure2 + Hyd.Pressure3 +
Filler.Level + Filler.Speed + Temperature + Usage.cont +
Carb.Flow + Density + Balling + Pressure.Vacuum + Oxygen.Filler +
Bowl.Setpoint + Pressure.Setpoint + Alch.Rel + Carb.Rel +
Balling.Lvl
Df Deviance AIC
- Carb.Pressure 1 31.419 -2231.7
- Filler.Speed 1 31.420 -2231.6
- PSC.Fill 1 31.425 -2231.3
- PSC.CO2 1 31.433 -2230.8
- Carb.Flow 1 31.433 -2230.8
- PSC 1 31.433 -2230.8
<none> 31.399 -2230.8
- Brand.CodeB 1 31.437 -2230.6
- Carb.Rel 1 31.447 -2230.0
- PC.Volume 1 31.450 -2229.8
- Fill.Ounces 1 31.456 -2229.5
- Hyd.Pressure2 1 31.461 -2229.2
- Carb.Volume 1 31.462 -2229.1
- Brand.CodeD 1 31.533 -2224.9
- Filler.Level 1 31.537 -2224.7
- Alch.Rel 1 31.545 -2224.2
- Pressure.Setpoint 1 31.553 -2223.8
- Pressure.Vacuum 1 31.572 -2222.7
- Density 1 31.595 -2221.3
- Brand.CodeC 1 31.641 -2218.6
- Oxygen.Filler 1 31.680 -2216.4
- Balling 1 31.690 -2215.8
- Hyd.Pressure3 1 31.790 -2209.9
- Balling.Lvl 1 31.806 -2209.0
- Bowl.Setpoint 1 31.968 -2199.6
- Usage.cont 1 32.071 -2193.6
- Temperature 1 32.082 -2193.0
- Carb.Pressure1 1 33.060 -2137.5
- Mnf.Flow 1 34.810 -2042.0
Step: AIC=-2231.65
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + PSC + PSC.Fill + PSC.CO2 + Mnf.Flow +
Carb.Pressure1 + Hyd.Pressure2 + Hyd.Pressure3 + Filler.Level +
Filler.Speed + Temperature + Usage.cont + Carb.Flow + Density +
Balling + Pressure.Vacuum + Oxygen.Filler + Bowl.Setpoint +
Pressure.Setpoint + Alch.Rel + Carb.Rel + Balling.Lvl
Df Deviance AIC
- Filler.Speed 1 31.441 -2232.4
- PSC.Fill 1 31.445 -2232.1
- PSC.CO2 1 31.452 -2231.7
- Carb.Flow 1 31.453 -2231.7
<none> 31.419 -2231.7
- PSC 1 31.454 -2231.6
- Brand.CodeB 1 31.455 -2231.6
- PC.Volume 1 31.470 -2230.7
- Fill.Ounces 1 31.471 -2230.6
- Carb.Rel 1 31.474 -2230.4
- Carb.Volume 1 31.479 -2230.1
- Hyd.Pressure2 1 31.483 -2229.9
- Filler.Level 1 31.555 -2225.7
- Brand.CodeD 1 31.561 -2225.3
- Alch.Rel 1 31.563 -2225.2
- Pressure.Setpoint 1 31.573 -2224.6
- Pressure.Vacuum 1 31.593 -2223.4
- Density 1 31.611 -2222.4
- Brand.CodeC 1 31.670 -2218.9
- Oxygen.Filler 1 31.702 -2217.1
- Balling 1 31.709 -2216.6
- Hyd.Pressure3 1 31.811 -2210.7
- Balling.Lvl 1 31.822 -2210.1
- Bowl.Setpoint 1 31.981 -2200.9
- Usage.cont 1 32.090 -2194.6
- Temperature 1 32.100 -2194.0
- Carb.Pressure1 1 33.071 -2138.8
- Mnf.Flow 1 34.823 -2043.3
Step: AIC=-2232.37
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + PSC + PSC.Fill + PSC.CO2 + Mnf.Flow +
Carb.Pressure1 + Hyd.Pressure2 + Hyd.Pressure3 + Filler.Level +
Temperature + Usage.cont + Carb.Flow + Density + Balling +
Pressure.Vacuum + Oxygen.Filler + Bowl.Setpoint + Pressure.Setpoint +
Alch.Rel + Carb.Rel + Balling.Lvl
Df Deviance AIC
- PSC.Fill 1 31.467 -2232.8
- PSC 1 31.473 -2232.5
- PSC.CO2 1 31.473 -2232.5
<none> 31.441 -2232.4
- Fill.Ounces 1 31.489 -2231.5
- Brand.CodeB 1 31.491 -2231.4
- Carb.Rel 1 31.495 -2231.2
- Hyd.Pressure2 1 31.497 -2231.1
- PC.Volume 1 31.499 -2231.0
- Carb.Volume 1 31.500 -2230.9
- Carb.Flow 1 31.529 -2229.2
- Alch.Rel 1 31.569 -2226.8
- Brand.CodeD 1 31.586 -2225.9
- Filler.Level 1 31.592 -2225.5
- Pressure.Vacuum 1 31.593 -2225.4
- Pressure.Setpoint 1 31.610 -2224.4
- Density 1 31.635 -2223.0
- Brand.CodeC 1 31.671 -2220.9
- Balling 1 31.713 -2218.4
- Oxygen.Filler 1 31.724 -2217.8
- Balling.Lvl 1 31.822 -2212.1
- Hyd.Pressure3 1 31.845 -2210.7
- Bowl.Setpoint 1 32.070 -2197.7
- Usage.cont 1 32.093 -2196.4
- Temperature 1 32.205 -2189.9
- Carb.Pressure1 1 33.073 -2140.7
- Mnf.Flow 1 34.841 -2044.4
Step: AIC=-2232.84
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + PSC + PSC.CO2 + Mnf.Flow + Carb.Pressure1 +
Hyd.Pressure2 + Hyd.Pressure3 + Filler.Level + Temperature +
Usage.cont + Carb.Flow + Density + Balling + Pressure.Vacuum +
Oxygen.Filler + Bowl.Setpoint + Pressure.Setpoint + Alch.Rel +
Carb.Rel + Balling.Lvl
Df Deviance AIC
<none> 31.467 -2232.8
- PSC.CO2 1 31.512 -2232.2
- PSC 1 31.512 -2232.2
- Brand.CodeB 1 31.517 -2231.9
- Fill.Ounces 1 31.519 -2231.8
- PC.Volume 1 31.519 -2231.8
- Hyd.Pressure2 1 31.522 -2231.6
- Carb.Rel 1 31.522 -2231.6
- Carb.Volume 1 31.524 -2231.5
- Carb.Flow 1 31.552 -2229.8
- Alch.Rel 1 31.594 -2227.3
- Pressure.Vacuum 1 31.615 -2226.2
- Brand.CodeD 1 31.615 -2226.2
- Filler.Level 1 31.620 -2225.9
- Pressure.Setpoint 1 31.639 -2224.8
- Density 1 31.661 -2223.4
- Brand.CodeC 1 31.698 -2221.3
- Balling 1 31.737 -2219.1
- Oxygen.Filler 1 31.744 -2218.6
- Balling.Lvl 1 31.843 -2212.8
- Hyd.Pressure3 1 31.871 -2211.2
- Bowl.Setpoint 1 32.092 -2198.4
- Usage.cont 1 32.114 -2197.2
- Temperature 1 32.234 -2190.3
- Carb.Pressure1 1 33.103 -2141.1
- Mnf.Flow 1 34.866 -2045.1
Start: AIC=-2229.96
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Pressure + Carb.Temp + PSC +
PSC.Fill + PSC.CO2 + Mnf.Flow + Carb.Pressure1 + Fill.Pressure +
Hyd.Pressure1 + Hyd.Pressure2 + Hyd.Pressure3 + Hyd.Pressure4 +
Filler.Level + Filler.Speed + Temperature + Usage.cont +
Carb.Flow + Density + MFR + Balling + Pressure.Vacuum + Oxygen.Filler +
Bowl.Setpoint + Pressure.Setpoint + Air.Pressurer + Alch.Rel +
Carb.Rel + Balling.Lvl
Df Deviance AIC
- Carb.Pressure 1 31.173 -2232.0
- MFR 1 31.174 -2231.9
- Hyd.Pressure1 1 31.174 -2231.9
- Carb.Temp 1 31.177 -2231.7
- Hyd.Pressure4 1 31.178 -2231.6
- Fill.Pressure 1 31.186 -2231.2
- Brand.CodeB 1 31.186 -2231.2
- Air.Pressurer 1 31.189 -2231.0
- PC.Volume 1 31.198 -2230.5
- PSC.CO2 1 31.199 -2230.4
- Carb.Volume 1 31.200 -2230.4
- PSC 1 31.205 -2230.1
<none> 31.173 -2230.0
- Filler.Speed 1 31.207 -2229.9
- PSC.Fill 1 31.213 -2229.6
- Filler.Level 1 31.221 -2229.1
- Fill.Ounces 1 31.234 -2228.4
- Hyd.Pressure2 1 31.238 -2228.1
- Carb.Flow 1 31.243 -2227.8
- Carb.Rel 1 31.267 -2226.4
- Brand.CodeD 1 31.276 -2225.8
- Pressure.Vacuum 1 31.281 -2225.6
- Pressure.Setpoint 1 31.302 -2224.3
- Alch.Rel 1 31.358 -2221.0
- Balling 1 31.388 -2219.2
- Density 1 31.389 -2219.2
- Balling.Lvl 1 31.390 -2219.1
- Oxygen.Filler 1 31.460 -2215.0
- Brand.CodeC 1 31.506 -2212.3
- Hyd.Pressure3 1 31.531 -2210.8
- Bowl.Setpoint 1 31.576 -2208.2
- Usage.cont 1 31.753 -2197.9
- Temperature 1 31.830 -2193.4
- Carb.Pressure1 1 32.668 -2145.3
- Mnf.Flow 1 34.218 -2059.7
Step: AIC=-2231.96
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC + PSC.Fill + PSC.CO2 +
Mnf.Flow + Carb.Pressure1 + Fill.Pressure + Hyd.Pressure1 +
Hyd.Pressure2 + Hyd.Pressure3 + Hyd.Pressure4 + Filler.Level +
Filler.Speed + Temperature + Usage.cont + Carb.Flow + Density +
MFR + Balling + Pressure.Vacuum + Oxygen.Filler + Bowl.Setpoint +
Pressure.Setpoint + Air.Pressurer + Alch.Rel + Carb.Rel +
Balling.Lvl
Df Deviance AIC
- MFR 1 31.174 -2233.9
- Hyd.Pressure1 1 31.174 -2233.9
- Hyd.Pressure4 1 31.178 -2233.6
- Fill.Pressure 1 31.186 -2233.2
- Brand.CodeB 1 31.186 -2233.2
- Air.Pressurer 1 31.189 -2233.0
- PC.Volume 1 31.198 -2232.5
- PSC.CO2 1 31.199 -2232.4
- Carb.Temp 1 31.204 -2232.1
- PSC 1 31.205 -2232.1
<none> 31.173 -2232.0
- Filler.Speed 1 31.207 -2231.9
- PSC.Fill 1 31.213 -2231.6
- Carb.Volume 1 31.220 -2231.2
- Filler.Level 1 31.221 -2231.1
- Fill.Ounces 1 31.234 -2230.3
- Hyd.Pressure2 1 31.238 -2230.1
- Carb.Flow 1 31.243 -2229.8
- Carb.Rel 1 31.267 -2228.4
- Brand.CodeD 1 31.276 -2227.8
- Pressure.Vacuum 1 31.281 -2227.6
- Pressure.Setpoint 1 31.302 -2226.3
- Alch.Rel 1 31.358 -2223.0
- Balling 1 31.388 -2221.2
- Density 1 31.389 -2221.2
- Balling.Lvl 1 31.390 -2221.1
- Oxygen.Filler 1 31.460 -2217.0
- Brand.CodeC 1 31.506 -2214.3
- Hyd.Pressure3 1 31.531 -2212.8
- Bowl.Setpoint 1 31.578 -2210.1
- Usage.cont 1 31.754 -2199.8
- Temperature 1 31.830 -2195.4
- Carb.Pressure1 1 32.674 -2147.0
- Mnf.Flow 1 34.218 -2061.6
Step: AIC=-2233.88
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC + PSC.Fill + PSC.CO2 +
Mnf.Flow + Carb.Pressure1 + Fill.Pressure + Hyd.Pressure1 +
Hyd.Pressure2 + Hyd.Pressure3 + Hyd.Pressure4 + Filler.Level +
Filler.Speed + Temperature + Usage.cont + Carb.Flow + Density +
Balling + Pressure.Vacuum + Oxygen.Filler + Bowl.Setpoint +
Pressure.Setpoint + Air.Pressurer + Alch.Rel + Carb.Rel +
Balling.Lvl
Df Deviance AIC
- Hyd.Pressure1 1 31.176 -2235.8
- Hyd.Pressure4 1 31.180 -2235.5
- Fill.Pressure 1 31.188 -2235.1
- Brand.CodeB 1 31.188 -2235.1
- Air.Pressurer 1 31.190 -2234.9
- PC.Volume 1 31.199 -2234.4
- PSC.CO2 1 31.201 -2234.3
- Carb.Temp 1 31.205 -2234.1
- PSC 1 31.206 -2234.0
<none> 31.174 -2233.9
- Filler.Speed 1 31.211 -2233.7
- PSC.Fill 1 31.214 -2233.5
- Carb.Volume 1 31.221 -2233.1
- Filler.Level 1 31.224 -2232.9
- Fill.Ounces 1 31.235 -2232.3
- Hyd.Pressure2 1 31.240 -2232.0
- Carb.Flow 1 31.248 -2231.5
- Carb.Rel 1 31.269 -2230.3
- Brand.CodeD 1 31.281 -2229.5
- Pressure.Vacuum 1 31.286 -2229.3
- Pressure.Setpoint 1 31.303 -2228.2
- Alch.Rel 1 31.361 -2224.8
- Balling 1 31.392 -2223.0
- Density 1 31.392 -2223.0
- Balling.Lvl 1 31.395 -2222.8
- Oxygen.Filler 1 31.466 -2218.7
- Brand.CodeC 1 31.506 -2216.3
- Hyd.Pressure3 1 31.532 -2214.8
- Bowl.Setpoint 1 31.583 -2211.8
- Usage.cont 1 31.756 -2201.7
- Temperature 1 31.831 -2197.3
- Carb.Pressure1 1 32.675 -2149.0
- Mnf.Flow 1 34.219 -2063.6
Step: AIC=-2235.78
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC + PSC.Fill + PSC.CO2 +
Mnf.Flow + Carb.Pressure1 + Fill.Pressure + Hyd.Pressure2 +
Hyd.Pressure3 + Hyd.Pressure4 + Filler.Level + Filler.Speed +
Temperature + Usage.cont + Carb.Flow + Density + Balling +
Pressure.Vacuum + Oxygen.Filler + Bowl.Setpoint + Pressure.Setpoint +
Air.Pressurer + Alch.Rel + Carb.Rel + Balling.Lvl
Df Deviance AIC
- Hyd.Pressure4 1 31.182 -2237.4
- Fill.Pressure 1 31.189 -2237.0
- Brand.CodeB 1 31.189 -2237.0
- Air.Pressurer 1 31.193 -2236.8
- PC.Volume 1 31.199 -2236.4
- PSC.CO2 1 31.203 -2236.2
- Carb.Temp 1 31.206 -2236.0
- PSC 1 31.208 -2235.8
<none> 31.176 -2235.8
- Filler.Speed 1 31.212 -2235.7
- PSC.Fill 1 31.216 -2235.4
- Carb.Volume 1 31.224 -2234.9
- Filler.Level 1 31.225 -2234.8
- Fill.Ounces 1 31.236 -2234.2
- Hyd.Pressure2 1 31.245 -2233.7
- Carb.Flow 1 31.252 -2233.3
- Carb.Rel 1 31.271 -2232.1
- Brand.CodeD 1 31.282 -2231.5
- Pressure.Vacuum 1 31.286 -2231.2
- Pressure.Setpoint 1 31.304 -2230.2
- Alch.Rel 1 31.365 -2226.6
- Density 1 31.394 -2224.9
- Balling 1 31.395 -2224.8
- Balling.Lvl 1 31.397 -2224.7
- Oxygen.Filler 1 31.470 -2220.4
- Brand.CodeC 1 31.510 -2218.1
- Hyd.Pressure3 1 31.540 -2216.3
- Bowl.Setpoint 1 31.593 -2213.2
- Usage.cont 1 31.759 -2203.5
- Temperature 1 31.834 -2199.2
- Carb.Pressure1 1 32.687 -2150.2
- Mnf.Flow 1 34.221 -2065.5
Step: AIC=-2237.39
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC + PSC.Fill + PSC.CO2 +
Mnf.Flow + Carb.Pressure1 + Fill.Pressure + Hyd.Pressure2 +
Hyd.Pressure3 + Filler.Level + Filler.Speed + Temperature +
Usage.cont + Carb.Flow + Density + Balling + Pressure.Vacuum +
Oxygen.Filler + Bowl.Setpoint + Pressure.Setpoint + Air.Pressurer +
Alch.Rel + Carb.Rel + Balling.Lvl
Df Deviance AIC
- Brand.CodeB 1 31.194 -2238.7
- Fill.Pressure 1 31.195 -2238.7
- Air.Pressurer 1 31.199 -2238.4
- PC.Volume 1 31.205 -2238.1
- PSC.CO2 1 31.210 -2237.8
- Filler.Speed 1 31.212 -2237.7
- Carb.Temp 1 31.213 -2237.6
- PSC 1 31.215 -2237.5
<none> 31.182 -2237.4
- PSC.Fill 1 31.222 -2237.0
- Carb.Volume 1 31.229 -2236.6
- Filler.Level 1 31.230 -2236.6
- Fill.Ounces 1 31.245 -2235.7
- Hyd.Pressure2 1 31.253 -2235.2
- Carb.Flow 1 31.257 -2235.0
- Carb.Rel 1 31.277 -2233.8
- Brand.CodeD 1 31.283 -2233.4
- Pressure.Vacuum 1 31.300 -2232.5
- Pressure.Setpoint 1 31.309 -2231.9
- Alch.Rel 1 31.373 -2228.2
- Density 1 31.404 -2226.3
- Balling.Lvl 1 31.414 -2225.7
- Balling 1 31.418 -2225.5
- Oxygen.Filler 1 31.476 -2222.1
- Brand.CodeC 1 31.530 -2218.9
- Hyd.Pressure3 1 31.550 -2217.7
- Bowl.Setpoint 1 31.593 -2215.2
- Usage.cont 1 31.762 -2205.4
- Temperature 1 31.838 -2200.9
- Carb.Pressure1 1 32.697 -2151.7
- Mnf.Flow 1 34.226 -2067.2
Step: AIC=-2238.72
.outcome ~ Brand.CodeC + Brand.CodeD + Carb.Volume + Fill.Ounces +
PC.Volume + Carb.Temp + PSC + PSC.Fill + PSC.CO2 + Mnf.Flow +
Carb.Pressure1 + Fill.Pressure + Hyd.Pressure2 + Hyd.Pressure3 +
Filler.Level + Filler.Speed + Temperature + Usage.cont +
Carb.Flow + Density + Balling + Pressure.Vacuum + Oxygen.Filler +
Bowl.Setpoint + Pressure.Setpoint + Air.Pressurer + Alch.Rel +
Carb.Rel + Balling.Lvl
Df Deviance AIC
- Fill.Pressure 1 31.206 -2240.0
- Air.Pressurer 1 31.210 -2239.7
- PC.Volume 1 31.217 -2239.3
- PSC.CO2 1 31.221 -2239.1
- Carb.Temp 1 31.223 -2239.0
- PSC 1 31.224 -2238.9
<none> 31.194 -2238.7
- Filler.Speed 1 31.233 -2238.4
- PSC.Fill 1 31.233 -2238.4
- Filler.Level 1 31.240 -2237.9
- Carb.Volume 1 31.253 -2237.2
- Fill.Ounces 1 31.253 -2237.2
- Carb.Flow 1 31.262 -2236.7
- Hyd.Pressure2 1 31.265 -2236.5
- Brand.CodeD 1 31.289 -2235.1
- Carb.Rel 1 31.300 -2234.5
- Pressure.Setpoint 1 31.320 -2233.3
- Pressure.Vacuum 1 31.321 -2233.2
- Alch.Rel 1 31.392 -2229.0
- Balling.Lvl 1 31.417 -2227.6
- Density 1 31.421 -2227.3
- Balling 1 31.455 -2225.3
- Oxygen.Filler 1 31.492 -2223.1
- Hyd.Pressure3 1 31.560 -2219.2
- Bowl.Setpoint 1 31.602 -2216.7
- Usage.cont 1 31.765 -2207.2
- Temperature 1 31.862 -2201.5
- Carb.Pressure1 1 32.725 -2152.1
- Mnf.Flow 1 34.264 -2067.1
- Brand.CodeC 1 34.441 -2057.6
Step: AIC=-2240
.outcome ~ Brand.CodeC + Brand.CodeD + Carb.Volume + Fill.Ounces +
PC.Volume + Carb.Temp + PSC + PSC.Fill + PSC.CO2 + Mnf.Flow +
Carb.Pressure1 + Hyd.Pressure2 + Hyd.Pressure3 + Filler.Level +
Filler.Speed + Temperature + Usage.cont + Carb.Flow + Density +
Balling + Pressure.Vacuum + Oxygen.Filler + Bowl.Setpoint +
Pressure.Setpoint + Air.Pressurer + Alch.Rel + Carb.Rel +
Balling.Lvl
Df Deviance AIC
- Air.Pressurer 1 31.224 -2240.9
- PSC.CO2 1 31.233 -2240.4
- PC.Volume 1 31.234 -2240.3
- PSC 1 31.235 -2240.3
- Carb.Temp 1 31.236 -2240.2
<none> 31.206 -2240.0
- PSC.Fill 1 31.245 -2239.7
- Filler.Speed 1 31.245 -2239.7
- Filler.Level 1 31.262 -2238.7
- Fill.Ounces 1 31.263 -2238.6
- Carb.Volume 1 31.264 -2238.6
- Carb.Flow 1 31.281 -2237.6
- Hyd.Pressure2 1 31.286 -2237.3
- Brand.CodeD 1 31.297 -2236.6
- Carb.Rel 1 31.308 -2235.9
- Pressure.Setpoint 1 31.329 -2234.7
- Pressure.Vacuum 1 31.338 -2234.2
- Alch.Rel 1 31.411 -2229.9
- Density 1 31.432 -2228.6
- Balling.Lvl 1 31.440 -2228.2
- Balling 1 31.479 -2225.9
- Oxygen.Filler 1 31.503 -2224.5
- Hyd.Pressure3 1 31.603 -2218.6
- Bowl.Setpoint 1 31.645 -2216.2
- Usage.cont 1 31.770 -2208.9
- Temperature 1 31.892 -2201.8
- Carb.Pressure1 1 32.725 -2154.1
- Mnf.Flow 1 34.269 -2068.9
- Brand.CodeC 1 34.454 -2058.9
Step: AIC=-2240.94
.outcome ~ Brand.CodeC + Brand.CodeD + Carb.Volume + Fill.Ounces +
PC.Volume + Carb.Temp + PSC + PSC.Fill + PSC.CO2 + Mnf.Flow +
Carb.Pressure1 + Hyd.Pressure2 + Hyd.Pressure3 + Filler.Level +
Filler.Speed + Temperature + Usage.cont + Carb.Flow + Density +
Balling + Pressure.Vacuum + Oxygen.Filler + Bowl.Setpoint +
Pressure.Setpoint + Alch.Rel + Carb.Rel + Balling.Lvl
Df Deviance AIC
- PSC.CO2 1 31.251 -2241.3
- PC.Volume 1 31.251 -2241.3
- Carb.Temp 1 31.251 -2241.3
- PSC 1 31.255 -2241.1
<none> 31.224 -2240.9
- Filler.Speed 1 31.263 -2240.7
- PSC.Fill 1 31.263 -2240.7
- Filler.Level 1 31.282 -2239.5
- Fill.Ounces 1 31.282 -2239.5
- Carb.Volume 1 31.290 -2239.0
- Hyd.Pressure2 1 31.292 -2238.9
- Carb.Flow 1 31.298 -2238.6
- Brand.CodeD 1 31.315 -2237.6
- Carb.Rel 1 31.333 -2236.5
- Pressure.Setpoint 1 31.352 -2235.4
- Pressure.Vacuum 1 31.373 -2234.2
- Alch.Rel 1 31.432 -2230.7
- Density 1 31.452 -2229.5
- Balling.Lvl 1 31.456 -2229.2
- Balling 1 31.495 -2226.9
- Oxygen.Filler 1 31.539 -2224.4
- Hyd.Pressure3 1 31.604 -2220.6
- Bowl.Setpoint 1 31.680 -2216.1
- Usage.cont 1 31.774 -2210.7
- Temperature 1 31.916 -2202.4
- Carb.Pressure1 1 32.728 -2155.9
- Mnf.Flow 1 34.274 -2070.6
- Brand.CodeC 1 34.465 -2060.3
Step: AIC=-2241.35
.outcome ~ Brand.CodeC + Brand.CodeD + Carb.Volume + Fill.Ounces +
PC.Volume + Carb.Temp + PSC + PSC.Fill + Mnf.Flow + Carb.Pressure1 +
Hyd.Pressure2 + Hyd.Pressure3 + Filler.Level + Filler.Speed +
Temperature + Usage.cont + Carb.Flow + Density + Balling +
Pressure.Vacuum + Oxygen.Filler + Bowl.Setpoint + Pressure.Setpoint +
Alch.Rel + Carb.Rel + Balling.Lvl
Df Deviance AIC
- PC.Volume 1 31.275 -2241.9
- Carb.Temp 1 31.277 -2241.8
<none> 31.251 -2241.3
- PSC 1 31.285 -2241.3
- Filler.Speed 1 31.288 -2241.1
- PSC.Fill 1 31.303 -2240.2
- Filler.Level 1 31.308 -2240.0
- Fill.Ounces 1 31.309 -2239.9
- Hyd.Pressure2 1 31.314 -2239.6
- Carb.Volume 1 31.315 -2239.5
- Carb.Flow 1 31.323 -2239.1
- Brand.CodeD 1 31.338 -2238.2
- Carb.Rel 1 31.361 -2236.8
- Pressure.Setpoint 1 31.383 -2235.5
- Pressure.Vacuum 1 31.399 -2234.6
- Alch.Rel 1 31.464 -2230.8
- Balling.Lvl 1 31.482 -2229.7
- Density 1 31.482 -2229.7
- Balling 1 31.521 -2227.4
- Oxygen.Filler 1 31.570 -2224.6
- Hyd.Pressure3 1 31.623 -2221.5
- Bowl.Setpoint 1 31.705 -2216.7
- Usage.cont 1 31.800 -2211.1
- Temperature 1 31.948 -2202.5
- Carb.Pressure1 1 32.750 -2156.7
- Mnf.Flow 1 34.306 -2070.9
- Brand.CodeC 1 34.498 -2060.6
Step: AIC=-2241.88
.outcome ~ Brand.CodeC + Brand.CodeD + Carb.Volume + Fill.Ounces +
Carb.Temp + PSC + PSC.Fill + Mnf.Flow + Carb.Pressure1 +
Hyd.Pressure2 + Hyd.Pressure3 + Filler.Level + Filler.Speed +
Temperature + Usage.cont + Carb.Flow + Density + Balling +
Pressure.Vacuum + Oxygen.Filler + Bowl.Setpoint + Pressure.Setpoint +
Alch.Rel + Carb.Rel + Balling.Lvl
Df Deviance AIC
- Carb.Temp 1 31.301 -2242.4
<none> 31.275 -2241.9
- Filler.Speed 1 31.322 -2241.1
- PSC.Fill 1 31.323 -2241.1
- Fill.Ounces 1 31.326 -2240.9
- PSC 1 31.330 -2240.7
- Carb.Flow 1 31.335 -2240.4
- Filler.Level 1 31.335 -2240.3
- Carb.Volume 1 31.337 -2240.3
- Hyd.Pressure2 1 31.341 -2240.0
- Brand.CodeD 1 31.365 -2238.6
- Carb.Rel 1 31.386 -2237.4
- Pressure.Vacuum 1 31.413 -2235.8
- Pressure.Setpoint 1 31.415 -2235.7
- Alch.Rel 1 31.493 -2231.1
- Density 1 31.512 -2230.0
- Balling.Lvl 1 31.512 -2229.9
- Balling 1 31.549 -2227.8
- Oxygen.Filler 1 31.610 -2224.2
- Hyd.Pressure3 1 31.638 -2222.6
- Bowl.Setpoint 1 31.714 -2218.2
- Usage.cont 1 31.804 -2212.9
- Temperature 1 32.002 -2201.4
- Carb.Pressure1 1 32.810 -2155.3
- Mnf.Flow 1 34.352 -2070.4
- Brand.CodeC 1 34.511 -2061.8
Step: AIC=-2242.37
.outcome ~ Brand.CodeC + Brand.CodeD + Carb.Volume + Fill.Ounces +
PSC + PSC.Fill + Mnf.Flow + Carb.Pressure1 + Hyd.Pressure2 +
Hyd.Pressure3 + Filler.Level + Filler.Speed + Temperature +
Usage.cont + Carb.Flow + Density + Balling + Pressure.Vacuum +
Oxygen.Filler + Bowl.Setpoint + Pressure.Setpoint + Alch.Rel +
Carb.Rel + Balling.Lvl
Df Deviance AIC
<none> 31.301 -2242.4
- Fill.Ounces 1 31.347 -2241.7
- PSC.Fill 1 31.348 -2241.6
- Filler.Speed 1 31.349 -2241.5
- PSC 1 31.357 -2241.1
- Filler.Level 1 31.361 -2240.9
- Carb.Flow 1 31.362 -2240.8
- Hyd.Pressure2 1 31.370 -2240.3
- Carb.Volume 1 31.385 -2239.4
- Brand.CodeD 1 31.399 -2238.6
- Carb.Rel 1 31.419 -2237.4
- Pressure.Vacuum 1 31.439 -2236.3
- Pressure.Setpoint 1 31.441 -2236.1
- Alch.Rel 1 31.514 -2231.8
- Density 1 31.531 -2230.8
- Balling.Lvl 1 31.537 -2230.5
- Balling 1 31.573 -2228.4
- Oxygen.Filler 1 31.636 -2224.7
- Hyd.Pressure3 1 31.667 -2222.9
- Bowl.Setpoint 1 31.736 -2218.8
- Usage.cont 1 31.828 -2213.5
- Temperature 1 32.019 -2202.5
- Carb.Pressure1 1 32.835 -2155.9
- Mnf.Flow 1 34.365 -2071.7
- Brand.CodeC 1 34.565 -2061.0
Start: AIC=-2221.36
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Pressure + Carb.Temp + PSC +
PSC.Fill + PSC.CO2 + Mnf.Flow + Carb.Pressure1 + Fill.Pressure +
Hyd.Pressure1 + Hyd.Pressure2 + Hyd.Pressure3 + Hyd.Pressure4 +
Filler.Level + Filler.Speed + Temperature + Usage.cont +
Carb.Flow + Density + MFR + Balling + Pressure.Vacuum + Oxygen.Filler +
Bowl.Setpoint + Pressure.Setpoint + Air.Pressurer + Alch.Rel +
Carb.Rel + Balling.Lvl
Df Deviance AIC
- MFR 1 31.318 -2223.4
- Carb.Pressure 1 31.319 -2223.3
- Carb.Temp 1 31.319 -2223.3
- Fill.Pressure 1 31.320 -2223.2
- Air.Pressurer 1 31.322 -2223.1
- Hyd.Pressure1 1 31.326 -2222.9
- Hyd.Pressure4 1 31.335 -2222.4
- PSC.CO2 1 31.335 -2222.3
- Filler.Speed 1 31.337 -2222.2
- Carb.Rel 1 31.337 -2222.2
- PSC 1 31.347 -2221.7
<none> 31.318 -2221.4
- Carb.Volume 1 31.355 -2221.2
- Brand.CodeB 1 31.357 -2221.1
- PC.Volume 1 31.358 -2221.0
- PSC.Fill 1 31.386 -2219.4
- Hyd.Pressure2 1 31.394 -2218.9
- Alch.Rel 1 31.402 -2218.4
- Fill.Ounces 1 31.407 -2218.1
- Carb.Flow 1 31.409 -2218.0
- Filler.Level 1 31.421 -2217.3
- Pressure.Vacuum 1 31.426 -2217.0
- Pressure.Setpoint 1 31.512 -2211.9
- Balling 1 31.525 -2211.2
- Oxygen.Filler 1 31.532 -2210.8
- Brand.CodeC 1 31.551 -2209.7
- Density 1 31.570 -2208.6
- Brand.CodeD 1 31.581 -2207.9
- Hyd.Pressure3 1 31.671 -2202.6
- Balling.Lvl 1 31.698 -2201.1
- Bowl.Setpoint 1 31.808 -2194.6
- Temperature 1 31.905 -2189.0
- Usage.cont 1 31.954 -2186.2
- Carb.Pressure1 1 32.795 -2138.2
- Mnf.Flow 1 34.309 -2054.7
Step: AIC=-2223.36
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Pressure + Carb.Temp + PSC +
PSC.Fill + PSC.CO2 + Mnf.Flow + Carb.Pressure1 + Fill.Pressure +
Hyd.Pressure1 + Hyd.Pressure2 + Hyd.Pressure3 + Hyd.Pressure4 +
Filler.Level + Filler.Speed + Temperature + Usage.cont +
Carb.Flow + Density + Balling + Pressure.Vacuum + Oxygen.Filler +
Bowl.Setpoint + Pressure.Setpoint + Air.Pressurer + Alch.Rel +
Carb.Rel + Balling.Lvl
Df Deviance AIC
- Carb.Pressure 1 31.319 -2225.3
- Carb.Temp 1 31.319 -2225.3
- Fill.Pressure 1 31.320 -2225.2
- Air.Pressurer 1 31.322 -2225.1
- Hyd.Pressure1 1 31.326 -2224.9
- PSC.CO2 1 31.335 -2224.3
- Hyd.Pressure4 1 31.335 -2224.3
- Carb.Rel 1 31.337 -2224.2
- Filler.Speed 1 31.344 -2223.8
- PSC 1 31.347 -2223.7
<none> 31.318 -2223.4
- Carb.Volume 1 31.355 -2223.2
- Brand.CodeB 1 31.357 -2223.1
- PC.Volume 1 31.358 -2223.0
- PSC.Fill 1 31.386 -2221.4
- Hyd.Pressure2 1 31.394 -2220.9
- Alch.Rel 1 31.402 -2220.4
- Fill.Ounces 1 31.407 -2220.1
- Carb.Flow 1 31.410 -2220.0
- Filler.Level 1 31.421 -2219.3
- Pressure.Vacuum 1 31.426 -2219.0
- Pressure.Setpoint 1 31.512 -2213.9
- Balling 1 31.525 -2213.2
- Oxygen.Filler 1 31.533 -2212.7
- Brand.CodeC 1 31.552 -2211.6
- Density 1 31.570 -2210.6
- Brand.CodeD 1 31.582 -2209.8
- Hyd.Pressure3 1 31.671 -2204.6
- Balling.Lvl 1 31.699 -2203.0
- Bowl.Setpoint 1 31.809 -2196.6
- Temperature 1 31.907 -2190.9
- Usage.cont 1 31.959 -2187.9
- Carb.Pressure1 1 32.795 -2140.2
- Mnf.Flow 1 34.309 -2056.7
Step: AIC=-2225.33
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC + PSC.Fill + PSC.CO2 +
Mnf.Flow + Carb.Pressure1 + Fill.Pressure + Hyd.Pressure1 +
Hyd.Pressure2 + Hyd.Pressure3 + Hyd.Pressure4 + Filler.Level +
Filler.Speed + Temperature + Usage.cont + Carb.Flow + Density +
Balling + Pressure.Vacuum + Oxygen.Filler + Bowl.Setpoint +
Pressure.Setpoint + Air.Pressurer + Alch.Rel + Carb.Rel +
Balling.Lvl
Df Deviance AIC
- Fill.Pressure 1 31.321 -2227.2
- Air.Pressurer 1 31.322 -2227.1
- Hyd.Pressure1 1 31.326 -2226.9
- PSC.CO2 1 31.336 -2226.3
- Hyd.Pressure4 1 31.336 -2226.3
- Carb.Rel 1 31.338 -2226.2
- Carb.Temp 1 31.339 -2226.1
- Filler.Speed 1 31.345 -2225.8
- PSC 1 31.347 -2225.7
<none> 31.319 -2225.3
- Brand.CodeB 1 31.357 -2225.0
- PC.Volume 1 31.358 -2225.0
- Carb.Volume 1 31.371 -2224.3
- PSC.Fill 1 31.387 -2223.3
- Hyd.Pressure2 1 31.395 -2222.9
- Alch.Rel 1 31.403 -2222.4
- Fill.Ounces 1 31.407 -2222.1
- Carb.Flow 1 31.410 -2221.9
- Filler.Level 1 31.421 -2221.3
- Pressure.Vacuum 1 31.427 -2221.0
- Pressure.Setpoint 1 31.512 -2215.9
- Balling 1 31.526 -2215.1
- Oxygen.Filler 1 31.534 -2214.7
- Brand.CodeC 1 31.553 -2213.6
- Density 1 31.570 -2212.5
- Brand.CodeD 1 31.583 -2211.8
- Hyd.Pressure3 1 31.673 -2206.5
- Balling.Lvl 1 31.699 -2205.0
- Bowl.Setpoint 1 31.809 -2198.6
- Temperature 1 31.910 -2192.8
- Usage.cont 1 31.959 -2189.9
- Carb.Pressure1 1 32.798 -2142.0
- Mnf.Flow 1 34.311 -2058.6
Step: AIC=-2227.2
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC + PSC.Fill + PSC.CO2 +
Mnf.Flow + Carb.Pressure1 + Hyd.Pressure1 + Hyd.Pressure2 +
Hyd.Pressure3 + Hyd.Pressure4 + Filler.Level + Filler.Speed +
Temperature + Usage.cont + Carb.Flow + Density + Balling +
Pressure.Vacuum + Oxygen.Filler + Bowl.Setpoint + Pressure.Setpoint +
Air.Pressurer + Alch.Rel + Carb.Rel + Balling.Lvl
Df Deviance AIC
- Air.Pressurer 1 31.325 -2229.0
- Hyd.Pressure1 1 31.328 -2228.8
- Hyd.Pressure4 1 31.338 -2228.2
- PSC.CO2 1 31.338 -2228.2
- Carb.Rel 1 31.340 -2228.1
- Carb.Temp 1 31.341 -2228.0
- Filler.Speed 1 31.346 -2227.7
- PSC 1 31.349 -2227.6
<none> 31.321 -2227.2
- Brand.CodeB 1 31.359 -2226.9
- PC.Volume 1 31.362 -2226.8
- Carb.Volume 1 31.372 -2226.2
- PSC.Fill 1 31.389 -2225.2
- Hyd.Pressure2 1 31.399 -2224.6
- Alch.Rel 1 31.406 -2224.2
- Fill.Ounces 1 31.409 -2224.0
- Carb.Flow 1 31.415 -2223.6
- Filler.Level 1 31.429 -2222.8
- Pressure.Vacuum 1 31.430 -2222.8
- Balling 1 31.533 -2216.7
- Oxygen.Filler 1 31.536 -2216.6
- Brand.CodeC 1 31.555 -2215.4
- Pressure.Setpoint 1 31.564 -2214.9
- Density 1 31.572 -2214.4
- Brand.CodeD 1 31.583 -2213.8
- Hyd.Pressure3 1 31.693 -2207.4
- Balling.Lvl 1 31.707 -2206.5
- Bowl.Setpoint 1 31.829 -2199.4
- Temperature 1 31.922 -2194.0
- Usage.cont 1 31.959 -2191.9
- Carb.Pressure1 1 32.799 -2144.0
- Mnf.Flow 1 34.311 -2060.6
Step: AIC=-2228.97
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC + PSC.Fill + PSC.CO2 +
Mnf.Flow + Carb.Pressure1 + Hyd.Pressure1 + Hyd.Pressure2 +
Hyd.Pressure3 + Hyd.Pressure4 + Filler.Level + Filler.Speed +
Temperature + Usage.cont + Carb.Flow + Density + Balling +
Pressure.Vacuum + Oxygen.Filler + Bowl.Setpoint + Pressure.Setpoint +
Alch.Rel + Carb.Rel + Balling.Lvl
Df Deviance AIC
- Hyd.Pressure1 1 31.333 -2230.5
- PSC.CO2 1 31.341 -2230.0
- Hyd.Pressure4 1 31.342 -2230.0
- Carb.Temp 1 31.345 -2229.8
- Carb.Rel 1 31.345 -2229.8
- Filler.Speed 1 31.350 -2229.5
- PSC 1 31.353 -2229.3
<none> 31.325 -2229.0
- Brand.CodeB 1 31.363 -2228.7
- PC.Volume 1 31.367 -2228.5
- Carb.Volume 1 31.380 -2227.7
- PSC.Fill 1 31.392 -2227.0
- Hyd.Pressure2 1 31.399 -2226.6
- Alch.Rel 1 31.411 -2225.9
- Fill.Ounces 1 31.414 -2225.7
- Carb.Flow 1 31.418 -2225.5
- Filler.Level 1 31.435 -2224.4
- Pressure.Vacuum 1 31.442 -2224.0
- Balling 1 31.536 -2218.6
- Oxygen.Filler 1 31.548 -2217.8
- Brand.CodeC 1 31.559 -2217.2
- Pressure.Setpoint 1 31.573 -2216.4
- Density 1 31.578 -2216.1
- Brand.CodeD 1 31.586 -2215.6
- Hyd.Pressure3 1 31.695 -2209.2
- Balling.Lvl 1 31.711 -2208.3
- Bowl.Setpoint 1 31.844 -2200.6
- Temperature 1 31.927 -2195.7
- Usage.cont 1 31.959 -2193.9
- Carb.Pressure1 1 32.799 -2146.0
- Mnf.Flow 1 34.311 -2062.6
Step: AIC=-2230.49
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC + PSC.Fill + PSC.CO2 +
Mnf.Flow + Carb.Pressure1 + Hyd.Pressure2 + Hyd.Pressure3 +
Hyd.Pressure4 + Filler.Level + Filler.Speed + Temperature +
Usage.cont + Carb.Flow + Density + Balling + Pressure.Vacuum +
Oxygen.Filler + Bowl.Setpoint + Pressure.Setpoint + Alch.Rel +
Carb.Rel + Balling.Lvl
Df Deviance AIC
- Hyd.Pressure4 1 31.350 -2231.5
- PSC.CO2 1 31.350 -2231.5
- Carb.Temp 1 31.352 -2231.4
- Carb.Rel 1 31.354 -2231.2
- Filler.Speed 1 31.355 -2231.2
- PSC 1 31.363 -2230.7
<none> 31.333 -2230.5
- PC.Volume 1 31.368 -2230.4
- Brand.CodeB 1 31.370 -2230.3
- Carb.Volume 1 31.391 -2229.1
- PSC.Fill 1 31.399 -2228.6
- Hyd.Pressure2 1 31.401 -2228.5
- Fill.Ounces 1 31.421 -2227.3
- Alch.Rel 1 31.422 -2227.2
- Carb.Flow 1 31.430 -2226.8
- Filler.Level 1 31.442 -2226.1
- Pressure.Vacuum 1 31.443 -2226.0
- Balling 1 31.545 -2220.0
- Oxygen.Filler 1 31.560 -2219.2
- Brand.CodeC 1 31.570 -2218.5
- Pressure.Setpoint 1 31.577 -2218.1
- Density 1 31.589 -2217.5
- Brand.CodeD 1 31.591 -2217.3
- Hyd.Pressure3 1 31.709 -2210.4
- Balling.Lvl 1 31.718 -2209.9
- Bowl.Setpoint 1 31.865 -2201.3
- Temperature 1 31.937 -2197.2
- Usage.cont 1 31.971 -2195.2
- Carb.Pressure1 1 32.801 -2147.8
- Mnf.Flow 1 34.317 -2064.3
Step: AIC=-2231.49
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC + PSC.Fill + PSC.CO2 +
Mnf.Flow + Carb.Pressure1 + Hyd.Pressure2 + Hyd.Pressure3 +
Filler.Level + Filler.Speed + Temperature + Usage.cont +
Carb.Flow + Density + Balling + Pressure.Vacuum + Oxygen.Filler +
Bowl.Setpoint + Pressure.Setpoint + Alch.Rel + Carb.Rel +
Balling.Lvl
Df Deviance AIC
- Filler.Speed 1 31.361 -2232.8
- PSC.CO2 1 31.367 -2232.5
- Carb.Temp 1 31.369 -2232.4
- Carb.Rel 1 31.371 -2232.2
- PSC 1 31.379 -2231.8
- Brand.CodeB 1 31.382 -2231.6
<none> 31.350 -2231.5
- PC.Volume 1 31.384 -2231.5
- Carb.Volume 1 31.406 -2230.2
- PSC.Fill 1 31.417 -2229.6
- Hyd.Pressure2 1 31.420 -2229.4
- Alch.Rel 1 31.440 -2228.2
- Fill.Ounces 1 31.443 -2228.0
- Carb.Flow 1 31.444 -2227.9
- Filler.Level 1 31.453 -2227.4
- Pressure.Vacuum 1 31.470 -2226.4
- Oxygen.Filler 1 31.573 -2220.4
- Balling 1 31.583 -2219.8
- Pressure.Setpoint 1 31.591 -2219.3
- Brand.CodeD 1 31.592 -2219.2
- Brand.CodeC 1 31.598 -2218.9
- Density 1 31.613 -2218.0
- Hyd.Pressure3 1 31.731 -2211.1
- Balling.Lvl 1 31.758 -2209.6
- Bowl.Setpoint 1 31.870 -2203.0
- Temperature 1 31.949 -2198.5
- Usage.cont 1 31.981 -2196.6
- Carb.Pressure1 1 32.824 -2148.5
- Mnf.Flow 1 34.333 -2065.4
Step: AIC=-2232.84
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC + PSC.Fill + PSC.CO2 +
Mnf.Flow + Carb.Pressure1 + Hyd.Pressure2 + Hyd.Pressure3 +
Filler.Level + Temperature + Usage.cont + Carb.Flow + Density +
Balling + Pressure.Vacuum + Oxygen.Filler + Bowl.Setpoint +
Pressure.Setpoint + Alch.Rel + Carb.Rel + Balling.Lvl
Df Deviance AIC
- PSC.CO2 1 31.378 -2233.8
- Carb.Temp 1 31.381 -2233.7
- Carb.Rel 1 31.382 -2233.6
- PSC 1 31.389 -2233.2
<none> 31.361 -2232.8
- PC.Volume 1 31.400 -2232.5
- Brand.CodeB 1 31.403 -2232.4
- Carb.Volume 1 31.415 -2231.7
- Hyd.Pressure2 1 31.426 -2231.0
- PSC.Fill 1 31.428 -2230.9
- Alch.Rel 1 31.443 -2230.0
- Fill.Ounces 1 31.451 -2229.6
- Pressure.Vacuum 1 31.470 -2228.4
- Filler.Level 1 31.470 -2228.4
- Carb.Flow 1 31.538 -2224.4
- Oxygen.Filler 1 31.585 -2221.7
- Balling 1 31.588 -2221.5
- Brand.CodeC 1 31.598 -2220.9
- Brand.CodeD 1 31.605 -2220.5
- Pressure.Setpoint 1 31.619 -2219.7
- Density 1 31.625 -2219.3
- Hyd.Pressure3 1 31.754 -2211.8
- Balling.Lvl 1 31.760 -2211.5
- Bowl.Setpoint 1 31.922 -2202.1
- Usage.cont 1 31.982 -2198.6
- Temperature 1 32.023 -2196.2
- Carb.Pressure1 1 32.831 -2150.1
- Mnf.Flow 1 34.354 -2066.3
Step: AIC=-2233.85
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC + PSC.Fill + Mnf.Flow +
Carb.Pressure1 + Hyd.Pressure2 + Hyd.Pressure3 + Filler.Level +
Temperature + Usage.cont + Carb.Flow + Density + Balling +
Pressure.Vacuum + Oxygen.Filler + Bowl.Setpoint + Pressure.Setpoint +
Alch.Rel + Carb.Rel + Balling.Lvl
Df Deviance AIC
- Carb.Temp 1 31.396 -2234.8
- Carb.Rel 1 31.399 -2234.6
- PSC 1 31.407 -2234.1
<none> 31.378 -2233.8
- PC.Volume 1 31.414 -2233.7
- Brand.CodeB 1 31.419 -2233.4
- Carb.Volume 1 31.431 -2232.7
- Hyd.Pressure2 1 31.439 -2232.2
- PSC.Fill 1 31.460 -2231.0
- Alch.Rel 1 31.465 -2230.7
- Fill.Ounces 1 31.466 -2230.6
- Filler.Level 1 31.485 -2229.5
- Pressure.Vacuum 1 31.486 -2229.5
- Carb.Flow 1 31.552 -2225.6
- Oxygen.Filler 1 31.603 -2222.6
- Balling 1 31.603 -2222.6
- Brand.CodeC 1 31.615 -2221.9
- Brand.CodeD 1 31.616 -2221.8
- Pressure.Setpoint 1 31.640 -2220.4
- Density 1 31.643 -2220.2
- Hyd.Pressure3 1 31.763 -2213.3
- Balling.Lvl 1 31.772 -2212.7
- Bowl.Setpoint 1 31.933 -2203.4
- Usage.cont 1 32.001 -2199.5
- Temperature 1 32.045 -2196.9
- Carb.Pressure1 1 32.845 -2151.3
- Mnf.Flow 1 34.370 -2067.4
Step: AIC=-2234.76
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + PSC + PSC.Fill + Mnf.Flow + Carb.Pressure1 +
Hyd.Pressure2 + Hyd.Pressure3 + Filler.Level + Temperature +
Usage.cont + Carb.Flow + Density + Balling + Pressure.Vacuum +
Oxygen.Filler + Bowl.Setpoint + Pressure.Setpoint + Alch.Rel +
Carb.Rel + Balling.Lvl
Df Deviance AIC
- Carb.Rel 1 31.421 -2235.3
- PSC 1 31.427 -2235.0
<none> 31.396 -2234.8
- PC.Volume 1 31.433 -2234.6
- Brand.CodeB 1 31.436 -2234.4
- Hyd.Pressure2 1 31.460 -2233.0
- Carb.Volume 1 31.470 -2232.4
- PSC.Fill 1 31.478 -2231.9
- Alch.Rel 1 31.480 -2231.8
- Fill.Ounces 1 31.480 -2231.8
- Filler.Level 1 31.503 -2230.5
- Pressure.Vacuum 1 31.506 -2230.3
- Carb.Flow 1 31.572 -2226.4
- Oxygen.Filler 1 31.621 -2223.5
- Balling 1 31.622 -2223.5
- Brand.CodeC 1 31.640 -2222.5
- Brand.CodeD 1 31.649 -2221.9
- Density 1 31.656 -2221.5
- Pressure.Setpoint 1 31.660 -2221.3
- Hyd.Pressure3 1 31.783 -2214.1
- Balling.Lvl 1 31.789 -2213.8
- Bowl.Setpoint 1 31.946 -2204.7
- Usage.cont 1 32.018 -2200.5
- Temperature 1 32.061 -2198.0
- Carb.Pressure1 1 32.859 -2152.6
- Mnf.Flow 1 34.382 -2068.8
Step: AIC=-2235.29
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + PSC + PSC.Fill + Mnf.Flow + Carb.Pressure1 +
Hyd.Pressure2 + Hyd.Pressure3 + Filler.Level + Temperature +
Usage.cont + Carb.Flow + Density + Balling + Pressure.Vacuum +
Oxygen.Filler + Bowl.Setpoint + Pressure.Setpoint + Alch.Rel +
Balling.Lvl
Df Deviance AIC
- PSC 1 31.453 -2235.4
<none> 31.421 -2235.3
- PC.Volume 1 31.456 -2235.2
- Brand.CodeB 1 31.468 -2234.6
- Carb.Volume 1 31.473 -2234.2
- Hyd.Pressure2 1 31.480 -2233.8
- PSC.Fill 1 31.503 -2232.5
- Fill.Ounces 1 31.517 -2231.6
- Alch.Rel 1 31.521 -2231.4
- Filler.Level 1 31.522 -2231.4
- Pressure.Vacuum 1 31.532 -2230.8
- Carb.Flow 1 31.593 -2227.2
- Oxygen.Filler 1 31.646 -2224.1
- Brand.CodeC 1 31.655 -2223.6
- Density 1 31.665 -2223.0
- Balling 1 31.675 -2222.4
- Brand.CodeD 1 31.677 -2222.3
- Pressure.Setpoint 1 31.683 -2221.9
- Hyd.Pressure3 1 31.809 -2214.6
- Balling.Lvl 1 31.895 -2209.6
- Bowl.Setpoint 1 31.969 -2205.3
- Usage.cont 1 32.053 -2200.4
- Temperature 1 32.066 -2199.7
- Carb.Pressure1 1 32.908 -2151.8
- Mnf.Flow 1 34.433 -2068.0
Step: AIC=-2235.4
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + PSC.Fill + Mnf.Flow + Carb.Pressure1 +
Hyd.Pressure2 + Hyd.Pressure3 + Filler.Level + Temperature +
Usage.cont + Carb.Flow + Density + Balling + Pressure.Vacuum +
Oxygen.Filler + Bowl.Setpoint + Pressure.Setpoint + Alch.Rel +
Balling.Lvl
Df Deviance AIC
<none> 31.453 -2235.4
- Brand.CodeB 1 31.496 -2234.9
- Carb.Volume 1 31.509 -2234.1
- Hyd.Pressure2 1 31.512 -2233.9
- PC.Volume 1 31.514 -2233.9
- Filler.Level 1 31.551 -2231.7
- Alch.Rel 1 31.552 -2231.6
- Fill.Ounces 1 31.553 -2231.6
- PSC.Fill 1 31.562 -2231.0
- Pressure.Vacuum 1 31.580 -2230.0
- Carb.Flow 1 31.628 -2227.1
- Oxygen.Filler 1 31.682 -2224.0
- Density 1 31.693 -2223.4
- Brand.CodeC 1 31.698 -2223.1
- Brand.CodeD 1 31.709 -2222.4
- Pressure.Setpoint 1 31.715 -2222.1
- Balling 1 31.715 -2222.1
- Hyd.Pressure3 1 31.851 -2214.2
- Balling.Lvl 1 31.930 -2209.6
- Bowl.Setpoint 1 32.000 -2205.6
- Temperature 1 32.086 -2200.6
- Usage.cont 1 32.106 -2199.4
- Carb.Pressure1 1 32.956 -2151.1
- Mnf.Flow 1 34.585 -2061.9
Start: AIC=-2257.62
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Pressure + Carb.Temp + PSC +
PSC.Fill + PSC.CO2 + Mnf.Flow + Carb.Pressure1 + Fill.Pressure +
Hyd.Pressure1 + Hyd.Pressure2 + Hyd.Pressure3 + Hyd.Pressure4 +
Filler.Level + Filler.Speed + Temperature + Usage.cont +
Carb.Flow + Density + MFR + Balling + Pressure.Vacuum + Oxygen.Filler +
Bowl.Setpoint + Pressure.Setpoint + Air.Pressurer + Alch.Rel +
Carb.Rel + Balling.Lvl
Df Deviance AIC
- Carb.Pressure 1 30.748 -2259.6
- Air.Pressurer 1 30.749 -2259.6
- Carb.Temp 1 30.755 -2259.2
- Hyd.Pressure4 1 30.756 -2259.1
- PSC.Fill 1 30.756 -2259.1
- Carb.Volume 1 30.764 -2258.6
- Filler.Speed 1 30.765 -2258.6
- MFR 1 30.774 -2258.0
- Hyd.Pressure1 1 30.778 -2257.8
- Fill.Pressure 1 30.779 -2257.7
<none> 30.748 -2257.6
- Carb.Rel 1 30.781 -2257.6
- PSC.CO2 1 30.784 -2257.4
- PSC 1 30.788 -2257.2
- Fill.Ounces 1 30.795 -2256.7
- Carb.Flow 1 30.798 -2256.6
- Filler.Level 1 30.811 -2255.8
- PC.Volume 1 30.819 -2255.3
- Brand.CodeB 1 30.824 -2255.0
- Hyd.Pressure2 1 30.825 -2254.9
- Alch.Rel 1 30.870 -2252.3
- Pressure.Vacuum 1 30.906 -2250.1
- Brand.CodeC 1 30.925 -2249.0
- Pressure.Setpoint 1 30.940 -2248.1
- Brand.CodeD 1 30.952 -2247.3
- Balling 1 30.962 -2246.8
- Density 1 31.038 -2242.2
- Oxygen.Filler 1 31.047 -2241.7
- Hyd.Pressure3 1 31.059 -2241.0
- Bowl.Setpoint 1 31.115 -2237.6
- Balling.Lvl 1 31.153 -2235.4
- Temperature 1 31.384 -2221.7
- Usage.cont 1 31.409 -2220.3
- Carb.Pressure1 1 32.399 -2162.8
- Mnf.Flow 1 34.000 -2073.6
Step: AIC=-2259.61
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC + PSC.Fill + PSC.CO2 +
Mnf.Flow + Carb.Pressure1 + Fill.Pressure + Hyd.Pressure1 +
Hyd.Pressure2 + Hyd.Pressure3 + Hyd.Pressure4 + Filler.Level +
Filler.Speed + Temperature + Usage.cont + Carb.Flow + Density +
MFR + Balling + Pressure.Vacuum + Oxygen.Filler + Bowl.Setpoint +
Pressure.Setpoint + Air.Pressurer + Alch.Rel + Carb.Rel +
Balling.Lvl
Df Deviance AIC
- Air.Pressurer 1 30.749 -2261.6
- Hyd.Pressure4 1 30.756 -2261.1
- PSC.Fill 1 30.756 -2261.1
- Filler.Speed 1 30.765 -2260.6
- MFR 1 30.774 -2260.0
- Hyd.Pressure1 1 30.779 -2259.8
- Carb.Volume 1 30.779 -2259.7
- Fill.Pressure 1 30.779 -2259.7
<none> 30.748 -2259.6
- Carb.Rel 1 30.781 -2259.6
- PSC.CO2 1 30.784 -2259.4
- PSC 1 30.788 -2259.2
- Fill.Ounces 1 30.796 -2258.7
- Carb.Temp 1 30.796 -2258.7
- Carb.Flow 1 30.798 -2258.6
- Filler.Level 1 30.811 -2257.8
- PC.Volume 1 30.819 -2257.3
- Brand.CodeB 1 30.824 -2257.0
- Hyd.Pressure2 1 30.825 -2256.9
- Alch.Rel 1 30.870 -2254.3
- Pressure.Vacuum 1 30.906 -2252.1
- Brand.CodeC 1 30.925 -2251.0
- Pressure.Setpoint 1 30.940 -2250.1
- Brand.CodeD 1 30.953 -2249.3
- Balling 1 30.962 -2248.8
- Density 1 31.038 -2244.2
- Oxygen.Filler 1 31.047 -2243.7
- Hyd.Pressure3 1 31.059 -2243.0
- Bowl.Setpoint 1 31.117 -2239.5
- Balling.Lvl 1 31.154 -2237.3
- Temperature 1 31.384 -2223.7
- Usage.cont 1 31.409 -2222.2
- Carb.Pressure1 1 32.408 -2164.3
- Mnf.Flow 1 34.000 -2075.6
Step: AIC=-2261.55
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC + PSC.Fill + PSC.CO2 +
Mnf.Flow + Carb.Pressure1 + Fill.Pressure + Hyd.Pressure1 +
Hyd.Pressure2 + Hyd.Pressure3 + Hyd.Pressure4 + Filler.Level +
Filler.Speed + Temperature + Usage.cont + Carb.Flow + Density +
MFR + Balling + Pressure.Vacuum + Oxygen.Filler + Bowl.Setpoint +
Pressure.Setpoint + Alch.Rel + Carb.Rel + Balling.Lvl
Df Deviance AIC
- Hyd.Pressure4 1 30.757 -2263.1
- PSC.Fill 1 30.757 -2263.1
- Filler.Speed 1 30.766 -2262.5
- MFR 1 30.775 -2262.0
- Hyd.Pressure1 1 30.781 -2261.6
- Fill.Pressure 1 30.781 -2261.6
- Carb.Volume 1 30.782 -2261.6
<none> 30.749 -2261.6
- Carb.Rel 1 30.783 -2261.5
- PSC.CO2 1 30.785 -2261.4
- PSC 1 30.790 -2261.1
- Carb.Temp 1 30.796 -2260.7
- Fill.Ounces 1 30.797 -2260.7
- Carb.Flow 1 30.798 -2260.6
- Filler.Level 1 30.813 -2259.7
- PC.Volume 1 30.820 -2259.2
- Brand.CodeB 1 30.825 -2258.9
- Hyd.Pressure2 1 30.825 -2258.9
- Alch.Rel 1 30.871 -2256.2
- Pressure.Vacuum 1 30.914 -2253.6
- Brand.CodeC 1 30.925 -2252.9
- Pressure.Setpoint 1 30.944 -2251.8
- Brand.CodeD 1 30.954 -2251.3
- Balling 1 30.962 -2250.8
- Density 1 31.040 -2246.1
- Oxygen.Filler 1 31.052 -2245.4
- Hyd.Pressure3 1 31.065 -2244.6
- Bowl.Setpoint 1 31.123 -2241.2
- Balling.Lvl 1 31.154 -2239.3
- Temperature 1 31.386 -2225.6
- Usage.cont 1 31.411 -2224.1
- Carb.Pressure1 1 32.410 -2166.2
- Mnf.Flow 1 34.001 -2077.6
Step: AIC=-2263.06
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC + PSC.Fill + PSC.CO2 +
Mnf.Flow + Carb.Pressure1 + Fill.Pressure + Hyd.Pressure1 +
Hyd.Pressure2 + Hyd.Pressure3 + Filler.Level + Filler.Speed +
Temperature + Usage.cont + Carb.Flow + Density + MFR + Balling +
Pressure.Vacuum + Oxygen.Filler + Bowl.Setpoint + Pressure.Setpoint +
Alch.Rel + Carb.Rel + Balling.Lvl
Df Deviance AIC
- PSC.Fill 1 30.765 -2264.6
- Filler.Speed 1 30.769 -2264.3
- MFR 1 30.780 -2263.7
- Fill.Pressure 1 30.788 -2263.2
- Carb.Volume 1 30.789 -2263.1
- Hyd.Pressure1 1 30.790 -2263.1
<none> 30.757 -2263.1
- Carb.Rel 1 30.791 -2263.0
- PSC.CO2 1 30.793 -2262.9
- PSC 1 30.798 -2262.6
- Carb.Flow 1 30.804 -2262.2
- Carb.Temp 1 30.805 -2262.2
- Fill.Ounces 1 30.807 -2262.0
- Filler.Level 1 30.818 -2261.4
- PC.Volume 1 30.828 -2260.8
- Brand.CodeB 1 30.828 -2260.8
- Hyd.Pressure2 1 30.835 -2260.4
- Alch.Rel 1 30.878 -2257.8
- Pressure.Vacuum 1 30.929 -2254.8
- Brand.CodeC 1 30.943 -2253.9
- Pressure.Setpoint 1 30.949 -2253.5
- Brand.CodeD 1 30.957 -2253.1
- Balling 1 30.984 -2251.4
- Density 1 31.052 -2247.4
- Oxygen.Filler 1 31.058 -2247.1
- Hyd.Pressure3 1 31.075 -2246.0
- Bowl.Setpoint 1 31.124 -2243.1
- Balling.Lvl 1 31.179 -2239.9
- Temperature 1 31.394 -2227.2
- Usage.cont 1 31.418 -2225.7
- Carb.Pressure1 1 32.423 -2167.5
- Mnf.Flow 1 34.008 -2079.2
Step: AIC=-2264.55
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC + PSC.CO2 + Mnf.Flow +
Carb.Pressure1 + Fill.Pressure + Hyd.Pressure1 + Hyd.Pressure2 +
Hyd.Pressure3 + Filler.Level + Filler.Speed + Temperature +
Usage.cont + Carb.Flow + Density + MFR + Balling + Pressure.Vacuum +
Oxygen.Filler + Bowl.Setpoint + Pressure.Setpoint + Alch.Rel +
Carb.Rel + Balling.Lvl
Df Deviance AIC
- Filler.Speed 1 30.778 -2265.8
- MFR 1 30.789 -2265.1
- Carb.Volume 1 30.797 -2264.7
- Fill.Pressure 1 30.797 -2264.6
- Hyd.Pressure1 1 30.798 -2264.6
<none> 30.765 -2264.6
- Carb.Rel 1 30.799 -2264.5
- PSC.CO2 1 30.809 -2263.9
- Carb.Flow 1 30.811 -2263.8
- Carb.Temp 1 30.813 -2263.7
- PSC 1 30.816 -2263.5
- Fill.Ounces 1 30.818 -2263.4
- Filler.Level 1 30.826 -2262.9
- PC.Volume 1 30.834 -2262.4
- Brand.CodeB 1 30.837 -2262.3
- Hyd.Pressure2 1 30.842 -2262.0
- Alch.Rel 1 30.886 -2259.3
- Pressure.Vacuum 1 30.935 -2256.3
- Brand.CodeC 1 30.953 -2255.3
- Pressure.Setpoint 1 30.958 -2255.0
- Brand.CodeD 1 30.966 -2254.5
- Balling 1 30.993 -2252.9
- Density 1 31.060 -2248.9
- Oxygen.Filler 1 31.064 -2248.7
- Hyd.Pressure3 1 31.083 -2247.5
- Bowl.Setpoint 1 31.129 -2244.8
- Balling.Lvl 1 31.187 -2241.3
- Temperature 1 31.407 -2228.4
- Usage.cont 1 31.425 -2227.3
- Carb.Pressure1 1 32.434 -2168.9
- Mnf.Flow 1 34.019 -2080.6
Step: AIC=-2265.79
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC + PSC.CO2 + Mnf.Flow +
Carb.Pressure1 + Fill.Pressure + Hyd.Pressure1 + Hyd.Pressure2 +
Hyd.Pressure3 + Filler.Level + Temperature + Usage.cont +
Carb.Flow + Density + MFR + Balling + Pressure.Vacuum + Oxygen.Filler +
Bowl.Setpoint + Pressure.Setpoint + Alch.Rel + Carb.Rel +
Balling.Lvl
Df Deviance AIC
- Hyd.Pressure1 1 30.807 -2266.0
- Carb.Volume 1 30.808 -2266.0
- Fill.Pressure 1 30.811 -2265.8
- Carb.Rel 1 30.811 -2265.8
<none> 30.778 -2265.8
- PSC.CO2 1 30.822 -2265.1
- Carb.Temp 1 30.826 -2264.9
- PSC 1 30.827 -2264.8
- Fill.Ounces 1 30.829 -2264.7
- MFR 1 30.841 -2264.0
- Filler.Level 1 30.844 -2263.8
- Hyd.Pressure2 1 30.849 -2263.5
- PC.Volume 1 30.849 -2263.5
- Brand.CodeB 1 30.864 -2262.6
- Carb.Flow 1 30.869 -2262.3
- Alch.Rel 1 30.892 -2261.0
- Pressure.Vacuum 1 30.935 -2258.3
- Brand.CodeC 1 30.953 -2257.3
- Pressure.Setpoint 1 30.981 -2255.6
- Brand.CodeD 1 30.983 -2255.5
- Balling 1 30.993 -2254.9
- Density 1 31.075 -2250.0
- Oxygen.Filler 1 31.083 -2249.6
- Hyd.Pressure3 1 31.106 -2248.2
- Bowl.Setpoint 1 31.171 -2244.3
- Balling.Lvl 1 31.188 -2243.3
- Usage.cont 1 31.425 -2229.3
- Temperature 1 31.458 -2227.3
- Carb.Pressure1 1 32.441 -2170.4
- Mnf.Flow 1 34.027 -2082.2
Step: AIC=-2266.03
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC + PSC.CO2 + Mnf.Flow +
Carb.Pressure1 + Fill.Pressure + Hyd.Pressure2 + Hyd.Pressure3 +
Filler.Level + Temperature + Usage.cont + Carb.Flow + Density +
MFR + Balling + Pressure.Vacuum + Oxygen.Filler + Bowl.Setpoint +
Pressure.Setpoint + Alch.Rel + Carb.Rel + Balling.Lvl
Df Deviance AIC
- Fill.Pressure 1 30.834 -2266.4
<none> 30.807 -2266.0
- Carb.Volume 1 30.841 -2266.0
- Carb.Rel 1 30.843 -2265.9
- PSC.CO2 1 30.851 -2265.4
- Carb.Temp 1 30.851 -2265.4
- Hyd.Pressure2 1 30.852 -2265.3
- Fill.Ounces 1 30.856 -2265.1
- MFR 1 30.859 -2264.9
- PSC 1 30.859 -2264.9
- PC.Volume 1 30.862 -2264.8
- Filler.Level 1 30.871 -2264.2
- Brand.CodeB 1 30.887 -2263.2
- Carb.Flow 1 30.901 -2262.4
- Alch.Rel 1 30.929 -2260.7
- Pressure.Vacuum 1 30.947 -2259.7
- Brand.CodeC 1 30.989 -2257.2
- Pressure.Setpoint 1 30.996 -2256.7
- Brand.CodeD 1 31.006 -2256.2
- Balling 1 31.030 -2254.7
- Density 1 31.109 -2250.0
- Oxygen.Filler 1 31.121 -2249.3
- Hyd.Pressure3 1 31.146 -2247.8
- Balling.Lvl 1 31.220 -2243.4
- Bowl.Setpoint 1 31.220 -2243.4
- Usage.cont 1 31.465 -2228.9
- Temperature 1 31.489 -2227.5
- Carb.Pressure1 1 32.441 -2172.4
- Mnf.Flow 1 34.050 -2082.9
Step: AIC=-2266.43
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC + PSC.CO2 + Mnf.Flow +
Carb.Pressure1 + Hyd.Pressure2 + Hyd.Pressure3 + Filler.Level +
Temperature + Usage.cont + Carb.Flow + Density + MFR + Balling +
Pressure.Vacuum + Oxygen.Filler + Bowl.Setpoint + Pressure.Setpoint +
Alch.Rel + Carb.Rel + Balling.Lvl
Df Deviance AIC
- Carb.Volume 1 30.866 -2266.5
- Carb.Rel 1 30.867 -2266.5
<none> 30.834 -2266.4
- PSC.CO2 1 30.877 -2265.9
- Carb.Temp 1 30.880 -2265.7
- Fill.Ounces 1 30.880 -2265.7
- MFR 1 30.881 -2265.6
- PSC 1 30.885 -2265.4
- Hyd.Pressure2 1 30.887 -2265.2
- PC.Volume 1 30.896 -2264.7
- Filler.Level 1 30.913 -2263.7
- Brand.CodeB 1 30.913 -2263.7
- Carb.Flow 1 30.938 -2262.2
- Alch.Rel 1 30.962 -2260.7
- Pressure.Vacuum 1 30.978 -2259.8
- Pressure.Setpoint 1 31.004 -2258.3
- Brand.CodeC 1 31.016 -2257.6
- Brand.CodeD 1 31.022 -2257.2
- Balling 1 31.068 -2254.4
- Density 1 31.132 -2250.6
- Oxygen.Filler 1 31.143 -2249.9
- Hyd.Pressure3 1 31.210 -2246.0
- Balling.Lvl 1 31.258 -2243.2
- Bowl.Setpoint 1 31.288 -2241.4
- Usage.cont 1 31.479 -2230.1
- Temperature 1 31.559 -2225.4
- Carb.Pressure1 1 32.447 -2174.1
- Mnf.Flow 1 34.063 -2084.2
Step: AIC=-2266.5
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Fill.Ounces +
PC.Volume + Carb.Temp + PSC + PSC.CO2 + Mnf.Flow + Carb.Pressure1 +
Hyd.Pressure2 + Hyd.Pressure3 + Filler.Level + Temperature +
Usage.cont + Carb.Flow + Density + MFR + Balling + Pressure.Vacuum +
Oxygen.Filler + Bowl.Setpoint + Pressure.Setpoint + Alch.Rel +
Carb.Rel + Balling.Lvl
Df Deviance AIC
- Carb.Rel 1 30.881 -2267.6
<none> 30.866 -2266.5
- PSC.CO2 1 30.907 -2266.0
- MFR 1 30.915 -2265.6
- Hyd.Pressure2 1 30.919 -2265.3
- PSC 1 30.921 -2265.2
- PC.Volume 1 30.925 -2264.9
- Fill.Ounces 1 30.929 -2264.7
- Carb.Temp 1 30.935 -2264.4
- Filler.Level 1 30.935 -2264.4
- Brand.CodeB 1 30.968 -2262.4
- Carb.Flow 1 30.979 -2261.8
- Alch.Rel 1 31.007 -2260.1
- Pressure.Vacuum 1 31.008 -2260.0
- Brand.CodeC 1 31.025 -2259.0
- Brand.CodeD 1 31.027 -2258.9
- Pressure.Setpoint 1 31.045 -2257.8
- Balling 1 31.111 -2253.9
- Oxygen.Filler 1 31.168 -2250.5
- Density 1 31.170 -2250.4
- Hyd.Pressure3 1 31.252 -2245.5
- Bowl.Setpoint 1 31.305 -2242.4
- Balling.Lvl 1 31.314 -2241.8
- Usage.cont 1 31.523 -2229.6
- Temperature 1 31.579 -2226.2
- Carb.Pressure1 1 32.488 -2173.7
- Mnf.Flow 1 34.125 -2082.8
Step: AIC=-2267.6
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Fill.Ounces +
PC.Volume + Carb.Temp + PSC + PSC.CO2 + Mnf.Flow + Carb.Pressure1 +
Hyd.Pressure2 + Hyd.Pressure3 + Filler.Level + Temperature +
Usage.cont + Carb.Flow + Density + MFR + Balling + Pressure.Vacuum +
Oxygen.Filler + Bowl.Setpoint + Pressure.Setpoint + Alch.Rel +
Balling.Lvl
Df Deviance AIC
<none> 30.881 -2267.6
- PSC.CO2 1 30.923 -2267.1
- MFR 1 30.930 -2266.7
- Hyd.Pressure2 1 30.930 -2266.7
- PSC 1 30.937 -2266.3
- PC.Volume 1 30.940 -2266.1
- Filler.Level 1 30.948 -2265.6
- Fill.Ounces 1 30.948 -2265.6
- Carb.Temp 1 30.949 -2265.5
- Brand.CodeB 1 30.988 -2263.2
- Carb.Flow 1 30.989 -2263.2
- Pressure.Vacuum 1 31.023 -2261.1
- Alch.Rel 1 31.037 -2260.3
- Brand.CodeC 1 31.038 -2260.2
- Pressure.Setpoint 1 31.057 -2259.1
- Brand.CodeD 1 31.059 -2258.9
- Balling 1 31.146 -2253.8
- Density 1 31.173 -2252.2
- Oxygen.Filler 1 31.185 -2251.5
- Hyd.Pressure3 1 31.264 -2246.8
- Bowl.Setpoint 1 31.323 -2243.3
- Balling.Lvl 1 31.399 -2238.8
- Usage.cont 1 31.544 -2230.3
- Temperature 1 31.581 -2228.1
- Carb.Pressure1 1 32.527 -2173.6
- Mnf.Flow 1 34.159 -2083.0
Start: AIC=-2208.54
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Pressure + Carb.Temp + PSC +
PSC.Fill + PSC.CO2 + Mnf.Flow + Carb.Pressure1 + Fill.Pressure +
Hyd.Pressure1 + Hyd.Pressure2 + Hyd.Pressure3 + Hyd.Pressure4 +
Filler.Level + Filler.Speed + Temperature + Usage.cont +
Carb.Flow + Density + MFR + Balling + Pressure.Vacuum + Oxygen.Filler +
Bowl.Setpoint + Pressure.Setpoint + Air.Pressurer + Alch.Rel +
Carb.Rel + Balling.Lvl
Df Deviance AIC
- Carb.Pressure 1 31.574 -2210.5
- MFR 1 31.576 -2210.4
- Fill.Pressure 1 31.577 -2210.4
- Hyd.Pressure4 1 31.577 -2210.4
- Air.Pressurer 1 31.578 -2210.3
- Filler.Speed 1 31.579 -2210.3
- Carb.Temp 1 31.583 -2210.0
- Carb.Volume 1 31.589 -2209.7
- PSC.Fill 1 31.590 -2209.6
- Hyd.Pressure1 1 31.595 -2209.3
- PSC 1 31.608 -2208.6
<none> 31.574 -2208.5
- PSC.CO2 1 31.616 -2208.1
- Alch.Rel 1 31.634 -2207.0
- Carb.Rel 1 31.635 -2206.9
- PC.Volume 1 31.636 -2206.9
- Filler.Level 1 31.650 -2206.1
- Carb.Flow 1 31.654 -2205.9
- Hyd.Pressure2 1 31.678 -2204.5
- Fill.Ounces 1 31.680 -2204.3
- Brand.CodeC 1 31.689 -2203.8
- Brand.CodeB 1 31.717 -2202.2
- Pressure.Setpoint 1 31.733 -2201.3
- Brand.CodeD 1 31.761 -2199.7
- Pressure.Vacuum 1 31.769 -2199.2
- Density 1 31.820 -2196.2
- Oxygen.Filler 1 31.825 -2195.9
- Balling 1 31.901 -2191.5
- Hyd.Pressure3 1 31.945 -2189.0
- Bowl.Setpoint 1 32.012 -2185.1
- Balling.Lvl 1 32.161 -2176.5
- Temperature 1 32.206 -2173.9
- Usage.cont 1 32.222 -2173.0
- Carb.Pressure1 1 32.853 -2137.1
- Mnf.Flow 1 34.441 -2049.8
Step: AIC=-2210.52
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC + PSC.Fill + PSC.CO2 +
Mnf.Flow + Carb.Pressure1 + Fill.Pressure + Hyd.Pressure1 +
Hyd.Pressure2 + Hyd.Pressure3 + Hyd.Pressure4 + Filler.Level +
Filler.Speed + Temperature + Usage.cont + Carb.Flow + Density +
MFR + Balling + Pressure.Vacuum + Oxygen.Filler + Bowl.Setpoint +
Pressure.Setpoint + Air.Pressurer + Alch.Rel + Carb.Rel +
Balling.Lvl
Df Deviance AIC
- MFR 1 31.576 -2212.4
- Fill.Pressure 1 31.577 -2212.4
- Hyd.Pressure4 1 31.577 -2212.4
- Air.Pressurer 1 31.579 -2212.3
- Filler.Speed 1 31.579 -2212.3
- PSC.Fill 1 31.591 -2211.6
- Hyd.Pressure1 1 31.596 -2211.3
- Carb.Volume 1 31.604 -2210.8
- PSC 1 31.608 -2210.5
<none> 31.574 -2210.5
- PSC.CO2 1 31.616 -2210.1
- Alch.Rel 1 31.634 -2209.0
- Carb.Temp 1 31.635 -2209.0
- Carb.Rel 1 31.635 -2208.9
- PC.Volume 1 31.636 -2208.9
- Filler.Level 1 31.651 -2208.1
- Carb.Flow 1 31.654 -2207.9
- Hyd.Pressure2 1 31.678 -2206.5
- Fill.Ounces 1 31.681 -2206.3
- Brand.CodeC 1 31.689 -2205.8
- Brand.CodeB 1 31.718 -2204.2
- Pressure.Setpoint 1 31.734 -2203.2
- Brand.CodeD 1 31.761 -2201.6
- Pressure.Vacuum 1 31.770 -2201.1
- Density 1 31.820 -2198.2
- Oxygen.Filler 1 31.826 -2197.9
- Balling 1 31.901 -2193.5
- Hyd.Pressure3 1 31.945 -2191.0
- Bowl.Setpoint 1 32.014 -2186.9
- Balling.Lvl 1 32.162 -2178.4
- Temperature 1 32.207 -2175.8
- Usage.cont 1 32.223 -2174.9
- Carb.Pressure1 1 32.860 -2138.7
- Mnf.Flow 1 34.441 -2051.8
Step: AIC=-2212.42
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC + PSC.Fill + PSC.CO2 +
Mnf.Flow + Carb.Pressure1 + Fill.Pressure + Hyd.Pressure1 +
Hyd.Pressure2 + Hyd.Pressure3 + Hyd.Pressure4 + Filler.Level +
Filler.Speed + Temperature + Usage.cont + Carb.Flow + Density +
Balling + Pressure.Vacuum + Oxygen.Filler + Bowl.Setpoint +
Pressure.Setpoint + Air.Pressurer + Alch.Rel + Carb.Rel +
Balling.Lvl
Df Deviance AIC
- Fill.Pressure 1 31.578 -2214.3
- Hyd.Pressure4 1 31.580 -2214.2
- Air.Pressurer 1 31.580 -2214.2
- Filler.Speed 1 31.585 -2213.9
- PSC.Fill 1 31.592 -2213.5
- Hyd.Pressure1 1 31.596 -2213.2
- Carb.Volume 1 31.606 -2212.7
- PSC 1 31.610 -2212.4
<none> 31.576 -2212.4
- PSC.CO2 1 31.617 -2212.0
- Alch.Rel 1 31.635 -2211.0
- Carb.Temp 1 31.637 -2210.9
- Carb.Rel 1 31.637 -2210.8
- PC.Volume 1 31.638 -2210.8
- Filler.Level 1 31.652 -2210.0
- Carb.Flow 1 31.654 -2209.9
- Hyd.Pressure2 1 31.678 -2208.4
- Fill.Ounces 1 31.683 -2208.2
- Brand.CodeC 1 31.693 -2207.6
- Brand.CodeB 1 31.718 -2206.2
- Pressure.Setpoint 1 31.734 -2205.2
- Brand.CodeD 1 31.761 -2203.6
- Pressure.Vacuum 1 31.770 -2203.1
- Density 1 31.821 -2200.1
- Oxygen.Filler 1 31.826 -2199.9
- Balling 1 31.901 -2195.5
- Hyd.Pressure3 1 31.947 -2192.8
- Bowl.Setpoint 1 32.016 -2188.8
- Balling.Lvl 1 32.163 -2180.4
- Temperature 1 32.213 -2177.5
- Usage.cont 1 32.234 -2176.3
- Carb.Pressure1 1 32.863 -2140.5
- Mnf.Flow 1 34.443 -2053.7
Step: AIC=-2214.29
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC + PSC.Fill + PSC.CO2 +
Mnf.Flow + Carb.Pressure1 + Hyd.Pressure1 + Hyd.Pressure2 +
Hyd.Pressure3 + Hyd.Pressure4 + Filler.Level + Filler.Speed +
Temperature + Usage.cont + Carb.Flow + Density + Balling +
Pressure.Vacuum + Oxygen.Filler + Bowl.Setpoint + Pressure.Setpoint +
Air.Pressurer + Alch.Rel + Carb.Rel + Balling.Lvl
Df Deviance AIC
- Hyd.Pressure4 1 31.582 -2216.1
- Air.Pressurer 1 31.582 -2216.1
- Filler.Speed 1 31.587 -2215.8
- PSC.Fill 1 31.595 -2215.3
- Hyd.Pressure1 1 31.598 -2215.2
- Carb.Volume 1 31.608 -2214.6
- PSC 1 31.612 -2214.3
<none> 31.578 -2214.3
- PSC.CO2 1 31.619 -2213.9
- Alch.Rel 1 31.639 -2212.8
- Carb.Rel 1 31.639 -2212.8
- Carb.Temp 1 31.639 -2212.7
- PC.Volume 1 31.642 -2212.6
- Carb.Flow 1 31.658 -2211.6
- Filler.Level 1 31.660 -2211.5
- Hyd.Pressure2 1 31.684 -2210.1
- Fill.Ounces 1 31.684 -2210.1
- Brand.CodeC 1 31.695 -2209.5
- Brand.CodeB 1 31.719 -2208.1
- Brand.CodeD 1 31.761 -2205.6
- Pressure.Vacuum 1 31.774 -2204.9
- Pressure.Setpoint 1 31.778 -2204.6
- Density 1 31.822 -2202.1
- Oxygen.Filler 1 31.827 -2201.8
- Balling 1 31.911 -2196.9
- Hyd.Pressure3 1 31.968 -2193.6
- Bowl.Setpoint 1 32.035 -2189.8
- Balling.Lvl 1 32.172 -2181.8
- Temperature 1 32.229 -2178.6
- Usage.cont 1 32.234 -2178.3
- Carb.Pressure1 1 32.864 -2142.5
- Mnf.Flow 1 34.443 -2055.7
Step: AIC=-2216.07
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC + PSC.Fill + PSC.CO2 +
Mnf.Flow + Carb.Pressure1 + Hyd.Pressure1 + Hyd.Pressure2 +
Hyd.Pressure3 + Filler.Level + Filler.Speed + Temperature +
Usage.cont + Carb.Flow + Density + Balling + Pressure.Vacuum +
Oxygen.Filler + Bowl.Setpoint + Pressure.Setpoint + Air.Pressurer +
Alch.Rel + Carb.Rel + Balling.Lvl
Df Deviance AIC
- Air.Pressurer 1 31.586 -2217.8
- PSC.Fill 1 31.598 -2217.1
- Filler.Speed 1 31.599 -2217.1
- Hyd.Pressure1 1 31.601 -2217.0
- Carb.Volume 1 31.612 -2216.3
- PSC 1 31.616 -2216.1
<none> 31.582 -2216.1
- PSC.CO2 1 31.623 -2215.7
- Carb.Rel 1 31.642 -2214.6
- Carb.Temp 1 31.643 -2214.5
- Alch.Rel 1 31.643 -2214.5
- PC.Volume 1 31.647 -2214.3
- Carb.Flow 1 31.664 -2213.3
- Filler.Level 1 31.667 -2213.1
- Hyd.Pressure2 1 31.686 -2212.0
- Fill.Ounces 1 31.686 -2212.0
- Brand.CodeC 1 31.696 -2211.4
- Brand.CodeB 1 31.729 -2209.5
- Pressure.Vacuum 1 31.774 -2206.9
- Pressure.Setpoint 1 31.783 -2206.3
- Brand.CodeD 1 31.800 -2205.4
- Density 1 31.824 -2204.0
- Oxygen.Filler 1 31.833 -2203.5
- Balling 1 31.912 -2198.9
- Hyd.Pressure3 1 31.970 -2195.5
- Bowl.Setpoint 1 32.050 -2190.9
- Balling.Lvl 1 32.175 -2183.6
- Temperature 1 32.232 -2180.4
- Usage.cont 1 32.243 -2179.8
- Carb.Pressure1 1 32.867 -2144.3
- Mnf.Flow 1 34.452 -2057.2
Step: AIC=-2217.84
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC + PSC.Fill + PSC.CO2 +
Mnf.Flow + Carb.Pressure1 + Hyd.Pressure1 + Hyd.Pressure2 +
Hyd.Pressure3 + Filler.Level + Filler.Speed + Temperature +
Usage.cont + Carb.Flow + Density + Balling + Pressure.Vacuum +
Oxygen.Filler + Bowl.Setpoint + Pressure.Setpoint + Alch.Rel +
Carb.Rel + Balling.Lvl
Df Deviance AIC
- PSC.Fill 1 31.603 -2218.9
- Filler.Speed 1 31.603 -2218.9
- Hyd.Pressure1 1 31.604 -2218.8
- Carb.Volume 1 31.614 -2218.2
- PSC 1 31.619 -2217.9
<none> 31.586 -2217.8
- PSC.CO2 1 31.627 -2217.4
- Carb.Rel 1 31.644 -2216.5
- Alch.Rel 1 31.647 -2216.3
- Carb.Temp 1 31.649 -2216.2
- PC.Volume 1 31.650 -2216.1
- Carb.Flow 1 31.669 -2215.0
- Filler.Level 1 31.670 -2214.9
- Fill.Ounces 1 31.688 -2213.9
- Hyd.Pressure2 1 31.698 -2213.3
- Brand.CodeC 1 31.700 -2213.2
- Brand.CodeB 1 31.733 -2211.3
- Pressure.Vacuum 1 31.774 -2208.9
- Pressure.Setpoint 1 31.784 -2208.3
- Brand.CodeD 1 31.804 -2207.1
- Density 1 31.826 -2205.8
- Oxygen.Filler 1 31.833 -2205.4
- Balling 1 31.917 -2200.5
- Hyd.Pressure3 1 32.004 -2195.5
- Bowl.Setpoint 1 32.050 -2192.8
- Balling.Lvl 1 32.180 -2185.3
- Temperature 1 32.235 -2182.2
- Usage.cont 1 32.264 -2180.6
- Carb.Pressure1 1 32.885 -2145.3
- Mnf.Flow 1 34.467 -2058.4
Step: AIC=-2218.88
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC + PSC.CO2 + Mnf.Flow +
Carb.Pressure1 + Hyd.Pressure1 + Hyd.Pressure2 + Hyd.Pressure3 +
Filler.Level + Filler.Speed + Temperature + Usage.cont +
Carb.Flow + Density + Balling + Pressure.Vacuum + Oxygen.Filler +
Bowl.Setpoint + Pressure.Setpoint + Alch.Rel + Carb.Rel +
Balling.Lvl
Df Deviance AIC
- Filler.Speed 1 31.619 -2219.9
- Hyd.Pressure1 1 31.619 -2219.9
- Carb.Volume 1 31.629 -2219.3
<none> 31.603 -2218.9
- PSC 1 31.647 -2218.3
- PSC.CO2 1 31.654 -2217.8
- Carb.Rel 1 31.660 -2217.5
- PC.Volume 1 31.662 -2217.4
- Alch.Rel 1 31.663 -2217.3
- Carb.Temp 1 31.665 -2217.2
- Carb.Flow 1 31.682 -2216.2
- Filler.Level 1 31.687 -2215.9
- Fill.Ounces 1 31.709 -2214.6
- Hyd.Pressure2 1 31.712 -2214.5
- Brand.CodeC 1 31.717 -2214.2
- Brand.CodeB 1 31.750 -2212.3
- Pressure.Vacuum 1 31.787 -2210.1
- Pressure.Setpoint 1 31.802 -2209.2
- Brand.CodeD 1 31.822 -2208.1
- Density 1 31.842 -2206.9
- Oxygen.Filler 1 31.846 -2206.7
- Balling 1 31.934 -2201.6
- Hyd.Pressure3 1 32.020 -2196.6
- Bowl.Setpoint 1 32.063 -2194.1
- Balling.Lvl 1 32.197 -2186.4
- Temperature 1 32.258 -2182.9
- Usage.cont 1 32.279 -2181.7
- Carb.Pressure1 1 32.903 -2146.3
- Mnf.Flow 1 34.484 -2059.4
Step: AIC=-2219.91
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC + PSC.CO2 + Mnf.Flow +
Carb.Pressure1 + Hyd.Pressure1 + Hyd.Pressure2 + Hyd.Pressure3 +
Filler.Level + Temperature + Usage.cont + Carb.Flow + Density +
Balling + Pressure.Vacuum + Oxygen.Filler + Bowl.Setpoint +
Pressure.Setpoint + Alch.Rel + Carb.Rel + Balling.Lvl
Df Deviance AIC
- Hyd.Pressure1 1 31.632 -2221.2
- Carb.Volume 1 31.645 -2220.4
<none> 31.619 -2219.9
- PSC 1 31.662 -2219.4
- PSC.CO2 1 31.670 -2218.9
- Alch.Rel 1 31.671 -2218.9
- Carb.Rel 1 31.676 -2218.6
- Carb.Temp 1 31.683 -2218.2
- PC.Volume 1 31.683 -2218.2
- Filler.Level 1 31.713 -2216.4
- Hyd.Pressure2 1 31.718 -2216.1
- Fill.Ounces 1 31.721 -2216.0
- Brand.CodeC 1 31.722 -2215.9
- Carb.Flow 1 31.780 -2212.5
- Brand.CodeB 1 31.788 -2212.1
- Pressure.Vacuum 1 31.788 -2212.1
- Pressure.Setpoint 1 31.834 -2209.4
- Brand.CodeD 1 31.840 -2209.0
- Density 1 31.857 -2208.0
- Oxygen.Filler 1 31.864 -2207.6
- Balling 1 31.943 -2203.0
- Hyd.Pressure3 1 32.051 -2196.8
- Bowl.Setpoint 1 32.137 -2191.9
- Balling.Lvl 1 32.203 -2188.0
- Usage.cont 1 32.281 -2183.6
- Temperature 1 32.343 -2180.0
- Carb.Pressure1 1 32.908 -2148.0
- Mnf.Flow 1 34.503 -2060.4
Step: AIC=-2221.18
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC + PSC.CO2 + Mnf.Flow +
Carb.Pressure1 + Hyd.Pressure2 + Hyd.Pressure3 + Filler.Level +
Temperature + Usage.cont + Carb.Flow + Density + Balling +
Pressure.Vacuum + Oxygen.Filler + Bowl.Setpoint + Pressure.Setpoint +
Alch.Rel + Carb.Rel + Balling.Lvl
Df Deviance AIC
- Carb.Volume 1 31.659 -2221.6
<none> 31.632 -2221.2
- PSC 1 31.676 -2220.6
- PSC.CO2 1 31.681 -2220.3
- PC.Volume 1 31.686 -2220.0
- Alch.Rel 1 31.687 -2220.0
- Carb.Rel 1 31.691 -2219.7
- Carb.Temp 1 31.693 -2219.6
- Hyd.Pressure2 1 31.719 -2218.1
- Filler.Level 1 31.721 -2217.9
- Fill.Ounces 1 31.733 -2217.3
- Brand.CodeC 1 31.737 -2217.0
- Carb.Flow 1 31.791 -2213.9
- Pressure.Vacuum 1 31.791 -2213.8
- Brand.CodeB 1 31.795 -2213.6
- Pressure.Setpoint 1 31.841 -2211.0
- Brand.CodeD 1 31.851 -2210.4
- Density 1 31.871 -2209.2
- Oxygen.Filler 1 31.881 -2208.7
- Balling 1 31.969 -2203.6
- Hyd.Pressure3 1 32.070 -2197.7
- Bowl.Setpoint 1 32.153 -2192.9
- Balling.Lvl 1 32.224 -2188.8
- Usage.cont 1 32.303 -2184.3
- Temperature 1 32.352 -2181.5
- Carb.Pressure1 1 32.908 -2150.0
- Mnf.Flow 1 34.519 -2061.6
Step: AIC=-2221.57
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Fill.Ounces +
PC.Volume + Carb.Temp + PSC + PSC.CO2 + Mnf.Flow + Carb.Pressure1 +
Hyd.Pressure2 + Hyd.Pressure3 + Filler.Level + Temperature +
Usage.cont + Carb.Flow + Density + Balling + Pressure.Vacuum +
Oxygen.Filler + Bowl.Setpoint + Pressure.Setpoint + Alch.Rel +
Carb.Rel + Balling.Lvl
Df Deviance AIC
<none> 31.659 -2221.6
- Carb.Rel 1 31.697 -2221.3
- PSC.CO2 1 31.706 -2220.8
- PSC 1 31.707 -2220.8
- PC.Volume 1 31.712 -2220.5
- Alch.Rel 1 31.723 -2219.8
- Filler.Level 1 31.742 -2218.7
- Hyd.Pressure2 1 31.745 -2218.6
- Carb.Temp 1 31.746 -2218.5
- Brand.CodeC 1 31.750 -2218.3
- Fill.Ounces 1 31.786 -2216.2
- Pressure.Vacuum 1 31.813 -2214.6
- Carb.Flow 1 31.824 -2213.9
- Brand.CodeB 1 31.850 -2212.5
- Brand.CodeD 1 31.853 -2212.3
- Pressure.Setpoint 1 31.877 -2210.9
- Density 1 31.900 -2209.5
- Oxygen.Filler 1 31.904 -2209.3
- Balling 1 32.003 -2203.6
- Hyd.Pressure3 1 32.108 -2197.5
- Bowl.Setpoint 1 32.174 -2193.7
- Balling.Lvl 1 32.257 -2188.9
- Usage.cont 1 32.348 -2183.7
- Temperature 1 32.365 -2182.8
- Carb.Pressure1 1 32.943 -2150.0
- Mnf.Flow 1 34.582 -2060.2
Start: AIC=-2193.04
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Pressure + Carb.Temp + PSC +
PSC.Fill + PSC.CO2 + Mnf.Flow + Carb.Pressure1 + Fill.Pressure +
Hyd.Pressure1 + Hyd.Pressure2 + Hyd.Pressure3 + Hyd.Pressure4 +
Filler.Level + Filler.Speed + Temperature + Usage.cont +
Carb.Flow + Density + MFR + Balling + Pressure.Vacuum + Oxygen.Filler +
Bowl.Setpoint + Pressure.Setpoint + Air.Pressurer + Alch.Rel +
Carb.Rel + Balling.Lvl
Df Deviance AIC
- Carb.Pressure 1 31.841 -2195.0
- Carb.Temp 1 31.841 -2195.0
- Air.Pressurer 1 31.843 -2194.8
- Hyd.Pressure1 1 31.844 -2194.8
- Filler.Speed 1 31.845 -2194.7
- Fill.Pressure 1 31.846 -2194.7
- MFR 1 31.848 -2194.5
- Hyd.Pressure4 1 31.850 -2194.5
- Carb.Volume 1 31.860 -2193.9
- Brand.CodeB 1 31.866 -2193.5
- PSC 1 31.872 -2193.2
<none> 31.840 -2193.0
- Carb.Rel 1 31.875 -2193.0
- PSC.Fill 1 31.876 -2193.0
- PSC.CO2 1 31.882 -2192.6
- Fill.Ounces 1 31.886 -2192.3
- Filler.Level 1 31.896 -2191.8
- PC.Volume 1 31.908 -2191.1
- Carb.Flow 1 31.909 -2191.0
- Hyd.Pressure2 1 31.917 -2190.5
- Alch.Rel 1 31.935 -2189.5
- Pressure.Vacuum 1 31.979 -2187.0
- Pressure.Setpoint 1 32.000 -2185.8
- Density 1 32.045 -2183.2
- Brand.CodeD 1 32.079 -2181.2
- Balling 1 32.090 -2180.6
- Oxygen.Filler 1 32.106 -2179.7
- Brand.CodeC 1 32.130 -2178.2
- Balling.Lvl 1 32.191 -2174.8
- Bowl.Setpoint 1 32.216 -2173.3
- Hyd.Pressure3 1 32.237 -2172.1
- Temperature 1 32.485 -2157.9
- Usage.cont 1 32.597 -2151.6
- Carb.Pressure1 1 33.273 -2113.6
- Mnf.Flow 1 34.896 -2025.5
Step: AIC=-2195
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC + PSC.Fill + PSC.CO2 +
Mnf.Flow + Carb.Pressure1 + Fill.Pressure + Hyd.Pressure1 +
Hyd.Pressure2 + Hyd.Pressure3 + Hyd.Pressure4 + Filler.Level +
Filler.Speed + Temperature + Usage.cont + Carb.Flow + Density +
MFR + Balling + Pressure.Vacuum + Oxygen.Filler + Bowl.Setpoint +
Pressure.Setpoint + Air.Pressurer + Alch.Rel + Carb.Rel +
Balling.Lvl
Df Deviance AIC
- Air.Pressurer 1 31.844 -2196.8
- Hyd.Pressure1 1 31.844 -2196.8
- Filler.Speed 1 31.846 -2196.7
- Fill.Pressure 1 31.846 -2196.7
- MFR 1 31.849 -2196.5
- Hyd.Pressure4 1 31.851 -2196.4
- Brand.CodeB 1 31.866 -2195.5
- Carb.Volume 1 31.869 -2195.4
- Carb.Temp 1 31.872 -2195.2
- PSC 1 31.873 -2195.1
<none> 31.841 -2195.0
- Carb.Rel 1 31.876 -2194.9
- PSC.Fill 1 31.876 -2194.9
- PSC.CO2 1 31.883 -2194.6
- Fill.Ounces 1 31.887 -2194.3
- Filler.Level 1 31.897 -2193.7
- PC.Volume 1 31.908 -2193.1
- Carb.Flow 1 31.909 -2193.0
- Hyd.Pressure2 1 31.918 -2192.5
- Alch.Rel 1 31.937 -2191.4
- Pressure.Vacuum 1 31.979 -2189.0
- Pressure.Setpoint 1 32.000 -2187.7
- Density 1 32.046 -2185.1
- Brand.CodeD 1 32.079 -2183.2
- Balling 1 32.090 -2182.5
- Oxygen.Filler 1 32.107 -2181.6
- Brand.CodeC 1 32.131 -2180.2
- Balling.Lvl 1 32.191 -2176.8
- Bowl.Setpoint 1 32.218 -2175.2
- Hyd.Pressure3 1 32.239 -2174.0
- Temperature 1 32.488 -2159.8
- Usage.cont 1 32.597 -2153.6
- Carb.Pressure1 1 33.274 -2115.5
- Mnf.Flow 1 34.901 -2027.2
Step: AIC=-2196.81
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC + PSC.Fill + PSC.CO2 +
Mnf.Flow + Carb.Pressure1 + Fill.Pressure + Hyd.Pressure1 +
Hyd.Pressure2 + Hyd.Pressure3 + Hyd.Pressure4 + Filler.Level +
Filler.Speed + Temperature + Usage.cont + Carb.Flow + Density +
MFR + Balling + Pressure.Vacuum + Oxygen.Filler + Bowl.Setpoint +
Pressure.Setpoint + Alch.Rel + Carb.Rel + Balling.Lvl
Df Deviance AIC
- Hyd.Pressure1 1 31.848 -2198.6
- Filler.Speed 1 31.850 -2198.5
- Fill.Pressure 1 31.850 -2198.4
- MFR 1 31.852 -2198.3
- Hyd.Pressure4 1 31.854 -2198.2
- Brand.CodeB 1 31.869 -2197.3
- Carb.Temp 1 31.875 -2197.0
- Carb.Volume 1 31.875 -2197.0
- PSC 1 31.877 -2196.9
<none> 31.844 -2196.8
- PSC.Fill 1 31.879 -2196.8
- Carb.Rel 1 31.881 -2196.6
- PSC.CO2 1 31.886 -2196.4
- Fill.Ounces 1 31.891 -2196.1
- Filler.Level 1 31.901 -2195.5
- PC.Volume 1 31.911 -2194.9
- Carb.Flow 1 31.912 -2194.9
- Hyd.Pressure2 1 31.919 -2194.5
- Alch.Rel 1 31.941 -2193.2
- Pressure.Vacuum 1 31.991 -2190.3
- Pressure.Setpoint 1 32.007 -2189.3
- Density 1 32.050 -2186.8
- Brand.CodeD 1 32.082 -2185.0
- Balling 1 32.092 -2184.4
- Oxygen.Filler 1 32.118 -2183.0
- Brand.CodeC 1 32.135 -2182.0
- Balling.Lvl 1 32.193 -2178.6
- Bowl.Setpoint 1 32.227 -2176.7
- Hyd.Pressure3 1 32.243 -2175.8
- Temperature 1 32.493 -2161.5
- Usage.cont 1 32.598 -2155.5
- Carb.Pressure1 1 33.274 -2117.5
- Mnf.Flow 1 34.901 -2029.2
Step: AIC=-2198.57
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC + PSC.Fill + PSC.CO2 +
Mnf.Flow + Carb.Pressure1 + Fill.Pressure + Hyd.Pressure2 +
Hyd.Pressure3 + Hyd.Pressure4 + Filler.Level + Filler.Speed +
Temperature + Usage.cont + Carb.Flow + Density + MFR + Balling +
Pressure.Vacuum + Oxygen.Filler + Bowl.Setpoint + Pressure.Setpoint +
Alch.Rel + Carb.Rel + Balling.Lvl
Df Deviance AIC
- Filler.Speed 1 31.853 -2200.3
- Fill.Pressure 1 31.853 -2200.2
- MFR 1 31.855 -2200.2
- Hyd.Pressure4 1 31.858 -2200.0
- Brand.CodeB 1 31.873 -2199.1
- Carb.Temp 1 31.878 -2198.8
- Carb.Volume 1 31.880 -2198.7
- PSC 1 31.882 -2198.6
<none> 31.848 -2198.6
- PSC.Fill 1 31.882 -2198.6
- Carb.Rel 1 31.886 -2198.3
- PSC.CO2 1 31.890 -2198.1
- Fill.Ounces 1 31.894 -2197.9
- Filler.Level 1 31.904 -2197.3
- PC.Volume 1 31.911 -2196.9
- Carb.Flow 1 31.918 -2196.5
- Hyd.Pressure2 1 31.922 -2196.3
- Alch.Rel 1 31.947 -2194.8
- Pressure.Vacuum 1 31.991 -2192.3
- Pressure.Setpoint 1 32.008 -2191.3
- Density 1 32.056 -2188.5
- Brand.CodeD 1 32.084 -2186.9
- Balling 1 32.098 -2186.1
- Oxygen.Filler 1 32.125 -2184.5
- Brand.CodeC 1 32.140 -2183.7
- Balling.Lvl 1 32.197 -2180.4
- Bowl.Setpoint 1 32.237 -2178.1
- Hyd.Pressure3 1 32.253 -2177.2
- Temperature 1 32.498 -2163.2
- Usage.cont 1 32.607 -2157.0
- Carb.Pressure1 1 33.282 -2119.1
- Mnf.Flow 1 34.901 -2031.2
Step: AIC=-2200.27
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC + PSC.Fill + PSC.CO2 +
Mnf.Flow + Carb.Pressure1 + Fill.Pressure + Hyd.Pressure2 +
Hyd.Pressure3 + Hyd.Pressure4 + Filler.Level + Temperature +
Usage.cont + Carb.Flow + Density + MFR + Balling + Pressure.Vacuum +
Oxygen.Filler + Bowl.Setpoint + Pressure.Setpoint + Alch.Rel +
Carb.Rel + Balling.Lvl
Df Deviance AIC
- Fill.Pressure 1 31.859 -2201.9
- Hyd.Pressure4 1 31.860 -2201.8
- MFR 1 31.872 -2201.2
- Brand.CodeB 1 31.882 -2200.6
- Carb.Temp 1 31.883 -2200.5
- Carb.Volume 1 31.884 -2200.5
- PSC 1 31.886 -2200.3
<none> 31.853 -2200.3
- PSC.Fill 1 31.888 -2200.3
- Carb.Rel 1 31.891 -2200.1
- PSC.CO2 1 31.895 -2199.8
- Fill.Ounces 1 31.899 -2199.6
- Filler.Level 1 31.911 -2198.9
- PC.Volume 1 31.920 -2198.4
- Hyd.Pressure2 1 31.925 -2198.1
- Alch.Rel 1 31.949 -2196.7
- Carb.Flow 1 31.964 -2195.8
- Pressure.Vacuum 1 31.991 -2194.3
- Pressure.Setpoint 1 32.019 -2192.7
- Density 1 32.063 -2190.1
- Brand.CodeD 1 32.087 -2188.7
- Balling 1 32.100 -2188.0
- Oxygen.Filler 1 32.133 -2186.1
- Brand.CodeC 1 32.141 -2185.6
- Balling.Lvl 1 32.198 -2182.4
- Bowl.Setpoint 1 32.258 -2178.9
- Hyd.Pressure3 1 32.265 -2178.5
- Temperature 1 32.531 -2163.3
- Usage.cont 1 32.610 -2158.8
- Carb.Pressure1 1 33.287 -2120.8
- Mnf.Flow 1 34.916 -2032.4
Step: AIC=-2201.94
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC + PSC.Fill + PSC.CO2 +
Mnf.Flow + Carb.Pressure1 + Hyd.Pressure2 + Hyd.Pressure3 +
Hyd.Pressure4 + Filler.Level + Temperature + Usage.cont +
Carb.Flow + Density + MFR + Balling + Pressure.Vacuum + Oxygen.Filler +
Bowl.Setpoint + Pressure.Setpoint + Alch.Rel + Carb.Rel +
Balling.Lvl
Df Deviance AIC
- Hyd.Pressure4 1 31.866 -2203.5
- MFR 1 31.876 -2202.9
- Brand.CodeB 1 31.888 -2202.3
- Carb.Volume 1 31.889 -2202.2
- Carb.Temp 1 31.890 -2202.1
- PSC 1 31.891 -2202.1
<none> 31.859 -2201.9
- PSC.Fill 1 31.894 -2201.9
- Carb.Rel 1 31.895 -2201.8
- PSC.CO2 1 31.900 -2201.5
- Fill.Ounces 1 31.904 -2201.3
- Filler.Level 1 31.921 -2200.3
- PC.Volume 1 31.930 -2199.8
- Hyd.Pressure2 1 31.936 -2199.5
- Alch.Rel 1 31.956 -2198.3
- Carb.Flow 1 31.977 -2197.1
- Pressure.Vacuum 1 32.000 -2195.8
- Pressure.Setpoint 1 32.048 -2193.0
- Density 1 32.068 -2191.8
- Brand.CodeD 1 32.090 -2190.6
- Balling 1 32.112 -2189.3
- Oxygen.Filler 1 32.138 -2187.8
- Brand.CodeC 1 32.147 -2187.3
- Balling.Lvl 1 32.210 -2183.7
- Bowl.Setpoint 1 32.279 -2179.7
- Hyd.Pressure3 1 32.295 -2178.8
- Temperature 1 32.560 -2163.7
- Usage.cont 1 32.612 -2160.7
- Carb.Pressure1 1 33.287 -2122.8
- Mnf.Flow 1 34.916 -2034.4
Step: AIC=-2203.54
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC + PSC.Fill + PSC.CO2 +
Mnf.Flow + Carb.Pressure1 + Hyd.Pressure2 + Hyd.Pressure3 +
Filler.Level + Temperature + Usage.cont + Carb.Flow + Density +
MFR + Balling + Pressure.Vacuum + Oxygen.Filler + Bowl.Setpoint +
Pressure.Setpoint + Alch.Rel + Carb.Rel + Balling.Lvl
Df Deviance AIC
- MFR 1 31.878 -2204.8
- Brand.CodeB 1 31.891 -2204.1
- Carb.Volume 1 31.896 -2203.8
- Carb.Temp 1 31.896 -2203.8
- PSC 1 31.897 -2203.7
<none> 31.866 -2203.5
- PSC.Fill 1 31.901 -2203.5
- Carb.Rel 1 31.902 -2203.4
- PSC.CO2 1 31.906 -2203.2
- Fill.Ounces 1 31.912 -2202.8
- Filler.Level 1 31.925 -2202.1
- PC.Volume 1 31.936 -2201.5
- Hyd.Pressure2 1 31.946 -2200.9
- Alch.Rel 1 31.964 -2199.8
- Carb.Flow 1 31.977 -2199.1
- Pressure.Vacuum 1 32.019 -2196.7
- Pressure.Setpoint 1 32.053 -2194.7
- Density 1 32.078 -2193.3
- Brand.CodeD 1 32.095 -2192.2
- Oxygen.Filler 1 32.143 -2189.5
- Balling 1 32.147 -2189.3
- Brand.CodeC 1 32.174 -2187.7
- Balling.Lvl 1 32.240 -2183.9
- Bowl.Setpoint 1 32.279 -2181.7
- Hyd.Pressure3 1 32.303 -2180.3
- Temperature 1 32.561 -2165.6
- Usage.cont 1 32.623 -2162.1
- Carb.Pressure1 1 33.312 -2123.4
- Mnf.Flow 1 34.931 -2035.6
Step: AIC=-2204.83
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC + PSC.Fill + PSC.CO2 +
Mnf.Flow + Carb.Pressure1 + Hyd.Pressure2 + Hyd.Pressure3 +
Filler.Level + Temperature + Usage.cont + Carb.Flow + Density +
Balling + Pressure.Vacuum + Oxygen.Filler + Bowl.Setpoint +
Pressure.Setpoint + Alch.Rel + Carb.Rel + Balling.Lvl
Df Deviance AIC
- Brand.CodeB 1 31.905 -2205.3
- PSC 1 31.908 -2205.1
- Carb.Temp 1 31.909 -2205.0
- Carb.Volume 1 31.909 -2205.0
<none> 31.878 -2204.8
- PSC.Fill 1 31.914 -2204.7
- Carb.Rel 1 31.915 -2204.7
- PSC.CO2 1 31.917 -2204.6
- Fill.Ounces 1 31.922 -2204.3
- Filler.Level 1 31.938 -2203.3
- PC.Volume 1 31.952 -2202.5
- Hyd.Pressure2 1 31.953 -2202.4
- Alch.Rel 1 31.968 -2201.6
- Carb.Flow 1 32.012 -2199.1
- Pressure.Vacuum 1 32.019 -2198.7
- Pressure.Setpoint 1 32.074 -2195.5
- Density 1 32.088 -2194.7
- Brand.CodeD 1 32.106 -2193.7
- Balling 1 32.148 -2191.2
- Oxygen.Filler 1 32.150 -2191.1
- Brand.CodeC 1 32.178 -2189.5
- Balling.Lvl 1 32.240 -2185.9
- Bowl.Setpoint 1 32.300 -2182.5
- Hyd.Pressure3 1 32.319 -2181.4
- Temperature 1 32.618 -2164.4
- Usage.cont 1 32.640 -2163.1
- Carb.Pressure1 1 33.313 -2125.3
- Mnf.Flow 1 34.932 -2037.6
Step: AIC=-2205.26
.outcome ~ Brand.CodeC + Brand.CodeD + Carb.Volume + Fill.Ounces +
PC.Volume + Carb.Temp + PSC + PSC.Fill + PSC.CO2 + Mnf.Flow +
Carb.Pressure1 + Hyd.Pressure2 + Hyd.Pressure3 + Filler.Level +
Temperature + Usage.cont + Carb.Flow + Density + Balling +
Pressure.Vacuum + Oxygen.Filler + Bowl.Setpoint + Pressure.Setpoint +
Alch.Rel + Carb.Rel + Balling.Lvl
Df Deviance AIC
- PSC 1 31.932 -2205.7
- Carb.Temp 1 31.934 -2205.6
<none> 31.905 -2205.3
- PSC.Fill 1 31.942 -2205.1
- Fill.Ounces 1 31.943 -2205.1
- PSC.CO2 1 31.943 -2205.1
- Carb.Volume 1 31.949 -2204.7
- Carb.Rel 1 31.949 -2204.7
- Filler.Level 1 31.968 -2203.6
- Hyd.Pressure2 1 31.979 -2203.0
- PC.Volume 1 31.985 -2202.6
- Alch.Rel 1 31.992 -2202.2
- Carb.Flow 1 32.037 -2199.6
- Pressure.Vacuum 1 32.056 -2198.5
- Pressure.Setpoint 1 32.105 -2195.7
- Density 1 32.119 -2194.9
- Brand.CodeD 1 32.131 -2194.2
- Oxygen.Filler 1 32.183 -2191.2
- Balling 1 32.212 -2189.5
- Balling.Lvl 1 32.242 -2187.8
- Bowl.Setpoint 1 32.340 -2182.2
- Hyd.Pressure3 1 32.347 -2181.8
- Usage.cont 1 32.648 -2164.7
- Temperature 1 32.685 -2162.6
- Carb.Pressure1 1 33.345 -2125.6
- Mnf.Flow 1 34.975 -2037.3
- Brand.CodeC 1 35.135 -2028.9
Step: AIC=-2205.68
.outcome ~ Brand.CodeC + Brand.CodeD + Carb.Volume + Fill.Ounces +
PC.Volume + Carb.Temp + PSC.Fill + PSC.CO2 + Mnf.Flow + Carb.Pressure1 +
Hyd.Pressure2 + Hyd.Pressure3 + Filler.Level + Temperature +
Usage.cont + Carb.Flow + Density + Balling + Pressure.Vacuum +
Oxygen.Filler + Bowl.Setpoint + Pressure.Setpoint + Alch.Rel +
Carb.Rel + Balling.Lvl
Df Deviance AIC
- Carb.Temp 1 31.963 -2205.9
<none> 31.932 -2205.7
- Fill.Ounces 1 31.971 -2205.4
- PSC.CO2 1 31.974 -2205.2
- Carb.Rel 1 31.976 -2205.1
- Carb.Volume 1 31.980 -2204.9
- PSC.Fill 1 31.985 -2204.6
- Filler.Level 1 31.994 -2204.1
- Hyd.Pressure2 1 32.005 -2203.4
- Alch.Rel 1 32.017 -2202.8
- PC.Volume 1 32.045 -2201.2
- Carb.Flow 1 32.067 -2199.9
- Pressure.Vacuum 1 32.100 -2198.0
- Pressure.Setpoint 1 32.131 -2196.2
- Density 1 32.142 -2195.6
- Brand.CodeD 1 32.161 -2194.5
- Oxygen.Filler 1 32.214 -2191.4
- Balling 1 32.245 -2189.7
- Balling.Lvl 1 32.275 -2187.9
- Bowl.Setpoint 1 32.367 -2182.7
- Hyd.Pressure3 1 32.380 -2181.9
- Usage.cont 1 32.694 -2164.1
- Temperature 1 32.700 -2163.7
- Carb.Pressure1 1 33.386 -2125.3
- Mnf.Flow 1 35.102 -2032.6
- Brand.CodeC 1 35.198 -2027.5
Step: AIC=-2205.91
.outcome ~ Brand.CodeC + Brand.CodeD + Carb.Volume + Fill.Ounces +
PC.Volume + PSC.Fill + PSC.CO2 + Mnf.Flow + Carb.Pressure1 +
Hyd.Pressure2 + Hyd.Pressure3 + Filler.Level + Temperature +
Usage.cont + Carb.Flow + Density + Balling + Pressure.Vacuum +
Oxygen.Filler + Bowl.Setpoint + Pressure.Setpoint + Alch.Rel +
Carb.Rel + Balling.Lvl
Df Deviance AIC
<none> 31.963 -2205.9
- Fill.Ounces 1 31.998 -2205.9
- PSC.CO2 1 32.002 -2205.6
- Carb.Rel 1 32.013 -2205.0
- PSC.Fill 1 32.015 -2204.9
- Filler.Level 1 32.023 -2204.4
- Carb.Volume 1 32.032 -2203.9
- Hyd.Pressure2 1 32.040 -2203.4
- Alch.Rel 1 32.044 -2203.2
- PC.Volume 1 32.074 -2201.5
- Carb.Flow 1 32.100 -2200.0
- Pressure.Vacuum 1 32.130 -2198.3
- Pressure.Setpoint 1 32.164 -2196.3
- Density 1 32.166 -2196.2
- Brand.CodeD 1 32.205 -2193.9
- Oxygen.Filler 1 32.246 -2191.6
- Balling 1 32.271 -2190.1
- Balling.Lvl 1 32.301 -2188.4
- Bowl.Setpoint 1 32.391 -2183.3
- Hyd.Pressure3 1 32.414 -2182.0
- Usage.cont 1 32.721 -2164.5
- Temperature 1 32.726 -2164.2
- Carb.Pressure1 1 33.411 -2125.9
- Mnf.Flow 1 35.118 -2033.7
- Brand.CodeC 1 35.241 -2027.3
Start: AIC=-2210.48
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Pressure + Carb.Temp + PSC +
PSC.Fill + PSC.CO2 + Mnf.Flow + Carb.Pressure1 + Fill.Pressure +
Hyd.Pressure1 + Hyd.Pressure2 + Hyd.Pressure3 + Hyd.Pressure4 +
Filler.Level + Filler.Speed + Temperature + Usage.cont +
Carb.Flow + Density + MFR + Balling + Pressure.Vacuum + Oxygen.Filler +
Bowl.Setpoint + Pressure.Setpoint + Air.Pressurer + Alch.Rel +
Carb.Rel + Balling.Lvl
Df Deviance AIC
- Carb.Pressure 1 31.503 -2212.5
- Fill.Pressure 1 31.504 -2212.4
- Filler.Speed 1 31.506 -2212.3
- Carb.Temp 1 31.508 -2212.2
- Carb.Rel 1 31.511 -2212.0
- MFR 1 31.512 -2211.9
- Hyd.Pressure1 1 31.513 -2211.9
- Hyd.Pressure4 1 31.514 -2211.8
- Air.Pressurer 1 31.514 -2211.8
- PSC.CO2 1 31.516 -2211.7
- Carb.Volume 1 31.516 -2211.7
- PSC.Fill 1 31.521 -2211.4
- PSC 1 31.532 -2210.8
<none> 31.503 -2210.5
- Hyd.Pressure2 1 31.564 -2208.9
- PC.Volume 1 31.572 -2208.5
- Carb.Flow 1 31.590 -2207.4
- Pressure.Vacuum 1 31.591 -2207.3
- Fill.Ounces 1 31.597 -2207.0
- Filler.Level 1 31.625 -2205.4
- Brand.CodeB 1 31.626 -2205.3
- Alch.Rel 1 31.629 -2205.1
- Brand.CodeC 1 31.637 -2204.6
- Pressure.Setpoint 1 31.657 -2203.5
- Balling 1 31.695 -2201.2
- Density 1 31.702 -2200.8
- Brand.CodeD 1 31.712 -2200.3
- Oxygen.Filler 1 31.726 -2199.4
- Hyd.Pressure3 1 31.839 -2192.9
- Balling.Lvl 1 31.892 -2189.8
- Bowl.Setpoint 1 32.050 -2180.6
- Temperature 1 32.060 -2180.1
- Usage.cont 1 32.221 -2170.8
- Carb.Pressure1 1 33.011 -2126.0
- Mnf.Flow 1 34.503 -2044.3
Step: AIC=-2212.47
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC + PSC.Fill + PSC.CO2 +
Mnf.Flow + Carb.Pressure1 + Fill.Pressure + Hyd.Pressure1 +
Hyd.Pressure2 + Hyd.Pressure3 + Hyd.Pressure4 + Filler.Level +
Filler.Speed + Temperature + Usage.cont + Carb.Flow + Density +
MFR + Balling + Pressure.Vacuum + Oxygen.Filler + Bowl.Setpoint +
Pressure.Setpoint + Air.Pressurer + Alch.Rel + Carb.Rel +
Balling.Lvl
Df Deviance AIC
- Fill.Pressure 1 31.504 -2214.4
- Filler.Speed 1 31.506 -2214.3
- Carb.Rel 1 31.511 -2214.0
- MFR 1 31.512 -2213.9
- Hyd.Pressure1 1 31.514 -2213.9
- Hyd.Pressure4 1 31.514 -2213.8
- Air.Pressurer 1 31.514 -2213.8
- PSC.CO2 1 31.516 -2213.7
- PSC.Fill 1 31.522 -2213.4
- Carb.Volume 1 31.522 -2213.3
- PSC 1 31.532 -2212.8
<none> 31.503 -2212.5
- Hyd.Pressure2 1 31.564 -2210.9
- Carb.Temp 1 31.565 -2210.8
- PC.Volume 1 31.572 -2210.4
- Carb.Flow 1 31.590 -2209.4
- Pressure.Vacuum 1 31.592 -2209.3
- Fill.Ounces 1 31.597 -2209.0
- Filler.Level 1 31.625 -2207.4
- Brand.CodeB 1 31.626 -2207.3
- Alch.Rel 1 31.630 -2207.1
- Brand.CodeC 1 31.637 -2206.6
- Pressure.Setpoint 1 31.657 -2205.5
- Balling 1 31.695 -2203.2
- Density 1 31.702 -2202.8
- Brand.CodeD 1 31.712 -2202.2
- Oxygen.Filler 1 31.726 -2201.4
- Hyd.Pressure3 1 31.840 -2194.8
- Balling.Lvl 1 31.892 -2191.8
- Bowl.Setpoint 1 32.051 -2182.6
- Temperature 1 32.062 -2182.0
- Usage.cont 1 32.221 -2172.8
- Carb.Pressure1 1 33.014 -2127.8
- Mnf.Flow 1 34.504 -2046.2
Step: AIC=-2214.41
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC + PSC.Fill + PSC.CO2 +
Mnf.Flow + Carb.Pressure1 + Hyd.Pressure1 + Hyd.Pressure2 +
Hyd.Pressure3 + Hyd.Pressure4 + Filler.Level + Filler.Speed +
Temperature + Usage.cont + Carb.Flow + Density + MFR + Balling +
Pressure.Vacuum + Oxygen.Filler + Bowl.Setpoint + Pressure.Setpoint +
Air.Pressurer + Alch.Rel + Carb.Rel + Balling.Lvl
Df Deviance AIC
- Filler.Speed 1 31.507 -2216.2
- Carb.Rel 1 31.512 -2216.0
- MFR 1 31.513 -2215.9
- Hyd.Pressure1 1 31.514 -2215.8
- Hyd.Pressure4 1 31.515 -2215.8
- Air.Pressurer 1 31.516 -2215.7
- PSC.CO2 1 31.517 -2215.7
- PSC.Fill 1 31.523 -2215.3
- Carb.Volume 1 31.523 -2215.3
- PSC 1 31.532 -2214.8
<none> 31.504 -2214.4
- Hyd.Pressure2 1 31.566 -2212.8
- Carb.Temp 1 31.567 -2212.8
- PC.Volume 1 31.574 -2212.3
- Carb.Flow 1 31.593 -2211.2
- Pressure.Vacuum 1 31.593 -2211.2
- Fill.Ounces 1 31.597 -2211.0
- Brand.CodeB 1 31.626 -2209.3
- Filler.Level 1 31.631 -2209.0
- Alch.Rel 1 31.632 -2208.9
- Brand.CodeC 1 31.638 -2208.6
- Balling 1 31.700 -2205.0
- Pressure.Setpoint 1 31.700 -2205.0
- Density 1 31.703 -2204.8
- Brand.CodeD 1 31.712 -2204.2
- Oxygen.Filler 1 31.727 -2203.4
- Hyd.Pressure3 1 31.858 -2195.8
- Balling.Lvl 1 31.897 -2193.5
- Bowl.Setpoint 1 32.068 -2183.6
- Temperature 1 32.073 -2183.3
- Usage.cont 1 32.221 -2174.8
- Carb.Pressure1 1 33.016 -2129.8
- Mnf.Flow 1 34.504 -2048.2
Step: AIC=-2216.23
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC + PSC.Fill + PSC.CO2 +
Mnf.Flow + Carb.Pressure1 + Hyd.Pressure1 + Hyd.Pressure2 +
Hyd.Pressure3 + Hyd.Pressure4 + Filler.Level + Temperature +
Usage.cont + Carb.Flow + Density + MFR + Balling + Pressure.Vacuum +
Oxygen.Filler + Bowl.Setpoint + Pressure.Setpoint + Air.Pressurer +
Alch.Rel + Carb.Rel + Balling.Lvl
Df Deviance AIC
- Carb.Rel 1 31.514 -2217.8
- Hyd.Pressure4 1 31.515 -2217.8
- Hyd.Pressure1 1 31.516 -2217.7
- Air.Pressurer 1 31.519 -2217.6
- PSC.CO2 1 31.520 -2217.5
- PSC.Fill 1 31.525 -2217.2
- Carb.Volume 1 31.526 -2217.2
- MFR 1 31.526 -2217.1
- PSC 1 31.535 -2216.6
<none> 31.507 -2216.2
- Hyd.Pressure2 1 31.567 -2214.7
- Carb.Temp 1 31.570 -2214.5
- PC.Volume 1 31.579 -2214.0
- Pressure.Vacuum 1 31.593 -2213.2
- Fill.Ounces 1 31.599 -2212.8
- Alch.Rel 1 31.632 -2210.9
- Brand.CodeB 1 31.638 -2210.6
- Carb.Flow 1 31.638 -2210.6
- Filler.Level 1 31.638 -2210.6
- Brand.CodeC 1 31.639 -2210.5
- Balling 1 31.702 -2206.8
- Density 1 31.708 -2206.5
- Pressure.Setpoint 1 31.708 -2206.5
- Brand.CodeD 1 31.713 -2206.2
- Oxygen.Filler 1 31.732 -2205.1
- Hyd.Pressure3 1 31.866 -2197.3
- Balling.Lvl 1 31.899 -2195.4
- Bowl.Setpoint 1 32.096 -2184.0
- Temperature 1 32.102 -2183.6
- Usage.cont 1 32.224 -2176.7
- Carb.Pressure1 1 33.027 -2131.1
- Mnf.Flow 1 34.534 -2048.6
Step: AIC=-2217.81
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC + PSC.Fill + PSC.CO2 +
Mnf.Flow + Carb.Pressure1 + Hyd.Pressure1 + Hyd.Pressure2 +
Hyd.Pressure3 + Hyd.Pressure4 + Filler.Level + Temperature +
Usage.cont + Carb.Flow + Density + MFR + Balling + Pressure.Vacuum +
Oxygen.Filler + Bowl.Setpoint + Pressure.Setpoint + Air.Pressurer +
Alch.Rel + Balling.Lvl
Df Deviance AIC
- Hyd.Pressure4 1 31.522 -2219.3
- Hyd.Pressure1 1 31.524 -2219.2
- Carb.Volume 1 31.527 -2219.1
- Air.Pressurer 1 31.527 -2219.1
- PSC.CO2 1 31.528 -2219.0
- PSC.Fill 1 31.532 -2218.8
- MFR 1 31.534 -2218.7
- PSC 1 31.543 -2218.2
<none> 31.514 -2217.8
- Hyd.Pressure2 1 31.573 -2216.3
- Carb.Temp 1 31.582 -2215.9
- PC.Volume 1 31.586 -2215.6
- Pressure.Vacuum 1 31.600 -2214.8
- Fill.Ounces 1 31.614 -2214.0
- Brand.CodeC 1 31.642 -2212.4
- Filler.Level 1 31.642 -2212.3
- Carb.Flow 1 31.643 -2212.3
- Alch.Rel 1 31.653 -2211.7
- Brand.CodeB 1 31.654 -2211.6
- Density 1 31.709 -2208.4
- Pressure.Setpoint 1 31.714 -2208.1
- Brand.CodeD 1 31.721 -2207.7
- Balling 1 31.723 -2207.6
- Oxygen.Filler 1 31.739 -2206.7
- Hyd.Pressure3 1 31.875 -2198.8
- Balling.Lvl 1 31.958 -2194.0
- Bowl.Setpoint 1 32.102 -2185.7
- Temperature 1 32.103 -2185.6
- Usage.cont 1 32.246 -2177.4
- Carb.Pressure1 1 33.055 -2131.5
- Mnf.Flow 1 34.562 -2049.1
Step: AIC=-2219.34
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC + PSC.Fill + PSC.CO2 +
Mnf.Flow + Carb.Pressure1 + Hyd.Pressure1 + Hyd.Pressure2 +
Hyd.Pressure3 + Filler.Level + Temperature + Usage.cont +
Carb.Flow + Density + MFR + Balling + Pressure.Vacuum + Oxygen.Filler +
Bowl.Setpoint + Pressure.Setpoint + Air.Pressurer + Alch.Rel +
Balling.Lvl
Df Deviance AIC
- Hyd.Pressure1 1 31.533 -2220.7
- Carb.Volume 1 31.535 -2220.6
- Air.Pressurer 1 31.535 -2220.6
- PSC.CO2 1 31.535 -2220.6
- MFR 1 31.536 -2220.6
- PSC.Fill 1 31.541 -2220.3
- PSC 1 31.550 -2219.7
<none> 31.522 -2219.3
- Hyd.Pressure2 1 31.584 -2217.7
- Carb.Temp 1 31.590 -2217.4
- PC.Volume 1 31.592 -2217.2
- Pressure.Vacuum 1 31.619 -2215.7
- Fill.Ounces 1 31.625 -2215.3
- Carb.Flow 1 31.643 -2214.3
- Filler.Level 1 31.645 -2214.2
- Brand.CodeB 1 31.655 -2213.6
- Alch.Rel 1 31.662 -2213.2
- Brand.CodeC 1 31.664 -2213.1
- Density 1 31.718 -2209.9
- Pressure.Setpoint 1 31.719 -2209.9
- Brand.CodeD 1 31.725 -2209.5
- Oxygen.Filler 1 31.744 -2208.4
- Balling 1 31.758 -2207.6
- Hyd.Pressure3 1 31.884 -2200.3
- Balling.Lvl 1 31.995 -2193.8
- Bowl.Setpoint 1 32.102 -2187.7
- Temperature 1 32.104 -2187.5
- Usage.cont 1 32.259 -2178.7
- Carb.Pressure1 1 33.088 -2131.7
- Mnf.Flow 1 34.585 -2049.9
Step: AIC=-2220.74
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC + PSC.Fill + PSC.CO2 +
Mnf.Flow + Carb.Pressure1 + Hyd.Pressure2 + Hyd.Pressure3 +
Filler.Level + Temperature + Usage.cont + Carb.Flow + Density +
MFR + Balling + Pressure.Vacuum + Oxygen.Filler + Bowl.Setpoint +
Pressure.Setpoint + Air.Pressurer + Alch.Rel + Balling.Lvl
Df Deviance AIC
- MFR 1 31.543 -2222.2
- PSC.CO2 1 31.545 -2222.0
- Carb.Volume 1 31.546 -2222.0
- Air.Pressurer 1 31.548 -2221.9
- PSC.Fill 1 31.550 -2221.7
- PSC 1 31.562 -2221.0
<none> 31.533 -2220.7
- Hyd.Pressure2 1 31.584 -2219.7
- PC.Volume 1 31.594 -2219.2
- Carb.Temp 1 31.598 -2218.9
- Pressure.Vacuum 1 31.622 -2217.5
- Fill.Ounces 1 31.633 -2216.8
- Filler.Level 1 31.652 -2215.8
- Carb.Flow 1 31.654 -2215.7
- Brand.CodeB 1 31.661 -2215.2
- Alch.Rel 1 31.676 -2214.3
- Brand.CodeC 1 31.677 -2214.3
- Pressure.Setpoint 1 31.725 -2211.5
- Density 1 31.730 -2211.2
- Brand.CodeD 1 31.732 -2211.1
- Oxygen.Filler 1 31.756 -2209.7
- Balling 1 31.773 -2208.7
- Hyd.Pressure3 1 31.901 -2201.3
- Balling.Lvl 1 32.007 -2195.1
- Temperature 1 32.113 -2189.0
- Bowl.Setpoint 1 32.121 -2188.6
- Usage.cont 1 32.283 -2179.3
- Carb.Pressure1 1 33.088 -2133.7
- Mnf.Flow 1 34.596 -2051.3
Step: AIC=-2222.16
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC + PSC.Fill + PSC.CO2 +
Mnf.Flow + Carb.Pressure1 + Hyd.Pressure2 + Hyd.Pressure3 +
Filler.Level + Temperature + Usage.cont + Carb.Flow + Density +
Balling + Pressure.Vacuum + Oxygen.Filler + Bowl.Setpoint +
Pressure.Setpoint + Air.Pressurer + Alch.Rel + Balling.Lvl
Df Deviance AIC
- PSC.CO2 1 31.554 -2223.5
- Carb.Volume 1 31.555 -2223.4
- Air.Pressurer 1 31.557 -2223.3
- PSC.Fill 1 31.560 -2223.1
- PSC 1 31.571 -2222.5
<none> 31.543 -2222.2
- Hyd.Pressure2 1 31.590 -2221.4
- PC.Volume 1 31.608 -2220.3
- Carb.Temp 1 31.609 -2220.3
- Pressure.Vacuum 1 31.622 -2219.5
- Fill.Ounces 1 31.641 -2218.4
- Filler.Level 1 31.663 -2217.1
- Brand.CodeB 1 31.676 -2216.4
- Alch.Rel 1 31.678 -2216.3
- Brand.CodeC 1 31.681 -2216.0
- Carb.Flow 1 31.682 -2216.0
- Density 1 31.738 -2212.7
- Brand.CodeD 1 31.740 -2212.6
- Pressure.Setpoint 1 31.744 -2212.4
- Oxygen.Filler 1 31.762 -2211.3
- Balling 1 31.774 -2210.6
- Hyd.Pressure3 1 31.914 -2202.5
- Balling.Lvl 1 32.009 -2197.0
- Bowl.Setpoint 1 32.145 -2189.2
- Temperature 1 32.153 -2188.7
- Usage.cont 1 32.298 -2180.4
- Carb.Pressure1 1 33.088 -2135.7
- Mnf.Flow 1 34.596 -2053.3
Step: AIC=-2223.47
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC + PSC.Fill + Mnf.Flow +
Carb.Pressure1 + Hyd.Pressure2 + Hyd.Pressure3 + Filler.Level +
Temperature + Usage.cont + Carb.Flow + Density + Balling +
Pressure.Vacuum + Oxygen.Filler + Bowl.Setpoint + Pressure.Setpoint +
Air.Pressurer + Alch.Rel + Balling.Lvl
Df Deviance AIC
- Carb.Volume 1 31.566 -2224.8
- Air.Pressurer 1 31.568 -2224.6
- PSC.Fill 1 31.578 -2224.1
- PSC 1 31.585 -2223.7
<none> 31.554 -2223.5
- Hyd.Pressure2 1 31.600 -2222.8
- PC.Volume 1 31.616 -2221.8
- Carb.Temp 1 31.619 -2221.7
- Pressure.Vacuum 1 31.634 -2220.8
- Fill.Ounces 1 31.653 -2219.7
- Filler.Level 1 31.673 -2218.5
- Brand.CodeB 1 31.688 -2217.7
- Carb.Flow 1 31.693 -2217.4
- Brand.CodeC 1 31.694 -2217.3
- Alch.Rel 1 31.694 -2217.3
- Brand.CodeD 1 31.748 -2214.2
- Density 1 31.752 -2213.9
- Pressure.Setpoint 1 31.760 -2213.5
- Oxygen.Filler 1 31.776 -2212.5
- Balling 1 31.785 -2212.0
- Hyd.Pressure3 1 31.920 -2204.2
- Balling.Lvl 1 32.017 -2198.5
- Bowl.Setpoint 1 32.154 -2190.6
- Temperature 1 32.170 -2189.7
- Usage.cont 1 32.311 -2181.6
- Carb.Pressure1 1 33.099 -2137.1
- Mnf.Flow 1 34.614 -2054.3
Step: AIC=-2224.76
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Fill.Ounces +
PC.Volume + Carb.Temp + PSC + PSC.Fill + Mnf.Flow + Carb.Pressure1 +
Hyd.Pressure2 + Hyd.Pressure3 + Filler.Level + Temperature +
Usage.cont + Carb.Flow + Density + Balling + Pressure.Vacuum +
Oxygen.Filler + Bowl.Setpoint + Pressure.Setpoint + Air.Pressurer +
Alch.Rel + Balling.Lvl
Df Deviance AIC
- Air.Pressurer 1 31.584 -2225.8
- PSC.Fill 1 31.590 -2225.4
- PSC 1 31.598 -2224.9
<none> 31.566 -2224.8
- Hyd.Pressure2 1 31.614 -2223.9
- PC.Volume 1 31.628 -2223.1
- Pressure.Vacuum 1 31.644 -2222.2
- Carb.Temp 1 31.646 -2222.1
- Fill.Ounces 1 31.679 -2220.2
- Filler.Level 1 31.680 -2220.1
- Brand.CodeC 1 31.696 -2219.2
- Alch.Rel 1 31.708 -2218.5
- Carb.Flow 1 31.713 -2218.2
- Brand.CodeB 1 31.715 -2218.1
- Brand.CodeD 1 31.748 -2216.1
- Density 1 31.771 -2214.8
- Pressure.Setpoint 1 31.779 -2214.4
- Oxygen.Filler 1 31.784 -2214.1
- Balling 1 31.798 -2213.2
- Hyd.Pressure3 1 31.944 -2204.8
- Balling.Lvl 1 32.027 -2200.0
- Bowl.Setpoint 1 32.157 -2192.5
- Temperature 1 32.179 -2191.2
- Usage.cont 1 32.333 -2182.4
- Carb.Pressure1 1 33.108 -2138.6
- Mnf.Flow 1 34.636 -2055.2
Step: AIC=-2225.75
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Fill.Ounces +
PC.Volume + Carb.Temp + PSC + PSC.Fill + Mnf.Flow + Carb.Pressure1 +
Hyd.Pressure2 + Hyd.Pressure3 + Filler.Level + Temperature +
Usage.cont + Carb.Flow + Density + Balling + Pressure.Vacuum +
Oxygen.Filler + Bowl.Setpoint + Pressure.Setpoint + Alch.Rel +
Balling.Lvl
Df Deviance AIC
- PSC.Fill 1 31.606 -2226.5
- PSC 1 31.618 -2225.8
<none> 31.584 -2225.8
- Hyd.Pressure2 1 31.622 -2225.5
- PC.Volume 1 31.644 -2224.2
- Carb.Temp 1 31.662 -2223.2
- Pressure.Vacuum 1 31.673 -2222.5
- Filler.Level 1 31.699 -2221.0
- Fill.Ounces 1 31.701 -2220.9
- Brand.CodeC 1 31.711 -2220.3
- Carb.Flow 1 31.727 -2219.4
- Alch.Rel 1 31.729 -2219.3
- Brand.CodeB 1 31.733 -2219.0
- Brand.CodeD 1 31.762 -2217.4
- Density 1 31.790 -2215.7
- Pressure.Setpoint 1 31.804 -2214.9
- Balling 1 31.814 -2214.3
- Oxygen.Filler 1 31.817 -2214.2
- Hyd.Pressure3 1 31.944 -2206.8
- Balling.Lvl 1 32.045 -2200.9
- Bowl.Setpoint 1 32.191 -2192.6
- Temperature 1 32.200 -2192.0
- Usage.cont 1 32.337 -2184.2
- Carb.Pressure1 1 33.110 -2140.5
- Mnf.Flow 1 34.645 -2056.7
Step: AIC=-2226.47
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Fill.Ounces +
PC.Volume + Carb.Temp + PSC + Mnf.Flow + Carb.Pressure1 +
Hyd.Pressure2 + Hyd.Pressure3 + Filler.Level + Temperature +
Usage.cont + Carb.Flow + Density + Balling + Pressure.Vacuum +
Oxygen.Filler + Bowl.Setpoint + Pressure.Setpoint + Alch.Rel +
Balling.Lvl
Df Deviance AIC
<none> 31.606 -2226.5
- Hyd.Pressure2 1 31.643 -2226.3
- PSC 1 31.653 -2225.7
- PC.Volume 1 31.660 -2225.3
- Carb.Temp 1 31.683 -2223.9
- Pressure.Vacuum 1 31.691 -2223.4
- Filler.Level 1 31.722 -2221.7
- Fill.Ounces 1 31.728 -2221.3
- Brand.CodeC 1 31.735 -2220.9
- Carb.Flow 1 31.742 -2220.5
- Alch.Rel 1 31.751 -2220.0
- Brand.CodeB 1 31.756 -2219.7
- Brand.CodeD 1 31.785 -2218.0
- Density 1 31.811 -2216.5
- Pressure.Setpoint 1 31.828 -2215.5
- Oxygen.Filler 1 31.834 -2215.2
- Balling 1 31.834 -2215.1
- Hyd.Pressure3 1 31.966 -2207.5
- Balling.Lvl 1 32.063 -2201.9
- Bowl.Setpoint 1 32.206 -2193.7
- Temperature 1 32.226 -2192.5
- Usage.cont 1 32.355 -2185.1
- Carb.Pressure1 1 33.133 -2141.2
- Mnf.Flow 1 34.672 -2057.3
Start: AIC=-2475.57
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Pressure + Carb.Temp + PSC +
PSC.Fill + PSC.CO2 + Mnf.Flow + Carb.Pressure1 + Fill.Pressure +
Hyd.Pressure1 + Hyd.Pressure2 + Hyd.Pressure3 + Hyd.Pressure4 +
Filler.Level + Filler.Speed + Temperature + Usage.cont +
Carb.Flow + Density + MFR + Balling + Pressure.Vacuum + Oxygen.Filler +
Bowl.Setpoint + Pressure.Setpoint + Air.Pressurer + Alch.Rel +
Carb.Rel + Balling.Lvl
Df Deviance AIC
- Carb.Pressure 1 34.830 -2477.6
- Carb.Temp 1 34.833 -2477.3
- Fill.Pressure 1 34.834 -2477.3
- MFR 1 34.834 -2477.3
- Air.Pressurer 1 34.834 -2477.3
- Hyd.Pressure4 1 34.838 -2477.0
- Filler.Speed 1 34.844 -2476.7
- Hyd.Pressure1 1 34.846 -2476.6
- Carb.Volume 1 34.850 -2476.3
- PSC.CO2 1 34.859 -2475.8
- PSC.Fill 1 34.862 -2475.7
- PSC 1 34.863 -2475.6
<none> 34.829 -2475.6
- Carb.Rel 1 34.867 -2475.4
- PC.Volume 1 34.900 -2473.4
- Carb.Flow 1 34.907 -2473.0
- Brand.CodeB 1 34.909 -2472.9
- Fill.Ounces 1 34.909 -2472.9
- Hyd.Pressure2 1 34.919 -2472.3
- Filler.Level 1 34.932 -2471.5
- Alch.Rel 1 34.963 -2469.7
- Pressure.Vacuum 1 34.989 -2468.2
- Pressure.Setpoint 1 34.992 -2468.0
- Brand.CodeD 1 35.034 -2465.6
- Brand.CodeC 1 35.039 -2465.3
- Density 1 35.082 -2462.7
- Balling 1 35.091 -2462.2
- Oxygen.Filler 1 35.135 -2459.6
- Hyd.Pressure3 1 35.223 -2454.5
- Balling.Lvl 1 35.270 -2451.7
- Bowl.Setpoint 1 35.352 -2447.0
- Temperature 1 35.481 -2439.5
- Usage.cont 1 35.576 -2434.0
- Carb.Pressure1 1 36.487 -2382.0
- Mnf.Flow 1 38.310 -2281.8
Step: AIC=-2477.56
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC + PSC.Fill + PSC.CO2 +
Mnf.Flow + Carb.Pressure1 + Fill.Pressure + Hyd.Pressure1 +
Hyd.Pressure2 + Hyd.Pressure3 + Hyd.Pressure4 + Filler.Level +
Filler.Speed + Temperature + Usage.cont + Carb.Flow + Density +
MFR + Balling + Pressure.Vacuum + Oxygen.Filler + Bowl.Setpoint +
Pressure.Setpoint + Air.Pressurer + Alch.Rel + Carb.Rel +
Balling.Lvl
Df Deviance AIC
- Fill.Pressure 1 34.834 -2479.3
- MFR 1 34.834 -2479.3
- Air.Pressurer 1 34.834 -2479.3
- Hyd.Pressure4 1 34.838 -2479.0
- Filler.Speed 1 34.844 -2478.7
- Hyd.Pressure1 1 34.846 -2478.6
- PSC.CO2 1 34.859 -2477.8
- Carb.Volume 1 34.861 -2477.7
- PSC.Fill 1 34.862 -2477.7
- PSC 1 34.863 -2477.6
<none> 34.830 -2477.6
- Carb.Rel 1 34.867 -2477.3
- Carb.Temp 1 34.879 -2476.6
- PC.Volume 1 34.901 -2475.4
- Carb.Flow 1 34.907 -2475.0
- Brand.CodeB 1 34.909 -2474.9
- Fill.Ounces 1 34.909 -2474.9
- Hyd.Pressure2 1 34.919 -2474.3
- Filler.Level 1 34.932 -2473.5
- Alch.Rel 1 34.964 -2471.7
- Pressure.Vacuum 1 34.989 -2470.2
- Pressure.Setpoint 1 34.992 -2470.0
- Brand.CodeD 1 35.034 -2467.6
- Brand.CodeC 1 35.039 -2467.2
- Density 1 35.082 -2464.7
- Balling 1 35.091 -2464.2
- Oxygen.Filler 1 35.136 -2461.6
- Hyd.Pressure3 1 35.224 -2456.4
- Balling.Lvl 1 35.270 -2453.7
- Bowl.Setpoint 1 35.352 -2449.0
- Temperature 1 35.483 -2441.4
- Usage.cont 1 35.576 -2436.0
- Carb.Pressure1 1 36.491 -2383.8
- Mnf.Flow 1 38.312 -2283.7
Step: AIC=-2479.31
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC + PSC.Fill + PSC.CO2 +
Mnf.Flow + Carb.Pressure1 + Hyd.Pressure1 + Hyd.Pressure2 +
Hyd.Pressure3 + Hyd.Pressure4 + Filler.Level + Filler.Speed +
Temperature + Usage.cont + Carb.Flow + Density + MFR + Balling +
Pressure.Vacuum + Oxygen.Filler + Bowl.Setpoint + Pressure.Setpoint +
Air.Pressurer + Alch.Rel + Carb.Rel + Balling.Lvl
Df Deviance AIC
- MFR 1 34.837 -2481.1
- Air.Pressurer 1 34.838 -2481.0
- Hyd.Pressure4 1 34.842 -2480.8
- Hyd.Pressure1 1 34.848 -2480.4
- Filler.Speed 1 34.849 -2480.4
- PSC.CO2 1 34.863 -2479.6
- Carb.Volume 1 34.865 -2479.5
- PSC.Fill 1 34.866 -2479.4
- PSC 1 34.867 -2479.4
<none> 34.834 -2479.3
- Carb.Rel 1 34.870 -2479.2
- Carb.Temp 1 34.884 -2478.3
- PC.Volume 1 34.908 -2476.9
- Fill.Ounces 1 34.912 -2476.7
- Brand.CodeB 1 34.913 -2476.7
- Carb.Flow 1 34.914 -2476.6
- Hyd.Pressure2 1 34.926 -2475.9
- Filler.Level 1 34.944 -2474.8
- Alch.Rel 1 34.970 -2473.3
- Pressure.Vacuum 1 34.995 -2471.8
- Pressure.Setpoint 1 35.025 -2470.0
- Brand.CodeD 1 35.034 -2469.5
- Brand.CodeC 1 35.044 -2469.0
- Density 1 35.085 -2466.6
- Balling 1 35.103 -2465.5
- Oxygen.Filler 1 35.139 -2463.4
- Hyd.Pressure3 1 35.252 -2456.8
- Balling.Lvl 1 35.282 -2455.0
- Bowl.Setpoint 1 35.378 -2449.4
- Temperature 1 35.505 -2442.1
- Usage.cont 1 35.577 -2437.9
- Carb.Pressure1 1 36.491 -2385.8
- Mnf.Flow 1 38.312 -2285.7
Step: AIC=-2481.11
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC + PSC.Fill + PSC.CO2 +
Mnf.Flow + Carb.Pressure1 + Hyd.Pressure1 + Hyd.Pressure2 +
Hyd.Pressure3 + Hyd.Pressure4 + Filler.Level + Filler.Speed +
Temperature + Usage.cont + Carb.Flow + Density + Balling +
Pressure.Vacuum + Oxygen.Filler + Bowl.Setpoint + Pressure.Setpoint +
Air.Pressurer + Alch.Rel + Carb.Rel + Balling.Lvl
Df Deviance AIC
- Air.Pressurer 1 34.842 -2482.8
- Hyd.Pressure4 1 34.844 -2482.7
- Hyd.Pressure1 1 34.851 -2482.3
- PSC.CO2 1 34.865 -2481.5
- Filler.Speed 1 34.866 -2481.4
- Carb.Volume 1 34.869 -2481.2
- PSC.Fill 1 34.870 -2481.2
- PSC 1 34.870 -2481.2
<none> 34.837 -2481.1
- Carb.Rel 1 34.874 -2480.9
- Carb.Temp 1 34.887 -2480.2
- PC.Volume 1 34.911 -2478.8
- Brand.CodeB 1 34.914 -2478.6
- Carb.Flow 1 34.915 -2478.5
- Fill.Ounces 1 34.915 -2478.5
- Hyd.Pressure2 1 34.928 -2477.8
- Filler.Level 1 34.946 -2476.7
- Alch.Rel 1 34.971 -2475.2
- Pressure.Vacuum 1 34.996 -2473.8
- Pressure.Setpoint 1 35.030 -2471.8
- Brand.CodeD 1 35.035 -2471.5
- Brand.CodeC 1 35.051 -2470.5
- Density 1 35.087 -2468.4
- Balling 1 35.103 -2467.5
- Oxygen.Filler 1 35.140 -2465.3
- Hyd.Pressure3 1 35.255 -2458.6
- Balling.Lvl 1 35.282 -2457.0
- Bowl.Setpoint 1 35.379 -2451.4
- Temperature 1 35.512 -2443.7
- Usage.cont 1 35.596 -2438.8
- Carb.Pressure1 1 36.496 -2387.5
- Mnf.Flow 1 38.318 -2287.4
Step: AIC=-2482.84
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC + PSC.Fill + PSC.CO2 +
Mnf.Flow + Carb.Pressure1 + Hyd.Pressure1 + Hyd.Pressure2 +
Hyd.Pressure3 + Hyd.Pressure4 + Filler.Level + Filler.Speed +
Temperature + Usage.cont + Carb.Flow + Density + Balling +
Pressure.Vacuum + Oxygen.Filler + Bowl.Setpoint + Pressure.Setpoint +
Alch.Rel + Carb.Rel + Balling.Lvl
Df Deviance AIC
- Hyd.Pressure4 1 34.849 -2484.4
- Hyd.Pressure1 1 34.857 -2483.9
- PSC.CO2 1 34.869 -2483.2
- Filler.Speed 1 34.871 -2483.1
- PSC.Fill 1 34.874 -2482.9
<none> 34.842 -2482.8
- PSC 1 34.876 -2482.8
- Carb.Volume 1 34.877 -2482.8
- Carb.Rel 1 34.881 -2482.5
- Carb.Temp 1 34.891 -2481.9
- PC.Volume 1 34.916 -2480.5
- Carb.Flow 1 34.918 -2480.3
- Brand.CodeB 1 34.918 -2480.3
- Fill.Ounces 1 34.921 -2480.2
- Hyd.Pressure2 1 34.928 -2479.7
- Filler.Level 1 34.952 -2478.3
- Alch.Rel 1 34.977 -2476.9
- Pressure.Vacuum 1 35.011 -2474.9
- Pressure.Setpoint 1 35.038 -2473.3
- Brand.CodeD 1 35.039 -2473.2
- Brand.CodeC 1 35.056 -2472.3
- Density 1 35.093 -2470.1
- Balling 1 35.107 -2469.3
- Oxygen.Filler 1 35.154 -2466.5
- Hyd.Pressure3 1 35.258 -2460.4
- Balling.Lvl 1 35.285 -2458.8
- Bowl.Setpoint 1 35.394 -2452.5
- Temperature 1 35.519 -2445.3
- Usage.cont 1 35.596 -2440.8
- Carb.Pressure1 1 36.496 -2389.5
- Mnf.Flow 1 38.318 -2289.4
Step: AIC=-2484.42
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC + PSC.Fill + PSC.CO2 +
Mnf.Flow + Carb.Pressure1 + Hyd.Pressure1 + Hyd.Pressure2 +
Hyd.Pressure3 + Filler.Level + Filler.Speed + Temperature +
Usage.cont + Carb.Flow + Density + Balling + Pressure.Vacuum +
Oxygen.Filler + Bowl.Setpoint + Pressure.Setpoint + Alch.Rel +
Carb.Rel + Balling.Lvl
Df Deviance AIC
- Hyd.Pressure1 1 34.864 -2485.5
- Filler.Speed 1 34.871 -2485.1
- PSC.CO2 1 34.876 -2484.8
- PSC.Fill 1 34.881 -2484.5
- PSC 1 34.882 -2484.4
<none> 34.849 -2484.4
- Carb.Volume 1 34.883 -2484.4
- Carb.Rel 1 34.888 -2484.1
- Carb.Temp 1 34.898 -2483.5
- Brand.CodeB 1 34.921 -2482.2
- PC.Volume 1 34.922 -2482.1
- Carb.Flow 1 34.924 -2482.0
- Fill.Ounces 1 34.930 -2481.6
- Hyd.Pressure2 1 34.937 -2481.2
- Filler.Level 1 34.956 -2480.1
- Alch.Rel 1 34.984 -2478.5
- Pressure.Vacuum 1 35.027 -2476.0
- Brand.CodeD 1 35.042 -2475.0
- Pressure.Setpoint 1 35.044 -2474.9
- Brand.CodeC 1 35.071 -2473.3
- Density 1 35.104 -2471.4
- Balling 1 35.131 -2469.8
- Oxygen.Filler 1 35.160 -2468.2
- Hyd.Pressure3 1 35.268 -2461.9
- Balling.Lvl 1 35.311 -2459.4
- Bowl.Setpoint 1 35.395 -2454.5
- Temperature 1 35.523 -2447.0
- Usage.cont 1 35.599 -2442.6
- Carb.Pressure1 1 36.508 -2390.8
- Mnf.Flow 1 38.323 -2291.2
Step: AIC=-2485.51
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC + PSC.Fill + PSC.CO2 +
Mnf.Flow + Carb.Pressure1 + Hyd.Pressure2 + Hyd.Pressure3 +
Filler.Level + Filler.Speed + Temperature + Usage.cont +
Carb.Flow + Density + Balling + Pressure.Vacuum + Oxygen.Filler +
Bowl.Setpoint + Pressure.Setpoint + Alch.Rel + Carb.Rel +
Balling.Lvl
Df Deviance AIC
- Filler.Speed 1 34.882 -2486.5
- PSC.CO2 1 34.892 -2485.9
- PSC.Fill 1 34.895 -2485.7
<none> 34.864 -2485.5
- PSC 1 34.900 -2485.4
- Carb.Volume 1 34.901 -2485.4
- Carb.Rel 1 34.906 -2485.1
- Carb.Temp 1 34.911 -2484.8
- PC.Volume 1 34.926 -2483.9
- Brand.CodeB 1 34.934 -2483.4
- Hyd.Pressure2 1 34.937 -2483.2
- Carb.Flow 1 34.943 -2482.9
- Fill.Ounces 1 34.944 -2482.8
- Filler.Level 1 34.968 -2481.4
- Alch.Rel 1 35.004 -2479.3
- Pressure.Vacuum 1 35.029 -2477.8
- Brand.CodeD 1 35.055 -2476.3
- Pressure.Setpoint 1 35.055 -2476.3
- Brand.CodeC 1 35.089 -2474.3
- Density 1 35.122 -2472.4
- Balling 1 35.149 -2470.8
- Oxygen.Filler 1 35.182 -2468.9
- Hyd.Pressure3 1 35.292 -2462.5
- Balling.Lvl 1 35.326 -2460.5
- Bowl.Setpoint 1 35.426 -2454.7
- Temperature 1 35.540 -2448.1
- Usage.cont 1 35.621 -2443.4
- Carb.Pressure1 1 36.509 -2392.8
- Mnf.Flow 1 38.334 -2292.6
Step: AIC=-2486.47
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC + PSC.Fill + PSC.CO2 +
Mnf.Flow + Carb.Pressure1 + Hyd.Pressure2 + Hyd.Pressure3 +
Filler.Level + Temperature + Usage.cont + Carb.Flow + Density +
Balling + Pressure.Vacuum + Oxygen.Filler + Bowl.Setpoint +
Pressure.Setpoint + Alch.Rel + Carb.Rel + Balling.Lvl
Df Deviance AIC
- PSC.CO2 1 34.909 -2486.9
- PSC.Fill 1 34.913 -2486.6
- PSC 1 34.915 -2486.5
<none> 34.882 -2486.5
- Carb.Volume 1 34.917 -2486.4
- Carb.Rel 1 34.923 -2486.1
- Carb.Temp 1 34.930 -2485.6
- Hyd.Pressure2 1 34.948 -2484.6
- PC.Volume 1 34.952 -2484.4
- Fill.Ounces 1 34.958 -2484.0
- Brand.CodeB 1 34.969 -2483.3
- Filler.Level 1 34.996 -2481.8
- Alch.Rel 1 35.008 -2481.1
- Pressure.Vacuum 1 35.030 -2479.8
- Carb.Flow 1 35.045 -2478.9
- Brand.CodeD 1 35.076 -2477.1
- Pressure.Setpoint 1 35.089 -2476.3
- Brand.CodeC 1 35.090 -2476.2
- Density 1 35.141 -2473.3
- Balling 1 35.154 -2472.5
- Oxygen.Filler 1 35.200 -2469.8
- Hyd.Pressure3 1 35.323 -2462.7
- Balling.Lvl 1 35.328 -2462.4
- Bowl.Setpoint 1 35.501 -2452.3
- Usage.cont 1 35.623 -2445.3
- Temperature 1 35.634 -2444.7
- Carb.Pressure1 1 36.513 -2394.6
- Mnf.Flow 1 38.353 -2293.5
Step: AIC=-2486.86
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Carb.Volume +
Fill.Ounces + PC.Volume + Carb.Temp + PSC + PSC.Fill + Mnf.Flow +
Carb.Pressure1 + Hyd.Pressure2 + Hyd.Pressure3 + Filler.Level +
Temperature + Usage.cont + Carb.Flow + Density + Balling +
Pressure.Vacuum + Oxygen.Filler + Bowl.Setpoint + Pressure.Setpoint +
Alch.Rel + Carb.Rel + Balling.Lvl
Df Deviance AIC
- Carb.Volume 1 34.942 -2486.9
<none> 34.909 -2486.9
- PSC 1 34.945 -2486.7
- Carb.Rel 1 34.950 -2486.4
- PSC.Fill 1 34.953 -2486.3
- Carb.Temp 1 34.955 -2486.1
- Hyd.Pressure2 1 34.971 -2485.2
- PC.Volume 1 34.974 -2485.1
- Fill.Ounces 1 34.984 -2484.4
- Brand.CodeB 1 34.996 -2483.8
- Filler.Level 1 35.020 -2482.3
- Alch.Rel 1 35.042 -2481.1
- Pressure.Vacuum 1 35.057 -2480.2
- Carb.Flow 1 35.069 -2479.5
- Brand.CodeD 1 35.096 -2477.9
- Brand.CodeC 1 35.120 -2476.5
- Pressure.Setpoint 1 35.122 -2476.4
- Density 1 35.170 -2473.6
- Balling 1 35.180 -2473.0
- Oxygen.Filler 1 35.231 -2470.0
- Hyd.Pressure3 1 35.341 -2463.6
- Balling.Lvl 1 35.350 -2463.1
- Bowl.Setpoint 1 35.523 -2453.1
- Usage.cont 1 35.650 -2445.7
- Temperature 1 35.668 -2444.7
- Carb.Pressure1 1 36.537 -2395.2
- Mnf.Flow 1 38.387 -2293.7
Step: AIC=-2486.91
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Fill.Ounces +
PC.Volume + Carb.Temp + PSC + PSC.Fill + Mnf.Flow + Carb.Pressure1 +
Hyd.Pressure2 + Hyd.Pressure3 + Filler.Level + Temperature +
Usage.cont + Carb.Flow + Density + Balling + Pressure.Vacuum +
Oxygen.Filler + Bowl.Setpoint + Pressure.Setpoint + Alch.Rel +
Carb.Rel + Balling.Lvl
Df Deviance AIC
- Carb.Rel 1 34.963 -2487.7
<none> 34.942 -2486.9
- PSC 1 34.982 -2486.6
- PSC.Fill 1 34.985 -2486.4
- Hyd.Pressure2 1 35.004 -2485.3
- PC.Volume 1 35.004 -2485.3
- Carb.Temp 1 35.012 -2484.8
- Fill.Ounces 1 35.041 -2483.1
- Filler.Level 1 35.043 -2483.0
- Brand.CodeB 1 35.054 -2482.4
- Pressure.Vacuum 1 35.087 -2480.4
- Alch.Rel 1 35.088 -2480.4
- Brand.CodeD 1 35.102 -2479.6
- Carb.Flow 1 35.112 -2479.0
- Brand.CodeC 1 35.128 -2478.0
- Pressure.Setpoint 1 35.164 -2475.9
- Density 1 35.206 -2473.5
- Balling 1 35.226 -2472.3
- Oxygen.Filler 1 35.257 -2470.5
- Hyd.Pressure3 1 35.387 -2462.9
- Balling.Lvl 1 35.405 -2461.9
- Bowl.Setpoint 1 35.542 -2454.0
- Temperature 1 35.688 -2445.5
- Usage.cont 1 35.698 -2444.9
- Carb.Pressure1 1 36.578 -2394.9
- Mnf.Flow 1 38.453 -2292.2
Step: AIC=-2487.69
.outcome ~ Brand.CodeB + Brand.CodeC + Brand.CodeD + Fill.Ounces +
PC.Volume + Carb.Temp + PSC + PSC.Fill + Mnf.Flow + Carb.Pressure1 +
Hyd.Pressure2 + Hyd.Pressure3 + Filler.Level + Temperature +
Usage.cont + Carb.Flow + Density + Balling + Pressure.Vacuum +
Oxygen.Filler + Bowl.Setpoint + Pressure.Setpoint + Alch.Rel +
Balling.Lvl
Df Deviance AIC
<none> 34.963 -2487.7
- PSC 1 35.003 -2487.3
- PSC.Fill 1 35.006 -2487.2
- Hyd.Pressure2 1 35.021 -2486.3
- PC.Volume 1 35.025 -2486.1
- Carb.Temp 1 35.032 -2485.6
- Filler.Level 1 35.062 -2483.9
- Fill.Ounces 1 35.067 -2483.6
- Brand.CodeB 1 35.080 -2482.8
- Pressure.Vacuum 1 35.108 -2481.2
- Carb.Flow 1 35.126 -2480.1
- Alch.Rel 1 35.127 -2480.1
- Brand.CodeD 1 35.140 -2479.3
- Brand.CodeC 1 35.148 -2478.9
- Pressure.Setpoint 1 35.181 -2476.9
- Density 1 35.212 -2475.1
- Balling 1 35.270 -2471.7
- Oxygen.Filler 1 35.280 -2471.2
- Hyd.Pressure3 1 35.405 -2463.9
- Balling.Lvl 1 35.502 -2458.3
- Bowl.Setpoint 1 35.569 -2454.4
- Temperature 1 35.691 -2447.3
- Usage.cont 1 35.727 -2445.3
- Carb.Pressure1 1 36.624 -2394.3
- Mnf.Flow 1 38.498 -2291.8
Generalized Linear Model with Stepwise Feature Selection
2055 samples
32 predictor
No pre-processing
Resampling: Cross-Validated (10 fold)
Summary of sample sizes: 1849, 1850, 1849, 1850, 1849, 1849, ...
Resampling results:
RMSE Rsquared MAE
0.134204 0.3982181 0.1040103
loess r-squared variable importance
only 20 most important variables shown (out of 32)
Overall
Oxygen.Filler 100.00
Filler.Level 74.95
Mnf.Flow 63.59
Filler.Speed 61.64
Balling 58.82
Bowl.Setpoint 53.25
Hyd.Pressure3 51.18
Hyd.Pressure2 48.47
Hyd.Pressure1 48.38
Fill.Pressure 47.50
Usage.cont 46.35
Pressure.Setpoint 39.28
Density 34.55
Carb.Pressure1 32.96
Brand.Code 32.26
Balling.Lvl 31.53
Carb.Rel 30.69
Alch.Rel 24.56
Carb.Flow 24.41
Pressure.Vacuum 24.40
lm_predictions <- predict(lm_fit, test_df_imputed)
postResample(pred = lm_predictions, obs = test_df_imputed$PH)
RMSE Rsquared MAE
0.1394404 0.3521655 0.1063868
