Multiple Linear Regression
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data<-read.csv("C:\\Users\\chatterjee.s.5\\Downloads\\TagsFromHIS02_Apr1Apr14 (1).csv")#install.packages("tidyverse")
library("tidyverse")## -- Attaching packages --------------------------------------- tidyverse 1.3.1 --## v ggplot2 3.3.5 v purrr 0.3.4
## v tibble 3.1.4 v dplyr 1.0.7
## v tidyr 1.1.3 v stringr 1.4.0
## v readr 2.0.1 v forcats 0.5.1## -- Conflicts ------------------------------------------ tidyverse_conflicts() --
## x dplyr::filter() masks stats::filter()
## x dplyr::lag() masks stats::lag()#install.packages("dplyr")
library("dplyr")
#install.packages("ggplot2")
library("ggplot2")Glimpse at the raw data
head(data,5)names(data)<-c("TagName","DateTime","Value")
length(unique(data$TagName))## [1] 320str(data)## 'data.frame': 1290240 obs. of 3 variables:
## $ TagName : chr "C01_AS206.Out_PV" "C01_AS206.Sts_Input" "C01_AT000A.Out_PV" "C01_AT000A_Raw.Out_PV" ...
## $ DateTime: chr "2021-04-01 00:00:00.0000000" "2021-04-01 00:00:00.0000000" "2021-04-01 00:00:00.0000000" "2021-04-01 00:00:00.0000000" ...
## $ Value : chr "1" "1" "9.14044761657715" "8.74471473693848" ...options(warnings=-1)
library(dplyr)
data<-data%>%
mutate(TagName=as.character(TagName),
DateTime=as.character(DateTime),
Value=as.numeric(Value)
)## Warning in mask$eval_all_mutate(quo): NAs introduced by coercionoptions(warnings=-1)
library(dplyr)
subset<-data%>%group_by(TagName)%>%summarize(Obs=n(),avg=mean(Value,na.rm=T),sd=sd(Value,na.rm=T))%>%filter(sd>0)
Tags<-subset$TagName
subset_1<-subset%>%filter(TagName %in% c("C01_VT000.Out_PV", "C01_BMT.CTRL.BMT_GCAS"))Filter data only for the required Name Tags which has Non-Na values and has atleast 5% variation from the mean
data1<-data%>%filter(TagName %in% Tags)
data1%>%group_by(TagName)%>%summarize(n=n())###Data Rearrangement Rearranging the data from a long format to a wide format
library(dplyr)
data2<-data1 %>%pivot_wider(names_from = TagName, values_from = Value)str(data2)## tibble [4,032 x 202] (S3: tbl_df/tbl/data.frame)
## $ DateTime : chr [1:4032] "2021-04-01 00:00:00.0000000" "2021-04-01 00:05:00.0000000" "2021-04-01 00:10:00.0000000" "2021-04-01 00:15:00.0000000" ...
## $ C01_AT000A.Out_PV : num [1:4032] 9.14 9.14 9.13 9.13 9.13 ...
## $ C01_AT000A_Raw.Out_PV : num [1:4032] 8.74 8.75 8.74 8.74 8.74 ...
## $ C01_AT000A_TT.Out_PV : num [1:4032] 21.5 21.7 21.8 22 22.1 ...
## $ C01_AT135.Out_PV : num [1:4032] 18.9 18.9 18.9 18.9 18.9 ...
## $ C01_AT206.Out_PV : num [1:4032] 0.0681 0.0681 0.0681 0.0681 0.0681 ...
## $ C01_AT335.Out_PV : num [1:4032] 19 18.7 19 18.7 19 ...
## $ C01_BMT.CTRL.BMT_GCAS : num [1:4032] 91257582 91257582 91257582 91257582 91257582 ...
## $ C01_BMT.CTRL.BMT_GCAS_Previous : num [1:4032] 91179080 91179080 91179080 91179080 91179080 ...
## $ C01_BMT.CTRL.BMT_ReblendProducedGCAS : num [1:4032] 9e+07 9e+07 9e+07 9e+07 9e+07 ...
## $ C01_BMT.CTRL.BMT_ReblendProducedGCAS_Previous : num [1:4032] 9e+07 9e+07 9e+07 9e+07 9e+07 ...
## $ C01_BMT.CTRL.BMT_RunToEmpty : num [1:4032] 0 0 0 0 0 0 0 0 0 0 ...
## $ C01_BMTReadyToTransfer.Val_FailedConditionCode : num [1:4032] 0 0 0 0 0 0 0 0 0 0 ...
## $ C01_CT950A.Out_PV : num [1:4032] -0.343 -0.343 -0.343 -0.343 -0.343 ...
## $ C01_CTRL.BMT_Level : num [1:4032] 610 901 587 917 554 ...
## $ C01_CTRL.Calculation.LineRate : num [1:4032] 0 22471 0 22462 0 ...
## $ C01_CTRL.Calculation.ProductionRemaining : num [1:4032] 4719.7 3108.3 2297.1 633.4 -60.3 ...
## $ C01_CTRL.Calculation.TotalProduced : num [1:4032] 60098 61780 62516 64255 64909 ...
## $ C01_CTRL.CurrentBrandcode : num [1:4032] 81727956 81727956 81727956 81727956 81727956 ...
## $ C01_CTRL.CurrentPONumber : num [1:4032] 9.16e+08 9.16e+08 9.16e+08 9.16e+08 9.16e+08 ...
## $ C01_CTRL.PendingBrandcode : num [1:4032] 81712757 81712757 81712757 81712757 81712757 ...
## $ C01_CTRL.PendingPONumber : num [1:4032] 9.16e+08 9.16e+08 9.16e+08 9.16e+08 9.16e+08 ...
## $ C01_CTRL.StopColdMass.Paste_S1_StopMass : num [1:4032] 239 239 239 239 239 ...
## $ C01_CTRL.StopColdMass.PerfumeTrigger : num [1:4032] 34.3 34.3 34.3 34.3 34.3 ...
## $ C01_CTRL.StopColdMass.S2_S3_StopMass : num [1:4032] 253 253 253 253 253 ...
## $ C01_CTRL.StopColdMass.SeqShutdownMass : num [1:4032] 328 328 328 328 328 ...
## $ C01_CTRL.StopColdMass.T3_S8_StopMass : num [1:4032] 265 265 265 265 265 ...
## $ C01_CTRL.StopColdMass.WaterSideTrigger : num [1:4032] 10 10 10 10 10 10 10 10 10 10 ...
## $ C01_CTRL.Stops.FO_Autocause : num [1:4032] 0 0 0 0 0 0 0 0 0 0 ...
## $ C01_CTRL.Sts_AtTarget : num [1:4032] 0 0 0 0 0 0 0 0 0 0 ...
## $ C01_CTRL.Sts_BottleTargetFrozen : num [1:4032] 0 0 0 0 0 0 1 0 0 0 ...
## $ C01_CTRL.Sts_ClearFormulaColdStart : num [1:4032] 0 0 0 0 0 0 0 0 0 0 ...
## $ C01_CTRL.Sts_PackingEnabled : num [1:4032] 1 1 1 1 1 1 1 1 1 1 ...
## $ C01_CTRL.Sts_RunningChangeoverEnabled : num [1:4032] 1 1 1 1 1 1 1 1 1 1 ...
## $ C01_CTRL.Sts_RunToTargetEnabled : num [1:4032] 0 0 0 0 0 0 1 0 0 0 ...
## $ C01_CTRL.Sts_WaitConfirmChangeover : num [1:4032] 0 0 0 0 0 0 0 0 0 0 ...
## $ C01_CTRL.Val_ProductionTarget : num [1:4032] 64820 64888 64815 64890 64850 ...
## $ C01_CTRL.XFERPipe_GCAS : num [1:4032] 91257582 91257582 91257582 91257582 91257582 ...
## $ C01_CTRL.XFERPipe_ReblendProducedGCAS : num [1:4032] 9e+07 9e+07 9e+07 9e+07 9e+07 ...
## $ C01_CTRL_State.Sts_StandbyForChangeover : num [1:4032] 0 0 0 0 0 0 0 0 0 0 ...
## $ C01_CTRL_State.Val_PreviousState : num [1:4032] 10 1 10 1 11 10 6 1 10 11 ...
## $ C01_CTRL_State.Val_State : num [1:4032] 11 14 11 14 1 11 13 14 11 1 ...
## $ C01_DT113A.Out_PV : num [1:4032] 1057 1057 1057 1057 1057 ...
## $ C01_DT114A.Out_PV : num [1:4032] 1041 1040 1040 1040 1040 ...
## $ C01_DT115A.Out_PV : num [1:4032] 1053 1053 1053 1053 1053 ...
## $ C01_DT119.Out_PV : num [1:4032] 0.997 0.997 0.997 0.997 0.997 ...
## $ C01_DT130.Out_PV : num [1:4032] 1e-04 1e-04 1e-04 1e-04 1e-04 ...
## $ C01_DT135.Out_PV : num [1:4032] 1.2 1.2 1.2 1.2 1.2 ...
## $ C01_DT201.Out_PV : num [1:4032] 0.998 0.998 0.998 0.998 0.997 ...
## $ C01_DT208.Out_PV : num [1:4032] 1.19 1.19 1.19 1.19 1.19 ...
## $ C01_DT210.Out_PV : num [1:4032] 1.04 1.04 1.04 1.04 1.04 ...
## $ C01_DT221.Out_PV : num [1:4032] 0.999 0.999 0.999 0.999 0.999 ...
## $ C01_DT224.Out_PV : num [1:4032] 0.985 0.985 0.985 0.985 0.985 ...
## $ C01_DT226.Out_PV : num [1:4032] 0.00255 0.00255 0.00255 0.00255 0.00255 ...
## $ C01_DT236.Out_PV : num [1:4032] 1.39 1.39 1.39 1.39 1.39 ...
## $ C01_DT237.Out_PV : num [1:4032] 1.24 1.24 1.24 1.24 1.24 ...
## $ C01_DT255.Out_PV : num [1:4032] 1.06 1.06 1.06 1.06 1.06 ...
## $ C01_DT260.Out_PV : num [1:4032] 0.871 0.871 0.871 0.871 0.871 ...
## $ C01_DT267.Out_PV : num [1:4032] 1.07 1.07 1.07 1.07 1.07 ...
## $ C01_DT269.Out_PV : num [1:4032] 1 1 1 1 1 ...
## $ C01_DT274.Out_PV : num [1:4032] 1.05 1.05 1.05 1.05 1.05 ...
## $ C01_DT277.Out_PV : num [1:4032] 1.13 1.13 1.13 1.13 1.13 ...
## $ C01_DT278.Out_PV : num [1:4032] 0.000754 0.000754 0.000754 0.000754 0.000754 ...
## $ C01_DT290.Out_PV : num [1:4032] 1.01 1.01 1.01 1.01 1.01 ...
## $ C01_DT301.Out_PV : num [1:4032] 0.997 0.999 0.997 0.999 0.997 ...
## $ C01_DT313A.Out_PV : num [1:4032] 1003 1003 1003 1003 1004 ...
## $ C01_DT314A.Out_PV : num [1:4032] 971 971 971 971 971 ...
## $ C01_DT315A.Out_PV : num [1:4032] 1074 1074 1074 1074 1074 ...
## $ C01_DT319.Out_PV : num [1:4032] 0.998 0.998 0.998 0.998 0.998 ...
## $ C01_DT330.Out_PV : num [1:4032] 0.962 0.962 0.962 0.962 0.962 ...
## $ C01_DT335.Out_PV : num [1:4032] 1.2 1.19 1.2 1.19 1.2 ...
## $ C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration: num [1:4032] 22.8 22.9 22.8 22.8 22.8 ...
## $ C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration: num [1:4032] 2.7 2.7 2.7 2.7 2.7 ...
## $ C01_Feed03_Sys206_Ingredient.Val_CurrentBMTConcentration: num [1:4032] 0 0 0 0 0 0 0 0 0 0 ...
## $ C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration: num [1:4032] 22.8 22.7 22.7 22.7 22.8 ...
## $ C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration: num [1:4032] 0 0 0 0 0 0 0 0 0 0 ...
## $ C01_Feed09_Sys119_Ingredient.Val_CurrentBMTConcentration: num [1:4032] 5.16e-33 7.75e-34 4.48e-34 6.45e-35 3.98e-35 ...
## $ C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration: num [1:4032] 0 0 0 0 0 0 0 0 0 0 ...
## $ C01_Feed13_Sys224_Ingredient.Val_CurrentBMTConcentration: num [1:4032] 6.48e-29 9.74e-30 5.62e-30 8.10e-31 5.00e-31 ...
## $ C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration: num [1:4032] 4.77 4.77 4.77 4.77 4.78 ...
## $ C01_Feed16_Sys301_Ingredient.Val_CurrentBMTConcentration: num [1:4032] 46 45.9 46 45.9 45.9 ...
## $ C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration: num [1:4032] 2.09e-29 3.14e-30 1.82e-30 2.61e-31 1.61e-31 ...
## $ C01_Feed20_Sys135_Ingredient.Val_CurrentBMTConcentration: num [1:4032] 3.36e-29 5.05e-30 2.92e-30 4.19e-31 2.59e-31 ...
## $ C01_Feed21_Sys335_Ingredient.Val_CurrentBMTConcentration: num [1:4032] 0.629 0.628 0.629 0.629 0.629 ...
## $ C01_Feed23_Sys214_Ingredient.Val_CurrentBMTConcentration: num [1:4032] 0 0 0 0 0 0 0 0 0 0 ...
## $ C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration: num [1:4032] 0 0 0 0 0 0 0 0 0 0 ...
## $ C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration: num [1:4032] 0.0914 0.0913 0.0914 0.0914 0.0914 ...
## $ C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration: num [1:4032] 0.13 0.129 0.13 0.13 0.13 ...
## $ C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration: num [1:4032] 1.79e-33 2.69e-34 1.55e-34 2.22e-35 1.38e-35 ...
## $ C01_Feed31_Sys269_Ingredient.Val_CurrentBMTConcentration: num [1:4032] 0.101 0.101 0.101 0.101 0.101 ...
## $ C01_Feed32_Sys268_Ingredient.Val_CurrentBMTConcentration: num [1:4032] 1.68e-33 2.53e-34 1.46e-34 2.10e-35 1.30e-35 ...
## $ C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration: num [1:4032] 0 0 0 0 0 0 0 0 0 0 ...
## $ C01_Feed34_Sys277_Ingredient.Val_CurrentBMTConcentration: num [1:4032] 0.0389 0.0389 0.0389 0.0388 0.0389 ...
## $ C01_Feed43_Sys274_Ingredient.Val_CurrentBMTConcentration: num [1:4032] 0.0499 0.0499 0.0499 0.0499 0.0499 ...
## $ C01_Feed44_Sys290_Ingredient.Val_CurrentBMTConcentration: num [1:4032] 1.98 1.97 1.98 1.97 1.98 ...
## $ C01_LT000.Out_PV : num [1:4032] 48.2 72.5 46.2 73.8 43.4 ...
## $ C01_LT000_KG.Out_PV : num [1:4032] 783 1184 752 1204 705 ...
## $ C01_LT255.Out_PV : num [1:4032] 84.8 79.8 78.1 77 84.8 ...
## $ C01_LT255_KG.Out_PV : num [1:4032] 29.7 27.9 27.3 26.9 29.7 ...
## [list output truncated]###Univariate EDA: The columns to be assigned data types: for example data with only distinct discrete values (like GCAS etc) should be a factor, while variables like C01_LT000_KG.Out_PV should be continuous variable (numeric)
Identification through plotting Histograms
Outlier Value Detection using Boxplots
Outlier Treatment: TBD
summary(data2)## DateTime C01_AT000A.Out_PV C01_AT000A_Raw.Out_PV
## Length:4032 Min. :0.000 Min. :8.320
## Class :character 1st Qu.:9.002 1st Qu.:8.533
## Mode :character Median :9.009 Median :8.590
## Mean :9.056 Mean :8.620
## 3rd Qu.:9.107 3rd Qu.:8.670
## Max. :9.300 Max. :9.388
## NA's :68 NA's :68
## C01_AT000A_TT.Out_PV C01_AT135.Out_PV C01_AT206.Out_PV C01_AT335.Out_PV
## Min. :20.14 Min. : 0.00 Min. :0.06809 Min. :17.98
## 1st Qu.:21.48 1st Qu.:18.45 1st Qu.:0.06809 1st Qu.:18.53
## Median :22.37 Median :18.84 Median :0.06809 Median :18.82
## Mean :22.15 Mean :16.07 Mean :0.06958 Mean :18.72
## 3rd Qu.:22.60 3rd Qu.:18.87 3rd Qu.:0.06809 3rd Qu.:18.85
## Max. :24.54 Max. :19.07 Max. :4.04021 Max. :19.35
## NA's :68 NA's :68 NA's :69 NA's :68
## C01_BMT.CTRL.BMT_GCAS C01_BMT.CTRL.BMT_GCAS_Previous
## Min. : 0 Min. :91179079
## 1st Qu.:91213603 1st Qu.:91179108
## Median :91257582 Median :91213603
## Mean :87853858 Mean :91218878
## 3rd Qu.:91257590 3rd Qu.:91257582
## Max. :91329124 Max. :91329124
## NA's :68 NA's :68
## C01_BMT.CTRL.BMT_ReblendProducedGCAS
## Min. : 0
## 1st Qu.:90000001
## Median :90000001
## Mean :89818371
## 3rd Qu.:90000013
## Max. :90000015
## NA's :68
## C01_BMT.CTRL.BMT_ReblendProducedGCAS_Previous C01_BMT.CTRL.BMT_RunToEmpty
## Min. :9e+07 Min. :0.00000
## 1st Qu.:9e+07 1st Qu.:0.00000
## Median :9e+07 Median :0.00000
## Mean :9e+07 Mean :0.04743
## 3rd Qu.:9e+07 3rd Qu.:0.00000
## Max. :9e+07 Max. :1.00000
## NA's :68 NA's :68
## C01_BMTReadyToTransfer.Val_FailedConditionCode C01_CT950A.Out_PV
## Min. :0.0000 Min. : -0.3434
## 1st Qu.:0.0000 1st Qu.: -0.3434
## Median :0.0000 Median : -0.3052
## Mean :0.9624 Mean : 2.4228
## 3rd Qu.:0.0000 3rd Qu.: 0.4960
## Max. :7.0000 Max. :515.7943
## NA's :68 NA's :68
## C01_CTRL.BMT_Level C01_CTRL.Calculation.LineRate
## Min. : 0.0 Min. : 0
## 1st Qu.: 586.6 1st Qu.: 0
## Median : 705.2 Median : 0
## Mean : 719.9 Mean : 4910
## 3rd Qu.: 862.7 3rd Qu.: 0
## Max. :1196.8 Max. :23636
## NA's :68 NA's :68
## C01_CTRL.Calculation.ProductionRemaining C01_CTRL.Calculation.TotalProduced
## Min. :-11271.5 Min. : 0
## 1st Qu.: -116.2 1st Qu.: 1365
## Median : 13071.2 Median : 7071
## Mean : 38068.9 Mean : 19322
## 3rd Qu.: 91643.1 3rd Qu.: 32699
## Max. :500054.8 Max. :131296
## NA's :68 NA's :68
## C01_CTRL.CurrentBrandcode C01_CTRL.CurrentPONumber C01_CTRL.PendingBrandcode
## Min. :81712747 Min. : 666955 Min. : 0
## 1st Qu.:81713053 1st Qu.:915592953 1st Qu.:81713305
## Median :81727958 Median :915592978 Median :81727955
## Mean :81733606 Mean :915140513 Mean :73188053
## 3rd Qu.:81727960 3rd Qu.:915614775 3rd Qu.:81727957
## Max. :99012393 Max. :915623845 Max. :99012393
## NA's :68 NA's :68 NA's :68
## C01_CTRL.PendingPONumber C01_CTRL.StopColdMass.Paste_S1_StopMass
## Min. : 0 Min. :230.1
## 1st Qu.:915592976 1st Qu.:230.6
## Median :915592976 Median :238.7
## Mean :797586504 Mean :256.3
## 3rd Qu.:915614827 3rd Qu.:280.3
## Max. :915627790 Max. :514.3
## NA's :68 NA's :68
## C01_CTRL.StopColdMass.PerfumeTrigger C01_CTRL.StopColdMass.S2_S3_StopMass
## Min. : 10.00 Min. :249.8
## 1st Qu.: 10.00 1st Qu.:250.1
## Median : 34.26 Median :252.6
## Mean : 43.78 Mean :273.4
## 3rd Qu.: 67.29 3rd Qu.:300.0
## Max. :174.65 Max. :533.4
## NA's :68 NA's :68
## C01_CTRL.StopColdMass.SeqShutdownMass C01_CTRL.StopColdMass.T3_S8_StopMass
## Min. :328.3 Min. :261.9
## 1st Qu.:328.3 1st Qu.:265.1
## Median :328.4 Median :267.9
## Mean :350.6 Mean :288.9
## 3rd Qu.:378.4 3rd Qu.:318.0
## Max. :611.6 Max. :551.0
## NA's :68 NA's :68
## C01_CTRL.StopColdMass.WaterSideTrigger C01_CTRL.Stops.FO_Autocause
## Min. : 10.00 Min. : 0.00
## 1st Qu.: 10.00 1st Qu.: 0.00
## Median : 10.00 Median : 0.00
## Mean : 32.20 Mean : 69.39
## 3rd Qu.: 60.04 3rd Qu.: 0.00
## Max. :293.23 Max. :9913.00
## NA's :68 NA's :68
## C01_CTRL.Sts_AtTarget C01_CTRL.Sts_BottleTargetFrozen
## Min. :0.00000 Min. :0.00000
## 1st Qu.:0.00000 1st Qu.:0.00000
## Median :0.00000 Median :0.00000
## Mean :0.02422 Mean :0.00908
## 3rd Qu.:0.00000 3rd Qu.:0.00000
## Max. :1.00000 Max. :1.00000
## NA's :68 NA's :68
## C01_CTRL.Sts_ClearFormulaColdStart C01_CTRL.Sts_PackingEnabled
## Min. :0.00000 Min. :0.0000
## 1st Qu.:0.00000 1st Qu.:1.0000
## Median :0.00000 Median :1.0000
## Mean :0.04339 Mean :0.8479
## 3rd Qu.:0.00000 3rd Qu.:1.0000
## Max. :1.00000 Max. :1.0000
## NA's :68 NA's :68
## C01_CTRL.Sts_RunningChangeoverEnabled C01_CTRL.Sts_RunToTargetEnabled
## Min. :0.0000 Min. :0.0000
## 1st Qu.:1.0000 1st Qu.:0.0000
## Median :1.0000 Median :0.0000
## Mean :0.8623 Mean :0.1314
## 3rd Qu.:1.0000 3rd Qu.:0.0000
## Max. :1.0000 Max. :1.0000
## NA's :68 NA's :68
## C01_CTRL.Sts_WaitConfirmChangeover C01_CTRL.Val_ProductionTarget
## Min. :0.00000 Min. : -1692
## 1st Qu.:0.00000 1st Qu.: 20353
## Median :0.00000 Median : 48041
## Mean :0.03002 Mean : 57391
## 3rd Qu.:0.00000 3rd Qu.: 93008
## Max. :1.00000 Max. :565655
## NA's :68 NA's :68
## C01_CTRL.XFERPipe_GCAS C01_CTRL.XFERPipe_ReblendProducedGCAS
## Min. : 0 Min. : 0
## 1st Qu.:91179108 1st Qu.:90000001
## Median :91257582 Median :90000001
## Mean :80440968 Mean :89931893
## 3rd Qu.:91257590 3rd Qu.:90000013
## Max. :91329124 Max. :90000015
## NA's :68 NA's :68
## C01_CTRL_State.Sts_StandbyForChangeover C01_CTRL_State.Val_PreviousState
## Min. :0.00000 Min. : 0.000
## 1st Qu.:0.00000 1st Qu.: 6.000
## Median :0.00000 Median : 6.000
## Mean :0.00202 Mean : 6.693
## 3rd Qu.:0.00000 3rd Qu.:10.000
## Max. :1.00000 Max. :19.000
## NA's :68 NA's :68
## C01_CTRL_State.Val_State C01_DT113A.Out_PV C01_DT114A.Out_PV C01_DT115A.Out_PV
## Min. : 0.00 Min. :1056 Min. :1040 Min. :1052
## 1st Qu.:13.00 1st Qu.:1058 1st Qu.:1041 1st Qu.:1054
## Median :13.00 Median :1058 Median :1041 Median :1054
## Mean :12.76 Mean :1058 Mean :1041 Mean :1054
## 3rd Qu.:14.00 3rd Qu.:1058 3rd Qu.:1042 3rd Qu.:1054
## Max. :19.00 Max. :1070 Max. :1048 Max. :1060
## NA's :68 NA's :68 NA's :68 NA's :68
## C01_DT119.Out_PV C01_DT130.Out_PV C01_DT135.Out_PV C01_DT201.Out_PV
## Min. :0.9964 Min. :0.00010 Min. :0.00552 Min. :0.9968
## 1st Qu.:0.9978 1st Qu.:0.00010 1st Qu.:1.20034 1st Qu.:0.9974
## Median :0.9988 Median :0.00016 Median :1.20334 Median :0.9981
## Mean :0.9989 Mean :0.00016 Mean :1.04048 Mean :0.9979
## 3rd Qu.:0.9994 3rd Qu.:0.00016 3rd Qu.:1.20439 3rd Qu.:0.9983
## Max. :1.0015 Max. :0.00049 Max. :1.20617 Max. :0.9989
## NA's :69 NA's :69 NA's :68 NA's :69
## C01_DT208.Out_PV C01_DT210.Out_PV C01_DT221.Out_PV C01_DT224.Out_PV
## Min. :1.185 Min. :1.038 Min. :0.9980 Min. :0.00228
## 1st Qu.:1.189 1st Qu.:1.042 1st Qu.:0.9989 1st Qu.:0.00456
## Median :1.190 Median :1.042 Median :0.9996 Median :0.98417
## Mean :1.190 Mean :1.044 Mean :0.9996 Mean :0.58301
## 3rd Qu.:1.191 3rd Qu.:1.049 3rd Qu.:1.0000 3rd Qu.:0.98517
## Max. :1.192 Max. :1.052 Max. :1.0022 Max. :0.98975
## NA's :69 NA's :69 NA's :69 NA's :69
## C01_DT226.Out_PV C01_DT236.Out_PV C01_DT237.Out_PV C01_DT255.Out_PV
## Min. :0.00035 Min. :1.386 Min. :1.238 Min. :1.061
## 1st Qu.:0.00255 1st Qu.:1.387 1st Qu.:1.239 1st Qu.:1.062
## Median :0.00255 Median :1.388 Median :1.240 Median :1.062
## Mean :0.54962 Mean :1.388 Mean :1.239 Mean :1.063
## 3rd Qu.:1.13319 3rd Qu.:1.389 3rd Qu.:1.240 3rd Qu.:1.063
## Max. :1.13799 Max. :1.392 Max. :1.241 Max. :1.064
## NA's :69 NA's :68 NA's :68 NA's :68
## C01_DT260.Out_PV C01_DT267.Out_PV C01_DT269.Out_PV C01_DT274.Out_PV
## Min. :0.8696 Min. :0.0024 Min. :1.003 Min. :1.044
## 1st Qu.:0.8738 1st Qu.:1.0653 1st Qu.:1.004 1st Qu.:1.048
## Median :0.9251 Median :1.0657 Median :1.006 Median :1.048
## Mean :0.9226 Mean :0.9785 Mean :1.005 Mean :1.048
## 3rd Qu.:0.9397 3rd Qu.:1.0662 3rd Qu.:1.006 3rd Qu.:1.049
## Max. :1.0054 Max. :1.0674 Max. :1.009 Max. :1.050
## NA's :68 NA's :69 NA's :69 NA's :69
## C01_DT277.Out_PV C01_DT278.Out_PV C01_DT290.Out_PV C01_DT301.Out_PV
## Min. :1.130 Min. :0.00075 Min. :1.010 Min. :0.9969
## 1st Qu.:1.131 1st Qu.:0.00075 1st Qu.:1.011 1st Qu.:0.9975
## Median :1.132 Median :0.00094 Median :1.012 Median :0.9981
## Mean :1.132 Mean :0.00088 Mean :1.012 Mean :0.9980
## 3rd Qu.:1.132 3rd Qu.:0.00094 3rd Qu.:1.013 3rd Qu.:0.9983
## Max. :1.134 Max. :0.00129 Max. :1.018 Max. :0.9988
## NA's :69 NA's :69 NA's :69 NA's :68
## C01_DT313A.Out_PV C01_DT314A.Out_PV C01_DT315A.Out_PV C01_DT319.Out_PV
## Min. :1001 Min. :969.7 Min. :1068 Min. :0.9982
## 1st Qu.:1003 1st Qu.:971.2 1st Qu.:1074 1st Qu.:0.9997
## Median :1004 Median :971.5 Median :1075 Median :0.9997
## Mean :1004 Mean :972.0 Mean :1075 Mean :0.9998
## 3rd Qu.:1004 3rd Qu.:971.8 3rd Qu.:1075 3rd Qu.:1.0002
## Max. :1018 Max. :981.6 Max. :1111 Max. :1.0023
## NA's :68 NA's :68 NA's :68 NA's :69
## C01_DT330.Out_PV C01_DT335.Out_PV
## Min. :0.00524 Min. :1.186
## 1st Qu.:0.96230 1st Qu.:1.198
## Median :0.96387 Median :1.201
## Mean :0.95646 Mean :1.200
## 3rd Qu.:0.96476 3rd Qu.:1.204
## Max. :0.96700 Max. :1.205
## NA's :69 NA's :68
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration
## Min. :17.22
## 1st Qu.:18.93
## Median :20.95
## Mean :22.40
## 3rd Qu.:23.15
## Max. :99.81
## NA's :69
## C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration
## Min. :0.000
## 1st Qu.:2.668
## Median :2.958
## Mean :2.821
## 3rd Qu.:3.029
## Max. :5.865
## NA's :69
## C01_Feed03_Sys206_Ingredient.Val_CurrentBMTConcentration
## Min. :0.0000
## 1st Qu.:0.0000
## Median :0.0000
## Mean :0.1661
## 3rd Qu.:0.0000
## Max. :2.0806
## NA's :69
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration
## Min. : 0.00
## 1st Qu.:18.27
## Median :18.28
## Mean :20.58
## 3rd Qu.:22.70
## Max. :35.99
## NA's :69
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration
## Min. :0.00000
## 1st Qu.:0.00000
## Median :0.00000
## Mean :0.05438
## 3rd Qu.:0.00000
## Max. :0.60946
## NA's :69
## C01_Feed09_Sys119_Ingredient.Val_CurrentBMTConcentration
## Min. :0.00000
## 1st Qu.:0.00000
## Median :0.02967
## Mean :0.12509
## 3rd Qu.:0.02987
## Max. :4.56703
## NA's :69
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration
## Min. :0.00000
## 1st Qu.:0.00000
## Median :0.00000
## Mean :0.01657
## 3rd Qu.:0.00000
## Max. :2.05922
## NA's :69
## C01_Feed13_Sys224_Ingredient.Val_CurrentBMTConcentration
## Min. :0.00000
## 1st Qu.:0.00000
## Median :0.00579
## Mean :0.11427
## 3rd Qu.:0.01528
## Max. :4.44200
## NA's :69
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration
## Min. : 0.000
## 1st Qu.: 3.814
## Median : 3.834
## Mean : 4.470
## 3rd Qu.: 4.731
## Max. :29.004
## NA's :69
## C01_Feed16_Sys301_Ingredient.Val_CurrentBMTConcentration
## Min. : 0.00
## 1st Qu.:45.61
## Median :53.13
## Mean :47.45
## 3rd Qu.:53.55
## Max. :56.89
## NA's :68
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration
## Min. :0.0000
## 1st Qu.:0.0000
## Median :0.0000
## Mean :0.2056
## 3rd Qu.:0.0000
## Max. :1.4864
## NA's :68
## C01_Feed20_Sys135_Ingredient.Val_CurrentBMTConcentration
## Min. :0.00000
## 1st Qu.:0.00000
## Median :0.00686
## Mean :0.14698
## 3rd Qu.:0.01278
## Max. :4.52078
## NA's :68
## C01_Feed21_Sys335_Ingredient.Val_CurrentBMTConcentration
## Min. :0.0000
## 1st Qu.:0.4291
## Median :0.4355
## Mean :0.5623
## 3rd Qu.:0.6235
## Max. :4.6206
## NA's :68
## C01_Feed23_Sys214_Ingredient.Val_CurrentBMTConcentration
## Min. :0.000
## 1st Qu.:0.000
## Median :0.000
## Mean :0.113
## 3rd Qu.:0.000
## Max. :4.590
## NA's :68
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration
## Min. :0.00000
## 1st Qu.:0.00000
## Median :0.00033
## Mean :0.00239
## 3rd Qu.:0.00198
## Max. :0.02014
## NA's :68
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration
## Min. :0.00000
## 1st Qu.:0.00000
## Median :0.07462
## Mean :0.05598
## 3rd Qu.:0.08889
## Max. :0.09598
## NA's :68
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration
## Min. :-0.00002
## 1st Qu.: 0.09843
## Median : 0.12777
## Mean : 0.23382
## 3rd Qu.: 0.14924
## Max. : 4.50918
## NA's :68
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration
## Min. :0.00000
## 1st Qu.:0.00000
## Median :0.00000
## Mean :0.00196
## 3rd Qu.:0.00000
## Max. :0.05112
## NA's :68
## C01_Feed31_Sys269_Ingredient.Val_CurrentBMTConcentration
## Min. :0.0000
## 1st Qu.:0.1009
## Median :0.1490
## Mean :0.2886
## 3rd Qu.:0.1512
## Max. :6.5023
## NA's :69
## C01_Feed32_Sys268_Ingredient.Val_CurrentBMTConcentration
## Min. :0.00000
## 1st Qu.:0.00000
## Median :0.00000
## Mean :0.00055
## 3rd Qu.:0.00000
## Max. :0.01007
## NA's :69
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration
## Min. :0.00000
## 1st Qu.:0.00000
## Median :0.00000
## Mean :0.01464
## 3rd Qu.:0.00000
## Max. :4.95732
## NA's :69
## C01_Feed34_Sys277_Ingredient.Val_CurrentBMTConcentration
## Min. :0.00000
## 1st Qu.:0.03647
## Median :0.03889
## Mean :0.15186
## 3rd Qu.:0.06399
## Max. :4.53397
## NA's :69
## C01_Feed43_Sys274_Ingredient.Val_CurrentBMTConcentration
## Min. :0.00000
## 1st Qu.:0.00000
## Median :0.00000
## Mean :0.03131
## 3rd Qu.:0.04953
## Max. :0.21633
## NA's :69
## C01_Feed44_Sys290_Ingredient.Val_CurrentBMTConcentration C01_LT000.Out_PV
## Min. :0.000e+00 Min. : 0.9259
## 1st Qu.:0.000e+00 1st Qu.:45.9369
## Median :0.000e+00 Median :54.5919
## Mean :7.781e+35 Mean :56.2499
## 3rd Qu.:2.000e+00 3rd Qu.:67.0992
## Max. :3.331e+37 Max. :93.1813
## NA's :69 NA's :68
## C01_LT000_KG.Out_PV C01_LT255.Out_PV C01_LT255_KG.Out_PV C01_LT267.Out_PV
## Min. : 15.2 Min. :74.92 Min. :26.26 Min. :60.16
## 1st Qu.: 748.3 1st Qu.:79.14 1st Qu.:27.68 1st Qu.:73.20
## Median : 890.8 Median :80.81 Median :28.31 Median :74.05
## Mean : 918.2 Mean :80.31 Mean :28.09 Mean :75.59
## 3rd Qu.:1094.8 3rd Qu.:81.36 3rd Qu.:28.46 3rd Qu.:82.42
## Max. :1520.6 Max. :84.88 Max. :29.75 Max. :84.46
## NA's :68 NA's :68 NA's :68 NA's :69
## C01_LT267_KG.Out_PV C01_LT268.Out_PV C01_LT268_KG.Out_PV C01_LT277.Out_PV
## Min. :21.07 Min. :53.11 Min. :18.61 Min. :59.98
## 1st Qu.:25.71 1st Qu.:54.26 1st Qu.:19.03 1st Qu.:68.01
## Median :25.86 Median :76.00 Median :26.61 Median :72.08
## Mean :26.47 Mean :66.46 Mean :23.27 Mean :72.87
## 3rd Qu.:28.87 3rd Qu.:76.12 3rd Qu.:26.62 3rd Qu.:77.25
## Max. :29.58 Max. :79.44 Max. :27.89 Max. :92.14
## NA's :69 NA's :69 NA's :69 NA's :69
## C01_LT277_KG.Out_PV C01_LT279.Out_PV C01_LT279_KG.Out_PV C01_LT513.Out_PV
## Min. :20.99 Min. :-0.37387 Min. :-0.13086 Min. :68.76
## 1st Qu.:23.80 1st Qu.:-0.24416 1st Qu.:-0.10148 1st Qu.:76.81
## Median :25.23 Median :-0.20601 Median :-0.07210 Median :77.67
## Mean :25.50 Mean :-0.20653 Mean :-0.06707 Mean :77.51
## 3rd Qu.:27.04 3rd Qu.:-0.20601 3rd Qu.:-0.07210 3rd Qu.:77.92
## Max. :32.25 Max. :-0.03052 Max. :-0.01068 Max. :84.97
## NA's :69 NA's :69 NA's :69 NA's :68
## C01_LT513_KG.Out_PV C01_LT514.Out_PV C01_LT514_KG.Out_PV C01_LT515.Out_PV
## Min. :24.08 Min. :75.11 Min. :26.26 Min. :75.04
## 1st Qu.:26.89 1st Qu.:76.21 1st Qu.:26.67 1st Qu.:75.97
## Median :27.20 Median :81.36 Median :28.44 Median :76.68
## Mean :27.14 Mean :80.04 Mean :28.03 Mean :77.59
## 3rd Qu.:27.30 3rd Qu.:81.45 3rd Qu.:28.54 3rd Qu.:78.92
## Max. :29.74 Max. :84.97 Max. :29.76 Max. :84.88
## NA's :68 NA's :68 NA's :68 NA's :68
## C01_LT515_KG.Out_PV C01_PC000.Sts_PIDMode C01_PC000.Sts_Running
## Min. :26.24 Min. :0.0000 Min. :0.0000
## 1st Qu.:26.61 1st Qu.:0.0000 1st Qu.:0.0000
## Median :26.84 Median :1.0000 Median :0.0000
## Mean :27.18 Mean :0.6607 Mean :0.3441
## 3rd Qu.:27.64 3rd Qu.:1.0000 3rd Qu.:1.0000
## Max. :29.70 Max. :1.0000 Max. :1.0000
## NA's :68 NA's :68 NA's :68
## C01_PC000.Sts_SafeILFO C01_PC000_PID.PV C01_PC201A.Sts_Running
## Min. : 0.0000 Min. :-0.0061 Min. :0.0000
## 1st Qu.: 0.0000 1st Qu.: 0.3083 1st Qu.:1.0000
## Median : 0.0000 Median : 0.3945 Median :1.0000
## Mean : 0.1514 Mean : 0.8402 Mean :0.9985
## 3rd Qu.: 0.0000 3rd Qu.: 1.6069 3rd Qu.:1.0000
## Max. :40.0000 Max. : 3.0444 Max. :1.0000
## NA's :68 NA's :68 NA's :68
## C01_PC201A.Sts_SafeILFO C01_PC201A_PID.PV C01_PC201B_PID.PV
## Min. : 0.00000 Min. :0.000 Min. :0.000
## 1st Qu.: 0.00000 1st Qu.:7.280 1st Qu.:1.670
## Median : 0.00000 Median :7.296 Median :1.708
## Mean : 0.00807 Mean :7.290 Mean :1.697
## 3rd Qu.: 0.00000 3rd Qu.:7.312 3rd Qu.:1.718
## Max. :32.00000 Max. :8.007 Max. :2.349
## NA's :68 NA's :68 NA's :68
## C01_PC790A.Sts_Running C01_PC790A_PID.PV C01_PIT790A.Out_PV
## Min. :0.00000 Min. :-0.54219 Min. :-0.54219
## 1st Qu.:0.00000 1st Qu.: 0.04837 1st Qu.: 0.04837
## Median :0.00000 Median : 0.05906 Median : 0.05906
## Mean :0.00454 Mean : 0.05929 Mean : 0.05928
## 3rd Qu.:0.00000 3rd Qu.: 0.07951 3rd Qu.: 0.07951
## Max. :1.00000 Max. : 0.09965 Max. : 0.09965
## NA's :68 NA's :68 NA's :68
## C01_PIT790B.Out_PV C01_PT000A.Out_PV C01_PT000B.Out_PV C01_PT119.Out_PV
## Min. :-0.00687 Min. :-0.00458 Min. :0.1991 Min. :0.01005
## 1st Qu.: 0.00839 1st Qu.: 0.30272 1st Qu.:0.8607 1st Qu.:0.02918
## Median : 0.02594 Median : 0.41660 Median :1.1560 Median :0.04507
## Mean : 0.03308 Mean : 0.81956 Mean :1.2271 Mean :0.88805
## 3rd Qu.: 0.04578 3rd Qu.: 1.53594 3rd Qu.:1.6046 3rd Qu.:0.10927
## Max. : 2.46910 Max. : 3.02381 Max. :2.4767 Max. :5.28372
## NA's :68 NA's :68 NA's :68 NA's :69
## C01_PT201A.Out_PV C01_PT201B.Out_PV C01_PT210A.Out_PV C01_PT210B.Out_PV
## Min. :0.000 Min. :0.000 Min. :0.00000 Min. :0.00000
## 1st Qu.:7.280 1st Qu.:1.670 1st Qu.:0.07717 1st Qu.:0.04183
## Median :7.296 Median :1.708 Median :0.40078 Median :0.37516
## Mean :7.290 Mean :1.697 Mean :1.44404 Mean :1.41676
## 3rd Qu.:7.312 3rd Qu.:1.721 3rd Qu.:1.52853 3rd Qu.:1.50940
## Max. :8.007 Max. :2.349 Max. :6.00162 Max. :5.98865
## NA's :68 NA's :68 NA's :69 NA's :69
## C01_PT213.Out_PV C01_PT214.Out_PV C01_PT215.Out_PV C01_PT221.Out_PV
## Min. :0.3528 Min. :1.003 Min. :1.118 Min. :0.000
## 1st Qu.:1.0675 1st Qu.:1.064 1st Qu.:1.144 1st Qu.:0.000
## Median :1.1350 Median :1.071 Median :1.154 Median :1.612
## Mean :1.3845 Mean :1.326 Mean :1.339 Mean :1.710
## 3rd Qu.:1.1350 3rd Qu.:1.071 3rd Qu.:1.154 3rd Qu.:3.212
## Max. :5.6204 Max. :6.432 Max. :6.828 Max. :5.668
## NA's :68 NA's :68 NA's :68 NA's :69
## C01_PT279.Out_PV C01_PT290A.Out_PV C01_PT290B.Out_PV C01_PT301.Out_PV
## Min. :-0.08698 Min. :0.09014 Min. :0.02918 Min. :0.0000
## 1st Qu.:-0.07554 1st Qu.:0.23735 1st Qu.:0.17964 1st Qu.:0.2565
## Median :-0.07020 Median :0.40078 Median :0.33042 Median :0.3625
## Mean :-0.06888 Mean :0.89652 Mean :0.83364 Mean :1.0554
## 3rd Qu.:-0.06180 3rd Qu.:1.71125 3rd Qu.:1.64721 3rd Qu.:0.3752
## Max. :-0.05341 Max. :2.99611 Max. :2.92250 Max. :4.8191
## NA's :69 NA's :69 NA's :69 NA's :68
## C01_PT319.Out_PV C01_PT36712.Out_PV C01_PT36713.Out_PV C01_PT36750.Out_PV
## Min. :0.05804 Min. :-0.1250 Min. :-0.1231 Min. :-0.1237
## 1st Qu.:0.08042 1st Qu.:-0.1237 1st Qu.:-0.1225 1st Qu.:-0.0100
## Median :0.17023 Median : 1.2850 Median :-0.1225 Median : 0.1638
## Mean :0.69298 Mean : 1.3679 Mean : 0.6819 Mean : 0.8658
## 3rd Qu.:0.99189 3rd Qu.: 2.8103 3rd Qu.: 1.0434 3rd Qu.: 2.0000
## Max. :2.93839 Max. : 3.2250 Max. : 6.6925 Max. : 3.7456
## NA's :69 NA's :69 NA's :69 NA's :69
## C01_PT36751.Out_PV C01_PT36754.Out_PV C01_PT36755.Out_PV C01_PT36756.Out_PV
## Min. :0.7369 Min. :-0.12313 Min. :-0.00812 Min. :-0.0275
## 1st Qu.:1.3509 1st Qu.:-0.12313 1st Qu.: 0.08313 1st Qu.: 0.2028
## Median :1.7300 Median :-0.12313 Median : 0.13875 Median : 1.3956
## Mean :1.7841 Mean :-0.03188 Mean : 0.14256 Mean : 1.1222
## 3rd Qu.:2.1425 3rd Qu.:-0.02781 3rd Qu.: 0.15063 3rd Qu.: 1.4512
## Max. :3.0631 Max. : 1.62563 Max. : 1.85250 Max. : 2.4606
## NA's :68 NA's :69 NA's :68 NA's :69
## C01_PT36757.Out_PV C01_PT36758.Out_PV C01_PT36764.Out_PV C01_PT36765.Out_PV
## Min. :-0.1231 Min. :-0.1231 Min. :0.00125 Min. :-0.1231
## 1st Qu.:-0.1045 1st Qu.:-0.1225 1st Qu.:0.00187 1st Qu.:-0.1225
## Median : 0.4922 Median :-0.1225 Median :0.00187 Median :-0.1225
## Mean : 1.1536 Mean : 0.3906 Mean :0.39890 Mean : 0.3409
## 3rd Qu.: 2.5000 3rd Qu.:-0.1225 3rd Qu.:1.04719 3rd Qu.:-0.1225
## Max. : 3.3138 Max. : 3.4888 Max. :2.78375 Max. : 5.0637
## NA's :68 NA's :69 NA's :69 NA's :69
## C01_PT36766.Out_PV C01_PT36767.Out_PV C01_PT600A.Out_PV C01_PT600B.Out_PV
## Min. :-2.499 Min. :-0.1237 Min. :0.0000 Min. :0.0000
## 1st Qu.:-2.498 1st Qu.: 4.9975 1st Qu.:0.3377 1st Qu.:0.3207
## Median :-2.498 Median : 5.0100 Median :0.8463 Median :0.8207
## Mean :-2.498 Mean : 5.0357 Mean :2.1509 Mean :2.0850
## 3rd Qu.:-2.498 3rd Qu.: 5.1270 3rd Qu.:4.0160 3rd Qu.:3.8580
## Max. :-2.498 Max. : 5.3306 Max. :6.3849 Max. :6.3667
## NA's :69 NA's :68 NA's :68 NA's :68
## C01_PT600C.Out_PV C01_PT600D.Out_PV C01_PT600E.Out_PV C01_PT600F.Out_PV
## Min. :0.0000 Min. :0.0000 Min. :0.0000 Min. :0.0000
## 1st Qu.:0.2983 1st Qu.:0.2597 1st Qu.:0.1869 1st Qu.:0.2824
## Median :0.7980 Median :0.7630 Median :0.6828 Median :0.7708
## Mean :2.0116 Mean :1.9503 Mean :1.5959 Mean :1.5082
## 3rd Qu.:3.6921 3rd Qu.:3.5791 3rd Qu.:2.2997 3rd Qu.:2.0806
## Max. :6.3444 Max. :6.3058 Max. :6.2376 Max. :6.3325
## NA's :68 NA's :68 NA's :68 NA's :68
## C01_SC000A.Sts_Running C01_SC000A.Sts_SafeILFO C01_SC000A.Val_OOP
## Min. :0.0000 Min. : 0.000 Min. : 0.00
## 1st Qu.:0.0000 1st Qu.: 0.000 1st Qu.: 0.00
## Median :0.0000 Median : 0.000 Median : 0.00
## Mean :0.3769 Mean : 0.113 Mean : 29.05
## 3rd Qu.:1.0000 3rd Qu.: 0.000 3rd Qu.: 66.66
## Max. :1.0000 Max. :32.000 Max. :100.00
## NA's :68 NA's :68 NA's :68
## C01_SC000A.Val_POP C01_SC000A.Val_SpeedFdb C01_TT000A.Out_PV C01_TT113A.Out_PV
## Min. : 0.00 Min. : 0.00 Min. :19.85 Min. :30.60
## 1st Qu.: 0.00 1st Qu.: 0.00 1st Qu.:21.20 1st Qu.:35.87
## Median : 0.00 Median : 0.00 Median :21.78 Median :36.44
## Mean : 29.05 Mean : 29.04 Mean :21.90 Mean :36.54
## 3rd Qu.: 66.66 3rd Qu.: 66.72 3rd Qu.:22.56 3rd Qu.:37.36
## Max. :100.00 Max. :100.00 Max. :24.56 Max. :39.06
## NA's :68 NA's :68 NA's :68 NA's :68
## C01_TT114A.Out_PV C01_TT115A.Out_PV C01_TT119.Out_PV C01_TT130.Out_PV
## Min. :32.34 Min. :32.57 Min. :21.92 Min. :22.28
## 1st Qu.:35.51 1st Qu.:35.94 1st Qu.:23.90 1st Qu.:24.07
## Median :36.12 Median :36.65 Median :24.68 Median :25.05
## Mean :36.09 Mean :36.70 Mean :24.68 Mean :24.91
## 3rd Qu.:36.83 3rd Qu.:37.72 3rd Qu.:25.36 3rd Qu.:25.56
## Max. :38.36 Max. :39.30 Max. :27.40 Max. :26.87
## NA's :68 NA's :68 NA's :69 NA's :69
## C01_TT135.Out_PV C01_TT201A.Out_PV C01_TT206.Out_PV C01_TT208.Out_PV
## Min. :22.05 Min. :18.04 Min. :19.84 Min. :22.25
## 1st Qu.:24.02 1st Qu.:19.07 1st Qu.:22.29 1st Qu.:24.17
## Median :24.81 Median :19.25 Median :23.73 Median :25.29
## Mean :25.23 Mean :19.44 Mean :23.51 Mean :26.60
## 3rd Qu.:25.51 3rd Qu.:19.50 3rd Qu.:24.45 3rd Qu.:29.15
## Max. :38.35 Max. :24.27 Max. :26.04 Max. :39.54
## NA's :68 NA's :69 NA's :69 NA's :69
## C01_TT210.Out_PV C01_TT210A.Out_PV C01_TT221.Out_PV C01_TT224.Out_PV
## Min. :21.50 Min. :21.59 Min. :20.67 Min. :40.43
## 1st Qu.:23.54 1st Qu.:23.60 1st Qu.:23.47 1st Qu.:45.93
## Median :24.26 Median :24.28 Median :24.34 Median :46.16
## Mean :24.22 Mean :24.22 Mean :24.20 Mean :46.10
## 3rd Qu.:24.60 3rd Qu.:24.51 3rd Qu.:24.92 3rd Qu.:46.38
## Max. :30.74 Max. :30.18 Max. :26.62 Max. :47.23
## NA's :69 NA's :69 NA's :69 NA's :69
## C01_TT226.Out_PV C01_TT236.Out_PV C01_TT237.Out_PV C01_TT255.Out_PV
## Min. :15.16 Min. :14.35 Min. :22.12 Min. :22.39
## 1st Qu.:23.84 1st Qu.:23.80 1st Qu.:24.02 1st Qu.:24.18
## Median :24.59 Median :24.57 Median :24.72 Median :24.73
## Mean :24.50 Mean :24.15 Mean :24.65 Mean :24.62
## 3rd Qu.:24.93 3rd Qu.:25.01 3rd Qu.:25.05 3rd Qu.:25.08
## Max. :46.92 Max. :26.86 Max. :27.07 Max. :26.42
## NA's :69 NA's :68 NA's :68 NA's :68
## C01_TT260.Out_PV C01_TT267.Out_PV C01_TT269.Out_PV C01_TT274.Out_PV
## Min. :22.31 Min. :20.52 Min. :21.91 Min. :34.07
## 1st Qu.:23.89 1st Qu.:24.03 1st Qu.:23.77 1st Qu.:37.30
## Median :24.95 Median :24.76 Median :24.96 Median :37.81
## Mean :24.96 Mean :24.69 Mean :24.98 Mean :37.88
## 3rd Qu.:25.76 3rd Qu.:25.07 3rd Qu.:26.21 3rd Qu.:38.37
## Max. :34.71 Max. :28.12 Max. :27.91 Max. :40.72
## NA's :68 NA's :69 NA's :69 NA's :69
## C01_TT277.Out_PV C01_TT278.Out_PV C01_TT290.Out_PV C01_TT301.Out_PV
## Min. :22.29 Min. :21.97 Min. :21.63 Min. :18.06
## 1st Qu.:24.14 1st Qu.:23.84 1st Qu.:23.38 1st Qu.:19.11
## Median :24.86 Median :24.48 Median :23.79 Median :19.29
## Mean :24.89 Mean :24.42 Mean :23.82 Mean :19.49
## 3rd Qu.:25.59 3rd Qu.:24.78 3rd Qu.:24.40 3rd Qu.:19.56
## Max. :27.37 Max. :26.83 Max. :25.46 Max. :24.36
## NA's :69 NA's :69 NA's :69 NA's :68
## C01_TT313A.Out_PV C01_TT314A.Out_PV C01_TT315A.Out_PV C01_TT319.Out_PV
## Min. :25.85 Min. :25.11 Min. :25.27 Min. :21.87
## 1st Qu.:38.91 1st Qu.:35.53 1st Qu.:36.46 1st Qu.:23.86
## Median :39.53 Median :36.15 Median :37.09 Median :24.60
## Mean :38.94 Mean :35.74 Mean :36.82 Mean :24.54
## 3rd Qu.:40.77 3rd Qu.:37.08 3rd Qu.:38.35 3rd Qu.:25.12
## Max. :43.02 Max. :38.90 Max. :40.28 Max. :26.76
## NA's :68 NA's :68 NA's :68 NA's :69
## C01_TT330.Out_PV C01_TT335.Out_PV C01_TT600A.Out_PV C01_TT600B.Out_PV
## Min. :21.56 Min. :22.02 Min. :19.32 Min. :18.94
## 1st Qu.:23.14 1st Qu.:24.13 1st Qu.:20.57 1st Qu.:21.33
## Median :24.64 Median :25.29 Median :22.21 Median :22.39
## Mean :26.05 Mean :28.68 Mean :21.86 Mean :22.22
## 3rd Qu.:29.30 3rd Qu.:34.79 3rd Qu.:22.93 3rd Qu.:23.14
## Max. :34.94 Max. :44.20 Max. :25.00 Max. :24.91
## NA's :69 NA's :68 NA's :68 NA's :68
## C01_TT950A.Out_PV C01_VT000.Out_PV
## Min. :21.05 Min. :-237.4
## 1st Qu.:26.29 1st Qu.:3322.3
## Median :26.60 Median :3462.1
## Mean :26.48 Mean :3214.3
## 3rd Qu.:27.12 3rd Qu.:3519.4
## Max. :34.24 Max. :4267.8
## NA's :68 NA's :68
## C01_WaterCombined_Ingredient.Val_CurrentBMTConcentration
## Min. :35.21
## 1st Qu.:68.75
## Median :73.92
## Mean :69.85
## 3rd Qu.:74.08
## Max. :99.81
## NA's :68###Variable Separation Based on Variable Type
Identifying which variables are categorical and which are numeric based on number of unique values
below_ave <- function(x) {
return(length(unique(x)))
}
v_type<-as.data.frame(sapply(data2, below_ave))
cols <- data.frame(sapply(data2 ,below_ave) )
cols <- cbind(variable = row.names(cols), cols)
names(cols)<-c("NameTag","NoOfValues")
factor_variables<-cols%>%filter(NoOfValues<=30)%>%select(NameTag)
typeof(factor_variables)## [1] "list"factor_variables<-as.vector(unlist(factor_variables))
continuous_variables<-cols%>%filter(NoOfValues>30)%>%select(NameTag)
continuous_variables<-as.vector(unlist(continuous_variables))###Visualization on continuous Variables
#install.packages("psych")
#library(psych)
data21<-data2%>%select(continuous_variables)## Note: Using an external vector in selections is ambiguous.
## i Use `all_of(continuous_variables)` instead of `continuous_variables` to silence this message.
## i See <https://tidyselect.r-lib.org/reference/faq-external-vector.html>.
## This message is displayed once per session.dim(data21)## [1] 4032 159#data22<-data21[1:30]
#multi.hist(data22[,sapply(data22, is.numeric)])###Correlation Analysis a. Remove the response variable and correlation plot of predictor variables b. Correlation of response variable with the numeric predictors
###Correlation Plot for Too Many Variables
###Multiple Linear Regression
data21<-na.omit(data21)
data21<-data21[,-1]
data21<-data.frame(scale(data21))
lr = lm( C01_VT000.Out_PV~., data = data21)
summary(lr)##
## Call:
## lm(formula = C01_VT000.Out_PV ~ ., data = data21)
##
## Residuals:
## Min 1Q Median 3Q Max
## -3.8630 -0.0583 0.0033 0.0661 2.6648
##
## Coefficients:
## Estimate Std. Error
## (Intercept) -5.385e-12 3.176e-03
## C01_AT000A.Out_PV 4.152e-02 5.176e-03
## C01_AT000A_Raw.Out_PV -6.256e-02 1.981e-02
## C01_AT000A_TT.Out_PV -5.732e-01 3.236e-02
## C01_AT135.Out_PV -2.384e-02 2.454e-02
## C01_AT335.Out_PV 8.079e-02 3.238e-02
## C01_CT950A.Out_PV -7.835e-03 4.284e-03
## C01_CTRL.BMT_Level -6.160e-01 2.332e-01
## C01_CTRL.Calculation.LineRate 1.300e-01 4.594e-02
## C01_CTRL.Calculation.ProductionRemaining 3.452e+01 8.760e+01
## C01_CTRL.Calculation.TotalProduced 1.390e+01 3.523e+01
## C01_CTRL.CurrentPONumber 5.027e-03 3.829e-03
## C01_CTRL.PendingBrandcode 3.147e-02 1.071e-02
## C01_CTRL.PendingPONumber -4.193e-02 1.189e-02
## C01_CTRL.Val_ProductionTarget -3.215e+01 8.161e+01
## C01_DT113A.Out_PV 1.555e-03 9.083e-03
## C01_DT114A.Out_PV 3.017e-03 7.384e-03
## C01_DT115A.Out_PV -2.070e-02 6.768e-03
## C01_DT119.Out_PV -8.593e-04 1.351e-02
## C01_DT135.Out_PV 1.338e-02 2.458e-02
## C01_DT201.Out_PV 1.783e-02 5.043e-03
## C01_DT208.Out_PV 2.525e-02 1.056e-02
## C01_DT210.Out_PV 1.282e-01 2.438e-02
## C01_DT221.Out_PV 1.964e-03 1.242e-02
## C01_DT224.Out_PV -4.362e-02 1.477e-02
## C01_DT226.Out_PV 4.738e-02 2.135e-02
## C01_DT236.Out_PV -2.382e-02 1.238e-02
## C01_DT255.Out_PV -8.480e-03 8.322e-03
## C01_DT260.Out_PV -1.764e-02 1.332e-02
## C01_DT267.Out_PV -1.470e-03 1.143e-02
## C01_DT269.Out_PV 5.607e-02 1.788e-02
## C01_DT274.Out_PV 1.458e-02 1.055e-02
## C01_DT290.Out_PV -6.065e-02 9.512e-03
## C01_DT301.Out_PV -2.583e-02 5.196e-03
## C01_DT313A.Out_PV 5.129e-02 3.780e-02
## C01_DT314A.Out_PV 2.883e-02 4.835e-02
## C01_DT315A.Out_PV 1.708e-03 9.287e-03
## C01_DT330.Out_PV 9.216e-04 3.706e-03
## C01_DT335.Out_PV -9.352e-02 4.730e-02
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration -1.664e+01 2.837e+00
## C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration -8.975e-01 2.995e-01
## C01_Feed03_Sys206_Ingredient.Val_CurrentBMTConcentration -7.375e-01 2.600e-01
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -1.146e+01 2.185e+00
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -1.026e+00 8.128e-02
## C01_Feed09_Sys119_Ingredient.Val_CurrentBMTConcentration -4.897e+01 6.339e+00
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -3.602e-01 6.853e-02
## C01_Feed13_Sys224_Ingredient.Val_CurrentBMTConcentration -1.360e+00 3.487e-01
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration -3.138e+00 6.371e-01
## C01_Feed16_Sys301_Ingredient.Val_CurrentBMTConcentration -2.559e+01 4.306e+00
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration -5.136e-02 2.593e-01
## C01_Feed20_Sys135_Ingredient.Val_CurrentBMTConcentration -6.605e-01 9.106e-01
## C01_Feed21_Sys335_Ingredient.Val_CurrentBMTConcentration -1.354e+00 8.045e-01
## C01_Feed23_Sys214_Ingredient.Val_CurrentBMTConcentration -2.309e+00 2.736e+00
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration -5.176e-02 1.886e-02
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -2.017e-01 9.169e-02
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -7.268e-01 3.280e-01
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -1.101e-01 1.968e-02
## C01_Feed31_Sys269_Ingredient.Val_CurrentBMTConcentration -2.691e+00 4.540e-01
## C01_Feed32_Sys268_Ingredient.Val_CurrentBMTConcentration -6.176e-02 9.710e-03
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 3.319e-01 4.725e-02
## C01_Feed34_Sys277_Ingredient.Val_CurrentBMTConcentration 3.717e+01 5.943e+00
## C01_Feed43_Sys274_Ingredient.Val_CurrentBMTConcentration -5.793e-01 1.477e-01
## C01_Feed44_Sys290_Ingredient.Val_CurrentBMTConcentration 8.817e+00 1.105e+00
## C01_LT000.Out_PV 3.048e+00 1.669e+00
## C01_LT000_KG.Out_PV -2.375e+00 1.693e+00
## C01_LT255.Out_PV -1.258e-01 1.177e-01
## C01_LT255_KG.Out_PV 1.263e-01 1.178e-01
## C01_LT267.Out_PV 4.853e-01 2.259e-01
## C01_LT267_KG.Out_PV -4.859e-01 2.254e-01
## C01_LT268.Out_PV -2.862e+00 7.317e-01
## C01_LT268_KG.Out_PV 3.000e+00 7.330e-01
## C01_LT277.Out_PV 2.351e+03 1.024e+04
## C01_LT277_KG.Out_PV -2.351e+03 1.024e+04
## C01_LT513.Out_PV -1.728e-02 1.238e-01
## C01_LT513_KG.Out_PV 2.601e-02 1.243e-01
## C01_LT514.Out_PV -6.676e-01 1.900e-01
## C01_LT514_KG.Out_PV 6.859e-01 1.904e-01
## C01_LT515.Out_PV 2.316e-01 1.680e-01
## C01_LT515_KG.Out_PV -2.367e-01 1.686e-01
## C01_PC000_PID.PV -6.370e-02 3.085e-02
## C01_PC201A_PID.PV 6.267e-02 2.529e-01
## C01_PC201B_PID.PV -1.191e-01 1.690e-01
## C01_PC790A_PID.PV 1.990e-01 1.538e-01
## C01_PIT790A.Out_PV -2.093e-01 1.556e-01
## C01_PIT790B.Out_PV -2.592e-02 6.884e-03
## C01_PT000A.Out_PV 9.362e-02 3.246e-02
## C01_PT000B.Out_PV 2.555e-02 1.256e-02
## C01_PT119.Out_PV 6.213e-03 2.531e-02
## C01_PT201A.Out_PV -7.937e-02 2.532e-01
## C01_PT201B.Out_PV 1.127e-01 1.682e-01
## C01_PT210A.Out_PV -6.231e-01 1.762e-01
## C01_PT210B.Out_PV 6.737e-01 1.741e-01
## C01_PT213.Out_PV 3.168e-03 1.248e-02
## C01_PT214.Out_PV 1.944e-03 1.568e-02
## C01_PT215.Out_PV 1.949e-02 1.226e-02
## C01_PT221.Out_PV 2.157e-03 3.592e-02
## C01_PT279.Out_PV 2.181e-03 1.312e-02
## C01_PT290A.Out_PV 4.637e-01 2.189e-01
## C01_PT290B.Out_PV -4.594e-01 2.184e-01
## C01_PT301.Out_PV 1.048e-01 7.458e-02
## C01_PT319.Out_PV 6.290e-02 1.695e-02
## C01_PT36712.Out_PV 4.152e-04 3.201e-02
## C01_PT36713.Out_PV 4.210e-02 8.804e-03
## C01_PT36750.Out_PV -1.141e-02 1.041e-02
## C01_PT36751.Out_PV -6.414e-03 6.396e-03
## C01_PT36754.Out_PV 2.603e-02 1.009e-02
## C01_PT36755.Out_PV -1.793e-02 9.677e-03
## C01_PT36756.Out_PV 3.962e-02 1.779e-02
## C01_PT36757.Out_PV -5.121e-02 1.048e-02
## C01_PT36758.Out_PV 6.356e-02 1.227e-02
## C01_PT36764.Out_PV -1.023e-03 6.795e-03
## C01_PT36765.Out_PV -2.245e-02 1.553e-02
## C01_PT36767.Out_PV 2.059e-02 7.671e-03
## C01_PT600A.Out_PV 7.510e-01 8.842e-01
## C01_PT600B.Out_PV 6.902e-02 1.626e+00
## C01_PT600C.Out_PV -1.135e+00 1.803e+00
## C01_PT600D.Out_PV -6.919e-01 1.253e+00
## C01_PT600E.Out_PV 2.324e-01 4.365e-01
## C01_PT600F.Out_PV 6.885e-01 3.053e-01
## C01_SC000A.Val_OOP 2.396e+01 5.889e+00
## C01_SC000A.Val_POP -2.010e+01 6.042e+00
## C01_SC000A.Val_SpeedFdb -3.842e+00 1.058e+00
## C01_TT000A.Out_PV 4.051e-01 2.833e-02
## C01_TT113A.Out_PV 2.347e-03 2.547e-02
## C01_TT114A.Out_PV 1.872e-01 3.791e-02
## C01_TT115A.Out_PV -9.532e-02 3.455e-02
## C01_TT119.Out_PV 7.887e-02 3.955e-02
## C01_TT130.Out_PV 4.378e-02 5.522e-02
## C01_TT135.Out_PV -1.113e-01 1.412e-02
## C01_TT201A.Out_PV 4.993e-02 4.177e-02
## C01_TT206.Out_PV -1.198e-01 4.214e-02
## C01_TT208.Out_PV 1.928e-02 1.586e-02
## C01_TT210.Out_PV -7.657e-02 3.026e-02
## C01_TT210A.Out_PV 9.384e-02 3.039e-02
## C01_TT221.Out_PV 3.678e-02 1.566e-02
## C01_TT224.Out_PV 2.145e-02 5.646e-03
## C01_TT226.Out_PV 2.159e-04 5.526e-03
## C01_TT236.Out_PV -5.789e-02 1.541e-02
## C01_TT237.Out_PV -3.282e-02 5.141e-02
## C01_TT255.Out_PV -2.476e-02 2.718e-02
## C01_TT260.Out_PV -5.554e-03 1.194e-02
## C01_TT267.Out_PV -1.018e-01 2.540e-02
## C01_TT269.Out_PV 2.096e-01 3.068e-02
## C01_TT274.Out_PV -8.169e-03 6.557e-03
## C01_TT277.Out_PV -1.474e-03 3.333e-02
## C01_TT278.Out_PV 1.538e-01 5.329e-02
## C01_TT290.Out_PV -7.466e-03 1.009e-02
## C01_TT301.Out_PV -5.311e-02 4.154e-02
## C01_TT313A.Out_PV 7.715e-02 4.070e-02
## C01_TT314A.Out_PV 6.067e-02 5.144e-02
## C01_TT315A.Out_PV -1.481e-02 2.096e-02
## C01_TT319.Out_PV -1.314e-01 6.689e-02
## C01_TT330.Out_PV -4.666e-03 2.159e-02
## C01_TT335.Out_PV -7.859e-02 4.210e-02
## C01_TT600A.Out_PV 1.239e-01 2.151e-02
## C01_TT600B.Out_PV 4.206e-02 1.454e-02
## C01_TT950A.Out_PV -1.491e-02 6.986e-03
## C01_WaterCombined_Ingredient.Val_CurrentBMTConcentration 2.465e+00 1.017e+00
## t value Pr(>|t|)
## (Intercept) 0.000 1.000000
## C01_AT000A.Out_PV 8.023 1.36e-15 ***
## C01_AT000A_Raw.Out_PV -3.157 0.001604 **
## C01_AT000A_TT.Out_PV -17.710 < 2e-16 ***
## C01_AT135.Out_PV -0.971 0.331382
## C01_AT335.Out_PV 2.495 0.012630 *
## C01_CT950A.Out_PV -1.829 0.067510 .
## C01_CTRL.BMT_Level -2.641 0.008299 **
## C01_CTRL.Calculation.LineRate 2.829 0.004687 **
## C01_CTRL.Calculation.ProductionRemaining 0.394 0.693614
## C01_CTRL.Calculation.TotalProduced 0.395 0.693208
## C01_CTRL.CurrentPONumber 1.313 0.189221
## C01_CTRL.PendingBrandcode 2.940 0.003302 **
## C01_CTRL.PendingPONumber -3.525 0.000428 ***
## C01_CTRL.Val_ProductionTarget -0.394 0.693628
## C01_DT113A.Out_PV 0.171 0.864120
## C01_DT114A.Out_PV 0.409 0.682826
## C01_DT115A.Out_PV -3.058 0.002244 **
## C01_DT119.Out_PV -0.064 0.949293
## C01_DT135.Out_PV 0.544 0.586275
## C01_DT201.Out_PV 3.536 0.000412 ***
## C01_DT208.Out_PV 2.391 0.016856 *
## C01_DT210.Out_PV 5.259 1.53e-07 ***
## C01_DT221.Out_PV 0.158 0.874384
## C01_DT224.Out_PV -2.952 0.003172 **
## C01_DT226.Out_PV 2.220 0.026508 *
## C01_DT236.Out_PV -1.924 0.054383 .
## C01_DT255.Out_PV -1.019 0.308237
## C01_DT260.Out_PV -1.324 0.185639
## C01_DT267.Out_PV -0.129 0.897729
## C01_DT269.Out_PV 3.137 0.001720 **
## C01_DT274.Out_PV 1.381 0.167217
## C01_DT290.Out_PV -6.376 2.04e-10 ***
## C01_DT301.Out_PV -4.971 6.95e-07 ***
## C01_DT313A.Out_PV 1.357 0.174945
## C01_DT314A.Out_PV 0.596 0.551065
## C01_DT315A.Out_PV 0.184 0.854080
## C01_DT330.Out_PV 0.249 0.803598
## C01_DT335.Out_PV -1.977 0.048127 *
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration -5.866 4.84e-09 ***
## C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration -2.996 0.002749 **
## C01_Feed03_Sys206_Ingredient.Val_CurrentBMTConcentration -2.837 0.004582 **
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -5.243 1.66e-07 ***
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -12.620 < 2e-16 ***
## C01_Feed09_Sys119_Ingredient.Val_CurrentBMTConcentration -7.726 1.41e-14 ***
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -5.257 1.55e-07 ***
## C01_Feed13_Sys224_Ingredient.Val_CurrentBMTConcentration -3.901 9.74e-05 ***
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration -4.925 8.78e-07 ***
## C01_Feed16_Sys301_Ingredient.Val_CurrentBMTConcentration -5.943 3.05e-09 ***
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration -0.198 0.842983
## C01_Feed20_Sys135_Ingredient.Val_CurrentBMTConcentration -0.725 0.468284
## C01_Feed21_Sys335_Ingredient.Val_CurrentBMTConcentration -1.683 0.092519 .
## C01_Feed23_Sys214_Ingredient.Val_CurrentBMTConcentration -0.844 0.398754
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration -2.744 0.006091 **
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -2.200 0.027870 *
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -2.215 0.026787 *
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -5.597 2.34e-08 ***
## C01_Feed31_Sys269_Ingredient.Val_CurrentBMTConcentration -5.926 3.38e-09 ***
## C01_Feed32_Sys268_Ingredient.Val_CurrentBMTConcentration -6.361 2.24e-10 ***
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 7.024 2.55e-12 ***
## C01_Feed34_Sys277_Ingredient.Val_CurrentBMTConcentration 6.255 4.43e-10 ***
## C01_Feed43_Sys274_Ingredient.Val_CurrentBMTConcentration -3.921 8.98e-05 ***
## C01_Feed44_Sys290_Ingredient.Val_CurrentBMTConcentration 7.982 1.89e-15 ***
## C01_LT000.Out_PV 1.826 0.067965 .
## C01_LT000_KG.Out_PV -1.403 0.160635
## C01_LT255.Out_PV -1.069 0.284945
## C01_LT255_KG.Out_PV 1.072 0.283860
## C01_LT267.Out_PV 2.148 0.031767 *
## C01_LT267_KG.Out_PV -2.155 0.031191 *
## C01_LT268.Out_PV -3.911 9.34e-05 ***
## C01_LT268_KG.Out_PV 4.093 4.35e-05 ***
## C01_LT277.Out_PV 0.229 0.818527
## C01_LT277_KG.Out_PV -0.229 0.818529
## C01_LT513.Out_PV -0.140 0.888978
## C01_LT513_KG.Out_PV 0.209 0.834348
## C01_LT514.Out_PV -3.515 0.000446 ***
## C01_LT514_KG.Out_PV 3.602 0.000320 ***
## C01_LT515.Out_PV 1.379 0.167999
## C01_LT515_KG.Out_PV -1.404 0.160464
## C01_PC000_PID.PV -2.065 0.038981 *
## C01_PC201A_PID.PV 0.248 0.804292
## C01_PC201B_PID.PV -0.705 0.480963
## C01_PC790A_PID.PV 1.294 0.195723
## C01_PIT790A.Out_PV -1.345 0.178827
## C01_PIT790B.Out_PV -3.765 0.000169 ***
## C01_PT000A.Out_PV 2.884 0.003952 **
## C01_PT000B.Out_PV 2.034 0.042016 *
## C01_PT119.Out_PV 0.245 0.806129
## C01_PT201A.Out_PV -0.313 0.753949
## C01_PT201B.Out_PV 0.670 0.503016
## C01_PT210A.Out_PV -3.537 0.000410 ***
## C01_PT210B.Out_PV 3.870 0.000111 ***
## C01_PT213.Out_PV 0.254 0.799613
## C01_PT214.Out_PV 0.124 0.901347
## C01_PT215.Out_PV 1.590 0.112016
## C01_PT221.Out_PV 0.060 0.952109
## C01_PT279.Out_PV 0.166 0.868023
## C01_PT290A.Out_PV 2.119 0.034192 *
## C01_PT290B.Out_PV -2.103 0.035511 *
## C01_PT301.Out_PV 1.405 0.159989
## C01_PT319.Out_PV 3.710 0.000210 ***
## C01_PT36712.Out_PV 0.013 0.989651
## C01_PT36713.Out_PV 4.782 1.80e-06 ***
## C01_PT36750.Out_PV -1.096 0.273343
## C01_PT36751.Out_PV -1.003 0.316000
## C01_PT36754.Out_PV 2.579 0.009935 **
## C01_PT36755.Out_PV -1.853 0.064005 .
## C01_PT36756.Out_PV 2.227 0.026007 *
## C01_PT36757.Out_PV -4.887 1.07e-06 ***
## C01_PT36758.Out_PV 5.182 2.31e-07 ***
## C01_PT36764.Out_PV -0.151 0.880333
## C01_PT36765.Out_PV -1.446 0.148190
## C01_PT36767.Out_PV 2.684 0.007310 **
## C01_PT600A.Out_PV 0.849 0.395721
## C01_PT600B.Out_PV 0.042 0.966140
## C01_PT600C.Out_PV -0.630 0.528874
## C01_PT600D.Out_PV -0.552 0.580896
## C01_PT600E.Out_PV 0.532 0.594451
## C01_PT600F.Out_PV 2.255 0.024190 *
## C01_SC000A.Val_OOP 4.068 4.83e-05 ***
## C01_SC000A.Val_POP -3.327 0.000887 ***
## C01_SC000A.Val_SpeedFdb -3.631 0.000286 ***
## C01_TT000A.Out_PV 14.296 < 2e-16 ***
## C01_TT113A.Out_PV 0.092 0.926581
## C01_TT114A.Out_PV 4.938 8.22e-07 ***
## C01_TT115A.Out_PV -2.759 0.005830 **
## C01_TT119.Out_PV 1.994 0.046194 *
## C01_TT130.Out_PV 0.793 0.428000
## C01_TT135.Out_PV -7.883 4.14e-15 ***
## C01_TT201A.Out_PV 1.195 0.232036
## C01_TT206.Out_PV -2.842 0.004506 **
## C01_TT208.Out_PV 1.215 0.224255
## C01_TT210.Out_PV -2.531 0.011426 *
## C01_TT210A.Out_PV 3.088 0.002032 **
## C01_TT221.Out_PV 2.349 0.018885 *
## C01_TT224.Out_PV 3.798 0.000148 ***
## C01_TT226.Out_PV 0.039 0.968830
## C01_TT236.Out_PV -3.757 0.000175 ***
## C01_TT237.Out_PV -0.639 0.523175
## C01_TT255.Out_PV -0.911 0.362403
## C01_TT260.Out_PV -0.465 0.641899
## C01_TT267.Out_PV -4.008 6.24e-05 ***
## C01_TT269.Out_PV 6.833 9.67e-12 ***
## C01_TT274.Out_PV -1.246 0.212856
## C01_TT277.Out_PV -0.044 0.964737
## C01_TT278.Out_PV 2.886 0.003924 **
## C01_TT290.Out_PV -0.740 0.459503
## C01_TT301.Out_PV -1.279 0.201135
## C01_TT313A.Out_PV 1.895 0.058102 .
## C01_TT314A.Out_PV 1.179 0.238291
## C01_TT315A.Out_PV -0.707 0.479757
## C01_TT319.Out_PV -1.964 0.049550 *
## C01_TT330.Out_PV -0.216 0.828915
## C01_TT335.Out_PV -1.867 0.062047 .
## C01_TT600A.Out_PV 5.761 9.04e-09 ***
## C01_TT600B.Out_PV 2.893 0.003840 **
## C01_TT950A.Out_PV -2.134 0.032913 *
## C01_WaterCombined_Ingredient.Val_CurrentBMTConcentration 2.423 0.015420 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.1999 on 3805 degrees of freedom
## Multiple R-squared: 0.9616, Adjusted R-squared: 0.96
## F-statistic: 607.2 on 157 and 3805 DF, p-value: < 2.2e-16Issues with VIF: There exists certain columns which are replicates of each other We need to identify those and first remove them
###Question Which variables to keep, which to remove
###Step Wise Model
###VIF Treatment and Variable Drop
###Model Goodness: In sample Goodness:
###Out of Sample Data Import, Rearrangement
###Goodness of Fit: Out of Sample Goodness:
###Variable Importance Plot
###Random Forest on variables left after VIF Treatment For Variable Importance
###Residual Diagnostics
###LASSO Regression on Initial Dataset
###Goodness of Fit
###Linear Regression Model2 After removing variables which are exactly duplicates
###Variable Dropping Using VIF C01_LT277.Out_PV
lr = lm( C01_VT000.Out_PV~., data = data21)
summary(lr)##
## Call:
## lm(formula = C01_VT000.Out_PV ~ ., data = data21)
##
## Residuals:
## Min 1Q Median 3Q Max
## -3.8630 -0.0583 0.0033 0.0661 2.6648
##
## Coefficients:
## Estimate Std. Error
## (Intercept) -5.385e-12 3.176e-03
## C01_AT000A.Out_PV 4.152e-02 5.176e-03
## C01_AT000A_Raw.Out_PV -6.256e-02 1.981e-02
## C01_AT000A_TT.Out_PV -5.732e-01 3.236e-02
## C01_AT135.Out_PV -2.384e-02 2.454e-02
## C01_AT335.Out_PV 8.079e-02 3.238e-02
## C01_CT950A.Out_PV -7.835e-03 4.284e-03
## C01_CTRL.BMT_Level -6.160e-01 2.332e-01
## C01_CTRL.Calculation.LineRate 1.300e-01 4.594e-02
## C01_CTRL.Calculation.ProductionRemaining 3.452e+01 8.760e+01
## C01_CTRL.Calculation.TotalProduced 1.390e+01 3.523e+01
## C01_CTRL.CurrentPONumber 5.027e-03 3.829e-03
## C01_CTRL.PendingBrandcode 3.147e-02 1.071e-02
## C01_CTRL.PendingPONumber -4.193e-02 1.189e-02
## C01_CTRL.Val_ProductionTarget -3.215e+01 8.161e+01
## C01_DT113A.Out_PV 1.555e-03 9.083e-03
## C01_DT114A.Out_PV 3.017e-03 7.384e-03
## C01_DT115A.Out_PV -2.070e-02 6.768e-03
## C01_DT119.Out_PV -8.593e-04 1.351e-02
## C01_DT135.Out_PV 1.338e-02 2.458e-02
## C01_DT201.Out_PV 1.783e-02 5.043e-03
## C01_DT208.Out_PV 2.525e-02 1.056e-02
## C01_DT210.Out_PV 1.282e-01 2.438e-02
## C01_DT221.Out_PV 1.964e-03 1.242e-02
## C01_DT224.Out_PV -4.362e-02 1.477e-02
## C01_DT226.Out_PV 4.738e-02 2.135e-02
## C01_DT236.Out_PV -2.382e-02 1.238e-02
## C01_DT255.Out_PV -8.480e-03 8.322e-03
## C01_DT260.Out_PV -1.764e-02 1.332e-02
## C01_DT267.Out_PV -1.470e-03 1.143e-02
## C01_DT269.Out_PV 5.607e-02 1.788e-02
## C01_DT274.Out_PV 1.458e-02 1.055e-02
## C01_DT290.Out_PV -6.065e-02 9.512e-03
## C01_DT301.Out_PV -2.583e-02 5.196e-03
## C01_DT313A.Out_PV 5.129e-02 3.780e-02
## C01_DT314A.Out_PV 2.883e-02 4.835e-02
## C01_DT315A.Out_PV 1.708e-03 9.287e-03
## C01_DT330.Out_PV 9.216e-04 3.706e-03
## C01_DT335.Out_PV -9.352e-02 4.730e-02
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration -1.664e+01 2.837e+00
## C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration -8.975e-01 2.995e-01
## C01_Feed03_Sys206_Ingredient.Val_CurrentBMTConcentration -7.375e-01 2.600e-01
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -1.146e+01 2.185e+00
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -1.026e+00 8.128e-02
## C01_Feed09_Sys119_Ingredient.Val_CurrentBMTConcentration -4.897e+01 6.339e+00
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -3.602e-01 6.853e-02
## C01_Feed13_Sys224_Ingredient.Val_CurrentBMTConcentration -1.360e+00 3.487e-01
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration -3.138e+00 6.371e-01
## C01_Feed16_Sys301_Ingredient.Val_CurrentBMTConcentration -2.559e+01 4.306e+00
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration -5.136e-02 2.593e-01
## C01_Feed20_Sys135_Ingredient.Val_CurrentBMTConcentration -6.605e-01 9.106e-01
## C01_Feed21_Sys335_Ingredient.Val_CurrentBMTConcentration -1.354e+00 8.045e-01
## C01_Feed23_Sys214_Ingredient.Val_CurrentBMTConcentration -2.309e+00 2.736e+00
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration -5.176e-02 1.886e-02
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -2.017e-01 9.169e-02
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -7.268e-01 3.280e-01
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -1.101e-01 1.968e-02
## C01_Feed31_Sys269_Ingredient.Val_CurrentBMTConcentration -2.691e+00 4.540e-01
## C01_Feed32_Sys268_Ingredient.Val_CurrentBMTConcentration -6.176e-02 9.710e-03
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 3.319e-01 4.725e-02
## C01_Feed34_Sys277_Ingredient.Val_CurrentBMTConcentration 3.717e+01 5.943e+00
## C01_Feed43_Sys274_Ingredient.Val_CurrentBMTConcentration -5.793e-01 1.477e-01
## C01_Feed44_Sys290_Ingredient.Val_CurrentBMTConcentration 8.817e+00 1.105e+00
## C01_LT000.Out_PV 3.048e+00 1.669e+00
## C01_LT000_KG.Out_PV -2.375e+00 1.693e+00
## C01_LT255.Out_PV -1.258e-01 1.177e-01
## C01_LT255_KG.Out_PV 1.263e-01 1.178e-01
## C01_LT267.Out_PV 4.853e-01 2.259e-01
## C01_LT267_KG.Out_PV -4.859e-01 2.254e-01
## C01_LT268.Out_PV -2.862e+00 7.317e-01
## C01_LT268_KG.Out_PV 3.000e+00 7.330e-01
## C01_LT277.Out_PV 2.351e+03 1.024e+04
## C01_LT277_KG.Out_PV -2.351e+03 1.024e+04
## C01_LT513.Out_PV -1.728e-02 1.238e-01
## C01_LT513_KG.Out_PV 2.601e-02 1.243e-01
## C01_LT514.Out_PV -6.676e-01 1.900e-01
## C01_LT514_KG.Out_PV 6.859e-01 1.904e-01
## C01_LT515.Out_PV 2.316e-01 1.680e-01
## C01_LT515_KG.Out_PV -2.367e-01 1.686e-01
## C01_PC000_PID.PV -6.370e-02 3.085e-02
## C01_PC201A_PID.PV 6.267e-02 2.529e-01
## C01_PC201B_PID.PV -1.191e-01 1.690e-01
## C01_PC790A_PID.PV 1.990e-01 1.538e-01
## C01_PIT790A.Out_PV -2.093e-01 1.556e-01
## C01_PIT790B.Out_PV -2.592e-02 6.884e-03
## C01_PT000A.Out_PV 9.362e-02 3.246e-02
## C01_PT000B.Out_PV 2.555e-02 1.256e-02
## C01_PT119.Out_PV 6.213e-03 2.531e-02
## C01_PT201A.Out_PV -7.937e-02 2.532e-01
## C01_PT201B.Out_PV 1.127e-01 1.682e-01
## C01_PT210A.Out_PV -6.231e-01 1.762e-01
## C01_PT210B.Out_PV 6.737e-01 1.741e-01
## C01_PT213.Out_PV 3.168e-03 1.248e-02
## C01_PT214.Out_PV 1.944e-03 1.568e-02
## C01_PT215.Out_PV 1.949e-02 1.226e-02
## C01_PT221.Out_PV 2.157e-03 3.592e-02
## C01_PT279.Out_PV 2.181e-03 1.312e-02
## C01_PT290A.Out_PV 4.637e-01 2.189e-01
## C01_PT290B.Out_PV -4.594e-01 2.184e-01
## C01_PT301.Out_PV 1.048e-01 7.458e-02
## C01_PT319.Out_PV 6.290e-02 1.695e-02
## C01_PT36712.Out_PV 4.152e-04 3.201e-02
## C01_PT36713.Out_PV 4.210e-02 8.804e-03
## C01_PT36750.Out_PV -1.141e-02 1.041e-02
## C01_PT36751.Out_PV -6.414e-03 6.396e-03
## C01_PT36754.Out_PV 2.603e-02 1.009e-02
## C01_PT36755.Out_PV -1.793e-02 9.677e-03
## C01_PT36756.Out_PV 3.962e-02 1.779e-02
## C01_PT36757.Out_PV -5.121e-02 1.048e-02
## C01_PT36758.Out_PV 6.356e-02 1.227e-02
## C01_PT36764.Out_PV -1.023e-03 6.795e-03
## C01_PT36765.Out_PV -2.245e-02 1.553e-02
## C01_PT36767.Out_PV 2.059e-02 7.671e-03
## C01_PT600A.Out_PV 7.510e-01 8.842e-01
## C01_PT600B.Out_PV 6.902e-02 1.626e+00
## C01_PT600C.Out_PV -1.135e+00 1.803e+00
## C01_PT600D.Out_PV -6.919e-01 1.253e+00
## C01_PT600E.Out_PV 2.324e-01 4.365e-01
## C01_PT600F.Out_PV 6.885e-01 3.053e-01
## C01_SC000A.Val_OOP 2.396e+01 5.889e+00
## C01_SC000A.Val_POP -2.010e+01 6.042e+00
## C01_SC000A.Val_SpeedFdb -3.842e+00 1.058e+00
## C01_TT000A.Out_PV 4.051e-01 2.833e-02
## C01_TT113A.Out_PV 2.347e-03 2.547e-02
## C01_TT114A.Out_PV 1.872e-01 3.791e-02
## C01_TT115A.Out_PV -9.532e-02 3.455e-02
## C01_TT119.Out_PV 7.887e-02 3.955e-02
## C01_TT130.Out_PV 4.378e-02 5.522e-02
## C01_TT135.Out_PV -1.113e-01 1.412e-02
## C01_TT201A.Out_PV 4.993e-02 4.177e-02
## C01_TT206.Out_PV -1.198e-01 4.214e-02
## C01_TT208.Out_PV 1.928e-02 1.586e-02
## C01_TT210.Out_PV -7.657e-02 3.026e-02
## C01_TT210A.Out_PV 9.384e-02 3.039e-02
## C01_TT221.Out_PV 3.678e-02 1.566e-02
## C01_TT224.Out_PV 2.145e-02 5.646e-03
## C01_TT226.Out_PV 2.159e-04 5.526e-03
## C01_TT236.Out_PV -5.789e-02 1.541e-02
## C01_TT237.Out_PV -3.282e-02 5.141e-02
## C01_TT255.Out_PV -2.476e-02 2.718e-02
## C01_TT260.Out_PV -5.554e-03 1.194e-02
## C01_TT267.Out_PV -1.018e-01 2.540e-02
## C01_TT269.Out_PV 2.096e-01 3.068e-02
## C01_TT274.Out_PV -8.169e-03 6.557e-03
## C01_TT277.Out_PV -1.474e-03 3.333e-02
## C01_TT278.Out_PV 1.538e-01 5.329e-02
## C01_TT290.Out_PV -7.466e-03 1.009e-02
## C01_TT301.Out_PV -5.311e-02 4.154e-02
## C01_TT313A.Out_PV 7.715e-02 4.070e-02
## C01_TT314A.Out_PV 6.067e-02 5.144e-02
## C01_TT315A.Out_PV -1.481e-02 2.096e-02
## C01_TT319.Out_PV -1.314e-01 6.689e-02
## C01_TT330.Out_PV -4.666e-03 2.159e-02
## C01_TT335.Out_PV -7.859e-02 4.210e-02
## C01_TT600A.Out_PV 1.239e-01 2.151e-02
## C01_TT600B.Out_PV 4.206e-02 1.454e-02
## C01_TT950A.Out_PV -1.491e-02 6.986e-03
## C01_WaterCombined_Ingredient.Val_CurrentBMTConcentration 2.465e+00 1.017e+00
## t value Pr(>|t|)
## (Intercept) 0.000 1.000000
## C01_AT000A.Out_PV 8.023 1.36e-15 ***
## C01_AT000A_Raw.Out_PV -3.157 0.001604 **
## C01_AT000A_TT.Out_PV -17.710 < 2e-16 ***
## C01_AT135.Out_PV -0.971 0.331382
## C01_AT335.Out_PV 2.495 0.012630 *
## C01_CT950A.Out_PV -1.829 0.067510 .
## C01_CTRL.BMT_Level -2.641 0.008299 **
## C01_CTRL.Calculation.LineRate 2.829 0.004687 **
## C01_CTRL.Calculation.ProductionRemaining 0.394 0.693614
## C01_CTRL.Calculation.TotalProduced 0.395 0.693208
## C01_CTRL.CurrentPONumber 1.313 0.189221
## C01_CTRL.PendingBrandcode 2.940 0.003302 **
## C01_CTRL.PendingPONumber -3.525 0.000428 ***
## C01_CTRL.Val_ProductionTarget -0.394 0.693628
## C01_DT113A.Out_PV 0.171 0.864120
## C01_DT114A.Out_PV 0.409 0.682826
## C01_DT115A.Out_PV -3.058 0.002244 **
## C01_DT119.Out_PV -0.064 0.949293
## C01_DT135.Out_PV 0.544 0.586275
## C01_DT201.Out_PV 3.536 0.000412 ***
## C01_DT208.Out_PV 2.391 0.016856 *
## C01_DT210.Out_PV 5.259 1.53e-07 ***
## C01_DT221.Out_PV 0.158 0.874384
## C01_DT224.Out_PV -2.952 0.003172 **
## C01_DT226.Out_PV 2.220 0.026508 *
## C01_DT236.Out_PV -1.924 0.054383 .
## C01_DT255.Out_PV -1.019 0.308237
## C01_DT260.Out_PV -1.324 0.185639
## C01_DT267.Out_PV -0.129 0.897729
## C01_DT269.Out_PV 3.137 0.001720 **
## C01_DT274.Out_PV 1.381 0.167217
## C01_DT290.Out_PV -6.376 2.04e-10 ***
## C01_DT301.Out_PV -4.971 6.95e-07 ***
## C01_DT313A.Out_PV 1.357 0.174945
## C01_DT314A.Out_PV 0.596 0.551065
## C01_DT315A.Out_PV 0.184 0.854080
## C01_DT330.Out_PV 0.249 0.803598
## C01_DT335.Out_PV -1.977 0.048127 *
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration -5.866 4.84e-09 ***
## C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration -2.996 0.002749 **
## C01_Feed03_Sys206_Ingredient.Val_CurrentBMTConcentration -2.837 0.004582 **
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -5.243 1.66e-07 ***
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -12.620 < 2e-16 ***
## C01_Feed09_Sys119_Ingredient.Val_CurrentBMTConcentration -7.726 1.41e-14 ***
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -5.257 1.55e-07 ***
## C01_Feed13_Sys224_Ingredient.Val_CurrentBMTConcentration -3.901 9.74e-05 ***
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration -4.925 8.78e-07 ***
## C01_Feed16_Sys301_Ingredient.Val_CurrentBMTConcentration -5.943 3.05e-09 ***
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration -0.198 0.842983
## C01_Feed20_Sys135_Ingredient.Val_CurrentBMTConcentration -0.725 0.468284
## C01_Feed21_Sys335_Ingredient.Val_CurrentBMTConcentration -1.683 0.092519 .
## C01_Feed23_Sys214_Ingredient.Val_CurrentBMTConcentration -0.844 0.398754
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration -2.744 0.006091 **
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -2.200 0.027870 *
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -2.215 0.026787 *
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -5.597 2.34e-08 ***
## C01_Feed31_Sys269_Ingredient.Val_CurrentBMTConcentration -5.926 3.38e-09 ***
## C01_Feed32_Sys268_Ingredient.Val_CurrentBMTConcentration -6.361 2.24e-10 ***
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 7.024 2.55e-12 ***
## C01_Feed34_Sys277_Ingredient.Val_CurrentBMTConcentration 6.255 4.43e-10 ***
## C01_Feed43_Sys274_Ingredient.Val_CurrentBMTConcentration -3.921 8.98e-05 ***
## C01_Feed44_Sys290_Ingredient.Val_CurrentBMTConcentration 7.982 1.89e-15 ***
## C01_LT000.Out_PV 1.826 0.067965 .
## C01_LT000_KG.Out_PV -1.403 0.160635
## C01_LT255.Out_PV -1.069 0.284945
## C01_LT255_KG.Out_PV 1.072 0.283860
## C01_LT267.Out_PV 2.148 0.031767 *
## C01_LT267_KG.Out_PV -2.155 0.031191 *
## C01_LT268.Out_PV -3.911 9.34e-05 ***
## C01_LT268_KG.Out_PV 4.093 4.35e-05 ***
## C01_LT277.Out_PV 0.229 0.818527
## C01_LT277_KG.Out_PV -0.229 0.818529
## C01_LT513.Out_PV -0.140 0.888978
## C01_LT513_KG.Out_PV 0.209 0.834348
## C01_LT514.Out_PV -3.515 0.000446 ***
## C01_LT514_KG.Out_PV 3.602 0.000320 ***
## C01_LT515.Out_PV 1.379 0.167999
## C01_LT515_KG.Out_PV -1.404 0.160464
## C01_PC000_PID.PV -2.065 0.038981 *
## C01_PC201A_PID.PV 0.248 0.804292
## C01_PC201B_PID.PV -0.705 0.480963
## C01_PC790A_PID.PV 1.294 0.195723
## C01_PIT790A.Out_PV -1.345 0.178827
## C01_PIT790B.Out_PV -3.765 0.000169 ***
## C01_PT000A.Out_PV 2.884 0.003952 **
## C01_PT000B.Out_PV 2.034 0.042016 *
## C01_PT119.Out_PV 0.245 0.806129
## C01_PT201A.Out_PV -0.313 0.753949
## C01_PT201B.Out_PV 0.670 0.503016
## C01_PT210A.Out_PV -3.537 0.000410 ***
## C01_PT210B.Out_PV 3.870 0.000111 ***
## C01_PT213.Out_PV 0.254 0.799613
## C01_PT214.Out_PV 0.124 0.901347
## C01_PT215.Out_PV 1.590 0.112016
## C01_PT221.Out_PV 0.060 0.952109
## C01_PT279.Out_PV 0.166 0.868023
## C01_PT290A.Out_PV 2.119 0.034192 *
## C01_PT290B.Out_PV -2.103 0.035511 *
## C01_PT301.Out_PV 1.405 0.159989
## C01_PT319.Out_PV 3.710 0.000210 ***
## C01_PT36712.Out_PV 0.013 0.989651
## C01_PT36713.Out_PV 4.782 1.80e-06 ***
## C01_PT36750.Out_PV -1.096 0.273343
## C01_PT36751.Out_PV -1.003 0.316000
## C01_PT36754.Out_PV 2.579 0.009935 **
## C01_PT36755.Out_PV -1.853 0.064005 .
## C01_PT36756.Out_PV 2.227 0.026007 *
## C01_PT36757.Out_PV -4.887 1.07e-06 ***
## C01_PT36758.Out_PV 5.182 2.31e-07 ***
## C01_PT36764.Out_PV -0.151 0.880333
## C01_PT36765.Out_PV -1.446 0.148190
## C01_PT36767.Out_PV 2.684 0.007310 **
## C01_PT600A.Out_PV 0.849 0.395721
## C01_PT600B.Out_PV 0.042 0.966140
## C01_PT600C.Out_PV -0.630 0.528874
## C01_PT600D.Out_PV -0.552 0.580896
## C01_PT600E.Out_PV 0.532 0.594451
## C01_PT600F.Out_PV 2.255 0.024190 *
## C01_SC000A.Val_OOP 4.068 4.83e-05 ***
## C01_SC000A.Val_POP -3.327 0.000887 ***
## C01_SC000A.Val_SpeedFdb -3.631 0.000286 ***
## C01_TT000A.Out_PV 14.296 < 2e-16 ***
## C01_TT113A.Out_PV 0.092 0.926581
## C01_TT114A.Out_PV 4.938 8.22e-07 ***
## C01_TT115A.Out_PV -2.759 0.005830 **
## C01_TT119.Out_PV 1.994 0.046194 *
## C01_TT130.Out_PV 0.793 0.428000
## C01_TT135.Out_PV -7.883 4.14e-15 ***
## C01_TT201A.Out_PV 1.195 0.232036
## C01_TT206.Out_PV -2.842 0.004506 **
## C01_TT208.Out_PV 1.215 0.224255
## C01_TT210.Out_PV -2.531 0.011426 *
## C01_TT210A.Out_PV 3.088 0.002032 **
## C01_TT221.Out_PV 2.349 0.018885 *
## C01_TT224.Out_PV 3.798 0.000148 ***
## C01_TT226.Out_PV 0.039 0.968830
## C01_TT236.Out_PV -3.757 0.000175 ***
## C01_TT237.Out_PV -0.639 0.523175
## C01_TT255.Out_PV -0.911 0.362403
## C01_TT260.Out_PV -0.465 0.641899
## C01_TT267.Out_PV -4.008 6.24e-05 ***
## C01_TT269.Out_PV 6.833 9.67e-12 ***
## C01_TT274.Out_PV -1.246 0.212856
## C01_TT277.Out_PV -0.044 0.964737
## C01_TT278.Out_PV 2.886 0.003924 **
## C01_TT290.Out_PV -0.740 0.459503
## C01_TT301.Out_PV -1.279 0.201135
## C01_TT313A.Out_PV 1.895 0.058102 .
## C01_TT314A.Out_PV 1.179 0.238291
## C01_TT315A.Out_PV -0.707 0.479757
## C01_TT319.Out_PV -1.964 0.049550 *
## C01_TT330.Out_PV -0.216 0.828915
## C01_TT335.Out_PV -1.867 0.062047 .
## C01_TT600A.Out_PV 5.761 9.04e-09 ***
## C01_TT600B.Out_PV 2.893 0.003840 **
## C01_TT950A.Out_PV -2.134 0.032913 *
## C01_WaterCombined_Ingredient.Val_CurrentBMTConcentration 2.423 0.015420 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.1999 on 3805 degrees of freedom
## Multiple R-squared: 0.9616, Adjusted R-squared: 0.96
## F-statistic: 607.2 on 157 and 3805 DF, p-value: < 2.2e-16drop.cols <- c('C01_LT277.Out_PV')ccols<-c('C01_Feed44_Sys290_Ingredient.Val_CurrentBMTConcentration',
'C01_VT000.Out_PV',
'C01_LT000_KG.Out_PV',
'C01_CTRL.BMT_Level',
'C01_LT000.Out_PV',
'C01_CT950A.Out_PV',
'C01_LT268.Out_PV',
'C01_Feed16_Sys301_Ingredient.Val_CurrentBMTConcentration',
'C01_WaterCombined_Ingredient.Val_CurrentBMTConcentration',
'C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration',
'C01_AT135.Out_PV',
'C01_TT335.Out_PV',
'C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration',
'C01_LT267.Out_PV',
'C01_LT268_KG.Out_PV',
'C01_TT313A.Out_PV',
'C01_DT313A.Out_PV',
'C01_LT514.Out_PV',
'C01_TT330.Out_PV',
'C01_TT208.Out_PV',
'C01_LT277_KG.Out_PV',
'C01_TT315A.Out_PV',
'C01_LT255.Out_PV',
'C01_DT315A.Out_PV',
'C01_TT135.Out_PV',
'C01_LT515.Out_PV',
'C01_PT600A.Out_PV',
'C01_DT314A.Out_PV',
'C01_PT600B.Out_PV',
'C01_PT600C.Out_PV',
'C01_PT600D.Out_PV',
'C01_PT600E.Out_PV',
'C01_LT513.Out_PV',
'C01_PT600F.Out_PV',
'C01_TT236.Out_PV',
'C01_PT119.Out_PV',
'C01_LT267_KG.Out_PV',
'C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration',
'C01_PT221.Out_PV',
'C01_PT301.Out_PV',
'C01_TT206.Out_PV',
'C01_PT36712.Out_PV',
'C01_TT260.Out_PV',
'C01_PT36757.Out_PV',
'C01_TT269.Out_PV',
'C01_TT600A.Out_PV',
'C01_TT600B.Out_PV',
'C01_TT115A.Out_PV',
'C01_LT514_KG.Out_PV',
'C01_TT226.Out_PV',
'C01_TT950A.Out_PV',
'C01_PT214.Out_PV',
'C01_TT210.Out_PV',
'C01_PT36713.Out_PV',
'C01_TT210A.Out_PV',
'C01_TT113A.Out_PV',
'C01_TT221.Out_PV',
'C01_TT114A.Out_PV',
'C01_PT36750.Out_PV',
'C01_PT213.Out_PV',
'C01_TT119.Out_PV',
'C01_PT36758.Out_PV',
'C01_PT319.Out_PV',
'C01_TT319.Out_PV',
'C01_PT36765.Out_PV',
'C01_TT237.Out_PV',
'C01_TT000A.Out_PV',
'C01_DT113A.Out_PV',
'C01_TT278.Out_PV',
'C01_PT290A.Out_PV',
'C01_LT255_KG.Out_PV',
'C01_PT290B.Out_PV',
'C01_PT215.Out_PV',
'C01_AT000A_TT.Out_PV',
'C01_TT274.Out_PV',
'C01_LT515_KG.Out_PV',
'C01_PC000_PID.PV',
'C01_TT255.Out_PV',
'C01_PT36756.Out_PV',
'C01_PT000A.Out_PV',
'C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration',
'C01_Feed23_Sys214_Ingredient.Val_CurrentBMTConcentration',
'C01_Feed31_Sys269_Ingredient.Val_CurrentBMTConcentration',
'C01_TT290.Out_PV',
'C01_Feed09_Sys119_Ingredient.Val_CurrentBMTConcentration',
'C01_Feed13_Sys224_Ingredient.Val_CurrentBMTConcentration',
'C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration',
'C01_LT513_KG.Out_PV',
'C01_PT36764.Out_PV',
'C01_DT114A.Out_PV',
'C01_DT226.Out_PV',
'C01_DT115A.Out_PV',
'C01_PT000B.Out_PV',
'C01_Feed03_Sys206_Ingredient.Val_CurrentBMTConcentration',
'C01_PT36751.Out_PV',
'C01_TT224.Out_PV',
'C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration',
'C01_DT224.Out_PV',
'C01_DT135.Out_PV',
'C01_DT267.Out_PV',
'C01_AT000A.Out_PV',
'C01_PT36754.Out_PV',
'C01_AT335.Out_PV',
'C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration',
'C01_PT36755.Out_PV',
'C01_PT36767.Out_PV',
'C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration',
'C01_AT000A_Raw.Out_PV',
'C01_PIT790B.Out_PV',
'C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration',
'C01_DT330.Out_PV',
'C01_Feed43_Sys274_Ingredient.Val_CurrentBMTConcentration',
'C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration',
'C01_DT260.Out_PV',
'C01_PT279.Out_PV',
'C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration',
'C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration')data3<-data21%>%select(ccols)## Note: Using an external vector in selections is ambiguous.
## i Use `all_of(ccols)` instead of `ccols` to silence this message.
## i See <https://tidyselect.r-lib.org/reference/faq-external-vector.html>.
## This message is displayed once per session.lr = lm( C01_VT000.Out_PV~., data = data3)
summary(lr)##
## Call:
## lm(formula = C01_VT000.Out_PV ~ ., data = data3)
##
## Residuals:
## Min 1Q Median 3Q Max
## -3.7954 -0.0558 0.0071 0.0639 2.9295
##
## Coefficients:
## Estimate Std. Error
## (Intercept) -5.511e-14 3.309e-03
## C01_Feed44_Sys290_Ingredient.Val_CurrentBMTConcentration 2.459e+00 6.183e-01
## C01_LT000_KG.Out_PV -3.453e+00 1.709e+00
## C01_CTRL.BMT_Level -3.710e-01 1.505e-01
## C01_LT000.Out_PV 3.876e+00 1.699e+00
## C01_CT950A.Out_PV -2.658e-04 4.182e-03
## C01_LT268.Out_PV -1.820e+00 7.149e-01
## C01_Feed16_Sys301_Ingredient.Val_CurrentBMTConcentration -1.622e+01 4.001e+00
## C01_WaterCombined_Ingredient.Val_CurrentBMTConcentration 9.593e-01 9.329e-01
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration -1.066e+01 2.645e+00
## C01_AT135.Out_PV -7.720e-03 2.537e-02
## C01_TT335.Out_PV -3.836e-02 1.639e-02
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -7.911e+00 2.013e+00
## C01_LT267.Out_PV 5.028e-01 2.242e-01
## C01_LT268_KG.Out_PV 1.937e+00 7.152e-01
## C01_TT313A.Out_PV 5.473e-02 4.064e-02
## C01_DT313A.Out_PV 3.391e-02 3.869e-02
## C01_LT514.Out_PV -3.154e-01 1.865e-01
## C01_TT330.Out_PV -3.554e-02 2.063e-02
## C01_TT208.Out_PV -1.220e-02 1.313e-02
## C01_LT277_KG.Out_PV 2.691e-02 4.555e-03
## C01_TT315A.Out_PV -8.802e-03 2.104e-02
## C01_LT255.Out_PV -2.780e-01 1.156e-01
## C01_DT315A.Out_PV 3.249e-03 9.586e-03
## C01_TT135.Out_PV -1.353e-01 1.366e-02
## C01_LT515.Out_PV 5.417e-01 1.627e-01
## C01_PT600A.Out_PV 5.792e-01 8.920e-01
## C01_DT314A.Out_PV 1.896e-02 1.877e-02
## C01_PT600B.Out_PV 9.250e-01 1.637e+00
## C01_PT600C.Out_PV -1.008e+00 1.716e+00
## C01_PT600D.Out_PV -1.255e+00 1.142e+00
## C01_PT600E.Out_PV 2.354e-01 4.158e-01
## C01_LT513.Out_PV 1.337e-01 1.226e-01
## C01_PT600F.Out_PV 4.947e-01 2.915e-01
## C01_TT236.Out_PV -5.689e-02 1.287e-02
## C01_PT119.Out_PV 1.207e-02 2.333e-02
## C01_LT267_KG.Out_PV -4.794e-01 2.238e-01
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration -2.090e+00 5.834e-01
## C01_PT221.Out_PV -3.352e-02 3.571e-02
## C01_PT301.Out_PV 1.420e-01 7.510e-02
## C01_TT206.Out_PV -4.784e-02 3.603e-02
## C01_PT36712.Out_PV 3.400e-02 3.186e-02
## C01_TT260.Out_PV -6.694e-03 1.147e-02
## C01_PT36757.Out_PV -6.428e-02 1.037e-02
## C01_TT269.Out_PV 1.938e-01 2.858e-02
## C01_TT600A.Out_PV 1.056e-01 2.010e-02
## C01_TT600B.Out_PV 4.766e-02 1.402e-02
## C01_TT115A.Out_PV -1.594e-01 3.380e-02
## C01_LT514_KG.Out_PV 3.196e-01 1.868e-01
## C01_TT226.Out_PV -1.067e-03 5.698e-03
## C01_TT950A.Out_PV -1.592e-02 6.392e-03
## C01_PT214.Out_PV 5.192e-03 1.507e-02
## C01_TT210.Out_PV -6.578e-02 3.045e-02
## C01_PT36713.Out_PV 4.137e-02 8.884e-03
## C01_TT210A.Out_PV 5.837e-02 2.993e-02
## C01_TT113A.Out_PV 5.725e-02 2.420e-02
## C01_TT221.Out_PV 7.552e-02 1.095e-02
## C01_TT114A.Out_PV 1.842e-01 3.574e-02
## C01_PT36750.Out_PV -1.770e-04 9.491e-03
## C01_PT213.Out_PV 2.538e-02 1.180e-02
## C01_TT119.Out_PV 4.190e-02 3.922e-02
## C01_PT36758.Out_PV 5.171e-02 1.108e-02
## C01_PT319.Out_PV 5.373e-02 1.598e-02
## C01_TT319.Out_PV -1.509e-01 6.126e-02
## C01_PT36765.Out_PV -3.155e-02 1.488e-02
## C01_TT237.Out_PV -1.297e-01 5.163e-02
## C01_TT000A.Out_PV 4.345e-01 2.735e-02
## C01_DT113A.Out_PV 5.136e-03 8.951e-03
## C01_TT278.Out_PV 1.858e-01 5.137e-02
## C01_PT290A.Out_PV 4.591e-01 2.242e-01
## C01_LT255_KG.Out_PV 2.858e-01 1.158e-01
## C01_PT290B.Out_PV -4.661e-01 2.238e-01
## C01_PT215.Out_PV 3.363e-02 1.229e-02
## C01_AT000A_TT.Out_PV -5.991e-01 3.211e-02
## C01_TT274.Out_PV -1.747e-02 4.325e-03
## C01_LT515_KG.Out_PV -5.536e-01 1.633e-01
## C01_PC000_PID.PV -8.271e-02 3.119e-02
## C01_TT255.Out_PV -2.138e-02 2.296e-02
## C01_PT36756.Out_PV -3.349e-02 1.477e-02
## C01_PT000A.Out_PV 1.121e-01 3.242e-02
## C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration -4.685e-01 2.763e-01
## C01_Feed23_Sys214_Ingredient.Val_CurrentBMTConcentration 1.990e+00 1.844e+00
## C01_Feed31_Sys269_Ingredient.Val_CurrentBMTConcentration -1.695e+00 4.201e-01
## C01_TT290.Out_PV -9.688e-03 9.330e-03
## C01_Feed09_Sys119_Ingredient.Val_CurrentBMTConcentration -9.523e+00 2.125e+00
## C01_Feed13_Sys224_Ingredient.Val_CurrentBMTConcentration -1.969e-01 3.105e-01
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -1.126e+00 3.061e-01
## C01_LT513_KG.Out_PV -1.214e-01 1.231e-01
## C01_PT36764.Out_PV 7.317e-03 6.800e-03
## C01_DT114A.Out_PV -1.407e-03 7.355e-03
## C01_DT226.Out_PV 3.825e-02 1.966e-02
## C01_DT115A.Out_PV -2.709e-02 6.928e-03
## C01_PT000B.Out_PV 2.356e-02 1.220e-02
## C01_Feed03_Sys206_Ingredient.Val_CurrentBMTConcentration -5.171e-01 2.352e-01
## C01_PT36751.Out_PV -1.357e-02 6.436e-03
## C01_TT224.Out_PV 2.559e-02 5.472e-03
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration -3.379e-01 1.916e-01
## C01_DT224.Out_PV -2.468e-02 1.340e-02
## C01_DT135.Out_PV -9.560e-04 2.547e-02
## C01_DT267.Out_PV 3.957e-03 1.053e-02
## C01_AT000A.Out_PV 3.631e-02 5.139e-03
## C01_PT36754.Out_PV 2.643e-02 1.019e-02
## C01_AT335.Out_PV 2.507e-02 8.975e-03
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -1.199e+00 6.808e-02
## C01_PT36755.Out_PV -1.104e-02 9.602e-03
## C01_PT36767.Out_PV 7.342e-03 4.228e-03
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -2.385e-01 6.273e-02
## C01_AT000A_Raw.Out_PV -2.515e-02 1.966e-02
## C01_PIT790B.Out_PV -1.669e-02 3.590e-03
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 2.045e-01 4.415e-02
## C01_DT330.Out_PV 5.291e-03 3.738e-03
## C01_Feed43_Sys274_Ingredient.Val_CurrentBMTConcentration -1.739e-01 1.100e-01
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -4.044e-02 6.748e-02
## C01_DT260.Out_PV -2.818e-02 1.268e-02
## C01_PT279.Out_PV 1.933e-03 1.137e-02
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -6.445e-02 1.556e-02
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 1.033e-02 1.310e-02
## t value Pr(>|t|)
## (Intercept) 0.000 1.000000
## C01_Feed44_Sys290_Ingredient.Val_CurrentBMTConcentration 3.976 7.13e-05 ***
## C01_LT000_KG.Out_PV -2.020 0.043411 *
## C01_CTRL.BMT_Level -2.465 0.013757 *
## C01_LT000.Out_PV 2.282 0.022570 *
## C01_CT950A.Out_PV -0.064 0.949325
## C01_LT268.Out_PV -2.545 0.010953 *
## C01_Feed16_Sys301_Ingredient.Val_CurrentBMTConcentration -4.054 5.14e-05 ***
## C01_WaterCombined_Ingredient.Val_CurrentBMTConcentration 1.028 0.303858
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration -4.028 5.74e-05 ***
## C01_AT135.Out_PV -0.304 0.760901
## C01_TT335.Out_PV -2.340 0.019357 *
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -3.930 8.63e-05 ***
## C01_LT267.Out_PV 2.242 0.024990 *
## C01_LT268_KG.Out_PV 2.709 0.006788 **
## C01_TT313A.Out_PV 1.347 0.178150
## C01_DT313A.Out_PV 0.876 0.380823
## C01_LT514.Out_PV -1.691 0.090896 .
## C01_TT330.Out_PV -1.722 0.085066 .
## C01_TT208.Out_PV -0.929 0.353184
## C01_LT277_KG.Out_PV 5.909 3.74e-09 ***
## C01_TT315A.Out_PV -0.418 0.675741
## C01_LT255.Out_PV -2.404 0.016244 *
## C01_DT315A.Out_PV 0.339 0.734709
## C01_TT135.Out_PV -9.906 < 2e-16 ***
## C01_LT515.Out_PV 3.329 0.000880 ***
## C01_PT600A.Out_PV 0.649 0.516161
## C01_DT314A.Out_PV 1.010 0.312483
## C01_PT600B.Out_PV 0.565 0.572015
## C01_PT600C.Out_PV -0.587 0.556988
## C01_PT600D.Out_PV -1.098 0.272060
## C01_PT600E.Out_PV 0.566 0.571265
## C01_LT513.Out_PV 1.091 0.275530
## C01_PT600F.Out_PV 1.697 0.089805 .
## C01_TT236.Out_PV -4.420 1.02e-05 ***
## C01_PT119.Out_PV 0.517 0.604894
## C01_LT267_KG.Out_PV -2.142 0.032246 *
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration -3.582 0.000345 ***
## C01_PT221.Out_PV -0.939 0.347952
## C01_PT301.Out_PV 1.890 0.058800 .
## C01_TT206.Out_PV -1.328 0.184344
## C01_PT36712.Out_PV 1.067 0.285942
## C01_TT260.Out_PV -0.584 0.559426
## C01_PT36757.Out_PV -6.196 6.41e-10 ***
## C01_TT269.Out_PV 6.779 1.40e-11 ***
## C01_TT600A.Out_PV 5.255 1.56e-07 ***
## C01_TT600B.Out_PV 3.399 0.000682 ***
## C01_TT115A.Out_PV -4.716 2.49e-06 ***
## C01_LT514_KG.Out_PV 1.711 0.087126 .
## C01_TT226.Out_PV -0.187 0.851536
## C01_TT950A.Out_PV -2.490 0.012818 *
## C01_PT214.Out_PV 0.344 0.730490
## C01_TT210.Out_PV -2.160 0.030796 *
## C01_PT36713.Out_PV 4.657 3.32e-06 ***
## C01_TT210A.Out_PV 1.950 0.051233 .
## C01_TT113A.Out_PV 2.366 0.018049 *
## C01_TT221.Out_PV 6.899 6.09e-12 ***
## C01_TT114A.Out_PV 5.154 2.68e-07 ***
## C01_PT36750.Out_PV -0.019 0.985118
## C01_PT213.Out_PV 2.150 0.031580 *
## C01_TT119.Out_PV 1.068 0.285403
## C01_PT36758.Out_PV 4.666 3.18e-06 ***
## C01_PT319.Out_PV 3.362 0.000781 ***
## C01_TT319.Out_PV -2.463 0.013818 *
## C01_PT36765.Out_PV -2.120 0.034029 *
## C01_TT237.Out_PV -2.513 0.012008 *
## C01_TT000A.Out_PV 15.886 < 2e-16 ***
## C01_DT113A.Out_PV 0.574 0.566101
## C01_TT278.Out_PV 3.617 0.000302 ***
## C01_PT290A.Out_PV 2.048 0.040674 *
## C01_LT255_KG.Out_PV 2.468 0.013622 *
## C01_PT290B.Out_PV -2.083 0.037354 *
## C01_PT215.Out_PV 2.736 0.006239 **
## C01_AT000A_TT.Out_PV -18.660 < 2e-16 ***
## C01_TT274.Out_PV -4.041 5.44e-05 ***
## C01_LT515_KG.Out_PV -3.390 0.000706 ***
## C01_PC000_PID.PV -2.652 0.008031 **
## C01_TT255.Out_PV -0.931 0.351980
## C01_PT36756.Out_PV -2.266 0.023478 *
## C01_PT000A.Out_PV 3.458 0.000549 ***
## C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration -1.695 0.090071 .
## C01_Feed23_Sys214_Ingredient.Val_CurrentBMTConcentration 1.079 0.280648
## C01_Feed31_Sys269_Ingredient.Val_CurrentBMTConcentration -4.034 5.58e-05 ***
## C01_TT290.Out_PV -1.038 0.299161
## C01_Feed09_Sys119_Ingredient.Val_CurrentBMTConcentration -4.482 7.62e-06 ***
## C01_Feed13_Sys224_Ingredient.Val_CurrentBMTConcentration -0.634 0.526124
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -3.678 0.000239 ***
## C01_LT513_KG.Out_PV -0.986 0.324214
## C01_PT36764.Out_PV 1.076 0.282011
## C01_DT114A.Out_PV -0.191 0.848294
## C01_DT226.Out_PV 1.945 0.051810 .
## C01_DT115A.Out_PV -3.911 9.36e-05 ***
## C01_PT000B.Out_PV 1.931 0.053606 .
## C01_Feed03_Sys206_Ingredient.Val_CurrentBMTConcentration -2.199 0.027971 *
## C01_PT36751.Out_PV -2.108 0.035088 *
## C01_TT224.Out_PV 4.676 3.02e-06 ***
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration -1.764 0.077872 .
## C01_DT224.Out_PV -1.843 0.065466 .
## C01_DT135.Out_PV -0.038 0.970060
## C01_DT267.Out_PV 0.376 0.706984
## C01_AT000A.Out_PV 7.067 1.88e-12 ***
## C01_PT36754.Out_PV 2.595 0.009505 **
## C01_AT335.Out_PV 2.794 0.005235 **
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -17.609 < 2e-16 ***
## C01_PT36755.Out_PV -1.149 0.250514
## C01_PT36767.Out_PV 1.737 0.082545 .
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -3.802 0.000145 ***
## C01_AT000A_Raw.Out_PV -1.279 0.200805
## C01_PIT790B.Out_PV -4.648 3.46e-06 ***
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 4.632 3.74e-06 ***
## C01_DT330.Out_PV 1.416 0.156989
## C01_Feed43_Sys274_Ingredient.Val_CurrentBMTConcentration -1.580 0.114090
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -0.599 0.549011
## C01_DT260.Out_PV -2.223 0.026265 *
## C01_PT279.Out_PV 0.170 0.864987
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -4.142 3.52e-05 ***
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 0.788 0.430544
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.2083 on 3846 degrees of freedom
## Multiple R-squared: 0.9579, Adjusted R-squared: 0.9566
## F-statistic: 753.9 on 116 and 3846 DF, p-value: < 2.2e-16library(car)## Warning: package 'car' was built under R version 4.1.2## Loading required package: carData##
## Attaching package: 'car'## The following object is masked from 'package:dplyr':
##
## recode## The following object is masked from 'package:purrr':
##
## somev1<-data.frame(vif(lr))
v1 <- cbind(variable = row.names(v1), v1)
names(v1)<-c("NameTag","VIF")
##C01_Feed16_Sys301_Ingredient.Val_CurrentBMTConcentration
drop.cols <- c('C01_Feed16_Sys301_Ingredient.Val_CurrentBMTConcentration')
data3<-data3%>%select(-drop.cols)## Note: Using an external vector in selections is ambiguous.
## i Use `all_of(drop.cols)` instead of `drop.cols` to silence this message.
## i See <https://tidyselect.r-lib.org/reference/faq-external-vector.html>.
## This message is displayed once per session.lr = lm( C01_VT000.Out_PV~., data = data3)
summary(lr)##
## Call:
## lm(formula = C01_VT000.Out_PV ~ ., data = data3)
##
## Residuals:
## Min 1Q Median 3Q Max
## -3.7788 -0.0557 0.0073 0.0646 2.8903
##
## Coefficients:
## Estimate Std. Error
## (Intercept) -1.104e-13 3.316e-03
## C01_Feed44_Sys290_Ingredient.Val_CurrentBMTConcentration 2.440e+00 6.196e-01
## C01_LT000_KG.Out_PV -3.434e+00 1.712e+00
## C01_CTRL.BMT_Level -4.098e-01 1.505e-01
## C01_LT000.Out_PV 3.898e+00 1.702e+00
## C01_CT950A.Out_PV -1.187e-03 4.184e-03
## C01_LT268.Out_PV -1.908e+00 7.160e-01
## C01_WaterCombined_Ingredient.Val_CurrentBMTConcentration 6.002e-01 9.305e-01
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration 6.854e-02 1.916e-02
## C01_AT135.Out_PV -8.316e-03 2.542e-02
## C01_TT335.Out_PV -3.959e-02 1.642e-02
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -3.948e-02 5.309e-01
## C01_LT267.Out_PV 4.982e-01 2.247e-01
## C01_LT268_KG.Out_PV 2.023e+00 7.163e-01
## C01_TT313A.Out_PV 5.864e-02 4.071e-02
## C01_DT313A.Out_PV 3.343e-02 3.877e-02
## C01_LT514.Out_PV -3.612e-01 1.865e-01
## C01_TT330.Out_PV -3.312e-02 2.067e-02
## C01_TT208.Out_PV -1.416e-02 1.315e-02
## C01_LT277_KG.Out_PV 2.727e-02 4.563e-03
## C01_TT315A.Out_PV -7.693e-03 2.108e-02
## C01_LT255.Out_PV -2.912e-01 1.158e-01
## C01_DT315A.Out_PV 3.154e-03 9.605e-03
## C01_TT135.Out_PV -1.416e-01 1.360e-02
## C01_LT515.Out_PV 5.472e-01 1.631e-01
## C01_PT600A.Out_PV 9.050e-01 8.902e-01
## C01_DT314A.Out_PV 1.478e-02 1.878e-02
## C01_PT600B.Out_PV 3.204e-03 1.624e+00
## C01_PT600C.Out_PV 2.564e-01 1.691e+00
## C01_PT600D.Out_PV -2.004e+00 1.129e+00
## C01_PT600E.Out_PV 3.593e-01 4.155e-01
## C01_LT513.Out_PV 1.521e-01 1.228e-01
## C01_PT600F.Out_PV 4.433e-01 2.918e-01
## C01_TT236.Out_PV -6.096e-02 1.286e-02
## C01_PT119.Out_PV 1.998e-02 2.330e-02
## C01_LT267_KG.Out_PV -4.788e-01 2.242e-01
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 1.862e-01 1.589e-01
## C01_PT221.Out_PV -3.514e-02 3.578e-02
## C01_PT301.Out_PV 1.505e-01 7.522e-02
## C01_TT206.Out_PV -6.183e-02 3.594e-02
## C01_PT36712.Out_PV 3.512e-02 3.192e-02
## C01_TT260.Out_PV 2.781e-03 1.125e-02
## C01_PT36757.Out_PV -6.289e-02 1.039e-02
## C01_TT269.Out_PV 1.966e-01 2.863e-02
## C01_TT600A.Out_PV 1.098e-01 2.012e-02
## C01_TT600B.Out_PV 5.201e-02 1.401e-02
## C01_TT115A.Out_PV -1.555e-01 3.385e-02
## C01_LT514_KG.Out_PV 3.644e-01 1.868e-01
## C01_TT226.Out_PV -1.026e-03 5.710e-03
## C01_TT950A.Out_PV -1.667e-02 6.402e-03
## C01_PT214.Out_PV 6.383e-03 1.510e-02
## C01_TT210.Out_PV -6.236e-02 3.049e-02
## C01_PT36713.Out_PV 4.243e-02 8.898e-03
## C01_TT210A.Out_PV 5.557e-02 2.998e-02
## C01_TT113A.Out_PV 5.511e-02 2.425e-02
## C01_TT221.Out_PV 7.194e-02 1.093e-02
## C01_TT114A.Out_PV 1.795e-01 3.580e-02
## C01_PT36750.Out_PV -3.393e-04 9.510e-03
## C01_PT213.Out_PV 2.701e-02 1.182e-02
## C01_TT119.Out_PV 4.591e-02 3.928e-02
## C01_PT36758.Out_PV 5.001e-02 1.110e-02
## C01_PT319.Out_PV 5.454e-02 1.601e-02
## C01_TT319.Out_PV -1.508e-01 6.138e-02
## C01_PT36765.Out_PV -3.665e-02 1.485e-02
## C01_TT237.Out_PV -1.352e-01 5.171e-02
## C01_TT000A.Out_PV 4.312e-01 2.739e-02
## C01_DT113A.Out_PV 5.345e-03 8.968e-03
## C01_TT278.Out_PV 1.976e-01 5.139e-02
## C01_PT290A.Out_PV 4.692e-01 2.246e-01
## C01_LT255_KG.Out_PV 2.991e-01 1.160e-01
## C01_PT290B.Out_PV -4.773e-01 2.242e-01
## C01_PT215.Out_PV 3.484e-02 1.231e-02
## C01_AT000A_TT.Out_PV -6.050e-01 3.214e-02
## C01_TT274.Out_PV -1.793e-02 4.332e-03
## C01_LT515_KG.Out_PV -5.616e-01 1.636e-01
## C01_PC000_PID.PV -8.230e-02 3.125e-02
## C01_TT255.Out_PV -2.346e-02 2.300e-02
## C01_PT36756.Out_PV -3.140e-02 1.480e-02
## C01_PT000A.Out_PV 1.116e-01 3.248e-02
## C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration 5.796e-01 9.770e-02
## C01_Feed23_Sys214_Ingredient.Val_CurrentBMTConcentration 5.708e+00 1.603e+00
## C01_Feed31_Sys269_Ingredient.Val_CurrentBMTConcentration -6.218e-02 1.197e-01
## C01_TT290.Out_PV -1.090e-02 9.344e-03
## C01_Feed09_Sys119_Ingredient.Val_CurrentBMTConcentration -8.726e+00 2.120e+00
## C01_Feed13_Sys224_Ingredient.Val_CurrentBMTConcentration 7.877e-01 1.938e-01
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -1.161e-01 1.783e-01
## C01_LT513_KG.Out_PV -1.402e-01 1.233e-01
## C01_PT36764.Out_PV 5.561e-03 6.800e-03
## C01_DT114A.Out_PV -3.101e-03 7.358e-03
## C01_DT226.Out_PV 3.738e-02 1.970e-02
## C01_DT115A.Out_PV -2.723e-02 6.942e-03
## C01_PT000B.Out_PV 2.355e-02 1.223e-02
## C01_Feed03_Sys206_Ingredient.Val_CurrentBMTConcentration 3.105e-01 1.171e-01
## C01_PT36751.Out_PV -1.474e-02 6.442e-03
## C01_TT224.Out_PV 2.502e-02 5.481e-03
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration 3.549e-01 8.676e-02
## C01_DT224.Out_PV -2.620e-02 1.342e-02
## C01_DT135.Out_PV -6.045e-05 2.552e-02
## C01_DT267.Out_PV 3.405e-03 1.055e-02
## C01_AT000A.Out_PV 3.651e-02 5.149e-03
## C01_PT36754.Out_PV 2.563e-02 1.021e-02
## C01_AT335.Out_PV 2.372e-02 8.987e-03
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -9.862e-01 4.349e-02
## C01_PT36755.Out_PV -1.039e-02 9.620e-03
## C01_PT36767.Out_PV 7.478e-03 4.236e-03
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration 5.559e-03 1.763e-02
## C01_AT000A_Raw.Out_PV -2.060e-02 1.967e-02
## C01_PIT790B.Out_PV -1.633e-02 3.596e-03
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 3.539e-02 1.447e-02
## C01_DT330.Out_PV 5.319e-03 3.745e-03
## C01_Feed43_Sys274_Ingredient.Val_CurrentBMTConcentration 1.250e-01 8.185e-02
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration 1.155e-01 5.556e-02
## C01_DT260.Out_PV -3.423e-02 1.261e-02
## C01_PT279.Out_PV 3.362e-03 1.139e-02
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -4.680e-02 1.497e-02
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 1.980e-02 1.291e-02
## t value Pr(>|t|)
## (Intercept) 0.000 1.000000
## C01_Feed44_Sys290_Ingredient.Val_CurrentBMTConcentration 3.938 8.38e-05 ***
## C01_LT000_KG.Out_PV -2.005 0.044993 *
## C01_CTRL.BMT_Level -2.723 0.006502 **
## C01_LT000.Out_PV 2.290 0.022098 *
## C01_CT950A.Out_PV -0.284 0.776692
## C01_LT268.Out_PV -2.664 0.007750 **
## C01_WaterCombined_Ingredient.Val_CurrentBMTConcentration 0.645 0.518938
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration 3.578 0.000351 ***
## C01_AT135.Out_PV -0.327 0.743557
## C01_TT335.Out_PV -2.411 0.015975 *
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -0.074 0.940719
## C01_LT267.Out_PV 2.217 0.026653 *
## C01_LT268_KG.Out_PV 2.824 0.004773 **
## C01_TT313A.Out_PV 1.441 0.149805
## C01_DT313A.Out_PV 0.862 0.388638
## C01_LT514.Out_PV -1.936 0.052915 .
## C01_TT330.Out_PV -1.603 0.109104
## C01_TT208.Out_PV -1.077 0.281660
## C01_LT277_KG.Out_PV 5.976 2.49e-09 ***
## C01_TT315A.Out_PV -0.365 0.715174
## C01_LT255.Out_PV -2.515 0.011951 *
## C01_DT315A.Out_PV 0.328 0.742642
## C01_TT135.Out_PV -10.406 < 2e-16 ***
## C01_LT515.Out_PV 3.356 0.000798 ***
## C01_PT600A.Out_PV 1.017 0.309399
## C01_DT314A.Out_PV 0.787 0.431299
## C01_PT600B.Out_PV 0.002 0.998426
## C01_PT600C.Out_PV 0.152 0.879471
## C01_PT600D.Out_PV -1.774 0.076116 .
## C01_PT600E.Out_PV 0.865 0.387196
## C01_LT513.Out_PV 1.239 0.215458
## C01_PT600F.Out_PV 1.519 0.128861
## C01_TT236.Out_PV -4.741 2.21e-06 ***
## C01_PT119.Out_PV 0.858 0.391152
## C01_LT267_KG.Out_PV -2.136 0.032781 *
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 1.172 0.241455
## C01_PT221.Out_PV -0.982 0.326187
## C01_PT301.Out_PV 2.001 0.045444 *
## C01_TT206.Out_PV -1.720 0.085433 .
## C01_PT36712.Out_PV 1.100 0.271282
## C01_TT260.Out_PV 0.247 0.804720
## C01_PT36757.Out_PV -6.053 1.56e-09 ***
## C01_TT269.Out_PV 6.867 7.63e-12 ***
## C01_TT600A.Out_PV 5.458 5.12e-08 ***
## C01_TT600B.Out_PV 3.713 0.000208 ***
## C01_TT115A.Out_PV -4.594 4.48e-06 ***
## C01_LT514_KG.Out_PV 1.950 0.051202 .
## C01_TT226.Out_PV -0.180 0.857347
## C01_TT950A.Out_PV -2.604 0.009262 **
## C01_PT214.Out_PV 0.423 0.672525
## C01_TT210.Out_PV -2.045 0.040915 *
## C01_PT36713.Out_PV 4.769 1.92e-06 ***
## C01_TT210A.Out_PV 1.853 0.063942 .
## C01_TT113A.Out_PV 2.273 0.023067 *
## C01_TT221.Out_PV 6.581 5.32e-11 ***
## C01_TT114A.Out_PV 5.015 5.55e-07 ***
## C01_PT36750.Out_PV -0.036 0.971538
## C01_PT213.Out_PV 2.285 0.022361 *
## C01_TT119.Out_PV 1.169 0.242605
## C01_PT36758.Out_PV 4.507 6.77e-06 ***
## C01_PT319.Out_PV 3.407 0.000664 ***
## C01_TT319.Out_PV -2.457 0.014042 *
## C01_PT36765.Out_PV -2.467 0.013671 *
## C01_TT237.Out_PV -2.615 0.008960 **
## C01_TT000A.Out_PV 15.741 < 2e-16 ***
## C01_DT113A.Out_PV 0.596 0.551251
## C01_TT278.Out_PV 3.844 0.000123 ***
## C01_PT290A.Out_PV 2.089 0.036807 *
## C01_LT255_KG.Out_PV 2.579 0.009951 **
## C01_PT290B.Out_PV -2.129 0.033344 *
## C01_PT215.Out_PV 2.830 0.004680 **
## C01_AT000A_TT.Out_PV -18.822 < 2e-16 ***
## C01_TT274.Out_PV -4.139 3.57e-05 ***
## C01_LT515_KG.Out_PV -3.432 0.000605 ***
## C01_PC000_PID.PV -2.634 0.008473 **
## C01_TT255.Out_PV -1.020 0.307963
## C01_PT36756.Out_PV -2.122 0.033881 *
## C01_PT000A.Out_PV 3.436 0.000597 ***
## C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration 5.933 3.24e-09 ***
## C01_Feed23_Sys214_Ingredient.Val_CurrentBMTConcentration 3.561 0.000373 ***
## C01_Feed31_Sys269_Ingredient.Val_CurrentBMTConcentration -0.519 0.603508
## C01_TT290.Out_PV -1.167 0.243328
## C01_Feed09_Sys119_Ingredient.Val_CurrentBMTConcentration -4.116 3.94e-05 ***
## C01_Feed13_Sys224_Ingredient.Val_CurrentBMTConcentration 4.064 4.93e-05 ***
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -0.651 0.515021
## C01_LT513_KG.Out_PV -1.137 0.255623
## C01_PT36764.Out_PV 0.818 0.413529
## C01_DT114A.Out_PV -0.421 0.673414
## C01_DT226.Out_PV 1.897 0.057868 .
## C01_DT115A.Out_PV -3.923 8.92e-05 ***
## C01_PT000B.Out_PV 1.926 0.054214 .
## C01_Feed03_Sys206_Ingredient.Val_CurrentBMTConcentration 2.653 0.008017 **
## C01_PT36751.Out_PV -2.288 0.022168 *
## C01_TT224.Out_PV 4.565 5.15e-06 ***
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration 4.091 4.38e-05 ***
## C01_DT224.Out_PV -1.953 0.050918 .
## C01_DT135.Out_PV -0.002 0.998110
## C01_DT267.Out_PV 0.323 0.746770
## C01_AT000A.Out_PV 7.091 1.57e-12 ***
## C01_PT36754.Out_PV 2.511 0.012089 *
## C01_AT335.Out_PV 2.639 0.008348 **
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -22.676 < 2e-16 ***
## C01_PT36755.Out_PV -1.080 0.280338
## C01_PT36767.Out_PV 1.765 0.077586 .
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration 0.315 0.752544
## C01_AT000A_Raw.Out_PV -1.047 0.295033
## C01_PIT790B.Out_PV -4.540 5.78e-06 ***
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 2.445 0.014536 *
## C01_DT330.Out_PV 1.420 0.155602
## C01_Feed43_Sys274_Ingredient.Val_CurrentBMTConcentration 1.527 0.126946
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration 2.078 0.037743 *
## C01_DT260.Out_PV -2.714 0.006677 **
## C01_PT279.Out_PV 0.295 0.767790
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -3.127 0.001780 **
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 1.533 0.125264
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.2087 on 3847 degrees of freedom
## Multiple R-squared: 0.9577, Adjusted R-squared: 0.9564
## F-statistic: 757.3 on 115 and 3847 DF, p-value: < 2.2e-16library(car)
v1<-data.frame(vif(lr))
v1 <- cbind(variable = row.names(v1), v1)
names(v1)<-c("NameTag","VIF")
###C01_Feed09_Sys119_Ingredient.Val_CurrentBMTConcentration
drop.cols <- c('C01_Feed09_Sys119_Ingredient.Val_CurrentBMTConcentration')
data3<-data3%>%select(-drop.cols)
lr = lm( C01_VT000.Out_PV~., data = data3)
summary(lr)##
## Call:
## lm(formula = C01_VT000.Out_PV ~ ., data = data3)
##
## Residuals:
## Min 1Q Median 3Q Max
## -3.8048 -0.0571 0.0065 0.0648 2.8597
##
## Coefficients:
## Estimate Std. Error
## (Intercept) -1.000e-14 3.323e-03
## C01_Feed44_Sys290_Ingredient.Val_CurrentBMTConcentration 8.436e-02 2.381e-01
## C01_LT000_KG.Out_PV -2.486e+00 1.700e+00
## C01_CTRL.BMT_Level -4.615e-01 1.503e-01
## C01_LT000.Out_PV 3.001e+00 1.692e+00
## C01_CT950A.Out_PV -4.722e-04 4.189e-03
## C01_LT268.Out_PV -1.779e+00 7.168e-01
## C01_WaterCombined_Ingredient.Val_CurrentBMTConcentration -1.690e-01 9.135e-01
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration 9.237e-02 1.830e-02
## C01_AT135.Out_PV -9.288e-03 2.547e-02
## C01_TT335.Out_PV -3.975e-02 1.646e-02
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -2.594e-01 5.293e-01
## C01_LT267.Out_PV 4.703e-01 2.250e-01
## C01_LT268_KG.Out_PV 1.895e+00 7.171e-01
## C01_TT313A.Out_PV 5.358e-02 4.078e-02
## C01_DT313A.Out_PV 2.645e-02 3.881e-02
## C01_LT514.Out_PV -3.395e-01 1.869e-01
## C01_TT330.Out_PV -2.654e-02 2.065e-02
## C01_TT208.Out_PV -1.263e-02 1.317e-02
## C01_LT277_KG.Out_PV 2.668e-02 4.570e-03
## C01_TT315A.Out_PV 3.032e-04 2.103e-02
## C01_LT255.Out_PV -2.763e-01 1.160e-01
## C01_DT315A.Out_PV 2.284e-03 9.623e-03
## C01_TT135.Out_PV -1.343e-01 1.352e-02
## C01_LT515.Out_PV 5.496e-01 1.634e-01
## C01_PT600A.Out_PV 9.770e-01 8.919e-01
## C01_DT314A.Out_PV 3.474e-02 1.818e-02
## C01_PT600B.Out_PV -1.808e-01 1.627e+00
## C01_PT600C.Out_PV 3.938e-01 1.694e+00
## C01_PT600D.Out_PV -2.044e+00 1.132e+00
## C01_PT600E.Out_PV 3.491e-01 4.163e-01
## C01_LT513.Out_PV 1.782e-01 1.229e-01
## C01_PT600F.Out_PV 4.665e-01 2.924e-01
## C01_TT236.Out_PV -6.081e-02 1.289e-02
## C01_PT119.Out_PV 9.653e-03 2.321e-02
## C01_LT267_KG.Out_PV -4.545e-01 2.246e-01
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 6.199e-02 1.563e-01
## C01_PT221.Out_PV -4.237e-02 3.581e-02
## C01_PT301.Out_PV 1.520e-01 7.538e-02
## C01_TT206.Out_PV -8.085e-02 3.571e-02
## C01_PT36712.Out_PV 4.136e-02 3.195e-02
## C01_TT260.Out_PV 1.175e-02 1.106e-02
## C01_PT36757.Out_PV -6.361e-02 1.041e-02
## C01_TT269.Out_PV 2.043e-01 2.863e-02
## C01_TT600A.Out_PV 1.179e-01 2.006e-02
## C01_TT600B.Out_PV 4.547e-02 1.395e-02
## C01_TT115A.Out_PV -1.428e-01 3.378e-02
## C01_LT514_KG.Out_PV 3.462e-01 1.872e-01
## C01_TT226.Out_PV -1.132e-03 5.721e-03
## C01_TT950A.Out_PV -1.412e-02 6.385e-03
## C01_PT214.Out_PV -5.044e-03 1.487e-02
## C01_TT210.Out_PV -5.606e-02 3.052e-02
## C01_PT36713.Out_PV 4.435e-02 8.904e-03
## C01_TT210A.Out_PV 5.045e-02 3.002e-02
## C01_TT113A.Out_PV 6.419e-02 2.419e-02
## C01_TT221.Out_PV 6.820e-02 1.092e-02
## C01_TT114A.Out_PV 1.634e-01 3.566e-02
## C01_PT36750.Out_PV 3.798e-04 9.528e-03
## C01_PT213.Out_PV 2.773e-02 1.184e-02
## C01_TT119.Out_PV 2.410e-02 3.901e-02
## C01_PT36758.Out_PV 5.991e-02 1.086e-02
## C01_PT319.Out_PV 5.627e-02 1.604e-02
## C01_TT319.Out_PV -1.656e-01 6.140e-02
## C01_PT36765.Out_PV -4.247e-02 1.482e-02
## C01_TT237.Out_PV -1.160e-01 5.161e-02
## C01_TT000A.Out_PV 4.339e-01 2.744e-02
## C01_DT113A.Out_PV 6.122e-03 8.985e-03
## C01_TT278.Out_PV 2.090e-01 5.142e-02
## C01_PT290A.Out_PV 4.935e-01 2.250e-01
## C01_LT255_KG.Out_PV 2.824e-01 1.162e-01
## C01_PT290B.Out_PV -4.981e-01 2.246e-01
## C01_PT215.Out_PV 3.946e-02 1.229e-02
## C01_AT000A_TT.Out_PV -6.121e-01 3.216e-02
## C01_TT274.Out_PV -1.681e-02 4.332e-03
## C01_LT515_KG.Out_PV -5.638e-01 1.640e-01
## C01_PC000_PID.PV -8.142e-02 3.131e-02
## C01_TT255.Out_PV -1.650e-02 2.299e-02
## C01_PT36756.Out_PV -2.177e-02 1.464e-02
## C01_PT000A.Out_PV 1.148e-01 3.254e-02
## C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration 3.925e-01 8.666e-02
## C01_Feed23_Sys214_Ingredient.Val_CurrentBMTConcentration -5.736e-01 4.904e-01
## C01_Feed31_Sys269_Ingredient.Val_CurrentBMTConcentration -1.643e-01 1.173e-01
## C01_TT290.Out_PV -1.443e-02 9.324e-03
## C01_Feed13_Sys224_Ingredient.Val_CurrentBMTConcentration 6.286e-01 1.903e-01
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -3.251e-01 1.713e-01
## C01_LT513_KG.Out_PV -1.670e-01 1.234e-01
## C01_PT36764.Out_PV 5.934e-03 6.814e-03
## C01_DT114A.Out_PV -3.199e-03 7.373e-03
## C01_DT226.Out_PV 4.249e-02 1.970e-02
## C01_DT115A.Out_PV -2.809e-02 6.953e-03
## C01_PT000B.Out_PV 2.434e-02 1.225e-02
## C01_Feed03_Sys206_Ingredient.Val_CurrentBMTConcentration 1.788e-02 9.318e-02
## C01_PT36751.Out_PV -1.371e-02 6.451e-03
## C01_TT224.Out_PV 2.680e-02 5.475e-03
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration 1.177e-01 6.498e-02
## C01_DT224.Out_PV -3.784e-02 1.314e-02
## C01_DT135.Out_PV 2.659e-04 2.557e-02
## C01_DT267.Out_PV -1.201e-03 1.051e-02
## C01_AT000A.Out_PV 3.629e-02 5.159e-03
## C01_PT36754.Out_PV 2.691e-02 1.022e-02
## C01_AT335.Out_PV 1.842e-02 8.912e-03
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -9.777e-01 4.353e-02
## C01_PT36755.Out_PV -7.546e-03 9.615e-03
## C01_PT36767.Out_PV 6.990e-03 4.243e-03
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -7.924e-03 1.736e-02
## C01_AT000A_Raw.Out_PV -2.012e-02 1.971e-02
## C01_PIT790B.Out_PV -1.682e-02 3.602e-03
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 4.050e-02 1.445e-02
## C01_DT330.Out_PV 6.130e-03 3.748e-03
## C01_Feed43_Sys274_Ingredient.Val_CurrentBMTConcentration 2.370e-01 7.736e-02
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -8.054e-02 2.868e-02
## C01_DT260.Out_PV -4.556e-02 1.233e-02
## C01_PT279.Out_PV 4.093e-03 1.141e-02
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -9.053e-02 1.057e-02
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 2.527e-02 1.287e-02
## t value Pr(>|t|)
## (Intercept) 0.000 1.000000
## C01_Feed44_Sys290_Ingredient.Val_CurrentBMTConcentration 0.354 0.723065
## C01_LT000_KG.Out_PV -1.462 0.143746
## C01_CTRL.BMT_Level -3.071 0.002149 **
## C01_LT000.Out_PV 1.774 0.076180 .
## C01_CT950A.Out_PV -0.113 0.910252
## C01_LT268.Out_PV -2.482 0.013101 *
## C01_WaterCombined_Ingredient.Val_CurrentBMTConcentration -0.185 0.853199
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration 5.048 4.67e-07 ***
## C01_AT135.Out_PV -0.365 0.715389
## C01_TT335.Out_PV -2.415 0.015777 *
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -0.490 0.624077
## C01_LT267.Out_PV 2.090 0.036687 *
## C01_LT268_KG.Out_PV 2.642 0.008264 **
## C01_TT313A.Out_PV 1.314 0.188924
## C01_DT313A.Out_PV 0.681 0.495701
## C01_LT514.Out_PV -1.817 0.069321 .
## C01_TT330.Out_PV -1.285 0.198748
## C01_TT208.Out_PV -0.959 0.337746
## C01_LT277_KG.Out_PV 5.837 5.75e-09 ***
## C01_TT315A.Out_PV 0.014 0.988499
## C01_LT255.Out_PV -2.383 0.017241 *
## C01_DT315A.Out_PV 0.237 0.812411
## C01_TT135.Out_PV -9.937 < 2e-16 ***
## C01_LT515.Out_PV 3.364 0.000776 ***
## C01_PT600A.Out_PV 1.095 0.273367
## C01_DT314A.Out_PV 1.911 0.056096 .
## C01_PT600B.Out_PV -0.111 0.911539
## C01_PT600C.Out_PV 0.232 0.816215
## C01_PT600D.Out_PV -1.806 0.071034 .
## C01_PT600E.Out_PV 0.839 0.401776
## C01_LT513.Out_PV 1.451 0.146953
## C01_PT600F.Out_PV 1.595 0.110703
## C01_TT236.Out_PV -4.719 2.45e-06 ***
## C01_PT119.Out_PV 0.416 0.677522
## C01_LT267_KG.Out_PV -2.024 0.043087 *
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 0.396 0.691761
## C01_PT221.Out_PV -1.183 0.236813
## C01_PT301.Out_PV 2.016 0.043867 *
## C01_TT206.Out_PV -2.264 0.023646 *
## C01_PT36712.Out_PV 1.295 0.195532
## C01_TT260.Out_PV 1.063 0.288040
## C01_PT36757.Out_PV -6.111 1.09e-09 ***
## C01_TT269.Out_PV 7.134 1.16e-12 ***
## C01_TT600A.Out_PV 5.878 4.51e-09 ***
## C01_TT600B.Out_PV 3.261 0.001122 **
## C01_TT115A.Out_PV -4.228 2.42e-05 ***
## C01_LT514_KG.Out_PV 1.850 0.064402 .
## C01_TT226.Out_PV -0.198 0.843104
## C01_TT950A.Out_PV -2.212 0.027051 *
## C01_PT214.Out_PV -0.339 0.734532
## C01_TT210.Out_PV -1.837 0.066294 .
## C01_PT36713.Out_PV 4.981 6.59e-07 ***
## C01_TT210A.Out_PV 1.681 0.092941 .
## C01_TT113A.Out_PV 2.653 0.008011 **
## C01_TT221.Out_PV 6.247 4.63e-10 ***
## C01_TT114A.Out_PV 4.583 4.72e-06 ***
## C01_PT36750.Out_PV 0.040 0.968206
## C01_PT213.Out_PV 2.341 0.019265 *
## C01_TT119.Out_PV 0.618 0.536753
## C01_PT36758.Out_PV 5.519 3.63e-08 ***
## C01_PT319.Out_PV 3.509 0.000455 ***
## C01_TT319.Out_PV -2.697 0.007026 **
## C01_PT36765.Out_PV -2.866 0.004175 **
## C01_TT237.Out_PV -2.247 0.024695 *
## C01_TT000A.Out_PV 15.812 < 2e-16 ***
## C01_DT113A.Out_PV 0.681 0.495669
## C01_TT278.Out_PV 4.065 4.90e-05 ***
## C01_PT290A.Out_PV 2.193 0.028352 *
## C01_LT255_KG.Out_PV 2.431 0.015107 *
## C01_PT290B.Out_PV -2.218 0.026644 *
## C01_PT215.Out_PV 3.212 0.001329 **
## C01_AT000A_TT.Out_PV -19.032 < 2e-16 ***
## C01_TT274.Out_PV -3.880 0.000106 ***
## C01_LT515_KG.Out_PV -3.439 0.000590 ***
## C01_PC000_PID.PV -2.600 0.009346 **
## C01_TT255.Out_PV -0.718 0.472910
## C01_PT36756.Out_PV -1.487 0.137157
## C01_PT000A.Out_PV 3.527 0.000426 ***
## C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration 4.529 6.10e-06 ***
## C01_Feed23_Sys214_Ingredient.Val_CurrentBMTConcentration -1.170 0.242222
## C01_Feed31_Sys269_Ingredient.Val_CurrentBMTConcentration -1.400 0.161660
## C01_TT290.Out_PV -1.548 0.121739
## C01_Feed13_Sys224_Ingredient.Val_CurrentBMTConcentration 3.302 0.000968 ***
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -1.898 0.057806 .
## C01_LT513_KG.Out_PV -1.354 0.175898
## C01_PT36764.Out_PV 0.871 0.383835
## C01_DT114A.Out_PV -0.434 0.664361
## C01_DT226.Out_PV 2.157 0.031087 *
## C01_DT115A.Out_PV -4.040 5.44e-05 ***
## C01_PT000B.Out_PV 1.986 0.047073 *
## C01_Feed03_Sys206_Ingredient.Val_CurrentBMTConcentration 0.192 0.847868
## C01_PT36751.Out_PV -2.125 0.033670 *
## C01_TT224.Out_PV 4.895 1.02e-06 ***
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration 1.812 0.070095 .
## C01_DT224.Out_PV -2.879 0.004018 **
## C01_DT135.Out_PV 0.010 0.991706
## C01_DT267.Out_PV -0.114 0.909024
## C01_AT000A.Out_PV 7.034 2.37e-12 ***
## C01_PT36754.Out_PV 2.632 0.008516 **
## C01_AT335.Out_PV 2.067 0.038780 *
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -22.460 < 2e-16 ***
## C01_PT36755.Out_PV -0.785 0.432646
## C01_PT36767.Out_PV 1.647 0.099589 .
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -0.456 0.648084
## C01_AT000A_Raw.Out_PV -1.021 0.307233
## C01_PIT790B.Out_PV -4.670 3.12e-06 ***
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 2.803 0.005095 **
## C01_DT330.Out_PV 1.636 0.102002
## C01_Feed43_Sys274_Ingredient.Val_CurrentBMTConcentration 3.064 0.002200 **
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -2.808 0.005004 **
## C01_DT260.Out_PV -3.694 0.000224 ***
## C01_PT279.Out_PV 0.359 0.719762
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -8.568 < 2e-16 ***
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 1.963 0.049708 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.2092 on 3848 degrees of freedom
## Multiple R-squared: 0.9575, Adjusted R-squared: 0.9562
## F-statistic: 760.6 on 114 and 3848 DF, p-value: < 2.2e-16library(car)
v1<-data.frame(vif(lr))
v1 <- cbind(variable = row.names(v1), v1)
names(v1)<-c("NameTag","VIF")
###C01_LT000_KG.Out_PV
drop.cols <- c('C01_LT000_KG.Out_PV')
data3<-data3%>%select(-drop.cols)
lr = lm( C01_VT000.Out_PV~., data = data3)
summary(lr)##
## Call:
## lm(formula = C01_VT000.Out_PV ~ ., data = data3)
##
## Residuals:
## Min 1Q Median 3Q Max
## -3.8006 -0.0567 0.0074 0.0648 2.8604
##
## Coefficients:
## Estimate Std. Error
## (Intercept) -9.309e-15 3.323e-03
## C01_Feed44_Sys290_Ingredient.Val_CurrentBMTConcentration 9.131e-02 2.380e-01
## C01_CTRL.BMT_Level -4.826e-01 1.496e-01
## C01_LT000.Out_PV 5.367e-01 1.499e-01
## C01_CT950A.Out_PV -4.985e-04 4.189e-03
## C01_LT268.Out_PV -1.761e+00 7.168e-01
## C01_WaterCombined_Ingredient.Val_CurrentBMTConcentration -9.713e-02 9.123e-01
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration 8.592e-02 1.776e-02
## C01_AT135.Out_PV -9.094e-03 2.547e-02
## C01_TT335.Out_PV -4.077e-02 1.645e-02
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -2.333e-01 5.291e-01
## C01_LT267.Out_PV 4.602e-01 2.250e-01
## C01_LT268_KG.Out_PV 1.874e+00 7.171e-01
## C01_TT313A.Out_PV 5.330e-02 4.078e-02
## C01_DT313A.Out_PV 2.438e-02 3.879e-02
## C01_LT514.Out_PV -3.292e-01 1.868e-01
## C01_TT330.Out_PV -2.611e-02 2.065e-02
## C01_TT208.Out_PV -1.273e-02 1.318e-02
## C01_LT277_KG.Out_PV 2.679e-02 4.570e-03
## C01_TT315A.Out_PV 6.113e-04 2.104e-02
## C01_LT255.Out_PV -2.736e-01 1.160e-01
## C01_DT315A.Out_PV 2.609e-03 9.622e-03
## C01_TT135.Out_PV -1.342e-01 1.352e-02
## C01_LT515.Out_PV 5.567e-01 1.633e-01
## C01_PT600A.Out_PV 1.022e+00 8.914e-01
## C01_DT314A.Out_PV 3.383e-02 1.817e-02
## C01_PT600B.Out_PV -3.351e-01 1.624e+00
## C01_PT600C.Out_PV 5.492e-01 1.691e+00
## C01_PT600D.Out_PV -2.116e+00 1.131e+00
## C01_PT600E.Out_PV 3.958e-01 4.152e-01
## C01_LT513.Out_PV 1.670e-01 1.226e-01
## C01_PT600F.Out_PV 4.425e-01 2.920e-01
## C01_TT236.Out_PV -6.006e-02 1.288e-02
## C01_PT119.Out_PV 9.864e-03 2.322e-02
## C01_LT267_KG.Out_PV -4.449e-01 2.246e-01
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 7.303e-02 1.562e-01
## C01_PT221.Out_PV -4.334e-02 3.581e-02
## C01_PT301.Out_PV 1.487e-01 7.536e-02
## C01_TT206.Out_PV -8.301e-02 3.569e-02
## C01_PT36712.Out_PV 4.214e-02 3.195e-02
## C01_TT260.Out_PV 1.258e-02 1.105e-02
## C01_PT36757.Out_PV -6.366e-02 1.041e-02
## C01_TT269.Out_PV 2.068e-01 2.859e-02
## C01_TT600A.Out_PV 1.180e-01 2.006e-02
## C01_TT600B.Out_PV 4.586e-02 1.395e-02
## C01_TT115A.Out_PV -1.441e-01 3.377e-02
## C01_LT514_KG.Out_PV 3.357e-01 1.870e-01
## C01_TT226.Out_PV -9.877e-04 5.721e-03
## C01_TT950A.Out_PV -1.395e-02 6.385e-03
## C01_PT214.Out_PV -5.051e-03 1.487e-02
## C01_TT210.Out_PV -5.709e-02 3.052e-02
## C01_PT36713.Out_PV 4.470e-02 8.902e-03
## C01_TT210A.Out_PV 5.106e-02 3.002e-02
## C01_TT113A.Out_PV 6.398e-02 2.420e-02
## C01_TT221.Out_PV 6.779e-02 1.092e-02
## C01_TT114A.Out_PV 1.646e-01 3.565e-02
## C01_PT36750.Out_PV -5.753e-04 9.507e-03
## C01_PT213.Out_PV 2.921e-02 1.180e-02
## C01_TT119.Out_PV 2.312e-02 3.901e-02
## C01_PT36758.Out_PV 5.999e-02 1.086e-02
## C01_PT319.Out_PV 5.669e-02 1.604e-02
## C01_TT319.Out_PV -1.666e-01 6.140e-02
## C01_PT36765.Out_PV -4.210e-02 1.482e-02
## C01_TT237.Out_PV -1.176e-01 5.160e-02
## C01_TT000A.Out_PV 4.335e-01 2.744e-02
## C01_DT113A.Out_PV 5.712e-03 8.982e-03
## C01_TT278.Out_PV 2.104e-01 5.142e-02
## C01_PT290A.Out_PV 4.965e-01 2.251e-01
## C01_LT255_KG.Out_PV 2.802e-01 1.162e-01
## C01_PT290B.Out_PV -5.019e-01 2.246e-01
## C01_PT215.Out_PV 3.861e-02 1.227e-02
## C01_AT000A_TT.Out_PV -6.122e-01 3.216e-02
## C01_TT274.Out_PV -1.673e-02 4.333e-03
## C01_LT515_KG.Out_PV -5.710e-01 1.639e-01
## C01_PC000_PID.PV -8.539e-02 3.120e-02
## C01_TT255.Out_PV -1.571e-02 2.299e-02
## C01_PT36756.Out_PV -2.251e-02 1.463e-02
## C01_PT000A.Out_PV 1.259e-01 3.164e-02
## C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration 3.969e-01 8.662e-02
## C01_Feed23_Sys214_Ingredient.Val_CurrentBMTConcentration -5.890e-01 4.904e-01
## C01_Feed31_Sys269_Ingredient.Val_CurrentBMTConcentration -1.481e-01 1.168e-01
## C01_TT290.Out_PV -1.428e-02 9.324e-03
## C01_Feed13_Sys224_Ingredient.Val_CurrentBMTConcentration 6.391e-01 1.902e-01
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -3.008e-01 1.705e-01
## C01_LT513_KG.Out_PV -1.552e-01 1.231e-01
## C01_PT36764.Out_PV 5.701e-03 6.813e-03
## C01_DT114A.Out_PV -3.148e-03 7.374e-03
## C01_DT226.Out_PV 3.993e-02 1.963e-02
## C01_DT115A.Out_PV -2.796e-02 6.953e-03
## C01_PT000B.Out_PV 2.337e-02 1.224e-02
## C01_Feed03_Sys206_Ingredient.Val_CurrentBMTConcentration -8.387e-03 9.144e-02
## C01_PT36751.Out_PV -1.389e-02 6.451e-03
## C01_TT224.Out_PV 2.663e-02 5.475e-03
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration 1.186e-01 6.499e-02
## C01_DT224.Out_PV -3.750e-02 1.314e-02
## C01_DT135.Out_PV 3.294e-04 2.558e-02
## C01_DT267.Out_PV -1.353e-03 1.051e-02
## C01_AT000A.Out_PV 3.620e-02 5.159e-03
## C01_PT36754.Out_PV 2.798e-02 1.020e-02
## C01_AT335.Out_PV 1.908e-02 8.903e-03
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -9.632e-01 4.240e-02
## C01_PT36755.Out_PV -7.270e-03 9.615e-03
## C01_PT36767.Out_PV 6.987e-03 4.244e-03
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -6.486e-03 1.733e-02
## C01_AT000A_Raw.Out_PV -1.826e-02 1.967e-02
## C01_PIT790B.Out_PV -1.709e-02 3.597e-03
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 3.870e-02 1.440e-02
## C01_DT330.Out_PV 6.158e-03 3.748e-03
## C01_Feed43_Sys274_Ingredient.Val_CurrentBMTConcentration 2.631e-01 7.527e-02
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -8.066e-02 2.868e-02
## C01_DT260.Out_PV -4.782e-02 1.224e-02
## C01_PT279.Out_PV 3.914e-03 1.141e-02
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -8.884e-02 1.050e-02
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 2.394e-02 1.284e-02
## t value Pr(>|t|)
## (Intercept) 0.000 1.000000
## C01_Feed44_Sys290_Ingredient.Val_CurrentBMTConcentration 0.384 0.701309
## C01_CTRL.BMT_Level -3.226 0.001267 **
## C01_LT000.Out_PV 3.581 0.000347 ***
## C01_CT950A.Out_PV -0.119 0.905282
## C01_LT268.Out_PV -2.457 0.014063 *
## C01_WaterCombined_Ingredient.Val_CurrentBMTConcentration -0.106 0.915213
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration 4.837 1.37e-06 ***
## C01_AT135.Out_PV -0.357 0.721111
## C01_TT335.Out_PV -2.479 0.013211 *
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -0.441 0.659260
## C01_LT267.Out_PV 2.046 0.040845 *
## C01_LT268_KG.Out_PV 2.614 0.008995 **
## C01_TT313A.Out_PV 1.307 0.191273
## C01_DT313A.Out_PV 0.629 0.529678
## C01_LT514.Out_PV -1.763 0.078009 .
## C01_TT330.Out_PV -1.264 0.206167
## C01_TT208.Out_PV -0.966 0.333960
## C01_LT277_KG.Out_PV 5.862 4.94e-09 ***
## C01_TT315A.Out_PV 0.029 0.976819
## C01_LT255.Out_PV -2.359 0.018384 *
## C01_DT315A.Out_PV 0.271 0.786290
## C01_TT135.Out_PV -9.923 < 2e-16 ***
## C01_LT515.Out_PV 3.408 0.000661 ***
## C01_PT600A.Out_PV 1.147 0.251496
## C01_DT314A.Out_PV 1.862 0.062728 .
## C01_PT600B.Out_PV -0.206 0.836496
## C01_PT600C.Out_PV 0.325 0.745347
## C01_PT600D.Out_PV -1.872 0.061331 .
## C01_PT600E.Out_PV 0.953 0.340452
## C01_LT513.Out_PV 1.362 0.173279
## C01_PT600F.Out_PV 1.516 0.129692
## C01_TT236.Out_PV -4.664 3.20e-06 ***
## C01_PT119.Out_PV 0.425 0.670923
## C01_LT267_KG.Out_PV -1.981 0.047619 *
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 0.468 0.640110
## C01_PT221.Out_PV -1.210 0.226284
## C01_PT301.Out_PV 1.973 0.048553 *
## C01_TT206.Out_PV -2.326 0.020076 *
## C01_PT36712.Out_PV 1.319 0.187244
## C01_TT260.Out_PV 1.139 0.254910
## C01_PT36757.Out_PV -6.114 1.07e-09 ***
## C01_TT269.Out_PV 7.234 5.65e-13 ***
## C01_TT600A.Out_PV 5.883 4.37e-09 ***
## C01_TT600B.Out_PV 3.289 0.001015 **
## C01_TT115A.Out_PV -4.266 2.04e-05 ***
## C01_LT514_KG.Out_PV 1.795 0.072812 .
## C01_TT226.Out_PV -0.173 0.862951
## C01_TT950A.Out_PV -2.185 0.028947 *
## C01_PT214.Out_PV -0.340 0.734189
## C01_TT210.Out_PV -1.871 0.061443 .
## C01_PT36713.Out_PV 5.021 5.36e-07 ***
## C01_TT210A.Out_PV 1.701 0.089089 .
## C01_TT113A.Out_PV 2.644 0.008225 **
## C01_TT221.Out_PV 6.210 5.85e-10 ***
## C01_TT114A.Out_PV 4.617 4.02e-06 ***
## C01_PT36750.Out_PV -0.061 0.951749
## C01_PT213.Out_PV 2.476 0.013336 *
## C01_TT119.Out_PV 0.593 0.553385
## C01_PT36758.Out_PV 5.526 3.50e-08 ***
## C01_PT319.Out_PV 3.535 0.000413 ***
## C01_TT319.Out_PV -2.714 0.006687 **
## C01_PT36765.Out_PV -2.841 0.004517 **
## C01_TT237.Out_PV -2.279 0.022717 *
## C01_TT000A.Out_PV 15.796 < 2e-16 ***
## C01_DT113A.Out_PV 0.636 0.524858
## C01_TT278.Out_PV 4.093 4.35e-05 ***
## C01_PT290A.Out_PV 2.206 0.027445 *
## C01_LT255_KG.Out_PV 2.412 0.015911 *
## C01_PT290B.Out_PV -2.234 0.025540 *
## C01_PT215.Out_PV 3.146 0.001668 **
## C01_AT000A_TT.Out_PV -19.033 < 2e-16 ***
## C01_TT274.Out_PV -3.860 0.000115 ***
## C01_LT515_KG.Out_PV -3.483 0.000501 ***
## C01_PC000_PID.PV -2.737 0.006228 **
## C01_TT255.Out_PV -0.683 0.494394
## C01_PT36756.Out_PV -1.538 0.124068
## C01_PT000A.Out_PV 3.979 7.04e-05 ***
## C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration 4.582 4.75e-06 ***
## C01_Feed23_Sys214_Ingredient.Val_CurrentBMTConcentration -1.201 0.229776
## C01_Feed31_Sys269_Ingredient.Val_CurrentBMTConcentration -1.267 0.205143
## C01_TT290.Out_PV -1.532 0.125658
## C01_Feed13_Sys224_Ingredient.Val_CurrentBMTConcentration 3.359 0.000789 ***
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -1.764 0.077816 .
## C01_LT513_KG.Out_PV -1.260 0.207749
## C01_PT36764.Out_PV 0.837 0.402784
## C01_DT114A.Out_PV -0.427 0.669442
## C01_DT226.Out_PV 2.034 0.041974 *
## C01_DT115A.Out_PV -4.021 5.91e-05 ***
## C01_PT000B.Out_PV 1.910 0.056231 .
## C01_Feed03_Sys206_Ingredient.Val_CurrentBMTConcentration -0.092 0.926927
## C01_PT36751.Out_PV -2.153 0.031407 *
## C01_TT224.Out_PV 4.865 1.19e-06 ***
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration 1.825 0.068057 .
## C01_DT224.Out_PV -2.853 0.004356 **
## C01_DT135.Out_PV 0.013 0.989725
## C01_DT267.Out_PV -0.129 0.897581
## C01_AT000A.Out_PV 7.017 2.67e-12 ***
## C01_PT36754.Out_PV 2.743 0.006110 **
## C01_AT335.Out_PV 2.143 0.032194 *
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -22.717 < 2e-16 ***
## C01_PT36755.Out_PV -0.756 0.449602
## C01_PT36767.Out_PV 1.646 0.099775 .
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -0.374 0.708285
## C01_AT000A_Raw.Out_PV -0.928 0.353345
## C01_PIT790B.Out_PV -4.750 2.11e-06 ***
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 2.688 0.007228 **
## C01_DT330.Out_PV 1.643 0.100512
## C01_Feed43_Sys274_Ingredient.Val_CurrentBMTConcentration 3.496 0.000478 ***
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -2.812 0.004944 **
## C01_DT260.Out_PV -3.908 9.49e-05 ***
## C01_PT279.Out_PV 0.343 0.731559
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -8.457 < 2e-16 ***
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 1.864 0.062348 .
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.2092 on 3849 degrees of freedom
## Multiple R-squared: 0.9575, Adjusted R-squared: 0.9562
## F-statistic: 767.1 on 113 and 3849 DF, p-value: < 2.2e-16library(car)
v1<-data.frame(vif(lr))
v1 <- cbind(variable = row.names(v1), v1)
names(v1)<-c("NameTag","VIF")
###C01_PT600C.Out_PV
drop.cols <- c('C01_PT600C.Out_PV')
data3<-data3%>%select(-drop.cols)
lr = lm( C01_VT000.Out_PV~., data = data3)
summary(lr)##
## Call:
## lm(formula = C01_VT000.Out_PV ~ ., data = data3)
##
## Residuals:
## Min 1Q Median 3Q Max
## -3.7997 -0.0567 0.0071 0.0646 2.8594
##
## Coefficients:
## Estimate Std. Error
## (Intercept) -9.300e-15 3.323e-03
## C01_Feed44_Sys290_Ingredient.Val_CurrentBMTConcentration 8.816e-02 2.378e-01
## C01_CTRL.BMT_Level -4.772e-01 1.487e-01
## C01_LT000.Out_PV 5.313e-01 1.490e-01
## C01_CT950A.Out_PV -5.556e-04 4.185e-03
## C01_LT268.Out_PV -1.757e+00 7.166e-01
## C01_WaterCombined_Ingredient.Val_CurrentBMTConcentration -7.696e-02 9.101e-01
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration 8.560e-02 1.773e-02
## C01_AT135.Out_PV -9.104e-03 2.547e-02
## C01_TT335.Out_PV -4.069e-02 1.644e-02
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -2.206e-01 5.276e-01
## C01_LT267.Out_PV 4.579e-01 2.248e-01
## C01_LT268_KG.Out_PV 1.870e+00 7.169e-01
## C01_TT313A.Out_PV 5.296e-02 4.076e-02
## C01_DT313A.Out_PV 2.389e-02 3.876e-02
## C01_LT514.Out_PV -3.251e-01 1.863e-01
## C01_TT330.Out_PV -2.586e-02 2.063e-02
## C01_TT208.Out_PV -1.264e-02 1.317e-02
## C01_LT277_KG.Out_PV 2.683e-02 4.568e-03
## C01_TT315A.Out_PV 4.628e-04 2.103e-02
## C01_LT255.Out_PV -2.736e-01 1.160e-01
## C01_DT315A.Out_PV 2.616e-03 9.621e-03
## C01_TT135.Out_PV -1.346e-01 1.345e-02
## C01_LT515.Out_PV 5.582e-01 1.633e-01
## C01_PT600A.Out_PV 8.217e-01 6.425e-01
## C01_DT314A.Out_PV 3.390e-02 1.817e-02
## C01_PT600B.Out_PV 1.228e-01 8.053e-01
## C01_PT600D.Out_PV -1.800e+00 5.769e-01
## C01_PT600E.Out_PV 3.444e-01 3.837e-01
## C01_LT513.Out_PV 1.671e-01 1.226e-01
## C01_PT600F.Out_PV 4.700e-01 2.794e-01
## C01_TT236.Out_PV -6.004e-02 1.288e-02
## C01_PT119.Out_PV 8.976e-03 2.305e-02
## C01_LT267_KG.Out_PV -4.426e-01 2.244e-01
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 7.629e-02 1.558e-01
## C01_PT221.Out_PV -3.946e-02 3.376e-02
## C01_PT301.Out_PV 1.498e-01 7.526e-02
## C01_TT206.Out_PV -8.316e-02 3.568e-02
## C01_PT36712.Out_PV 3.871e-02 3.015e-02
## C01_TT260.Out_PV 1.260e-02 1.104e-02
## C01_PT36757.Out_PV -6.401e-02 1.035e-02
## C01_TT269.Out_PV 2.069e-01 2.858e-02
## C01_TT600A.Out_PV 1.177e-01 2.003e-02
## C01_TT600B.Out_PV 4.577e-02 1.394e-02
## C01_TT115A.Out_PV -1.443e-01 3.376e-02
## C01_LT514_KG.Out_PV 3.316e-01 1.866e-01
## C01_TT226.Out_PV -9.480e-04 5.719e-03
## C01_TT950A.Out_PV -1.388e-02 6.380e-03
## C01_PT214.Out_PV -5.103e-03 1.487e-02
## C01_TT210.Out_PV -5.735e-02 3.050e-02
## C01_PT36713.Out_PV 4.476e-02 8.899e-03
## C01_TT210A.Out_PV 5.120e-02 3.002e-02
## C01_TT113A.Out_PV 6.409e-02 2.419e-02
## C01_TT221.Out_PV 6.796e-02 1.090e-02
## C01_TT114A.Out_PV 1.651e-01 3.562e-02
## C01_PT36750.Out_PV -4.079e-04 9.492e-03
## C01_PT213.Out_PV 2.946e-02 1.177e-02
## C01_TT119.Out_PV 2.249e-02 3.895e-02
## C01_PT36758.Out_PV 6.011e-02 1.085e-02
## C01_PT319.Out_PV 5.689e-02 1.602e-02
## C01_TT319.Out_PV -1.663e-01 6.139e-02
## C01_PT36765.Out_PV -4.158e-02 1.473e-02
## C01_TT237.Out_PV -1.176e-01 5.160e-02
## C01_TT000A.Out_PV 4.341e-01 2.738e-02
## C01_DT113A.Out_PV 5.694e-03 8.981e-03
## C01_TT278.Out_PV 2.102e-01 5.141e-02
## C01_PT290A.Out_PV 4.975e-01 2.250e-01
## C01_LT255_KG.Out_PV 2.801e-01 1.162e-01
## C01_PT290B.Out_PV -5.030e-01 2.246e-01
## C01_PT215.Out_PV 3.820e-02 1.221e-02
## C01_AT000A_TT.Out_PV -6.122e-01 3.216e-02
## C01_TT274.Out_PV -1.678e-02 4.329e-03
## C01_LT515_KG.Out_PV -5.724e-01 1.638e-01
## C01_PC000_PID.PV -8.551e-02 3.119e-02
## C01_TT255.Out_PV -1.524e-02 2.294e-02
## C01_PT36756.Out_PV -2.269e-02 1.462e-02
## C01_PT000A.Out_PV 1.261e-01 3.163e-02
## C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration 3.978e-01 8.657e-02
## C01_Feed23_Sys214_Ingredient.Val_CurrentBMTConcentration -5.730e-01 4.879e-01
## C01_Feed31_Sys269_Ingredient.Val_CurrentBMTConcentration -1.488e-01 1.168e-01
## C01_TT290.Out_PV -1.436e-02 9.320e-03
## C01_Feed13_Sys224_Ingredient.Val_CurrentBMTConcentration 6.397e-01 1.902e-01
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -3.007e-01 1.705e-01
## C01_LT513_KG.Out_PV -1.552e-01 1.231e-01
## C01_PT36764.Out_PV 5.806e-03 6.804e-03
## C01_DT114A.Out_PV -3.149e-03 7.373e-03
## C01_DT226.Out_PV 3.975e-02 1.962e-02
## C01_DT115A.Out_PV -2.795e-02 6.952e-03
## C01_PT000B.Out_PV 2.341e-02 1.223e-02
## C01_Feed03_Sys206_Ingredient.Val_CurrentBMTConcentration -4.798e-03 9.076e-02
## C01_PT36751.Out_PV -1.381e-02 6.446e-03
## C01_TT224.Out_PV 2.668e-02 5.473e-03
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration 1.192e-01 6.496e-02
## C01_DT224.Out_PV -3.756e-02 1.314e-02
## C01_DT135.Out_PV 3.711e-04 2.557e-02
## C01_DT267.Out_PV -1.712e-03 1.045e-02
## C01_AT000A.Out_PV 3.617e-02 5.158e-03
## C01_PT36754.Out_PV 2.829e-02 1.015e-02
## C01_AT335.Out_PV 1.919e-02 8.894e-03
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -9.647e-01 4.214e-02
## C01_PT36755.Out_PV -7.433e-03 9.601e-03
## C01_PT36767.Out_PV 6.951e-03 4.242e-03
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -6.057e-03 1.728e-02
## C01_AT000A_Raw.Out_PV -1.810e-02 1.966e-02
## C01_PIT790B.Out_PV -1.706e-02 3.596e-03
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 3.963e-02 1.411e-02
## C01_DT330.Out_PV 6.121e-03 3.746e-03
## C01_Feed43_Sys274_Ingredient.Val_CurrentBMTConcentration 2.620e-01 7.518e-02
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -8.027e-02 2.865e-02
## C01_DT260.Out_PV -4.787e-02 1.224e-02
## C01_PT279.Out_PV 3.890e-03 1.141e-02
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -8.849e-02 1.045e-02
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 2.414e-02 1.283e-02
## t value Pr(>|t|)
## (Intercept) 0.000 1.000000
## C01_Feed44_Sys290_Ingredient.Val_CurrentBMTConcentration 0.371 0.710885
## C01_CTRL.BMT_Level -3.210 0.001339 **
## C01_LT000.Out_PV 3.567 0.000365 ***
## C01_CT950A.Out_PV -0.133 0.894402
## C01_LT268.Out_PV -2.452 0.014266 *
## C01_WaterCombined_Ingredient.Val_CurrentBMTConcentration -0.085 0.932610
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration 4.827 1.44e-06 ***
## C01_AT135.Out_PV -0.357 0.720788
## C01_TT335.Out_PV -2.475 0.013377 *
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -0.418 0.675819
## C01_LT267.Out_PV 2.037 0.041745 *
## C01_LT268_KG.Out_PV 2.608 0.009134 **
## C01_TT313A.Out_PV 1.299 0.193978
## C01_DT313A.Out_PV 0.616 0.537705
## C01_LT514.Out_PV -1.745 0.081062 .
## C01_TT330.Out_PV -1.253 0.210130
## C01_TT208.Out_PV -0.960 0.337178
## C01_LT277_KG.Out_PV 5.873 4.63e-09 ***
## C01_TT315A.Out_PV 0.022 0.982444
## C01_LT255.Out_PV -2.359 0.018374 *
## C01_DT315A.Out_PV 0.272 0.785709
## C01_TT135.Out_PV -10.012 < 2e-16 ***
## C01_LT515.Out_PV 3.419 0.000634 ***
## C01_PT600A.Out_PV 1.279 0.201011
## C01_DT314A.Out_PV 1.866 0.062145 .
## C01_PT600B.Out_PV 0.153 0.878798
## C01_PT600D.Out_PV -3.121 0.001817 **
## C01_PT600E.Out_PV 0.897 0.369534
## C01_LT513.Out_PV 1.362 0.173162
## C01_PT600F.Out_PV 1.682 0.092570 .
## C01_TT236.Out_PV -4.663 3.22e-06 ***
## C01_PT119.Out_PV 0.389 0.697015
## C01_LT267_KG.Out_PV -1.972 0.048643 *
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 0.490 0.624503
## C01_PT221.Out_PV -1.169 0.242509
## C01_PT301.Out_PV 1.991 0.046552 *
## C01_TT206.Out_PV -2.330 0.019833 *
## C01_PT36712.Out_PV 1.284 0.199231
## C01_TT260.Out_PV 1.141 0.253812
## C01_PT36757.Out_PV -6.184 6.89e-10 ***
## C01_TT269.Out_PV 7.242 5.32e-13 ***
## C01_TT600A.Out_PV 5.875 4.59e-09 ***
## C01_TT600B.Out_PV 3.283 0.001036 **
## C01_TT115A.Out_PV -4.274 1.97e-05 ***
## C01_LT514_KG.Out_PV 1.777 0.075661 .
## C01_TT226.Out_PV -0.166 0.868365
## C01_TT950A.Out_PV -2.175 0.029694 *
## C01_PT214.Out_PV -0.343 0.731508
## C01_TT210.Out_PV -1.880 0.060134 .
## C01_PT36713.Out_PV 5.030 5.13e-07 ***
## C01_TT210A.Out_PV 1.706 0.088114 .
## C01_TT113A.Out_PV 2.649 0.008097 **
## C01_TT221.Out_PV 6.235 5.02e-10 ***
## C01_TT114A.Out_PV 4.636 3.67e-06 ***
## C01_PT36750.Out_PV -0.043 0.965727
## C01_PT213.Out_PV 2.502 0.012397 *
## C01_TT119.Out_PV 0.577 0.563727
## C01_PT36758.Out_PV 5.541 3.21e-08 ***
## C01_PT319.Out_PV 3.551 0.000389 ***
## C01_TT319.Out_PV -2.708 0.006791 **
## C01_PT36765.Out_PV -2.823 0.004782 **
## C01_TT237.Out_PV -2.280 0.022680 *
## C01_TT000A.Out_PV 15.857 < 2e-16 ***
## C01_DT113A.Out_PV 0.634 0.526079
## C01_TT278.Out_PV 4.089 4.42e-05 ***
## C01_PT290A.Out_PV 2.211 0.027076 *
## C01_LT255_KG.Out_PV 2.412 0.015919 *
## C01_PT290B.Out_PV -2.240 0.025161 *
## C01_PT215.Out_PV 3.129 0.001764 **
## C01_AT000A_TT.Out_PV -19.037 < 2e-16 ***
## C01_TT274.Out_PV -3.876 0.000108 ***
## C01_LT515_KG.Out_PV -3.494 0.000481 ***
## C01_PC000_PID.PV -2.741 0.006149 **
## C01_TT255.Out_PV -0.664 0.506430
## C01_PT36756.Out_PV -1.552 0.120799
## C01_PT000A.Out_PV 3.986 6.85e-05 ***
## C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration 4.595 4.47e-06 ***
## C01_Feed23_Sys214_Ingredient.Val_CurrentBMTConcentration -1.175 0.240244
## C01_Feed31_Sys269_Ingredient.Val_CurrentBMTConcentration -1.274 0.202724
## C01_TT290.Out_PV -1.541 0.123509
## C01_Feed13_Sys224_Ingredient.Val_CurrentBMTConcentration 3.363 0.000779 ***
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -1.764 0.077859 .
## C01_LT513_KG.Out_PV -1.260 0.207634
## C01_PT36764.Out_PV 0.853 0.393580
## C01_DT114A.Out_PV -0.427 0.669317
## C01_DT226.Out_PV 2.026 0.042809 *
## C01_DT115A.Out_PV -4.020 5.94e-05 ***
## C01_PT000B.Out_PV 1.914 0.055731 .
## C01_Feed03_Sys206_Ingredient.Val_CurrentBMTConcentration -0.053 0.957847
## C01_PT36751.Out_PV -2.142 0.032219 *
## C01_TT224.Out_PV 4.874 1.14e-06 ***
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration 1.835 0.066611 .
## C01_DT224.Out_PV -2.858 0.004282 **
## C01_DT135.Out_PV 0.015 0.988422
## C01_DT267.Out_PV -0.164 0.869870
## C01_AT000A.Out_PV 7.013 2.75e-12 ***
## C01_PT36754.Out_PV 2.786 0.005356 **
## C01_AT335.Out_PV 2.158 0.031001 *
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -22.896 < 2e-16 ***
## C01_PT36755.Out_PV -0.774 0.438883
## C01_PT36767.Out_PV 1.639 0.101385
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -0.350 0.725997
## C01_AT000A_Raw.Out_PV -0.921 0.357235
## C01_PIT790B.Out_PV -4.744 2.18e-06 ***
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 2.809 0.005001 **
## C01_DT330.Out_PV 1.634 0.102356
## C01_Feed43_Sys274_Ingredient.Val_CurrentBMTConcentration 3.485 0.000498 ***
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -2.801 0.005115 **
## C01_DT260.Out_PV -3.912 9.29e-05 ***
## C01_PT279.Out_PV 0.341 0.733127
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -8.469 < 2e-16 ***
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 1.882 0.059860 .
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.2092 on 3850 degrees of freedom
## Multiple R-squared: 0.9575, Adjusted R-squared: 0.9562
## F-statistic: 774.1 on 112 and 3850 DF, p-value: < 2.2e-16library(car)
v1<-data.frame(vif(lr))
v1 <- cbind(variable = row.names(v1), v1)
names(v1)<-c("NameTag","VIF")
###C01_WaterCombined_Ingredient.Val_CurrentBMTConcentration
drop.cols <- c('C01_WaterCombined_Ingredient.Val_CurrentBMTConcentration')
data3<-data3%>%select(-drop.cols)
lr = lm( C01_VT000.Out_PV~., data = data3)
summary(lr)##
## Call:
## lm(formula = C01_VT000.Out_PV ~ ., data = data3)
##
## Residuals:
## Min 1Q Median 3Q Max
## -3.7991 -0.0567 0.0070 0.0646 2.8598
##
## Coefficients:
## Estimate Std. Error
## (Intercept) -9.682e-15 3.322e-03
## C01_Feed44_Sys290_Ingredient.Val_CurrentBMTConcentration 8.545e-02 2.356e-01
## C01_CTRL.BMT_Level -4.775e-01 1.486e-01
## C01_LT000.Out_PV 5.316e-01 1.489e-01
## C01_CT950A.Out_PV -5.467e-04 4.183e-03
## C01_LT268.Out_PV -1.757e+00 7.165e-01
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration 8.548e-02 1.768e-02
## C01_AT135.Out_PV -9.101e-03 2.547e-02
## C01_TT335.Out_PV -4.064e-02 1.643e-02
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -1.763e-01 5.558e-02
## C01_LT267.Out_PV 4.578e-01 2.248e-01
## C01_LT268_KG.Out_PV 1.870e+00 7.168e-01
## C01_TT313A.Out_PV 5.318e-02 4.067e-02
## C01_DT313A.Out_PV 2.406e-02 3.870e-02
## C01_LT514.Out_PV -3.253e-01 1.863e-01
## C01_TT330.Out_PV -2.586e-02 2.063e-02
## C01_TT208.Out_PV -1.264e-02 1.317e-02
## C01_LT277_KG.Out_PV 2.682e-02 4.565e-03
## C01_TT315A.Out_PV 3.671e-04 2.100e-02
## C01_LT255.Out_PV -2.737e-01 1.159e-01
## C01_DT315A.Out_PV 2.608e-03 9.619e-03
## C01_TT135.Out_PV -1.346e-01 1.344e-02
## C01_LT515.Out_PV 5.579e-01 1.632e-01
## C01_PT600A.Out_PV 8.186e-01 6.414e-01
## C01_DT314A.Out_PV 3.399e-02 1.814e-02
## C01_PT600B.Out_PV 1.233e-01 8.052e-01
## C01_PT600D.Out_PV -1.799e+00 5.765e-01
## C01_PT600E.Out_PV 3.448e-01 3.836e-01
## C01_LT513.Out_PV 1.671e-01 1.226e-01
## C01_PT600F.Out_PV 4.701e-01 2.793e-01
## C01_TT236.Out_PV -6.005e-02 1.287e-02
## C01_PT119.Out_PV 8.952e-03 2.305e-02
## C01_LT267_KG.Out_PV -4.425e-01 2.244e-01
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 8.944e-02 9.369e-03
## C01_PT221.Out_PV -3.922e-02 3.364e-02
## C01_PT301.Out_PV 1.503e-01 7.505e-02
## C01_TT206.Out_PV -8.335e-02 3.560e-02
## C01_PT36712.Out_PV 3.850e-02 3.004e-02
## C01_TT260.Out_PV 1.275e-02 1.092e-02
## C01_PT36757.Out_PV -6.402e-02 1.035e-02
## C01_TT269.Out_PV 2.069e-01 2.857e-02
## C01_TT600A.Out_PV 1.177e-01 2.003e-02
## C01_TT600B.Out_PV 4.579e-02 1.394e-02
## C01_TT115A.Out_PV -1.442e-01 3.375e-02
## C01_LT514_KG.Out_PV 3.318e-01 1.866e-01
## C01_TT226.Out_PV -9.398e-04 5.718e-03
## C01_TT950A.Out_PV -1.387e-02 6.379e-03
## C01_PT214.Out_PV -5.148e-03 1.486e-02
## C01_TT210.Out_PV -5.729e-02 3.049e-02
## C01_PT36713.Out_PV 4.477e-02 8.897e-03
## C01_TT210A.Out_PV 5.114e-02 3.000e-02
## C01_TT113A.Out_PV 6.409e-02 2.419e-02
## C01_TT221.Out_PV 6.791e-02 1.088e-02
## C01_TT114A.Out_PV 1.652e-01 3.561e-02
## C01_PT36750.Out_PV -3.786e-04 9.484e-03
## C01_PT213.Out_PV 2.950e-02 1.176e-02
## C01_TT119.Out_PV 2.228e-02 3.887e-02
## C01_PT36758.Out_PV 6.015e-02 1.084e-02
## C01_PT319.Out_PV 5.700e-02 1.597e-02
## C01_TT319.Out_PV -1.661e-01 6.135e-02
## C01_PT36765.Out_PV -4.161e-02 1.472e-02
## C01_TT237.Out_PV -1.176e-01 5.159e-02
## C01_TT000A.Out_PV 4.340e-01 2.733e-02
## C01_DT113A.Out_PV 5.680e-03 8.978e-03
## C01_TT278.Out_PV 2.103e-01 5.139e-02
## C01_PT290A.Out_PV 4.977e-01 2.250e-01
## C01_LT255_KG.Out_PV 2.803e-01 1.161e-01
## C01_PT290B.Out_PV -5.033e-01 2.245e-01
## C01_PT215.Out_PV 3.819e-02 1.220e-02
## C01_AT000A_TT.Out_PV -6.121e-01 3.213e-02
## C01_TT274.Out_PV -1.680e-02 4.322e-03
## C01_LT515_KG.Out_PV -5.721e-01 1.638e-01
## C01_PC000_PID.PV -8.550e-02 3.119e-02
## C01_TT255.Out_PV -1.520e-02 2.293e-02
## C01_PT36756.Out_PV -2.268e-02 1.462e-02
## C01_PT000A.Out_PV 1.260e-01 3.162e-02
## C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration 4.041e-01 4.407e-02
## C01_Feed23_Sys214_Ingredient.Val_CurrentBMTConcentration -5.414e-01 3.134e-01
## C01_Feed31_Sys269_Ingredient.Val_CurrentBMTConcentration -1.406e-01 6.425e-02
## C01_TT290.Out_PV -1.436e-02 9.319e-03
## C01_Feed13_Sys224_Ingredient.Val_CurrentBMTConcentration 6.408e-01 1.897e-01
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -2.925e-01 1.397e-01
## C01_LT513_KG.Out_PV -1.552e-01 1.231e-01
## C01_PT36764.Out_PV 5.764e-03 6.786e-03
## C01_DT114A.Out_PV -3.143e-03 7.372e-03
## C01_DT226.Out_PV 3.971e-02 1.961e-02
## C01_DT115A.Out_PV -2.795e-02 6.951e-03
## C01_PT000B.Out_PV 2.343e-02 1.223e-02
## C01_Feed03_Sys206_Ingredient.Val_CurrentBMTConcentration 2.913e-04 6.794e-02
## C01_PT36751.Out_PV -1.381e-02 6.445e-03
## C01_TT224.Out_PV 2.670e-02 5.467e-03
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration 1.237e-01 3.749e-02
## C01_DT224.Out_PV -3.759e-02 1.314e-02
## C01_DT135.Out_PV 3.753e-04 2.557e-02
## C01_DT267.Out_PV -1.736e-03 1.044e-02
## C01_AT000A.Out_PV 3.616e-02 5.154e-03
## C01_PT36754.Out_PV 2.824e-02 1.014e-02
## C01_AT335.Out_PV 1.919e-02 8.893e-03
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -9.632e-01 3.771e-02
## C01_PT36755.Out_PV -7.440e-03 9.599e-03
## C01_PT36767.Out_PV 6.962e-03 4.239e-03
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -4.643e-03 4.368e-03
## C01_AT000A_Raw.Out_PV -1.812e-02 1.966e-02
## C01_PIT790B.Out_PV -1.705e-02 3.595e-03
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 3.937e-02 1.376e-02
## C01_DT330.Out_PV 6.116e-03 3.745e-03
## C01_Feed43_Sys274_Ingredient.Val_CurrentBMTConcentration 2.639e-01 7.172e-02
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -7.874e-02 2.224e-02
## C01_DT260.Out_PV -4.800e-02 1.214e-02
## C01_PT279.Out_PV 3.900e-03 1.140e-02
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -8.841e-02 1.041e-02
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 2.409e-02 1.281e-02
## t value Pr(>|t|)
## (Intercept) 0.000 1.000000
## C01_Feed44_Sys290_Ingredient.Val_CurrentBMTConcentration 0.363 0.716884
## C01_CTRL.BMT_Level -3.213 0.001324 **
## C01_LT000.Out_PV 3.570 0.000361 ***
## C01_CT950A.Out_PV -0.131 0.896029
## C01_LT268.Out_PV -2.452 0.014268 *
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration 4.835 1.38e-06 ***
## C01_AT135.Out_PV -0.357 0.720830
## C01_TT335.Out_PV -2.474 0.013419 *
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -3.172 0.001528 **
## C01_LT267.Out_PV 2.036 0.041773 *
## C01_LT268_KG.Out_PV 2.608 0.009137 **
## C01_TT313A.Out_PV 1.308 0.191008
## C01_DT313A.Out_PV 0.622 0.534115
## C01_LT514.Out_PV -1.747 0.080764 .
## C01_TT330.Out_PV -1.254 0.210069
## C01_TT208.Out_PV -0.960 0.337275
## C01_LT277_KG.Out_PV 5.875 4.60e-09 ***
## C01_TT315A.Out_PV 0.017 0.986052
## C01_LT255.Out_PV -2.361 0.018287 *
## C01_DT315A.Out_PV 0.271 0.786267
## C01_TT135.Out_PV -10.013 < 2e-16 ***
## C01_LT515.Out_PV 3.419 0.000636 ***
## C01_PT600A.Out_PV 1.276 0.201924
## C01_DT314A.Out_PV 1.873 0.061106 .
## C01_PT600B.Out_PV 0.153 0.878276
## C01_PT600D.Out_PV -3.120 0.001820 **
## C01_PT600E.Out_PV 0.899 0.368889
## C01_LT513.Out_PV 1.363 0.173064
## C01_PT600F.Out_PV 1.683 0.092456 .
## C01_TT236.Out_PV -4.664 3.20e-06 ***
## C01_PT119.Out_PV 0.388 0.697700
## C01_LT267_KG.Out_PV -1.972 0.048666 *
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 9.546 < 2e-16 ***
## C01_PT221.Out_PV -1.166 0.243656
## C01_PT301.Out_PV 2.003 0.045275 *
## C01_TT206.Out_PV -2.341 0.019274 *
## C01_PT36712.Out_PV 1.282 0.200073
## C01_TT260.Out_PV 1.168 0.243048
## C01_PT36757.Out_PV -6.185 6.84e-10 ***
## C01_TT269.Out_PV 7.242 5.30e-13 ***
## C01_TT600A.Out_PV 5.877 4.52e-09 ***
## C01_TT600B.Out_PV 3.285 0.001028 **
## C01_TT115A.Out_PV -4.273 1.97e-05 ***
## C01_LT514_KG.Out_PV 1.779 0.075400 .
## C01_TT226.Out_PV -0.164 0.869460
## C01_TT950A.Out_PV -2.175 0.029711 *
## C01_PT214.Out_PV -0.346 0.729043
## C01_TT210.Out_PV -1.879 0.060306 .
## C01_PT36713.Out_PV 5.032 5.08e-07 ***
## C01_TT210A.Out_PV 1.705 0.088354 .
## C01_TT113A.Out_PV 2.650 0.008094 **
## C01_TT221.Out_PV 6.242 4.79e-10 ***
## C01_TT114A.Out_PV 4.639 3.62e-06 ***
## C01_PT36750.Out_PV -0.040 0.968158
## C01_PT213.Out_PV 2.508 0.012188 *
## C01_TT119.Out_PV 0.573 0.566532
## C01_PT36758.Out_PV 5.549 3.06e-08 ***
## C01_PT319.Out_PV 3.569 0.000363 ***
## C01_TT319.Out_PV -2.707 0.006811 **
## C01_PT36765.Out_PV -2.827 0.004718 **
## C01_TT237.Out_PV -2.280 0.022637 *
## C01_TT000A.Out_PV 15.879 < 2e-16 ***
## C01_DT113A.Out_PV 0.633 0.526981
## C01_TT278.Out_PV 4.092 4.37e-05 ***
## C01_PT290A.Out_PV 2.213 0.026984 *
## C01_LT255_KG.Out_PV 2.414 0.015842 *
## C01_PT290B.Out_PV -2.241 0.025064 *
## C01_PT215.Out_PV 3.129 0.001766 **
## C01_AT000A_TT.Out_PV -19.052 < 2e-16 ***
## C01_TT274.Out_PV -3.887 0.000103 ***
## C01_LT515_KG.Out_PV -3.493 0.000482 ***
## C01_PC000_PID.PV -2.741 0.006146 **
## C01_TT255.Out_PV -0.663 0.507566
## C01_PT36756.Out_PV -1.552 0.120808
## C01_PT000A.Out_PV 3.986 6.86e-05 ***
## C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration 9.168 < 2e-16 ***
## C01_Feed23_Sys214_Ingredient.Val_CurrentBMTConcentration -1.728 0.084126 .
## C01_Feed31_Sys269_Ingredient.Val_CurrentBMTConcentration -2.188 0.028753 *
## C01_TT290.Out_PV -1.541 0.123283
## C01_Feed13_Sys224_Ingredient.Val_CurrentBMTConcentration 3.378 0.000736 ***
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -2.094 0.036369 *
## C01_LT513_KG.Out_PV -1.260 0.207572
## C01_PT36764.Out_PV 0.849 0.395674
## C01_DT114A.Out_PV -0.426 0.669840
## C01_DT226.Out_PV 2.025 0.042920 *
## C01_DT115A.Out_PV -4.022 5.89e-05 ***
## C01_PT000B.Out_PV 1.915 0.055508 .
## C01_Feed03_Sys206_Ingredient.Val_CurrentBMTConcentration 0.004 0.996579
## C01_PT36751.Out_PV -2.142 0.032221 *
## C01_TT224.Out_PV 4.884 1.08e-06 ***
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration 3.299 0.000980 ***
## C01_DT224.Out_PV -2.862 0.004238 **
## C01_DT135.Out_PV 0.015 0.988291
## C01_DT267.Out_PV -0.166 0.868028
## C01_AT000A.Out_PV 7.015 2.70e-12 ***
## C01_PT36754.Out_PV 2.786 0.005360 **
## C01_AT335.Out_PV 2.157 0.031033 *
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -25.538 < 2e-16 ***
## C01_PT36755.Out_PV -0.775 0.438336
## C01_PT36767.Out_PV 1.642 0.100593
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -1.063 0.287820
## C01_AT000A_Raw.Out_PV -0.922 0.356761
## C01_PIT790B.Out_PV -4.743 2.18e-06 ***
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 2.861 0.004245 **
## C01_DT330.Out_PV 1.633 0.102534
## C01_Feed43_Sys274_Ingredient.Val_CurrentBMTConcentration 3.679 0.000237 ***
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -3.541 0.000403 ***
## C01_DT260.Out_PV -3.955 7.80e-05 ***
## C01_PT279.Out_PV 0.342 0.732401
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -8.495 < 2e-16 ***
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 1.881 0.060085 .
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.2091 on 3851 degrees of freedom
## Multiple R-squared: 0.9575, Adjusted R-squared: 0.9563
## F-statistic: 781.3 on 111 and 3851 DF, p-value: < 2.2e-16library(car)
v1<-data.frame(vif(lr))
v1 <- cbind(variable = row.names(v1), v1)
names(v1)<-c("NameTag","VIF")
####C01_PT600B.Out_PV
drop.cols <- c('C01_PT600B.Out_PV')
data3<-data3%>%select(-drop.cols)
lr = lm( C01_VT000.Out_PV~., data = data3)
summary(lr)##
## Call:
## lm(formula = C01_VT000.Out_PV ~ ., data = data3)
##
## Residuals:
## Min 1Q Median 3Q Max
## -3.7989 -0.0566 0.0070 0.0646 2.8598
##
## Coefficients:
## Estimate Std. Error
## (Intercept) -9.521e-15 3.322e-03
## C01_Feed44_Sys290_Ingredient.Val_CurrentBMTConcentration 8.551e-02 2.356e-01
## C01_CTRL.BMT_Level -4.759e-01 1.482e-01
## C01_LT000.Out_PV 5.300e-01 1.485e-01
## C01_CT950A.Out_PV -5.224e-04 4.180e-03
## C01_LT268.Out_PV -1.755e+00 7.164e-01
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration 8.540e-02 1.767e-02
## C01_AT135.Out_PV -9.100e-03 2.546e-02
## C01_TT335.Out_PV -4.064e-02 1.643e-02
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -1.763e-01 5.557e-02
## C01_LT267.Out_PV 4.567e-01 2.246e-01
## C01_LT268_KG.Out_PV 1.868e+00 7.166e-01
## C01_TT313A.Out_PV 5.321e-02 4.066e-02
## C01_DT313A.Out_PV 2.399e-02 3.869e-02
## C01_LT514.Out_PV -3.259e-01 1.862e-01
## C01_TT330.Out_PV -2.572e-02 2.061e-02
## C01_TT208.Out_PV -1.258e-02 1.316e-02
## C01_LT277_KG.Out_PV 2.682e-02 4.564e-03
## C01_TT315A.Out_PV 2.745e-04 2.098e-02
## C01_LT255.Out_PV -2.737e-01 1.159e-01
## C01_DT315A.Out_PV 2.631e-03 9.617e-03
## C01_TT135.Out_PV -1.345e-01 1.341e-02
## C01_LT515.Out_PV 5.584e-01 1.631e-01
## C01_PT600A.Out_PV 9.029e-01 3.290e-01
## C01_DT314A.Out_PV 3.397e-02 1.814e-02
## C01_PT600D.Out_PV -1.761e+00 5.202e-01
## C01_PT600E.Out_PV 3.418e-01 3.831e-01
## C01_LT513.Out_PV 1.670e-01 1.226e-01
## C01_PT600F.Out_PV 4.743e-01 2.780e-01
## C01_TT236.Out_PV -6.001e-02 1.287e-02
## C01_PT119.Out_PV 8.883e-03 2.304e-02
## C01_LT267_KG.Out_PV -4.414e-01 2.242e-01
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 8.941e-02 9.365e-03
## C01_PT221.Out_PV -4.132e-02 3.070e-02
## C01_PT301.Out_PV 1.511e-01 7.489e-02
## C01_TT206.Out_PV -8.339e-02 3.560e-02
## C01_PT36712.Out_PV 4.036e-02 2.745e-02
## C01_TT260.Out_PV 1.272e-02 1.091e-02
## C01_PT36757.Out_PV -6.413e-02 1.032e-02
## C01_TT269.Out_PV 2.069e-01 2.856e-02
## C01_TT600A.Out_PV 1.175e-01 1.998e-02
## C01_TT600B.Out_PV 4.581e-02 1.394e-02
## C01_TT115A.Out_PV -1.442e-01 3.375e-02
## C01_LT514_KG.Out_PV 3.324e-01 1.865e-01
## C01_TT226.Out_PV -9.436e-04 5.717e-03
## C01_TT950A.Out_PV -1.382e-02 6.368e-03
## C01_PT214.Out_PV -5.177e-03 1.486e-02
## C01_TT210.Out_PV -5.722e-02 3.048e-02
## C01_PT36713.Out_PV 4.479e-02 8.895e-03
## C01_TT210A.Out_PV 5.108e-02 3.000e-02
## C01_TT113A.Out_PV 6.424e-02 2.417e-02
## C01_TT221.Out_PV 6.783e-02 1.087e-02
## C01_TT114A.Out_PV 1.652e-01 3.560e-02
## C01_PT36750.Out_PV -3.311e-04 9.478e-03
## C01_PT213.Out_PV 2.954e-02 1.176e-02
## C01_TT119.Out_PV 2.216e-02 3.886e-02
## C01_PT36758.Out_PV 6.012e-02 1.084e-02
## C01_PT319.Out_PV 5.700e-02 1.597e-02
## C01_TT319.Out_PV -1.662e-01 6.134e-02
## C01_PT36765.Out_PV -4.163e-02 1.472e-02
## C01_TT237.Out_PV -1.178e-01 5.157e-02
## C01_TT000A.Out_PV 4.340e-01 2.733e-02
## C01_DT113A.Out_PV 5.745e-03 8.967e-03
## C01_TT278.Out_PV 2.104e-01 5.138e-02
## C01_PT290A.Out_PV 4.977e-01 2.249e-01
## C01_LT255_KG.Out_PV 2.802e-01 1.161e-01
## C01_PT290B.Out_PV -5.033e-01 2.245e-01
## C01_PT215.Out_PV 3.829e-02 1.218e-02
## C01_AT000A_TT.Out_PV -6.120e-01 3.211e-02
## C01_TT274.Out_PV -1.679e-02 4.321e-03
## C01_LT515_KG.Out_PV -5.726e-01 1.637e-01
## C01_PC000_PID.PV -8.559e-02 3.118e-02
## C01_TT255.Out_PV -1.515e-02 2.292e-02
## C01_PT36756.Out_PV -2.264e-02 1.461e-02
## C01_PT000A.Out_PV 1.261e-01 3.162e-02
## C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration 4.039e-01 4.405e-02
## C01_Feed23_Sys214_Ingredient.Val_CurrentBMTConcentration -5.416e-01 3.133e-01
## C01_Feed31_Sys269_Ingredient.Val_CurrentBMTConcentration -1.402e-01 6.420e-02
## C01_TT290.Out_PV -1.436e-02 9.318e-03
## C01_Feed13_Sys224_Ingredient.Val_CurrentBMTConcentration 6.402e-01 1.896e-01
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -2.920e-01 1.396e-01
## C01_LT513_KG.Out_PV -1.551e-01 1.231e-01
## C01_PT36764.Out_PV 5.791e-03 6.783e-03
## C01_DT114A.Out_PV -3.144e-03 7.371e-03
## C01_DT226.Out_PV 3.970e-02 1.961e-02
## C01_DT115A.Out_PV -2.798e-02 6.947e-03
## C01_PT000B.Out_PV 2.349e-02 1.222e-02
## C01_Feed03_Sys206_Ingredient.Val_CurrentBMTConcentration -2.417e-04 6.784e-02
## C01_PT36751.Out_PV -1.380e-02 6.444e-03
## C01_TT224.Out_PV 2.672e-02 5.464e-03
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration 1.236e-01 3.748e-02
## C01_DT224.Out_PV -3.754e-02 1.313e-02
## C01_DT135.Out_PV 3.966e-04 2.557e-02
## C01_DT267.Out_PV -1.762e-03 1.044e-02
## C01_AT000A.Out_PV 3.615e-02 5.153e-03
## C01_PT36754.Out_PV 2.815e-02 1.012e-02
## C01_AT335.Out_PV 1.919e-02 8.892e-03
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -9.626e-01 3.753e-02
## C01_PT36755.Out_PV -7.384e-03 9.591e-03
## C01_PT36767.Out_PV 6.953e-03 4.238e-03
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -4.629e-03 4.366e-03
## C01_AT000A_Raw.Out_PV -1.813e-02 1.965e-02
## C01_PIT790B.Out_PV -1.706e-02 3.593e-03
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 3.911e-02 1.366e-02
## C01_DT330.Out_PV 6.105e-03 3.744e-03
## C01_Feed43_Sys274_Ingredient.Val_CurrentBMTConcentration 2.638e-01 7.171e-02
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -7.876e-02 2.223e-02
## C01_DT260.Out_PV -4.800e-02 1.214e-02
## C01_PT279.Out_PV 3.966e-03 1.139e-02
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -8.851e-02 1.039e-02
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 2.408e-02 1.281e-02
## t value Pr(>|t|)
## (Intercept) 0.000 1.000000
## C01_Feed44_Sys290_Ingredient.Val_CurrentBMTConcentration 0.363 0.716636
## C01_CTRL.BMT_Level -3.211 0.001335 **
## C01_LT000.Out_PV 3.569 0.000363 ***
## C01_CT950A.Out_PV -0.125 0.900554
## C01_LT268.Out_PV -2.450 0.014318 *
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration 4.833 1.39e-06 ***
## C01_AT135.Out_PV -0.357 0.720821
## C01_TT335.Out_PV -2.473 0.013424 *
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -3.172 0.001524 **
## C01_LT267.Out_PV 2.033 0.042118 *
## C01_LT268_KG.Out_PV 2.607 0.009172 **
## C01_TT313A.Out_PV 1.309 0.190779
## C01_DT313A.Out_PV 0.620 0.535337
## C01_LT514.Out_PV -1.750 0.080167 .
## C01_TT330.Out_PV -1.248 0.212050
## C01_TT208.Out_PV -0.956 0.339280
## C01_LT277_KG.Out_PV 5.876 4.55e-09 ***
## C01_TT315A.Out_PV 0.013 0.989566
## C01_LT255.Out_PV -2.361 0.018293 *
## C01_DT315A.Out_PV 0.274 0.784391
## C01_TT135.Out_PV -10.028 < 2e-16 ***
## C01_LT515.Out_PV 3.422 0.000627 ***
## C01_PT600A.Out_PV 2.744 0.006096 **
## C01_DT314A.Out_PV 1.873 0.061167 .
## C01_PT600D.Out_PV -3.385 0.000720 ***
## C01_PT600E.Out_PV 0.892 0.372298
## C01_LT513.Out_PV 1.362 0.173129
## C01_PT600F.Out_PV 1.706 0.088049 .
## C01_TT236.Out_PV -4.663 3.22e-06 ***
## C01_PT119.Out_PV 0.386 0.699844
## C01_LT267_KG.Out_PV -1.969 0.049081 *
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 9.547 < 2e-16 ***
## C01_PT221.Out_PV -1.346 0.178378
## C01_PT301.Out_PV 2.017 0.043749 *
## C01_TT206.Out_PV -2.343 0.019195 *
## C01_PT36712.Out_PV 1.470 0.141571
## C01_TT260.Out_PV 1.165 0.244046
## C01_PT36757.Out_PV -6.214 5.73e-10 ***
## C01_TT269.Out_PV 7.242 5.32e-13 ***
## C01_TT600A.Out_PV 5.881 4.42e-09 ***
## C01_TT600B.Out_PV 3.287 0.001021 **
## C01_TT115A.Out_PV -4.272 1.98e-05 ***
## C01_LT514_KG.Out_PV 1.782 0.074788 .
## C01_TT226.Out_PV -0.165 0.868918
## C01_TT950A.Out_PV -2.170 0.030082 *
## C01_PT214.Out_PV -0.348 0.727498
## C01_TT210.Out_PV -1.877 0.060564 .
## C01_PT36713.Out_PV 5.036 4.98e-07 ***
## C01_TT210A.Out_PV 1.703 0.088679 .
## C01_TT113A.Out_PV 2.658 0.007887 **
## C01_TT221.Out_PV 6.242 4.78e-10 ***
## C01_TT114A.Out_PV 4.640 3.60e-06 ***
## C01_PT36750.Out_PV -0.035 0.972131
## C01_PT213.Out_PV 2.513 0.012028 *
## C01_TT119.Out_PV 0.570 0.568478
## C01_PT36758.Out_PV 5.548 3.08e-08 ***
## C01_PT319.Out_PV 3.569 0.000362 ***
## C01_TT319.Out_PV -2.710 0.006764 **
## C01_PT36765.Out_PV -2.829 0.004691 **
## C01_TT237.Out_PV -2.284 0.022427 *
## C01_TT000A.Out_PV 15.882 < 2e-16 ***
## C01_DT113A.Out_PV 0.641 0.521753
## C01_TT278.Out_PV 4.095 4.30e-05 ***
## C01_PT290A.Out_PV 2.213 0.026965 *
## C01_LT255_KG.Out_PV 2.413 0.015849 *
## C01_PT290B.Out_PV -2.241 0.025051 *
## C01_PT215.Out_PV 3.143 0.001687 **
## C01_AT000A_TT.Out_PV -19.058 < 2e-16 ***
## C01_TT274.Out_PV -3.887 0.000103 ***
## C01_LT515_KG.Out_PV -3.497 0.000475 ***
## C01_PC000_PID.PV -2.745 0.006079 **
## C01_TT255.Out_PV -0.661 0.508815
## C01_PT36756.Out_PV -1.549 0.121368
## C01_PT000A.Out_PV 3.988 6.78e-05 ***
## C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration 9.169 < 2e-16 ***
## C01_Feed23_Sys214_Ingredient.Val_CurrentBMTConcentration -1.729 0.083972 .
## C01_Feed31_Sys269_Ingredient.Val_CurrentBMTConcentration -2.184 0.029037 *
## C01_TT290.Out_PV -1.541 0.123442
## C01_Feed13_Sys224_Ingredient.Val_CurrentBMTConcentration 3.376 0.000742 ***
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -2.091 0.036589 *
## C01_LT513_KG.Out_PV -1.260 0.207700
## C01_PT36764.Out_PV 0.854 0.393275
## C01_DT114A.Out_PV -0.427 0.669691
## C01_DT226.Out_PV 2.025 0.042965 *
## C01_DT115A.Out_PV -4.028 5.73e-05 ***
## C01_PT000B.Out_PV 1.921 0.054769 .
## C01_Feed03_Sys206_Ingredient.Val_CurrentBMTConcentration -0.004 0.997157
## C01_PT36751.Out_PV -2.142 0.032289 *
## C01_TT224.Out_PV 4.890 1.05e-06 ***
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration 3.297 0.000987 ***
## C01_DT224.Out_PV -2.859 0.004273 **
## C01_DT135.Out_PV 0.016 0.987624
## C01_DT267.Out_PV -0.169 0.865978
## C01_AT000A.Out_PV 7.015 2.71e-12 ***
## C01_PT36754.Out_PV 2.782 0.005423 **
## C01_AT335.Out_PV 2.158 0.030960 *
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -25.649 < 2e-16 ***
## C01_PT36755.Out_PV -0.770 0.441423
## C01_PT36767.Out_PV 1.641 0.100954
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -1.060 0.289132
## C01_AT000A_Raw.Out_PV -0.922 0.356471
## C01_PIT790B.Out_PV -4.748 2.13e-06 ***
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 2.864 0.004207 **
## C01_DT330.Out_PV 1.631 0.103069
## C01_Feed43_Sys274_Ingredient.Val_CurrentBMTConcentration 3.679 0.000237 ***
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -3.543 0.000401 ***
## C01_DT260.Out_PV -3.955 7.80e-05 ***
## C01_PT279.Out_PV 0.348 0.727796
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -8.518 < 2e-16 ***
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 1.880 0.060146 .
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.2091 on 3852 degrees of freedom
## Multiple R-squared: 0.9575, Adjusted R-squared: 0.9563
## F-statistic: 788.6 on 110 and 3852 DF, p-value: < 2.2e-16library(car)
v1<-data.frame(vif(lr))
v1 <- cbind(variable = row.names(v1), v1)
names(v1)<-c("NameTag","VIF")
###C01_LT268_KG.Out_PV
drop.cols <- c('C01_LT268_KG.Out_PV')
data3<-data3%>%select(-drop.cols)
lr = lm( C01_VT000.Out_PV~., data = data3)
summary(lr)##
## Call:
## lm(formula = C01_VT000.Out_PV ~ ., data = data3)
##
## Residuals:
## Min 1Q Median 3Q Max
## -3.8084 -0.0585 0.0063 0.0654 2.8615
##
## Coefficients:
## Estimate Std. Error
## (Intercept) 2.109e-14 3.324e-03
## C01_Feed44_Sys290_Ingredient.Val_CurrentBMTConcentration 8.409e-02 2.358e-01
## C01_CTRL.BMT_Level -4.953e-01 1.481e-01
## C01_LT000.Out_PV 5.497e-01 1.484e-01
## C01_CT950A.Out_PV -6.464e-04 4.183e-03
## C01_LT268.Out_PV 1.117e-01 1.551e-02
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration 8.332e-02 1.766e-02
## C01_AT135.Out_PV -9.229e-03 2.548e-02
## C01_TT335.Out_PV -3.665e-02 1.637e-02
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -1.719e-01 5.559e-02
## C01_LT267.Out_PV 4.217e-01 2.244e-01
## C01_TT313A.Out_PV 5.830e-02 4.064e-02
## C01_DT313A.Out_PV 2.878e-02 3.868e-02
## C01_LT514.Out_PV -2.492e-01 1.840e-01
## C01_TT330.Out_PV -2.968e-02 2.057e-02
## C01_TT208.Out_PV -1.028e-02 1.314e-02
## C01_LT277_KG.Out_PV 2.618e-02 4.561e-03
## C01_TT315A.Out_PV -1.519e-03 2.099e-02
## C01_LT255.Out_PV -2.893e-01 1.159e-01
## C01_DT315A.Out_PV 2.081e-03 9.622e-03
## C01_TT135.Out_PV -1.361e-01 1.340e-02
## C01_LT515.Out_PV 5.831e-01 1.630e-01
## C01_PT600A.Out_PV 9.302e-01 3.291e-01
## C01_DT314A.Out_PV 3.351e-02 1.815e-02
## C01_PT600D.Out_PV -1.802e+00 5.204e-01
## C01_PT600E.Out_PV 3.824e-01 3.831e-01
## C01_LT513.Out_PV 1.695e-01 1.227e-01
## C01_PT600F.Out_PV 4.480e-01 2.780e-01
## C01_TT236.Out_PV -6.226e-02 1.285e-02
## C01_PT119.Out_PV 1.028e-02 2.305e-02
## C01_LT267_KG.Out_PV -4.031e-01 2.239e-01
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 8.942e-02 9.372e-03
## C01_PT221.Out_PV -4.114e-02 3.072e-02
## C01_PT301.Out_PV 1.496e-01 7.494e-02
## C01_TT206.Out_PV -8.988e-02 3.554e-02
## C01_PT36712.Out_PV 4.005e-02 2.747e-02
## C01_TT260.Out_PV 1.370e-02 1.091e-02
## C01_PT36757.Out_PV -6.250e-02 1.031e-02
## C01_TT269.Out_PV 2.084e-01 2.858e-02
## C01_TT600A.Out_PV 1.203e-01 1.997e-02
## C01_TT600B.Out_PV 4.416e-02 1.393e-02
## C01_TT115A.Out_PV -1.457e-01 3.377e-02
## C01_LT514_KG.Out_PV 2.518e-01 1.841e-01
## C01_TT226.Out_PV -1.130e-03 5.721e-03
## C01_TT950A.Out_PV -1.408e-02 6.372e-03
## C01_PT214.Out_PV -5.101e-03 1.487e-02
## C01_TT210.Out_PV -6.663e-02 3.029e-02
## C01_PT36713.Out_PV 4.287e-02 8.871e-03
## C01_TT210A.Out_PV 6.279e-02 2.968e-02
## C01_TT113A.Out_PV 5.764e-02 2.405e-02
## C01_TT221.Out_PV 6.956e-02 1.085e-02
## C01_TT114A.Out_PV 1.663e-01 3.562e-02
## C01_PT36750.Out_PV 5.131e-04 9.480e-03
## C01_PT213.Out_PV 2.837e-02 1.176e-02
## C01_TT119.Out_PV 2.150e-02 3.888e-02
## C01_PT36758.Out_PV 6.028e-02 1.084e-02
## C01_PT319.Out_PV 5.702e-02 1.598e-02
## C01_TT319.Out_PV -1.801e-01 6.115e-02
## C01_PT36765.Out_PV -4.392e-02 1.470e-02
## C01_TT237.Out_PV -1.154e-01 5.160e-02
## C01_TT000A.Out_PV 4.341e-01 2.735e-02
## C01_DT113A.Out_PV 3.423e-03 8.929e-03
## C01_TT278.Out_PV 2.100e-01 5.142e-02
## C01_PT290A.Out_PV 4.735e-01 2.249e-01
## C01_LT255_KG.Out_PV 2.949e-01 1.161e-01
## C01_PT290B.Out_PV -4.793e-01 2.245e-01
## C01_PT215.Out_PV 3.748e-02 1.219e-02
## C01_AT000A_TT.Out_PV -6.124e-01 3.213e-02
## C01_TT274.Out_PV -1.659e-02 4.323e-03
## C01_LT515_KG.Out_PV -5.981e-01 1.636e-01
## C01_PC000_PID.PV -8.413e-02 3.120e-02
## C01_TT255.Out_PV -1.697e-03 2.235e-02
## C01_PT36756.Out_PV -2.250e-02 1.463e-02
## C01_PT000A.Out_PV 1.269e-01 3.164e-02
## C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration 3.943e-01 4.393e-02
## C01_Feed23_Sys214_Ingredient.Val_CurrentBMTConcentration -5.379e-01 3.136e-01
## C01_Feed31_Sys269_Ingredient.Val_CurrentBMTConcentration -1.380e-01 6.425e-02
## C01_TT290.Out_PV -1.055e-02 9.209e-03
## C01_Feed13_Sys224_Ingredient.Val_CurrentBMTConcentration 6.399e-01 1.898e-01
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -2.876e-01 1.397e-01
## C01_LT513_KG.Out_PV -1.573e-01 1.232e-01
## C01_PT36764.Out_PV 5.186e-03 6.784e-03
## C01_DT114A.Out_PV -3.430e-03 7.376e-03
## C01_DT226.Out_PV 4.157e-02 1.961e-02
## C01_DT115A.Out_PV -2.801e-02 6.952e-03
## C01_PT000B.Out_PV 2.133e-02 1.221e-02
## C01_Feed03_Sys206_Ingredient.Val_CurrentBMTConcentration 1.927e-02 6.748e-02
## C01_PT36751.Out_PV -1.354e-02 6.448e-03
## C01_TT224.Out_PV 2.697e-02 5.467e-03
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration 1.177e-01 3.744e-02
## C01_DT224.Out_PV -3.748e-02 1.314e-02
## C01_DT135.Out_PV -1.688e-04 2.558e-02
## C01_DT267.Out_PV -1.662e-03 1.045e-02
## C01_AT000A.Out_PV 3.616e-02 5.157e-03
## C01_PT36754.Out_PV 2.821e-02 1.012e-02
## C01_AT335.Out_PV 1.989e-02 8.894e-03
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -9.714e-01 3.741e-02
## C01_PT36755.Out_PV -7.141e-03 9.598e-03
## C01_PT36767.Out_PV 7.825e-03 4.228e-03
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -4.639e-03 4.369e-03
## C01_AT000A_Raw.Out_PV -1.672e-02 1.966e-02
## C01_PIT790B.Out_PV -1.733e-02 3.595e-03
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 3.837e-02 1.366e-02
## C01_DT330.Out_PV 6.438e-03 3.745e-03
## C01_Feed43_Sys274_Ingredient.Val_CurrentBMTConcentration 2.492e-01 7.154e-02
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -7.687e-02 2.224e-02
## C01_DT260.Out_PV -4.804e-02 1.215e-02
## C01_PT279.Out_PV 2.487e-03 1.139e-02
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -8.797e-02 1.040e-02
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 2.453e-02 1.282e-02
## t value Pr(>|t|)
## (Intercept) 0.000 1.000000
## C01_Feed44_Sys290_Ingredient.Val_CurrentBMTConcentration 0.357 0.721370
## C01_CTRL.BMT_Level -3.343 0.000836 ***
## C01_LT000.Out_PV 3.704 0.000215 ***
## C01_CT950A.Out_PV -0.155 0.877202
## C01_LT268.Out_PV 7.203 7.05e-13 ***
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration 4.718 2.47e-06 ***
## C01_AT135.Out_PV -0.362 0.717256
## C01_TT335.Out_PV -2.239 0.025214 *
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -3.092 0.002001 **
## C01_LT267.Out_PV 1.879 0.060295 .
## C01_TT313A.Out_PV 1.434 0.151567
## C01_DT313A.Out_PV 0.744 0.456917
## C01_LT514.Out_PV -1.354 0.175665
## C01_TT330.Out_PV -1.443 0.149121
## C01_TT208.Out_PV -0.782 0.433973
## C01_LT277_KG.Out_PV 5.740 1.02e-08 ***
## C01_TT315A.Out_PV -0.072 0.942293
## C01_LT255.Out_PV -2.496 0.012587 *
## C01_DT315A.Out_PV 0.216 0.828765
## C01_TT135.Out_PV -10.157 < 2e-16 ***
## C01_LT515.Out_PV 3.578 0.000351 ***
## C01_PT600A.Out_PV 2.826 0.004731 **
## C01_DT314A.Out_PV 1.846 0.064958 .
## C01_PT600D.Out_PV -3.463 0.000540 ***
## C01_PT600E.Out_PV 0.998 0.318238
## C01_LT513.Out_PV 1.382 0.167153
## C01_PT600F.Out_PV 1.611 0.107181
## C01_TT236.Out_PV -4.845 1.32e-06 ***
## C01_PT119.Out_PV 0.446 0.655772
## C01_LT267_KG.Out_PV -1.800 0.071916 .
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 9.541 < 2e-16 ***
## C01_PT221.Out_PV -1.339 0.180637
## C01_PT301.Out_PV 1.997 0.045924 *
## C01_TT206.Out_PV -2.529 0.011469 *
## C01_PT36712.Out_PV 1.458 0.145012
## C01_TT260.Out_PV 1.256 0.209364
## C01_PT36757.Out_PV -6.062 1.47e-09 ***
## C01_TT269.Out_PV 7.291 3.73e-13 ***
## C01_TT600A.Out_PV 6.024 1.86e-09 ***
## C01_TT600B.Out_PV 3.170 0.001539 **
## C01_TT115A.Out_PV -4.315 1.63e-05 ***
## C01_LT514_KG.Out_PV 1.368 0.171414
## C01_TT226.Out_PV -0.198 0.843370
## C01_TT950A.Out_PV -2.210 0.027193 *
## C01_PT214.Out_PV -0.343 0.731537
## C01_TT210.Out_PV -2.200 0.027882 *
## C01_PT36713.Out_PV 4.833 1.40e-06 ***
## C01_TT210A.Out_PV 2.115 0.034461 *
## C01_TT113A.Out_PV 2.397 0.016595 *
## C01_TT221.Out_PV 6.409 1.64e-10 ***
## C01_TT114A.Out_PV 4.669 3.13e-06 ***
## C01_PT36750.Out_PV 0.054 0.956841
## C01_PT213.Out_PV 2.413 0.015869 *
## C01_TT119.Out_PV 0.553 0.580374
## C01_PT36758.Out_PV 5.559 2.90e-08 ***
## C01_PT319.Out_PV 3.568 0.000364 ***
## C01_TT319.Out_PV -2.945 0.003247 **
## C01_PT36765.Out_PV -2.987 0.002832 **
## C01_TT237.Out_PV -2.236 0.025408 *
## C01_TT000A.Out_PV 15.875 < 2e-16 ***
## C01_DT113A.Out_PV 0.383 0.701468
## C01_TT278.Out_PV 4.083 4.53e-05 ***
## C01_PT290A.Out_PV 2.105 0.035315 *
## C01_LT255_KG.Out_PV 2.541 0.011089 *
## C01_PT290B.Out_PV -2.135 0.032810 *
## C01_PT215.Out_PV 3.074 0.002124 **
## C01_AT000A_TT.Out_PV -19.058 < 2e-16 ***
## C01_TT274.Out_PV -3.838 0.000126 ***
## C01_LT515_KG.Out_PV -3.657 0.000258 ***
## C01_PC000_PID.PV -2.697 0.007033 **
## C01_TT255.Out_PV -0.076 0.939489
## C01_PT36756.Out_PV -1.539 0.123984
## C01_PT000A.Out_PV 4.012 6.15e-05 ***
## C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration 8.975 < 2e-16 ***
## C01_Feed23_Sys214_Ingredient.Val_CurrentBMTConcentration -1.716 0.086319 .
## C01_Feed31_Sys269_Ingredient.Val_CurrentBMTConcentration -2.147 0.031824 *
## C01_TT290.Out_PV -1.145 0.252162
## C01_Feed13_Sys224_Ingredient.Val_CurrentBMTConcentration 3.372 0.000753 ***
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -2.058 0.039679 *
## C01_LT513_KG.Out_PV -1.277 0.201618
## C01_PT36764.Out_PV 0.764 0.444654
## C01_DT114A.Out_PV -0.465 0.641936
## C01_DT226.Out_PV 2.120 0.034064 *
## C01_DT115A.Out_PV -4.029 5.70e-05 ***
## C01_PT000B.Out_PV 1.747 0.080643 .
## C01_Feed03_Sys206_Ingredient.Val_CurrentBMTConcentration 0.286 0.775198
## C01_PT36751.Out_PV -2.100 0.035771 *
## C01_TT224.Out_PV 4.932 8.47e-07 ***
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration 3.144 0.001680 **
## C01_DT224.Out_PV -2.853 0.004357 **
## C01_DT135.Out_PV -0.007 0.994737
## C01_DT267.Out_PV -0.159 0.873617
## C01_AT000A.Out_PV 7.011 2.78e-12 ***
## C01_PT36754.Out_PV 2.786 0.005357 **
## C01_AT335.Out_PV 2.237 0.025357 *
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -25.970 < 2e-16 ***
## C01_PT36755.Out_PV -0.744 0.456929
## C01_PT36767.Out_PV 1.851 0.064288 .
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -1.062 0.288389
## C01_AT000A_Raw.Out_PV -0.850 0.395247
## C01_PIT790B.Out_PV -4.822 1.48e-06 ***
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 2.808 0.005008 **
## C01_DT330.Out_PV 1.719 0.085678 .
## C01_Feed43_Sys274_Ingredient.Val_CurrentBMTConcentration 3.483 0.000501 ***
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -3.457 0.000553 ***
## C01_DT260.Out_PV -3.956 7.77e-05 ***
## C01_PT279.Out_PV 0.218 0.827181
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -8.462 < 2e-16 ***
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 1.914 0.055703 .
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.2093 on 3853 degrees of freedom
## Multiple R-squared: 0.9574, Adjusted R-squared: 0.9562
## F-statistic: 794.6 on 109 and 3853 DF, p-value: < 2.2e-16library(car)
v1<-data.frame(vif(lr))
v1 <- cbind(variable = row.names(v1), v1)
names(v1)<-c("NameTag","VIF")
###C01_PT600D.Out_PV
drop.cols <- c('C01_PT600D.Out_PV')
data3<-data3%>%select(-drop.cols)
lr = lm( C01_VT000.Out_PV~., data = data3)
summary(lr)##
## Call:
## lm(formula = C01_VT000.Out_PV ~ ., data = data3)
##
## Residuals:
## Min 1Q Median 3Q Max
## -3.8300 -0.0590 0.0064 0.0652 2.8201
##
## Coefficients:
## Estimate Std. Error
## (Intercept) 1.962e-14 3.329e-03
## C01_Feed44_Sys290_Ingredient.Val_CurrentBMTConcentration 3.946e-02 2.357e-01
## C01_CTRL.BMT_Level -4.838e-01 1.483e-01
## C01_LT000.Out_PV 5.382e-01 1.486e-01
## C01_CT950A.Out_PV -1.655e-04 4.186e-03
## C01_LT268.Out_PV 1.137e-01 1.553e-02
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration 8.509e-02 1.768e-02
## C01_AT135.Out_PV -1.022e-02 2.552e-02
## C01_TT335.Out_PV -3.905e-02 1.638e-02
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -1.570e-01 5.550e-02
## C01_LT267.Out_PV 4.178e-01 2.247e-01
## C01_TT313A.Out_PV 5.115e-02 4.065e-02
## C01_DT313A.Out_PV 2.442e-02 3.871e-02
## C01_LT514.Out_PV -2.122e-01 1.840e-01
## C01_TT330.Out_PV -3.796e-02 2.046e-02
## C01_TT208.Out_PV -1.161e-02 1.316e-02
## C01_LT277_KG.Out_PV 2.567e-02 4.565e-03
## C01_TT315A.Out_PV -2.509e-03 2.102e-02
## C01_LT255.Out_PV -2.867e-01 1.160e-01
## C01_DT315A.Out_PV 3.079e-03 9.631e-03
## C01_TT135.Out_PV -1.319e-01 1.337e-02
## C01_LT515.Out_PV 5.765e-01 1.632e-01
## C01_PT600A.Out_PV -8.488e-02 1.498e-01
## C01_DT314A.Out_PV 3.825e-02 1.813e-02
## C01_PT600E.Out_PV -3.961e-01 3.106e-01
## C01_LT513.Out_PV 1.480e-01 1.227e-01
## C01_PT600F.Out_PV 4.697e-01 2.783e-01
## C01_TT236.Out_PV -6.368e-02 1.286e-02
## C01_PT119.Out_PV -2.416e-02 2.082e-02
## C01_LT267_KG.Out_PV -3.981e-01 2.242e-01
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 8.922e-02 9.385e-03
## C01_PT221.Out_PV 3.787e-03 2.789e-02
## C01_PT301.Out_PV 4.676e-02 6.890e-02
## C01_TT206.Out_PV -7.894e-02 3.545e-02
## C01_PT36712.Out_PV 2.666e-05 2.496e-02
## C01_TT260.Out_PV 1.266e-02 1.093e-02
## C01_PT36757.Out_PV -6.199e-02 1.032e-02
## C01_TT269.Out_PV 2.070e-01 2.862e-02
## C01_TT600A.Out_PV 1.161e-01 1.996e-02
## C01_TT600B.Out_PV 4.312e-02 1.395e-02
## C01_TT115A.Out_PV -1.456e-01 3.382e-02
## C01_LT514_KG.Out_PV 2.145e-01 1.840e-01
## C01_TT226.Out_PV -1.323e-03 5.729e-03
## C01_TT950A.Out_PV -1.462e-02 6.379e-03
## C01_PT214.Out_PV -1.867e-02 1.436e-02
## C01_TT210.Out_PV -6.238e-02 3.031e-02
## C01_PT36713.Out_PV 4.411e-02 8.877e-03
## C01_TT210A.Out_PV 5.758e-02 2.969e-02
## C01_TT113A.Out_PV 6.408e-02 2.401e-02
## C01_TT221.Out_PV 7.294e-02 1.083e-02
## C01_TT114A.Out_PV 1.631e-01 3.566e-02
## C01_PT36750.Out_PV 6.051e-04 9.493e-03
## C01_PT213.Out_PV 2.200e-02 1.163e-02
## C01_TT119.Out_PV 7.831e-03 3.874e-02
## C01_PT36758.Out_PV 5.977e-02 1.086e-02
## C01_PT319.Out_PV 6.489e-02 1.584e-02
## C01_TT319.Out_PV -1.778e-01 6.124e-02
## C01_PT36765.Out_PV -3.301e-02 1.438e-02
## C01_TT237.Out_PV -1.174e-01 5.167e-02
## C01_TT000A.Out_PV 4.385e-01 2.736e-02
## C01_DT113A.Out_PV 4.027e-03 8.940e-03
## C01_TT278.Out_PV 2.092e-01 5.149e-02
## C01_PT290A.Out_PV 4.516e-01 2.251e-01
## C01_LT255_KG.Out_PV 2.916e-01 1.162e-01
## C01_PT290B.Out_PV -4.581e-01 2.247e-01
## C01_PT215.Out_PV 2.859e-02 1.193e-02
## C01_AT000A_TT.Out_PV -6.113e-01 3.218e-02
## C01_TT274.Out_PV -1.608e-02 4.327e-03
## C01_LT515_KG.Out_PV -5.922e-01 1.638e-01
## C01_PC000_PID.PV -8.388e-02 3.124e-02
## C01_TT255.Out_PV 2.366e-03 2.235e-02
## C01_PT36756.Out_PV -2.115e-02 1.464e-02
## C01_PT000A.Out_PV 1.272e-01 3.168e-02
## C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration 3.898e-01 4.397e-02
## C01_Feed23_Sys214_Ingredient.Val_CurrentBMTConcentration -4.186e-01 3.121e-01
## C01_Feed31_Sys269_Ingredient.Val_CurrentBMTConcentration -1.625e-01 6.394e-02
## C01_TT290.Out_PV -9.699e-03 9.219e-03
## C01_Feed13_Sys224_Ingredient.Val_CurrentBMTConcentration 6.219e-01 1.900e-01
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -3.153e-01 1.397e-01
## C01_LT513_KG.Out_PV -1.352e-01 1.232e-01
## C01_PT36764.Out_PV 5.977e-03 6.790e-03
## C01_DT114A.Out_PV -3.410e-03 7.386e-03
## C01_DT226.Out_PV 4.277e-02 1.963e-02
## C01_DT115A.Out_PV -2.853e-02 6.961e-03
## C01_PT000B.Out_PV 2.003e-02 1.222e-02
## C01_Feed03_Sys206_Ingredient.Val_CurrentBMTConcentration 2.802e-02 6.753e-02
## C01_PT36751.Out_PV -1.330e-02 6.457e-03
## C01_TT224.Out_PV 2.680e-02 5.475e-03
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration 1.098e-01 3.742e-02
## C01_DT224.Out_PV -3.742e-02 1.316e-02
## C01_DT135.Out_PV 7.422e-04 2.562e-02
## C01_DT267.Out_PV -4.027e-03 1.044e-02
## C01_AT000A.Out_PV 3.619e-02 5.164e-03
## C01_PT36754.Out_PV 3.040e-02 1.012e-02
## C01_AT335.Out_PV 2.019e-02 8.906e-03
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -9.778e-01 3.741e-02
## C01_PT36755.Out_PV 4.720e-03 8.978e-03
## C01_PT36767.Out_PV 7.642e-03 4.234e-03
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -4.867e-03 4.375e-03
## C01_AT000A_Raw.Out_PV -1.052e-02 1.961e-02
## C01_PIT790B.Out_PV -1.769e-02 3.598e-03
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 4.568e-02 1.352e-02
## C01_DT330.Out_PV 6.781e-03 3.749e-03
## C01_Feed43_Sys274_Ingredient.Val_CurrentBMTConcentration 2.287e-01 7.140e-02
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -7.735e-02 2.227e-02
## C01_DT260.Out_PV -4.665e-02 1.216e-02
## C01_PT279.Out_PV 2.629e-03 1.141e-02
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -8.617e-02 1.040e-02
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 2.582e-02 1.283e-02
## t value Pr(>|t|)
## (Intercept) 0.000 1.000000
## C01_Feed44_Sys290_Ingredient.Val_CurrentBMTConcentration 0.167 0.867084
## C01_CTRL.BMT_Level -3.261 0.001118 **
## C01_LT000.Out_PV 3.622 0.000296 ***
## C01_CT950A.Out_PV -0.040 0.968464
## C01_LT268.Out_PV 7.326 2.87e-13 ***
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration 4.813 1.55e-06 ***
## C01_AT135.Out_PV -0.400 0.688829
## C01_TT335.Out_PV -2.384 0.017165 *
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -2.829 0.004687 **
## C01_LT267.Out_PV 1.859 0.063063 .
## C01_TT313A.Out_PV 1.258 0.208403
## C01_DT313A.Out_PV 0.631 0.528206
## C01_LT514.Out_PV -1.154 0.248660
## C01_TT330.Out_PV -1.856 0.063543 .
## C01_TT208.Out_PV -0.882 0.377590
## C01_LT277_KG.Out_PV 5.622 2.02e-08 ***
## C01_TT315A.Out_PV -0.119 0.904990
## C01_LT255.Out_PV -2.471 0.013519 *
## C01_DT315A.Out_PV 0.320 0.749205
## C01_TT135.Out_PV -9.867 < 2e-16 ***
## C01_LT515.Out_PV 3.532 0.000416 ***
## C01_PT600A.Out_PV -0.566 0.571087
## C01_DT314A.Out_PV 2.110 0.034909 *
## C01_PT600E.Out_PV -1.275 0.202364
## C01_LT513.Out_PV 1.206 0.227713
## C01_PT600F.Out_PV 1.687 0.091610 .
## C01_TT236.Out_PV -4.951 7.68e-07 ***
## C01_PT119.Out_PV -1.160 0.246119
## C01_LT267_KG.Out_PV -1.775 0.075923 .
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 9.506 < 2e-16 ***
## C01_PT221.Out_PV 0.136 0.891992
## C01_PT301.Out_PV 0.679 0.497363
## C01_TT206.Out_PV -2.227 0.026000 *
## C01_PT36712.Out_PV 0.001 0.999148
## C01_TT260.Out_PV 1.159 0.246604
## C01_PT36757.Out_PV -6.005 2.10e-09 ***
## C01_TT269.Out_PV 7.233 5.67e-13 ***
## C01_TT600A.Out_PV 5.819 6.40e-09 ***
## C01_TT600B.Out_PV 3.091 0.002007 **
## C01_TT115A.Out_PV -4.305 1.71e-05 ***
## C01_LT514_KG.Out_PV 1.166 0.243796
## C01_TT226.Out_PV -0.231 0.817337
## C01_TT950A.Out_PV -2.293 0.021925 *
## C01_PT214.Out_PV -1.300 0.193605
## C01_TT210.Out_PV -2.058 0.039630 *
## C01_PT36713.Out_PV 4.969 7.03e-07 ***
## C01_TT210A.Out_PV 1.940 0.052493 .
## C01_TT113A.Out_PV 2.668 0.007655 **
## C01_TT221.Out_PV 6.738 1.85e-11 ***
## C01_TT114A.Out_PV 4.575 4.92e-06 ***
## C01_PT36750.Out_PV 0.064 0.949179
## C01_PT213.Out_PV 1.892 0.058605 .
## C01_TT119.Out_PV 0.202 0.839809
## C01_PT36758.Out_PV 5.504 3.96e-08 ***
## C01_PT319.Out_PV 4.096 4.29e-05 ***
## C01_TT319.Out_PV -2.904 0.003707 **
## C01_PT36765.Out_PV -2.296 0.021748 *
## C01_TT237.Out_PV -2.273 0.023090 *
## C01_TT000A.Out_PV 16.029 < 2e-16 ***
## C01_DT113A.Out_PV 0.450 0.652420
## C01_TT278.Out_PV 4.062 4.96e-05 ***
## C01_PT290A.Out_PV 2.006 0.044956 *
## C01_LT255_KG.Out_PV 2.509 0.012158 *
## C01_PT290B.Out_PV -2.038 0.041570 *
## C01_PT215.Out_PV 2.395 0.016646 *
## C01_AT000A_TT.Out_PV -18.998 < 2e-16 ***
## C01_TT274.Out_PV -3.715 0.000206 ***
## C01_LT515_KG.Out_PV -3.616 0.000303 ***
## C01_PC000_PID.PV -2.685 0.007289 **
## C01_TT255.Out_PV 0.106 0.915712
## C01_PT36756.Out_PV -1.444 0.148711
## C01_PT000A.Out_PV 4.015 6.06e-05 ***
## C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration 8.864 < 2e-16 ***
## C01_Feed23_Sys214_Ingredient.Val_CurrentBMTConcentration -1.341 0.179937
## C01_Feed31_Sys269_Ingredient.Val_CurrentBMTConcentration -2.542 0.011073 *
## C01_TT290.Out_PV -1.052 0.292860
## C01_Feed13_Sys224_Ingredient.Val_CurrentBMTConcentration 3.274 0.001070 **
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -2.257 0.024076 *
## C01_LT513_KG.Out_PV -1.097 0.272643
## C01_PT36764.Out_PV 0.880 0.378785
## C01_DT114A.Out_PV -0.462 0.644330
## C01_DT226.Out_PV 2.178 0.029452 *
## C01_DT115A.Out_PV -4.098 4.25e-05 ***
## C01_PT000B.Out_PV 1.639 0.101270
## C01_Feed03_Sys206_Ingredient.Val_CurrentBMTConcentration 0.415 0.678242
## C01_PT36751.Out_PV -2.060 0.039435 *
## C01_TT224.Out_PV 4.895 1.02e-06 ***
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration 2.934 0.003368 **
## C01_DT224.Out_PV -2.844 0.004476 **
## C01_DT135.Out_PV 0.029 0.976888
## C01_DT267.Out_PV -0.386 0.699787
## C01_AT000A.Out_PV 7.007 2.85e-12 ***
## C01_PT36754.Out_PV 3.005 0.002673 **
## C01_AT335.Out_PV 2.267 0.023453 *
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -26.136 < 2e-16 ***
## C01_PT36755.Out_PV 0.526 0.599144
## C01_PT36767.Out_PV 1.805 0.071137 .
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -1.112 0.266003
## C01_AT000A_Raw.Out_PV -0.537 0.591563
## C01_PIT790B.Out_PV -4.916 9.20e-07 ***
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 3.379 0.000735 ***
## C01_DT330.Out_PV 1.809 0.070571 .
## C01_Feed43_Sys274_Ingredient.Val_CurrentBMTConcentration 3.203 0.001372 **
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -3.474 0.000519 ***
## C01_DT260.Out_PV -3.838 0.000126 ***
## C01_PT279.Out_PV 0.231 0.817703
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -8.288 < 2e-16 ***
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 2.012 0.044267 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.2096 on 3854 degrees of freedom
## Multiple R-squared: 0.9573, Adjusted R-squared: 0.9561
## F-statistic: 799.5 on 108 and 3854 DF, p-value: < 2.2e-16library(car)
v1<-data.frame(vif(lr))
v1 <- cbind(variable = row.names(v1), v1)
names(v1)<-c("NameTag","VIF")
###C01_Feed23_Sys214_Ingredient.Val_CurrentBMTConcentration
drop.cols <- c('C01_Feed23_Sys214_Ingredient.Val_CurrentBMTConcentration')
data3<-data3%>%select(-drop.cols)
lr = lm( C01_VT000.Out_PV~., data = data3)
summary(lr)##
## Call:
## lm(formula = C01_VT000.Out_PV ~ ., data = data3)
##
## Residuals:
## Min 1Q Median 3Q Max
## -3.8404 -0.0593 0.0060 0.0653 2.8217
##
## Coefficients:
## Estimate Std. Error
## (Intercept) 1.562e-14 3.329e-03
## C01_Feed44_Sys290_Ingredient.Val_CurrentBMTConcentration -2.306e-01 1.227e-01
## C01_CTRL.BMT_Level -4.709e-01 1.480e-01
## C01_LT000.Out_PV 5.256e-01 1.483e-01
## C01_CT950A.Out_PV 3.687e-04 4.168e-03
## C01_LT268.Out_PV 1.155e-01 1.547e-02
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration 9.141e-02 1.704e-02
## C01_AT135.Out_PV -9.947e-03 2.552e-02
## C01_TT335.Out_PV -3.784e-02 1.636e-02
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -1.582e-01 5.550e-02
## C01_LT267.Out_PV 4.107e-01 2.247e-01
## C01_TT313A.Out_PV 5.424e-02 4.059e-02
## C01_DT313A.Out_PV 2.778e-02 3.864e-02
## C01_LT514.Out_PV -2.101e-01 1.840e-01
## C01_TT330.Out_PV -3.775e-02 2.046e-02
## C01_TT208.Out_PV -1.221e-02 1.315e-02
## C01_LT277_KG.Out_PV 2.561e-02 4.565e-03
## C01_TT315A.Out_PV -1.878e-03 2.101e-02
## C01_LT255.Out_PV -2.824e-01 1.160e-01
## C01_DT315A.Out_PV 3.359e-03 9.630e-03
## C01_TT135.Out_PV -1.318e-01 1.337e-02
## C01_LT515.Out_PV 5.671e-01 1.631e-01
## C01_PT600A.Out_PV -8.959e-02 1.498e-01
## C01_DT314A.Out_PV 3.793e-02 1.813e-02
## C01_PT600E.Out_PV -4.292e-01 3.097e-01
## C01_LT513.Out_PV 1.453e-01 1.227e-01
## C01_PT600F.Out_PV 5.058e-01 2.771e-01
## C01_TT236.Out_PV -6.398e-02 1.286e-02
## C01_PT119.Out_PV -2.382e-02 2.083e-02
## C01_LT267_KG.Out_PV -3.897e-01 2.242e-01
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 9.232e-02 9.096e-03
## C01_PT221.Out_PV 2.536e-03 2.788e-02
## C01_PT301.Out_PV 5.423e-02 6.868e-02
## C01_TT206.Out_PV -7.842e-02 3.545e-02
## C01_PT36712.Out_PV 1.156e-03 2.495e-02
## C01_TT260.Out_PV 1.391e-02 1.089e-02
## C01_PT36757.Out_PV -6.219e-02 1.032e-02
## C01_TT269.Out_PV 2.042e-01 2.855e-02
## C01_TT600A.Out_PV 1.151e-01 1.995e-02
## C01_TT600B.Out_PV 4.297e-02 1.395e-02
## C01_TT115A.Out_PV -1.529e-01 3.338e-02
## C01_LT514_KG.Out_PV 2.127e-01 1.840e-01
## C01_TT226.Out_PV -1.237e-03 5.729e-03
## C01_TT950A.Out_PV -1.489e-02 6.377e-03
## C01_PT214.Out_PV -1.816e-02 1.436e-02
## C01_TT210.Out_PV -6.190e-02 3.031e-02
## C01_PT36713.Out_PV 4.394e-02 8.877e-03
## C01_TT210A.Out_PV 5.709e-02 2.969e-02
## C01_TT113A.Out_PV 6.554e-02 2.399e-02
## C01_TT221.Out_PV 7.347e-02 1.082e-02
## C01_TT114A.Out_PV 1.669e-01 3.556e-02
## C01_PT36750.Out_PV 1.660e-03 9.461e-03
## C01_PT213.Out_PV 2.200e-02 1.163e-02
## C01_TT119.Out_PV 7.306e-03 3.874e-02
## C01_PT36758.Out_PV 5.977e-02 1.086e-02
## C01_PT319.Out_PV 6.467e-02 1.584e-02
## C01_TT319.Out_PV -1.734e-01 6.115e-02
## C01_PT36765.Out_PV -3.246e-02 1.438e-02
## C01_TT237.Out_PV -1.153e-01 5.165e-02
## C01_TT000A.Out_PV 4.340e-01 2.715e-02
## C01_DT113A.Out_PV 4.683e-03 8.928e-03
## C01_TT278.Out_PV 2.076e-01 5.148e-02
## C01_PT290A.Out_PV 4.426e-01 2.251e-01
## C01_LT255_KG.Out_PV 2.874e-01 1.162e-01
## C01_PT290B.Out_PV -4.499e-01 2.247e-01
## C01_PT215.Out_PV 2.872e-02 1.193e-02
## C01_AT000A_TT.Out_PV -6.054e-01 3.187e-02
## C01_TT274.Out_PV -1.622e-02 4.326e-03
## C01_LT515_KG.Out_PV -5.821e-01 1.636e-01
## C01_PC000_PID.PV -8.338e-02 3.124e-02
## C01_TT255.Out_PV -7.441e-04 2.224e-02
## C01_PT36756.Out_PV -1.959e-02 1.460e-02
## C01_PT000A.Out_PV 1.275e-01 3.169e-02
## C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration 3.893e-01 4.398e-02
## C01_Feed31_Sys269_Ingredient.Val_CurrentBMTConcentration -1.651e-01 6.392e-02
## C01_TT290.Out_PV -8.262e-03 9.158e-03
## C01_Feed13_Sys224_Ingredient.Val_CurrentBMTConcentration 4.643e-01 1.493e-01
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -3.029e-01 1.394e-01
## C01_LT513_KG.Out_PV -1.321e-01 1.232e-01
## C01_PT36764.Out_PV 5.840e-03 6.790e-03
## C01_DT114A.Out_PV -2.685e-03 7.367e-03
## C01_DT226.Out_PV 4.428e-02 1.960e-02
## C01_DT115A.Out_PV -2.894e-02 6.955e-03
## C01_PT000B.Out_PV 1.891e-02 1.219e-02
## C01_Feed03_Sys206_Ingredient.Val_CurrentBMTConcentration 3.566e-02 6.729e-02
## C01_PT36751.Out_PV -1.317e-02 6.457e-03
## C01_TT224.Out_PV 2.732e-02 5.461e-03
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration 1.152e-01 3.721e-02
## C01_DT224.Out_PV -3.643e-02 1.314e-02
## C01_DT135.Out_PV 5.304e-04 2.562e-02
## C01_DT267.Out_PV -2.937e-03 1.041e-02
## C01_AT000A.Out_PV 3.640e-02 5.162e-03
## C01_PT36754.Out_PV 3.137e-02 1.009e-02
## C01_AT335.Out_PV 2.022e-02 8.907e-03
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -9.778e-01 3.742e-02
## C01_PT36755.Out_PV 4.695e-03 8.979e-03
## C01_PT36767.Out_PV 7.531e-03 4.233e-03
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -4.669e-03 4.373e-03
## C01_AT000A_Raw.Out_PV -8.480e-03 1.955e-02
## C01_PIT790B.Out_PV -1.783e-02 3.597e-03
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 4.587e-02 1.352e-02
## C01_DT330.Out_PV 7.110e-03 3.741e-03
## C01_Feed43_Sys274_Ingredient.Val_CurrentBMTConcentration 2.167e-01 7.085e-02
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -6.420e-02 2.000e-02
## C01_DT260.Out_PV -4.658e-02 1.216e-02
## C01_PT279.Out_PV 1.412e-03 1.137e-02
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -8.116e-02 9.704e-03
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 2.626e-02 1.283e-02
## t value Pr(>|t|)
## (Intercept) 0.000 1.000000
## C01_Feed44_Sys290_Ingredient.Val_CurrentBMTConcentration -1.880 0.060249 .
## C01_CTRL.BMT_Level -3.181 0.001480 **
## C01_LT000.Out_PV 3.544 0.000399 ***
## C01_CT950A.Out_PV 0.088 0.929521
## C01_LT268.Out_PV 7.469 9.96e-14 ***
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration 5.363 8.64e-08 ***
## C01_AT135.Out_PV -0.390 0.696712
## C01_TT335.Out_PV -2.314 0.020744 *
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -2.849 0.004402 **
## C01_LT267.Out_PV 1.828 0.067677 .
## C01_TT313A.Out_PV 1.336 0.181492
## C01_DT313A.Out_PV 0.719 0.472184
## C01_LT514.Out_PV -1.142 0.253454
## C01_TT330.Out_PV -1.845 0.065096 .
## C01_TT208.Out_PV -0.929 0.353148
## C01_LT277_KG.Out_PV 5.609 2.18e-08 ***
## C01_TT315A.Out_PV -0.089 0.928803
## C01_LT255.Out_PV -2.435 0.014944 *
## C01_DT315A.Out_PV 0.349 0.727269
## C01_TT135.Out_PV -9.862 < 2e-16 ***
## C01_LT515.Out_PV 3.477 0.000512 ***
## C01_PT600A.Out_PV -0.598 0.549847
## C01_DT314A.Out_PV 2.092 0.036484 *
## C01_PT600E.Out_PV -1.386 0.165861
## C01_LT513.Out_PV 1.184 0.236568
## C01_PT600F.Out_PV 1.826 0.067968 .
## C01_TT236.Out_PV -4.974 6.83e-07 ***
## C01_PT119.Out_PV -1.144 0.252775
## C01_LT267_KG.Out_PV -1.738 0.082261 .
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 10.149 < 2e-16 ***
## C01_PT221.Out_PV 0.091 0.927529
## C01_PT301.Out_PV 0.790 0.429770
## C01_TT206.Out_PV -2.212 0.027003 *
## C01_PT36712.Out_PV 0.046 0.963039
## C01_TT260.Out_PV 1.278 0.201416
## C01_PT36757.Out_PV -6.024 1.87e-09 ***
## C01_TT269.Out_PV 7.154 1.01e-12 ***
## C01_TT600A.Out_PV 5.770 8.55e-09 ***
## C01_TT600B.Out_PV 3.081 0.002079 **
## C01_TT115A.Out_PV -4.579 4.82e-06 ***
## C01_LT514_KG.Out_PV 1.156 0.247812
## C01_TT226.Out_PV -0.216 0.829016
## C01_TT950A.Out_PV -2.334 0.019631 *
## C01_PT214.Out_PV -1.265 0.206081
## C01_TT210.Out_PV -2.042 0.041174 *
## C01_PT36713.Out_PV 4.950 7.74e-07 ***
## C01_TT210A.Out_PV 1.923 0.054530 .
## C01_TT113A.Out_PV 2.732 0.006329 **
## C01_TT221.Out_PV 6.790 1.29e-11 ***
## C01_TT114A.Out_PV 4.693 2.79e-06 ***
## C01_PT36750.Out_PV 0.175 0.860759
## C01_PT213.Out_PV 1.892 0.058586 .
## C01_TT119.Out_PV 0.189 0.850421
## C01_PT36758.Out_PV 5.504 3.96e-08 ***
## C01_PT319.Out_PV 4.082 4.55e-05 ***
## C01_TT319.Out_PV -2.835 0.004608 **
## C01_PT36765.Out_PV -2.258 0.024009 *
## C01_TT237.Out_PV -2.232 0.025687 *
## C01_TT000A.Out_PV 15.983 < 2e-16 ***
## C01_DT113A.Out_PV 0.525 0.599920
## C01_TT278.Out_PV 4.033 5.62e-05 ***
## C01_PT290A.Out_PV 1.967 0.049306 *
## C01_LT255_KG.Out_PV 2.474 0.013420 *
## C01_PT290B.Out_PV -2.003 0.045287 *
## C01_PT215.Out_PV 2.406 0.016154 *
## C01_AT000A_TT.Out_PV -18.993 < 2e-16 ***
## C01_TT274.Out_PV -3.748 0.000181 ***
## C01_LT515_KG.Out_PV -3.558 0.000379 ***
## C01_PC000_PID.PV -2.669 0.007644 **
## C01_TT255.Out_PV -0.033 0.973304
## C01_PT36756.Out_PV -1.342 0.179686
## C01_PT000A.Out_PV 4.024 5.82e-05 ***
## C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration 8.852 < 2e-16 ***
## C01_Feed31_Sys269_Ingredient.Val_CurrentBMTConcentration -2.583 0.009833 **
## C01_TT290.Out_PV -0.902 0.367025
## C01_Feed13_Sys224_Ingredient.Val_CurrentBMTConcentration 3.111 0.001880 **
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -2.172 0.029889 *
## C01_LT513_KG.Out_PV -1.072 0.283669
## C01_PT36764.Out_PV 0.860 0.389757
## C01_DT114A.Out_PV -0.364 0.715581
## C01_DT226.Out_PV 2.259 0.023970 *
## C01_DT115A.Out_PV -4.161 3.24e-05 ***
## C01_PT000B.Out_PV 1.551 0.120997
## C01_Feed03_Sys206_Ingredient.Val_CurrentBMTConcentration 0.530 0.596208
## C01_PT36751.Out_PV -2.040 0.041384 *
## C01_TT224.Out_PV 5.003 5.89e-07 ***
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration 3.096 0.001977 **
## C01_DT224.Out_PV -2.773 0.005586 **
## C01_DT135.Out_PV 0.021 0.983485
## C01_DT267.Out_PV -0.282 0.777900
## C01_AT000A.Out_PV 7.051 2.10e-12 ***
## C01_PT36754.Out_PV 3.108 0.001900 **
## C01_AT335.Out_PV 2.270 0.023264 *
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -26.133 < 2e-16 ***
## C01_PT36755.Out_PV 0.523 0.601094
## C01_PT36767.Out_PV 1.779 0.075327 .
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -1.068 0.285737
## C01_AT000A_Raw.Out_PV -0.434 0.664498
## C01_PIT790B.Out_PV -4.956 7.50e-07 ***
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 3.393 0.000699 ***
## C01_DT330.Out_PV 1.901 0.057435 .
## C01_Feed43_Sys274_Ingredient.Val_CurrentBMTConcentration 3.059 0.002238 **
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -3.211 0.001335 **
## C01_DT260.Out_PV -3.832 0.000129 ***
## C01_PT279.Out_PV 0.124 0.901209
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -8.364 < 2e-16 ***
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 2.047 0.040691 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.2096 on 3855 degrees of freedom
## Multiple R-squared: 0.9573, Adjusted R-squared: 0.9561
## F-statistic: 806.8 on 107 and 3855 DF, p-value: < 2.2e-16library(car)
v1<-data.frame(vif(lr))
v1 <- cbind(variable = row.names(v1), v1)
names(v1)<-c("NameTag","VIF")
###C01_PT600E.Out_PV
drop.cols <- c('C01_PT600E.Out_PV')
data3<-data3%>%select(-drop.cols)
lr = lm( C01_VT000.Out_PV~., data = data3)
summary(lr)##
## Call:
## lm(formula = C01_VT000.Out_PV ~ ., data = data3)
##
## Residuals:
## Min 1Q Median 3Q Max
## -3.8368 -0.0586 0.0064 0.0650 2.8267
##
## Coefficients:
## Estimate Std. Error
## (Intercept) 1.650e-14 3.330e-03
## C01_Feed44_Sys290_Ingredient.Val_CurrentBMTConcentration -2.184e-01 1.224e-01
## C01_CTRL.BMT_Level -4.528e-01 1.475e-01
## C01_LT000.Out_PV 5.095e-01 1.479e-01
## C01_CT950A.Out_PV 8.169e-04 4.156e-03
## C01_LT268.Out_PV 1.138e-01 1.542e-02
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration 8.952e-02 1.699e-02
## C01_AT135.Out_PV -1.063e-02 2.552e-02
## C01_TT335.Out_PV -4.037e-02 1.626e-02
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -1.512e-01 5.528e-02
## C01_LT267.Out_PV 4.051e-01 2.247e-01
## C01_TT313A.Out_PV 5.496e-02 4.059e-02
## C01_DT313A.Out_PV 2.650e-02 3.863e-02
## C01_LT514.Out_PV -2.318e-01 1.833e-01
## C01_TT330.Out_PV -3.716e-02 2.046e-02
## C01_TT208.Out_PV -1.254e-02 1.315e-02
## C01_LT277_KG.Out_PV 2.561e-02 4.566e-03
## C01_TT315A.Out_PV 3.290e-04 2.096e-02
## C01_LT255.Out_PV -2.915e-01 1.158e-01
## C01_DT315A.Out_PV 3.203e-03 9.630e-03
## C01_TT135.Out_PV -1.315e-01 1.337e-02
## C01_LT515.Out_PV 5.722e-01 1.631e-01
## C01_PT600A.Out_PV -1.689e-01 1.385e-01
## C01_DT314A.Out_PV 3.416e-02 1.792e-02
## C01_LT513.Out_PV 1.411e-01 1.227e-01
## C01_PT600F.Out_PV 1.555e-01 1.134e-01
## C01_TT236.Out_PV -6.424e-02 1.286e-02
## C01_PT119.Out_PV -1.690e-02 2.022e-02
## C01_LT267_KG.Out_PV -3.846e-01 2.242e-01
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 9.137e-02 9.072e-03
## C01_PT221.Out_PV 1.997e-02 2.488e-02
## C01_PT301.Out_PV 1.419e-02 6.231e-02
## C01_TT206.Out_PV -7.716e-02 3.544e-02
## C01_PT36712.Out_PV -1.428e-02 2.233e-02
## C01_TT260.Out_PV 1.316e-02 1.088e-02
## C01_PT36757.Out_PV -6.287e-02 1.031e-02
## C01_TT269.Out_PV 2.046e-01 2.855e-02
## C01_TT600A.Out_PV 1.147e-01 1.995e-02
## C01_TT600B.Out_PV 4.127e-02 1.390e-02
## C01_TT115A.Out_PV -1.506e-01 3.335e-02
## C01_LT514_KG.Out_PV 2.348e-01 1.833e-01
## C01_TT226.Out_PV -5.773e-04 5.710e-03
## C01_TT950A.Out_PV -1.230e-02 6.100e-03
## C01_PT214.Out_PV -1.663e-02 1.432e-02
## C01_TT210.Out_PV -6.060e-02 3.030e-02
## C01_PT36713.Out_PV 4.402e-02 8.877e-03
## C01_TT210A.Out_PV 5.620e-02 2.968e-02
## C01_TT113A.Out_PV 6.635e-02 2.399e-02
## C01_TT221.Out_PV 7.389e-02 1.082e-02
## C01_TT114A.Out_PV 1.662e-01 3.556e-02
## C01_PT36750.Out_PV 6.857e-04 9.436e-03
## C01_PT213.Out_PV 2.270e-02 1.162e-02
## C01_TT119.Out_PV 7.641e-03 3.874e-02
## C01_PT36758.Out_PV 5.965e-02 1.086e-02
## C01_PT319.Out_PV 6.322e-02 1.581e-02
## C01_TT319.Out_PV -1.738e-01 6.116e-02
## C01_PT36765.Out_PV -3.452e-02 1.430e-02
## C01_TT237.Out_PV -1.139e-01 5.165e-02
## C01_TT000A.Out_PV 4.337e-01 2.716e-02
## C01_DT113A.Out_PV 4.022e-03 8.916e-03
## C01_TT278.Out_PV 1.990e-01 5.111e-02
## C01_PT290A.Out_PV 4.251e-01 2.247e-01
## C01_LT255_KG.Out_PV 2.966e-01 1.160e-01
## C01_PT290B.Out_PV -4.317e-01 2.243e-01
## C01_PT215.Out_PV 2.837e-02 1.193e-02
## C01_AT000A_TT.Out_PV -6.026e-01 3.181e-02
## C01_TT274.Out_PV -1.602e-02 4.324e-03
## C01_LT515_KG.Out_PV -5.879e-01 1.636e-01
## C01_PC000_PID.PV -8.242e-02 3.124e-02
## C01_TT255.Out_PV 1.574e-03 2.218e-02
## C01_PT36756.Out_PV -1.896e-02 1.459e-02
## C01_PT000A.Out_PV 1.268e-01 3.169e-02
## C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration 3.837e-01 4.380e-02
## C01_Feed31_Sys269_Ingredient.Val_CurrentBMTConcentration -1.607e-01 6.385e-02
## C01_TT290.Out_PV -8.351e-03 9.158e-03
## C01_Feed13_Sys224_Ingredient.Val_CurrentBMTConcentration 4.628e-01 1.493e-01
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -3.130e-01 1.392e-01
## C01_LT513_KG.Out_PV -1.276e-01 1.232e-01
## C01_PT36764.Out_PV 4.936e-03 6.759e-03
## C01_DT114A.Out_PV -2.726e-03 7.368e-03
## C01_DT226.Out_PV 4.151e-02 1.950e-02
## C01_DT115A.Out_PV -2.881e-02 6.955e-03
## C01_PT000B.Out_PV 1.873e-02 1.219e-02
## C01_Feed03_Sys206_Ingredient.Val_CurrentBMTConcentration 4.054e-02 6.721e-02
## C01_PT36751.Out_PV -1.283e-02 6.452e-03
## C01_TT224.Out_PV 2.782e-02 5.450e-03
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration 1.102e-01 3.704e-02
## C01_DT224.Out_PV -3.516e-02 1.311e-02
## C01_DT135.Out_PV 1.520e-03 2.561e-02
## C01_DT267.Out_PV -2.394e-03 1.040e-02
## C01_AT000A.Out_PV 3.594e-02 5.152e-03
## C01_PT36754.Out_PV 3.225e-02 1.008e-02
## C01_AT335.Out_PV 1.990e-02 8.905e-03
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -9.811e-01 3.735e-02
## C01_PT36755.Out_PV 7.056e-03 8.817e-03
## C01_PT36767.Out_PV 7.647e-03 4.233e-03
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -3.989e-03 4.346e-03
## C01_AT000A_Raw.Out_PV -7.843e-03 1.955e-02
## C01_PIT790B.Out_PV -1.798e-02 3.596e-03
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 4.572e-02 1.352e-02
## C01_DT330.Out_PV 7.050e-03 3.741e-03
## C01_Feed43_Sys274_Ingredient.Val_CurrentBMTConcentration 2.087e-01 7.062e-02
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -6.567e-02 1.997e-02
## C01_DT260.Out_PV -4.608e-02 1.215e-02
## C01_PT279.Out_PV 1.801e-03 1.137e-02
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -7.969e-02 9.647e-03
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 2.734e-02 1.281e-02
## t value Pr(>|t|)
## (Intercept) 0.000 1.000000
## C01_Feed44_Sys290_Ingredient.Val_CurrentBMTConcentration -1.785 0.074334 .
## C01_CTRL.BMT_Level -3.071 0.002151 **
## C01_LT000.Out_PV 3.445 0.000576 ***
## C01_CT950A.Out_PV 0.197 0.844175
## C01_LT268.Out_PV 7.379 1.95e-13 ***
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration 5.269 1.45e-07 ***
## C01_AT135.Out_PV -0.417 0.676907
## C01_TT335.Out_PV -2.483 0.013054 *
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -2.735 0.006258 **
## C01_LT267.Out_PV 1.803 0.071487 .
## C01_TT313A.Out_PV 1.354 0.175836
## C01_DT313A.Out_PV 0.686 0.492781
## C01_LT514.Out_PV -1.265 0.206065
## C01_TT330.Out_PV -1.817 0.069315 .
## C01_TT208.Out_PV -0.953 0.340433
## C01_LT277_KG.Out_PV 5.610 2.17e-08 ***
## C01_TT315A.Out_PV 0.016 0.987476
## C01_LT255.Out_PV -2.516 0.011895 *
## C01_DT315A.Out_PV 0.333 0.739459
## C01_TT135.Out_PV -9.835 < 2e-16 ***
## C01_LT515.Out_PV 3.509 0.000455 ***
## C01_PT600A.Out_PV -1.220 0.222630
## C01_DT314A.Out_PV 1.906 0.056766 .
## C01_LT513.Out_PV 1.150 0.250154
## C01_PT600F.Out_PV 1.371 0.170431
## C01_TT236.Out_PV -4.995 6.16e-07 ***
## C01_PT119.Out_PV -0.836 0.403344
## C01_LT267_KG.Out_PV -1.716 0.086266 .
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 10.072 < 2e-16 ***
## C01_PT221.Out_PV 0.802 0.422352
## C01_PT301.Out_PV 0.228 0.819932
## C01_TT206.Out_PV -2.177 0.029538 *
## C01_PT36712.Out_PV -0.639 0.522573
## C01_TT260.Out_PV 1.210 0.226439
## C01_PT36757.Out_PV -6.096 1.19e-09 ***
## C01_TT269.Out_PV 7.165 9.26e-13 ***
## C01_TT600A.Out_PV 5.753 9.47e-09 ***
## C01_TT600B.Out_PV 2.970 0.002998 **
## C01_TT115A.Out_PV -4.516 6.50e-06 ***
## C01_LT514_KG.Out_PV 1.281 0.200391
## C01_TT226.Out_PV -0.101 0.919476
## C01_TT950A.Out_PV -2.017 0.043740 *
## C01_PT214.Out_PV -1.162 0.245483
## C01_TT210.Out_PV -2.000 0.045541 *
## C01_PT36713.Out_PV 4.958 7.41e-07 ***
## C01_TT210A.Out_PV 1.893 0.058403 .
## C01_TT113A.Out_PV 2.766 0.005698 **
## C01_TT221.Out_PV 6.831 9.73e-12 ***
## C01_TT114A.Out_PV 4.673 3.07e-06 ***
## C01_PT36750.Out_PV 0.073 0.942074
## C01_PT213.Out_PV 1.953 0.050850 .
## C01_TT119.Out_PV 0.197 0.843660
## C01_PT36758.Out_PV 5.492 4.22e-08 ***
## C01_PT319.Out_PV 3.999 6.49e-05 ***
## C01_TT319.Out_PV -2.842 0.004503 **
## C01_PT36765.Out_PV -2.414 0.015818 *
## C01_TT237.Out_PV -2.206 0.027465 *
## C01_TT000A.Out_PV 15.971 < 2e-16 ***
## C01_DT113A.Out_PV 0.451 0.651919
## C01_TT278.Out_PV 3.893 0.000101 ***
## C01_PT290A.Out_PV 1.891 0.058641 .
## C01_LT255_KG.Out_PV 2.557 0.010610 *
## C01_PT290B.Out_PV -1.925 0.054346 .
## C01_PT215.Out_PV 2.377 0.017485 *
## C01_AT000A_TT.Out_PV -18.941 < 2e-16 ***
## C01_TT274.Out_PV -3.703 0.000216 ***
## C01_LT515_KG.Out_PV -3.594 0.000330 ***
## C01_PC000_PID.PV -2.638 0.008364 **
## C01_TT255.Out_PV 0.071 0.943427
## C01_PT36756.Out_PV -1.299 0.193906
## C01_PT000A.Out_PV 4.001 6.42e-05 ***
## C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration 8.761 < 2e-16 ***
## C01_Feed31_Sys269_Ingredient.Val_CurrentBMTConcentration -2.517 0.011879 *
## C01_TT290.Out_PV -0.912 0.361924
## C01_Feed13_Sys224_Ingredient.Val_CurrentBMTConcentration 3.100 0.001947 **
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -2.248 0.024654 *
## C01_LT513_KG.Out_PV -1.036 0.300318
## C01_PT36764.Out_PV 0.730 0.465224
## C01_DT114A.Out_PV -0.370 0.711425
## C01_DT226.Out_PV 2.128 0.033386 *
## C01_DT115A.Out_PV -4.142 3.51e-05 ***
## C01_PT000B.Out_PV 1.536 0.124605
## C01_Feed03_Sys206_Ingredient.Val_CurrentBMTConcentration 0.603 0.546408
## C01_PT36751.Out_PV -1.988 0.046892 *
## C01_TT224.Out_PV 5.104 3.48e-07 ***
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration 2.975 0.002945 **
## C01_DT224.Out_PV -2.682 0.007345 **
## C01_DT135.Out_PV 0.059 0.952689
## C01_DT267.Out_PV -0.230 0.818056
## C01_AT000A.Out_PV 6.976 3.55e-12 ***
## C01_PT36754.Out_PV 3.201 0.001381 **
## C01_AT335.Out_PV 2.234 0.025519 *
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -26.270 < 2e-16 ***
## C01_PT36755.Out_PV 0.800 0.423650
## C01_PT36767.Out_PV 1.807 0.070916 .
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -0.918 0.358782
## C01_AT000A_Raw.Out_PV -0.401 0.688283
## C01_PIT790B.Out_PV -4.999 6.02e-07 ***
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 3.381 0.000729 ***
## C01_DT330.Out_PV 1.884 0.059583 .
## C01_Feed43_Sys274_Ingredient.Val_CurrentBMTConcentration 2.956 0.003140 **
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -3.288 0.001016 **
## C01_DT260.Out_PV -3.792 0.000152 ***
## C01_PT279.Out_PV 0.158 0.874165
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -8.261 < 2e-16 ***
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 2.135 0.032803 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.2096 on 3856 degrees of freedom
## Multiple R-squared: 0.9572, Adjusted R-squared: 0.9561
## F-statistic: 814.2 on 106 and 3856 DF, p-value: < 2.2e-16library(car)
v1<-data.frame(vif(lr))
v1 <- cbind(variable = row.names(v1), v1)
names(v1)<-c("NameTag","VIF")
###C01_PT290A.Out_PV
drop.cols <- c('C01_PT290A.Out_PV')
data3<-data3%>%select(-drop.cols)
lr = lm( C01_VT000.Out_PV~., data = data3)
summary(lr)##
## Call:
## lm(formula = C01_VT000.Out_PV ~ ., data = data3)
##
## Residuals:
## Min 1Q Median 3Q Max
## -3.8406 -0.0585 0.0063 0.0655 2.8245
##
## Coefficients:
## Estimate Std. Error
## (Intercept) 1.633e-14 3.331e-03
## C01_Feed44_Sys290_Ingredient.Val_CurrentBMTConcentration -2.303e-01 1.222e-01
## C01_CTRL.BMT_Level -4.531e-01 1.475e-01
## C01_LT000.Out_PV 5.103e-01 1.479e-01
## C01_CT950A.Out_PV 9.509e-04 4.157e-03
## C01_LT268.Out_PV 1.152e-01 1.541e-02
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration 9.062e-02 1.699e-02
## C01_AT135.Out_PV -1.028e-02 2.553e-02
## C01_TT335.Out_PV -4.142e-02 1.625e-02
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -1.538e-01 5.529e-02
## C01_LT267.Out_PV 4.180e-01 2.247e-01
## C01_TT313A.Out_PV 5.146e-02 4.056e-02
## C01_DT313A.Out_PV 2.390e-02 3.862e-02
## C01_LT514.Out_PV -1.962e-01 1.824e-01
## C01_TT330.Out_PV -3.585e-02 2.045e-02
## C01_TT208.Out_PV -1.355e-02 1.314e-02
## C01_LT277_KG.Out_PV 2.531e-02 4.565e-03
## C01_TT315A.Out_PV 1.163e-03 2.096e-02
## C01_LT255.Out_PV -2.754e-01 1.156e-01
## C01_DT315A.Out_PV 2.992e-03 9.633e-03
## C01_TT135.Out_PV -1.310e-01 1.337e-02
## C01_LT515.Out_PV 5.726e-01 1.631e-01
## C01_PT600A.Out_PV -1.730e-01 1.385e-01
## C01_DT314A.Out_PV 3.483e-02 1.793e-02
## C01_LT513.Out_PV 1.375e-01 1.227e-01
## C01_PT600F.Out_PV 1.597e-01 1.134e-01
## C01_TT236.Out_PV -6.374e-02 1.286e-02
## C01_PT119.Out_PV -1.663e-02 2.023e-02
## C01_LT267_KG.Out_PV -3.972e-01 2.241e-01
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 9.136e-02 9.075e-03
## C01_PT221.Out_PV 2.159e-02 2.488e-02
## C01_PT301.Out_PV 1.711e-02 6.231e-02
## C01_TT206.Out_PV -7.581e-02 3.545e-02
## C01_PT36712.Out_PV -1.571e-02 2.232e-02
## C01_TT260.Out_PV 1.219e-02 1.087e-02
## C01_PT36757.Out_PV -6.206e-02 1.031e-02
## C01_TT269.Out_PV 2.044e-01 2.856e-02
## C01_TT600A.Out_PV 1.172e-01 1.991e-02
## C01_TT600B.Out_PV 3.925e-02 1.386e-02
## C01_TT115A.Out_PV -1.523e-01 3.334e-02
## C01_LT514_KG.Out_PV 2.008e-01 1.825e-01
## C01_TT226.Out_PV -6.712e-04 5.712e-03
## C01_TT950A.Out_PV -1.220e-02 6.101e-03
## C01_PT214.Out_PV -1.743e-02 1.432e-02
## C01_TT210.Out_PV -6.033e-02 3.031e-02
## C01_PT36713.Out_PV 4.475e-02 8.872e-03
## C01_TT210A.Out_PV 5.622e-02 2.969e-02
## C01_TT113A.Out_PV 6.671e-02 2.399e-02
## C01_TT221.Out_PV 7.396e-02 1.082e-02
## C01_TT114A.Out_PV 1.681e-01 3.556e-02
## C01_PT36750.Out_PV 9.339e-04 9.439e-03
## C01_PT213.Out_PV 2.248e-02 1.162e-02
## C01_TT119.Out_PV 7.638e-03 3.876e-02
## C01_PT36758.Out_PV 5.943e-02 1.086e-02
## C01_PT319.Out_PV 6.359e-02 1.581e-02
## C01_TT319.Out_PV -1.703e-01 6.115e-02
## C01_PT36765.Out_PV -3.611e-02 1.428e-02
## C01_TT237.Out_PV -1.143e-01 5.167e-02
## C01_TT000A.Out_PV 4.351e-01 2.716e-02
## C01_DT113A.Out_PV 4.075e-03 8.919e-03
## C01_TT278.Out_PV 1.977e-01 5.112e-02
## C01_LT255_KG.Out_PV 2.805e-01 1.157e-01
## C01_PT290B.Out_PV -7.743e-03 8.329e-03
## C01_PT215.Out_PV 2.843e-02 1.194e-02
## C01_AT000A_TT.Out_PV -6.034e-01 3.182e-02
## C01_TT274.Out_PV -1.597e-02 4.326e-03
## C01_LT515_KG.Out_PV -5.876e-01 1.636e-01
## C01_PC000_PID.PV -8.222e-02 3.125e-02
## C01_TT255.Out_PV 1.551e-04 2.217e-02
## C01_PT36756.Out_PV -1.726e-02 1.457e-02
## C01_PT000A.Out_PV 1.271e-01 3.170e-02
## C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration 3.897e-01 4.370e-02
## C01_Feed31_Sys269_Ingredient.Val_CurrentBMTConcentration -1.620e-01 6.387e-02
## C01_TT290.Out_PV -8.994e-03 9.155e-03
## C01_Feed13_Sys224_Ingredient.Val_CurrentBMTConcentration 4.749e-01 1.492e-01
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -3.162e-01 1.393e-01
## C01_LT513_KG.Out_PV -1.238e-01 1.232e-01
## C01_PT36764.Out_PV 4.871e-03 6.761e-03
## C01_DT114A.Out_PV -2.364e-03 7.368e-03
## C01_DT226.Out_PV 4.250e-02 1.950e-02
## C01_DT115A.Out_PV -2.864e-02 6.957e-03
## C01_PT000B.Out_PV 1.890e-02 1.219e-02
## C01_Feed03_Sys206_Ingredient.Val_CurrentBMTConcentration 3.189e-02 6.707e-02
## C01_PT36751.Out_PV -1.332e-02 6.449e-03
## C01_TT224.Out_PV 2.813e-02 5.450e-03
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration 1.130e-01 3.702e-02
## C01_DT224.Out_PV -3.419e-02 1.310e-02
## C01_DT135.Out_PV 1.483e-03 2.562e-02
## C01_DT267.Out_PV -1.935e-03 1.041e-02
## C01_AT000A.Out_PV 3.605e-02 5.154e-03
## C01_PT36754.Out_PV 3.196e-02 1.008e-02
## C01_AT335.Out_PV 1.991e-02 8.908e-03
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -9.764e-01 3.728e-02
## C01_PT36755.Out_PV 7.591e-03 8.816e-03
## C01_PT36767.Out_PV 7.658e-03 4.234e-03
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -4.282e-03 4.345e-03
## C01_AT000A_Raw.Out_PV -7.684e-03 1.955e-02
## C01_PIT790B.Out_PV -1.804e-02 3.597e-03
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 4.598e-02 1.353e-02
## C01_DT330.Out_PV 7.274e-03 3.741e-03
## C01_Feed43_Sys274_Ingredient.Val_CurrentBMTConcentration 2.137e-01 7.060e-02
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -6.748e-02 1.995e-02
## C01_DT260.Out_PV -4.536e-02 1.215e-02
## C01_PT279.Out_PV 5.910e-04 1.135e-02
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -7.954e-02 9.650e-03
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 2.701e-02 1.281e-02
## t value Pr(>|t|)
## (Intercept) 0.000 1.000000
## C01_Feed44_Sys290_Ingredient.Val_CurrentBMTConcentration -1.884 0.059618 .
## C01_CTRL.BMT_Level -3.072 0.002144 **
## C01_LT000.Out_PV 3.450 0.000567 ***
## C01_CT950A.Out_PV 0.229 0.819054
## C01_LT268.Out_PV 7.477 9.37e-14 ***
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration 5.335 1.01e-07 ***
## C01_AT135.Out_PV -0.403 0.687233
## C01_TT335.Out_PV -2.549 0.010851 *
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -2.781 0.005444 **
## C01_LT267.Out_PV 1.861 0.062846 .
## C01_TT313A.Out_PV 1.269 0.204631
## C01_DT313A.Out_PV 0.619 0.535964
## C01_LT514.Out_PV -1.075 0.282278
## C01_TT330.Out_PV -1.753 0.079650 .
## C01_TT208.Out_PV -1.031 0.302714
## C01_LT277_KG.Out_PV 5.544 3.15e-08 ***
## C01_TT315A.Out_PV 0.056 0.955742
## C01_LT255.Out_PV -2.383 0.017199 *
## C01_DT315A.Out_PV 0.311 0.756135
## C01_TT135.Out_PV -9.799 < 2e-16 ***
## C01_LT515.Out_PV 3.510 0.000452 ***
## C01_PT600A.Out_PV -1.249 0.211686
## C01_DT314A.Out_PV 1.943 0.052079 .
## C01_LT513.Out_PV 1.121 0.262392
## C01_PT600F.Out_PV 1.408 0.159134
## C01_TT236.Out_PV -4.955 7.53e-07 ***
## C01_PT119.Out_PV -0.822 0.410978
## C01_LT267_KG.Out_PV -1.772 0.076469 .
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 10.068 < 2e-16 ***
## C01_PT221.Out_PV 0.868 0.385413
## C01_PT301.Out_PV 0.275 0.783692
## C01_TT206.Out_PV -2.139 0.032511 *
## C01_PT36712.Out_PV -0.704 0.481592
## C01_TT260.Out_PV 1.122 0.262053
## C01_PT36757.Out_PV -6.021 1.89e-09 ***
## C01_TT269.Out_PV 7.157 9.85e-13 ***
## C01_TT600A.Out_PV 5.886 4.28e-09 ***
## C01_TT600B.Out_PV 2.832 0.004652 **
## C01_TT115A.Out_PV -4.569 5.06e-06 ***
## C01_LT514_KG.Out_PV 1.100 0.271278
## C01_TT226.Out_PV -0.118 0.906454
## C01_TT950A.Out_PV -1.999 0.045630 *
## C01_PT214.Out_PV -1.217 0.223539
## C01_TT210.Out_PV -1.991 0.046577 *
## C01_PT36713.Out_PV 5.044 4.78e-07 ***
## C01_TT210A.Out_PV 1.893 0.058384 .
## C01_TT113A.Out_PV 2.780 0.005456 **
## C01_TT221.Out_PV 6.835 9.47e-12 ***
## C01_TT114A.Out_PV 4.727 2.36e-06 ***
## C01_PT36750.Out_PV 0.099 0.921190
## C01_PT213.Out_PV 1.934 0.053237 .
## C01_TT119.Out_PV 0.197 0.843778
## C01_PT36758.Out_PV 5.470 4.78e-08 ***
## C01_PT319.Out_PV 4.021 5.89e-05 ***
## C01_TT319.Out_PV -2.785 0.005379 **
## C01_PT36765.Out_PV -2.529 0.011481 *
## C01_TT237.Out_PV -2.212 0.026996 *
## C01_TT000A.Out_PV 16.024 < 2e-16 ***
## C01_DT113A.Out_PV 0.457 0.647783
## C01_TT278.Out_PV 3.868 0.000111 ***
## C01_LT255_KG.Out_PV 2.424 0.015416 *
## C01_PT290B.Out_PV -0.930 0.352585
## C01_PT215.Out_PV 2.382 0.017286 *
## C01_AT000A_TT.Out_PV -18.961 < 2e-16 ***
## C01_TT274.Out_PV -3.692 0.000226 ***
## C01_LT515_KG.Out_PV -3.591 0.000333 ***
## C01_PC000_PID.PV -2.631 0.008546 **
## C01_TT255.Out_PV 0.007 0.994418
## C01_PT36756.Out_PV -1.185 0.236273
## C01_PT000A.Out_PV 4.011 6.17e-05 ***
## C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration 8.918 < 2e-16 ***
## C01_Feed31_Sys269_Ingredient.Val_CurrentBMTConcentration -2.536 0.011251 *
## C01_TT290.Out_PV -0.982 0.325989
## C01_Feed13_Sys224_Ingredient.Val_CurrentBMTConcentration 3.183 0.001469 **
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -2.270 0.023255 *
## C01_LT513_KG.Out_PV -1.005 0.314809
## C01_PT36764.Out_PV 0.720 0.471343
## C01_DT114A.Out_PV -0.321 0.748335
## C01_DT226.Out_PV 2.179 0.029396 *
## C01_DT115A.Out_PV -4.117 3.93e-05 ***
## C01_PT000B.Out_PV 1.550 0.121238
## C01_Feed03_Sys206_Ingredient.Val_CurrentBMTConcentration 0.475 0.634461
## C01_PT36751.Out_PV -2.066 0.038908 *
## C01_TT224.Out_PV 5.162 2.57e-07 ***
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration 3.053 0.002281 **
## C01_DT224.Out_PV -2.610 0.009098 **
## C01_DT135.Out_PV 0.058 0.953863
## C01_DT267.Out_PV -0.186 0.852473
## C01_AT000A.Out_PV 6.995 3.11e-12 ***
## C01_PT36754.Out_PV 3.171 0.001529 **
## C01_AT335.Out_PV 2.235 0.025490 *
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -26.193 < 2e-16 ***
## C01_PT36755.Out_PV 0.861 0.389267
## C01_PT36767.Out_PV 1.808 0.070627 .
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -0.986 0.324339
## C01_AT000A_Raw.Out_PV -0.393 0.694372
## C01_PIT790B.Out_PV -5.015 5.54e-07 ***
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 3.400 0.000682 ***
## C01_DT330.Out_PV 1.945 0.051903 .
## C01_Feed43_Sys274_Ingredient.Val_CurrentBMTConcentration 3.027 0.002484 **
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -3.382 0.000727 ***
## C01_DT260.Out_PV -3.733 0.000192 ***
## C01_PT279.Out_PV 0.052 0.958492
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -8.243 2.28e-16 ***
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 2.109 0.035047 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.2097 on 3857 degrees of freedom
## Multiple R-squared: 0.9572, Adjusted R-squared: 0.956
## F-statistic: 821.4 on 105 and 3857 DF, p-value: < 2.2e-16library(car)
v1<-data.frame(vif(lr))
v1 <- cbind(variable = row.names(v1), v1)
names(v1)<-c("NameTag","VIF")
###check###
colnames(data3)=="C01_PT290A.Out_PV"## [1] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [13] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [25] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [37] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [49] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [61] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [73] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [85] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [97] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE##C01_LT267.Out_PV
drop.cols <- c('C01_LT267.Out_PV')
data3<-data3%>%select(-drop.cols)
lr = lm( C01_VT000.Out_PV~., data = data3)
summary(lr)##
## Call:
## lm(formula = C01_VT000.Out_PV ~ ., data = data3)
##
## Residuals:
## Min 1Q Median 3Q Max
## -3.8406 -0.0595 0.0067 0.0648 2.8232
##
## Coefficients:
## Estimate Std. Error
## (Intercept) 1.467e-14 3.332e-03
## C01_Feed44_Sys290_Ingredient.Val_CurrentBMTConcentration -2.202e-01 1.222e-01
## C01_CTRL.BMT_Level -4.474e-01 1.475e-01
## C01_LT000.Out_PV 5.048e-01 1.479e-01
## C01_CT950A.Out_PV 1.151e-04 4.134e-03
## C01_LT268.Out_PV 1.150e-01 1.541e-02
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration 8.871e-02 1.696e-02
## C01_AT135.Out_PV -8.808e-03 2.552e-02
## C01_TT335.Out_PV -4.354e-02 1.622e-02
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -1.450e-01 5.510e-02
## C01_TT313A.Out_PV 5.257e-02 4.057e-02
## C01_DT313A.Out_PV 2.539e-02 3.862e-02
## C01_LT514.Out_PV -2.225e-01 1.819e-01
## C01_TT330.Out_PV -3.383e-02 2.043e-02
## C01_TT208.Out_PV -1.319e-02 1.315e-02
## C01_LT277_KG.Out_PV 2.512e-02 4.565e-03
## C01_TT315A.Out_PV -3.628e-04 2.095e-02
## C01_LT255.Out_PV -2.745e-01 1.156e-01
## C01_DT315A.Out_PV 3.393e-03 9.633e-03
## C01_TT135.Out_PV -1.290e-01 1.333e-02
## C01_LT515.Out_PV 6.078e-01 1.621e-01
## C01_PT600A.Out_PV -1.802e-01 1.385e-01
## C01_DT314A.Out_PV 3.680e-02 1.790e-02
## C01_LT513.Out_PV 1.694e-01 1.215e-01
## C01_PT600F.Out_PV 1.684e-01 1.134e-01
## C01_TT236.Out_PV -6.082e-02 1.277e-02
## C01_PT119.Out_PV -1.718e-02 2.023e-02
## C01_LT267_KG.Out_PV 1.944e-02 1.059e-02
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 8.933e-02 9.011e-03
## C01_PT221.Out_PV 2.255e-02 2.488e-02
## C01_PT301.Out_PV 1.956e-02 6.232e-02
## C01_TT206.Out_PV -8.587e-02 3.504e-02
## C01_PT36712.Out_PV -1.655e-02 2.232e-02
## C01_TT260.Out_PV 1.337e-02 1.085e-02
## C01_PT36757.Out_PV -6.228e-02 1.031e-02
## C01_TT269.Out_PV 2.056e-01 2.856e-02
## C01_TT600A.Out_PV 1.152e-01 1.989e-02
## C01_TT600B.Out_PV 3.797e-02 1.385e-02
## C01_TT115A.Out_PV -1.483e-01 3.328e-02
## C01_LT514_KG.Out_PV 2.281e-01 1.820e-01
## C01_TT226.Out_PV -4.759e-04 5.712e-03
## C01_TT950A.Out_PV -1.246e-02 6.102e-03
## C01_PT214.Out_PV -1.795e-02 1.432e-02
## C01_TT210.Out_PV -6.085e-02 3.032e-02
## C01_PT36713.Out_PV 4.439e-02 8.873e-03
## C01_TT210A.Out_PV 5.592e-02 2.970e-02
## C01_TT113A.Out_PV 6.765e-02 2.400e-02
## C01_TT221.Out_PV 7.510e-02 1.081e-02
## C01_TT114A.Out_PV 1.659e-01 3.555e-02
## C01_PT36750.Out_PV 1.358e-03 9.439e-03
## C01_PT213.Out_PV 2.236e-02 1.163e-02
## C01_TT119.Out_PV 9.067e-03 3.876e-02
## C01_PT36758.Out_PV 5.901e-02 1.087e-02
## C01_PT319.Out_PV 6.392e-02 1.582e-02
## C01_TT319.Out_PV -1.601e-01 6.093e-02
## C01_PT36765.Out_PV -3.650e-02 1.428e-02
## C01_TT237.Out_PV -1.103e-01 5.164e-02
## C01_TT000A.Out_PV 4.364e-01 2.716e-02
## C01_DT113A.Out_PV 4.356e-03 8.921e-03
## C01_TT278.Out_PV 1.939e-01 5.110e-02
## C01_LT255_KG.Out_PV 2.799e-01 1.158e-01
## C01_PT290B.Out_PV -7.085e-03 8.324e-03
## C01_PT215.Out_PV 2.732e-02 1.193e-02
## C01_AT000A_TT.Out_PV -6.007e-01 3.180e-02
## C01_TT274.Out_PV -1.610e-02 4.326e-03
## C01_LT515_KG.Out_PV -6.212e-01 1.627e-01
## C01_PC000_PID.PV -7.792e-02 3.117e-02
## C01_TT255.Out_PV -3.667e-03 2.208e-02
## C01_PT36756.Out_PV -1.744e-02 1.457e-02
## C01_PT000A.Out_PV 1.261e-01 3.170e-02
## C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration 3.789e-01 4.332e-02
## C01_Feed31_Sys269_Ingredient.Val_CurrentBMTConcentration -1.742e-01 6.355e-02
## C01_TT290.Out_PV -9.289e-03 9.157e-03
## C01_Feed13_Sys224_Ingredient.Val_CurrentBMTConcentration 4.729e-01 1.492e-01
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -3.042e-01 1.392e-01
## C01_LT513_KG.Out_PV -1.553e-01 1.221e-01
## C01_PT36764.Out_PV 5.212e-03 6.761e-03
## C01_DT114A.Out_PV -2.073e-03 7.368e-03
## C01_DT226.Out_PV 3.940e-02 1.944e-02
## C01_DT115A.Out_PV -2.988e-02 6.927e-03
## C01_PT000B.Out_PV 1.435e-02 1.195e-02
## C01_Feed03_Sys206_Ingredient.Val_CurrentBMTConcentration 4.252e-02 6.685e-02
## C01_PT36751.Out_PV -1.272e-02 6.443e-03
## C01_TT224.Out_PV 2.724e-02 5.431e-03
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration 1.117e-01 3.703e-02
## C01_DT224.Out_PV -3.540e-02 1.309e-02
## C01_DT135.Out_PV -2.983e-04 2.561e-02
## C01_DT267.Out_PV -2.390e-03 1.041e-02
## C01_AT000A.Out_PV 3.582e-02 5.154e-03
## C01_PT36754.Out_PV 3.273e-02 1.007e-02
## C01_AT335.Out_PV 2.153e-02 8.868e-03
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -9.858e-01 3.694e-02
## C01_PT36755.Out_PV 6.957e-03 8.812e-03
## C01_PT36767.Out_PV 7.062e-03 4.224e-03
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -3.853e-03 4.340e-03
## C01_AT000A_Raw.Out_PV -1.090e-02 1.948e-02
## C01_PIT790B.Out_PV -1.791e-02 3.597e-03
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 4.791e-02 1.349e-02
## C01_DT330.Out_PV 7.477e-03 3.740e-03
## C01_Feed43_Sys274_Ingredient.Val_CurrentBMTConcentration 2.018e-01 7.033e-02
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -6.709e-02 1.996e-02
## C01_DT260.Out_PV -4.600e-02 1.215e-02
## C01_PT279.Out_PV 2.365e-05 1.135e-02
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -7.931e-02 9.652e-03
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 2.867e-02 1.278e-02
## t value Pr(>|t|)
## (Intercept) 0.000 1.000000
## C01_Feed44_Sys290_Ingredient.Val_CurrentBMTConcentration -1.803 0.071525 .
## C01_CTRL.BMT_Level -3.033 0.002439 **
## C01_LT000.Out_PV 3.412 0.000651 ***
## C01_CT950A.Out_PV 0.028 0.977794
## C01_LT268.Out_PV 7.465 1.03e-13 ***
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration 5.231 1.78e-07 ***
## C01_AT135.Out_PV -0.345 0.730008
## C01_TT335.Out_PV -2.685 0.007289 **
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -2.631 0.008541 **
## C01_TT313A.Out_PV 1.296 0.195158
## C01_DT313A.Out_PV 0.657 0.511032
## C01_LT514.Out_PV -1.223 0.221387
## C01_TT330.Out_PV -1.656 0.097836 .
## C01_TT208.Out_PV -1.004 0.315622
## C01_LT277_KG.Out_PV 5.503 3.98e-08 ***
## C01_TT315A.Out_PV -0.017 0.986183
## C01_LT255.Out_PV -2.375 0.017607 *
## C01_DT315A.Out_PV 0.352 0.724719
## C01_TT135.Out_PV -9.676 < 2e-16 ***
## C01_LT515.Out_PV 3.750 0.000179 ***
## C01_PT600A.Out_PV -1.301 0.193316
## C01_DT314A.Out_PV 2.056 0.039878 *
## C01_LT513.Out_PV 1.393 0.163562
## C01_PT600F.Out_PV 1.486 0.137482
## C01_TT236.Out_PV -4.762 1.98e-06 ***
## C01_PT119.Out_PV -0.849 0.395768
## C01_LT267_KG.Out_PV 1.835 0.066590 .
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 9.913 < 2e-16 ***
## C01_PT221.Out_PV 0.906 0.364803
## C01_PT301.Out_PV 0.314 0.753646
## C01_TT206.Out_PV -2.450 0.014313 *
## C01_PT36712.Out_PV -0.741 0.458539
## C01_TT260.Out_PV 1.232 0.218020
## C01_PT36757.Out_PV -6.041 1.68e-09 ***
## C01_TT269.Out_PV 7.197 7.35e-13 ***
## C01_TT600A.Out_PV 5.791 7.55e-09 ***
## C01_TT600B.Out_PV 2.742 0.006135 **
## C01_TT115A.Out_PV -4.456 8.59e-06 ***
## C01_LT514_KG.Out_PV 1.253 0.210187
## C01_TT226.Out_PV -0.083 0.933604
## C01_TT950A.Out_PV -2.042 0.041176 *
## C01_PT214.Out_PV -1.254 0.209947
## C01_TT210.Out_PV -2.007 0.044780 *
## C01_PT36713.Out_PV 5.003 5.88e-07 ***
## C01_TT210A.Out_PV 1.883 0.059804 .
## C01_TT113A.Out_PV 2.819 0.004837 **
## C01_TT221.Out_PV 6.950 4.27e-12 ***
## C01_TT114A.Out_PV 4.667 3.16e-06 ***
## C01_PT36750.Out_PV 0.144 0.885613
## C01_PT213.Out_PV 1.923 0.054590 .
## C01_TT119.Out_PV 0.234 0.815070
## C01_PT36758.Out_PV 5.431 5.96e-08 ***
## C01_PT319.Out_PV 4.041 5.42e-05 ***
## C01_TT319.Out_PV -2.628 0.008611 **
## C01_PT36765.Out_PV -2.556 0.010640 *
## C01_TT237.Out_PV -2.135 0.032808 *
## C01_TT000A.Out_PV 16.070 < 2e-16 ***
## C01_DT113A.Out_PV 0.488 0.625396
## C01_TT278.Out_PV 3.796 0.000150 ***
## C01_LT255_KG.Out_PV 2.418 0.015671 *
## C01_PT290B.Out_PV -0.851 0.394736
## C01_PT215.Out_PV 2.291 0.022042 *
## C01_AT000A_TT.Out_PV -18.891 < 2e-16 ***
## C01_TT274.Out_PV -3.722 0.000201 ***
## C01_LT515_KG.Out_PV -3.818 0.000137 ***
## C01_PC000_PID.PV -2.500 0.012477 *
## C01_TT255.Out_PV -0.166 0.868131
## C01_PT36756.Out_PV -1.197 0.231401
## C01_PT000A.Out_PV 3.976 7.12e-05 ***
## C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration 8.745 < 2e-16 ***
## C01_Feed31_Sys269_Ingredient.Val_CurrentBMTConcentration -2.741 0.006160 **
## C01_TT290.Out_PV -1.014 0.310431
## C01_Feed13_Sys224_Ingredient.Val_CurrentBMTConcentration 3.169 0.001542 **
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -2.186 0.028902 *
## C01_LT513_KG.Out_PV -1.272 0.203312
## C01_PT36764.Out_PV 0.771 0.440843
## C01_DT114A.Out_PV -0.281 0.778467
## C01_DT226.Out_PV 2.027 0.042732 *
## C01_DT115A.Out_PV -4.314 1.65e-05 ***
## C01_PT000B.Out_PV 1.201 0.229788
## C01_Feed03_Sys206_Ingredient.Val_CurrentBMTConcentration 0.636 0.524814
## C01_PT36751.Out_PV -1.975 0.048387 *
## C01_TT224.Out_PV 5.017 5.50e-07 ***
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration 3.018 0.002560 **
## C01_DT224.Out_PV -2.705 0.006870 **
## C01_DT135.Out_PV -0.012 0.990708
## C01_DT267.Out_PV -0.230 0.818387
## C01_AT000A.Out_PV 6.950 4.26e-12 ***
## C01_PT36754.Out_PV 3.250 0.001165 **
## C01_AT335.Out_PV 2.428 0.015232 *
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -26.688 < 2e-16 ***
## C01_PT36755.Out_PV 0.789 0.429871
## C01_PT36767.Out_PV 1.672 0.094592 .
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -0.888 0.374673
## C01_AT000A_Raw.Out_PV -0.559 0.576042
## C01_PIT790B.Out_PV -4.978 6.70e-07 ***
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 3.551 0.000388 ***
## C01_DT330.Out_PV 1.999 0.045664 *
## C01_Feed43_Sys274_Ingredient.Val_CurrentBMTConcentration 2.869 0.004140 **
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -3.361 0.000784 ***
## C01_DT260.Out_PV -3.786 0.000156 ***
## C01_PT279.Out_PV 0.002 0.998338
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -8.217 2.82e-16 ***
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 2.243 0.024966 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.2098 on 3858 degrees of freedom
## Multiple R-squared: 0.9572, Adjusted R-squared: 0.956
## F-statistic: 828.7 on 104 and 3858 DF, p-value: < 2.2e-16library(car)
v1<-data.frame(vif(lr))
v1 <- cbind(variable = row.names(v1), v1)
names(v1)<-c("NameTag","VIF")
###C01_LT514_KG.Out_PV
drop.cols <- c('C01_LT514_KG.Out_PV')
data3<-data3%>%select(-drop.cols)
lr = lm( C01_VT000.Out_PV~., data = data3)
summary(lr)##
## Call:
## lm(formula = C01_VT000.Out_PV ~ ., data = data3)
##
## Residuals:
## Min 1Q Median 3Q Max
## -3.8411 -0.0589 0.0070 0.0653 2.8210
##
## Coefficients:
## Estimate Std. Error
## (Intercept) 1.620e-14 3.332e-03
## C01_Feed44_Sys290_Ingredient.Val_CurrentBMTConcentration -2.308e-01 1.219e-01
## C01_CTRL.BMT_Level -4.442e-01 1.475e-01
## C01_LT000.Out_PV 5.013e-01 1.479e-01
## C01_CT950A.Out_PV 1.440e-04 4.134e-03
## C01_LT268.Out_PV 1.139e-01 1.538e-02
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration 8.869e-02 1.696e-02
## C01_AT135.Out_PV -9.326e-03 2.552e-02
## C01_TT335.Out_PV -4.420e-02 1.621e-02
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -1.484e-01 5.504e-02
## C01_TT313A.Out_PV 5.513e-02 4.052e-02
## C01_DT313A.Out_PV 2.687e-02 3.861e-02
## C01_LT514.Out_PV 5.307e-03 7.427e-03
## C01_TT330.Out_PV -3.384e-02 2.043e-02
## C01_TT208.Out_PV -1.189e-02 1.310e-02
## C01_LT277_KG.Out_PV 2.484e-02 4.560e-03
## C01_TT315A.Out_PV -1.850e-04 2.095e-02
## C01_LT255.Out_PV -2.723e-01 1.156e-01
## C01_DT315A.Out_PV 3.474e-03 9.634e-03
## C01_TT135.Out_PV -1.279e-01 1.330e-02
## C01_LT515.Out_PV 5.909e-01 1.615e-01
## C01_PT600A.Out_PV -1.852e-01 1.384e-01
## C01_DT314A.Out_PV 3.453e-02 1.781e-02
## C01_LT513.Out_PV 1.497e-01 1.205e-01
## C01_PT600F.Out_PV 1.715e-01 1.133e-01
## C01_TT236.Out_PV -5.937e-02 1.272e-02
## C01_PT119.Out_PV -1.793e-02 2.022e-02
## C01_LT267_KG.Out_PV 1.987e-02 1.059e-02
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 8.951e-02 9.011e-03
## C01_PT221.Out_PV 2.135e-02 2.486e-02
## C01_PT301.Out_PV 2.218e-02 6.229e-02
## C01_TT206.Out_PV -8.017e-02 3.475e-02
## C01_PT36712.Out_PV -1.557e-02 2.231e-02
## C01_TT260.Out_PV 1.340e-02 1.085e-02
## C01_PT36757.Out_PV -6.407e-02 1.021e-02
## C01_TT269.Out_PV 2.072e-01 2.853e-02
## C01_TT600A.Out_PV 1.135e-01 1.984e-02
## C01_TT600B.Out_PV 3.949e-02 1.380e-02
## C01_TT115A.Out_PV -1.442e-01 3.312e-02
## C01_TT226.Out_PV -2.329e-04 5.710e-03
## C01_TT950A.Out_PV -1.058e-02 5.914e-03
## C01_PT214.Out_PV -1.599e-02 1.423e-02
## C01_TT210.Out_PV -5.920e-02 3.029e-02
## C01_PT36713.Out_PV 4.357e-02 8.849e-03
## C01_TT210A.Out_PV 5.320e-02 2.962e-02
## C01_TT113A.Out_PV 6.758e-02 2.400e-02
## C01_TT221.Out_PV 7.443e-02 1.079e-02
## C01_TT114A.Out_PV 1.592e-01 3.514e-02
## C01_PT36750.Out_PV 2.322e-03 9.408e-03
## C01_PT213.Out_PV 2.291e-02 1.162e-02
## C01_TT119.Out_PV 7.343e-03 3.874e-02
## C01_PT36758.Out_PV 5.901e-02 1.087e-02
## C01_PT319.Out_PV 6.346e-02 1.581e-02
## C01_TT319.Out_PV -1.552e-01 6.080e-02
## C01_PT36765.Out_PV -3.757e-02 1.426e-02
## C01_TT237.Out_PV -1.075e-01 5.159e-02
## C01_TT000A.Out_PV 4.376e-01 2.714e-02
## C01_DT113A.Out_PV 4.139e-03 8.920e-03
## C01_TT278.Out_PV 1.898e-01 5.099e-02
## C01_LT255_KG.Out_PV 2.783e-01 1.158e-01
## C01_PT290B.Out_PV -7.632e-03 8.313e-03
## C01_PT215.Out_PV 2.749e-02 1.193e-02
## C01_AT000A_TT.Out_PV -6.009e-01 3.180e-02
## C01_TT274.Out_PV -1.592e-02 4.324e-03
## C01_LT515_KG.Out_PV -6.032e-01 1.621e-01
## C01_PC000_PID.PV -7.962e-02 3.115e-02
## C01_TT255.Out_PV -4.283e-03 2.208e-02
## C01_PT36756.Out_PV -1.815e-02 1.456e-02
## C01_PT000A.Out_PV 1.275e-01 3.168e-02
## C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration 3.844e-01 4.311e-02
## C01_Feed31_Sys269_Ingredient.Val_CurrentBMTConcentration -1.796e-01 6.341e-02
## C01_TT290.Out_PV -9.936e-03 9.143e-03
## C01_Feed13_Sys224_Ingredient.Val_CurrentBMTConcentration 4.963e-01 1.481e-01
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -3.166e-01 1.388e-01
## C01_LT513_KG.Out_PV -1.350e-01 1.210e-01
## C01_PT36764.Out_PV 5.590e-03 6.755e-03
## C01_DT114A.Out_PV -2.318e-03 7.366e-03
## C01_DT226.Out_PV 3.787e-02 1.940e-02
## C01_DT115A.Out_PV -2.881e-02 6.875e-03
## C01_PT000B.Out_PV 1.476e-02 1.195e-02
## C01_Feed03_Sys206_Ingredient.Val_CurrentBMTConcentration 4.353e-02 6.685e-02
## C01_PT36751.Out_PV -1.277e-02 6.444e-03
## C01_TT224.Out_PV 2.679e-02 5.419e-03
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration 1.153e-01 3.692e-02
## C01_DT224.Out_PV -3.518e-02 1.309e-02
## C01_DT135.Out_PV 1.971e-05 2.561e-02
## C01_DT267.Out_PV -1.861e-03 1.040e-02
## C01_AT000A.Out_PV 3.605e-02 5.151e-03
## C01_PT36754.Out_PV 3.320e-02 1.007e-02
## C01_AT335.Out_PV 2.269e-02 8.820e-03
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -9.834e-01 3.689e-02
## C01_PT36755.Out_PV 7.016e-03 8.813e-03
## C01_PT36767.Out_PV 6.729e-03 4.216e-03
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -3.788e-03 4.340e-03
## C01_AT000A_Raw.Out_PV -1.303e-02 1.941e-02
## C01_PIT790B.Out_PV -1.780e-02 3.597e-03
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 4.890e-02 1.347e-02
## C01_DT330.Out_PV 6.934e-03 3.715e-03
## C01_Feed43_Sys274_Ingredient.Val_CurrentBMTConcentration 1.985e-01 7.028e-02
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -6.733e-02 1.996e-02
## C01_DT260.Out_PV -4.781e-02 1.206e-02
## C01_PT279.Out_PV -6.578e-03 1.006e-02
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -7.963e-02 9.649e-03
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 2.900e-02 1.278e-02
## t value Pr(>|t|)
## (Intercept) 0.000 1.000000
## C01_Feed44_Sys290_Ingredient.Val_CurrentBMTConcentration -1.894 0.058349 .
## C01_CTRL.BMT_Level -3.011 0.002618 **
## C01_LT000.Out_PV 3.389 0.000708 ***
## C01_CT950A.Out_PV 0.035 0.972209
## C01_LT268.Out_PV 7.403 1.63e-13 ***
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration 5.229 1.80e-07 ***
## C01_AT135.Out_PV -0.365 0.714794
## C01_TT335.Out_PV -2.727 0.006429 **
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -2.697 0.007025 **
## C01_TT313A.Out_PV 1.360 0.173766
## C01_DT313A.Out_PV 0.696 0.486443
## C01_LT514.Out_PV 0.715 0.474960
## C01_TT330.Out_PV -1.656 0.097731 .
## C01_TT208.Out_PV -0.907 0.364473
## C01_LT277_KG.Out_PV 5.447 5.44e-08 ***
## C01_TT315A.Out_PV -0.009 0.992956
## C01_LT255.Out_PV -2.355 0.018549 *
## C01_DT315A.Out_PV 0.361 0.718388
## C01_TT135.Out_PV -9.614 < 2e-16 ***
## C01_LT515.Out_PV 3.659 0.000257 ***
## C01_PT600A.Out_PV -1.338 0.181111
## C01_DT314A.Out_PV 1.939 0.052590 .
## C01_LT513.Out_PV 1.242 0.214383
## C01_PT600F.Out_PV 1.513 0.130277
## C01_TT236.Out_PV -4.668 3.15e-06 ***
## C01_PT119.Out_PV -0.887 0.375366
## C01_LT267_KG.Out_PV 1.876 0.060681 .
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 9.934 < 2e-16 ***
## C01_PT221.Out_PV 0.859 0.390626
## C01_PT301.Out_PV 0.356 0.721851
## C01_TT206.Out_PV -2.307 0.021098 *
## C01_PT36712.Out_PV -0.698 0.485456
## C01_TT260.Out_PV 1.235 0.216836
## C01_PT36757.Out_PV -6.274 3.90e-10 ***
## C01_TT269.Out_PV 7.263 4.56e-13 ***
## C01_TT600A.Out_PV 5.720 1.15e-08 ***
## C01_TT600B.Out_PV 2.863 0.004225 **
## C01_TT115A.Out_PV -4.353 1.38e-05 ***
## C01_TT226.Out_PV -0.041 0.967468
## C01_TT950A.Out_PV -1.789 0.073744 .
## C01_PT214.Out_PV -1.123 0.261444
## C01_TT210.Out_PV -1.954 0.050724 .
## C01_PT36713.Out_PV 4.924 8.85e-07 ***
## C01_TT210A.Out_PV 1.796 0.072593 .
## C01_TT113A.Out_PV 2.816 0.004884 **
## C01_TT221.Out_PV 6.896 6.23e-12 ***
## C01_TT114A.Out_PV 4.529 6.10e-06 ***
## C01_PT36750.Out_PV 0.247 0.805101
## C01_PT213.Out_PV 1.971 0.048795 *
## C01_TT119.Out_PV 0.190 0.849682
## C01_PT36758.Out_PV 5.431 5.96e-08 ***
## C01_PT319.Out_PV 4.013 6.10e-05 ***
## C01_TT319.Out_PV -2.553 0.010731 *
## C01_PT36765.Out_PV -2.635 0.008457 **
## C01_TT237.Out_PV -2.083 0.037289 *
## C01_TT000A.Out_PV 16.122 < 2e-16 ***
## C01_DT113A.Out_PV 0.464 0.642635
## C01_TT278.Out_PV 3.722 0.000200 ***
## C01_LT255_KG.Out_PV 2.404 0.016270 *
## C01_PT290B.Out_PV -0.918 0.358637
## C01_PT215.Out_PV 2.305 0.021225 *
## C01_AT000A_TT.Out_PV -18.894 < 2e-16 ***
## C01_TT274.Out_PV -3.682 0.000234 ***
## C01_LT515_KG.Out_PV -3.722 0.000201 ***
## C01_PC000_PID.PV -2.556 0.010617 *
## C01_TT255.Out_PV -0.194 0.846191
## C01_PT36756.Out_PV -1.246 0.212722
## C01_PT000A.Out_PV 4.024 5.83e-05 ***
## C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration 8.916 < 2e-16 ***
## C01_Feed31_Sys269_Ingredient.Val_CurrentBMTConcentration -2.832 0.004654 **
## C01_TT290.Out_PV -1.087 0.277212
## C01_Feed13_Sys224_Ingredient.Val_CurrentBMTConcentration 3.352 0.000810 ***
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -2.281 0.022620 *
## C01_LT513_KG.Out_PV -1.116 0.264454
## C01_PT36764.Out_PV 0.828 0.407965
## C01_DT114A.Out_PV -0.315 0.752997
## C01_DT226.Out_PV 1.952 0.051050 .
## C01_DT115A.Out_PV -4.191 2.84e-05 ***
## C01_PT000B.Out_PV 1.235 0.216841
## C01_Feed03_Sys206_Ingredient.Val_CurrentBMTConcentration 0.651 0.515043
## C01_PT36751.Out_PV -1.981 0.047640 *
## C01_TT224.Out_PV 4.944 7.99e-07 ***
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration 3.122 0.001808 **
## C01_DT224.Out_PV -2.688 0.007222 **
## C01_DT135.Out_PV 0.001 0.999386
## C01_DT267.Out_PV -0.179 0.857998
## C01_AT000A.Out_PV 6.999 3.03e-12 ***
## C01_PT36754.Out_PV 3.299 0.000980 ***
## C01_AT335.Out_PV 2.573 0.010125 *
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -26.657 < 2e-16 ***
## C01_PT36755.Out_PV 0.796 0.425985
## C01_PT36767.Out_PV 1.596 0.110528
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -0.873 0.382736
## C01_AT000A_Raw.Out_PV -0.671 0.502084
## C01_PIT790B.Out_PV -4.949 7.78e-07 ***
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 3.631 0.000286 ***
## C01_DT330.Out_PV 1.866 0.062089 .
## C01_Feed43_Sys274_Ingredient.Val_CurrentBMTConcentration 2.824 0.004761 **
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -3.373 0.000750 ***
## C01_DT260.Out_PV -3.963 7.53e-05 ***
## C01_PT279.Out_PV -0.654 0.513188
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -8.252 < 2e-16 ***
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 2.270 0.023290 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.2098 on 3859 degrees of freedom
## Multiple R-squared: 0.9571, Adjusted R-squared: 0.956
## F-statistic: 836.6 on 103 and 3859 DF, p-value: < 2.2e-16library(car)
v1<-data.frame(vif(lr))
v1 <- cbind(variable = row.names(v1), v1)
names(v1)<-c("NameTag","VIF")
###C01_LT515_KG.Out_PV
drop.cols <- c('C01_LT515_KG.Out_PV')
data3<-data3%>%select(-drop.cols)
lr = lm( C01_VT000.Out_PV~., data = data3)
summary(lr)##
## Call:
## lm(formula = C01_VT000.Out_PV ~ ., data = data3)
##
## Residuals:
## Min 1Q Median 3Q Max
## -3.8040 -0.0592 0.0074 0.0641 2.8017
##
## Coefficients:
## Estimate Std. Error
## (Intercept) 5.414e-15 3.338e-03
## C01_Feed44_Sys290_Ingredient.Val_CurrentBMTConcentration -2.312e-01 1.221e-01
## C01_CTRL.BMT_Level -4.547e-01 1.477e-01
## C01_LT000.Out_PV 5.126e-01 1.481e-01
## C01_CT950A.Out_PV 1.752e-03 4.118e-03
## C01_LT268.Out_PV 1.233e-01 1.520e-02
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration 8.958e-02 1.699e-02
## C01_AT135.Out_PV -7.498e-03 2.556e-02
## C01_TT335.Out_PV -3.770e-02 1.614e-02
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -1.486e-01 5.513e-02
## C01_TT313A.Out_PV 6.454e-02 4.051e-02
## C01_DT313A.Out_PV 3.217e-02 3.864e-02
## C01_LT514.Out_PV 3.726e-03 7.427e-03
## C01_TT330.Out_PV -4.309e-02 2.031e-02
## C01_TT208.Out_PV -9.105e-03 1.311e-02
## C01_LT277_KG.Out_PV 2.610e-02 4.554e-03
## C01_TT315A.Out_PV -3.560e-03 2.097e-02
## C01_LT255.Out_PV -2.795e-01 1.158e-01
## C01_DT315A.Out_PV 2.999e-03 9.649e-03
## C01_TT135.Out_PV -1.253e-01 1.331e-02
## C01_LT515.Out_PV -9.750e-03 6.436e-03
## C01_PT600A.Out_PV -1.970e-01 1.386e-01
## C01_DT314A.Out_PV 4.157e-02 1.774e-02
## C01_LT513.Out_PV 9.694e-02 1.199e-01
## C01_PT600F.Out_PV 1.823e-01 1.135e-01
## C01_TT236.Out_PV -5.805e-02 1.274e-02
## C01_PT119.Out_PV -2.010e-02 2.025e-02
## C01_LT267_KG.Out_PV 2.409e-02 1.054e-02
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 8.849e-02 9.022e-03
## C01_PT221.Out_PV 2.043e-02 2.490e-02
## C01_PT301.Out_PV 2.513e-02 6.239e-02
## C01_TT206.Out_PV -7.178e-02 3.473e-02
## C01_PT36712.Out_PV -1.460e-02 2.235e-02
## C01_TT260.Out_PV 1.484e-02 1.086e-02
## C01_PT36757.Out_PV -6.444e-02 1.023e-02
## C01_TT269.Out_PV 1.924e-01 2.830e-02
## C01_TT600A.Out_PV 1.086e-01 1.983e-02
## C01_TT600B.Out_PV 4.205e-02 1.380e-02
## C01_TT115A.Out_PV -1.602e-01 3.289e-02
## C01_TT226.Out_PV -1.706e-04 5.719e-03
## C01_TT950A.Out_PV -1.059e-02 5.924e-03
## C01_PT214.Out_PV -1.935e-02 1.423e-02
## C01_TT210.Out_PV -5.942e-02 3.034e-02
## C01_PT36713.Out_PV 4.664e-02 8.825e-03
## C01_TT210A.Out_PV 5.173e-02 2.967e-02
## C01_TT113A.Out_PV 7.442e-02 2.397e-02
## C01_TT221.Out_PV 7.422e-02 1.081e-02
## C01_TT114A.Out_PV 1.855e-01 3.448e-02
## C01_PT36750.Out_PV 2.584e-03 9.424e-03
## C01_PT213.Out_PV 2.563e-02 1.162e-02
## C01_TT119.Out_PV 2.037e-02 3.865e-02
## C01_PT36758.Out_PV 5.612e-02 1.086e-02
## C01_PT319.Out_PV 6.524e-02 1.583e-02
## C01_TT319.Out_PV -1.756e-01 6.066e-02
## C01_PT36765.Out_PV -3.628e-02 1.428e-02
## C01_TT237.Out_PV -1.171e-01 5.162e-02
## C01_TT000A.Out_PV 4.411e-01 2.717e-02
## C01_DT113A.Out_PV 5.363e-03 8.928e-03
## C01_TT278.Out_PV 2.054e-01 5.091e-02
## C01_LT255_KG.Out_PV 2.860e-01 1.160e-01
## C01_PT290B.Out_PV -5.668e-03 8.310e-03
## C01_PT215.Out_PV 2.658e-02 1.194e-02
## C01_AT000A_TT.Out_PV -5.964e-01 3.183e-02
## C01_TT274.Out_PV -1.594e-02 4.332e-03
## C01_PC000_PID.PV -7.439e-02 3.117e-02
## C01_TT255.Out_PV 7.788e-03 2.187e-02
## C01_PT36756.Out_PV -1.476e-02 1.456e-02
## C01_PT000A.Out_PV 1.239e-01 3.172e-02
## C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration 3.901e-01 4.315e-02
## C01_Feed31_Sys269_Ingredient.Val_CurrentBMTConcentration -1.902e-01 6.345e-02
## C01_TT290.Out_PV -1.140e-02 9.150e-03
## C01_Feed13_Sys224_Ingredient.Val_CurrentBMTConcentration 5.314e-01 1.480e-01
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -3.443e-01 1.389e-01
## C01_LT513_KG.Out_PV -8.238e-02 1.204e-01
## C01_PT36764.Out_PV 7.160e-03 6.753e-03
## C01_DT114A.Out_PV 1.812e-03 7.295e-03
## C01_DT226.Out_PV 3.850e-02 1.943e-02
## C01_DT115A.Out_PV -3.035e-02 6.874e-03
## C01_PT000B.Out_PV 1.293e-02 1.196e-02
## C01_Feed03_Sys206_Ingredient.Val_CurrentBMTConcentration 4.060e-02 6.696e-02
## C01_PT36751.Out_PV -1.493e-02 6.428e-03
## C01_TT224.Out_PV 2.631e-02 5.426e-03
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration 1.180e-01 3.698e-02
## C01_DT224.Out_PV -3.468e-02 1.311e-02
## C01_DT135.Out_PV -1.875e-03 2.565e-02
## C01_DT267.Out_PV -6.565e-05 1.040e-02
## C01_AT000A.Out_PV 3.591e-02 5.160e-03
## C01_PT36754.Out_PV 3.313e-02 1.008e-02
## C01_AT335.Out_PV 2.269e-02 8.835e-03
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -9.755e-01 3.689e-02
## C01_PT36755.Out_PV 5.218e-03 8.814e-03
## C01_PT36767.Out_PV 6.567e-03 4.222e-03
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -3.999e-03 4.347e-03
## C01_AT000A_Raw.Out_PV -9.867e-03 1.942e-02
## C01_PIT790B.Out_PV -1.833e-02 3.600e-03
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 5.036e-02 1.348e-02
## C01_DT330.Out_PV 6.462e-03 3.719e-03
## C01_Feed43_Sys274_Ingredient.Val_CurrentBMTConcentration 1.854e-01 7.031e-02
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -5.859e-02 1.985e-02
## C01_DT260.Out_PV -5.132e-02 1.205e-02
## C01_PT279.Out_PV -7.637e-03 1.007e-02
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -7.812e-02 9.657e-03
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 3.199e-02 1.278e-02
## t value Pr(>|t|)
## (Intercept) 0.000 1.000000
## C01_Feed44_Sys290_Ingredient.Val_CurrentBMTConcentration -1.894 0.058339 .
## C01_CTRL.BMT_Level -3.078 0.002099 **
## C01_LT000.Out_PV 3.460 0.000545 ***
## C01_CT950A.Out_PV 0.425 0.670513
## C01_LT268.Out_PV 8.113 6.56e-16 ***
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration 5.273 1.42e-07 ***
## C01_AT135.Out_PV -0.293 0.769248
## C01_TT335.Out_PV -2.335 0.019571 *
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -2.695 0.007077 **
## C01_TT313A.Out_PV 1.593 0.111213
## C01_DT313A.Out_PV 0.832 0.405261
## C01_LT514.Out_PV 0.502 0.615960
## C01_TT330.Out_PV -2.121 0.033955 *
## C01_TT208.Out_PV -0.695 0.487263
## C01_LT277_KG.Out_PV 5.731 1.07e-08 ***
## C01_TT315A.Out_PV -0.170 0.865186
## C01_LT255.Out_PV -2.415 0.015794 *
## C01_DT315A.Out_PV 0.311 0.755983
## C01_TT135.Out_PV -9.415 < 2e-16 ***
## C01_LT515.Out_PV -1.515 0.129910
## C01_PT600A.Out_PV -1.421 0.155305
## C01_DT314A.Out_PV 2.343 0.019164 *
## C01_LT513.Out_PV 0.809 0.418828
## C01_PT600F.Out_PV 1.606 0.108276
## C01_TT236.Out_PV -4.558 5.32e-06 ***
## C01_PT119.Out_PV -0.993 0.320855
## C01_LT267_KG.Out_PV 2.285 0.022394 *
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 9.808 < 2e-16 ***
## C01_PT221.Out_PV 0.820 0.412038
## C01_PT301.Out_PV 0.403 0.687067
## C01_TT206.Out_PV -2.067 0.038846 *
## C01_PT36712.Out_PV -0.653 0.513633
## C01_TT260.Out_PV 1.366 0.172018
## C01_PT36757.Out_PV -6.300 3.30e-10 ***
## C01_TT269.Out_PV 6.799 1.21e-11 ***
## C01_TT600A.Out_PV 5.477 4.59e-08 ***
## C01_TT600B.Out_PV 3.047 0.002330 **
## C01_TT115A.Out_PV -4.871 1.16e-06 ***
## C01_TT226.Out_PV -0.030 0.976198
## C01_TT950A.Out_PV -1.788 0.073780 .
## C01_PT214.Out_PV -1.360 0.174028
## C01_TT210.Out_PV -1.959 0.050237 .
## C01_PT36713.Out_PV 5.285 1.33e-07 ***
## C01_TT210A.Out_PV 1.743 0.081328 .
## C01_TT113A.Out_PV 3.105 0.001917 **
## C01_TT221.Out_PV 6.865 7.72e-12 ***
## C01_TT114A.Out_PV 5.379 7.94e-08 ***
## C01_PT36750.Out_PV 0.274 0.783907
## C01_PT213.Out_PV 2.206 0.027450 *
## C01_TT119.Out_PV 0.527 0.598156
## C01_PT36758.Out_PV 5.169 2.47e-07 ***
## C01_PT319.Out_PV 4.120 3.86e-05 ***
## C01_TT319.Out_PV -2.895 0.003814 **
## C01_PT36765.Out_PV -2.541 0.011104 *
## C01_TT237.Out_PV -2.268 0.023358 *
## C01_TT000A.Out_PV 16.232 < 2e-16 ***
## C01_DT113A.Out_PV 0.601 0.548067
## C01_TT278.Out_PV 4.035 5.57e-05 ***
## C01_LT255_KG.Out_PV 2.467 0.013682 *
## C01_PT290B.Out_PV -0.682 0.495241
## C01_PT215.Out_PV 2.225 0.026123 *
## C01_AT000A_TT.Out_PV -18.737 < 2e-16 ***
## C01_TT274.Out_PV -3.679 0.000237 ***
## C01_PC000_PID.PV -2.387 0.017038 *
## C01_TT255.Out_PV 0.356 0.721846
## C01_PT36756.Out_PV -1.014 0.310652
## C01_PT000A.Out_PV 3.907 9.49e-05 ***
## C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration 9.041 < 2e-16 ***
## C01_Feed31_Sys269_Ingredient.Val_CurrentBMTConcentration -2.997 0.002746 **
## C01_TT290.Out_PV -1.246 0.212896
## C01_Feed13_Sys224_Ingredient.Val_CurrentBMTConcentration 3.590 0.000334 ***
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -2.480 0.013192 *
## C01_LT513_KG.Out_PV -0.684 0.493719
## C01_PT36764.Out_PV 1.060 0.289040
## C01_DT114A.Out_PV 0.248 0.803871
## C01_DT226.Out_PV 1.981 0.047664 *
## C01_DT115A.Out_PV -4.415 1.04e-05 ***
## C01_PT000B.Out_PV 1.081 0.279671
## C01_Feed03_Sys206_Ingredient.Val_CurrentBMTConcentration 0.606 0.544317
## C01_PT36751.Out_PV -2.322 0.020271 *
## C01_TT224.Out_PV 4.849 1.29e-06 ***
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration 3.191 0.001428 **
## C01_DT224.Out_PV -2.645 0.008193 **
## C01_DT135.Out_PV -0.073 0.941748
## C01_DT267.Out_PV -0.006 0.994966
## C01_AT000A.Out_PV 6.960 3.99e-12 ***
## C01_PT36754.Out_PV 3.286 0.001024 **
## C01_AT335.Out_PV 2.568 0.010258 *
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -26.442 < 2e-16 ***
## C01_PT36755.Out_PV 0.592 0.553891
## C01_PT36767.Out_PV 1.555 0.119958
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -0.920 0.357610
## C01_AT000A_Raw.Out_PV -0.508 0.611514
## C01_PIT790B.Out_PV -5.093 3.69e-07 ***
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 3.735 0.000191 ***
## C01_DT330.Out_PV 1.737 0.082392 .
## C01_Feed43_Sys274_Ingredient.Val_CurrentBMTConcentration 2.636 0.008411 **
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -2.951 0.003188 **
## C01_DT260.Out_PV -4.260 2.09e-05 ***
## C01_PT279.Out_PV -0.758 0.448309
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -8.090 7.92e-16 ***
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 2.504 0.012326 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.2101 on 3860 degrees of freedom
## Multiple R-squared: 0.957, Adjusted R-squared: 0.9558
## F-statistic: 841.9 on 102 and 3860 DF, p-value: < 2.2e-16library(car)
v1<-data.frame(vif(lr))
v1 <- cbind(variable = row.names(v1), v1)
names(v1)<-c("NameTag","VIF")
###C01_LT000.Out_PV
drop.cols <- c('C01_LT000.Out_PV')
data3<-data3%>%select(-drop.cols)
lr = lm( C01_VT000.Out_PV~., data = data3)
summary(lr)##
## Call:
## lm(formula = C01_VT000.Out_PV ~ ., data = data3)
##
## Residuals:
## Min 1Q Median 3Q Max
## -3.8415 -0.0600 0.0076 0.0658 2.7780
##
## Coefficients:
## Estimate Std. Error
## (Intercept) 6.241e-15 3.343e-03
## C01_Feed44_Sys290_Ingredient.Val_CurrentBMTConcentration -2.563e-01 1.220e-01
## C01_CTRL.BMT_Level 5.614e-02 5.680e-03
## C01_CT950A.Out_PV 2.221e-03 4.122e-03
## C01_LT268.Out_PV 1.251e-01 1.521e-02
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration 9.185e-02 1.700e-02
## C01_AT135.Out_PV -9.803e-03 2.559e-02
## C01_TT335.Out_PV -3.179e-02 1.607e-02
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -1.508e-01 5.520e-02
## C01_TT313A.Out_PV 6.418e-02 4.057e-02
## C01_DT313A.Out_PV 3.300e-02 3.870e-02
## C01_LT514.Out_PV 4.775e-03 7.432e-03
## C01_TT330.Out_PV -3.536e-02 2.022e-02
## C01_TT208.Out_PV -3.309e-03 1.302e-02
## C01_LT277_KG.Out_PV 2.632e-02 4.560e-03
## C01_TT315A.Out_PV -3.904e-03 2.099e-02
## C01_LT255.Out_PV -2.525e-01 1.157e-01
## C01_DT315A.Out_PV 3.703e-03 9.661e-03
## C01_TT135.Out_PV -1.245e-01 1.332e-02
## C01_LT515.Out_PV -9.896e-03 6.445e-03
## C01_PT600A.Out_PV -2.333e-01 1.384e-01
## C01_DT314A.Out_PV 4.469e-02 1.774e-02
## C01_LT513.Out_PV 1.048e-01 1.200e-01
## C01_PT600F.Out_PV 2.131e-01 1.133e-01
## C01_TT236.Out_PV -6.061e-02 1.273e-02
## C01_PT119.Out_PV -1.595e-02 2.024e-02
## C01_LT267_KG.Out_PV 2.282e-02 1.055e-02
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 8.906e-02 9.033e-03
## C01_PT221.Out_PV 2.623e-02 2.488e-02
## C01_PT301.Out_PV 4.027e-02 6.232e-02
## C01_TT206.Out_PV -7.939e-02 3.471e-02
## C01_PT36712.Out_PV -2.002e-02 2.232e-02
## C01_TT260.Out_PV 1.115e-02 1.083e-02
## C01_PT36757.Out_PV -6.192e-02 1.022e-02
## C01_TT269.Out_PV 1.928e-01 2.834e-02
## C01_TT600A.Out_PV 1.011e-01 1.974e-02
## C01_TT600B.Out_PV 4.110e-02 1.382e-02
## C01_TT115A.Out_PV -1.575e-01 3.293e-02
## C01_TT226.Out_PV -3.281e-06 5.727e-03
## C01_TT950A.Out_PV -1.137e-02 5.928e-03
## C01_PT214.Out_PV -2.173e-02 1.423e-02
## C01_TT210.Out_PV -5.589e-02 3.037e-02
## C01_PT36713.Out_PV 4.823e-02 8.826e-03
## C01_TT210A.Out_PV 4.791e-02 2.969e-02
## C01_TT113A.Out_PV 7.623e-02 2.400e-02
## C01_TT221.Out_PV 7.502e-02 1.082e-02
## C01_TT114A.Out_PV 1.810e-01 3.451e-02
## C01_PT36750.Out_PV 1.055e-02 9.151e-03
## C01_PT213.Out_PV 2.457e-02 1.163e-02
## C01_TT119.Out_PV 2.454e-02 3.868e-02
## C01_PT36758.Out_PV 5.746e-02 1.086e-02
## C01_PT319.Out_PV 5.675e-02 1.566e-02
## C01_TT319.Out_PV -1.663e-01 6.068e-02
## C01_PT36765.Out_PV -3.074e-02 1.421e-02
## C01_TT237.Out_PV -1.184e-01 5.169e-02
## C01_TT000A.Out_PV 4.482e-01 2.713e-02
## C01_DT113A.Out_PV 6.231e-03 8.938e-03
## C01_TT278.Out_PV 2.088e-01 5.097e-02
## C01_LT255_KG.Out_PV 2.591e-01 1.159e-01
## C01_PT290B.Out_PV -4.360e-03 8.313e-03
## C01_PT215.Out_PV 2.472e-02 1.195e-02
## C01_AT000A_TT.Out_PV -5.960e-01 3.188e-02
## C01_TT274.Out_PV -1.708e-02 4.325e-03
## C01_PC000_PID.PV -8.528e-02 3.105e-02
## C01_TT255.Out_PV 5.356e-04 2.180e-02
## C01_PT36756.Out_PV -2.583e-02 1.422e-02
## C01_PT000A.Out_PV 1.306e-01 3.171e-02
## C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration 3.891e-01 4.321e-02
## C01_Feed31_Sys269_Ingredient.Val_CurrentBMTConcentration -1.961e-01 6.352e-02
## C01_TT290.Out_PV -1.062e-02 9.160e-03
## C01_Feed13_Sys224_Ingredient.Val_CurrentBMTConcentration 5.037e-01 1.480e-01
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -2.887e-01 1.381e-01
## C01_LT513_KG.Out_PV -9.074e-02 1.205e-01
## C01_PT36764.Out_PV 6.573e-03 6.760e-03
## C01_DT114A.Out_PV 1.237e-03 7.303e-03
## C01_DT226.Out_PV 4.115e-02 1.945e-02
## C01_DT115A.Out_PV -3.010e-02 6.883e-03
## C01_PT000B.Out_PV 1.907e-02 1.184e-02
## C01_Feed03_Sys206_Ingredient.Val_CurrentBMTConcentration 4.066e-02 6.705e-02
## C01_PT36751.Out_PV -1.566e-02 6.434e-03
## C01_TT224.Out_PV 2.532e-02 5.427e-03
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration 1.133e-01 3.700e-02
## C01_DT224.Out_PV -3.768e-02 1.310e-02
## C01_DT135.Out_PV -2.685e-04 2.568e-02
## C01_DT267.Out_PV -2.214e-03 1.040e-02
## C01_AT000A.Out_PV 3.559e-02 5.166e-03
## C01_PT36754.Out_PV 3.341e-02 1.010e-02
## C01_AT335.Out_PV 1.807e-02 8.746e-03
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -9.839e-01 3.686e-02
## C01_PT36755.Out_PV 5.152e-03 8.826e-03
## C01_PT36767.Out_PV 5.351e-03 4.214e-03
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -4.556e-03 4.350e-03
## C01_AT000A_Raw.Out_PV -4.616e-03 1.939e-02
## C01_PIT790B.Out_PV -1.800e-02 3.604e-03
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 5.195e-02 1.350e-02
## C01_DT330.Out_PV 5.248e-03 3.708e-03
## C01_Feed43_Sys274_Ingredient.Val_CurrentBMTConcentration 1.819e-01 7.040e-02
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -5.942e-02 1.988e-02
## C01_DT260.Out_PV -4.769e-02 1.202e-02
## C01_PT279.Out_PV -5.580e-03 1.007e-02
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -7.846e-02 9.670e-03
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 2.975e-02 1.278e-02
## t value Pr(>|t|)
## (Intercept) 0.000 1.000000
## C01_Feed44_Sys290_Ingredient.Val_CurrentBMTConcentration -2.100 0.035781 *
## C01_CTRL.BMT_Level 9.883 < 2e-16 ***
## C01_CT950A.Out_PV 0.539 0.589991
## C01_LT268.Out_PV 8.221 2.74e-16 ***
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration 5.403 6.96e-08 ***
## C01_AT135.Out_PV -0.383 0.701619
## C01_TT335.Out_PV -1.978 0.048009 *
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -2.731 0.006333 **
## C01_TT313A.Out_PV 1.582 0.113722
## C01_DT313A.Out_PV 0.853 0.393793
## C01_LT514.Out_PV 0.643 0.520570
## C01_TT330.Out_PV -1.749 0.080362 .
## C01_TT208.Out_PV -0.254 0.799344
## C01_LT277_KG.Out_PV 5.772 8.44e-09 ***
## C01_TT315A.Out_PV -0.186 0.852502
## C01_LT255.Out_PV -2.183 0.029104 *
## C01_DT315A.Out_PV 0.383 0.701550
## C01_TT135.Out_PV -9.345 < 2e-16 ***
## C01_LT515.Out_PV -1.535 0.124758
## C01_PT600A.Out_PV -1.685 0.092047 .
## C01_DT314A.Out_PV 2.519 0.011822 *
## C01_LT513.Out_PV 0.873 0.382898
## C01_PT600F.Out_PV 1.881 0.060103 .
## C01_TT236.Out_PV -4.761 2.00e-06 ***
## C01_PT119.Out_PV -0.788 0.430818
## C01_LT267_KG.Out_PV 2.163 0.030622 *
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 9.859 < 2e-16 ***
## C01_PT221.Out_PV 1.054 0.291863
## C01_PT301.Out_PV 0.646 0.518225
## C01_TT206.Out_PV -2.287 0.022249 *
## C01_PT36712.Out_PV -0.897 0.370015
## C01_TT260.Out_PV 1.030 0.303109
## C01_PT36757.Out_PV -6.061 1.48e-09 ***
## C01_TT269.Out_PV 6.805 1.17e-11 ***
## C01_TT600A.Out_PV 5.123 3.15e-07 ***
## C01_TT600B.Out_PV 2.974 0.002955 **
## C01_TT115A.Out_PV -4.782 1.80e-06 ***
## C01_TT226.Out_PV -0.001 0.999543
## C01_TT950A.Out_PV -1.918 0.055196 .
## C01_PT214.Out_PV -1.527 0.126867
## C01_TT210.Out_PV -1.841 0.065769 .
## C01_PT36713.Out_PV 5.465 4.92e-08 ***
## C01_TT210A.Out_PV 1.614 0.106680
## C01_TT113A.Out_PV 3.177 0.001501 **
## C01_TT221.Out_PV 6.931 4.88e-12 ***
## C01_TT114A.Out_PV 5.246 1.64e-07 ***
## C01_PT36750.Out_PV 1.153 0.249066
## C01_PT213.Out_PV 2.113 0.034686 *
## C01_TT119.Out_PV 0.634 0.525835
## C01_PT36758.Out_PV 5.289 1.30e-07 ***
## C01_PT319.Out_PV 3.623 0.000295 ***
## C01_TT319.Out_PV -2.741 0.006161 **
## C01_PT36765.Out_PV -2.164 0.030549 *
## C01_TT237.Out_PV -2.290 0.022063 *
## C01_TT000A.Out_PV 16.520 < 2e-16 ***
## C01_DT113A.Out_PV 0.697 0.485766
## C01_TT278.Out_PV 4.097 4.26e-05 ***
## C01_LT255_KG.Out_PV 2.236 0.025389 *
## C01_PT290B.Out_PV -0.524 0.599986
## C01_PT215.Out_PV 2.069 0.038582 *
## C01_AT000A_TT.Out_PV -18.698 < 2e-16 ***
## C01_TT274.Out_PV -3.950 7.96e-05 ***
## C01_PC000_PID.PV -2.746 0.006054 **
## C01_TT255.Out_PV 0.025 0.980404
## C01_PT36756.Out_PV -1.816 0.069417 .
## C01_PT000A.Out_PV 4.120 3.88e-05 ***
## C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration 9.004 < 2e-16 ***
## C01_Feed31_Sys269_Ingredient.Val_CurrentBMTConcentration -3.088 0.002030 **
## C01_TT290.Out_PV -1.159 0.246388
## C01_Feed13_Sys224_Ingredient.Val_CurrentBMTConcentration 3.403 0.000672 ***
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -2.090 0.036693 *
## C01_LT513_KG.Out_PV -0.753 0.451487
## C01_PT36764.Out_PV 0.972 0.330952
## C01_DT114A.Out_PV 0.169 0.865466
## C01_DT226.Out_PV 2.116 0.034394 *
## C01_DT115A.Out_PV -4.372 1.26e-05 ***
## C01_PT000B.Out_PV 1.611 0.107332
## C01_Feed03_Sys206_Ingredient.Val_CurrentBMTConcentration 0.606 0.544298
## C01_PT36751.Out_PV -2.435 0.014944 *
## C01_TT224.Out_PV 4.667 3.17e-06 ***
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration 3.062 0.002211 **
## C01_DT224.Out_PV -2.876 0.004048 **
## C01_DT135.Out_PV -0.010 0.991661
## C01_DT267.Out_PV -0.213 0.831398
## C01_AT000A.Out_PV 6.890 6.49e-12 ***
## C01_PT36754.Out_PV 3.309 0.000944 ***
## C01_AT335.Out_PV 2.066 0.038854 *
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -26.693 < 2e-16 ***
## C01_PT36755.Out_PV 0.584 0.559447
## C01_PT36767.Out_PV 1.270 0.204217
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -1.047 0.295011
## C01_AT000A_Raw.Out_PV -0.238 0.811865
## C01_PIT790B.Out_PV -4.995 6.15e-07 ***
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 3.849 0.000121 ***
## C01_DT330.Out_PV 1.415 0.157034
## C01_Feed43_Sys274_Ingredient.Val_CurrentBMTConcentration 2.583 0.009825 **
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -2.989 0.002817 **
## C01_DT260.Out_PV -3.968 7.39e-05 ***
## C01_PT279.Out_PV -0.554 0.579433
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -8.113 6.55e-16 ***
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 2.328 0.019957 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.2104 on 3861 degrees of freedom
## Multiple R-squared: 0.9569, Adjusted R-squared: 0.9557
## F-statistic: 847.7 on 101 and 3861 DF, p-value: < 2.2e-16library(car)
v1<-data.frame(vif(lr))
v1 <- cbind(variable = row.names(v1), v1)
names(v1)<-c("NameTag","VIF")
###C01_Feed13_Sys224_Ingredient.Val_CurrentBMTConcentration
drop.cols <- c('C01_Feed13_Sys224_Ingredient.Val_CurrentBMTConcentration')
data3<-data3%>%select(-drop.cols)
lr = lm( C01_VT000.Out_PV~., data = data3)
summary(lr)##
## Call:
## lm(formula = C01_VT000.Out_PV ~ ., data = data3)
##
## Residuals:
## Min 1Q Median 3Q Max
## -3.8425 -0.0601 0.0070 0.0655 2.7682
##
## Coefficients:
## Estimate Std. Error
## (Intercept) 7.826e-15 3.347e-03
## C01_Feed44_Sys290_Ingredient.Val_CurrentBMTConcentration -1.333e-01 1.167e-01
## C01_CTRL.BMT_Level 5.529e-02 5.683e-03
## C01_CT950A.Out_PV 2.254e-03 4.127e-03
## C01_LT268.Out_PV 1.228e-01 1.522e-02
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration 1.054e-01 1.655e-02
## C01_AT135.Out_PV -9.769e-03 2.562e-02
## C01_TT335.Out_PV -3.418e-02 1.608e-02
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -1.910e-01 5.399e-02
## C01_TT313A.Out_PV 5.401e-02 4.051e-02
## C01_DT313A.Out_PV 2.880e-02 3.873e-02
## C01_LT514.Out_PV 5.581e-03 7.438e-03
## C01_TT330.Out_PV -3.670e-02 2.024e-02
## C01_TT208.Out_PV -3.172e-03 1.303e-02
## C01_LT277_KG.Out_PV 2.731e-02 4.557e-03
## C01_TT315A.Out_PV -8.843e-03 2.097e-02
## C01_LT255.Out_PV -2.391e-01 1.158e-01
## C01_DT315A.Out_PV 2.931e-03 9.671e-03
## C01_TT135.Out_PV -1.244e-01 1.334e-02
## C01_LT515.Out_PV -1.040e-02 6.452e-03
## C01_PT600A.Out_PV -1.969e-01 1.382e-01
## C01_DT314A.Out_PV 5.740e-02 1.737e-02
## C01_LT513.Out_PV 1.034e-01 1.202e-01
## C01_PT600F.Out_PV 1.836e-01 1.131e-01
## C01_TT236.Out_PV -6.114e-02 1.275e-02
## C01_PT119.Out_PV -2.503e-02 2.009e-02
## C01_LT267_KG.Out_PV 2.281e-02 1.057e-02
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 8.699e-02 9.025e-03
## C01_PT221.Out_PV 2.833e-02 2.491e-02
## C01_PT301.Out_PV 2.605e-02 6.227e-02
## C01_TT206.Out_PV -7.555e-02 3.474e-02
## C01_PT36712.Out_PV -2.202e-02 2.235e-02
## C01_TT260.Out_PV 1.597e-02 1.075e-02
## C01_PT36757.Out_PV -5.992e-02 1.021e-02
## C01_TT269.Out_PV 1.917e-01 2.838e-02
## C01_TT600A.Out_PV 9.912e-02 1.976e-02
## C01_TT600B.Out_PV 4.113e-02 1.384e-02
## C01_TT115A.Out_PV -1.504e-01 3.291e-02
## C01_TT226.Out_PV 1.446e-05 5.735e-03
## C01_TT950A.Out_PV -1.134e-02 5.936e-03
## C01_PT214.Out_PV -2.776e-02 1.414e-02
## C01_TT210.Out_PV -5.524e-02 3.041e-02
## C01_PT36713.Out_PV 4.798e-02 8.838e-03
## C01_TT210A.Out_PV 4.801e-02 2.973e-02
## C01_TT113A.Out_PV 7.598e-02 2.403e-02
## C01_TT221.Out_PV 7.497e-02 1.084e-02
## C01_TT114A.Out_PV 1.833e-01 3.455e-02
## C01_PT36750.Out_PV 7.064e-03 9.106e-03
## C01_PT213.Out_PV 2.510e-02 1.164e-02
## C01_TT119.Out_PV 6.030e-03 3.835e-02
## C01_PT36758.Out_PV 5.678e-02 1.088e-02
## C01_PT319.Out_PV 6.208e-02 1.561e-02
## C01_TT319.Out_PV -1.539e-01 6.066e-02
## C01_PT36765.Out_PV -3.037e-02 1.423e-02
## C01_TT237.Out_PV -1.217e-01 5.175e-02
## C01_TT000A.Out_PV 4.522e-01 2.714e-02
## C01_DT113A.Out_PV 6.731e-03 8.949e-03
## C01_TT278.Out_PV 2.079e-01 5.104e-02
## C01_LT255_KG.Out_PV 2.453e-01 1.159e-01
## C01_PT290B.Out_PV -4.548e-03 8.325e-03
## C01_PT215.Out_PV 2.487e-02 1.196e-02
## C01_AT000A_TT.Out_PV -6.038e-01 3.184e-02
## C01_TT274.Out_PV -1.717e-02 4.331e-03
## C01_PC000_PID.PV -8.659e-02 3.109e-02
## C01_TT255.Out_PV 3.135e-03 2.182e-02
## C01_PT36756.Out_PV -2.742e-02 1.423e-02
## C01_PT000A.Out_PV 1.277e-01 3.174e-02
## C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration 4.051e-01 4.301e-02
## C01_Feed31_Sys269_Ingredient.Val_CurrentBMTConcentration -1.194e-01 5.947e-02
## C01_TT290.Out_PV -1.189e-02 9.165e-03
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration 8.962e-03 1.071e-01
## C01_LT513_KG.Out_PV -8.900e-02 1.207e-01
## C01_PT36764.Out_PV 5.675e-03 6.764e-03
## C01_DT114A.Out_PV 1.794e-03 7.311e-03
## C01_DT226.Out_PV 3.732e-02 1.944e-02
## C01_DT115A.Out_PV -2.967e-02 6.892e-03
## C01_PT000B.Out_PV 2.192e-02 1.183e-02
## C01_Feed03_Sys206_Ingredient.Val_CurrentBMTConcentration 9.221e-02 6.541e-02
## C01_PT36751.Out_PV -1.651e-02 6.438e-03
## C01_TT224.Out_PV 2.651e-02 5.423e-03
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration 1.263e-01 3.686e-02
## C01_DT224.Out_PV -3.600e-02 1.311e-02
## C01_DT135.Out_PV -9.784e-04 2.572e-02
## C01_DT267.Out_PV 6.400e-03 1.010e-02
## C01_AT000A.Out_PV 3.639e-02 5.168e-03
## C01_PT36754.Out_PV 2.683e-02 9.923e-03
## C01_AT335.Out_PV 1.687e-02 8.751e-03
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -9.863e-01 3.691e-02
## C01_PT36755.Out_PV 1.315e-03 8.766e-03
## C01_PT36767.Out_PV 6.213e-03 4.212e-03
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -4.389e-03 4.356e-03
## C01_AT000A_Raw.Out_PV -2.619e-03 1.941e-02
## C01_PIT790B.Out_PV -1.783e-02 3.608e-03
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 3.623e-02 1.270e-02
## C01_DT330.Out_PV 4.098e-03 3.698e-03
## C01_Feed43_Sys274_Ingredient.Val_CurrentBMTConcentration 1.709e-01 7.043e-02
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -3.766e-02 1.885e-02
## C01_DT260.Out_PV -5.289e-02 1.194e-02
## C01_PT279.Out_PV -3.247e-03 1.006e-02
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -8.569e-02 9.447e-03
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 1.253e-02 1.175e-02
## t value Pr(>|t|)
## (Intercept) 0.000 1.000000
## C01_Feed44_Sys290_Ingredient.Val_CurrentBMTConcentration -1.142 0.253702
## C01_CTRL.BMT_Level 9.730 < 2e-16 ***
## C01_CT950A.Out_PV 0.546 0.585032
## C01_LT268.Out_PV 8.066 9.57e-16 ***
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration 6.372 2.08e-10 ***
## C01_AT135.Out_PV -0.381 0.702993
## C01_TT335.Out_PV -2.125 0.033617 *
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -3.538 0.000407 ***
## C01_TT313A.Out_PV 1.333 0.182531
## C01_DT313A.Out_PV 0.744 0.457130
## C01_LT514.Out_PV 0.750 0.453129
## C01_TT330.Out_PV -1.813 0.069866 .
## C01_TT208.Out_PV -0.243 0.807741
## C01_LT277_KG.Out_PV 5.992 2.26e-09 ***
## C01_TT315A.Out_PV -0.422 0.673327
## C01_LT255.Out_PV -2.065 0.038959 *
## C01_DT315A.Out_PV 0.303 0.761888
## C01_TT135.Out_PV -9.328 < 2e-16 ***
## C01_LT515.Out_PV -1.612 0.107026
## C01_PT600A.Out_PV -1.425 0.154380
## C01_DT314A.Out_PV 3.305 0.000958 ***
## C01_LT513.Out_PV 0.860 0.389628
## C01_PT600F.Out_PV 1.623 0.104672
## C01_TT236.Out_PV -4.796 1.68e-06 ***
## C01_PT119.Out_PV -1.246 0.212889
## C01_LT267_KG.Out_PV 2.159 0.030909 *
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 9.639 < 2e-16 ***
## C01_PT221.Out_PV 1.137 0.255405
## C01_PT301.Out_PV 0.418 0.675759
## C01_TT206.Out_PV -2.175 0.029723 *
## C01_PT36712.Out_PV -0.985 0.324590
## C01_TT260.Out_PV 1.486 0.137456
## C01_PT36757.Out_PV -5.867 4.82e-09 ***
## C01_TT269.Out_PV 6.755 1.64e-11 ***
## C01_TT600A.Out_PV 5.016 5.51e-07 ***
## C01_TT600B.Out_PV 2.972 0.002972 **
## C01_TT115A.Out_PV -4.571 5.00e-06 ***
## C01_TT226.Out_PV 0.003 0.997988
## C01_TT950A.Out_PV -1.910 0.056239 .
## C01_PT214.Out_PV -1.963 0.049740 *
## C01_TT210.Out_PV -1.817 0.069329 .
## C01_PT36713.Out_PV 5.430 5.99e-08 ***
## C01_TT210A.Out_PV 1.615 0.106446
## C01_TT113A.Out_PV 3.162 0.001579 **
## C01_TT221.Out_PV 6.917 5.38e-12 ***
## C01_TT114A.Out_PV 5.307 1.18e-07 ***
## C01_PT36750.Out_PV 0.776 0.437976
## C01_PT213.Out_PV 2.156 0.031169 *
## C01_TT119.Out_PV 0.157 0.875071
## C01_PT36758.Out_PV 5.220 1.89e-07 ***
## C01_PT319.Out_PV 3.978 7.08e-05 ***
## C01_TT319.Out_PV -2.538 0.011202 *
## C01_PT36765.Out_PV -2.135 0.032845 *
## C01_TT237.Out_PV -2.352 0.018744 *
## C01_TT000A.Out_PV 16.659 < 2e-16 ***
## C01_DT113A.Out_PV 0.752 0.451968
## C01_TT278.Out_PV 4.073 4.74e-05 ***
## C01_LT255_KG.Out_PV 2.115 0.034475 *
## C01_PT290B.Out_PV -0.546 0.584887
## C01_PT215.Out_PV 2.078 0.037732 *
## C01_AT000A_TT.Out_PV -18.962 < 2e-16 ***
## C01_TT274.Out_PV -3.964 7.49e-05 ***
## C01_PC000_PID.PV -2.785 0.005381 **
## C01_TT255.Out_PV 0.144 0.885772
## C01_PT36756.Out_PV -1.927 0.054106 .
## C01_PT000A.Out_PV 4.022 5.88e-05 ***
## C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration 9.419 < 2e-16 ***
## C01_Feed31_Sys269_Ingredient.Val_CurrentBMTConcentration -2.008 0.044679 *
## C01_TT290.Out_PV -1.297 0.194768
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration 0.084 0.933291
## C01_LT513_KG.Out_PV -0.738 0.460817
## C01_PT36764.Out_PV 0.839 0.401524
## C01_DT114A.Out_PV 0.245 0.806205
## C01_DT226.Out_PV 1.920 0.054988 .
## C01_DT115A.Out_PV -4.305 1.71e-05 ***
## C01_PT000B.Out_PV 1.854 0.063872 .
## C01_Feed03_Sys206_Ingredient.Val_CurrentBMTConcentration 1.410 0.158706
## C01_PT36751.Out_PV -2.565 0.010357 *
## C01_TT224.Out_PV 4.888 1.06e-06 ***
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration 3.427 0.000616 ***
## C01_DT224.Out_PV -2.746 0.006059 **
## C01_DT135.Out_PV -0.038 0.969656
## C01_DT267.Out_PV 0.634 0.526398
## C01_AT000A.Out_PV 7.042 2.24e-12 ***
## C01_PT36754.Out_PV 2.704 0.006888 **
## C01_AT335.Out_PV 1.928 0.053896 .
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -26.725 < 2e-16 ***
## C01_PT36755.Out_PV 0.150 0.880770
## C01_PT36767.Out_PV 1.475 0.140239
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -1.008 0.313664
## C01_AT000A_Raw.Out_PV -0.135 0.892666
## C01_PIT790B.Out_PV -4.940 8.13e-07 ***
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 2.853 0.004354 **
## C01_DT330.Out_PV 1.108 0.267771
## C01_Feed43_Sys274_Ingredient.Val_CurrentBMTConcentration 2.426 0.015298 *
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -1.998 0.045809 *
## C01_DT260.Out_PV -4.430 9.68e-06 ***
## C01_PT279.Out_PV -0.323 0.746823
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -9.071 < 2e-16 ***
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 1.066 0.286355
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.2107 on 3862 degrees of freedom
## Multiple R-squared: 0.9567, Adjusted R-squared: 0.9556
## F-statistic: 853.7 on 100 and 3862 DF, p-value: < 2.2e-16library(car)
v1<-data.frame(vif(lr))
v1 <- cbind(variable = row.names(v1), v1)
names(v1)<-c("NameTag","VIF")
###C01_PT600A.Out_PV
drop.cols <- c('C01_PT600A.Out_PV')
data3<-data3%>%select(-drop.cols)
lr = lm( C01_VT000.Out_PV~., data = data3)
summary(lr)##
## Call:
## lm(formula = C01_VT000.Out_PV ~ ., data = data3)
##
## Residuals:
## Min 1Q Median 3Q Max
## -3.8478 -0.0594 0.0068 0.0655 2.7772
##
## Coefficients:
## Estimate Std. Error
## (Intercept) 7.945e-15 3.348e-03
## C01_Feed44_Sys290_Ingredient.Val_CurrentBMTConcentration -1.489e-01 1.162e-01
## C01_CTRL.BMT_Level 5.622e-02 5.646e-03
## C01_CT950A.Out_PV 2.220e-03 4.128e-03
## C01_LT268.Out_PV 1.217e-01 1.520e-02
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration 1.035e-01 1.649e-02
## C01_AT135.Out_PV -9.801e-03 2.562e-02
## C01_TT335.Out_PV -3.834e-02 1.582e-02
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -2.002e-01 5.362e-02
## C01_TT313A.Out_PV 5.270e-02 4.051e-02
## C01_DT313A.Out_PV 2.800e-02 3.873e-02
## C01_LT514.Out_PV 6.078e-03 7.431e-03
## C01_TT330.Out_PV -3.840e-02 2.021e-02
## C01_TT208.Out_PV -4.855e-03 1.298e-02
## C01_LT277_KG.Out_PV 2.727e-02 4.558e-03
## C01_TT315A.Out_PV -6.278e-03 2.090e-02
## C01_LT255.Out_PV -2.392e-01 1.158e-01
## C01_DT315A.Out_PV 2.486e-03 9.667e-03
## C01_TT135.Out_PV -1.264e-01 1.327e-02
## C01_LT515.Out_PV -1.075e-02 6.448e-03
## C01_DT314A.Out_PV 5.522e-02 1.730e-02
## C01_LT513.Out_PV 1.064e-01 1.202e-01
## C01_PT600F.Out_PV 2.303e-02 9.564e-03
## C01_TT236.Out_PV -6.130e-02 1.275e-02
## C01_PT119.Out_PV -3.002e-02 1.979e-02
## C01_LT267_KG.Out_PV 2.206e-02 1.056e-02
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 8.681e-02 9.025e-03
## C01_PT221.Out_PV 8.512e-03 2.066e-02
## C01_PT301.Out_PV -6.168e-02 9.220e-03
## C01_TT206.Out_PV -7.362e-02 3.472e-02
## C01_PT36712.Out_PV -4.468e-03 1.865e-02
## C01_TT260.Out_PV 1.622e-02 1.075e-02
## C01_PT36757.Out_PV -6.007e-02 1.021e-02
## C01_TT269.Out_PV 1.945e-01 2.831e-02
## C01_TT600A.Out_PV 1.028e-01 1.959e-02
## C01_TT600B.Out_PV 3.917e-02 1.377e-02
## C01_TT115A.Out_PV -1.520e-01 3.290e-02
## C01_TT226.Out_PV 3.756e-05 5.736e-03
## C01_TT950A.Out_PV -1.123e-02 5.936e-03
## C01_PT214.Out_PV -2.734e-02 1.414e-02
## C01_TT210.Out_PV -5.728e-02 3.038e-02
## C01_PT36713.Out_PV 4.768e-02 8.836e-03
## C01_TT210A.Out_PV 5.032e-02 2.969e-02
## C01_TT113A.Out_PV 7.723e-02 2.402e-02
## C01_TT221.Out_PV 7.471e-02 1.084e-02
## C01_TT114A.Out_PV 1.833e-01 3.455e-02
## C01_PT36750.Out_PV 6.103e-03 9.082e-03
## C01_PT213.Out_PV 2.254e-02 1.151e-02
## C01_TT119.Out_PV 7.108e-03 3.835e-02
## C01_PT36758.Out_PV 5.684e-02 1.088e-02
## C01_PT319.Out_PV 6.284e-02 1.560e-02
## C01_TT319.Out_PV -1.605e-01 6.049e-02
## C01_PT36765.Out_PV -2.753e-02 1.409e-02
## C01_TT237.Out_PV -1.184e-01 5.170e-02
## C01_TT000A.Out_PV 4.543e-01 2.711e-02
## C01_DT113A.Out_PV 7.032e-03 8.947e-03
## C01_TT278.Out_PV 2.075e-01 5.104e-02
## C01_LT255_KG.Out_PV 2.456e-01 1.160e-01
## C01_PT290B.Out_PV -4.104e-03 8.320e-03
## C01_PT215.Out_PV 2.357e-02 1.193e-02
## C01_AT000A_TT.Out_PV -6.072e-01 3.175e-02
## C01_TT274.Out_PV -1.680e-02 4.324e-03
## C01_PC000_PID.PV -8.229e-02 3.095e-02
## C01_TT255.Out_PV 5.152e-03 2.178e-02
## C01_PT36756.Out_PV -3.022e-02 1.410e-02
## C01_PT000A.Out_PV 1.228e-01 3.156e-02
## C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration 4.053e-01 4.302e-02
## C01_Feed31_Sys269_Ingredient.Val_CurrentBMTConcentration -1.040e-01 5.848e-02
## C01_TT290.Out_PV -1.333e-02 9.110e-03
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration 8.928e-03 1.071e-01
## C01_LT513_KG.Out_PV -9.226e-02 1.207e-01
## C01_PT36764.Out_PV 4.940e-03 6.745e-03
## C01_DT114A.Out_PV 1.847e-03 7.312e-03
## C01_DT226.Out_PV 3.841e-02 1.943e-02
## C01_DT115A.Out_PV -2.965e-02 6.892e-03
## C01_PT000B.Out_PV 2.078e-02 1.180e-02
## C01_Feed03_Sys206_Ingredient.Val_CurrentBMTConcentration 9.026e-02 6.540e-02
## C01_PT36751.Out_PV -1.596e-02 6.427e-03
## C01_TT224.Out_PV 2.688e-02 5.417e-03
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration 1.237e-01 3.682e-02
## C01_DT224.Out_PV -3.667e-02 1.310e-02
## C01_DT135.Out_PV -1.104e-03 2.572e-02
## C01_DT267.Out_PV 6.870e-03 1.010e-02
## C01_AT000A.Out_PV 3.618e-02 5.166e-03
## C01_PT36754.Out_PV 2.564e-02 9.889e-03
## C01_AT335.Out_PV 1.658e-02 8.750e-03
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -9.858e-01 3.691e-02
## C01_PT36755.Out_PV 3.101e-03 8.677e-03
## C01_PT36767.Out_PV 6.106e-03 4.212e-03
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -4.679e-03 4.351e-03
## C01_AT000A_Raw.Out_PV -1.302e-03 1.939e-02
## C01_PIT790B.Out_PV -1.764e-02 3.606e-03
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 3.220e-02 1.238e-02
## C01_DT330.Out_PV 4.286e-03 3.696e-03
## C01_Feed43_Sys274_Ingredient.Val_CurrentBMTConcentration 1.809e-01 7.008e-02
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -3.863e-02 1.884e-02
## C01_DT260.Out_PV -5.319e-02 1.194e-02
## C01_PT279.Out_PV -3.119e-03 1.006e-02
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -8.450e-02 9.411e-03
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 1.384e-02 1.171e-02
## t value Pr(>|t|)
## (Intercept) 0.000 1.000000
## C01_Feed44_Sys290_Ingredient.Val_CurrentBMTConcentration -1.281 0.200282
## C01_CTRL.BMT_Level 9.956 < 2e-16 ***
## C01_CT950A.Out_PV 0.538 0.590768
## C01_LT268.Out_PV 8.006 1.56e-15 ***
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration 6.276 3.87e-10 ***
## C01_AT135.Out_PV -0.382 0.702123
## C01_TT335.Out_PV -2.424 0.015388 *
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -3.733 0.000192 ***
## C01_TT313A.Out_PV 1.301 0.193350
## C01_DT313A.Out_PV 0.723 0.469780
## C01_LT514.Out_PV 0.818 0.413426
## C01_TT330.Out_PV -1.900 0.057494 .
## C01_TT208.Out_PV -0.374 0.708437
## C01_LT277_KG.Out_PV 5.983 2.39e-09 ***
## C01_TT315A.Out_PV -0.300 0.763881
## C01_LT255.Out_PV -2.066 0.038881 *
## C01_DT315A.Out_PV 0.257 0.797086
## C01_TT135.Out_PV -9.521 < 2e-16 ***
## C01_LT515.Out_PV -1.668 0.095467 .
## C01_DT314A.Out_PV 3.192 0.001427 **
## C01_LT513.Out_PV 0.885 0.376203
## C01_PT600F.Out_PV 2.408 0.016075 *
## C01_TT236.Out_PV -4.808 1.58e-06 ***
## C01_PT119.Out_PV -1.517 0.129351
## C01_LT267_KG.Out_PV 2.090 0.036711 *
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 9.618 < 2e-16 ***
## C01_PT221.Out_PV 0.412 0.680385
## C01_PT301.Out_PV -6.689 2.56e-11 ***
## C01_TT206.Out_PV -2.120 0.034041 *
## C01_PT36712.Out_PV -0.240 0.810647
## C01_TT260.Out_PV 1.510 0.131251
## C01_PT36757.Out_PV -5.881 4.42e-09 ***
## C01_TT269.Out_PV 6.869 7.50e-12 ***
## C01_TT600A.Out_PV 5.246 1.64e-07 ***
## C01_TT600B.Out_PV 2.844 0.004473 **
## C01_TT115A.Out_PV -4.619 3.98e-06 ***
## C01_TT226.Out_PV 0.007 0.994776
## C01_TT950A.Out_PV -1.892 0.058567 .
## C01_PT214.Out_PV -1.934 0.053202 .
## C01_TT210.Out_PV -1.886 0.059414 .
## C01_PT36713.Out_PV 5.396 7.21e-08 ***
## C01_TT210A.Out_PV 1.695 0.090250 .
## C01_TT113A.Out_PV 3.216 0.001311 **
## C01_TT221.Out_PV 6.893 6.34e-12 ***
## C01_TT114A.Out_PV 5.304 1.20e-07 ***
## C01_PT36750.Out_PV 0.672 0.501653
## C01_PT213.Out_PV 1.959 0.050168 .
## C01_TT119.Out_PV 0.185 0.852959
## C01_PT36758.Out_PV 5.225 1.84e-07 ***
## C01_PT319.Out_PV 4.028 5.73e-05 ***
## C01_TT319.Out_PV -2.653 0.008009 **
## C01_PT36765.Out_PV -1.954 0.050758 .
## C01_TT237.Out_PV -2.289 0.022115 *
## C01_TT000A.Out_PV 16.758 < 2e-16 ***
## C01_DT113A.Out_PV 0.786 0.431970
## C01_TT278.Out_PV 4.066 4.88e-05 ***
## C01_LT255_KG.Out_PV 2.118 0.034277 *
## C01_PT290B.Out_PV -0.493 0.621873
## C01_PT215.Out_PV 1.975 0.048317 *
## C01_AT000A_TT.Out_PV -19.124 < 2e-16 ***
## C01_TT274.Out_PV -3.886 0.000104 ***
## C01_PC000_PID.PV -2.659 0.007871 **
## C01_TT255.Out_PV 0.237 0.813010
## C01_PT36756.Out_PV -2.144 0.032125 *
## C01_PT000A.Out_PV 3.891 0.000102 ***
## C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration 9.422 < 2e-16 ***
## C01_Feed31_Sys269_Ingredient.Val_CurrentBMTConcentration -1.778 0.075471 .
## C01_TT290.Out_PV -1.463 0.143586
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration 0.083 0.933553
## C01_LT513_KG.Out_PV -0.765 0.444539
## C01_PT36764.Out_PV 0.732 0.464041
## C01_DT114A.Out_PV 0.253 0.800549
## C01_DT226.Out_PV 1.977 0.048083 *
## C01_DT115A.Out_PV -4.301 1.74e-05 ***
## C01_PT000B.Out_PV 1.761 0.078393 .
## C01_Feed03_Sys206_Ingredient.Val_CurrentBMTConcentration 1.380 0.167660
## C01_PT36751.Out_PV -2.483 0.013069 *
## C01_TT224.Out_PV 4.963 7.25e-07 ***
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration 3.361 0.000785 ***
## C01_DT224.Out_PV -2.798 0.005163 **
## C01_DT135.Out_PV -0.043 0.965761
## C01_DT267.Out_PV 0.680 0.496281
## C01_AT000A.Out_PV 7.003 2.95e-12 ***
## C01_PT36754.Out_PV 2.593 0.009561 **
## C01_AT335.Out_PV 1.895 0.058159 .
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -26.708 < 2e-16 ***
## C01_PT36755.Out_PV 0.357 0.720825
## C01_PT36767.Out_PV 1.450 0.147238
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -1.075 0.282329
## C01_AT000A_Raw.Out_PV -0.067 0.946475
## C01_PIT790B.Out_PV -4.890 1.05e-06 ***
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 2.601 0.009344 **
## C01_DT330.Out_PV 1.160 0.246261
## C01_Feed43_Sys274_Ingredient.Val_CurrentBMTConcentration 2.582 0.009873 **
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -2.051 0.040367 *
## C01_DT260.Out_PV -4.455 8.61e-06 ***
## C01_PT279.Out_PV -0.310 0.756550
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -8.979 < 2e-16 ***
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 1.181 0.237488
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.2107 on 3863 degrees of freedom
## Multiple R-squared: 0.9567, Adjusted R-squared: 0.9556
## F-statistic: 862.1 on 99 and 3863 DF, p-value: < 2.2e-16library(car)
v1<-data.frame(vif(lr))
v1 <- cbind(variable = row.names(v1), v1)
names(v1)<-c("NameTag","VIF")
###C01_LT513_KG.Out_PV
drop.cols <- c('C01_LT513_KG.Out_PV')
data3<-data3%>%select(-drop.cols)
lr = lm( C01_VT000.Out_PV~., data = data3)
summary(lr)##
## Call:
## lm(formula = C01_VT000.Out_PV ~ ., data = data3)
##
## Residuals:
## Min 1Q Median 3Q Max
## -3.8450 -0.0595 0.0068 0.0655 2.7763
##
## Coefficients:
## Estimate Std. Error
## (Intercept) 8.555e-15 3.347e-03
## C01_Feed44_Sys290_Ingredient.Val_CurrentBMTConcentration -1.474e-01 1.162e-01
## C01_CTRL.BMT_Level 5.639e-02 5.642e-03
## C01_CT950A.Out_PV 2.125e-03 4.126e-03
## C01_LT268.Out_PV 1.225e-01 1.517e-02
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration 1.041e-01 1.647e-02
## C01_AT135.Out_PV -9.313e-03 2.561e-02
## C01_TT335.Out_PV -3.896e-02 1.579e-02
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -1.999e-01 5.362e-02
## C01_TT313A.Out_PV 5.303e-02 4.050e-02
## C01_DT313A.Out_PV 2.815e-02 3.873e-02
## C01_LT514.Out_PV 6.184e-03 7.429e-03
## C01_TT330.Out_PV -3.822e-02 2.021e-02
## C01_TT208.Out_PV -5.221e-03 1.297e-02
## C01_LT277_KG.Out_PV 2.739e-02 4.555e-03
## C01_TT315A.Out_PV -6.232e-03 2.090e-02
## C01_LT255.Out_PV -2.380e-01 1.158e-01
## C01_DT315A.Out_PV 2.588e-03 9.666e-03
## C01_TT135.Out_PV -1.266e-01 1.327e-02
## C01_LT515.Out_PV -1.062e-02 6.446e-03
## C01_DT314A.Out_PV 5.558e-02 1.730e-02
## C01_LT513.Out_PV 1.453e-02 4.389e-03
## C01_PT600F.Out_PV 2.399e-02 9.482e-03
## C01_TT236.Out_PV -6.091e-02 1.274e-02
## C01_PT119.Out_PV -3.031e-02 1.978e-02
## C01_LT267_KG.Out_PV 2.180e-02 1.055e-02
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 8.669e-02 9.023e-03
## C01_PT221.Out_PV 8.245e-03 2.066e-02
## C01_PT301.Out_PV -6.192e-02 9.214e-03
## C01_TT206.Out_PV -7.196e-02 3.465e-02
## C01_PT36712.Out_PV -4.199e-03 1.864e-02
## C01_TT260.Out_PV 1.624e-02 1.075e-02
## C01_PT36757.Out_PV -5.971e-02 1.020e-02
## C01_TT269.Out_PV 1.945e-01 2.831e-02
## C01_TT600A.Out_PV 1.027e-01 1.959e-02
## C01_TT600B.Out_PV 3.912e-02 1.377e-02
## C01_TT115A.Out_PV -1.515e-01 3.289e-02
## C01_TT226.Out_PV -4.056e-05 5.734e-03
## C01_TT950A.Out_PV -1.115e-02 5.935e-03
## C01_PT214.Out_PV -2.745e-02 1.414e-02
## C01_TT210.Out_PV -5.630e-02 3.035e-02
## C01_PT36713.Out_PV 4.780e-02 8.834e-03
## C01_TT210A.Out_PV 4.896e-02 2.964e-02
## C01_TT113A.Out_PV 7.769e-02 2.401e-02
## C01_TT221.Out_PV 7.475e-02 1.084e-02
## C01_TT114A.Out_PV 1.837e-01 3.455e-02
## C01_PT36750.Out_PV 6.142e-03 9.082e-03
## C01_PT213.Out_PV 2.280e-02 1.150e-02
## C01_TT119.Out_PV 7.670e-03 3.834e-02
## C01_PT36758.Out_PV 5.725e-02 1.087e-02
## C01_PT319.Out_PV 6.242e-02 1.559e-02
## C01_TT319.Out_PV -1.628e-01 6.041e-02
## C01_PT36765.Out_PV -2.724e-02 1.408e-02
## C01_TT237.Out_PV -1.175e-01 5.169e-02
## C01_TT000A.Out_PV 4.542e-01 2.711e-02
## C01_DT113A.Out_PV 7.244e-03 8.943e-03
## C01_TT278.Out_PV 2.061e-01 5.101e-02
## C01_LT255_KG.Out_PV 2.444e-01 1.159e-01
## C01_PT290B.Out_PV -3.892e-03 8.315e-03
## C01_PT215.Out_PV 2.378e-02 1.193e-02
## C01_AT000A_TT.Out_PV -6.072e-01 3.175e-02
## C01_TT274.Out_PV -1.699e-02 4.317e-03
## C01_PC000_PID.PV -8.234e-02 3.095e-02
## C01_TT255.Out_PV 5.420e-03 2.177e-02
## C01_PT36756.Out_PV -3.030e-02 1.410e-02
## C01_PT000A.Out_PV 1.232e-01 3.155e-02
## C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration 4.063e-01 4.300e-02
## C01_Feed31_Sys269_Ingredient.Val_CurrentBMTConcentration -1.059e-01 5.842e-02
## C01_TT290.Out_PV -1.336e-02 9.109e-03
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration 8.940e-03 1.071e-01
## C01_PT36764.Out_PV 4.648e-03 6.734e-03
## C01_DT114A.Out_PV 1.568e-03 7.302e-03
## C01_DT226.Out_PV 3.738e-02 1.938e-02
## C01_DT115A.Out_PV -2.987e-02 6.886e-03
## C01_PT000B.Out_PV 2.042e-02 1.179e-02
## C01_Feed03_Sys206_Ingredient.Val_CurrentBMTConcentration 8.894e-02 6.538e-02
## C01_PT36751.Out_PV -1.595e-02 6.426e-03
## C01_TT224.Out_PV 2.693e-02 5.417e-03
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration 1.253e-01 3.676e-02
## C01_DT224.Out_PV -3.705e-02 1.309e-02
## C01_DT135.Out_PV -1.609e-03 2.571e-02
## C01_DT267.Out_PV 6.674e-03 1.009e-02
## C01_AT000A.Out_PV 3.603e-02 5.163e-03
## C01_PT36754.Out_PV 2.549e-02 9.886e-03
## C01_AT335.Out_PV 1.660e-02 8.749e-03
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -9.846e-01 3.688e-02
## C01_PT36755.Out_PV 2.954e-03 8.675e-03
## C01_PT36767.Out_PV 6.007e-03 4.210e-03
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -4.682e-03 4.351e-03
## C01_AT000A_Raw.Out_PV -1.350e-03 1.939e-02
## C01_PIT790B.Out_PV -1.773e-02 3.604e-03
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 3.247e-02 1.237e-02
## C01_DT330.Out_PV 4.290e-03 3.696e-03
## C01_Feed43_Sys274_Ingredient.Val_CurrentBMTConcentration 1.810e-01 7.008e-02
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -3.824e-02 1.883e-02
## C01_DT260.Out_PV -5.302e-02 1.193e-02
## C01_PT279.Out_PV -3.474e-03 1.005e-02
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -8.478e-02 9.403e-03
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 1.384e-02 1.171e-02
## t value Pr(>|t|)
## (Intercept) 0.000 1.000000
## C01_Feed44_Sys290_Ingredient.Val_CurrentBMTConcentration -1.269 0.204630
## C01_CTRL.BMT_Level 9.995 < 2e-16 ***
## C01_CT950A.Out_PV 0.515 0.606563
## C01_LT268.Out_PV 8.073 9.05e-16 ***
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration 6.318 2.94e-10 ***
## C01_AT135.Out_PV -0.364 0.716188
## C01_TT335.Out_PV -2.467 0.013681 *
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -3.729 0.000195 ***
## C01_TT313A.Out_PV 1.309 0.190554
## C01_DT313A.Out_PV 0.727 0.467434
## C01_LT514.Out_PV 0.832 0.405218
## C01_TT330.Out_PV -1.892 0.058600 .
## C01_TT208.Out_PV -0.402 0.687392
## C01_LT277_KG.Out_PV 6.013 1.99e-09 ***
## C01_TT315A.Out_PV -0.298 0.765536
## C01_LT255.Out_PV -2.056 0.039861 *
## C01_DT315A.Out_PV 0.268 0.788894
## C01_TT135.Out_PV -9.542 < 2e-16 ***
## C01_LT515.Out_PV -1.648 0.099475 .
## C01_DT314A.Out_PV 3.214 0.001321 **
## C01_LT513.Out_PV 3.312 0.000936 ***
## C01_PT600F.Out_PV 2.530 0.011459 *
## C01_TT236.Out_PV -4.781 1.81e-06 ***
## C01_PT119.Out_PV -1.532 0.125630
## C01_LT267_KG.Out_PV 2.066 0.038871 *
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 9.607 < 2e-16 ***
## C01_PT221.Out_PV 0.399 0.689805
## C01_PT301.Out_PV -6.720 2.08e-11 ***
## C01_TT206.Out_PV -2.077 0.037895 *
## C01_PT36712.Out_PV -0.225 0.821811
## C01_TT260.Out_PV 1.511 0.130751
## C01_PT36757.Out_PV -5.852 5.26e-09 ***
## C01_TT269.Out_PV 6.869 7.50e-12 ***
## C01_TT600A.Out_PV 5.240 1.69e-07 ***
## C01_TT600B.Out_PV 2.841 0.004522 **
## C01_TT115A.Out_PV -4.605 4.25e-06 ***
## C01_TT226.Out_PV -0.007 0.994357
## C01_TT950A.Out_PV -1.878 0.060453 .
## C01_PT214.Out_PV -1.941 0.052280 .
## C01_TT210.Out_PV -1.855 0.063640 .
## C01_PT36713.Out_PV 5.411 6.65e-08 ***
## C01_TT210A.Out_PV 1.652 0.098667 .
## C01_TT113A.Out_PV 3.236 0.001223 **
## C01_TT221.Out_PV 6.897 6.17e-12 ***
## C01_TT114A.Out_PV 5.318 1.11e-07 ***
## C01_PT36750.Out_PV 0.676 0.498873
## C01_PT213.Out_PV 1.982 0.047525 *
## C01_TT119.Out_PV 0.200 0.841445
## C01_PT36758.Out_PV 5.269 1.45e-07 ***
## C01_PT319.Out_PV 4.004 6.34e-05 ***
## C01_TT319.Out_PV -2.696 0.007055 **
## C01_PT36765.Out_PV -1.934 0.053184 .
## C01_TT237.Out_PV -2.273 0.023092 *
## C01_TT000A.Out_PV 16.756 < 2e-16 ***
## C01_DT113A.Out_PV 0.810 0.417963
## C01_TT278.Out_PV 4.041 5.43e-05 ***
## C01_LT255_KG.Out_PV 2.108 0.035130 *
## C01_PT290B.Out_PV -0.468 0.639739
## C01_PT215.Out_PV 1.994 0.046249 *
## C01_AT000A_TT.Out_PV -19.126 < 2e-16 ***
## C01_TT274.Out_PV -3.935 8.47e-05 ***
## C01_PC000_PID.PV -2.661 0.007831 **
## C01_TT255.Out_PV 0.249 0.803440
## C01_PT36756.Out_PV -2.149 0.031665 *
## C01_PT000A.Out_PV 3.906 9.52e-05 ***
## C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration 9.449 < 2e-16 ***
## C01_Feed31_Sys269_Ingredient.Val_CurrentBMTConcentration -1.814 0.069815 .
## C01_TT290.Out_PV -1.466 0.142677
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration 0.083 0.933460
## C01_PT36764.Out_PV 0.690 0.490067
## C01_DT114A.Out_PV 0.215 0.830046
## C01_DT226.Out_PV 1.929 0.053816 .
## C01_DT115A.Out_PV -4.338 1.47e-05 ***
## C01_PT000B.Out_PV 1.732 0.083406 .
## C01_Feed03_Sys206_Ingredient.Val_CurrentBMTConcentration 1.360 0.173805
## C01_PT36751.Out_PV -2.481 0.013131 *
## C01_TT224.Out_PV 4.972 6.91e-07 ***
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration 3.410 0.000656 ***
## C01_DT224.Out_PV -2.830 0.004676 **
## C01_DT135.Out_PV -0.063 0.950094
## C01_DT267.Out_PV 0.661 0.508492
## C01_AT000A.Out_PV 6.980 3.46e-12 ***
## C01_PT36754.Out_PV 2.578 0.009962 **
## C01_AT335.Out_PV 1.897 0.057893 .
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -26.700 < 2e-16 ***
## C01_PT36755.Out_PV 0.341 0.733490
## C01_PT36767.Out_PV 1.427 0.153695
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -1.076 0.281961
## C01_AT000A_Raw.Out_PV -0.070 0.944512
## C01_PIT790B.Out_PV -4.918 9.09e-07 ***
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 2.624 0.008720 **
## C01_DT330.Out_PV 1.161 0.245759
## C01_Feed43_Sys274_Ingredient.Val_CurrentBMTConcentration 2.583 0.009842 **
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -2.031 0.042349 *
## C01_DT260.Out_PV -4.443 9.14e-06 ***
## C01_PT279.Out_PV -0.346 0.729553
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -9.016 < 2e-16 ***
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 1.181 0.237530
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.2107 on 3864 degrees of freedom
## Multiple R-squared: 0.9567, Adjusted R-squared: 0.9556
## F-statistic: 871 on 98 and 3864 DF, p-value: < 2.2e-16library(car)
v1<-data.frame(vif(lr))
v1 <- cbind(variable = row.names(v1), v1)
names(v1)<-c("NameTag","VIF")
###C01_Feed44_Sys290_Ingredient.Val_CurrentBMTConcentration
drop.cols <- c('C01_Feed44_Sys290_Ingredient.Val_CurrentBMTConcentration')
data3<-data3%>%select(-drop.cols)
lr = lm( C01_VT000.Out_PV~., data = data3)
summary(lr)##
## Call:
## lm(formula = C01_VT000.Out_PV ~ ., data = data3)
##
## Residuals:
## Min 1Q Median 3Q Max
## -3.8398 -0.0596 0.0065 0.0651 2.7859
##
## Coefficients:
## Estimate Std. Error
## (Intercept) 7.579e-15 3.348e-03
## C01_CTRL.BMT_Level 5.698e-02 5.623e-03
## C01_CT950A.Out_PV 2.326e-03 4.123e-03
## C01_LT268.Out_PV 1.242e-01 1.511e-02
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration 1.038e-01 1.647e-02
## C01_AT135.Out_PV -9.279e-03 2.562e-02
## C01_TT335.Out_PV -3.926e-02 1.579e-02
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -1.762e-01 5.025e-02
## C01_TT313A.Out_PV 5.701e-02 4.038e-02
## C01_DT313A.Out_PV 3.147e-02 3.864e-02
## C01_LT514.Out_PV 6.289e-03 7.429e-03
## C01_TT330.Out_PV -3.727e-02 2.019e-02
## C01_TT208.Out_PV -5.437e-03 1.297e-02
## C01_LT277_KG.Out_PV 2.707e-02 4.548e-03
## C01_TT315A.Out_PV -3.983e-03 2.082e-02
## C01_LT255.Out_PV -2.462e-01 1.156e-01
## C01_DT315A.Out_PV 2.979e-03 9.662e-03
## C01_TT135.Out_PV -1.264e-01 1.327e-02
## C01_LT515.Out_PV -1.048e-02 6.445e-03
## C01_DT314A.Out_PV 5.160e-02 1.701e-02
## C01_LT513.Out_PV 1.471e-02 4.387e-03
## C01_PT600F.Out_PV 2.493e-02 9.454e-03
## C01_TT236.Out_PV -6.006e-02 1.272e-02
## C01_PT119.Out_PV -2.952e-02 1.977e-02
## C01_LT267_KG.Out_PV 2.244e-02 1.054e-02
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 8.749e-02 9.002e-03
## C01_PT221.Out_PV 5.502e-03 2.055e-02
## C01_PT301.Out_PV -6.262e-02 9.199e-03
## C01_TT206.Out_PV -7.143e-02 3.465e-02
## C01_PT36712.Out_PV -1.662e-03 1.854e-02
## C01_TT260.Out_PV 1.707e-02 1.073e-02
## C01_PT36757.Out_PV -5.995e-02 1.020e-02
## C01_TT269.Out_PV 1.942e-01 2.831e-02
## C01_TT600A.Out_PV 1.004e-01 1.951e-02
## C01_TT600B.Out_PV 3.976e-02 1.376e-02
## C01_TT115A.Out_PV -1.541e-01 3.283e-02
## C01_TT226.Out_PV -9.592e-05 5.735e-03
## C01_TT950A.Out_PV -1.177e-02 5.915e-03
## C01_PT214.Out_PV -2.523e-02 1.403e-02
## C01_TT210.Out_PV -5.786e-02 3.033e-02
## C01_PT36713.Out_PV 4.786e-02 8.835e-03
## C01_TT210A.Out_PV 5.008e-02 2.963e-02
## C01_TT113A.Out_PV 7.435e-02 2.386e-02
## C01_TT221.Out_PV 7.457e-02 1.084e-02
## C01_TT114A.Out_PV 1.885e-01 3.434e-02
## C01_PT36750.Out_PV 5.796e-03 9.078e-03
## C01_PT213.Out_PV 2.197e-02 1.148e-02
## C01_TT119.Out_PV 1.416e-02 3.800e-02
## C01_PT36758.Out_PV 5.606e-02 1.083e-02
## C01_PT319.Out_PV 6.205e-02 1.559e-02
## C01_TT319.Out_PV -1.710e-01 6.007e-02
## C01_PT36765.Out_PV -2.652e-02 1.407e-02
## C01_TT237.Out_PV -1.204e-01 5.164e-02
## C01_TT000A.Out_PV 4.512e-01 2.701e-02
## C01_DT113A.Out_PV 6.538e-03 8.926e-03
## C01_TT278.Out_PV 2.075e-01 5.100e-02
## C01_LT255_KG.Out_PV 2.529e-01 1.158e-01
## C01_PT290B.Out_PV -3.810e-03 8.315e-03
## C01_PT215.Out_PV 2.386e-02 1.193e-02
## C01_AT000A_TT.Out_PV -6.041e-01 3.166e-02
## C01_TT274.Out_PV -1.702e-02 4.317e-03
## C01_PC000_PID.PV -8.302e-02 3.095e-02
## C01_TT255.Out_PV 7.275e-03 2.173e-02
## C01_PT36756.Out_PV -2.924e-02 1.407e-02
## C01_PT000A.Out_PV 1.253e-01 3.151e-02
## C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration 3.910e-01 4.127e-02
## C01_Feed31_Sys269_Ingredient.Val_CurrentBMTConcentration -1.275e-01 5.591e-02
## C01_TT290.Out_PV -1.283e-02 9.101e-03
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -1.058e-01 5.737e-02
## C01_PT36764.Out_PV 5.156e-03 6.723e-03
## C01_DT114A.Out_PV 2.186e-03 7.287e-03
## C01_DT226.Out_PV 3.829e-02 1.937e-02
## C01_DT115A.Out_PV -2.938e-02 6.875e-03
## C01_PT000B.Out_PV 1.899e-02 1.174e-02
## C01_Feed03_Sys206_Ingredient.Val_CurrentBMTConcentration 8.193e-02 6.515e-02
## C01_PT36751.Out_PV -1.661e-02 6.405e-03
## C01_TT224.Out_PV 2.716e-02 5.414e-03
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration 1.160e-01 3.602e-02
## C01_DT224.Out_PV -3.523e-02 1.301e-02
## C01_DT135.Out_PV -1.485e-03 2.571e-02
## C01_DT267.Out_PV 5.406e-03 1.004e-02
## C01_AT000A.Out_PV 3.613e-02 5.163e-03
## C01_PT36754.Out_PV 2.828e-02 9.640e-03
## C01_AT335.Out_PV 1.698e-02 8.745e-03
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -9.912e-01 3.652e-02
## C01_PT36755.Out_PV 4.316e-03 8.608e-03
## C01_PT36767.Out_PV 6.071e-03 4.210e-03
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -4.851e-03 4.349e-03
## C01_AT000A_Raw.Out_PV -5.363e-03 1.913e-02
## C01_PIT790B.Out_PV -1.793e-02 3.601e-03
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 3.647e-02 1.197e-02
## C01_DT330.Out_PV 3.896e-03 3.683e-03
## C01_Feed43_Sys274_Ingredient.Val_CurrentBMTConcentration 1.731e-01 6.981e-02
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -4.721e-02 1.746e-02
## C01_DT260.Out_PV -5.066e-02 1.179e-02
## C01_PT279.Out_PV -4.306e-03 1.003e-02
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -8.078e-02 8.859e-03
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 1.963e-02 1.079e-02
## t value Pr(>|t|)
## (Intercept) 0.000 1.000000
## C01_CTRL.BMT_Level 10.134 < 2e-16 ***
## C01_CT950A.Out_PV 0.564 0.572713
## C01_LT268.Out_PV 8.215 2.86e-16 ***
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration 6.301 3.29e-10 ***
## C01_AT135.Out_PV -0.362 0.717186
## C01_TT335.Out_PV -2.486 0.012971 *
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -3.507 0.000459 ***
## C01_TT313A.Out_PV 1.412 0.158096
## C01_DT313A.Out_PV 0.814 0.415422
## C01_LT514.Out_PV 0.847 0.397284
## C01_TT330.Out_PV -1.846 0.064992 .
## C01_TT208.Out_PV -0.419 0.675151
## C01_LT277_KG.Out_PV 5.951 2.90e-09 ***
## C01_TT315A.Out_PV -0.191 0.848338
## C01_LT255.Out_PV -2.130 0.033240 *
## C01_DT315A.Out_PV 0.308 0.757828
## C01_TT135.Out_PV -9.529 < 2e-16 ***
## C01_LT515.Out_PV -1.626 0.103982
## C01_DT314A.Out_PV 3.034 0.002433 **
## C01_LT513.Out_PV 3.354 0.000805 ***
## C01_PT600F.Out_PV 2.637 0.008397 **
## C01_TT236.Out_PV -4.721 2.43e-06 ***
## C01_PT119.Out_PV -1.493 0.135549
## C01_LT267_KG.Out_PV 2.130 0.033271 *
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 9.719 < 2e-16 ***
## C01_PT221.Out_PV 0.268 0.788872
## C01_PT301.Out_PV -6.808 1.15e-11 ***
## C01_TT206.Out_PV -2.062 0.039319 *
## C01_PT36712.Out_PV -0.090 0.928550
## C01_TT260.Out_PV 1.592 0.111577
## C01_PT36757.Out_PV -5.876 4.56e-09 ***
## C01_TT269.Out_PV 6.859 8.03e-12 ***
## C01_TT600A.Out_PV 5.146 2.80e-07 ***
## C01_TT600B.Out_PV 2.890 0.003878 **
## C01_TT115A.Out_PV -4.693 2.78e-06 ***
## C01_TT226.Out_PV -0.017 0.986655
## C01_TT950A.Out_PV -1.989 0.046737 *
## C01_PT214.Out_PV -1.798 0.072250 .
## C01_TT210.Out_PV -1.908 0.056470 .
## C01_PT36713.Out_PV 5.417 6.43e-08 ***
## C01_TT210A.Out_PV 1.690 0.091056 .
## C01_TT113A.Out_PV 3.115 0.001850 **
## C01_TT221.Out_PV 6.881 6.91e-12 ***
## C01_TT114A.Out_PV 5.491 4.26e-08 ***
## C01_PT36750.Out_PV 0.638 0.523219
## C01_PT213.Out_PV 1.913 0.055800 .
## C01_TT119.Out_PV 0.373 0.709429
## C01_PT36758.Out_PV 5.179 2.35e-07 ***
## C01_PT319.Out_PV 3.981 7.00e-05 ***
## C01_TT319.Out_PV -2.846 0.004450 **
## C01_PT36765.Out_PV -1.885 0.059568 .
## C01_TT237.Out_PV -2.332 0.019744 *
## C01_TT000A.Out_PV 16.708 < 2e-16 ***
## C01_DT113A.Out_PV 0.733 0.463892
## C01_TT278.Out_PV 4.068 4.83e-05 ***
## C01_LT255_KG.Out_PV 2.184 0.028993 *
## C01_PT290B.Out_PV -0.458 0.646820
## C01_PT215.Out_PV 2.000 0.045566 *
## C01_AT000A_TT.Out_PV -19.084 < 2e-16 ***
## C01_TT274.Out_PV -3.943 8.19e-05 ***
## C01_PC000_PID.PV -2.683 0.007329 **
## C01_TT255.Out_PV 0.335 0.737755
## C01_PT36756.Out_PV -2.077 0.037823 *
## C01_PT000A.Out_PV 3.975 7.17e-05 ***
## C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration 9.472 < 2e-16 ***
## C01_Feed31_Sys269_Ingredient.Val_CurrentBMTConcentration -2.280 0.022679 *
## C01_TT290.Out_PV -1.409 0.158769
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -1.843 0.065340 .
## C01_PT36764.Out_PV 0.767 0.443203
## C01_DT114A.Out_PV 0.300 0.764244
## C01_DT226.Out_PV 1.977 0.048089 *
## C01_DT115A.Out_PV -4.273 1.98e-05 ***
## C01_PT000B.Out_PV 1.617 0.105860
## C01_Feed03_Sys206_Ingredient.Val_CurrentBMTConcentration 1.258 0.208604
## C01_PT36751.Out_PV -2.594 0.009532 **
## C01_TT224.Out_PV 5.016 5.51e-07 ***
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration 3.221 0.001287 **
## C01_DT224.Out_PV -2.707 0.006825 **
## C01_DT135.Out_PV -0.058 0.953961
## C01_DT267.Out_PV 0.538 0.590453
## C01_AT000A.Out_PV 6.998 3.04e-12 ***
## C01_PT36754.Out_PV 2.934 0.003369 **
## C01_AT335.Out_PV 1.942 0.052179 .
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -27.143 < 2e-16 ***
## C01_PT36755.Out_PV 0.501 0.616133
## C01_PT36767.Out_PV 1.442 0.149364
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -1.115 0.264747
## C01_AT000A_Raw.Out_PV -0.280 0.779253
## C01_PIT790B.Out_PV -4.978 6.70e-07 ***
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 3.048 0.002323 **
## C01_DT330.Out_PV 1.058 0.290149
## C01_Feed43_Sys274_Ingredient.Val_CurrentBMTConcentration 2.480 0.013197 *
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -2.704 0.006880 **
## C01_DT260.Out_PV -4.297 1.77e-05 ***
## C01_PT279.Out_PV -0.429 0.667617
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -9.118 < 2e-16 ***
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 1.819 0.068936 .
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.2107 on 3865 degrees of freedom
## Multiple R-squared: 0.9567, Adjusted R-squared: 0.9556
## F-statistic: 879.8 on 97 and 3865 DF, p-value: < 2.2e-16library(car)
v1<-data.frame(vif(lr))
v1 <- cbind(variable = row.names(v1), v1)
names(v1)<-c("NameTag","VIF")
###C01_LT255_KG.Out_PV
drop.cols <- c('C01_LT255_KG.Out_PV')
data3<-data3%>%select(-drop.cols)
lr = lm( C01_VT000.Out_PV~., data = data3)
summary(lr)##
## Call:
## lm(formula = C01_VT000.Out_PV ~ ., data = data3)
##
## Residuals:
## Min 1Q Median 3Q Max
## -3.8462 -0.0611 0.0070 0.0662 2.7724
##
## Coefficients:
## Estimate Std. Error
## (Intercept) 4.994e-15 3.349e-03
## C01_CTRL.BMT_Level 5.639e-02 5.619e-03
## C01_CT950A.Out_PV 2.180e-03 4.124e-03
## C01_LT268.Out_PV 1.209e-01 1.505e-02
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration 1.022e-01 1.647e-02
## C01_AT135.Out_PV -9.010e-03 2.563e-02
## C01_TT335.Out_PV -3.709e-02 1.577e-02
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -1.710e-01 5.022e-02
## C01_TT313A.Out_PV 6.180e-02 4.034e-02
## C01_DT313A.Out_PV 3.506e-02 3.863e-02
## C01_LT514.Out_PV 7.264e-03 7.419e-03
## C01_TT330.Out_PV -3.967e-02 2.017e-02
## C01_TT208.Out_PV -5.159e-03 1.298e-02
## C01_LT277_KG.Out_PV 2.720e-02 4.550e-03
## C01_TT315A.Out_PV -3.981e-03 2.083e-02
## C01_LT255.Out_PV 6.083e-03 4.728e-03
## C01_DT315A.Out_PV 3.033e-03 9.667e-03
## C01_TT135.Out_PV -1.279e-01 1.326e-02
## C01_LT515.Out_PV -9.903e-03 6.443e-03
## C01_DT314A.Out_PV 5.098e-02 1.702e-02
## C01_LT513.Out_PV 1.467e-02 4.389e-03
## C01_PT600F.Out_PV 2.375e-02 9.443e-03
## C01_TT236.Out_PV -6.100e-02 1.272e-02
## C01_PT119.Out_PV -3.177e-02 1.976e-02
## C01_LT267_KG.Out_PV 2.290e-02 1.054e-02
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 8.694e-02 9.003e-03
## C01_PT221.Out_PV 5.169e-03 2.056e-02
## C01_PT301.Out_PV -6.193e-02 9.198e-03
## C01_TT206.Out_PV -7.613e-02 3.460e-02
## C01_PT36712.Out_PV -1.290e-03 1.855e-02
## C01_TT260.Out_PV 1.758e-02 1.073e-02
## C01_PT36757.Out_PV -6.029e-02 1.021e-02
## C01_TT269.Out_PV 1.948e-01 2.832e-02
## C01_TT600A.Out_PV 9.605e-02 1.942e-02
## C01_TT600B.Out_PV 4.155e-02 1.374e-02
## C01_TT115A.Out_PV -1.487e-01 3.275e-02
## C01_TT226.Out_PV 7.310e-05 5.737e-03
## C01_TT950A.Out_PV -1.246e-02 5.910e-03
## C01_PT214.Out_PV -2.529e-02 1.404e-02
## C01_TT210.Out_PV -5.637e-02 3.033e-02
## C01_PT36713.Out_PV 4.735e-02 8.836e-03
## C01_TT210A.Out_PV 4.804e-02 2.963e-02
## C01_TT113A.Out_PV 7.045e-02 2.381e-02
## C01_TT221.Out_PV 7.528e-02 1.084e-02
## C01_TT114A.Out_PV 1.880e-01 3.435e-02
## C01_PT36750.Out_PV 4.638e-03 9.067e-03
## C01_PT213.Out_PV 2.229e-02 1.149e-02
## C01_TT119.Out_PV 1.648e-02 3.800e-02
## C01_PT36758.Out_PV 5.632e-02 1.083e-02
## C01_PT319.Out_PV 6.466e-02 1.555e-02
## C01_TT319.Out_PV -1.750e-01 6.007e-02
## C01_PT36765.Out_PV -2.436e-02 1.405e-02
## C01_TT237.Out_PV -1.268e-01 5.158e-02
## C01_TT000A.Out_PV 4.540e-01 2.699e-02
## C01_DT113A.Out_PV 5.586e-03 8.920e-03
## C01_TT278.Out_PV 2.163e-01 5.086e-02
## C01_PT290B.Out_PV -1.786e-03 8.267e-03
## C01_PT215.Out_PV 2.304e-02 1.193e-02
## C01_AT000A_TT.Out_PV -6.053e-01 3.167e-02
## C01_TT274.Out_PV -1.693e-02 4.319e-03
## C01_PC000_PID.PV -8.498e-02 3.095e-02
## C01_TT255.Out_PV 7.364e-03 2.174e-02
## C01_PT36756.Out_PV -2.463e-02 1.392e-02
## C01_PT000A.Out_PV 1.262e-01 3.152e-02
## C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration 3.830e-01 4.113e-02
## C01_Feed31_Sys269_Ingredient.Val_CurrentBMTConcentration -1.228e-01 5.589e-02
## C01_TT290.Out_PV -1.125e-02 9.076e-03
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -1.024e-01 5.738e-02
## C01_PT36764.Out_PV 6.270e-03 6.707e-03
## C01_DT114A.Out_PV 2.581e-03 7.288e-03
## C01_DT226.Out_PV 3.562e-02 1.934e-02
## C01_DT115A.Out_PV -2.901e-02 6.877e-03
## C01_PT000B.Out_PV 1.973e-02 1.174e-02
## C01_Feed03_Sys206_Ingredient.Val_CurrentBMTConcentration 8.846e-02 6.511e-02
## C01_PT36751.Out_PV -1.759e-02 6.393e-03
## C01_TT224.Out_PV 2.756e-02 5.414e-03
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration 1.116e-01 3.598e-02
## C01_DT224.Out_PV -3.425e-02 1.301e-02
## C01_DT135.Out_PV -1.675e-03 2.573e-02
## C01_DT267.Out_PV 7.171e-03 1.002e-02
## C01_AT000A.Out_PV 3.649e-02 5.162e-03
## C01_PT36754.Out_PV 2.899e-02 9.639e-03
## C01_AT335.Out_PV 1.811e-02 8.734e-03
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -9.910e-01 3.654e-02
## C01_PT36755.Out_PV 3.500e-03 8.605e-03
## C01_PT36767.Out_PV 5.984e-03 4.211e-03
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -5.191e-03 4.349e-03
## C01_AT000A_Raw.Out_PV -4.102e-03 1.913e-02
## C01_PIT790B.Out_PV -1.820e-02 3.600e-03
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 3.567e-02 1.197e-02
## C01_DT330.Out_PV 3.886e-03 3.685e-03
## C01_Feed43_Sys274_Ingredient.Val_CurrentBMTConcentration 1.616e-01 6.964e-02
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -4.447e-02 1.742e-02
## C01_DT260.Out_PV -5.067e-02 1.180e-02
## C01_PT279.Out_PV -6.066e-03 1.000e-02
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -7.801e-02 8.772e-03
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 2.171e-02 1.075e-02
## t value Pr(>|t|)
## (Intercept) 0.000 1.000000
## C01_CTRL.BMT_Level 10.036 < 2e-16 ***
## C01_CT950A.Out_PV 0.529 0.597076
## C01_LT268.Out_PV 8.036 1.22e-15 ***
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration 6.210 5.88e-10 ***
## C01_AT135.Out_PV -0.352 0.725195
## C01_TT335.Out_PV -2.352 0.018729 *
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -3.406 0.000667 ***
## C01_TT313A.Out_PV 1.532 0.125625
## C01_DT313A.Out_PV 0.908 0.364071
## C01_LT514.Out_PV 0.979 0.327626
## C01_TT330.Out_PV -1.967 0.049298 *
## C01_TT208.Out_PV -0.397 0.691036
## C01_LT277_KG.Out_PV 5.978 2.46e-09 ***
## C01_TT315A.Out_PV -0.191 0.848465
## C01_LT255.Out_PV 1.287 0.198310
## C01_DT315A.Out_PV 0.314 0.753700
## C01_TT135.Out_PV -9.646 < 2e-16 ***
## C01_LT515.Out_PV -1.537 0.124384
## C01_DT314A.Out_PV 2.996 0.002750 **
## C01_LT513.Out_PV 3.343 0.000838 ***
## C01_PT600F.Out_PV 2.515 0.011934 *
## C01_TT236.Out_PV -4.795 1.69e-06 ***
## C01_PT119.Out_PV -1.608 0.107953
## C01_LT267_KG.Out_PV 2.173 0.029847 *
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 9.657 < 2e-16 ***
## C01_PT221.Out_PV 0.251 0.801470
## C01_PT301.Out_PV -6.733 1.91e-11 ***
## C01_TT206.Out_PV -2.200 0.027847 *
## C01_PT36712.Out_PV -0.070 0.944552
## C01_TT260.Out_PV 1.638 0.101493
## C01_PT36757.Out_PV -5.907 3.78e-09 ***
## C01_TT269.Out_PV 6.876 7.13e-12 ***
## C01_TT600A.Out_PV 4.945 7.92e-07 ***
## C01_TT600B.Out_PV 3.023 0.002517 **
## C01_TT115A.Out_PV -4.540 5.78e-06 ***
## C01_TT226.Out_PV 0.013 0.989835
## C01_TT950A.Out_PV -2.109 0.035020 *
## C01_PT214.Out_PV -1.802 0.071650 .
## C01_TT210.Out_PV -1.858 0.063210 .
## C01_PT36713.Out_PV 5.359 8.85e-08 ***
## C01_TT210A.Out_PV 1.622 0.104967
## C01_TT113A.Out_PV 2.959 0.003104 **
## C01_TT221.Out_PV 6.945 4.41e-12 ***
## C01_TT114A.Out_PV 5.472 4.73e-08 ***
## C01_PT36750.Out_PV 0.511 0.609036
## C01_PT213.Out_PV 1.940 0.052464 .
## C01_TT119.Out_PV 0.434 0.664637
## C01_PT36758.Out_PV 5.200 2.09e-07 ***
## C01_PT319.Out_PV 4.158 3.28e-05 ***
## C01_TT319.Out_PV -2.914 0.003591 **
## C01_PT36765.Out_PV -1.734 0.082928 .
## C01_TT237.Out_PV -2.458 0.014015 *
## C01_TT000A.Out_PV 16.820 < 2e-16 ***
## C01_DT113A.Out_PV 0.626 0.531147
## C01_TT278.Out_PV 4.253 2.16e-05 ***
## C01_PT290B.Out_PV -0.216 0.828960
## C01_PT215.Out_PV 1.931 0.053520 .
## C01_AT000A_TT.Out_PV -19.113 < 2e-16 ***
## C01_TT274.Out_PV -3.919 9.03e-05 ***
## C01_PC000_PID.PV -2.746 0.006065 **
## C01_TT255.Out_PV 0.339 0.734803
## C01_PT36756.Out_PV -1.769 0.076909 .
## C01_PT000A.Out_PV 4.005 6.33e-05 ***
## C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration 9.311 < 2e-16 ***
## C01_Feed31_Sys269_Ingredient.Val_CurrentBMTConcentration -2.197 0.028062 *
## C01_TT290.Out_PV -1.239 0.215256
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -1.784 0.074521 .
## C01_PT36764.Out_PV 0.935 0.349920
## C01_DT114A.Out_PV 0.354 0.723211
## C01_DT226.Out_PV 1.842 0.065546 .
## C01_DT115A.Out_PV -4.219 2.51e-05 ***
## C01_PT000B.Out_PV 1.681 0.092933 .
## C01_Feed03_Sys206_Ingredient.Val_CurrentBMTConcentration 1.358 0.174391
## C01_PT36751.Out_PV -2.751 0.005966 **
## C01_TT224.Out_PV 5.090 3.75e-07 ***
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration 3.102 0.001938 **
## C01_DT224.Out_PV -2.632 0.008524 **
## C01_DT135.Out_PV -0.065 0.948099
## C01_DT267.Out_PV 0.716 0.474133
## C01_AT000A.Out_PV 7.069 1.85e-12 ***
## C01_PT36754.Out_PV 3.007 0.002655 **
## C01_AT335.Out_PV 2.074 0.038139 *
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -27.124 < 2e-16 ***
## C01_PT36755.Out_PV 0.407 0.684236
## C01_PT36767.Out_PV 1.421 0.155436
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -1.194 0.232662
## C01_AT000A_Raw.Out_PV -0.214 0.830252
## C01_PIT790B.Out_PV -5.056 4.48e-07 ***
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 2.980 0.002897 **
## C01_DT330.Out_PV 1.055 0.291640
## C01_Feed43_Sys274_Ingredient.Val_CurrentBMTConcentration 2.320 0.020372 *
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -2.552 0.010736 *
## C01_DT260.Out_PV -4.296 1.78e-05 ***
## C01_PT279.Out_PV -0.607 0.544166
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -8.893 < 2e-16 ***
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 2.019 0.043526 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.2108 on 3866 degrees of freedom
## Multiple R-squared: 0.9566, Adjusted R-squared: 0.9555
## F-statistic: 888.1 on 96 and 3866 DF, p-value: < 2.2e-16library(car)
v1<-data.frame(vif(lr))
v1 <- cbind(variable = row.names(v1), v1)
names(v1)<-c("NameTag","VIF")
###C01_Feed43_Sys274_Ingredient.Val_CurrentBMTConcentration
drop.cols <- c('C01_Feed43_Sys274_Ingredient.Val_CurrentBMTConcentration')
data3<-data3%>%select(-drop.cols)
lr = lm( C01_VT000.Out_PV~., data = data3)
summary(lr)##
## Call:
## lm(formula = C01_VT000.Out_PV ~ ., data = data3)
##
## Residuals:
## Min 1Q Median 3Q Max
## -3.8804 -0.0603 0.0067 0.0665 2.7372
##
## Coefficients:
## Estimate Std. Error
## (Intercept) 3.736e-15 3.351e-03
## C01_CTRL.BMT_Level 5.482e-02 5.581e-03
## C01_CT950A.Out_PV 2.753e-03 4.119e-03
## C01_LT268.Out_PV 1.171e-01 1.497e-02
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration 1.062e-01 1.639e-02
## C01_AT135.Out_PV -8.657e-03 2.564e-02
## C01_TT335.Out_PV -3.295e-02 1.568e-02
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -8.081e-02 3.180e-02
## C01_TT313A.Out_PV 6.871e-02 4.026e-02
## C01_DT313A.Out_PV 3.991e-02 3.859e-02
## C01_LT514.Out_PV 6.867e-03 7.422e-03
## C01_TT330.Out_PV -3.872e-02 2.018e-02
## C01_TT208.Out_PV -5.548e-03 1.298e-02
## C01_LT277_KG.Out_PV 2.787e-02 4.544e-03
## C01_TT315A.Out_PV -1.808e-03 2.082e-02
## C01_LT255.Out_PV 7.324e-03 4.701e-03
## C01_DT315A.Out_PV 2.704e-03 9.671e-03
## C01_TT135.Out_PV -1.275e-01 1.327e-02
## C01_LT515.Out_PV -8.987e-03 6.435e-03
## C01_DT314A.Out_PV 4.706e-02 1.694e-02
## C01_LT513.Out_PV 1.518e-02 4.386e-03
## C01_PT600F.Out_PV 2.512e-02 9.430e-03
## C01_TT236.Out_PV -6.005e-02 1.272e-02
## C01_PT119.Out_PV -3.217e-02 1.977e-02
## C01_LT267_KG.Out_PV 2.265e-02 1.055e-02
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 8.933e-02 8.949e-03
## C01_PT221.Out_PV 5.340e-03 2.057e-02
## C01_PT301.Out_PV -6.403e-02 9.158e-03
## C01_TT206.Out_PV -7.851e-02 3.460e-02
## C01_PT36712.Out_PV -1.561e-03 1.856e-02
## C01_TT260.Out_PV 1.719e-02 1.074e-02
## C01_PT36757.Out_PV -6.301e-02 1.014e-02
## C01_TT269.Out_PV 1.956e-01 2.834e-02
## C01_TT600A.Out_PV 9.638e-02 1.943e-02
## C01_TT600B.Out_PV 3.976e-02 1.373e-02
## C01_TT115A.Out_PV -1.553e-01 3.265e-02
## C01_TT226.Out_PV 3.061e-04 5.739e-03
## C01_TT950A.Out_PV -1.193e-02 5.909e-03
## C01_PT214.Out_PV -2.314e-02 1.401e-02
## C01_TT210.Out_PV -5.096e-02 3.026e-02
## C01_PT36713.Out_PV 5.095e-02 8.704e-03
## C01_TT210A.Out_PV 4.315e-02 2.957e-02
## C01_TT113A.Out_PV 7.058e-02 2.382e-02
## C01_TT221.Out_PV 7.511e-02 1.084e-02
## C01_TT114A.Out_PV 1.931e-01 3.430e-02
## C01_PT36750.Out_PV 5.076e-03 9.070e-03
## C01_PT213.Out_PV 2.202e-02 1.149e-02
## C01_TT119.Out_PV -1.601e-03 3.722e-02
## C01_PT36758.Out_PV 5.671e-02 1.084e-02
## C01_PT319.Out_PV 7.246e-02 1.519e-02
## C01_TT319.Out_PV -1.645e-01 5.993e-02
## C01_PT36765.Out_PV -2.758e-02 1.398e-02
## C01_TT237.Out_PV -1.305e-01 5.159e-02
## C01_TT000A.Out_PV 4.568e-01 2.698e-02
## C01_DT113A.Out_PV 6.564e-03 8.915e-03
## C01_TT278.Out_PV 2.197e-01 5.087e-02
## C01_PT290B.Out_PV -1.278e-03 8.269e-03
## C01_PT215.Out_PV 2.186e-02 1.192e-02
## C01_AT000A_TT.Out_PV -6.027e-01 3.167e-02
## C01_TT274.Out_PV -1.682e-02 4.321e-03
## C01_PC000_PID.PV -8.775e-02 3.094e-02
## C01_TT255.Out_PV 1.036e-02 2.171e-02
## C01_PT36756.Out_PV -2.023e-02 1.380e-02
## C01_PT000A.Out_PV 1.271e-01 3.154e-02
## C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration 3.340e-01 3.533e-02
## C01_Feed31_Sys269_Ingredient.Val_CurrentBMTConcentration -1.276e-01 5.589e-02
## C01_TT290.Out_PV -1.084e-02 9.080e-03
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -5.734e-02 5.403e-02
## C01_PT36764.Out_PV 5.685e-03 6.706e-03
## C01_DT114A.Out_PV 3.034e-03 7.290e-03
## C01_DT226.Out_PV 3.033e-02 1.921e-02
## C01_DT115A.Out_PV -2.899e-02 6.880e-03
## C01_PT000B.Out_PV 2.186e-02 1.171e-02
## C01_Feed03_Sys206_Ingredient.Val_CurrentBMTConcentration 2.104e-01 3.848e-02
## C01_PT36751.Out_PV -1.775e-02 6.396e-03
## C01_TT224.Out_PV 2.723e-02 5.415e-03
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration 6.058e-02 2.849e-02
## C01_DT224.Out_PV -3.833e-02 1.290e-02
## C01_DT135.Out_PV -2.025e-03 2.574e-02
## C01_DT267.Out_PV 5.695e-03 1.000e-02
## C01_AT000A.Out_PV 3.678e-02 5.164e-03
## C01_PT36754.Out_PV 3.225e-02 9.542e-03
## C01_AT335.Out_PV 1.523e-02 8.650e-03
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -1.036e+00 3.107e-02
## C01_PT36755.Out_PV 6.171e-03 8.532e-03
## C01_PT36767.Out_PV 6.370e-03 4.211e-03
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -3.535e-03 4.292e-03
## C01_AT000A_Raw.Out_PV 1.075e-02 1.804e-02
## C01_PIT790B.Out_PV -1.824e-02 3.602e-03
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 3.723e-02 1.196e-02
## C01_DT330.Out_PV 4.464e-03 3.678e-03
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -5.058e-02 1.723e-02
## C01_DT260.Out_PV -5.879e-02 1.127e-02
## C01_PT279.Out_PV -5.048e-03 9.996e-03
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -6.808e-02 7.663e-03
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 2.326e-02 1.074e-02
## t value Pr(>|t|)
## (Intercept) 0.000 1.000000
## C01_CTRL.BMT_Level 9.822 < 2e-16 ***
## C01_CT950A.Out_PV 0.668 0.504017
## C01_LT268.Out_PV 7.824 6.54e-15 ***
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration 6.483 1.01e-10 ***
## C01_AT135.Out_PV -0.338 0.735695
## C01_TT335.Out_PV -2.102 0.035640 *
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -2.541 0.011095 *
## C01_TT313A.Out_PV 1.707 0.087965 .
## C01_DT313A.Out_PV 1.034 0.301098
## C01_LT514.Out_PV 0.925 0.354886
## C01_TT330.Out_PV -1.919 0.055105 .
## C01_TT208.Out_PV -0.427 0.669173
## C01_LT277_KG.Out_PV 6.135 9.38e-10 ***
## C01_TT315A.Out_PV -0.087 0.930813
## C01_LT255.Out_PV 1.558 0.119290
## C01_DT315A.Out_PV 0.280 0.779782
## C01_TT135.Out_PV -9.611 < 2e-16 ***
## C01_LT515.Out_PV -1.397 0.162611
## C01_DT314A.Out_PV 2.778 0.005498 **
## C01_LT513.Out_PV 3.461 0.000544 ***
## C01_PT600F.Out_PV 2.664 0.007758 **
## C01_TT236.Out_PV -4.721 2.44e-06 ***
## C01_PT119.Out_PV -1.627 0.103715
## C01_LT267_KG.Out_PV 2.148 0.031808 *
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 9.982 < 2e-16 ***
## C01_PT221.Out_PV 0.260 0.795165
## C01_PT301.Out_PV -6.991 3.19e-12 ***
## C01_TT206.Out_PV -2.269 0.023332 *
## C01_PT36712.Out_PV -0.084 0.932972
## C01_TT260.Out_PV 1.601 0.109519
## C01_PT36757.Out_PV -6.212 5.79e-10 ***
## C01_TT269.Out_PV 6.903 5.91e-12 ***
## C01_TT600A.Out_PV 4.960 7.35e-07 ***
## C01_TT600B.Out_PV 2.896 0.003800 **
## C01_TT115A.Out_PV -4.757 2.04e-06 ***
## C01_TT226.Out_PV 0.053 0.957470
## C01_TT950A.Out_PV -2.019 0.043513 *
## C01_PT214.Out_PV -1.651 0.098828 .
## C01_TT210.Out_PV -1.684 0.092233 .
## C01_PT36713.Out_PV 5.854 5.20e-09 ***
## C01_TT210A.Out_PV 1.459 0.144587
## C01_TT113A.Out_PV 2.963 0.003067 **
## C01_TT221.Out_PV 6.926 5.06e-12 ***
## C01_TT114A.Out_PV 5.628 1.95e-08 ***
## C01_PT36750.Out_PV 0.560 0.575791
## C01_PT213.Out_PV 1.916 0.055480 .
## C01_TT119.Out_PV -0.043 0.965695
## C01_PT36758.Out_PV 5.234 1.75e-07 ***
## C01_PT319.Out_PV 4.770 1.91e-06 ***
## C01_TT319.Out_PV -2.744 0.006099 **
## C01_PT36765.Out_PV -1.972 0.048628 *
## C01_TT237.Out_PV -2.529 0.011467 *
## C01_TT000A.Out_PV 16.934 < 2e-16 ***
## C01_DT113A.Out_PV 0.736 0.461581
## C01_TT278.Out_PV 4.319 1.61e-05 ***
## C01_PT290B.Out_PV -0.155 0.877179
## C01_PT215.Out_PV 1.833 0.066848 .
## C01_AT000A_TT.Out_PV -19.034 < 2e-16 ***
## C01_TT274.Out_PV -3.892 0.000101 ***
## C01_PC000_PID.PV -2.836 0.004591 **
## C01_TT255.Out_PV 0.477 0.633147
## C01_PT36756.Out_PV -1.466 0.142812
## C01_PT000A.Out_PV 4.030 5.68e-05 ***
## C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration 9.456 < 2e-16 ***
## C01_Feed31_Sys269_Ingredient.Val_CurrentBMTConcentration -2.283 0.022506 *
## C01_TT290.Out_PV -1.194 0.232515
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -1.061 0.288642
## C01_PT36764.Out_PV 0.848 0.396583
## C01_DT114A.Out_PV 0.416 0.677321
## C01_DT226.Out_PV 1.578 0.114564
## C01_DT115A.Out_PV -4.213 2.58e-05 ***
## C01_PT000B.Out_PV 1.866 0.062072 .
## C01_Feed03_Sys206_Ingredient.Val_CurrentBMTConcentration 5.467 4.86e-08 ***
## C01_PT36751.Out_PV -2.776 0.005536 **
## C01_TT224.Out_PV 5.029 5.16e-07 ***
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration 2.126 0.033567 *
## C01_DT224.Out_PV -2.971 0.002986 **
## C01_DT135.Out_PV -0.079 0.937301
## C01_DT267.Out_PV 0.569 0.569116
## C01_AT000A.Out_PV 7.122 1.26e-12 ***
## C01_PT36754.Out_PV 3.380 0.000733 ***
## C01_AT335.Out_PV 1.761 0.078345 .
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -33.338 < 2e-16 ***
## C01_PT36755.Out_PV 0.723 0.469581
## C01_PT36767.Out_PV 1.513 0.130380
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -0.824 0.410168
## C01_AT000A_Raw.Out_PV 0.596 0.551216
## C01_PIT790B.Out_PV -5.063 4.32e-07 ***
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 3.114 0.001859 **
## C01_DT330.Out_PV 1.214 0.224916
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -2.936 0.003347 **
## C01_DT260.Out_PV -5.217 1.92e-07 ***
## C01_PT279.Out_PV -0.505 0.613615
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -8.885 < 2e-16 ***
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 2.166 0.030340 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.211 on 3867 degrees of freedom
## Multiple R-squared: 0.9566, Adjusted R-squared: 0.9555
## F-statistic: 896.3 on 95 and 3867 DF, p-value: < 2.2e-16library(car)
v1<-data.frame(vif(lr))
v1 <- cbind(variable = row.names(v1), v1)
names(v1)<-c("NameTag","VIF")
###C01_TT319.Out_PV
drop.cols <- c('C01_TT319.Out_PV')
data3<-data3%>%select(-drop.cols)
lr = lm( C01_VT000.Out_PV~., data = data3)
summary(lr)##
## Call:
## lm(formula = C01_VT000.Out_PV ~ ., data = data3)
##
## Residuals:
## Min 1Q Median 3Q Max
## -3.9141 -0.0593 0.0069 0.0656 2.7498
##
## Coefficients:
## Estimate Std. Error
## (Intercept) 3.845e-15 3.354e-03
## C01_CTRL.BMT_Level 5.488e-02 5.586e-03
## C01_CT950A.Out_PV 2.978e-03 4.122e-03
## C01_LT268.Out_PV 1.209e-01 1.491e-02
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration 1.042e-01 1.638e-02
## C01_AT135.Out_PV -9.458e-03 2.566e-02
## C01_TT335.Out_PV -3.149e-02 1.568e-02
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -8.306e-02 3.182e-02
## C01_TT313A.Out_PV 6.394e-02 4.025e-02
## C01_DT313A.Out_PV 3.448e-02 3.857e-02
## C01_LT514.Out_PV 6.243e-03 7.424e-03
## C01_TT330.Out_PV -4.454e-02 2.009e-02
## C01_TT208.Out_PV -1.565e-03 1.291e-02
## C01_LT277_KG.Out_PV 2.922e-02 4.521e-03
## C01_TT315A.Out_PV -5.414e-05 2.083e-02
## C01_LT255.Out_PV 7.744e-03 4.702e-03
## C01_DT315A.Out_PV 3.246e-03 9.677e-03
## C01_TT135.Out_PV -1.250e-01 1.324e-02
## C01_LT515.Out_PV -9.677e-03 6.435e-03
## C01_DT314A.Out_PV 5.004e-02 1.692e-02
## C01_LT513.Out_PV 1.440e-02 4.380e-03
## C01_PT600F.Out_PV 2.510e-02 9.438e-03
## C01_TT236.Out_PV -6.393e-02 1.265e-02
## C01_PT119.Out_PV -2.919e-02 1.976e-02
## C01_LT267_KG.Out_PV 1.353e-02 1.002e-02
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 8.880e-02 8.954e-03
## C01_PT221.Out_PV 6.369e-03 2.058e-02
## C01_PT301.Out_PV -6.560e-02 9.148e-03
## C01_TT206.Out_PV -9.330e-02 3.421e-02
## C01_PT36712.Out_PV -2.423e-03 1.857e-02
## C01_TT260.Out_PV 1.645e-02 1.074e-02
## C01_PT36757.Out_PV -6.249e-02 1.015e-02
## C01_TT269.Out_PV 1.933e-01 2.835e-02
## C01_TT600A.Out_PV 9.814e-02 1.944e-02
## C01_TT600B.Out_PV 3.856e-02 1.373e-02
## C01_TT115A.Out_PV -1.542e-01 3.267e-02
## C01_TT226.Out_PV 6.214e-04 5.743e-03
## C01_TT950A.Out_PV -1.187e-02 5.913e-03
## C01_PT214.Out_PV -2.538e-02 1.400e-02
## C01_TT210.Out_PV -5.542e-02 3.024e-02
## C01_PT36713.Out_PV 5.346e-02 8.663e-03
## C01_TT210A.Out_PV 4.715e-02 2.956e-02
## C01_TT113A.Out_PV 5.546e-02 2.320e-02
## C01_TT221.Out_PV 7.176e-02 1.078e-02
## C01_TT114A.Out_PV 1.901e-01 3.432e-02
## C01_PT36750.Out_PV 5.358e-03 9.077e-03
## C01_PT213.Out_PV 2.165e-02 1.150e-02
## C01_TT119.Out_PV -5.086e-02 3.263e-02
## C01_PT36758.Out_PV 5.804e-02 1.083e-02
## C01_PT319.Out_PV 7.598e-02 1.515e-02
## C01_PT36765.Out_PV -2.764e-02 1.400e-02
## C01_TT237.Out_PV -1.537e-01 5.093e-02
## C01_TT000A.Out_PV 4.574e-01 2.700e-02
## C01_DT113A.Out_PV 1.325e-03 8.715e-03
## C01_TT278.Out_PV 1.733e-01 4.802e-02
## C01_PT290B.Out_PV -5.237e-04 8.272e-03
## C01_PT215.Out_PV 2.240e-02 1.193e-02
## C01_AT000A_TT.Out_PV -6.014e-01 3.169e-02
## C01_TT274.Out_PV -1.795e-02 4.305e-03
## C01_PC000_PID.PV -8.644e-02 3.096e-02
## C01_TT255.Out_PV -8.659e-04 2.134e-02
## C01_PT36756.Out_PV -1.480e-02 1.367e-02
## C01_PT000A.Out_PV 1.256e-01 3.156e-02
## C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration 3.288e-01 3.531e-02
## C01_Feed31_Sys269_Ingredient.Val_CurrentBMTConcentration -1.234e-01 5.591e-02
## C01_TT290.Out_PV -1.008e-02 9.083e-03
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -5.870e-02 5.407e-02
## C01_PT36764.Out_PV 5.439e-03 6.711e-03
## C01_DT114A.Out_PV 2.236e-03 7.290e-03
## C01_DT226.Out_PV 2.883e-02 1.922e-02
## C01_DT115A.Out_PV -2.983e-02 6.879e-03
## C01_PT000B.Out_PV 2.135e-02 1.172e-02
## C01_Feed03_Sys206_Ingredient.Val_CurrentBMTConcentration 2.211e-01 3.831e-02
## C01_PT36751.Out_PV -1.937e-02 6.374e-03
## C01_TT224.Out_PV 2.850e-02 5.400e-03
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration 5.887e-02 2.851e-02
## C01_DT224.Out_PV -3.654e-02 1.290e-02
## C01_DT135.Out_PV -4.735e-04 2.576e-02
## C01_DT267.Out_PV 3.414e-03 9.976e-03
## C01_AT000A.Out_PV 3.685e-02 5.168e-03
## C01_PT36754.Out_PV 3.233e-02 9.550e-03
## C01_AT335.Out_PV 1.700e-02 8.633e-03
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -1.049e+00 3.073e-02
## C01_PT36755.Out_PV 5.465e-03 8.535e-03
## C01_PT36767.Out_PV 5.563e-03 4.204e-03
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -3.606e-03 4.296e-03
## C01_AT000A_Raw.Out_PV 9.296e-03 1.805e-02
## C01_PIT790B.Out_PV -1.804e-02 3.605e-03
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 3.655e-02 1.196e-02
## C01_DT330.Out_PV 4.412e-03 3.681e-03
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -4.911e-02 1.724e-02
## C01_DT260.Out_PV -5.706e-02 1.126e-02
## C01_PT279.Out_PV -1.065e-02 9.794e-03
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -6.685e-02 7.656e-03
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 2.391e-02 1.074e-02
## t value Pr(>|t|)
## (Intercept) 0.000 1.000000
## C01_CTRL.BMT_Level 9.825 < 2e-16 ***
## C01_CT950A.Out_PV 0.722 0.470051
## C01_LT268.Out_PV 8.109 6.80e-16 ***
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration 6.362 2.22e-10 ***
## C01_AT135.Out_PV -0.369 0.712471
## C01_TT335.Out_PV -2.008 0.044712 *
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -2.610 0.009083 **
## C01_TT313A.Out_PV 1.588 0.112282
## C01_DT313A.Out_PV 0.894 0.371491
## C01_LT514.Out_PV 0.841 0.400502
## C01_TT330.Out_PV -2.217 0.026647 *
## C01_TT208.Out_PV -0.121 0.903541
## C01_LT277_KG.Out_PV 6.464 1.15e-10 ***
## C01_TT315A.Out_PV -0.003 0.997926
## C01_LT255.Out_PV 1.647 0.099636 .
## C01_DT315A.Out_PV 0.335 0.737317
## C01_TT135.Out_PV -9.434 < 2e-16 ***
## C01_LT515.Out_PV -1.504 0.132727
## C01_DT314A.Out_PV 2.957 0.003120 **
## C01_LT513.Out_PV 3.288 0.001019 **
## C01_PT600F.Out_PV 2.660 0.007846 **
## C01_TT236.Out_PV -5.052 4.56e-07 ***
## C01_PT119.Out_PV -1.478 0.139536
## C01_LT267_KG.Out_PV 1.350 0.176955
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 9.917 < 2e-16 ***
## C01_PT221.Out_PV 0.309 0.756977
## C01_PT301.Out_PV -7.171 8.87e-13 ***
## C01_TT206.Out_PV -2.727 0.006418 **
## C01_PT36712.Out_PV -0.130 0.896196
## C01_TT260.Out_PV 1.531 0.125861
## C01_PT36757.Out_PV -6.157 8.19e-10 ***
## C01_TT269.Out_PV 6.819 1.06e-11 ***
## C01_TT600A.Out_PV 5.049 4.65e-07 ***
## C01_TT600B.Out_PV 2.808 0.005011 **
## C01_TT115A.Out_PV -4.720 2.45e-06 ***
## C01_TT226.Out_PV 0.108 0.913834
## C01_TT950A.Out_PV -2.007 0.044846 *
## C01_PT214.Out_PV -1.813 0.069955 .
## C01_TT210.Out_PV -1.833 0.066937 .
## C01_PT36713.Out_PV 6.171 7.47e-10 ***
## C01_TT210A.Out_PV 1.595 0.110734
## C01_TT113A.Out_PV 2.391 0.016848 *
## C01_TT221.Out_PV 6.654 3.26e-11 ***
## C01_TT114A.Out_PV 5.541 3.21e-08 ***
## C01_PT36750.Out_PV 0.590 0.555028
## C01_PT213.Out_PV 1.882 0.059915 .
## C01_TT119.Out_PV -1.559 0.119151
## C01_PT36758.Out_PV 5.357 8.95e-08 ***
## C01_PT319.Out_PV 5.016 5.53e-07 ***
## C01_PT36765.Out_PV -1.975 0.048336 *
## C01_TT237.Out_PV -3.019 0.002554 **
## C01_TT000A.Out_PV 16.939 < 2e-16 ***
## C01_DT113A.Out_PV 0.152 0.879194
## C01_TT278.Out_PV 3.609 0.000312 ***
## C01_PT290B.Out_PV -0.063 0.949519
## C01_PT215.Out_PV 1.877 0.060533 .
## C01_AT000A_TT.Out_PV -18.978 < 2e-16 ***
## C01_TT274.Out_PV -4.169 3.12e-05 ***
## C01_PC000_PID.PV -2.792 0.005272 **
## C01_TT255.Out_PV -0.041 0.967636
## C01_PT36756.Out_PV -1.083 0.279087
## C01_PT000A.Out_PV 3.978 7.07e-05 ***
## C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration 9.313 < 2e-16 ***
## C01_Feed31_Sys269_Ingredient.Val_CurrentBMTConcentration -2.207 0.027350 *
## C01_TT290.Out_PV -1.109 0.267398
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -1.086 0.277673
## C01_PT36764.Out_PV 0.811 0.417680
## C01_DT114A.Out_PV 0.307 0.759113
## C01_DT226.Out_PV 1.500 0.133673
## C01_DT115A.Out_PV -4.335 1.49e-05 ***
## C01_PT000B.Out_PV 1.822 0.068595 .
## C01_Feed03_Sys206_Ingredient.Val_CurrentBMTConcentration 5.770 8.56e-09 ***
## C01_PT36751.Out_PV -3.039 0.002392 **
## C01_TT224.Out_PV 5.278 1.38e-07 ***
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration 2.065 0.039002 *
## C01_DT224.Out_PV -2.834 0.004622 **
## C01_DT135.Out_PV -0.018 0.985333
## C01_DT267.Out_PV 0.342 0.732204
## C01_AT000A.Out_PV 7.131 1.19e-12 ***
## C01_PT36754.Out_PV 3.385 0.000718 ***
## C01_AT335.Out_PV 1.969 0.049047 *
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -34.123 < 2e-16 ***
## C01_PT36755.Out_PV 0.640 0.522047
## C01_PT36767.Out_PV 1.323 0.185822
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -0.839 0.401332
## C01_AT000A_Raw.Out_PV 0.515 0.606503
## C01_PIT790B.Out_PV -5.004 5.87e-07 ***
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 3.055 0.002264 **
## C01_DT330.Out_PV 1.199 0.230792
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -2.849 0.004409 **
## C01_DT260.Out_PV -5.066 4.24e-07 ***
## C01_PT279.Out_PV -1.087 0.276988
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -8.731 < 2e-16 ***
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 2.226 0.026089 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.2111 on 3868 degrees of freedom
## Multiple R-squared: 0.9565, Adjusted R-squared: 0.9554
## F-statistic: 904.3 on 94 and 3868 DF, p-value: < 2.2e-16library(car)
v1<-data.frame(vif(lr))
v1 <- cbind(variable = row.names(v1), v1)
names(v1)<-c("NameTag","VIF")
###C01_Feed31_Sys269_Ingredient.Val_CurrentBMTConcentration
drop.cols <- c('C01_Feed31_Sys269_Ingredient.Val_CurrentBMTConcentration')
data3<-data3%>%select(-drop.cols)
lr = lm( C01_VT000.Out_PV~., data = data3)
summary(lr)##
## Call:
## lm(formula = C01_VT000.Out_PV ~ ., data = data3)
##
## Residuals:
## Min 1Q Median 3Q Max
## -3.9295 -0.0594 0.0064 0.0660 2.7500
##
## Coefficients:
## Estimate Std. Error
## (Intercept) 3.034e-15 3.356e-03
## C01_CTRL.BMT_Level 5.452e-02 5.586e-03
## C01_CT950A.Out_PV 3.614e-03 4.114e-03
## C01_LT268.Out_PV 1.229e-01 1.489e-02
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration 9.832e-02 1.617e-02
## C01_AT135.Out_PV -9.722e-03 2.568e-02
## C01_TT335.Out_PV -3.148e-02 1.569e-02
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -8.066e-02 3.182e-02
## C01_TT313A.Out_PV 6.351e-02 4.027e-02
## C01_DT313A.Out_PV 3.131e-02 3.857e-02
## C01_LT514.Out_PV 5.191e-03 7.413e-03
## C01_TT330.Out_PV -4.378e-02 2.009e-02
## C01_TT208.Out_PV -4.166e-04 1.291e-02
## C01_LT277_KG.Out_PV 3.039e-02 4.492e-03
## C01_TT315A.Out_PV 9.931e-04 2.084e-02
## C01_LT255.Out_PV 7.474e-03 4.703e-03
## C01_DT315A.Out_PV 2.955e-03 9.681e-03
## C01_TT135.Out_PV -1.245e-01 1.325e-02
## C01_LT515.Out_PV -9.157e-03 6.434e-03
## C01_DT314A.Out_PV 4.584e-02 1.682e-02
## C01_LT513.Out_PV 1.427e-02 4.382e-03
## C01_PT600F.Out_PV 2.135e-02 9.288e-03
## C01_TT236.Out_PV -6.380e-02 1.266e-02
## C01_PT119.Out_PV -3.077e-02 1.975e-02
## C01_LT267_KG.Out_PV 9.498e-03 9.854e-03
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 8.894e-02 8.958e-03
## C01_PT221.Out_PV 4.529e-03 2.057e-02
## C01_PT301.Out_PV -6.444e-02 9.137e-03
## C01_TT206.Out_PV -1.028e-01 3.395e-02
## C01_PT36712.Out_PV -7.944e-04 1.856e-02
## C01_TT260.Out_PV 1.740e-02 1.074e-02
## C01_PT36757.Out_PV -6.055e-02 1.012e-02
## C01_TT269.Out_PV 2.005e-01 2.817e-02
## C01_TT600A.Out_PV 1.031e-01 1.932e-02
## C01_TT600B.Out_PV 3.500e-02 1.365e-02
## C01_TT115A.Out_PV -1.560e-01 3.268e-02
## C01_TT226.Out_PV 6.705e-04 5.746e-03
## C01_TT950A.Out_PV -1.115e-02 5.908e-03
## C01_PT214.Out_PV -2.349e-02 1.398e-02
## C01_TT210.Out_PV -5.160e-02 3.021e-02
## C01_PT36713.Out_PV 5.333e-02 8.667e-03
## C01_TT210A.Out_PV 4.414e-02 2.954e-02
## C01_TT113A.Out_PV 6.016e-02 2.311e-02
## C01_TT221.Out_PV 7.025e-02 1.077e-02
## C01_TT114A.Out_PV 1.839e-01 3.422e-02
## C01_PT36750.Out_PV 2.047e-03 8.957e-03
## C01_PT213.Out_PV 2.316e-02 1.149e-02
## C01_TT119.Out_PV -4.927e-02 3.264e-02
## C01_PT36758.Out_PV 5.814e-02 1.084e-02
## C01_PT319.Out_PV 7.053e-02 1.495e-02
## C01_PT36765.Out_PV -2.345e-02 1.387e-02
## C01_TT237.Out_PV -1.493e-01 5.091e-02
## C01_TT000A.Out_PV 4.616e-01 2.694e-02
## C01_DT113A.Out_PV 2.880e-03 8.691e-03
## C01_TT278.Out_PV 1.691e-01 4.800e-02
## C01_PT290B.Out_PV 4.074e-03 8.009e-03
## C01_PT215.Out_PV 2.285e-02 1.194e-02
## C01_AT000A_TT.Out_PV -6.035e-01 3.169e-02
## C01_TT274.Out_PV -1.854e-02 4.299e-03
## C01_PC000_PID.PV -8.993e-02 3.094e-02
## C01_TT255.Out_PV -6.496e-04 2.135e-02
## C01_PT36756.Out_PV -1.878e-02 1.356e-02
## C01_PT000A.Out_PV 1.269e-01 3.157e-02
## C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration 3.086e-01 3.411e-02
## C01_TT290.Out_PV -9.772e-03 9.087e-03
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -1.661e-01 2.361e-02
## C01_PT36764.Out_PV 5.541e-03 6.714e-03
## C01_DT114A.Out_PV 9.927e-04 7.272e-03
## C01_DT226.Out_PV 3.073e-02 1.921e-02
## C01_DT115A.Out_PV -3.026e-02 6.880e-03
## C01_PT000B.Out_PV 2.505e-02 1.160e-02
## C01_Feed03_Sys206_Ingredient.Val_CurrentBMTConcentration 2.383e-01 3.753e-02
## C01_PT36751.Out_PV -1.881e-02 6.372e-03
## C01_TT224.Out_PV 2.782e-02 5.394e-03
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration 3.202e-02 2.580e-02
## C01_DT224.Out_PV -4.038e-02 1.278e-02
## C01_DT135.Out_PV -6.426e-04 2.577e-02
## C01_DT267.Out_PV 1.275e-02 9.039e-03
## C01_AT000A.Out_PV 3.502e-02 5.104e-03
## C01_PT36754.Out_PV 3.341e-02 9.542e-03
## C01_AT335.Out_PV 1.421e-02 8.544e-03
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -1.062e+00 3.014e-02
## C01_PT36755.Out_PV 6.079e-03 8.535e-03
## C01_PT36767.Out_PV 5.736e-03 4.205e-03
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -4.225e-03 4.289e-03
## C01_AT000A_Raw.Out_PV 2.155e-02 1.718e-02
## C01_PIT790B.Out_PV -1.752e-02 3.599e-03
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 1.262e-02 5.065e-03
## C01_DT330.Out_PV 4.621e-03 3.682e-03
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -6.287e-02 1.608e-02
## C01_DT260.Out_PV -5.551e-02 1.125e-02
## C01_PT279.Out_PV -8.003e-03 9.725e-03
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -6.432e-02 7.574e-03
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 3.240e-02 1.004e-02
## t value Pr(>|t|)
## (Intercept) 0.000 1.000000
## C01_CTRL.BMT_Level 9.759 < 2e-16 ***
## C01_CT950A.Out_PV 0.878 0.379778
## C01_LT268.Out_PV 8.249 < 2e-16 ***
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration 6.080 1.32e-09 ***
## C01_AT135.Out_PV -0.379 0.704961
## C01_TT335.Out_PV -2.007 0.044853 *
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -2.535 0.011283 *
## C01_TT313A.Out_PV 1.577 0.114863
## C01_DT313A.Out_PV 0.812 0.416867
## C01_LT514.Out_PV 0.700 0.483829
## C01_TT330.Out_PV -2.179 0.029401 *
## C01_TT208.Out_PV -0.032 0.974260
## C01_LT277_KG.Out_PV 6.765 1.54e-11 ***
## C01_TT315A.Out_PV 0.048 0.961990
## C01_LT255.Out_PV 1.589 0.112078
## C01_DT315A.Out_PV 0.305 0.760186
## C01_TT135.Out_PV -9.393 < 2e-16 ***
## C01_LT515.Out_PV -1.423 0.154758
## C01_DT314A.Out_PV 2.725 0.006461 **
## C01_LT513.Out_PV 3.256 0.001140 **
## C01_PT600F.Out_PV 2.298 0.021588 *
## C01_TT236.Out_PV -5.039 4.89e-07 ***
## C01_PT119.Out_PV -1.558 0.119349
## C01_LT267_KG.Out_PV 0.964 0.335169
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 9.928 < 2e-16 ***
## C01_PT221.Out_PV 0.220 0.825762
## C01_PT301.Out_PV -7.053 2.07e-12 ***
## C01_TT206.Out_PV -3.029 0.002473 **
## C01_PT36712.Out_PV -0.043 0.965869
## C01_TT260.Out_PV 1.620 0.105283
## C01_PT36757.Out_PV -5.985 2.36e-09 ***
## C01_TT269.Out_PV 7.118 1.30e-12 ***
## C01_TT600A.Out_PV 5.337 1.00e-07 ***
## C01_TT600B.Out_PV 2.565 0.010355 *
## C01_TT115A.Out_PV -4.773 1.88e-06 ***
## C01_TT226.Out_PV 0.117 0.907104
## C01_TT950A.Out_PV -1.888 0.059072 .
## C01_PT214.Out_PV -1.680 0.093089 .
## C01_TT210.Out_PV -1.708 0.087663 .
## C01_PT36713.Out_PV 6.153 8.37e-10 ***
## C01_TT210A.Out_PV 1.494 0.135167
## C01_TT113A.Out_PV 2.603 0.009274 **
## C01_TT221.Out_PV 6.524 7.74e-11 ***
## C01_TT114A.Out_PV 5.375 8.09e-08 ***
## C01_PT36750.Out_PV 0.229 0.819238
## C01_PT213.Out_PV 2.016 0.043900 *
## C01_TT119.Out_PV -1.510 0.131229
## C01_PT36758.Out_PV 5.364 8.60e-08 ***
## C01_PT319.Out_PV 4.716 2.48e-06 ***
## C01_PT36765.Out_PV -1.690 0.091086 .
## C01_TT237.Out_PV -2.932 0.003388 **
## C01_TT000A.Out_PV 17.131 < 2e-16 ***
## C01_DT113A.Out_PV 0.331 0.740345
## C01_TT278.Out_PV 3.522 0.000433 ***
## C01_PT290B.Out_PV 0.509 0.611036
## C01_PT215.Out_PV 1.915 0.055626 .
## C01_AT000A_TT.Out_PV -19.044 < 2e-16 ***
## C01_TT274.Out_PV -4.312 1.66e-05 ***
## C01_PC000_PID.PV -2.907 0.003674 **
## C01_TT255.Out_PV -0.030 0.975730
## C01_PT36756.Out_PV -1.385 0.166003
## C01_PT000A.Out_PV 4.019 5.95e-05 ***
## C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration 9.046 < 2e-16 ***
## C01_TT290.Out_PV -1.075 0.282262
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -7.035 2.34e-12 ***
## C01_PT36764.Out_PV 0.825 0.409306
## C01_DT114A.Out_PV 0.137 0.891423
## C01_DT226.Out_PV 1.600 0.109754
## C01_DT115A.Out_PV -4.398 1.12e-05 ***
## C01_PT000B.Out_PV 2.158 0.030968 *
## C01_Feed03_Sys206_Ingredient.Val_CurrentBMTConcentration 6.349 2.42e-10 ***
## C01_PT36751.Out_PV -2.952 0.003174 **
## C01_TT224.Out_PV 5.159 2.61e-07 ***
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration 1.241 0.214597
## C01_DT224.Out_PV -3.159 0.001596 **
## C01_DT135.Out_PV -0.025 0.980106
## C01_DT267.Out_PV 1.411 0.158310
## C01_AT000A.Out_PV 6.862 7.86e-12 ***
## C01_PT36754.Out_PV 3.502 0.000468 ***
## C01_AT335.Out_PV 1.663 0.096429 .
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -35.233 < 2e-16 ***
## C01_PT36755.Out_PV 0.712 0.476349
## C01_PT36767.Out_PV 1.364 0.172606
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -0.985 0.324640
## C01_AT000A_Raw.Out_PV 1.255 0.209707
## C01_PIT790B.Out_PV -4.867 1.18e-06 ***
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 2.493 0.012723 *
## C01_DT330.Out_PV 1.255 0.209495
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -3.910 9.37e-05 ***
## C01_DT260.Out_PV -4.936 8.31e-07 ***
## C01_PT279.Out_PV -0.823 0.410618
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -8.493 < 2e-16 ***
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 3.227 0.001259 **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.2113 on 3869 degrees of freedom
## Multiple R-squared: 0.9564, Adjusted R-squared: 0.9554
## F-statistic: 913 on 93 and 3869 DF, p-value: < 2.2e-16library(car)
v1<-data.frame(vif(lr))
v1 <- cbind(variable = row.names(v1), v1)
names(v1)<-c("NameTag","VIF")
###C01_TT237.Out_PV
drop.cols <- c('C01_TT237.Out_PV')
data3<-data3%>%select(-drop.cols)
lr = lm( C01_VT000.Out_PV~., data = data3)
summary(lr)##
## Call:
## lm(formula = C01_VT000.Out_PV ~ ., data = data3)
##
## Residuals:
## Min 1Q Median 3Q Max
## -3.9496 -0.0610 0.0075 0.0652 2.7618
##
## Coefficients:
## Estimate Std. Error
## (Intercept) 3.160e-15 3.359e-03
## C01_CTRL.BMT_Level 5.504e-02 5.589e-03
## C01_CT950A.Out_PV 4.517e-03 4.106e-03
## C01_LT268.Out_PV 1.239e-01 1.490e-02
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration 9.909e-02 1.618e-02
## C01_AT135.Out_PV -7.959e-03 2.569e-02
## C01_TT335.Out_PV -2.728e-02 1.564e-02
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -7.947e-02 3.185e-02
## C01_TT313A.Out_PV 6.263e-02 4.031e-02
## C01_DT313A.Out_PV 3.267e-02 3.860e-02
## C01_LT514.Out_PV 4.909e-03 7.419e-03
## C01_TT330.Out_PV -4.571e-02 2.010e-02
## C01_TT208.Out_PV -2.952e-03 1.289e-02
## C01_LT277_KG.Out_PV 3.024e-02 4.496e-03
## C01_TT315A.Out_PV 5.645e-03 2.080e-02
## C01_LT255.Out_PV 8.177e-03 4.701e-03
## C01_DT315A.Out_PV 2.955e-03 9.691e-03
## C01_TT135.Out_PV -1.288e-01 1.318e-02
## C01_LT515.Out_PV -8.837e-03 6.439e-03
## C01_DT314A.Out_PV 4.543e-02 1.684e-02
## C01_LT513.Out_PV 1.358e-02 4.380e-03
## C01_PT600F.Out_PV 2.248e-02 9.289e-03
## C01_TT236.Out_PV -6.636e-02 1.264e-02
## C01_PT119.Out_PV -2.859e-02 1.976e-02
## C01_LT267_KG.Out_PV 1.260e-02 9.807e-03
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 8.829e-02 8.964e-03
## C01_PT221.Out_PV 3.573e-03 2.059e-02
## C01_PT301.Out_PV -6.420e-02 9.146e-03
## C01_TT206.Out_PV -1.068e-01 3.396e-02
## C01_PT36712.Out_PV 3.333e-05 1.858e-02
## C01_TT260.Out_PV 1.456e-02 1.071e-02
## C01_PT36757.Out_PV -6.139e-02 1.012e-02
## C01_TT269.Out_PV 1.992e-01 2.820e-02
## C01_TT600A.Out_PV 9.856e-02 1.927e-02
## C01_TT600B.Out_PV 3.575e-02 1.366e-02
## C01_TT115A.Out_PV -1.515e-01 3.268e-02
## C01_TT226.Out_PV 6.441e-04 5.751e-03
## C01_TT950A.Out_PV -1.159e-02 5.912e-03
## C01_PT214.Out_PV -2.319e-02 1.400e-02
## C01_TT210.Out_PV -4.795e-02 3.021e-02
## C01_PT36713.Out_PV 5.426e-02 8.670e-03
## C01_TT210A.Out_PV 4.049e-02 2.954e-02
## C01_TT113A.Out_PV 5.303e-02 2.300e-02
## C01_TT221.Out_PV 6.821e-02 1.076e-02
## C01_TT114A.Out_PV 1.716e-01 3.399e-02
## C01_PT36750.Out_PV 1.329e-03 8.963e-03
## C01_PT213.Out_PV 2.155e-02 1.149e-02
## C01_TT119.Out_PV -6.511e-02 3.222e-02
## C01_PT36758.Out_PV 5.816e-02 1.085e-02
## C01_PT319.Out_PV 7.049e-02 1.497e-02
## C01_PT36765.Out_PV -2.289e-02 1.389e-02
## C01_TT000A.Out_PV 4.634e-01 2.696e-02
## C01_DT113A.Out_PV 1.269e-03 8.682e-03
## C01_TT278.Out_PV 5.385e-02 2.759e-02
## C01_PT290B.Out_PV 5.088e-03 8.009e-03
## C01_PT215.Out_PV 2.482e-02 1.193e-02
## C01_AT000A_TT.Out_PV -6.042e-01 3.172e-02
## C01_TT274.Out_PV -1.835e-02 4.303e-03
## C01_PC000_PID.PV -9.257e-02 3.096e-02
## C01_TT255.Out_PV 1.811e-03 2.135e-02
## C01_PT36756.Out_PV -2.113e-02 1.355e-02
## C01_PT000A.Out_PV 1.298e-01 3.159e-02
## C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration 3.104e-01 3.414e-02
## C01_TT290.Out_PV -7.587e-03 9.065e-03
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -1.680e-01 2.362e-02
## C01_PT36764.Out_PV 5.744e-03 6.720e-03
## C01_DT114A.Out_PV 4.510e-04 7.277e-03
## C01_DT226.Out_PV 3.200e-02 1.923e-02
## C01_DT115A.Out_PV -2.990e-02 6.886e-03
## C01_PT000B.Out_PV 2.530e-02 1.162e-02
## C01_Feed03_Sys206_Ingredient.Val_CurrentBMTConcentration 2.318e-01 3.750e-02
## C01_PT36751.Out_PV -1.057e-02 5.725e-03
## C01_TT224.Out_PV 2.796e-02 5.399e-03
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration 3.441e-02 2.581e-02
## C01_DT224.Out_PV -4.043e-02 1.280e-02
## C01_DT135.Out_PV -2.377e-03 2.579e-02
## C01_DT267.Out_PV 1.304e-02 9.047e-03
## C01_AT000A.Out_PV 3.584e-02 5.101e-03
## C01_PT36754.Out_PV 3.418e-02 9.548e-03
## C01_AT335.Out_PV 1.603e-02 8.530e-03
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -1.063e+00 3.017e-02
## C01_PT36755.Out_PV 6.503e-03 8.542e-03
## C01_PT36767.Out_PV 5.775e-03 4.209e-03
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -3.958e-03 4.292e-03
## C01_AT000A_Raw.Out_PV 1.853e-02 1.717e-02
## C01_PIT790B.Out_PV -1.797e-02 3.599e-03
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 1.359e-02 5.059e-03
## C01_DT330.Out_PV 5.010e-03 3.683e-03
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -6.214e-02 1.609e-02
## C01_DT260.Out_PV -5.342e-02 1.123e-02
## C01_PT279.Out_PV -1.203e-02 9.637e-03
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -6.234e-02 7.551e-03
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 3.386e-02 1.004e-02
## t value Pr(>|t|)
## (Intercept) 0.000 1.000000
## C01_CTRL.BMT_Level 9.848 < 2e-16 ***
## C01_CT950A.Out_PV 1.100 0.271359
## C01_LT268.Out_PV 8.311 < 2e-16 ***
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration 6.122 1.01e-09 ***
## C01_AT135.Out_PV -0.310 0.756750
## C01_TT335.Out_PV -1.744 0.081168 .
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -2.496 0.012619 *
## C01_TT313A.Out_PV 1.554 0.120374
## C01_DT313A.Out_PV 0.846 0.397446
## C01_LT514.Out_PV 0.662 0.508271
## C01_TT330.Out_PV -2.274 0.023031 *
## C01_TT208.Out_PV -0.229 0.818919
## C01_LT277_KG.Out_PV 6.726 2.00e-11 ***
## C01_TT315A.Out_PV 0.271 0.786060
## C01_LT255.Out_PV 1.739 0.082055 .
## C01_DT315A.Out_PV 0.305 0.760461
## C01_TT135.Out_PV -9.772 < 2e-16 ***
## C01_LT515.Out_PV -1.372 0.170027
## C01_DT314A.Out_PV 2.698 0.006997 **
## C01_LT513.Out_PV 3.101 0.001944 **
## C01_PT600F.Out_PV 2.420 0.015570 *
## C01_TT236.Out_PV -5.249 1.61e-07 ***
## C01_PT119.Out_PV -1.447 0.147922
## C01_LT267_KG.Out_PV 1.285 0.198880
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 9.849 < 2e-16 ***
## C01_PT221.Out_PV 0.174 0.862267
## C01_PT301.Out_PV -7.020 2.62e-12 ***
## C01_TT206.Out_PV -3.146 0.001668 **
## C01_PT36712.Out_PV 0.002 0.998569
## C01_TT260.Out_PV 1.360 0.173771
## C01_PT36757.Out_PV -6.065 1.45e-09 ***
## C01_TT269.Out_PV 7.065 1.89e-12 ***
## C01_TT600A.Out_PV 5.114 3.31e-07 ***
## C01_TT600B.Out_PV 2.618 0.008875 **
## C01_TT115A.Out_PV -4.638 3.64e-06 ***
## C01_TT226.Out_PV 0.112 0.910834
## C01_TT950A.Out_PV -1.960 0.050057 .
## C01_PT214.Out_PV -1.657 0.097627 .
## C01_TT210.Out_PV -1.587 0.112562
## C01_PT36713.Out_PV 6.258 4.33e-10 ***
## C01_TT210A.Out_PV 1.370 0.170649
## C01_TT113A.Out_PV 2.305 0.021206 *
## C01_TT221.Out_PV 6.342 2.54e-10 ***
## C01_TT114A.Out_PV 5.049 4.65e-07 ***
## C01_PT36750.Out_PV 0.148 0.882090
## C01_PT213.Out_PV 1.876 0.060707 .
## C01_TT119.Out_PV -2.021 0.043349 *
## C01_PT36758.Out_PV 5.361 8.78e-08 ***
## C01_PT319.Out_PV 4.709 2.57e-06 ***
## C01_PT36765.Out_PV -1.648 0.099367 .
## C01_TT000A.Out_PV 17.188 < 2e-16 ***
## C01_DT113A.Out_PV 0.146 0.883810
## C01_TT278.Out_PV 1.951 0.051070 .
## C01_PT290B.Out_PV 0.635 0.525317
## C01_PT215.Out_PV 2.081 0.037510 *
## C01_AT000A_TT.Out_PV -19.045 < 2e-16 ***
## C01_TT274.Out_PV -4.265 2.04e-05 ***
## C01_PC000_PID.PV -2.990 0.002806 **
## C01_TT255.Out_PV 0.085 0.932435
## C01_PT36756.Out_PV -1.560 0.118785
## C01_PT000A.Out_PV 4.108 4.08e-05 ***
## C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration 9.091 < 2e-16 ***
## C01_TT290.Out_PV -0.837 0.402693
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -7.113 1.34e-12 ***
## C01_PT36764.Out_PV 0.855 0.392754
## C01_DT114A.Out_PV 0.062 0.950577
## C01_DT226.Out_PV 1.664 0.096128 .
## C01_DT115A.Out_PV -4.342 1.45e-05 ***
## C01_PT000B.Out_PV 2.178 0.029461 *
## C01_Feed03_Sys206_Ingredient.Val_CurrentBMTConcentration 6.181 7.02e-10 ***
## C01_PT36751.Out_PV -1.847 0.064820 .
## C01_TT224.Out_PV 5.179 2.34e-07 ***
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration 1.333 0.182554
## C01_DT224.Out_PV -3.160 0.001591 **
## C01_DT135.Out_PV -0.092 0.926556
## C01_DT267.Out_PV 1.441 0.149527
## C01_AT000A.Out_PV 7.026 2.50e-12 ***
## C01_PT36754.Out_PV 3.580 0.000348 ***
## C01_AT335.Out_PV 1.879 0.060299 .
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -35.223 < 2e-16 ***
## C01_PT36755.Out_PV 0.761 0.446543
## C01_PT36767.Out_PV 1.372 0.170154
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -0.922 0.356454
## C01_AT000A_Raw.Out_PV 1.079 0.280477
## C01_PIT790B.Out_PV -4.992 6.23e-07 ***
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 2.686 0.007269 **
## C01_DT330.Out_PV 1.360 0.173822
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -3.862 0.000114 ***
## C01_DT260.Out_PV -4.755 2.05e-06 ***
## C01_PT279.Out_PV -1.248 0.211939
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -8.256 < 2e-16 ***
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 3.374 0.000748 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.2115 on 3870 degrees of freedom
## Multiple R-squared: 0.9563, Adjusted R-squared: 0.9553
## F-statistic: 921 on 92 and 3870 DF, p-value: < 2.2e-16library(car)
v1<-data.frame(vif(lr))
v1 <- cbind(variable = row.names(v1), v1)
names(v1)<-c("NameTag","VIF")
###C01_TT313A.Out_PV
drop.cols <- c('C01_TT313A.Out_PV')
data3<-data3%>%select(-drop.cols)
lr = lm( C01_VT000.Out_PV~., data = data3)
summary(lr)##
## Call:
## lm(formula = C01_VT000.Out_PV ~ ., data = data3)
##
## Residuals:
## Min 1Q Median 3Q Max
## -3.9588 -0.0610 0.0072 0.0650 2.7533
##
## Coefficients:
## Estimate Std. Error
## (Intercept) 3.467e-15 3.360e-03
## C01_CTRL.BMT_Level 5.526e-02 5.588e-03
## C01_CT950A.Out_PV 4.578e-03 4.107e-03
## C01_LT268.Out_PV 1.248e-01 1.490e-02
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration 1.006e-01 1.616e-02
## C01_AT135.Out_PV -7.629e-03 2.570e-02
## C01_TT335.Out_PV -2.825e-02 1.563e-02
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -7.798e-02 3.184e-02
## C01_DT313A.Out_PV -2.407e-02 1.249e-02
## C01_LT514.Out_PV 5.381e-03 7.415e-03
## C01_TT330.Out_PV -4.597e-02 2.011e-02
## C01_TT208.Out_PV -5.146e-03 1.282e-02
## C01_LT277_KG.Out_PV 3.013e-02 4.496e-03
## C01_TT315A.Out_PV 6.422e-03 2.080e-02
## C01_LT255.Out_PV 7.935e-03 4.700e-03
## C01_DT315A.Out_PV 3.268e-03 9.690e-03
## C01_TT135.Out_PV -1.294e-01 1.318e-02
## C01_LT515.Out_PV -9.671e-03 6.418e-03
## C01_DT314A.Out_PV 4.769e-02 1.678e-02
## C01_LT513.Out_PV 1.375e-02 4.379e-03
## C01_PT600F.Out_PV 2.211e-02 9.287e-03
## C01_TT236.Out_PV -6.686e-02 1.264e-02
## C01_PT119.Out_PV -2.841e-02 1.976e-02
## C01_LT267_KG.Out_PV 1.238e-02 9.807e-03
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 8.851e-02 8.965e-03
## C01_PT221.Out_PV 5.665e-03 2.055e-02
## C01_PT301.Out_PV -6.264e-02 9.092e-03
## C01_TT206.Out_PV -1.038e-01 3.391e-02
## C01_PT36712.Out_PV -1.928e-03 1.854e-02
## C01_TT260.Out_PV 1.459e-02 1.071e-02
## C01_PT36757.Out_PV -6.182e-02 1.012e-02
## C01_TT269.Out_PV 2.005e-01 2.819e-02
## C01_TT600A.Out_PV 1.014e-01 1.919e-02
## C01_TT600B.Out_PV 3.312e-02 1.355e-02
## C01_TT115A.Out_PV -1.527e-01 3.267e-02
## C01_TT226.Out_PV 5.274e-04 5.752e-03
## C01_TT950A.Out_PV -1.221e-02 5.899e-03
## C01_PT214.Out_PV -2.512e-02 1.394e-02
## C01_TT210.Out_PV -4.507e-02 3.016e-02
## C01_PT36713.Out_PV 5.339e-02 8.654e-03
## C01_TT210A.Out_PV 3.823e-02 2.951e-02
## C01_TT113A.Out_PV 5.967e-02 2.261e-02
## C01_TT221.Out_PV 7.059e-02 1.065e-02
## C01_TT114A.Out_PV 1.759e-01 3.389e-02
## C01_PT36750.Out_PV 1.311e-03 8.964e-03
## C01_PT213.Out_PV 2.149e-02 1.149e-02
## C01_TT119.Out_PV -6.580e-02 3.222e-02
## C01_PT36758.Out_PV 5.666e-02 1.081e-02
## C01_PT319.Out_PV 7.053e-02 1.497e-02
## C01_PT36765.Out_PV -2.380e-02 1.388e-02
## C01_TT000A.Out_PV 4.645e-01 2.696e-02
## C01_DT113A.Out_PV 3.326e-03 8.582e-03
## C01_TT278.Out_PV 5.110e-02 2.754e-02
## C01_PT290B.Out_PV 5.060e-03 8.011e-03
## C01_PT215.Out_PV 2.497e-02 1.193e-02
## C01_AT000A_TT.Out_PV -6.045e-01 3.173e-02
## C01_TT274.Out_PV -1.809e-02 4.300e-03
## C01_PC000_PID.PV -9.462e-02 3.093e-02
## C01_TT255.Out_PV 6.473e-04 2.135e-02
## C01_PT36756.Out_PV -2.009e-02 1.353e-02
## C01_PT000A.Out_PV 1.320e-01 3.156e-02
## C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration 3.140e-01 3.407e-02
## C01_TT290.Out_PV -5.344e-03 8.951e-03
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -1.705e-01 2.357e-02
## C01_PT36764.Out_PV 6.373e-03 6.709e-03
## C01_DT114A.Out_PV 1.903e-03 7.218e-03
## C01_DT226.Out_PV 3.036e-02 1.920e-02
## C01_DT115A.Out_PV -3.002e-02 6.887e-03
## C01_PT000B.Out_PV 2.549e-02 1.162e-02
## C01_Feed03_Sys206_Ingredient.Val_CurrentBMTConcentration 2.308e-01 3.750e-02
## C01_PT36751.Out_PV -1.049e-02 5.726e-03
## C01_TT224.Out_PV 2.807e-02 5.399e-03
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration 3.516e-02 2.581e-02
## C01_DT224.Out_PV -3.903e-02 1.277e-02
## C01_DT135.Out_PV -2.702e-03 2.579e-02
## C01_DT267.Out_PV 1.295e-02 9.049e-03
## C01_AT000A.Out_PV 3.577e-02 5.102e-03
## C01_PT36754.Out_PV 3.277e-02 9.507e-03
## C01_AT335.Out_PV 1.826e-02 8.410e-03
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -1.063e+00 3.018e-02
## C01_PT36755.Out_PV 6.617e-03 8.543e-03
## C01_PT36767.Out_PV 6.274e-03 4.198e-03
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -4.347e-03 4.285e-03
## C01_AT000A_Raw.Out_PV 1.957e-02 1.716e-02
## C01_PIT790B.Out_PV -1.807e-02 3.599e-03
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 1.355e-02 5.060e-03
## C01_DT330.Out_PV 5.204e-03 3.682e-03
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -6.338e-02 1.607e-02
## C01_DT260.Out_PV -5.381e-02 1.123e-02
## C01_PT279.Out_PV -1.207e-02 9.638e-03
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -6.111e-02 7.510e-03
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 3.010e-02 9.741e-03
## t value Pr(>|t|)
## (Intercept) 0.000 1.000000
## C01_CTRL.BMT_Level 9.889 < 2e-16 ***
## C01_CT950A.Out_PV 1.115 0.265005
## C01_LT268.Out_PV 8.379 < 2e-16 ***
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration 6.223 5.39e-10 ***
## C01_AT135.Out_PV -0.297 0.766586
## C01_TT335.Out_PV -1.807 0.070795 .
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -2.449 0.014353 *
## C01_DT313A.Out_PV -1.927 0.054079 .
## C01_LT514.Out_PV 0.726 0.468017
## C01_TT330.Out_PV -2.286 0.022294 *
## C01_TT208.Out_PV -0.401 0.688086
## C01_LT277_KG.Out_PV 6.701 2.37e-11 ***
## C01_TT315A.Out_PV 0.309 0.757485
## C01_LT255.Out_PV 1.689 0.091382 .
## C01_DT315A.Out_PV 0.337 0.735935
## C01_TT135.Out_PV -9.817 < 2e-16 ***
## C01_LT515.Out_PV -1.507 0.131927
## C01_DT314A.Out_PV 2.843 0.004495 **
## C01_LT513.Out_PV 3.140 0.001704 **
## C01_PT600F.Out_PV 2.381 0.017332 *
## C01_TT236.Out_PV -5.289 1.30e-07 ***
## C01_PT119.Out_PV -1.438 0.150582
## C01_LT267_KG.Out_PV 1.262 0.207004
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 9.872 < 2e-16 ***
## C01_PT221.Out_PV 0.276 0.782811
## C01_PT301.Out_PV -6.889 6.52e-12 ***
## C01_TT206.Out_PV -3.061 0.002223 **
## C01_PT36712.Out_PV -0.104 0.917167
## C01_TT260.Out_PV 1.363 0.173008
## C01_PT36757.Out_PV -6.108 1.11e-09 ***
## C01_TT269.Out_PV 7.110 1.37e-12 ***
## C01_TT600A.Out_PV 5.285 1.32e-07 ***
## C01_TT600B.Out_PV 2.443 0.014592 *
## C01_TT115A.Out_PV -4.672 3.08e-06 ***
## C01_TT226.Out_PV 0.092 0.926949
## C01_TT950A.Out_PV -2.070 0.038536 *
## C01_PT214.Out_PV -1.801 0.071742 .
## C01_TT210.Out_PV -1.494 0.135184
## C01_PT36713.Out_PV 6.170 7.55e-10 ***
## C01_TT210A.Out_PV 1.295 0.195245
## C01_TT113A.Out_PV 2.639 0.008337 **
## C01_TT221.Out_PV 6.629 3.85e-11 ***
## C01_TT114A.Out_PV 5.191 2.20e-07 ***
## C01_PT36750.Out_PV 0.146 0.883701
## C01_PT213.Out_PV 1.870 0.061503 .
## C01_TT119.Out_PV -2.042 0.041200 *
## C01_PT36758.Out_PV 5.242 1.67e-07 ***
## C01_PT319.Out_PV 4.711 2.55e-06 ***
## C01_PT36765.Out_PV -1.715 0.086409 .
## C01_TT000A.Out_PV 17.231 < 2e-16 ***
## C01_DT113A.Out_PV 0.388 0.698382
## C01_TT278.Out_PV 1.855 0.063647 .
## C01_PT290B.Out_PV 0.632 0.527665
## C01_PT215.Out_PV 2.093 0.036403 *
## C01_AT000A_TT.Out_PV -19.054 < 2e-16 ***
## C01_TT274.Out_PV -4.207 2.65e-05 ***
## C01_PC000_PID.PV -3.059 0.002238 **
## C01_TT255.Out_PV 0.030 0.975811
## C01_PT36756.Out_PV -1.484 0.137791
## C01_PT000A.Out_PV 4.182 2.95e-05 ***
## C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration 9.216 < 2e-16 ***
## C01_TT290.Out_PV -0.597 0.550487
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -7.233 5.65e-13 ***
## C01_PT36764.Out_PV 0.950 0.342264
## C01_DT114A.Out_PV 0.264 0.792044
## C01_DT226.Out_PV 1.581 0.113889
## C01_DT115A.Out_PV -4.359 1.34e-05 ***
## C01_PT000B.Out_PV 2.195 0.028253 *
## C01_Feed03_Sys206_Ingredient.Val_CurrentBMTConcentration 6.153 8.37e-10 ***
## C01_PT36751.Out_PV -1.833 0.066938 .
## C01_TT224.Out_PV 5.199 2.11e-07 ***
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration 1.362 0.173247
## C01_DT224.Out_PV -3.057 0.002250 **
## C01_DT135.Out_PV -0.105 0.916567
## C01_DT267.Out_PV 1.431 0.152451
## C01_AT000A.Out_PV 7.012 2.77e-12 ***
## C01_PT36754.Out_PV 3.448 0.000572 ***
## C01_AT335.Out_PV 2.171 0.029979 *
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -35.223 < 2e-16 ***
## C01_PT36755.Out_PV 0.775 0.438675
## C01_PT36767.Out_PV 1.495 0.135122
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -1.014 0.310513
## C01_AT000A_Raw.Out_PV 1.141 0.254090
## C01_PIT790B.Out_PV -5.020 5.40e-07 ***
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 2.677 0.007449 **
## C01_DT330.Out_PV 1.414 0.157573
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -3.943 8.20e-05 ***
## C01_DT260.Out_PV -4.790 1.73e-06 ***
## C01_PT279.Out_PV -1.253 0.210451
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -8.136 5.44e-16 ***
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 3.090 0.002013 **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.2115 on 3871 degrees of freedom
## Multiple R-squared: 0.9563, Adjusted R-squared: 0.9553
## F-statistic: 930.8 on 91 and 3871 DF, p-value: < 2.2e-16library(car)
v1<-data.frame(vif(lr))
v1 <- cbind(variable = row.names(v1), v1)
names(v1)<-c("NameTag","VIF")
###C01_Feed03_Sys206_Ingredient.Val_CurrentBMTConcentration
drop.cols <- c('C01_Feed03_Sys206_Ingredient.Val_CurrentBMTConcentration')
data3<-data3%>%select(-drop.cols)
lr = lm( C01_VT000.Out_PV~., data = data3)
summary(lr)##
## Call:
## lm(formula = C01_VT000.Out_PV ~ ., data = data3)
##
## Residuals:
## Min 1Q Median 3Q Max
## -4.0063 -0.0614 0.0080 0.0649 2.7258
##
## Coefficients:
## Estimate Std. Error
## (Intercept) 1.486e-15 3.376e-03
## C01_CTRL.BMT_Level 6.090e-02 5.538e-03
## C01_CT950A.Out_PV 5.117e-03 4.126e-03
## C01_LT268.Out_PV 1.243e-01 1.497e-02
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration 1.491e-01 1.417e-02
## C01_AT135.Out_PV -6.849e-03 2.582e-02
## C01_TT335.Out_PV -2.140e-02 1.566e-02
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration 3.298e-02 2.636e-02
## C01_DT313A.Out_PV -2.765e-02 1.254e-02
## C01_LT514.Out_PV 9.723e-03 7.416e-03
## C01_TT330.Out_PV -5.904e-02 2.009e-02
## C01_TT208.Out_PV -5.375e-03 1.288e-02
## C01_LT277_KG.Out_PV 3.135e-02 4.513e-03
## C01_TT315A.Out_PV 1.682e-02 2.082e-02
## C01_LT255.Out_PV 8.231e-03 4.722e-03
## C01_DT315A.Out_PV 3.947e-03 9.736e-03
## C01_TT135.Out_PV -1.289e-01 1.324e-02
## C01_LT515.Out_PV -4.362e-03 6.390e-03
## C01_DT314A.Out_PV 3.279e-02 1.668e-02
## C01_LT513.Out_PV 1.329e-02 4.400e-03
## C01_PT600F.Out_PV 2.132e-02 9.330e-03
## C01_TT236.Out_PV -7.508e-02 1.263e-02
## C01_PT119.Out_PV 1.458e-03 1.925e-02
## C01_LT267_KG.Out_PV 2.947e-02 9.451e-03
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 1.001e-01 8.805e-03
## C01_PT221.Out_PV -3.453e-03 2.059e-02
## C01_PT301.Out_PV -6.329e-02 9.135e-03
## C01_TT206.Out_PV -6.362e-02 3.343e-02
## C01_PT36712.Out_PV 5.870e-03 1.858e-02
## C01_TT260.Out_PV -2.730e-04 1.048e-02
## C01_PT36757.Out_PV -6.144e-02 1.017e-02
## C01_TT269.Out_PV 1.595e-01 2.752e-02
## C01_TT600A.Out_PV 9.991e-02 1.928e-02
## C01_TT600B.Out_PV 3.229e-02 1.362e-02
## C01_TT115A.Out_PV -1.449e-01 3.280e-02
## C01_TT226.Out_PV 3.705e-04 5.779e-03
## C01_TT950A.Out_PV -1.200e-02 5.927e-03
## C01_PT214.Out_PV -2.311e-02 1.401e-02
## C01_TT210.Out_PV -5.569e-02 3.025e-02
## C01_PT36713.Out_PV 5.112e-02 8.687e-03
## C01_TT210A.Out_PV 4.940e-02 2.960e-02
## C01_TT113A.Out_PV 4.551e-02 2.260e-02
## C01_TT221.Out_PV 7.772e-02 1.064e-02
## C01_TT114A.Out_PV 1.630e-01 3.398e-02
## C01_PT36750.Out_PV -2.761e-04 9.003e-03
## C01_PT213.Out_PV 1.637e-02 1.151e-02
## C01_TT119.Out_PV -3.185e-02 3.190e-02
## C01_PT36758.Out_PV 5.099e-02 1.082e-02
## C01_PT319.Out_PV 6.829e-02 1.504e-02
## C01_PT36765.Out_PV -3.071e-02 1.390e-02
## C01_TT000A.Out_PV 4.527e-01 2.702e-02
## C01_DT113A.Out_PV -6.645e-05 8.605e-03
## C01_TT278.Out_PV 3.672e-02 2.757e-02
## C01_PT290B.Out_PV 1.417e-02 7.910e-03
## C01_PT215.Out_PV 2.601e-02 1.199e-02
## C01_AT000A_TT.Out_PV -5.800e-01 3.162e-02
## C01_TT274.Out_PV -1.799e-02 4.321e-03
## C01_PC000_PID.PV -9.119e-02 3.108e-02
## C01_TT255.Out_PV -5.957e-03 2.142e-02
## C01_PT36756.Out_PV -2.979e-02 1.350e-02
## C01_PT000A.Out_PV 1.307e-01 3.171e-02
## C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration 3.647e-01 3.321e-02
## C01_TT290.Out_PV -1.419e-02 8.877e-03
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -1.923e-01 2.342e-02
## C01_PT36764.Out_PV 1.009e-02 6.714e-03
## C01_DT114A.Out_PV -3.656e-04 7.242e-03
## C01_DT226.Out_PV 3.018e-02 1.929e-02
## C01_DT115A.Out_PV -3.065e-02 6.918e-03
## C01_PT000B.Out_PV 2.540e-02 1.167e-02
## C01_PT36751.Out_PV -1.040e-02 5.753e-03
## C01_TT224.Out_PV 2.778e-02 5.425e-03
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration 4.604e-02 2.587e-02
## C01_DT224.Out_PV -3.004e-02 1.274e-02
## C01_DT135.Out_PV -3.877e-03 2.591e-02
## C01_DT267.Out_PV 2.769e-02 8.767e-03
## C01_AT000A.Out_PV 3.453e-02 5.122e-03
## C01_PT36754.Out_PV 4.242e-02 9.421e-03
## C01_AT335.Out_PV 2.207e-02 8.427e-03
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -9.607e-01 2.531e-02
## C01_PT36755.Out_PV 6.173e-03 8.584e-03
## C01_PT36767.Out_PV 4.551e-03 4.208e-03
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -3.580e-03 4.304e-03
## C01_AT000A_Raw.Out_PV 2.646e-02 1.720e-02
## C01_PIT790B.Out_PV -1.956e-02 3.608e-03
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 1.434e-02 5.082e-03
## C01_DT330.Out_PV 6.102e-03 3.696e-03
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -1.073e-01 1.447e-02
## C01_DT260.Out_PV -3.764e-02 1.097e-02
## C01_PT279.Out_PV -1.635e-02 9.659e-03
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -5.865e-02 7.535e-03
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 4.378e-02 9.530e-03
## t value Pr(>|t|)
## (Intercept) 0.000 1.000000
## C01_CTRL.BMT_Level 10.997 < 2e-16 ***
## C01_CT950A.Out_PV 1.240 0.214971
## C01_LT268.Out_PV 8.304 < 2e-16 ***
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration 10.520 < 2e-16 ***
## C01_AT135.Out_PV -0.265 0.790816
## C01_TT335.Out_PV -1.366 0.171889
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration 1.251 0.210947
## C01_DT313A.Out_PV -2.205 0.027521 *
## C01_LT514.Out_PV 1.311 0.189922
## C01_TT330.Out_PV -2.939 0.003308 **
## C01_TT208.Out_PV -0.417 0.676425
## C01_LT277_KG.Out_PV 6.947 4.35e-12 ***
## C01_TT315A.Out_PV 0.808 0.419281
## C01_LT255.Out_PV 1.743 0.081382 .
## C01_DT315A.Out_PV 0.405 0.685223
## C01_TT135.Out_PV -9.739 < 2e-16 ***
## C01_LT515.Out_PV -0.683 0.494936
## C01_DT314A.Out_PV 1.966 0.049410 *
## C01_LT513.Out_PV 3.020 0.002542 **
## C01_PT600F.Out_PV 2.285 0.022367 *
## C01_TT236.Out_PV -5.945 3.00e-09 ***
## C01_PT119.Out_PV 0.076 0.939617
## C01_LT267_KG.Out_PV 3.118 0.001834 **
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 11.372 < 2e-16 ***
## C01_PT221.Out_PV -0.168 0.866845
## C01_PT301.Out_PV -6.929 4.94e-12 ***
## C01_TT206.Out_PV -1.903 0.057132 .
## C01_PT36712.Out_PV 0.316 0.752125
## C01_TT260.Out_PV -0.026 0.979223
## C01_PT36757.Out_PV -6.042 1.67e-09 ***
## C01_TT269.Out_PV 5.794 7.41e-09 ***
## C01_TT600A.Out_PV 5.182 2.30e-07 ***
## C01_TT600B.Out_PV 2.372 0.017754 *
## C01_TT115A.Out_PV -4.416 1.03e-05 ***
## C01_TT226.Out_PV 0.064 0.948891
## C01_TT950A.Out_PV -2.025 0.042984 *
## C01_PT214.Out_PV -1.650 0.099042 .
## C01_TT210.Out_PV -1.841 0.065735 .
## C01_PT36713.Out_PV 5.884 4.34e-09 ***
## C01_TT210A.Out_PV 1.669 0.095158 .
## C01_TT113A.Out_PV 2.014 0.044085 *
## C01_TT221.Out_PV 7.307 3.31e-13 ***
## C01_TT114A.Out_PV 4.797 1.67e-06 ***
## C01_PT36750.Out_PV -0.031 0.975536
## C01_PT213.Out_PV 1.422 0.155167
## C01_TT119.Out_PV -0.998 0.318101
## C01_PT36758.Out_PV 4.712 2.53e-06 ***
## C01_PT319.Out_PV 4.541 5.77e-06 ***
## C01_PT36765.Out_PV -2.210 0.027186 *
## C01_TT000A.Out_PV 16.755 < 2e-16 ***
## C01_DT113A.Out_PV -0.008 0.993839
## C01_TT278.Out_PV 1.332 0.183012
## C01_PT290B.Out_PV 1.792 0.073241 .
## C01_PT215.Out_PV 2.170 0.030048 *
## C01_AT000A_TT.Out_PV -18.339 < 2e-16 ***
## C01_TT274.Out_PV -4.163 3.21e-05 ***
## C01_PC000_PID.PV -2.934 0.003363 **
## C01_TT255.Out_PV -0.278 0.780940
## C01_PT36756.Out_PV -2.206 0.027416 *
## C01_PT000A.Out_PV 4.122 3.84e-05 ***
## C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration 10.982 < 2e-16 ***
## C01_TT290.Out_PV -1.599 0.109901
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -8.213 2.90e-16 ***
## C01_PT36764.Out_PV 1.503 0.132882
## C01_DT114A.Out_PV -0.050 0.959746
## C01_DT226.Out_PV 1.564 0.117835
## C01_DT115A.Out_PV -4.430 9.67e-06 ***
## C01_PT000B.Out_PV 2.176 0.029595 *
## C01_PT36751.Out_PV -1.808 0.070653 .
## C01_TT224.Out_PV 5.122 3.17e-07 ***
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration 1.780 0.075228 .
## C01_DT224.Out_PV -2.357 0.018464 *
## C01_DT135.Out_PV -0.150 0.881085
## C01_DT267.Out_PV 3.158 0.001599 **
## C01_AT000A.Out_PV 6.740 1.81e-11 ***
## C01_PT36754.Out_PV 4.503 6.90e-06 ***
## C01_AT335.Out_PV 2.620 0.008840 **
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -37.956 < 2e-16 ***
## C01_PT36755.Out_PV 0.719 0.472067
## C01_PT36767.Out_PV 1.081 0.279587
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -0.832 0.405559
## C01_AT000A_Raw.Out_PV 1.538 0.124046
## C01_PIT790B.Out_PV -5.423 6.23e-08 ***
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 2.821 0.004812 **
## C01_DT330.Out_PV 1.651 0.098822 .
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -7.412 1.52e-13 ***
## C01_DT260.Out_PV -3.430 0.000609 ***
## C01_PT279.Out_PV -1.693 0.090618 .
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -7.783 9.01e-15 ***
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 4.594 4.50e-06 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.2125 on 3872 degrees of freedom
## Multiple R-squared: 0.9559, Adjusted R-squared: 0.9548
## F-statistic: 931.9 on 90 and 3872 DF, p-value: < 2.2e-16library(car)
v1<-data.frame(vif(lr))
v1 <- cbind(variable = row.names(v1), v1)
names(v1)<-c("NameTag","VIF")
###C01_TT114A.Out_PV
drop.cols <- c('C01_TT114A.Out_PV')
data3<-data3%>%select(-drop.cols)
lr = lm( C01_VT000.Out_PV~., data = data3)
summary(lr)##
## Call:
## lm(formula = C01_VT000.Out_PV ~ ., data = data3)
##
## Residuals:
## Min 1Q Median 3Q Max
## -4.0102 -0.0608 0.0067 0.0652 2.7497
##
## Coefficients:
## Estimate Std. Error
## (Intercept) 2.243e-15 3.385e-03
## C01_CTRL.BMT_Level 5.850e-02 5.531e-03
## C01_CT950A.Out_PV 3.833e-03 4.129e-03
## C01_LT268.Out_PV 1.144e-01 1.487e-02
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration 1.435e-01 1.416e-02
## C01_AT135.Out_PV -9.901e-03 2.588e-02
## C01_TT335.Out_PV -1.720e-02 1.568e-02
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration 1.976e-02 2.629e-02
## C01_DT313A.Out_PV -3.416e-02 1.250e-02
## C01_LT514.Out_PV 7.140e-03 7.417e-03
## C01_TT330.Out_PV -6.696e-02 2.008e-02
## C01_TT208.Out_PV 4.922e-04 1.286e-02
## C01_LT277_KG.Out_PV 3.267e-02 4.518e-03
## C01_TT315A.Out_PV 2.655e-02 2.078e-02
## C01_LT255.Out_PV 8.031e-03 4.735e-03
## C01_DT315A.Out_PV 3.746e-03 9.763e-03
## C01_TT135.Out_PV -1.232e-01 1.322e-02
## C01_LT515.Out_PV -9.132e-03 6.330e-03
## C01_DT314A.Out_PV 1.621e-02 1.636e-02
## C01_LT513.Out_PV 1.255e-02 4.409e-03
## C01_PT600F.Out_PV 2.607e-02 9.304e-03
## C01_TT236.Out_PV -8.994e-02 1.228e-02
## C01_PT119.Out_PV 9.191e-03 1.923e-02
## C01_LT267_KG.Out_PV 2.340e-02 9.392e-03
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 9.892e-02 8.827e-03
## C01_PT221.Out_PV -5.028e-03 2.065e-02
## C01_PT301.Out_PV -6.638e-02 9.138e-03
## C01_TT206.Out_PV -4.761e-02 3.336e-02
## C01_PT36712.Out_PV 7.160e-03 1.864e-02
## C01_TT260.Out_PV 7.806e-04 1.051e-02
## C01_PT36757.Out_PV -5.675e-02 1.015e-02
## C01_TT269.Out_PV 1.503e-01 2.754e-02
## C01_TT600A.Out_PV 1.033e-01 1.932e-02
## C01_TT600B.Out_PV 2.508e-02 1.357e-02
## C01_TT115A.Out_PV -2.371e-02 2.099e-02
## C01_TT226.Out_PV 1.152e-03 5.793e-03
## C01_TT950A.Out_PV -7.389e-03 5.865e-03
## C01_PT214.Out_PV -1.171e-02 1.384e-02
## C01_TT210.Out_PV -3.911e-02 3.014e-02
## C01_PT36713.Out_PV 5.298e-02 8.703e-03
## C01_TT210A.Out_PV 3.379e-02 2.950e-02
## C01_TT113A.Out_PV 6.994e-02 2.208e-02
## C01_TT221.Out_PV 7.112e-02 1.058e-02
## C01_PT36750.Out_PV -2.223e-03 9.019e-03
## C01_PT213.Out_PV 2.148e-02 1.150e-02
## C01_TT119.Out_PV -3.731e-02 3.197e-02
## C01_PT36758.Out_PV 4.967e-02 1.085e-02
## C01_PT319.Out_PV 5.926e-02 1.496e-02
## C01_PT36765.Out_PV -2.816e-02 1.393e-02
## C01_TT000A.Out_PV 4.489e-01 2.708e-02
## C01_DT113A.Out_PV 7.217e-03 8.494e-03
## C01_TT278.Out_PV 6.592e-02 2.697e-02
## C01_PT290B.Out_PV 1.372e-02 7.932e-03
## C01_PT215.Out_PV 2.935e-02 1.200e-02
## C01_AT000A_TT.Out_PV -5.778e-01 3.171e-02
## C01_TT274.Out_PV -1.710e-02 4.329e-03
## C01_PC000_PID.PV -8.825e-02 3.116e-02
## C01_TT255.Out_PV -1.994e-02 2.128e-02
## C01_PT36756.Out_PV -3.010e-02 1.354e-02
## C01_PT000A.Out_PV 1.289e-01 3.180e-02
## C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration 3.601e-01 3.329e-02
## C01_TT290.Out_PV -1.408e-02 8.902e-03
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -1.846e-01 2.343e-02
## C01_PT36764.Out_PV 1.080e-02 6.731e-03
## C01_DT114A.Out_PV -2.195e-02 5.691e-03
## C01_DT226.Out_PV 1.343e-02 1.903e-02
## C01_DT115A.Out_PV -1.978e-02 6.555e-03
## C01_PT000B.Out_PV 2.084e-02 1.167e-02
## C01_PT36751.Out_PV -1.179e-02 5.762e-03
## C01_TT224.Out_PV 2.866e-02 5.437e-03
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration 3.647e-02 2.587e-02
## C01_DT224.Out_PV -3.247e-02 1.277e-02
## C01_DT135.Out_PV -3.958e-04 2.598e-02
## C01_DT267.Out_PV 2.239e-02 8.722e-03
## C01_AT000A.Out_PV 3.393e-02 5.135e-03
## C01_PT36754.Out_PV 4.422e-02 9.440e-03
## C01_AT335.Out_PV 1.685e-02 8.380e-03
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -9.523e-01 2.532e-02
## C01_PT36755.Out_PV 3.125e-03 8.584e-03
## C01_PT36767.Out_PV 4.207e-03 4.220e-03
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -4.091e-03 4.315e-03
## C01_AT000A_Raw.Out_PV 3.285e-02 1.720e-02
## C01_PIT790B.Out_PV -1.898e-02 3.616e-03
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 1.436e-02 5.097e-03
## C01_DT330.Out_PV 7.149e-03 3.700e-03
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -1.037e-01 1.449e-02
## C01_DT260.Out_PV -4.082e-02 1.099e-02
## C01_PT279.Out_PV -1.980e-02 9.659e-03
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -5.097e-02 7.384e-03
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 5.011e-02 9.465e-03
## t value Pr(>|t|)
## (Intercept) 0.000 1.000000
## C01_CTRL.BMT_Level 10.576 < 2e-16 ***
## C01_CT950A.Out_PV 0.929 0.353199
## C01_LT268.Out_PV 7.697 1.76e-14 ***
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration 10.131 < 2e-16 ***
## C01_AT135.Out_PV -0.383 0.702098
## C01_TT335.Out_PV -1.097 0.272922
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration 0.751 0.452463
## C01_DT313A.Out_PV -2.733 0.006312 **
## C01_LT514.Out_PV 0.963 0.335781
## C01_TT330.Out_PV -3.335 0.000860 ***
## C01_TT208.Out_PV 0.038 0.969463
## C01_LT277_KG.Out_PV 7.231 5.76e-13 ***
## C01_TT315A.Out_PV 1.277 0.201513
## C01_LT255.Out_PV 1.696 0.089916 .
## C01_DT315A.Out_PV 0.384 0.701237
## C01_TT135.Out_PV -9.317 < 2e-16 ***
## C01_LT515.Out_PV -1.443 0.149223
## C01_DT314A.Out_PV 0.991 0.321979
## C01_LT513.Out_PV 2.845 0.004462 **
## C01_PT600F.Out_PV 2.801 0.005112 **
## C01_TT236.Out_PV -7.325 2.89e-13 ***
## C01_PT119.Out_PV 0.478 0.632774
## C01_LT267_KG.Out_PV 2.491 0.012765 *
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 11.207 < 2e-16 ***
## C01_PT221.Out_PV -0.243 0.807662
## C01_PT301.Out_PV -7.265 4.50e-13 ***
## C01_TT206.Out_PV -1.427 0.153660
## C01_PT36712.Out_PV 0.384 0.700826
## C01_TT260.Out_PV 0.074 0.940786
## C01_PT36757.Out_PV -5.591 2.41e-08 ***
## C01_TT269.Out_PV 5.460 5.07e-08 ***
## C01_TT600A.Out_PV 5.346 9.52e-08 ***
## C01_TT600B.Out_PV 1.848 0.064690 .
## C01_TT115A.Out_PV -1.129 0.258805
## C01_TT226.Out_PV 0.199 0.842391
## C01_TT950A.Out_PV -1.260 0.207817
## C01_PT214.Out_PV -0.846 0.397542
## C01_TT210.Out_PV -1.298 0.194534
## C01_PT36713.Out_PV 6.088 1.25e-09 ***
## C01_TT210A.Out_PV 1.146 0.252067
## C01_TT113A.Out_PV 3.168 0.001547 **
## C01_TT221.Out_PV 6.724 2.03e-11 ***
## C01_PT36750.Out_PV -0.246 0.805319
## C01_PT213.Out_PV 1.868 0.061831 .
## C01_TT119.Out_PV -1.167 0.243166
## C01_PT36758.Out_PV 4.579 4.83e-06 ***
## C01_PT319.Out_PV 3.961 7.61e-05 ***
## C01_PT36765.Out_PV -2.022 0.043211 *
## C01_TT000A.Out_PV 16.574 < 2e-16 ***
## C01_DT113A.Out_PV 0.850 0.395599
## C01_TT278.Out_PV 2.444 0.014568 *
## C01_PT290B.Out_PV 1.730 0.083756 .
## C01_PT215.Out_PV 2.446 0.014490 *
## C01_AT000A_TT.Out_PV -18.222 < 2e-16 ***
## C01_TT274.Out_PV -3.949 7.98e-05 ***
## C01_PC000_PID.PV -2.832 0.004645 **
## C01_TT255.Out_PV -0.937 0.348911
## C01_PT36756.Out_PV -2.223 0.026299 *
## C01_PT000A.Out_PV 4.052 5.17e-05 ***
## C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration 10.816 < 2e-16 ***
## C01_TT290.Out_PV -1.582 0.113830
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -7.880 4.21e-15 ***
## C01_PT36764.Out_PV 1.605 0.108637
## C01_DT114A.Out_PV -3.857 0.000117 ***
## C01_DT226.Out_PV 0.706 0.480305
## C01_DT115A.Out_PV -3.017 0.002566 **
## C01_PT000B.Out_PV 1.786 0.074109 .
## C01_PT36751.Out_PV -2.046 0.040839 *
## C01_TT224.Out_PV 5.272 1.42e-07 ***
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration 1.410 0.158711
## C01_DT224.Out_PV -2.543 0.011034 *
## C01_DT135.Out_PV -0.015 0.987844
## C01_DT267.Out_PV 2.567 0.010286 *
## C01_AT000A.Out_PV 6.607 4.46e-11 ***
## C01_PT36754.Out_PV 4.684 2.91e-06 ***
## C01_AT335.Out_PV 2.011 0.044382 *
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -37.609 < 2e-16 ***
## C01_PT36755.Out_PV 0.364 0.715839
## C01_PT36767.Out_PV 0.997 0.318857
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -0.948 0.343145
## C01_AT000A_Raw.Out_PV 1.910 0.056215 .
## C01_PIT790B.Out_PV -5.248 1.62e-07 ***
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 2.817 0.004879 **
## C01_DT330.Out_PV 1.932 0.053433 .
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -7.154 1.00e-12 ***
## C01_DT260.Out_PV -3.716 0.000205 ***
## C01_PT279.Out_PV -2.050 0.040408 *
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -6.903 5.93e-12 ***
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 5.294 1.26e-07 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.2131 on 3873 degrees of freedom
## Multiple R-squared: 0.9556, Adjusted R-squared: 0.9546
## F-statistic: 936.7 on 89 and 3873 DF, p-value: < 2.2e-16library(car)
v1<-data.frame(vif(lr))
v1 <- cbind(variable = row.names(v1), v1)
names(v1)<-c("NameTag","VIF")
###C01_TT206.Out_PV
drop.cols <- c('C01_TT206.Out_PV')
data3<-data3%>%select(-drop.cols)
lr = lm( C01_VT000.Out_PV~., data = data3)
summary(lr)##
## Call:
## lm(formula = C01_VT000.Out_PV ~ ., data = data3)
##
## Residuals:
## Min 1Q Median 3Q Max
## -4.0047 -0.0613 0.0066 0.0653 2.7700
##
## Coefficients:
## Estimate Std. Error
## (Intercept) 1.969e-15 3.386e-03
## C01_CTRL.BMT_Level 5.832e-02 5.531e-03
## C01_CT950A.Out_PV 4.017e-03 4.127e-03
## C01_LT268.Out_PV 1.158e-01 1.484e-02
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration 1.413e-01 1.408e-02
## C01_AT135.Out_PV -8.052e-03 2.586e-02
## C01_TT335.Out_PV -1.859e-02 1.566e-02
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration 2.525e-02 2.601e-02
## C01_DT313A.Out_PV -3.370e-02 1.250e-02
## C01_LT514.Out_PV 8.232e-03 7.379e-03
## C01_TT330.Out_PV -7.006e-02 1.996e-02
## C01_TT208.Out_PV -4.669e-03 1.234e-02
## C01_LT277_KG.Out_PV 3.234e-02 4.513e-03
## C01_TT315A.Out_PV 2.496e-02 2.076e-02
## C01_LT255.Out_PV 7.514e-03 4.722e-03
## C01_DT315A.Out_PV 3.677e-03 9.764e-03
## C01_TT135.Out_PV -1.232e-01 1.322e-02
## C01_LT515.Out_PV -9.449e-03 6.327e-03
## C01_DT314A.Out_PV 1.788e-02 1.633e-02
## C01_LT513.Out_PV 1.288e-02 4.404e-03
## C01_PT600F.Out_PV 2.715e-02 9.274e-03
## C01_TT236.Out_PV -8.869e-02 1.225e-02
## C01_PT119.Out_PV 8.849e-03 1.923e-02
## C01_LT267_KG.Out_PV 2.612e-02 9.197e-03
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 9.822e-02 8.814e-03
## C01_PT221.Out_PV -2.574e-03 2.058e-02
## C01_PT301.Out_PV -6.684e-02 9.133e-03
## C01_PT36712.Out_PV 4.982e-03 1.858e-02
## C01_TT260.Out_PV -7.486e-04 1.045e-02
## C01_PT36757.Out_PV -5.709e-02 1.015e-02
## C01_TT269.Out_PV 1.394e-01 2.645e-02
## C01_TT600A.Out_PV 1.027e-01 1.932e-02
## C01_TT600B.Out_PV 2.583e-02 1.356e-02
## C01_TT115A.Out_PV -2.307e-02 2.099e-02
## C01_TT226.Out_PV 1.032e-03 5.794e-03
## C01_TT950A.Out_PV -7.990e-03 5.851e-03
## C01_PT214.Out_PV -1.201e-02 1.384e-02
## C01_TT210.Out_PV -3.495e-02 3.000e-02
## C01_PT36713.Out_PV 5.362e-02 8.692e-03
## C01_TT210A.Out_PV 2.977e-02 2.937e-02
## C01_TT113A.Out_PV 6.480e-02 2.178e-02
## C01_TT221.Out_PV 7.081e-02 1.058e-02
## C01_PT36750.Out_PV -2.089e-03 9.020e-03
## C01_PT213.Out_PV 2.096e-02 1.149e-02
## C01_TT119.Out_PV -4.061e-02 3.189e-02
## C01_PT36758.Out_PV 4.718e-02 1.071e-02
## C01_PT319.Out_PV 6.156e-02 1.488e-02
## C01_PT36765.Out_PV -2.732e-02 1.391e-02
## C01_TT000A.Out_PV 4.497e-01 2.708e-02
## C01_DT113A.Out_PV 5.349e-03 8.394e-03
## C01_TT278.Out_PV 5.617e-02 2.610e-02
## C01_PT290B.Out_PV 1.356e-02 7.932e-03
## C01_PT215.Out_PV 2.908e-02 1.200e-02
## C01_AT000A_TT.Out_PV -5.791e-01 3.170e-02
## C01_TT274.Out_PV -1.741e-02 4.324e-03
## C01_PC000_PID.PV -8.703e-02 3.115e-02
## C01_TT255.Out_PV -2.986e-02 2.012e-02
## C01_PT36756.Out_PV -2.932e-02 1.353e-02
## C01_PT000A.Out_PV 1.310e-01 3.177e-02
## C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration 3.505e-01 3.261e-02
## C01_TT290.Out_PV -1.513e-02 8.873e-03
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -1.788e-01 2.307e-02
## C01_PT36764.Out_PV 1.130e-02 6.723e-03
## C01_DT114A.Out_PV -2.256e-02 5.676e-03
## C01_DT226.Out_PV 1.007e-02 1.888e-02
## C01_DT115A.Out_PV -2.057e-02 6.533e-03
## C01_PT000B.Out_PV 1.735e-02 1.141e-02
## C01_PT36751.Out_PV -1.211e-02 5.758e-03
## C01_TT224.Out_PV 2.823e-02 5.429e-03
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration 3.065e-02 2.555e-02
## C01_DT224.Out_PV -3.106e-02 1.273e-02
## C01_DT135.Out_PV -2.751e-03 2.593e-02
## C01_DT267.Out_PV 2.508e-02 8.518e-03
## C01_AT000A.Out_PV 3.399e-02 5.136e-03
## C01_PT36754.Out_PV 4.289e-02 9.395e-03
## C01_AT335.Out_PV 1.570e-02 8.342e-03
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -9.566e-01 2.515e-02
## C01_PT36755.Out_PV 2.683e-03 8.580e-03
## C01_PT36767.Out_PV 4.221e-03 4.220e-03
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -3.863e-03 4.313e-03
## C01_AT000A_Raw.Out_PV 3.200e-02 1.719e-02
## C01_PIT790B.Out_PV -1.884e-02 3.615e-03
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 1.425e-02 5.097e-03
## C01_DT330.Out_PV 7.370e-03 3.698e-03
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -1.049e-01 1.447e-02
## C01_DT260.Out_PV -3.715e-02 1.068e-02
## C01_PT279.Out_PV -2.192e-02 9.546e-03
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -5.101e-02 7.385e-03
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 4.880e-02 9.421e-03
## t value Pr(>|t|)
## (Intercept) 0.000 1.000000
## C01_CTRL.BMT_Level 10.545 < 2e-16 ***
## C01_CT950A.Out_PV 0.973 0.330466
## C01_LT268.Out_PV 7.807 7.46e-15 ***
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration 10.034 < 2e-16 ***
## C01_AT135.Out_PV -0.311 0.755495
## C01_TT335.Out_PV -1.187 0.235248
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration 0.971 0.331661
## C01_DT313A.Out_PV -2.696 0.007041 **
## C01_LT514.Out_PV 1.116 0.264645
## C01_TT330.Out_PV -3.510 0.000454 ***
## C01_TT208.Out_PV -0.378 0.705154
## C01_LT277_KG.Out_PV 7.167 9.13e-13 ***
## C01_TT315A.Out_PV 1.202 0.229259
## C01_LT255.Out_PV 1.591 0.111596
## C01_DT315A.Out_PV 0.377 0.706482
## C01_TT135.Out_PV -9.313 < 2e-16 ***
## C01_LT515.Out_PV -1.493 0.135396
## C01_DT314A.Out_PV 1.095 0.273558
## C01_LT513.Out_PV 2.925 0.003459 **
## C01_PT600F.Out_PV 2.928 0.003432 **
## C01_TT236.Out_PV -7.241 5.35e-13 ***
## C01_PT119.Out_PV 0.460 0.645478
## C01_LT267_KG.Out_PV 2.841 0.004528 **
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 11.144 < 2e-16 ***
## C01_PT221.Out_PV -0.125 0.900487
## C01_PT301.Out_PV -7.318 3.04e-13 ***
## C01_PT36712.Out_PV 0.268 0.788569
## C01_TT260.Out_PV -0.072 0.942918
## C01_PT36757.Out_PV -5.624 1.99e-08 ***
## C01_TT269.Out_PV 5.270 1.44e-07 ***
## C01_TT600A.Out_PV 5.316 1.12e-07 ***
## C01_TT600B.Out_PV 1.904 0.056923 .
## C01_TT115A.Out_PV -1.099 0.271806
## C01_TT226.Out_PV 0.178 0.858681
## C01_TT950A.Out_PV -1.366 0.172134
## C01_PT214.Out_PV -0.867 0.385809
## C01_TT210.Out_PV -1.165 0.244132
## C01_PT36713.Out_PV 6.168 7.62e-10 ***
## C01_TT210A.Out_PV 1.014 0.310791
## C01_TT113A.Out_PV 2.974 0.002954 **
## C01_TT221.Out_PV 6.695 2.47e-11 ***
## C01_PT36750.Out_PV -0.232 0.816856
## C01_PT213.Out_PV 1.824 0.068246 .
## C01_TT119.Out_PV -1.274 0.202877
## C01_PT36758.Out_PV 4.406 1.08e-05 ***
## C01_PT319.Out_PV 4.138 3.58e-05 ***
## C01_PT36765.Out_PV -1.963 0.049700 *
## C01_TT000A.Out_PV 16.606 < 2e-16 ***
## C01_DT113A.Out_PV 0.637 0.523970
## C01_TT278.Out_PV 2.153 0.031407 *
## C01_PT290B.Out_PV 1.710 0.087375 .
## C01_PT215.Out_PV 2.423 0.015438 *
## C01_AT000A_TT.Out_PV -18.268 < 2e-16 ***
## C01_TT274.Out_PV -4.025 5.80e-05 ***
## C01_PC000_PID.PV -2.794 0.005234 **
## C01_TT255.Out_PV -1.484 0.137856
## C01_PT36756.Out_PV -2.167 0.030323 *
## C01_PT000A.Out_PV 4.122 3.83e-05 ***
## C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration 10.748 < 2e-16 ***
## C01_TT290.Out_PV -1.705 0.088317 .
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -7.749 1.17e-14 ***
## C01_PT36764.Out_PV 1.681 0.092893 .
## C01_DT114A.Out_PV -3.975 7.17e-05 ***
## C01_DT226.Out_PV 0.533 0.594011
## C01_DT115A.Out_PV -3.148 0.001656 **
## C01_PT000B.Out_PV 1.521 0.128368
## C01_PT36751.Out_PV -2.103 0.035503 *
## C01_TT224.Out_PV 5.199 2.11e-07 ***
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration 1.200 0.230374
## C01_DT224.Out_PV -2.439 0.014753 *
## C01_DT135.Out_PV -0.106 0.915506
## C01_DT267.Out_PV 2.944 0.003256 **
## C01_AT000A.Out_PV 6.619 4.10e-11 ***
## C01_PT36754.Out_PV 4.565 5.14e-06 ***
## C01_AT335.Out_PV 1.882 0.059852 .
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -38.036 < 2e-16 ***
## C01_PT36755.Out_PV 0.313 0.754563
## C01_PT36767.Out_PV 1.000 0.317303
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -0.896 0.370440
## C01_AT000A_Raw.Out_PV 1.862 0.062720 .
## C01_PIT790B.Out_PV -5.212 1.97e-07 ***
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 2.795 0.005215 **
## C01_DT330.Out_PV 1.993 0.046294 *
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -7.249 5.03e-13 ***
## C01_DT260.Out_PV -3.478 0.000511 ***
## C01_PT279.Out_PV -2.296 0.021715 *
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -6.907 5.78e-12 ***
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 5.180 2.34e-07 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.2131 on 3874 degrees of freedom
## Multiple R-squared: 0.9556, Adjusted R-squared: 0.9546
## F-statistic: 947.1 on 88 and 3874 DF, p-value: < 2.2e-16library(car)
v1<-data.frame(vif(lr))
v1 <- cbind(variable = row.names(v1), v1)
names(v1)<-c("NameTag","VIF")
###C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration
drop.cols <- c('C01_Feed02_Sys208_Ingredient.Val_CurrentBMTConcentration')
data3<-data3%>%select(-drop.cols)
lr = lm( C01_VT000.Out_PV~., data = data3)
summary(lr)##
## Call:
## lm(formula = C01_VT000.Out_PV ~ ., data = data3)
##
## Residuals:
## Min 1Q Median 3Q Max
## -3.9787 -0.0601 0.0072 0.0655 2.8303
##
## Coefficients:
## Estimate Std. Error
## (Intercept) -1.295e-15 3.435e-03
## C01_CTRL.BMT_Level 6.501e-02 5.576e-03
## C01_CT950A.Out_PV 4.584e-03 4.187e-03
## C01_LT268.Out_PV 1.040e-01 1.501e-02
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration 3.046e-02 9.730e-03
## C01_AT135.Out_PV -4.373e-03 2.623e-02
## C01_TT335.Out_PV -2.664e-02 1.587e-02
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration 1.285e-01 2.453e-02
## C01_DT313A.Out_PV -2.265e-02 1.264e-02
## C01_LT514.Out_PV 2.912e-02 7.223e-03
## C01_TT330.Out_PV -7.523e-02 2.025e-02
## C01_TT208.Out_PV -5.282e-03 1.252e-02
## C01_LT277_KG.Out_PV 3.811e-02 4.546e-03
## C01_TT315A.Out_PV 2.079e-02 2.106e-02
## C01_LT255.Out_PV 8.800e-03 4.789e-03
## C01_DT315A.Out_PV 1.034e-03 9.904e-03
## C01_TT135.Out_PV -1.360e-01 1.336e-02
## C01_LT515.Out_PV -5.886e-03 6.411e-03
## C01_DT314A.Out_PV 5.509e-02 1.619e-02
## C01_LT513.Out_PV 1.023e-02 4.461e-03
## C01_PT600F.Out_PV 2.069e-02 9.390e-03
## C01_TT236.Out_PV -7.901e-02 1.239e-02
## C01_PT119.Out_PV -2.245e-04 1.950e-02
## C01_LT267_KG.Out_PV 4.150e-02 9.219e-03
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 8.593e-02 8.868e-03
## C01_PT221.Out_PV -2.017e-02 2.082e-02
## C01_PT301.Out_PV -5.663e-02 9.217e-03
## C01_PT36712.Out_PV 2.124e-02 1.878e-02
## C01_TT260.Out_PV 1.554e-02 1.050e-02
## C01_PT36757.Out_PV -5.691e-02 1.030e-02
## C01_TT269.Out_PV 1.317e-01 2.683e-02
## C01_TT600A.Out_PV 1.043e-01 1.960e-02
## C01_TT600B.Out_PV 2.133e-02 1.376e-02
## C01_TT115A.Out_PV -1.918e-02 2.129e-02
## C01_TT226.Out_PV 2.208e-03 5.877e-03
## C01_TT950A.Out_PV -9.141e-04 5.899e-03
## C01_PT214.Out_PV -3.602e-02 1.386e-02
## C01_TT210.Out_PV -6.114e-02 3.034e-02
## C01_PT36713.Out_PV 6.004e-02 8.799e-03
## C01_TT210A.Out_PV 5.399e-02 2.971e-02
## C01_TT113A.Out_PV 6.219e-02 2.210e-02
## C01_TT221.Out_PV 7.126e-02 1.073e-02
## C01_PT36750.Out_PV -2.559e-04 9.151e-03
## C01_PT213.Out_PV 2.375e-02 1.166e-02
## C01_TT119.Out_PV -5.327e-02 3.233e-02
## C01_PT36758.Out_PV 2.796e-02 1.071e-02
## C01_PT319.Out_PV 8.754e-02 1.489e-02
## C01_PT36765.Out_PV -2.724e-02 1.412e-02
## C01_TT000A.Out_PV 4.555e-01 2.747e-02
## C01_DT113A.Out_PV 9.221e-03 8.509e-03
## C01_TT278.Out_PV 7.840e-02 2.639e-02
## C01_PT290B.Out_PV 1.064e-02 8.044e-03
## C01_PT215.Out_PV 3.797e-02 1.215e-02
## C01_AT000A_TT.Out_PV -5.590e-01 3.211e-02
## C01_TT274.Out_PV -1.650e-02 4.387e-03
## C01_PC000_PID.PV -7.327e-02 3.158e-02
## C01_TT255.Out_PV -3.202e-02 2.041e-02
## C01_PT36756.Out_PV -4.220e-02 1.368e-02
## C01_PT000A.Out_PV 1.254e-01 3.223e-02
## C01_TT290.Out_PV -2.204e-02 8.979e-03
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration 4.513e-02 1.006e-02
## C01_PT36764.Out_PV 8.185e-03 6.815e-03
## C01_DT114A.Out_PV -1.866e-02 5.747e-03
## C01_DT226.Out_PV -8.235e-03 1.908e-02
## C01_DT115A.Out_PV -1.664e-02 6.619e-03
## C01_PT000B.Out_PV 2.872e-03 1.150e-02
## C01_PT36751.Out_PV -1.495e-02 5.837e-03
## C01_TT224.Out_PV 2.936e-02 5.508e-03
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration -1.513e-01 1.942e-02
## C01_DT224.Out_PV -4.486e-03 1.267e-02
## C01_DT135.Out_PV -4.089e-03 2.631e-02
## C01_DT267.Out_PV 2.158e-02 8.636e-03
## C01_AT000A.Out_PV 3.444e-02 5.211e-03
## C01_PT36754.Out_PV 4.332e-02 9.533e-03
## C01_AT335.Out_PV -3.769e-03 8.263e-03
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -9.920e-01 2.530e-02
## C01_PT36755.Out_PV -2.948e-03 8.690e-03
## C01_PT36767.Out_PV 6.248e-03 4.278e-03
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -4.771e-03 4.375e-03
## C01_AT000A_Raw.Out_PV 1.655e-02 1.738e-02
## C01_PIT790B.Out_PV -1.905e-02 3.668e-03
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 1.631e-02 5.168e-03
## C01_DT330.Out_PV 6.998e-03 3.752e-03
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -1.631e-01 1.362e-02
## C01_DT260.Out_PV -3.645e-02 1.084e-02
## C01_PT279.Out_PV -2.575e-02 9.679e-03
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -6.449e-02 7.385e-03
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 8.958e-02 8.749e-03
## t value Pr(>|t|)
## (Intercept) 0.000 1.000000
## C01_CTRL.BMT_Level 11.659 < 2e-16 ***
## C01_CT950A.Out_PV 1.095 0.273693
## C01_LT268.Out_PV 6.926 5.05e-12 ***
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration 3.130 0.001760 **
## C01_AT135.Out_PV -0.167 0.867612
## C01_TT335.Out_PV -1.679 0.093199 .
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration 5.239 1.70e-07 ***
## C01_DT313A.Out_PV -1.792 0.073267 .
## C01_LT514.Out_PV 4.032 5.64e-05 ***
## C01_TT330.Out_PV -3.715 0.000206 ***
## C01_TT208.Out_PV -0.422 0.673167
## C01_LT277_KG.Out_PV 8.382 < 2e-16 ***
## C01_TT315A.Out_PV 0.987 0.323653
## C01_LT255.Out_PV 1.837 0.066214 .
## C01_DT315A.Out_PV 0.104 0.916855
## C01_TT135.Out_PV -10.181 < 2e-16 ***
## C01_LT515.Out_PV -0.918 0.358653
## C01_DT314A.Out_PV 3.404 0.000672 ***
## C01_LT513.Out_PV 2.294 0.021844 *
## C01_PT600F.Out_PV 2.203 0.027640 *
## C01_TT236.Out_PV -6.374 2.06e-10 ***
## C01_PT119.Out_PV -0.012 0.990815
## C01_LT267_KG.Out_PV 4.502 6.92e-06 ***
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 9.690 < 2e-16 ***
## C01_PT221.Out_PV -0.969 0.332554
## C01_PT301.Out_PV -6.144 8.85e-10 ***
## C01_PT36712.Out_PV 1.131 0.258157
## C01_TT260.Out_PV 1.480 0.138848
## C01_PT36757.Out_PV -5.526 3.49e-08 ***
## C01_TT269.Out_PV 4.911 9.46e-07 ***
## C01_TT600A.Out_PV 5.319 1.10e-07 ***
## C01_TT600B.Out_PV 1.551 0.121063
## C01_TT115A.Out_PV -0.901 0.367805
## C01_TT226.Out_PV 0.376 0.707192
## C01_TT950A.Out_PV -0.155 0.876864
## C01_PT214.Out_PV -2.599 0.009393 **
## C01_TT210.Out_PV -2.015 0.043972 *
## C01_PT36713.Out_PV 6.823 1.03e-11 ***
## C01_TT210A.Out_PV 1.817 0.069275 .
## C01_TT113A.Out_PV 2.814 0.004925 **
## C01_TT221.Out_PV 6.641 3.55e-11 ***
## C01_PT36750.Out_PV -0.028 0.977696
## C01_PT213.Out_PV 2.037 0.041733 *
## C01_TT119.Out_PV -1.648 0.099533 .
## C01_PT36758.Out_PV 2.610 0.009097 **
## C01_PT319.Out_PV 5.877 4.52e-09 ***
## C01_PT36765.Out_PV -1.929 0.053769 .
## C01_TT000A.Out_PV 16.581 < 2e-16 ***
## C01_DT113A.Out_PV 1.084 0.278554
## C01_TT278.Out_PV 2.970 0.002993 **
## C01_PT290B.Out_PV 1.323 0.185965
## C01_PT215.Out_PV 3.126 0.001786 **
## C01_AT000A_TT.Out_PV -17.409 < 2e-16 ***
## C01_TT274.Out_PV -3.762 0.000171 ***
## C01_PC000_PID.PV -2.320 0.020384 *
## C01_TT255.Out_PV -1.569 0.116750
## C01_PT36756.Out_PV -3.086 0.002043 **
## C01_PT000A.Out_PV 3.891 0.000101 ***
## C01_TT290.Out_PV -2.455 0.014139 *
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration 4.488 7.41e-06 ***
## C01_PT36764.Out_PV 1.201 0.229831
## C01_DT114A.Out_PV -3.247 0.001178 **
## C01_DT226.Out_PV -0.432 0.666089
## C01_DT115A.Out_PV -2.514 0.011964 *
## C01_PT000B.Out_PV 0.250 0.802706
## C01_PT36751.Out_PV -2.561 0.010479 *
## C01_TT224.Out_PV 5.332 1.03e-07 ***
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration -7.788 8.65e-15 ***
## C01_DT224.Out_PV -0.354 0.723393
## C01_DT135.Out_PV -0.155 0.876493
## C01_DT267.Out_PV 2.498 0.012514 *
## C01_AT000A.Out_PV 6.608 4.41e-11 ***
## C01_PT36754.Out_PV 4.544 5.67e-06 ***
## C01_AT335.Out_PV -0.456 0.648278
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -39.209 < 2e-16 ***
## C01_PT36755.Out_PV -0.339 0.734450
## C01_PT36767.Out_PV 1.461 0.144207
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -1.090 0.275572
## C01_AT000A_Raw.Out_PV 0.952 0.340950
## C01_PIT790B.Out_PV -5.193 2.18e-07 ***
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 3.156 0.001612 **
## C01_DT330.Out_PV 1.865 0.062223 .
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -11.977 < 2e-16 ***
## C01_DT260.Out_PV -3.363 0.000779 ***
## C01_PT279.Out_PV -2.660 0.007846 **
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -8.732 < 2e-16 ***
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 10.239 < 2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.2163 on 3875 degrees of freedom
## Multiple R-squared: 0.9543, Adjusted R-squared: 0.9532
## F-statistic: 929.2 on 87 and 3875 DF, p-value: < 2.2e-16library(car)
v1<-data.frame(vif(lr))
v1 <- cbind(variable = row.names(v1), v1)
names(v1)<-c("NameTag","VIF")
###C01_TT119.Out_PV
drop.cols <- c('C01_TT119.Out_PV')
data3<-data3%>%select(-drop.cols)
lr = lm( C01_VT000.Out_PV~., data = data3)
summary(lr)##
## Call:
## lm(formula = C01_VT000.Out_PV ~ ., data = data3)
##
## Residuals:
## Min 1Q Median 3Q Max
## -4.0104 -0.0603 0.0070 0.0658 2.8261
##
## Coefficients:
## Estimate Std. Error
## (Intercept) -1.475e-15 3.436e-03
## C01_CTRL.BMT_Level 6.467e-02 5.574e-03
## C01_CT950A.Out_PV 4.979e-03 4.181e-03
## C01_LT268.Out_PV 1.041e-01 1.501e-02
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration 3.382e-02 9.516e-03
## C01_AT135.Out_PV -3.339e-03 2.623e-02
## C01_TT335.Out_PV -3.102e-02 1.565e-02
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration 1.359e-01 2.412e-02
## C01_DT313A.Out_PV -2.257e-02 1.264e-02
## C01_LT514.Out_PV 2.844e-02 7.213e-03
## C01_TT330.Out_PV -7.501e-02 2.025e-02
## C01_TT208.Out_PV -2.000e-03 1.236e-02
## C01_LT277_KG.Out_PV 3.840e-02 4.544e-03
## C01_TT315A.Out_PV 2.158e-02 2.106e-02
## C01_LT255.Out_PV 8.949e-03 4.789e-03
## C01_DT315A.Out_PV 1.213e-03 9.906e-03
## C01_TT135.Out_PV -1.406e-01 1.308e-02
## C01_LT515.Out_PV -5.109e-03 6.395e-03
## C01_DT314A.Out_PV 5.421e-02 1.618e-02
## C01_LT513.Out_PV 1.065e-02 4.455e-03
## C01_PT600F.Out_PV 2.142e-02 9.382e-03
## C01_TT236.Out_PV -7.749e-02 1.236e-02
## C01_PT119.Out_PV 5.355e-04 1.950e-02
## C01_LT267_KG.Out_PV 3.848e-02 9.036e-03
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 8.637e-02 8.866e-03
## C01_PT221.Out_PV -1.803e-02 2.078e-02
## C01_PT301.Out_PV -5.697e-02 9.217e-03
## C01_PT36712.Out_PV 1.950e-02 1.876e-02
## C01_TT260.Out_PV 1.339e-02 1.042e-02
## C01_PT36757.Out_PV -5.678e-02 1.030e-02
## C01_TT269.Out_PV 1.245e-01 2.647e-02
## C01_TT600A.Out_PV 1.052e-01 1.960e-02
## C01_TT600B.Out_PV 1.971e-02 1.372e-02
## C01_TT115A.Out_PV -2.114e-02 2.127e-02
## C01_TT226.Out_PV 1.982e-03 5.877e-03
## C01_TT950A.Out_PV -5.767e-04 5.897e-03
## C01_PT214.Out_PV -3.582e-02 1.386e-02
## C01_TT210.Out_PV -6.033e-02 3.035e-02
## C01_PT36713.Out_PV 6.012e-02 8.801e-03
## C01_TT210A.Out_PV 5.460e-02 2.972e-02
## C01_TT113A.Out_PV 5.185e-02 2.120e-02
## C01_TT221.Out_PV 6.770e-02 1.051e-02
## C01_PT36750.Out_PV -9.089e-04 9.144e-03
## C01_PT213.Out_PV 2.241e-02 1.163e-02
## C01_PT36758.Out_PV 2.608e-02 1.065e-02
## C01_PT319.Out_PV 7.694e-02 1.343e-02
## C01_PT36765.Out_PV -2.357e-02 1.394e-02
## C01_TT000A.Out_PV 4.541e-01 2.746e-02
## C01_DT113A.Out_PV 6.334e-03 8.328e-03
## C01_TT278.Out_PV 6.161e-02 2.435e-02
## C01_PT290B.Out_PV 1.090e-02 8.044e-03
## C01_PT215.Out_PV 3.789e-02 1.215e-02
## C01_AT000A_TT.Out_PV -5.585e-01 3.212e-02
## C01_TT274.Out_PV -1.586e-02 4.370e-03
## C01_PC000_PID.PV -7.580e-02 3.155e-02
## C01_TT255.Out_PV -4.696e-02 1.829e-02
## C01_PT36756.Out_PV -4.118e-02 1.367e-02
## C01_PT000A.Out_PV 1.266e-01 3.223e-02
## C01_TT290.Out_PV -2.241e-02 8.978e-03
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration 4.797e-02 9.910e-03
## C01_PT36764.Out_PV 8.045e-03 6.816e-03
## C01_DT114A.Out_PV -1.916e-02 5.741e-03
## C01_DT226.Out_PV -1.184e-02 1.896e-02
## C01_DT115A.Out_PV -1.792e-02 6.574e-03
## C01_PT000B.Out_PV 4.687e-03 1.144e-02
## C01_PT36751.Out_PV -1.478e-02 5.837e-03
## C01_TT224.Out_PV 2.869e-02 5.494e-03
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration -1.457e-01 1.913e-02
## C01_DT224.Out_PV -1.783e-03 1.257e-02
## C01_DT135.Out_PV -4.387e-03 2.631e-02
## C01_DT267.Out_PV 2.076e-02 8.624e-03
## C01_AT000A.Out_PV 3.446e-02 5.212e-03
## C01_PT36754.Out_PV 4.385e-02 9.530e-03
## C01_AT335.Out_PV -2.087e-03 8.201e-03
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -9.954e-01 2.522e-02
## C01_PT36755.Out_PV -2.045e-03 8.674e-03
## C01_PT36767.Out_PV 5.930e-03 4.274e-03
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -4.269e-03 4.365e-03
## C01_AT000A_Raw.Out_PV 1.533e-02 1.737e-02
## C01_PIT790B.Out_PV -1.888e-02 3.668e-03
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 1.634e-02 5.169e-03
## C01_DT330.Out_PV 6.839e-03 3.751e-03
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -1.644e-01 1.360e-02
## C01_DT260.Out_PV -3.656e-02 1.084e-02
## C01_PT279.Out_PV -2.687e-02 9.658e-03
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -6.566e-02 7.352e-03
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 8.705e-02 8.615e-03
## t value Pr(>|t|)
## (Intercept) 0.000 1.000000
## C01_CTRL.BMT_Level 11.603 < 2e-16 ***
## C01_CT950A.Out_PV 1.191 0.233869
## C01_LT268.Out_PV 6.931 4.88e-12 ***
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration 3.554 0.000384 ***
## C01_AT135.Out_PV -0.127 0.898727
## C01_TT335.Out_PV -1.983 0.047473 *
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration 5.633 1.89e-08 ***
## C01_DT313A.Out_PV -1.785 0.074316 .
## C01_LT514.Out_PV 3.944 8.16e-05 ***
## C01_TT330.Out_PV -3.704 0.000215 ***
## C01_TT208.Out_PV -0.162 0.871483
## C01_LT277_KG.Out_PV 8.450 < 2e-16 ***
## C01_TT315A.Out_PV 1.025 0.305623
## C01_LT255.Out_PV 1.869 0.061761 .
## C01_DT315A.Out_PV 0.122 0.902580
## C01_TT135.Out_PV -10.746 < 2e-16 ***
## C01_LT515.Out_PV -0.799 0.424400
## C01_DT314A.Out_PV 3.350 0.000817 ***
## C01_LT513.Out_PV 2.391 0.016871 *
## C01_PT600F.Out_PV 2.283 0.022489 *
## C01_TT236.Out_PV -6.268 4.07e-10 ***
## C01_PT119.Out_PV 0.027 0.978089
## C01_LT267_KG.Out_PV 4.259 2.10e-05 ***
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 9.741 < 2e-16 ***
## C01_PT221.Out_PV -0.868 0.385644
## C01_PT301.Out_PV -6.181 7.02e-10 ***
## C01_PT36712.Out_PV 1.039 0.298729
## C01_TT260.Out_PV 1.286 0.198630
## C01_PT36757.Out_PV -5.513 3.77e-08 ***
## C01_TT269.Out_PV 4.703 2.65e-06 ***
## C01_TT600A.Out_PV 5.366 8.54e-08 ***
## C01_TT600B.Out_PV 1.436 0.150946
## C01_TT115A.Out_PV -0.994 0.320233
## C01_TT226.Out_PV 0.337 0.735983
## C01_TT950A.Out_PV -0.098 0.922092
## C01_PT214.Out_PV -2.584 0.009805 **
## C01_TT210.Out_PV -1.988 0.046870 *
## C01_PT36713.Out_PV 6.831 9.73e-12 ***
## C01_TT210A.Out_PV 1.837 0.066247 .
## C01_TT113A.Out_PV 2.446 0.014495 *
## C01_TT221.Out_PV 6.440 1.34e-10 ***
## C01_PT36750.Out_PV -0.099 0.920825
## C01_PT213.Out_PV 1.927 0.054099 .
## C01_PT36758.Out_PV 2.448 0.014424 *
## C01_PT319.Out_PV 5.727 1.10e-08 ***
## C01_PT36765.Out_PV -1.690 0.091088 .
## C01_TT000A.Out_PV 16.533 < 2e-16 ***
## C01_DT113A.Out_PV 0.761 0.446986
## C01_TT278.Out_PV 2.530 0.011447 *
## C01_PT290B.Out_PV 1.355 0.175434
## C01_PT215.Out_PV 3.118 0.001832 **
## C01_AT000A_TT.Out_PV -17.389 < 2e-16 ***
## C01_TT274.Out_PV -3.629 0.000288 ***
## C01_PC000_PID.PV -2.403 0.016324 *
## C01_TT255.Out_PV -2.567 0.010295 *
## C01_PT36756.Out_PV -3.013 0.002601 **
## C01_PT000A.Out_PV 3.929 8.69e-05 ***
## C01_TT290.Out_PV -2.496 0.012611 *
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration 4.841 1.34e-06 ***
## C01_PT36764.Out_PV 1.180 0.237993
## C01_DT114A.Out_PV -3.337 0.000854 ***
## C01_DT226.Out_PV -0.624 0.532432
## C01_DT115A.Out_PV -2.726 0.006440 **
## C01_PT000B.Out_PV 0.410 0.682146
## C01_PT36751.Out_PV -2.531 0.011402 *
## C01_TT224.Out_PV 5.223 1.85e-07 ***
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration -7.616 3.26e-14 ***
## C01_DT224.Out_PV -0.142 0.887235
## C01_DT135.Out_PV -0.167 0.867583
## C01_DT267.Out_PV 2.407 0.016110 *
## C01_AT000A.Out_PV 6.611 4.34e-11 ***
## C01_PT36754.Out_PV 4.601 4.33e-06 ***
## C01_AT335.Out_PV -0.254 0.799158
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -39.476 < 2e-16 ***
## C01_PT36755.Out_PV -0.236 0.813662
## C01_PT36767.Out_PV 1.387 0.165429
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -0.978 0.328124
## C01_AT000A_Raw.Out_PV 0.883 0.377440
## C01_PIT790B.Out_PV -5.147 2.77e-07 ***
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 3.162 0.001579 **
## C01_DT330.Out_PV 1.823 0.068341 .
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -12.088 < 2e-16 ***
## C01_DT260.Out_PV -3.373 0.000751 ***
## C01_PT279.Out_PV -2.782 0.005426 **
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -8.931 < 2e-16 ***
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 10.104 < 2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.2163 on 3876 degrees of freedom
## Multiple R-squared: 0.9542, Adjusted R-squared: 0.9532
## F-statistic: 939.6 on 86 and 3876 DF, p-value: < 2.2e-16library(car)
v1<-data.frame(vif(lr))
v1 <- cbind(variable = row.names(v1), v1)
names(v1)<-c("NameTag","VIF")
###C01_PT000A.Out_PV
drop.cols <- c('C01_PT000A.Out_PV')
data3<-data3%>%select(-drop.cols)
lr = lm( C01_VT000.Out_PV~., data = data3)
summary(lr)##
## Call:
## lm(formula = C01_VT000.Out_PV ~ ., data = data3)
##
## Residuals:
## Min 1Q Median 3Q Max
## -4.0409 -0.0607 0.0079 0.0659 2.8464
##
## Coefficients:
## Estimate Std. Error
## (Intercept) -1.422e-15 3.442e-03
## C01_CTRL.BMT_Level 6.273e-02 5.562e-03
## C01_CT950A.Out_PV 5.035e-03 4.189e-03
## C01_LT268.Out_PV 9.904e-02 1.499e-02
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration 3.444e-02 9.533e-03
## C01_AT135.Out_PV -3.753e-03 2.628e-02
## C01_TT335.Out_PV -3.027e-02 1.567e-02
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration 1.392e-01 2.415e-02
## C01_DT313A.Out_PV -2.420e-02 1.266e-02
## C01_LT514.Out_PV 2.891e-02 7.225e-03
## C01_TT330.Out_PV -7.210e-02 2.028e-02
## C01_TT208.Out_PV -1.685e-03 1.239e-02
## C01_LT277_KG.Out_PV 3.889e-02 4.551e-03
## C01_TT315A.Out_PV 1.640e-02 2.106e-02
## C01_LT255.Out_PV 9.367e-03 4.797e-03
## C01_DT315A.Out_PV -3.880e-03 9.839e-03
## C01_TT135.Out_PV -1.424e-01 1.310e-02
## C01_LT515.Out_PV -5.253e-03 6.407e-03
## C01_DT314A.Out_PV 5.332e-02 1.621e-02
## C01_LT513.Out_PV 1.063e-02 4.463e-03
## C01_PT600F.Out_PV 2.127e-02 9.399e-03
## C01_TT236.Out_PV -7.954e-02 1.238e-02
## C01_PT119.Out_PV -9.111e-04 1.953e-02
## C01_LT267_KG.Out_PV 3.939e-02 9.050e-03
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 8.730e-02 8.879e-03
## C01_PT221.Out_PV -2.077e-02 2.081e-02
## C01_PT301.Out_PV -5.119e-02 9.116e-03
## C01_PT36712.Out_PV 2.145e-02 1.879e-02
## C01_TT260.Out_PV 1.453e-02 1.043e-02
## C01_PT36757.Out_PV -5.478e-02 1.031e-02
## C01_TT269.Out_PV 1.313e-01 2.646e-02
## C01_TT600A.Out_PV 1.061e-01 1.963e-02
## C01_TT600B.Out_PV 2.128e-02 1.374e-02
## C01_TT115A.Out_PV -1.654e-02 2.127e-02
## C01_TT226.Out_PV 2.095e-03 5.888e-03
## C01_TT950A.Out_PV 2.540e-04 5.904e-03
## C01_PT214.Out_PV -3.594e-02 1.389e-02
## C01_TT210.Out_PV -5.690e-02 3.039e-02
## C01_PT36713.Out_PV 5.988e-02 8.817e-03
## C01_TT210A.Out_PV 5.110e-02 2.976e-02
## C01_TT113A.Out_PV 4.783e-02 2.121e-02
## C01_TT221.Out_PV 6.937e-02 1.052e-02
## C01_PT36750.Out_PV -1.166e-04 9.159e-03
## C01_PT213.Out_PV 2.125e-02 1.165e-02
## C01_PT36758.Out_PV 2.545e-02 1.067e-02
## C01_PT319.Out_PV 7.372e-02 1.343e-02
## C01_PT36765.Out_PV -2.163e-02 1.396e-02
## C01_TT000A.Out_PV 4.571e-01 2.750e-02
## C01_DT113A.Out_PV 4.600e-03 8.332e-03
## C01_TT278.Out_PV 5.948e-02 2.439e-02
## C01_PT290B.Out_PV 1.098e-02 8.059e-03
## C01_PT215.Out_PV 3.687e-02 1.217e-02
## C01_AT000A_TT.Out_PV -5.629e-01 3.216e-02
## C01_TT274.Out_PV -1.610e-02 4.378e-03
## C01_PC000_PID.PV 3.879e-02 1.205e-02
## C01_TT255.Out_PV -4.813e-02 1.832e-02
## C01_PT36756.Out_PV -4.399e-02 1.367e-02
## C01_TT290.Out_PV -2.447e-02 8.980e-03
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration 4.642e-02 9.920e-03
## C01_PT36764.Out_PV 8.284e-03 6.829e-03
## C01_DT114A.Out_PV -1.952e-02 5.750e-03
## C01_DT226.Out_PV -1.823e-02 1.893e-02
## C01_DT115A.Out_PV -1.726e-02 6.584e-03
## C01_PT000B.Out_PV 1.035e-02 1.137e-02
## C01_PT36751.Out_PV -1.481e-02 5.848e-03
## C01_TT224.Out_PV 3.017e-02 5.491e-03
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration -1.448e-01 1.916e-02
## C01_DT224.Out_PV 1.323e-03 1.257e-02
## C01_DT135.Out_PV -3.894e-03 2.636e-02
## C01_DT267.Out_PV 2.176e-02 8.636e-03
## C01_AT000A.Out_PV 3.441e-02 5.222e-03
## C01_PT36754.Out_PV 4.328e-02 9.547e-03
## C01_AT335.Out_PV -3.336e-04 8.204e-03
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -1.005e+00 2.515e-02
## C01_PT36755.Out_PV -1.616e-03 8.690e-03
## C01_PT36767.Out_PV 5.572e-03 4.281e-03
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -5.314e-03 4.365e-03
## C01_AT000A_Raw.Out_PV 1.497e-02 1.740e-02
## C01_PIT790B.Out_PV -2.024e-02 3.658e-03
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 1.616e-02 5.178e-03
## C01_DT330.Out_PV 6.792e-03 3.758e-03
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -1.640e-01 1.362e-02
## C01_DT260.Out_PV -3.915e-02 1.084e-02
## C01_PT279.Out_PV -2.734e-02 9.675e-03
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -6.507e-02 7.364e-03
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 8.833e-02 8.624e-03
## t value Pr(>|t|)
## (Intercept) 0.000 1.000000
## C01_CTRL.BMT_Level 11.279 < 2e-16 ***
## C01_CT950A.Out_PV 1.202 0.229483
## C01_LT268.Out_PV 6.608 4.42e-11 ***
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration 3.613 0.000306 ***
## C01_AT135.Out_PV -0.143 0.886451
## C01_TT335.Out_PV -1.931 0.053554 .
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration 5.763 8.89e-09 ***
## C01_DT313A.Out_PV -1.911 0.056042 .
## C01_LT514.Out_PV 4.002 6.41e-05 ***
## C01_TT330.Out_PV -3.556 0.000382 ***
## C01_TT208.Out_PV -0.136 0.891798
## C01_LT277_KG.Out_PV 8.546 < 2e-16 ***
## C01_TT315A.Out_PV 0.779 0.435955
## C01_LT255.Out_PV 1.953 0.050929 .
## C01_DT315A.Out_PV -0.394 0.693333
## C01_TT135.Out_PV -10.873 < 2e-16 ***
## C01_LT515.Out_PV -0.820 0.412349
## C01_DT314A.Out_PV 3.289 0.001014 **
## C01_LT513.Out_PV 2.381 0.017320 *
## C01_PT600F.Out_PV 2.263 0.023674 *
## C01_TT236.Out_PV -6.427 1.46e-10 ***
## C01_PT119.Out_PV -0.047 0.962793
## C01_LT267_KG.Out_PV 4.352 1.38e-05 ***
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 9.832 < 2e-16 ***
## C01_PT221.Out_PV -0.998 0.318172
## C01_PT301.Out_PV -5.616 2.09e-08 ***
## C01_PT36712.Out_PV 1.142 0.253671
## C01_TT260.Out_PV 1.393 0.163819
## C01_PT36757.Out_PV -5.315 1.13e-07 ***
## C01_TT269.Out_PV 4.962 7.26e-07 ***
## C01_TT600A.Out_PV 5.404 6.92e-08 ***
## C01_TT600B.Out_PV 1.548 0.121675
## C01_TT115A.Out_PV -0.778 0.436761
## C01_TT226.Out_PV 0.356 0.722005
## C01_TT950A.Out_PV 0.043 0.965683
## C01_PT214.Out_PV -2.588 0.009697 **
## C01_TT210.Out_PV -1.872 0.061238 .
## C01_PT36713.Out_PV 6.792 1.28e-11 ***
## C01_TT210A.Out_PV 1.717 0.086036 .
## C01_TT113A.Out_PV 2.255 0.024206 *
## C01_TT221.Out_PV 6.591 4.95e-11 ***
## C01_PT36750.Out_PV -0.013 0.989847
## C01_PT213.Out_PV 1.824 0.068205 .
## C01_PT36758.Out_PV 2.384 0.017156 *
## C01_PT319.Out_PV 5.487 4.34e-08 ***
## C01_PT36765.Out_PV -1.549 0.121356
## C01_TT000A.Out_PV 16.620 < 2e-16 ***
## C01_DT113A.Out_PV 0.552 0.580914
## C01_TT278.Out_PV 2.438 0.014797 *
## C01_PT290B.Out_PV 1.362 0.173177
## C01_PT215.Out_PV 3.030 0.002465 **
## C01_AT000A_TT.Out_PV -17.505 < 2e-16 ***
## C01_TT274.Out_PV -3.677 0.000239 ***
## C01_PC000_PID.PV 3.219 0.001297 **
## C01_TT255.Out_PV -2.627 0.008650 **
## C01_PT36756.Out_PV -3.218 0.001303 **
## C01_TT290.Out_PV -2.726 0.006449 **
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration 4.680 2.97e-06 ***
## C01_PT36764.Out_PV 1.213 0.225152
## C01_DT114A.Out_PV -3.394 0.000695 ***
## C01_DT226.Out_PV -0.963 0.335604
## C01_DT115A.Out_PV -2.621 0.008794 **
## C01_PT000B.Out_PV 0.910 0.363055
## C01_PT36751.Out_PV -2.532 0.011387 *
## C01_TT224.Out_PV 5.494 4.17e-08 ***
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration -7.553 5.26e-14 ***
## C01_DT224.Out_PV 0.105 0.916161
## C01_DT135.Out_PV -0.148 0.882562
## C01_DT267.Out_PV 2.520 0.011789 *
## C01_AT000A.Out_PV 6.589 5.01e-11 ***
## C01_PT36754.Out_PV 4.534 5.97e-06 ***
## C01_AT335.Out_PV -0.041 0.967566
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -39.963 < 2e-16 ***
## C01_PT36755.Out_PV -0.186 0.852476
## C01_PT36767.Out_PV 1.302 0.193157
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -1.217 0.223583
## C01_AT000A_Raw.Out_PV 0.860 0.389705
## C01_PIT790B.Out_PV -5.533 3.36e-08 ***
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 3.120 0.001822 **
## C01_DT330.Out_PV 1.807 0.070798 .
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -12.036 < 2e-16 ***
## C01_DT260.Out_PV -3.612 0.000308 ***
## C01_PT279.Out_PV -2.826 0.004744 **
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -8.836 < 2e-16 ***
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 10.242 < 2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.2167 on 3877 degrees of freedom
## Multiple R-squared: 0.954, Adjusted R-squared: 0.953
## F-statistic: 946.9 on 85 and 3877 DF, p-value: < 2.2e-16library(car)
v1<-data.frame(vif(lr))
v1 <- cbind(variable = row.names(v1), v1)
names(v1)<-c("NameTag","VIF")
###C01_AT000A_TT.Out_PV
drop.cols <- c('C01_AT000A_TT.Out_PV')
data3<-data3%>%select(-drop.cols)
lr = lm( C01_VT000.Out_PV~., data = data3)
summary(lr)##
## Call:
## lm(formula = C01_VT000.Out_PV ~ ., data = data3)
##
## Residuals:
## Min 1Q Median 3Q Max
## -4.3022 -0.0593 0.0074 0.0671 3.1830
##
## Coefficients:
## Estimate Std. Error
## (Intercept) 1.291e-16 3.575e-03
## C01_CTRL.BMT_Level 6.476e-02 5.776e-03
## C01_CT950A.Out_PV 4.042e-03 4.351e-03
## C01_LT268.Out_PV 9.356e-02 1.556e-02
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration -3.019e-03 9.648e-03
## C01_AT135.Out_PV -5.955e-04 2.729e-02
## C01_TT335.Out_PV -3.181e-02 1.628e-02
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration 6.723e-02 2.472e-02
## C01_DT313A.Out_PV -3.357e-02 1.314e-02
## C01_LT514.Out_PV 2.040e-02 7.487e-03
## C01_TT330.Out_PV -6.344e-02 2.105e-02
## C01_TT208.Out_PV -3.220e-03 1.286e-02
## C01_LT277_KG.Out_PV 3.665e-02 4.725e-03
## C01_TT315A.Out_PV 2.782e-02 2.186e-02
## C01_LT255.Out_PV 5.552e-03 4.977e-03
## C01_DT315A.Out_PV -4.525e-03 1.022e-02
## C01_TT135.Out_PV -1.532e-01 1.359e-02
## C01_LT515.Out_PV 3.289e-03 6.635e-03
## C01_DT314A.Out_PV 5.476e-02 1.684e-02
## C01_LT513.Out_PV 9.315e-03 4.635e-03
## C01_PT600F.Out_PV -1.148e-02 9.567e-03
## C01_TT236.Out_PV -1.043e-01 1.277e-02
## C01_PT119.Out_PV 1.501e-02 2.026e-02
## C01_LT267_KG.Out_PV 3.922e-02 9.400e-03
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 7.152e-02 9.175e-03
## C01_PT221.Out_PV 1.445e-04 2.158e-02
## C01_PT301.Out_PV -3.283e-02 9.405e-03
## C01_PT36712.Out_PV 1.908e-03 1.948e-02
## C01_TT260.Out_PV 2.728e-02 1.081e-02
## C01_PT36757.Out_PV -3.782e-02 1.066e-02
## C01_TT269.Out_PV 1.494e-01 2.746e-02
## C01_TT600A.Out_PV -2.324e-02 1.889e-02
## C01_TT600B.Out_PV 4.386e-02 1.421e-02
## C01_TT115A.Out_PV -3.302e-02 2.207e-02
## C01_TT226.Out_PV 4.507e-03 6.114e-03
## C01_TT950A.Out_PV -1.161e-02 6.091e-03
## C01_PT214.Out_PV -3.489e-02 1.443e-02
## C01_TT210.Out_PV -4.438e-02 3.155e-02
## C01_PT36713.Out_PV 6.226e-02 9.157e-03
## C01_TT210A.Out_PV 1.857e-02 3.085e-02
## C01_TT113A.Out_PV 6.506e-02 2.201e-02
## C01_TT221.Out_PV 5.904e-02 1.091e-02
## C01_PT36750.Out_PV 4.962e-03 9.508e-03
## C01_PT213.Out_PV 2.767e-02 1.209e-02
## C01_PT36758.Out_PV 2.522e-02 1.108e-02
## C01_PT319.Out_PV 8.856e-02 1.393e-02
## C01_PT36765.Out_PV -3.408e-02 1.448e-02
## C01_TT000A.Out_PV 1.959e-02 1.192e-02
## C01_DT113A.Out_PV -7.526e-04 8.648e-03
## C01_TT278.Out_PV 6.119e-02 2.534e-02
## C01_PT290B.Out_PV 1.312e-02 8.369e-03
## C01_PT215.Out_PV 4.344e-02 1.263e-02
## C01_TT274.Out_PV -1.563e-02 4.547e-03
## C01_PC000_PID.PV 4.106e-02 1.251e-02
## C01_TT255.Out_PV -4.757e-02 1.903e-02
## C01_PT36756.Out_PV -6.376e-02 1.415e-02
## C01_TT290.Out_PV -3.352e-02 9.311e-03
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration 2.942e-02 1.025e-02
## C01_PT36764.Out_PV 5.190e-03 7.090e-03
## C01_DT114A.Out_PV -2.354e-02 5.968e-03
## C01_DT226.Out_PV -1.675e-02 1.966e-02
## C01_DT115A.Out_PV -2.397e-02 6.827e-03
## C01_PT000B.Out_PV 1.137e-02 1.181e-02
## C01_PT36751.Out_PV -1.366e-02 6.074e-03
## C01_TT224.Out_PV 3.172e-02 5.703e-03
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration -1.381e-01 1.990e-02
## C01_DT224.Out_PV 2.430e-03 1.305e-02
## C01_DT135.Out_PV -1.861e-02 2.736e-02
## C01_DT267.Out_PV 1.161e-02 8.950e-03
## C01_AT000A.Out_PV -1.038e-04 5.022e-03
## C01_PT36754.Out_PV 3.172e-02 9.892e-03
## C01_AT335.Out_PV 1.401e-02 8.478e-03
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -9.966e-01 2.611e-02
## C01_PT36755.Out_PV 2.081e-03 9.023e-03
## C01_PT36767.Out_PV 8.722e-03 4.443e-03
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -2.882e-03 4.532e-03
## C01_AT000A_Raw.Out_PV 1.352e-02 1.807e-02
## C01_PIT790B.Out_PV -1.687e-02 3.794e-03
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 5.142e-04 5.298e-03
## C01_DT330.Out_PV 9.493e-03 3.900e-03
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -1.689e-01 1.415e-02
## C01_DT260.Out_PV -6.630e-02 1.114e-02
## C01_PT279.Out_PV -3.906e-02 1.002e-02
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -7.290e-02 7.634e-03
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 7.825e-02 8.938e-03
## t value Pr(>|t|)
## (Intercept) 0.000 1.000000
## C01_CTRL.BMT_Level 11.213 < 2e-16 ***
## C01_CT950A.Out_PV 0.929 0.352852
## C01_LT268.Out_PV 6.012 2.00e-09 ***
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration -0.313 0.754375
## C01_AT135.Out_PV -0.022 0.982593
## C01_TT335.Out_PV -1.954 0.050776 .
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration 2.720 0.006556 **
## C01_DT313A.Out_PV -2.556 0.010638 *
## C01_LT514.Out_PV 2.725 0.006460 **
## C01_TT330.Out_PV -3.013 0.002602 **
## C01_TT208.Out_PV -0.250 0.802398
## C01_LT277_KG.Out_PV 7.757 1.10e-14 ***
## C01_TT315A.Out_PV 1.273 0.203162
## C01_LT255.Out_PV 1.116 0.264690
## C01_DT315A.Out_PV -0.443 0.657908
## C01_TT135.Out_PV -11.274 < 2e-16 ***
## C01_LT515.Out_PV 0.496 0.620147
## C01_DT314A.Out_PV 3.253 0.001153 **
## C01_LT513.Out_PV 2.010 0.044528 *
## C01_PT600F.Out_PV -1.200 0.230132
## C01_TT236.Out_PV -8.171 4.08e-16 ***
## C01_PT119.Out_PV 0.741 0.458750
## C01_LT267_KG.Out_PV 4.173 3.08e-05 ***
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 7.795 8.22e-15 ***
## C01_PT221.Out_PV 0.007 0.994659
## C01_PT301.Out_PV -3.490 0.000488 ***
## C01_PT36712.Out_PV 0.098 0.921964
## C01_TT260.Out_PV 2.524 0.011650 *
## C01_PT36757.Out_PV -3.549 0.000391 ***
## C01_TT269.Out_PV 5.438 5.71e-08 ***
## C01_TT600A.Out_PV -1.230 0.218803
## C01_TT600B.Out_PV 3.086 0.002042 **
## C01_TT115A.Out_PV -1.496 0.134746
## C01_TT226.Out_PV 0.737 0.461042
## C01_TT950A.Out_PV -1.905 0.056825 .
## C01_PT214.Out_PV -2.418 0.015642 *
## C01_TT210.Out_PV -1.407 0.159653
## C01_PT36713.Out_PV 6.799 1.21e-11 ***
## C01_TT210A.Out_PV 0.602 0.547196
## C01_TT113A.Out_PV 2.956 0.003135 **
## C01_TT221.Out_PV 5.410 6.68e-08 ***
## C01_PT36750.Out_PV 0.522 0.601813
## C01_PT213.Out_PV 2.288 0.022212 *
## C01_PT36758.Out_PV 2.275 0.022963 *
## C01_PT319.Out_PV 6.360 2.26e-10 ***
## C01_PT36765.Out_PV -2.353 0.018679 *
## C01_TT000A.Out_PV 1.644 0.100343
## C01_DT113A.Out_PV -0.087 0.930659
## C01_TT278.Out_PV 2.415 0.015770 *
## C01_PT290B.Out_PV 1.567 0.117158
## C01_PT215.Out_PV 3.438 0.000591 ***
## C01_TT274.Out_PV -3.438 0.000593 ***
## C01_PC000_PID.PV 3.281 0.001045 **
## C01_TT255.Out_PV -2.500 0.012469 *
## C01_PT36756.Out_PV -4.506 6.80e-06 ***
## C01_TT290.Out_PV -3.600 0.000322 ***
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration 2.869 0.004137 **
## C01_PT36764.Out_PV 0.732 0.464186
## C01_DT114A.Out_PV -3.945 8.14e-05 ***
## C01_DT226.Out_PV -0.852 0.394212
## C01_DT115A.Out_PV -3.511 0.000452 ***
## C01_PT000B.Out_PV 0.963 0.335721
## C01_PT36751.Out_PV -2.248 0.024613 *
## C01_TT224.Out_PV 5.562 2.85e-08 ***
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration -6.938 4.62e-12 ***
## C01_DT224.Out_PV 0.186 0.852340
## C01_DT135.Out_PV -0.680 0.496442
## C01_DT267.Out_PV 1.297 0.194769
## C01_AT000A.Out_PV -0.021 0.983518
## C01_PT36754.Out_PV 3.207 0.001351 **
## C01_AT335.Out_PV 1.653 0.098447 .
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -38.165 < 2e-16 ***
## C01_PT36755.Out_PV 0.231 0.817615
## C01_PT36767.Out_PV 1.963 0.049700 *
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -0.636 0.524833
## C01_AT000A_Raw.Out_PV 0.748 0.454296
## C01_PIT790B.Out_PV -4.447 8.93e-06 ***
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 0.097 0.922685
## C01_DT330.Out_PV 2.434 0.014978 *
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -11.938 < 2e-16 ***
## C01_DT260.Out_PV -5.949 2.93e-09 ***
## C01_PT279.Out_PV -3.896 9.94e-05 ***
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -9.550 < 2e-16 ***
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 8.755 < 2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.2251 on 3878 degrees of freedom
## Multiple R-squared: 0.9504, Adjusted R-squared: 0.9493
## F-statistic: 884.8 on 84 and 3878 DF, p-value: < 2.2e-16library(car)
v1<-data.frame(vif(lr))
v1 <- cbind(variable = row.names(v1), v1)
names(v1)<-c("NameTag","VIF")
###C01_TT210.Out_PV
drop.cols <- c('C01_TT210.Out_PV')
data3<-data3%>%select(-drop.cols)
lr = lm( C01_VT000.Out_PV~., data = data3)
summary(lr)##
## Call:
## lm(formula = C01_VT000.Out_PV ~ ., data = data3)
##
## Residuals:
## Min 1Q Median 3Q Max
## -4.3024 -0.0600 0.0076 0.0671 3.1832
##
## Coefficients:
## Estimate Std. Error
## (Intercept) 3.362e-16 3.576e-03
## C01_CTRL.BMT_Level 6.507e-02 5.772e-03
## C01_CT950A.Out_PV 3.715e-03 4.345e-03
## C01_LT268.Out_PV 9.377e-02 1.556e-02
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration -3.746e-03 9.635e-03
## C01_AT135.Out_PV -1.242e-03 2.729e-02
## C01_TT335.Out_PV -3.371e-02 1.623e-02
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration 6.480e-02 2.466e-02
## C01_DT313A.Out_PV -3.345e-02 1.314e-02
## C01_LT514.Out_PV 2.135e-02 7.457e-03
## C01_TT330.Out_PV -6.545e-02 2.101e-02
## C01_TT208.Out_PV -3.034e-03 1.287e-02
## C01_LT277_KG.Out_PV 3.712e-02 4.714e-03
## C01_TT315A.Out_PV 2.725e-02 2.186e-02
## C01_LT255.Out_PV 5.675e-03 4.977e-03
## C01_DT315A.Out_PV -4.409e-03 1.022e-02
## C01_TT135.Out_PV -1.533e-01 1.359e-02
## C01_LT515.Out_PV 3.754e-03 6.628e-03
## C01_DT314A.Out_PV 5.434e-02 1.684e-02
## C01_LT513.Out_PV 8.924e-03 4.627e-03
## C01_PT600F.Out_PV -1.063e-02 9.549e-03
## C01_TT236.Out_PV -1.040e-01 1.277e-02
## C01_PT119.Out_PV 1.588e-02 2.025e-02
## C01_LT267_KG.Out_PV 3.893e-02 9.399e-03
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 7.142e-02 9.176e-03
## C01_PT221.Out_PV 2.359e-04 2.158e-02
## C01_PT301.Out_PV -3.259e-02 9.405e-03
## C01_PT36712.Out_PV 1.761e-03 1.948e-02
## C01_TT260.Out_PV 2.812e-02 1.079e-02
## C01_PT36757.Out_PV -3.726e-02 1.065e-02
## C01_TT269.Out_PV 1.480e-01 2.745e-02
## C01_TT600A.Out_PV -2.086e-02 1.882e-02
## C01_TT600B.Out_PV 4.121e-02 1.409e-02
## C01_TT115A.Out_PV -3.498e-02 2.203e-02
## C01_TT226.Out_PV 4.253e-03 6.112e-03
## C01_TT950A.Out_PV -1.159e-02 6.092e-03
## C01_PT214.Out_PV -3.431e-02 1.442e-02
## C01_PT36713.Out_PV 6.215e-02 9.157e-03
## C01_TT210A.Out_PV -2.358e-02 7.323e-03
## C01_TT113A.Out_PV 6.582e-02 2.200e-02
## C01_TT221.Out_PV 5.920e-02 1.091e-02
## C01_PT36750.Out_PV 6.374e-03 9.456e-03
## C01_PT213.Out_PV 2.780e-02 1.210e-02
## C01_PT36758.Out_PV 2.379e-02 1.104e-02
## C01_PT319.Out_PV 9.007e-02 1.389e-02
## C01_PT36765.Out_PV -3.572e-02 1.444e-02
## C01_TT000A.Out_PV 1.966e-02 1.192e-02
## C01_DT113A.Out_PV -2.355e-04 8.642e-03
## C01_TT278.Out_PV 6.185e-02 2.533e-02
## C01_PT290B.Out_PV 1.239e-02 8.354e-03
## C01_PT215.Out_PV 4.341e-02 1.264e-02
## C01_TT274.Out_PV -1.562e-02 4.548e-03
## C01_PC000_PID.PV 4.223e-02 1.249e-02
## C01_TT255.Out_PV -4.538e-02 1.897e-02
## C01_PT36756.Out_PV -6.572e-02 1.408e-02
## C01_TT290.Out_PV -3.397e-02 9.307e-03
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration 3.039e-02 1.023e-02
## C01_PT36764.Out_PV 5.583e-03 7.086e-03
## C01_DT114A.Out_PV -2.347e-02 5.968e-03
## C01_DT226.Out_PV -1.403e-02 1.956e-02
## C01_DT115A.Out_PV -2.391e-02 6.828e-03
## C01_PT000B.Out_PV 9.953e-03 1.177e-02
## C01_PT36751.Out_PV -1.366e-02 6.074e-03
## C01_TT224.Out_PV 3.129e-02 5.695e-03
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration -1.373e-01 1.990e-02
## C01_DT224.Out_PV 3.148e-03 1.304e-02
## C01_DT135.Out_PV -1.801e-02 2.736e-02
## C01_DT267.Out_PV 9.754e-03 8.853e-03
## C01_AT000A.Out_PV -5.349e-05 5.022e-03
## C01_PT36754.Out_PV 3.128e-02 9.888e-03
## C01_AT335.Out_PV 1.480e-02 8.461e-03
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -9.940e-01 2.605e-02
## C01_PT36755.Out_PV 1.796e-03 9.022e-03
## C01_PT36767.Out_PV 9.045e-03 4.437e-03
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -3.464e-03 4.513e-03
## C01_AT000A_Raw.Out_PV 1.166e-02 1.803e-02
## C01_PIT790B.Out_PV -1.705e-02 3.793e-03
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 6.452e-04 5.298e-03
## C01_DT330.Out_PV 9.441e-03 3.900e-03
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -1.684e-01 1.414e-02
## C01_DT260.Out_PV -6.678e-02 1.114e-02
## C01_PT279.Out_PV -3.891e-02 1.003e-02
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -7.400e-02 7.595e-03
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 7.683e-02 8.881e-03
## t value Pr(>|t|)
## (Intercept) 0.000 1.000000
## C01_CTRL.BMT_Level 11.272 < 2e-16 ***
## C01_CT950A.Out_PV 0.855 0.392651
## C01_LT268.Out_PV 6.024 1.86e-09 ***
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration -0.389 0.697481
## C01_AT135.Out_PV -0.045 0.963717
## C01_TT335.Out_PV -2.077 0.037822 *
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration 2.628 0.008631 **
## C01_DT313A.Out_PV -2.546 0.010932 *
## C01_LT514.Out_PV 2.863 0.004214 **
## C01_TT330.Out_PV -3.115 0.001851 **
## C01_TT208.Out_PV -0.236 0.813581
## C01_LT277_KG.Out_PV 7.874 4.43e-15 ***
## C01_TT315A.Out_PV 1.247 0.212547
## C01_LT255.Out_PV 1.140 0.254259
## C01_DT315A.Out_PV -0.431 0.666176
## C01_TT135.Out_PV -11.278 < 2e-16 ***
## C01_LT515.Out_PV 0.566 0.571109
## C01_DT314A.Out_PV 3.228 0.001258 **
## C01_LT513.Out_PV 1.928 0.053873 .
## C01_PT600F.Out_PV -1.113 0.265673
## C01_TT236.Out_PV -8.142 5.17e-16 ***
## C01_PT119.Out_PV 0.784 0.433100
## C01_LT267_KG.Out_PV 4.142 3.51e-05 ***
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 7.784 8.96e-15 ***
## C01_PT221.Out_PV 0.011 0.991280
## C01_PT301.Out_PV -3.466 0.000534 ***
## C01_PT36712.Out_PV 0.090 0.927975
## C01_TT260.Out_PV 2.605 0.009223 **
## C01_PT36757.Out_PV -3.498 0.000473 ***
## C01_TT269.Out_PV 5.391 7.43e-08 ***
## C01_TT600A.Out_PV -1.108 0.267789
## C01_TT600B.Out_PV 2.925 0.003460 **
## C01_TT115A.Out_PV -1.588 0.112465
## C01_TT226.Out_PV 0.696 0.486535
## C01_TT950A.Out_PV -1.902 0.057240 .
## C01_PT214.Out_PV -2.379 0.017414 *
## C01_PT36713.Out_PV 6.787 1.32e-11 ***
## C01_TT210A.Out_PV -3.220 0.001293 **
## C01_TT113A.Out_PV 2.991 0.002796 **
## C01_TT221.Out_PV 5.424 6.17e-08 ***
## C01_PT36750.Out_PV 0.674 0.500332
## C01_PT213.Out_PV 2.298 0.021591 *
## C01_PT36758.Out_PV 2.155 0.031201 *
## C01_PT319.Out_PV 6.486 9.95e-11 ***
## C01_PT36765.Out_PV -2.474 0.013385 *
## C01_TT000A.Out_PV 1.649 0.099172 .
## C01_DT113A.Out_PV -0.027 0.978261
## C01_TT278.Out_PV 2.441 0.014672 *
## C01_PT290B.Out_PV 1.482 0.138294
## C01_PT215.Out_PV 3.436 0.000596 ***
## C01_TT274.Out_PV -3.436 0.000598 ***
## C01_PC000_PID.PV 3.381 0.000728 ***
## C01_TT255.Out_PV -2.392 0.016798 *
## C01_PT36756.Out_PV -4.667 3.17e-06 ***
## C01_TT290.Out_PV -3.650 0.000266 ***
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration 2.970 0.002994 **
## C01_PT36764.Out_PV 0.788 0.430791
## C01_DT114A.Out_PV -3.932 8.56e-05 ***
## C01_DT226.Out_PV -0.717 0.473483
## C01_DT115A.Out_PV -3.502 0.000467 ***
## C01_PT000B.Out_PV 0.845 0.397891
## C01_PT36751.Out_PV -2.248 0.024628 *
## C01_TT224.Out_PV 5.494 4.18e-08 ***
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration -6.902 5.97e-12 ***
## C01_DT224.Out_PV 0.241 0.809296
## C01_DT135.Out_PV -0.658 0.510394
## C01_DT267.Out_PV 1.102 0.270660
## C01_AT000A.Out_PV -0.011 0.991503
## C01_PT36754.Out_PV 3.164 0.001570 **
## C01_AT335.Out_PV 1.750 0.080275 .
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -38.155 < 2e-16 ***
## C01_PT36755.Out_PV 0.199 0.842195
## C01_PT36767.Out_PV 2.038 0.041582 *
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -0.767 0.442845
## C01_AT000A_Raw.Out_PV 0.647 0.517761
## C01_PIT790B.Out_PV -4.494 7.18e-06 ***
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration 0.122 0.903067
## C01_DT330.Out_PV 2.421 0.015543 *
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -11.904 < 2e-16 ***
## C01_DT260.Out_PV -5.995 2.21e-09 ***
## C01_PT279.Out_PV -3.881 0.000106 ***
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -9.743 < 2e-16 ***
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 8.650 < 2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.2251 on 3879 degrees of freedom
## Multiple R-squared: 0.9504, Adjusted R-squared: 0.9493
## F-statistic: 895.3 on 83 and 3879 DF, p-value: < 2.2e-16library(car)
v1<-data.frame(vif(lr))
v1 <- cbind(variable = row.names(v1), v1)
names(v1)<-c("NameTag","VIF")
###C01_TT269.Out_PV
drop.cols <- c('C01_TT269.Out_PV')
data3<-data3%>%select(-drop.cols)
lr = lm( C01_VT000.Out_PV~., data = data3)
summary(lr)##
## Call:
## lm(formula = C01_VT000.Out_PV ~ ., data = data3)
##
## Residuals:
## Min 1Q Median 3Q Max
## -4.2564 -0.0579 0.0079 0.0663 3.1892
##
## Coefficients:
## Estimate Std. Error
## (Intercept) 5.957e-16 3.589e-03
## C01_CTRL.BMT_Level 6.390e-02 5.789e-03
## C01_CT950A.Out_PV 4.920e-04 4.319e-03
## C01_LT268.Out_PV 9.563e-02 1.562e-02
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration -1.290e-02 9.519e-03
## C01_AT135.Out_PV -1.462e-03 2.739e-02
## C01_TT335.Out_PV 1.279e-02 1.379e-02
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration 3.327e-02 2.404e-02
## C01_DT313A.Out_PV -3.239e-02 1.318e-02
## C01_LT514.Out_PV 1.747e-02 7.449e-03
## C01_TT330.Out_PV -3.724e-02 2.042e-02
## C01_TT208.Out_PV -8.342e-03 1.287e-02
## C01_LT277_KG.Out_PV 3.603e-02 4.726e-03
## C01_TT315A.Out_PV 2.377e-02 2.193e-02
## C01_LT255.Out_PV 1.187e-03 4.925e-03
## C01_DT315A.Out_PV -6.314e-03 1.025e-02
## C01_TT135.Out_PV -1.339e-01 1.315e-02
## C01_LT515.Out_PV 4.595e-03 6.650e-03
## C01_DT314A.Out_PV 5.515e-02 1.690e-02
## C01_LT513.Out_PV 1.053e-02 4.634e-03
## C01_PT600F.Out_PV -1.168e-02 9.582e-03
## C01_TT236.Out_PV -1.112e-01 1.274e-02
## C01_PT119.Out_PV 1.104e-02 2.031e-02
## C01_LT267_KG.Out_PV 4.960e-02 9.222e-03
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 6.743e-02 9.179e-03
## C01_PT221.Out_PV -4.169e-03 2.164e-02
## C01_PT301.Out_PV -3.541e-02 9.424e-03
## C01_PT36712.Out_PV 5.204e-03 1.954e-02
## C01_TT260.Out_PV 3.524e-02 1.075e-02
## C01_PT36757.Out_PV -3.945e-02 1.068e-02
## C01_TT600A.Out_PV -1.366e-02 1.884e-02
## C01_TT600B.Out_PV 3.532e-02 1.410e-02
## C01_TT115A.Out_PV -2.082e-02 2.195e-02
## C01_TT226.Out_PV 3.664e-03 6.133e-03
## C01_TT950A.Out_PV -1.055e-02 6.111e-03
## C01_PT214.Out_PV -3.450e-02 1.447e-02
## C01_PT36713.Out_PV 6.253e-02 9.190e-03
## C01_TT210A.Out_PV -2.156e-02 7.339e-03
## C01_TT113A.Out_PV 7.531e-02 2.201e-02
## C01_TT221.Out_PV 5.565e-02 1.093e-02
## C01_PT36750.Out_PV 9.695e-04 9.437e-03
## C01_PT213.Out_PV 2.797e-02 1.214e-02
## C01_PT36758.Out_PV 2.279e-02 1.108e-02
## C01_PT319.Out_PV 9.430e-02 1.391e-02
## C01_PT36765.Out_PV -3.298e-02 1.448e-02
## C01_TT000A.Out_PV 1.600e-02 1.195e-02
## C01_DT113A.Out_PV 2.444e-03 8.658e-03
## C01_TT278.Out_PV 8.733e-02 2.498e-02
## C01_PT290B.Out_PV 1.063e-02 8.378e-03
## C01_PT215.Out_PV 4.181e-02 1.268e-02
## C01_TT274.Out_PV -1.506e-02 4.563e-03
## C01_PC000_PID.PV 3.971e-02 1.252e-02
## C01_TT255.Out_PV -2.696e-02 1.873e-02
## C01_PT36756.Out_PV -5.255e-02 1.392e-02
## C01_TT290.Out_PV -2.803e-02 9.275e-03
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration 2.728e-02 1.025e-02
## C01_PT36764.Out_PV 5.867e-03 7.111e-03
## C01_DT114A.Out_PV -2.272e-02 5.988e-03
## C01_DT226.Out_PV 7.178e-03 1.923e-02
## C01_DT115A.Out_PV -2.210e-02 6.844e-03
## C01_PT000B.Out_PV 1.358e-02 1.180e-02
## C01_PT36751.Out_PV -9.447e-03 6.046e-03
## C01_TT224.Out_PV 3.127e-02 5.716e-03
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration -1.428e-01 1.994e-02
## C01_DT224.Out_PV 1.338e-04 1.308e-02
## C01_DT135.Out_PV -1.666e-02 2.746e-02
## C01_DT267.Out_PV 1.531e-02 8.825e-03
## C01_AT000A.Out_PV -8.806e-04 5.038e-03
## C01_PT36754.Out_PV 2.952e-02 9.918e-03
## C01_AT335.Out_PV 1.710e-02 8.481e-03
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -9.751e-01 2.591e-02
## C01_PT36755.Out_PV 6.545e-04 9.052e-03
## C01_PT36767.Out_PV 6.457e-03 4.427e-03
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -1.598e-03 4.516e-03
## C01_AT000A_Raw.Out_PV 1.056e-02 1.809e-02
## C01_PIT790B.Out_PV -1.720e-02 3.806e-03
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration -9.582e-04 5.308e-03
## C01_DT330.Out_PV 7.950e-03 3.905e-03
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -1.596e-01 1.410e-02
## C01_DT260.Out_PV -7.021e-02 1.116e-02
## C01_PT279.Out_PV -3.340e-02 1.001e-02
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -7.318e-02 7.621e-03
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 8.031e-02 8.890e-03
## t value Pr(>|t|)
## (Intercept) 0.000 1.000000
## C01_CTRL.BMT_Level 11.039 < 2e-16 ***
## C01_CT950A.Out_PV 0.114 0.909310
## C01_LT268.Out_PV 6.124 1.01e-09 ***
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration -1.355 0.175430
## C01_AT135.Out_PV -0.053 0.957442
## C01_TT335.Out_PV 0.927 0.353786
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration 1.384 0.166444
## C01_DT313A.Out_PV -2.457 0.014068 *
## C01_LT514.Out_PV 2.345 0.019090 *
## C01_TT330.Out_PV -1.824 0.068276 .
## C01_TT208.Out_PV -0.648 0.517055
## C01_LT277_KG.Out_PV 7.623 3.09e-14 ***
## C01_TT315A.Out_PV 1.084 0.278339
## C01_LT255.Out_PV 0.241 0.809473
## C01_DT315A.Out_PV -0.616 0.537934
## C01_TT135.Out_PV -10.178 < 2e-16 ***
## C01_LT515.Out_PV 0.691 0.489614
## C01_DT314A.Out_PV 3.264 0.001107 **
## C01_LT513.Out_PV 2.272 0.023119 *
## C01_PT600F.Out_PV -1.219 0.223098
## C01_TT236.Out_PV -8.724 < 2e-16 ***
## C01_PT119.Out_PV 0.543 0.586880
## C01_LT267_KG.Out_PV 5.378 7.97e-08 ***
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 7.346 2.47e-13 ***
## C01_PT221.Out_PV -0.193 0.847251
## C01_PT301.Out_PV -3.758 0.000174 ***
## C01_PT36712.Out_PV 0.266 0.789998
## C01_TT260.Out_PV 3.278 0.001056 **
## C01_PT36757.Out_PV -3.693 0.000225 ***
## C01_TT600A.Out_PV -0.725 0.468468
## C01_TT600B.Out_PV 2.506 0.012254 *
## C01_TT115A.Out_PV -0.948 0.343114
## C01_TT226.Out_PV 0.597 0.550220
## C01_TT950A.Out_PV -1.726 0.084481 .
## C01_PT214.Out_PV -2.383 0.017200 *
## C01_PT36713.Out_PV 6.804 1.18e-11 ***
## C01_TT210A.Out_PV -2.937 0.003330 **
## C01_TT113A.Out_PV 3.421 0.000630 ***
## C01_TT221.Out_PV 5.089 3.76e-07 ***
## C01_PT36750.Out_PV 0.103 0.918178
## C01_PT213.Out_PV 2.304 0.021288 *
## C01_PT36758.Out_PV 2.058 0.039695 *
## C01_PT319.Out_PV 6.777 1.41e-11 ***
## C01_PT36765.Out_PV -2.277 0.022811 *
## C01_TT000A.Out_PV 1.340 0.180455
## C01_DT113A.Out_PV 0.282 0.777781
## C01_TT278.Out_PV 3.496 0.000477 ***
## C01_PT290B.Out_PV 1.269 0.204401
## C01_PT215.Out_PV 3.298 0.000983 ***
## C01_TT274.Out_PV -3.301 0.000971 ***
## C01_PC000_PID.PV 3.171 0.001533 **
## C01_TT255.Out_PV -1.440 0.150053
## C01_PT36756.Out_PV -3.775 0.000162 ***
## C01_TT290.Out_PV -3.022 0.002529 **
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration 2.661 0.007824 **
## C01_PT36764.Out_PV 0.825 0.409351
## C01_DT114A.Out_PV -3.794 0.000151 ***
## C01_DT226.Out_PV 0.373 0.709037
## C01_DT115A.Out_PV -3.229 0.001254 **
## C01_PT000B.Out_PV 1.152 0.249516
## C01_PT36751.Out_PV -1.563 0.118241
## C01_TT224.Out_PV 5.471 4.77e-08 ***
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration -7.163 9.41e-13 ***
## C01_DT224.Out_PV 0.010 0.991841
## C01_DT135.Out_PV -0.607 0.544086
## C01_DT267.Out_PV 1.735 0.082812 .
## C01_AT000A.Out_PV -0.175 0.861259
## C01_PT36754.Out_PV 2.976 0.002935 **
## C01_AT335.Out_PV 2.016 0.043890 *
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -37.638 < 2e-16 ***
## C01_PT36755.Out_PV 0.072 0.942366
## C01_PT36767.Out_PV 1.458 0.144802
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -0.354 0.723516
## C01_AT000A_Raw.Out_PV 0.584 0.559255
## C01_PIT790B.Out_PV -4.519 6.39e-06 ***
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration -0.180 0.856771
## C01_DT330.Out_PV 2.036 0.041821 *
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -11.316 < 2e-16 ***
## C01_DT260.Out_PV -6.291 3.51e-10 ***
## C01_PT279.Out_PV -3.337 0.000855 ***
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -9.602 < 2e-16 ***
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 9.034 < 2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.2259 on 3880 degrees of freedom
## Multiple R-squared: 0.95, Adjusted R-squared: 0.949
## F-statistic: 899.3 on 82 and 3880 DF, p-value: < 2.2e-16library(car)
v1<-data.frame(vif(lr))
v1 <- cbind(variable = row.names(v1), v1)
names(v1)<-c("NameTag","VIF")
###C01_DT135.Out_PV
drop.cols <- c('C01_DT135.Out_PV')
data3<-data3%>%select(-drop.cols)
lr = lm( C01_VT000.Out_PV~., data = data3)
summary(lr)##
## Call:
## lm(formula = C01_VT000.Out_PV ~ ., data = data3)
##
## Residuals:
## Min 1Q Median 3Q Max
## -4.2559 -0.0579 0.0081 0.0661 3.1895
##
## Coefficients:
## Estimate Std. Error
## (Intercept) 5.598e-16 3.588e-03
## C01_CTRL.BMT_Level 6.399e-02 5.787e-03
## C01_CT950A.Out_PV 4.919e-04 4.319e-03
## C01_LT268.Out_PV 9.595e-02 1.561e-02
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration -1.275e-02 9.515e-03
## C01_AT135.Out_PV -1.779e-02 5.057e-03
## C01_TT335.Out_PV 1.278e-02 1.379e-02
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration 3.355e-02 2.404e-02
## C01_DT313A.Out_PV -3.239e-02 1.318e-02
## C01_LT514.Out_PV 1.746e-02 7.449e-03
## C01_TT330.Out_PV -3.741e-02 2.042e-02
## C01_TT208.Out_PV -8.494e-03 1.287e-02
## C01_LT277_KG.Out_PV 3.606e-02 4.726e-03
## C01_TT315A.Out_PV 2.396e-02 2.192e-02
## C01_LT255.Out_PV 1.189e-03 4.924e-03
## C01_DT315A.Out_PV -6.296e-03 1.025e-02
## C01_TT135.Out_PV -1.340e-01 1.315e-02
## C01_LT515.Out_PV 4.508e-03 6.648e-03
## C01_DT314A.Out_PV 5.520e-02 1.689e-02
## C01_LT513.Out_PV 1.049e-02 4.633e-03
## C01_PT600F.Out_PV -1.161e-02 9.580e-03
## C01_TT236.Out_PV -1.112e-01 1.274e-02
## C01_PT119.Out_PV 1.145e-02 2.029e-02
## C01_LT267_KG.Out_PV 4.942e-02 9.217e-03
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 6.745e-02 9.178e-03
## C01_PT221.Out_PV -4.033e-03 2.164e-02
## C01_PT301.Out_PV -3.532e-02 9.422e-03
## C01_PT36712.Out_PV 5.156e-03 1.954e-02
## C01_TT260.Out_PV 3.517e-02 1.075e-02
## C01_PT36757.Out_PV -3.946e-02 1.068e-02
## C01_TT600A.Out_PV -1.373e-02 1.884e-02
## C01_TT600B.Out_PV 3.541e-02 1.409e-02
## C01_TT115A.Out_PV -2.116e-02 2.194e-02
## C01_TT226.Out_PV 3.636e-03 6.132e-03
## C01_TT950A.Out_PV -1.071e-02 6.105e-03
## C01_PT214.Out_PV -3.465e-02 1.447e-02
## C01_PT36713.Out_PV 6.259e-02 9.189e-03
## C01_TT210A.Out_PV -2.157e-02 7.339e-03
## C01_TT113A.Out_PV 7.555e-02 2.201e-02
## C01_TT221.Out_PV 5.563e-02 1.093e-02
## C01_PT36750.Out_PV 9.425e-04 9.436e-03
## C01_PT213.Out_PV 2.785e-02 1.214e-02
## C01_PT36758.Out_PV 2.261e-02 1.107e-02
## C01_PT319.Out_PV 9.418e-02 1.391e-02
## C01_PT36765.Out_PV -3.291e-02 1.448e-02
## C01_TT000A.Out_PV 1.590e-02 1.194e-02
## C01_DT113A.Out_PV 2.573e-03 8.655e-03
## C01_TT278.Out_PV 8.743e-02 2.498e-02
## C01_PT290B.Out_PV 1.065e-02 8.377e-03
## C01_PT215.Out_PV 4.184e-02 1.268e-02
## C01_TT274.Out_PV -1.508e-02 4.562e-03
## C01_PC000_PID.PV 4.000e-02 1.252e-02
## C01_TT255.Out_PV -2.697e-02 1.872e-02
## C01_PT36756.Out_PV -5.264e-02 1.392e-02
## C01_TT290.Out_PV -2.804e-02 9.274e-03
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration 2.735e-02 1.025e-02
## C01_PT36764.Out_PV 5.787e-03 7.109e-03
## C01_DT114A.Out_PV -2.282e-02 5.985e-03
## C01_DT226.Out_PV 7.847e-03 1.920e-02
## C01_DT115A.Out_PV -2.205e-02 6.843e-03
## C01_PT000B.Out_PV 1.337e-02 1.179e-02
## C01_PT36751.Out_PV -9.390e-03 6.044e-03
## C01_TT224.Out_PV 3.124e-02 5.715e-03
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration -1.429e-01 1.994e-02
## C01_DT224.Out_PV 2.644e-04 1.308e-02
## C01_DT267.Out_PV 1.530e-02 8.824e-03
## C01_AT000A.Out_PV -8.791e-04 5.038e-03
## C01_PT36754.Out_PV 2.956e-02 9.917e-03
## C01_AT335.Out_PV 1.736e-02 8.469e-03
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -9.756e-01 2.590e-02
## C01_PT36755.Out_PV 6.787e-04 9.051e-03
## C01_PT36767.Out_PV 6.485e-03 4.427e-03
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -1.816e-03 4.502e-03
## C01_AT000A_Raw.Out_PV 1.057e-02 1.809e-02
## C01_PIT790B.Out_PV -1.721e-02 3.806e-03
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration -9.448e-04 5.308e-03
## C01_DT330.Out_PV 7.865e-03 3.902e-03
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -1.594e-01 1.410e-02
## C01_DT260.Out_PV -7.004e-02 1.116e-02
## C01_PT279.Out_PV -3.289e-02 9.973e-03
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -7.307e-02 7.619e-03
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 8.032e-02 8.889e-03
## t value Pr(>|t|)
## (Intercept) 0.000 1.000000
## C01_CTRL.BMT_Level 11.059 < 2e-16 ***
## C01_CT950A.Out_PV 0.114 0.909315
## C01_LT268.Out_PV 6.148 8.66e-10 ***
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration -1.340 0.180206
## C01_AT135.Out_PV -3.519 0.000438 ***
## C01_TT335.Out_PV 0.927 0.354216
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration 1.396 0.162863
## C01_DT313A.Out_PV -2.457 0.014047 *
## C01_LT514.Out_PV 2.344 0.019147 *
## C01_TT330.Out_PV -1.832 0.066970 .
## C01_TT208.Out_PV -0.660 0.509330
## C01_LT277_KG.Out_PV 7.630 2.94e-14 ***
## C01_TT315A.Out_PV 1.093 0.274558
## C01_LT255.Out_PV 0.241 0.809275
## C01_DT315A.Out_PV -0.614 0.539083
## C01_TT135.Out_PV -10.190 < 2e-16 ***
## C01_LT515.Out_PV 0.678 0.497752
## C01_DT314A.Out_PV 3.267 0.001095 **
## C01_LT513.Out_PV 2.263 0.023683 *
## C01_PT600F.Out_PV -1.211 0.225816
## C01_TT236.Out_PV -8.730 < 2e-16 ***
## C01_PT119.Out_PV 0.564 0.572535
## C01_LT267_KG.Out_PV 5.363 8.68e-08 ***
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 7.349 2.43e-13 ***
## C01_PT221.Out_PV -0.186 0.852168
## C01_PT301.Out_PV -3.748 0.000181 ***
## C01_PT36712.Out_PV 0.264 0.791880
## C01_TT260.Out_PV 3.272 0.001077 **
## C01_PT36757.Out_PV -3.694 0.000224 ***
## C01_TT600A.Out_PV -0.729 0.466165
## C01_TT600B.Out_PV 2.512 0.012029 *
## C01_TT115A.Out_PV -0.964 0.334929
## C01_TT226.Out_PV 0.593 0.553289
## C01_TT950A.Out_PV -1.754 0.079445 .
## C01_PT214.Out_PV -2.394 0.016691 *
## C01_PT36713.Out_PV 6.812 1.11e-11 ***
## C01_TT210A.Out_PV -2.939 0.003309 **
## C01_TT113A.Out_PV 3.433 0.000603 ***
## C01_TT221.Out_PV 5.088 3.79e-07 ***
## C01_PT36750.Out_PV 0.100 0.920444
## C01_PT213.Out_PV 2.295 0.021804 *
## C01_PT36758.Out_PV 2.042 0.041215 *
## C01_PT319.Out_PV 6.770 1.49e-11 ***
## C01_PT36765.Out_PV -2.273 0.023078 *
## C01_TT000A.Out_PV 1.331 0.183129
## C01_DT113A.Out_PV 0.297 0.766300
## C01_TT278.Out_PV 3.500 0.000470 ***
## C01_PT290B.Out_PV 1.271 0.203829
## C01_PT215.Out_PV 3.301 0.000972 ***
## C01_TT274.Out_PV -3.305 0.000957 ***
## C01_PC000_PID.PV 3.196 0.001406 **
## C01_TT255.Out_PV -1.440 0.149872
## C01_PT36756.Out_PV -3.782 0.000158 ***
## C01_TT290.Out_PV -3.023 0.002518 **
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration 2.668 0.007654 **
## C01_PT36764.Out_PV 0.814 0.415696
## C01_DT114A.Out_PV -3.813 0.000139 ***
## C01_DT226.Out_PV 0.409 0.682771
## C01_DT115A.Out_PV -3.222 0.001282 **
## C01_PT000B.Out_PV 1.134 0.256909
## C01_PT36751.Out_PV -1.554 0.120378
## C01_TT224.Out_PV 5.466 4.90e-08 ***
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration -7.166 9.22e-13 ***
## C01_DT224.Out_PV 0.020 0.983869
## C01_DT267.Out_PV 1.734 0.082946 .
## C01_AT000A.Out_PV -0.175 0.861476
## C01_PT36754.Out_PV 2.980 0.002898 **
## C01_AT335.Out_PV 2.049 0.040486 *
## C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration -37.672 < 2e-16 ***
## C01_PT36755.Out_PV 0.075 0.940225
## C01_PT36767.Out_PV 1.465 0.143043
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -0.404 0.686586
## C01_AT000A_Raw.Out_PV 0.584 0.559047
## C01_PIT790B.Out_PV -4.522 6.31e-06 ***
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration -0.178 0.858728
## C01_DT330.Out_PV 2.016 0.043891 *
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -11.309 < 2e-16 ***
## C01_DT260.Out_PV -6.278 3.82e-10 ***
## C01_PT279.Out_PV -3.298 0.000982 ***
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -9.591 < 2e-16 ***
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 9.035 < 2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.2259 on 3881 degrees of freedom
## Multiple R-squared: 0.95, Adjusted R-squared: 0.949
## F-statistic: 910.6 on 81 and 3881 DF, p-value: < 2.2e-16library(car)
v1<-data.frame(vif(lr))
v1 <- cbind(variable = row.names(v1), v1)
names(v1)<-c("NameTag","VIF")
###C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration
drop.cols <- c('C01_Feed07_Sys221_Ingredient.Val_CurrentBMTConcentration')
data3<-data3%>%select(-drop.cols)
lr = lm( C01_VT000.Out_PV~., data = data3)
summary(lr)##
## Call:
## lm(formula = C01_VT000.Out_PV ~ ., data = data3)
##
## Residuals:
## Min 1Q Median 3Q Max
## -4.7593 -0.0824 0.0009 0.0840 2.9894
##
## Coefficients:
## Estimate Std. Error
## (Intercept) -4.067e-15 4.193e-03
## C01_CTRL.BMT_Level 2.474e-02 6.651e-03
## C01_CT950A.Out_PV -1.353e-02 5.028e-03
## C01_LT268.Out_PV 1.223e-02 1.805e-02
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration -2.248e-01 8.964e-03
## C01_AT135.Out_PV -1.597e-02 5.908e-03
## C01_TT335.Out_PV -1.023e-01 1.572e-02
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -6.968e-01 1.660e-02
## C01_DT313A.Out_PV -2.844e-02 1.540e-02
## C01_LT514.Out_PV -9.669e-03 8.663e-03
## C01_TT330.Out_PV -4.307e-02 2.385e-02
## C01_TT208.Out_PV -8.243e-02 1.486e-02
## C01_LT277_KG.Out_PV 2.810e-02 5.516e-03
## C01_TT315A.Out_PV -1.009e-01 2.532e-02
## C01_LT255.Out_PV -8.777e-03 5.746e-03
## C01_DT315A.Out_PV -4.172e-03 1.198e-02
## C01_TT135.Out_PV -1.803e-01 1.530e-02
## C01_LT515.Out_PV 1.236e-02 7.764e-03
## C01_DT314A.Out_PV 1.825e-01 1.934e-02
## C01_LT513.Out_PV 1.716e-02 5.410e-03
## C01_PT600F.Out_PV -1.275e-02 1.119e-02
## C01_TT236.Out_PV -1.085e-01 1.489e-02
## C01_PT119.Out_PV -4.279e-02 2.365e-02
## C01_LT267_KG.Out_PV 1.011e-01 1.065e-02
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 6.118e-02 1.072e-02
## C01_PT221.Out_PV -1.073e-01 2.508e-02
## C01_PT301.Out_PV -4.449e-03 1.097e-02
## C01_PT36712.Out_PV 9.999e-02 2.264e-02
## C01_TT260.Out_PV 8.240e-02 1.248e-02
## C01_PT36757.Out_PV -2.951e-02 1.248e-02
## C01_TT600A.Out_PV -2.093e-02 2.201e-02
## C01_TT600B.Out_PV 3.861e-02 1.647e-02
## C01_TT115A.Out_PV 1.461e-01 2.511e-02
## C01_TT226.Out_PV 6.515e-03 7.165e-03
## C01_TT950A.Out_PV -1.952e-03 7.128e-03
## C01_PT214.Out_PV -1.175e-01 1.671e-02
## C01_PT36713.Out_PV 7.388e-02 1.073e-02
## C01_TT210A.Out_PV -1.693e-02 8.574e-03
## C01_TT113A.Out_PV -5.194e-02 2.541e-02
## C01_TT221.Out_PV 1.429e-01 1.248e-02
## C01_PT36750.Out_PV -1.157e-03 1.103e-02
## C01_PT213.Out_PV 1.780e-02 1.418e-02
## C01_PT36758.Out_PV 1.024e-01 1.270e-02
## C01_PT319.Out_PV 9.607e-02 1.626e-02
## C01_PT36765.Out_PV -2.013e-02 1.691e-02
## C01_TT000A.Out_PV -4.851e-02 1.381e-02
## C01_DT113A.Out_PV -4.355e-02 1.001e-02
## C01_TT278.Out_PV 3.756e-02 2.914e-02
## C01_PT290B.Out_PV 2.556e-02 9.778e-03
## C01_PT215.Out_PV -1.622e-02 1.470e-02
## C01_TT274.Out_PV -3.599e-02 5.292e-03
## C01_PC000_PID.PV 2.216e-02 1.461e-02
## C01_TT255.Out_PV -8.500e-03 2.187e-02
## C01_PT36756.Out_PV 5.300e-03 1.616e-02
## C01_TT290.Out_PV -4.193e-02 1.083e-02
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -5.351e-02 1.171e-02
## C01_PT36764.Out_PV -6.911e-03 8.298e-03
## C01_DT114A.Out_PV -2.566e-02 6.993e-03
## C01_DT226.Out_PV -1.135e-01 2.212e-02
## C01_DT115A.Out_PV -3.444e-02 7.987e-03
## C01_PT000B.Out_PV 3.862e-02 1.375e-02
## C01_PT36751.Out_PV -5.061e-03 7.061e-03
## C01_TT224.Out_PV 5.158e-02 6.648e-03
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration -2.919e-01 2.284e-02
## C01_DT224.Out_PV -1.876e-02 1.527e-02
## C01_DT267.Out_PV -4.394e-02 1.015e-02
## C01_AT000A.Out_PV 1.009e-02 5.877e-03
## C01_PT36754.Out_PV 7.572e-02 1.150e-02
## C01_AT335.Out_PV 9.161e-02 9.624e-03
## C01_PT36755.Out_PV -4.084e-02 1.050e-02
## C01_PT36767.Out_PV 1.849e-04 5.169e-03
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -9.120e-03 5.255e-03
## C01_AT000A_Raw.Out_PV 2.859e-01 1.933e-02
## C01_PIT790B.Out_PV -1.084e-02 4.443e-03
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration -3.161e-03 6.202e-03
## C01_DT330.Out_PV 7.852e-03 4.559e-03
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration 1.350e-02 1.557e-02
## C01_DT260.Out_PV -2.378e-01 1.195e-02
## C01_PT279.Out_PV -4.763e-02 1.164e-02
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -1.450e-01 8.618e-03
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 6.160e-02 1.037e-02
## t value Pr(>|t|)
## (Intercept) 0.000 1.000000
## C01_CTRL.BMT_Level 3.720 0.000202 ***
## C01_CT950A.Out_PV -2.691 0.007164 **
## C01_LT268.Out_PV 0.678 0.497971
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration -25.075 < 2e-16 ***
## C01_AT135.Out_PV -2.703 0.006908 **
## C01_TT335.Out_PV -6.507 8.63e-11 ***
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -41.973 < 2e-16 ***
## C01_DT313A.Out_PV -1.846 0.064941 .
## C01_LT514.Out_PV -1.116 0.264438
## C01_TT330.Out_PV -1.805 0.071083 .
## C01_TT208.Out_PV -5.546 3.12e-08 ***
## C01_LT277_KG.Out_PV 5.093 3.69e-07 ***
## C01_TT315A.Out_PV -3.985 6.87e-05 ***
## C01_LT255.Out_PV -1.528 0.126689
## C01_DT315A.Out_PV -0.348 0.727601
## C01_TT135.Out_PV -11.784 < 2e-16 ***
## C01_LT515.Out_PV 1.592 0.111512
## C01_DT314A.Out_PV 9.437 < 2e-16 ***
## C01_LT513.Out_PV 3.172 0.001524 **
## C01_PT600F.Out_PV -1.139 0.254899
## C01_TT236.Out_PV -7.289 3.78e-13 ***
## C01_PT119.Out_PV -1.809 0.070517 .
## C01_LT267_KG.Out_PV 9.495 < 2e-16 ***
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 5.706 1.24e-08 ***
## C01_PT221.Out_PV -4.280 1.92e-05 ***
## C01_PT301.Out_PV -0.406 0.684991
## C01_PT36712.Out_PV 4.416 1.03e-05 ***
## C01_TT260.Out_PV 6.605 4.52e-11 ***
## C01_PT36757.Out_PV -2.365 0.018067 *
## C01_TT600A.Out_PV -0.951 0.341625
## C01_TT600B.Out_PV 2.345 0.019090 *
## C01_TT115A.Out_PV 5.818 6.45e-09 ***
## C01_TT226.Out_PV 0.909 0.363251
## C01_TT950A.Out_PV -0.274 0.784199
## C01_PT214.Out_PV -7.032 2.39e-12 ***
## C01_PT36713.Out_PV 6.885 6.71e-12 ***
## C01_TT210A.Out_PV -1.974 0.048446 *
## C01_TT113A.Out_PV -2.044 0.041026 *
## C01_TT221.Out_PV 11.450 < 2e-16 ***
## C01_PT36750.Out_PV -0.105 0.916397
## C01_PT213.Out_PV 1.256 0.209339
## C01_PT36758.Out_PV 8.061 9.95e-16 ***
## C01_PT319.Out_PV 5.910 3.72e-09 ***
## C01_PT36765.Out_PV -1.190 0.234051
## C01_TT000A.Out_PV -3.512 0.000450 ***
## C01_DT113A.Out_PV -4.350 1.40e-05 ***
## C01_TT278.Out_PV 1.289 0.197531
## C01_PT290B.Out_PV 2.614 0.008977 **
## C01_PT215.Out_PV -1.103 0.269964
## C01_TT274.Out_PV -6.801 1.19e-11 ***
## C01_PC000_PID.PV 1.516 0.129488
## C01_TT255.Out_PV -0.389 0.697563
## C01_PT36756.Out_PV 0.328 0.743037
## C01_TT290.Out_PV -3.872 0.000110 ***
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -4.568 5.07e-06 ***
## C01_PT36764.Out_PV -0.833 0.404970
## C01_DT114A.Out_PV -3.669 0.000247 ***
## C01_DT226.Out_PV -5.132 3.00e-07 ***
## C01_DT115A.Out_PV -4.312 1.66e-05 ***
## C01_PT000B.Out_PV 2.808 0.005012 **
## C01_PT36751.Out_PV -0.717 0.473591
## C01_TT224.Out_PV 7.758 1.09e-14 ***
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration -12.782 < 2e-16 ***
## C01_DT224.Out_PV -1.228 0.219366
## C01_DT267.Out_PV -4.330 1.53e-05 ***
## C01_AT000A.Out_PV 1.718 0.085957 .
## C01_PT36754.Out_PV 6.585 5.15e-11 ***
## C01_AT335.Out_PV 9.519 < 2e-16 ***
## C01_PT36755.Out_PV -3.890 0.000102 ***
## C01_PT36767.Out_PV 0.036 0.971459
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -1.735 0.082743 .
## C01_AT000A_Raw.Out_PV 14.786 < 2e-16 ***
## C01_PIT790B.Out_PV -2.440 0.014746 *
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration -0.510 0.610289
## C01_DT330.Out_PV 1.722 0.085083 .
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration 0.867 0.386207
## C01_DT260.Out_PV -19.897 < 2e-16 ***
## C01_PT279.Out_PV -4.091 4.39e-05 ***
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -16.823 < 2e-16 ***
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 5.940 3.10e-09 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.264 on 3882 degrees of freedom
## Multiple R-squared: 0.9317, Adjusted R-squared: 0.9303
## F-statistic: 662.3 on 80 and 3882 DF, p-value: < 2.2e-16library(car)
v1<-data.frame(vif(lr))
v1 <- cbind(variable = row.names(v1), v1)
names(v1)<-c("NameTag","VIF")
###C01_TT278.Out_PV
drop.cols <- c('C01_TT278.Out_PV')
data3<-data3%>%select(-drop.cols)
lr = lm( C01_VT000.Out_PV~., data = data3)
summary(lr)##
## Call:
## lm(formula = C01_VT000.Out_PV ~ ., data = data3)
##
## Residuals:
## Min 1Q Median 3Q Max
## -4.7473 -0.0820 -0.0002 0.0847 2.9835
##
## Coefficients:
## Estimate Std. Error
## (Intercept) -4.137e-15 4.193e-03
## C01_CTRL.BMT_Level 2.572e-02 6.608e-03
## C01_CT950A.Out_PV -1.329e-02 5.025e-03
## C01_LT268.Out_PV 1.171e-02 1.805e-02
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration -2.253e-01 8.955e-03
## C01_AT135.Out_PV -1.661e-02 5.888e-03
## C01_TT335.Out_PV -1.012e-01 1.570e-02
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -6.967e-01 1.660e-02
## C01_DT313A.Out_PV -2.812e-02 1.540e-02
## C01_LT514.Out_PV -9.190e-03 8.656e-03
## C01_TT330.Out_PV -4.618e-02 2.373e-02
## C01_TT208.Out_PV -7.982e-02 1.473e-02
## C01_LT277_KG.Out_PV 2.779e-02 5.512e-03
## C01_TT315A.Out_PV -9.916e-02 2.529e-02
## C01_LT255.Out_PV -8.237e-03 5.731e-03
## C01_DT315A.Out_PV -4.084e-03 1.198e-02
## C01_TT135.Out_PV -1.771e-01 1.510e-02
## C01_LT515.Out_PV 1.053e-02 7.634e-03
## C01_DT314A.Out_PV 1.790e-01 1.915e-02
## C01_LT513.Out_PV 1.755e-02 5.402e-03
## C01_PT600F.Out_PV -1.158e-02 1.116e-02
## C01_TT236.Out_PV -1.048e-01 1.462e-02
## C01_PT119.Out_PV -4.365e-02 2.365e-02
## C01_LT267_KG.Out_PV 9.856e-02 1.046e-02
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 6.223e-02 1.069e-02
## C01_PT221.Out_PV -1.084e-01 2.507e-02
## C01_PT301.Out_PV -5.736e-03 1.092e-02
## C01_PT36712.Out_PV 1.009e-01 2.263e-02
## C01_TT260.Out_PV 8.195e-02 1.247e-02
## C01_PT36757.Out_PV -2.913e-02 1.247e-02
## C01_TT600A.Out_PV -2.337e-02 2.193e-02
## C01_TT600B.Out_PV 3.879e-02 1.647e-02
## C01_TT115A.Out_PV 1.500e-01 2.493e-02
## C01_TT226.Out_PV 7.555e-03 7.120e-03
## C01_TT950A.Out_PV -1.091e-03 7.097e-03
## C01_PT214.Out_PV -1.156e-01 1.665e-02
## C01_PT36713.Out_PV 7.416e-02 1.073e-02
## C01_TT210A.Out_PV -1.748e-02 8.564e-03
## C01_TT113A.Out_PV -4.074e-02 2.388e-02
## C01_TT221.Out_PV 1.436e-01 1.247e-02
## C01_PT36750.Out_PV -1.021e-03 1.103e-02
## C01_PT213.Out_PV 1.819e-02 1.418e-02
## C01_PT36758.Out_PV 1.021e-01 1.270e-02
## C01_PT319.Out_PV 9.478e-02 1.623e-02
## C01_PT36765.Out_PV -1.820e-02 1.685e-02
## C01_TT000A.Out_PV -4.474e-02 1.350e-02
## C01_DT113A.Out_PV -3.954e-02 9.518e-03
## C01_PT290B.Out_PV 2.734e-02 9.681e-03
## C01_PT215.Out_PV -1.559e-02 1.469e-02
## C01_TT274.Out_PV -3.653e-02 5.275e-03
## C01_PC000_PID.PV 2.532e-02 1.441e-02
## C01_TT255.Out_PV 9.243e-03 1.700e-02
## C01_PT36756.Out_PV 7.826e-03 1.605e-02
## C01_TT290.Out_PV -3.915e-02 1.061e-02
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -5.293e-02 1.171e-02
## C01_PT36764.Out_PV -6.361e-03 8.287e-03
## C01_DT114A.Out_PV -2.664e-02 6.953e-03
## C01_DT226.Out_PV -1.189e-01 2.172e-02
## C01_DT115A.Out_PV -3.472e-02 7.985e-03
## C01_PT000B.Out_PV 3.572e-02 1.357e-02
## C01_PT36751.Out_PV -4.570e-03 7.052e-03
## C01_TT224.Out_PV 5.126e-02 6.644e-03
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration -2.944e-01 2.275e-02
## C01_DT224.Out_PV -1.694e-02 1.520e-02
## C01_DT267.Out_PV -4.481e-02 1.012e-02
## C01_AT000A.Out_PV 9.900e-03 5.875e-03
## C01_PT36754.Out_PV 7.589e-02 1.150e-02
## C01_AT335.Out_PV 8.912e-02 9.428e-03
## C01_PT36755.Out_PV -4.119e-02 1.049e-02
## C01_PT36767.Out_PV -5.174e-05 5.166e-03
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -8.924e-03 5.253e-03
## C01_AT000A_Raw.Out_PV 2.892e-01 1.917e-02
## C01_PIT790B.Out_PV -1.131e-02 4.428e-03
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration -3.360e-03 6.200e-03
## C01_DT330.Out_PV 7.983e-03 4.558e-03
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration 1.264e-02 1.556e-02
## C01_DT260.Out_PV -2.390e-01 1.192e-02
## C01_PT279.Out_PV -4.448e-02 1.138e-02
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -1.450e-01 8.619e-03
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 6.139e-02 1.037e-02
## t value Pr(>|t|)
## (Intercept) 0.000 1.000000
## C01_CTRL.BMT_Level 3.892 0.000101 ***
## C01_CT950A.Out_PV -2.644 0.008215 **
## C01_LT268.Out_PV 0.649 0.516489
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration -25.165 < 2e-16 ***
## C01_AT135.Out_PV -2.821 0.004816 **
## C01_TT335.Out_PV -6.448 1.27e-10 ***
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -41.965 < 2e-16 ***
## C01_DT313A.Out_PV -1.826 0.067974 .
## C01_LT514.Out_PV -1.062 0.288401
## C01_TT330.Out_PV -1.946 0.051768 .
## C01_TT208.Out_PV -5.420 6.32e-08 ***
## C01_LT277_KG.Out_PV 5.041 4.83e-07 ***
## C01_TT315A.Out_PV -3.921 8.95e-05 ***
## C01_LT255.Out_PV -1.437 0.150725
## C01_DT315A.Out_PV -0.341 0.733142
## C01_TT135.Out_PV -11.728 < 2e-16 ***
## C01_LT515.Out_PV 1.380 0.167688
## C01_DT314A.Out_PV 9.348 < 2e-16 ***
## C01_LT513.Out_PV 3.248 0.001170 **
## C01_PT600F.Out_PV -1.038 0.299527
## C01_TT236.Out_PV -7.174 8.69e-13 ***
## C01_PT119.Out_PV -1.846 0.065004 .
## C01_LT267_KG.Out_PV 9.419 < 2e-16 ***
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 5.820 6.35e-09 ***
## C01_PT221.Out_PV -4.322 1.59e-05 ***
## C01_PT301.Out_PV -0.525 0.599516
## C01_PT36712.Out_PV 4.461 8.40e-06 ***
## C01_TT260.Out_PV 6.571 5.68e-11 ***
## C01_PT36757.Out_PV -2.335 0.019608 *
## C01_TT600A.Out_PV -1.066 0.286678
## C01_TT600B.Out_PV 2.355 0.018568 *
## C01_TT115A.Out_PV 6.020 1.91e-09 ***
## C01_TT226.Out_PV 1.061 0.288735
## C01_TT950A.Out_PV -0.154 0.877847
## C01_PT214.Out_PV -6.945 4.43e-12 ***
## C01_PT36713.Out_PV 6.912 5.58e-12 ***
## C01_TT210A.Out_PV -2.041 0.041277 *
## C01_TT113A.Out_PV -1.706 0.088092 .
## C01_TT221.Out_PV 11.513 < 2e-16 ***
## C01_PT36750.Out_PV -0.093 0.926219
## C01_PT213.Out_PV 1.284 0.199392
## C01_PT36758.Out_PV 8.042 1.16e-15 ***
## C01_PT319.Out_PV 5.841 5.62e-09 ***
## C01_PT36765.Out_PV -1.080 0.280038
## C01_TT000A.Out_PV -3.314 0.000929 ***
## C01_DT113A.Out_PV -4.155 3.33e-05 ***
## C01_PT290B.Out_PV 2.824 0.004773 **
## C01_PT215.Out_PV -1.061 0.288686
## C01_TT274.Out_PV -6.925 5.08e-12 ***
## C01_PC000_PID.PV 1.758 0.078906 .
## C01_TT255.Out_PV 0.544 0.586630
## C01_PT36756.Out_PV 0.488 0.625759
## C01_TT290.Out_PV -3.690 0.000228 ***
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -4.522 6.31e-06 ***
## C01_PT36764.Out_PV -0.768 0.442802
## C01_DT114A.Out_PV -3.831 0.000130 ***
## C01_DT226.Out_PV -5.472 4.73e-08 ***
## C01_DT115A.Out_PV -4.349 1.41e-05 ***
## C01_PT000B.Out_PV 2.632 0.008515 **
## C01_PT36751.Out_PV -0.648 0.516969
## C01_TT224.Out_PV 7.715 1.53e-14 ***
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration -12.941 < 2e-16 ***
## C01_DT224.Out_PV -1.114 0.265400
## C01_DT267.Out_PV -4.426 9.88e-06 ***
## C01_AT000A.Out_PV 1.685 0.092059 .
## C01_PT36754.Out_PV 6.600 4.67e-11 ***
## C01_AT335.Out_PV 9.452 < 2e-16 ***
## C01_PT36755.Out_PV -3.925 8.82e-05 ***
## C01_PT36767.Out_PV -0.010 0.992010
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -1.699 0.089444 .
## C01_AT000A_Raw.Out_PV 15.088 < 2e-16 ***
## C01_PIT790B.Out_PV -2.555 0.010665 *
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration -0.542 0.587968
## C01_DT330.Out_PV 1.751 0.079986 .
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration 0.812 0.416765
## C01_DT260.Out_PV -20.045 < 2e-16 ***
## C01_PT279.Out_PV -3.907 9.52e-05 ***
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -16.818 < 2e-16 ***
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 5.920 3.50e-09 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.264 on 3883 degrees of freedom
## Multiple R-squared: 0.9317, Adjusted R-squared: 0.9303
## F-statistic: 670.5 on 79 and 3883 DF, p-value: < 2.2e-16library(car)
v1<-data.frame(vif(lr))
v1 <- cbind(variable = row.names(v1), v1)
names(v1)<-c("NameTag","VIF")
###C01_TT315A.Out_PV
drop.cols <- c('C01_TT315A.Out_PV')
data3<-data3%>%select(-drop.cols)
lr = lm( C01_VT000.Out_PV~., data = data3)
summary(lr)##
## Call:
## lm(formula = C01_VT000.Out_PV ~ ., data = data3)
##
## Residuals:
## Min 1Q Median 3Q Max
## -4.7209 -0.0807 0.0000 0.0842 2.9424
##
## Coefficients:
## Estimate Std. Error
## (Intercept) -4.518e-15 4.201e-03
## C01_CTRL.BMT_Level 2.536e-02 6.620e-03
## C01_CT950A.Out_PV -1.135e-02 5.009e-03
## C01_LT268.Out_PV 1.865e-02 1.799e-02
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration -2.258e-01 8.970e-03
## C01_AT135.Out_PV -1.556e-02 5.893e-03
## C01_TT335.Out_PV -9.628e-02 1.567e-02
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -6.975e-01 1.663e-02
## C01_DT313A.Out_PV -2.539e-02 1.542e-02
## C01_LT514.Out_PV -1.109e-02 8.658e-03
## C01_TT330.Out_PV -4.841e-02 2.377e-02
## C01_TT208.Out_PV -7.887e-02 1.475e-02
## C01_LT277_KG.Out_PV 2.904e-02 5.513e-03
## C01_LT255.Out_PV -9.007e-03 5.738e-03
## C01_DT315A.Out_PV 1.607e-02 1.084e-02
## C01_TT135.Out_PV -1.724e-01 1.508e-02
## C01_LT515.Out_PV 7.702e-03 7.614e-03
## C01_DT314A.Out_PV 1.652e-01 1.886e-02
## C01_LT513.Out_PV 1.825e-02 5.409e-03
## C01_PT600F.Out_PV -1.221e-02 1.118e-02
## C01_TT236.Out_PV -1.238e-01 1.382e-02
## C01_PT119.Out_PV -3.110e-02 2.347e-02
## C01_LT267_KG.Out_PV 9.601e-02 1.046e-02
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 6.300e-02 1.071e-02
## C01_PT221.Out_PV -1.102e-01 2.511e-02
## C01_PT301.Out_PV -9.033e-03 1.091e-02
## C01_PT36712.Out_PV 1.024e-01 2.267e-02
## C01_TT260.Out_PV 8.139e-02 1.249e-02
## C01_PT36757.Out_PV -3.205e-02 1.248e-02
## C01_TT600A.Out_PV -3.321e-02 2.183e-02
## C01_TT600B.Out_PV 4.647e-02 1.638e-02
## C01_TT115A.Out_PV 1.038e-01 2.199e-02
## C01_TT226.Out_PV 7.456e-03 7.133e-03
## C01_TT950A.Out_PV -1.638e-03 7.109e-03
## C01_PT214.Out_PV -1.100e-01 1.662e-02
## C01_PT36713.Out_PV 7.640e-02 1.073e-02
## C01_TT210A.Out_PV -1.869e-02 8.574e-03
## C01_TT113A.Out_PV -3.696e-02 2.390e-02
## C01_TT221.Out_PV 1.431e-01 1.250e-02
## C01_PT36750.Out_PV -1.123e-04 1.104e-02
## C01_PT213.Out_PV 1.559e-02 1.419e-02
## C01_PT36758.Out_PV 1.042e-01 1.271e-02
## C01_PT319.Out_PV 8.590e-02 1.610e-02
## C01_PT36765.Out_PV -1.869e-02 1.688e-02
## C01_TT000A.Out_PV -4.806e-02 1.350e-02
## C01_DT113A.Out_PV -4.124e-02 9.526e-03
## C01_PT290B.Out_PV 2.576e-02 9.691e-03
## C01_PT215.Out_PV 2.559e-02 1.030e-02
## C01_TT274.Out_PV -3.677e-02 5.285e-03
## C01_PC000_PID.PV 2.687e-02 1.443e-02
## C01_TT255.Out_PV 1.686e-02 1.692e-02
## C01_PT36756.Out_PV 4.645e-03 1.606e-02
## C01_TT290.Out_PV -4.039e-02 1.063e-02
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -5.455e-02 1.172e-02
## C01_PT36764.Out_PV -5.266e-03 8.298e-03
## C01_DT114A.Out_PV -2.649e-02 6.965e-03
## C01_DT226.Out_PV -1.108e-01 2.167e-02
## C01_DT115A.Out_PV -3.643e-02 7.987e-03
## C01_PT000B.Out_PV 3.465e-02 1.359e-02
## C01_PT36751.Out_PV -3.485e-03 7.059e-03
## C01_TT224.Out_PV 5.090e-02 6.656e-03
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration -2.987e-01 2.277e-02
## C01_DT224.Out_PV -1.939e-02 1.522e-02
## C01_DT267.Out_PV -4.571e-02 1.014e-02
## C01_AT000A.Out_PV 8.818e-03 5.880e-03
## C01_PT36754.Out_PV 7.733e-02 1.151e-02
## C01_AT335.Out_PV 8.773e-02 9.439e-03
## C01_PT36755.Out_PV -3.017e-02 1.013e-02
## C01_PT36767.Out_PV -4.415e-04 5.175e-03
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -9.110e-03 5.263e-03
## C01_AT000A_Raw.Out_PV 2.876e-01 1.920e-02
## C01_PIT790B.Out_PV -1.036e-02 4.429e-03
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration -4.115e-03 6.209e-03
## C01_DT330.Out_PV 7.899e-03 4.567e-03
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration 8.406e-03 1.555e-02
## C01_DT260.Out_PV -2.435e-01 1.189e-02
## C01_PT279.Out_PV -4.470e-02 1.141e-02
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -1.291e-01 7.620e-03
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 6.390e-02 1.037e-02
## t value Pr(>|t|)
## (Intercept) 0.000 1.000000
## C01_CTRL.BMT_Level 3.832 0.000129 ***
## C01_CT950A.Out_PV -2.266 0.023508 *
## C01_LT268.Out_PV 1.036 0.300139
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration -25.171 < 2e-16 ***
## C01_AT135.Out_PV -2.641 0.008301 **
## C01_TT335.Out_PV -6.143 8.94e-10 ***
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -41.937 < 2e-16 ***
## C01_DT313A.Out_PV -1.647 0.099640 .
## C01_LT514.Out_PV -1.281 0.200405
## C01_TT330.Out_PV -2.037 0.041744 *
## C01_TT208.Out_PV -5.347 9.47e-08 ***
## C01_LT277_KG.Out_PV 5.269 1.45e-07 ***
## C01_LT255.Out_PV -1.570 0.116574
## C01_DT315A.Out_PV 1.482 0.138356
## C01_TT135.Out_PV -11.435 < 2e-16 ***
## C01_LT515.Out_PV 1.011 0.311852
## C01_DT314A.Out_PV 8.761 < 2e-16 ***
## C01_LT513.Out_PV 3.375 0.000746 ***
## C01_PT600F.Out_PV -1.092 0.274687
## C01_TT236.Out_PV -8.957 < 2e-16 ***
## C01_PT119.Out_PV -1.325 0.185311
## C01_LT267_KG.Out_PV 9.177 < 2e-16 ***
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 5.882 4.40e-09 ***
## C01_PT221.Out_PV -4.387 1.18e-05 ***
## C01_PT301.Out_PV -0.828 0.407784
## C01_PT36712.Out_PV 4.519 6.40e-06 ***
## C01_TT260.Out_PV 6.514 8.23e-11 ***
## C01_PT36757.Out_PV -2.569 0.010243 *
## C01_TT600A.Out_PV -1.521 0.128255
## C01_TT600B.Out_PV 2.836 0.004585 **
## C01_TT115A.Out_PV 4.717 2.47e-06 ***
## C01_TT226.Out_PV 1.045 0.295987
## C01_TT950A.Out_PV -0.230 0.817806
## C01_PT214.Out_PV -6.617 4.15e-11 ***
## C01_PT36713.Out_PV 7.117 1.31e-12 ***
## C01_TT210A.Out_PV -2.180 0.029337 *
## C01_TT113A.Out_PV -1.546 0.122162
## C01_TT221.Out_PV 11.450 < 2e-16 ***
## C01_PT36750.Out_PV -0.010 0.991889
## C01_PT213.Out_PV 1.099 0.271784
## C01_PT36758.Out_PV 8.194 3.38e-16 ***
## C01_PT319.Out_PV 5.336 1.00e-07 ***
## C01_PT36765.Out_PV -1.107 0.268181
## C01_TT000A.Out_PV -3.560 0.000375 ***
## C01_DT113A.Out_PV -4.330 1.53e-05 ***
## C01_PT290B.Out_PV 2.658 0.007893 **
## C01_PT215.Out_PV 2.485 0.013010 *
## C01_TT274.Out_PV -6.958 4.04e-12 ***
## C01_PC000_PID.PV 1.862 0.062635 .
## C01_TT255.Out_PV 0.996 0.319091
## C01_PT36756.Out_PV 0.289 0.772355
## C01_TT290.Out_PV -3.801 0.000146 ***
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -4.654 3.36e-06 ***
## C01_PT36764.Out_PV -0.635 0.525711
## C01_DT114A.Out_PV -3.804 0.000145 ***
## C01_DT226.Out_PV -5.114 3.31e-07 ***
## C01_DT115A.Out_PV -4.561 5.26e-06 ***
## C01_PT000B.Out_PV 2.550 0.010822 *
## C01_PT36751.Out_PV -0.494 0.621572
## C01_TT224.Out_PV 7.648 2.57e-14 ***
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration -13.120 < 2e-16 ***
## C01_DT224.Out_PV -1.274 0.202732
## C01_DT267.Out_PV -4.508 6.74e-06 ***
## C01_AT000A.Out_PV 1.500 0.133778
## C01_PT36754.Out_PV 6.716 2.14e-11 ***
## C01_AT335.Out_PV 9.294 < 2e-16 ***
## C01_PT36755.Out_PV -2.978 0.002918 **
## C01_PT36767.Out_PV -0.085 0.932015
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -1.731 0.083517 .
## C01_AT000A_Raw.Out_PV 14.979 < 2e-16 ***
## C01_PIT790B.Out_PV -2.339 0.019385 *
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration -0.663 0.507521
## C01_DT330.Out_PV 1.730 0.083772 .
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration 0.540 0.588918
## C01_DT260.Out_PV -20.489 < 2e-16 ***
## C01_PT279.Out_PV -3.919 9.04e-05 ***
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -16.936 < 2e-16 ***
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 6.162 7.90e-10 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.2645 on 3884 degrees of freedom
## Multiple R-squared: 0.9314, Adjusted R-squared: 0.9301
## F-statistic: 676.4 on 78 and 3884 DF, p-value: < 2.2e-16library(car)
v1<-data.frame(vif(lr))
v1 <- cbind(variable = row.names(v1), v1)
names(v1)<-c("NameTag","VIF")
###C01_PT221.Out_PV
drop.cols <- c('C01_PT221.Out_PV')
data3<-data3%>%select(-drop.cols)
lr = lm( C01_VT000.Out_PV~., data = data3)
summary(lr)##
## Call:
## lm(formula = C01_VT000.Out_PV ~ ., data = data3)
##
## Residuals:
## Min 1Q Median 3Q Max
## -4.7230 -0.0808 0.0006 0.0826 2.9290
##
## Coefficients:
## Estimate Std. Error
## (Intercept) -4.579e-15 4.211e-03
## C01_CTRL.BMT_Level 2.365e-02 6.624e-03
## C01_CT950A.Out_PV -1.099e-02 5.021e-03
## C01_LT268.Out_PV 4.489e-03 1.774e-02
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration -2.218e-01 8.944e-03
## C01_AT135.Out_PV -1.544e-02 5.907e-03
## C01_TT335.Out_PV -9.724e-02 1.571e-02
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -6.987e-01 1.667e-02
## C01_DT313A.Out_PV -1.964e-02 1.540e-02
## C01_LT514.Out_PV -9.544e-03 8.671e-03
## C01_TT330.Out_PV -5.000e-02 2.382e-02
## C01_TT208.Out_PV -7.823e-02 1.478e-02
## C01_LT277_KG.Out_PV 2.928e-02 5.525e-03
## C01_LT255.Out_PV -6.678e-03 5.727e-03
## C01_DT315A.Out_PV 1.788e-02 1.086e-02
## C01_TT135.Out_PV -1.749e-01 1.511e-02
## C01_LT515.Out_PV 6.626e-03 7.628e-03
## C01_DT314A.Out_PV 1.585e-01 1.884e-02
## C01_LT513.Out_PV 1.895e-02 5.419e-03
## C01_PT600F.Out_PV -9.556e-03 1.119e-02
## C01_TT236.Out_PV -1.232e-01 1.385e-02
## C01_PT119.Out_PV -4.244e-03 2.271e-02
## C01_LT267_KG.Out_PV 9.881e-02 1.047e-02
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 6.182e-02 1.073e-02
## C01_PT301.Out_PV -1.560e-02 1.083e-02
## C01_PT36712.Out_PV 4.792e-03 4.305e-03
## C01_TT260.Out_PV 8.425e-02 1.251e-02
## C01_PT36757.Out_PV -3.111e-02 1.250e-02
## C01_TT600A.Out_PV -2.849e-02 2.185e-02
## C01_TT600B.Out_PV 3.934e-02 1.634e-02
## C01_TT115A.Out_PV 1.079e-01 2.203e-02
## C01_TT226.Out_PV 7.443e-03 7.150e-03
## C01_TT950A.Out_PV -3.179e-04 7.119e-03
## C01_PT214.Out_PV -1.095e-01 1.665e-02
## C01_PT36713.Out_PV 7.487e-02 1.075e-02
## C01_TT210A.Out_PV -1.603e-02 8.573e-03
## C01_TT113A.Out_PV -4.984e-02 2.378e-02
## C01_TT221.Out_PV 1.539e-01 1.228e-02
## C01_PT36750.Out_PV 5.954e-04 1.107e-02
## C01_PT213.Out_PV -5.080e-03 1.341e-02
## C01_PT36758.Out_PV 1.036e-01 1.274e-02
## C01_PT319.Out_PV 8.247e-02 1.612e-02
## C01_PT36765.Out_PV -3.030e-02 1.671e-02
## C01_TT000A.Out_PV -4.631e-02 1.352e-02
## C01_DT113A.Out_PV -4.144e-02 9.548e-03
## C01_PT290B.Out_PV 2.592e-02 9.714e-03
## C01_PT215.Out_PV 1.981e-02 1.024e-02
## C01_TT274.Out_PV -3.749e-02 5.295e-03
## C01_PC000_PID.PV 2.733e-02 1.446e-02
## C01_TT255.Out_PV 1.220e-02 1.692e-02
## C01_PT36756.Out_PV 3.674e-04 1.606e-02
## C01_TT290.Out_PV -4.251e-02 1.064e-02
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -5.358e-02 1.174e-02
## C01_PT36764.Out_PV -3.008e-03 8.301e-03
## C01_DT114A.Out_PV -2.705e-02 6.981e-03
## C01_DT226.Out_PV -1.170e-01 2.167e-02
## C01_DT115A.Out_PV -3.577e-02 8.005e-03
## C01_PT000B.Out_PV 3.551e-02 1.362e-02
## C01_PT36751.Out_PV -3.377e-03 7.076e-03
## C01_TT224.Out_PV 5.226e-02 6.664e-03
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration -2.973e-01 2.282e-02
## C01_DT224.Out_PV -1.604e-02 1.524e-02
## C01_DT267.Out_PV -4.500e-02 1.016e-02
## C01_AT000A.Out_PV 9.191e-03 5.893e-03
## C01_PT36754.Out_PV 4.660e-02 9.159e-03
## C01_AT335.Out_PV 8.878e-02 9.458e-03
## C01_PT36755.Out_PV -2.891e-02 1.015e-02
## C01_PT36767.Out_PV -1.316e-03 5.183e-03
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -9.311e-03 5.275e-03
## C01_AT000A_Raw.Out_PV 2.860e-01 1.924e-02
## C01_PIT790B.Out_PV -1.046e-02 4.440e-03
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration -4.660e-03 6.222e-03
## C01_DT330.Out_PV 8.496e-03 4.575e-03
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration 6.451e-03 1.558e-02
## C01_DT260.Out_PV -2.509e-01 1.179e-02
## C01_PT279.Out_PV -4.349e-02 1.143e-02
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -1.281e-01 7.635e-03
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 6.700e-02 1.037e-02
## t value Pr(>|t|)
## (Intercept) 0.000 1.000000
## C01_CTRL.BMT_Level 3.570 0.000361 ***
## C01_CT950A.Out_PV -2.189 0.028688 *
## C01_LT268.Out_PV 0.253 0.800310
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration -24.794 < 2e-16 ***
## C01_AT135.Out_PV -2.614 0.008979 **
## C01_TT335.Out_PV -6.190 6.65e-10 ***
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -41.912 < 2e-16 ***
## C01_DT313A.Out_PV -1.276 0.202091
## C01_LT514.Out_PV -1.101 0.271127
## C01_TT330.Out_PV -2.099 0.035899 *
## C01_TT208.Out_PV -5.291 1.28e-07 ***
## C01_LT277_KG.Out_PV 5.299 1.23e-07 ***
## C01_LT255.Out_PV -1.166 0.243648
## C01_DT315A.Out_PV 1.647 0.099612 .
## C01_TT135.Out_PV -11.576 < 2e-16 ***
## C01_LT515.Out_PV 0.869 0.385115
## C01_DT314A.Out_PV 8.413 < 2e-16 ***
## C01_LT513.Out_PV 3.498 0.000475 ***
## C01_PT600F.Out_PV -0.854 0.393075
## C01_TT236.Out_PV -8.894 < 2e-16 ***
## C01_PT119.Out_PV -0.187 0.851769
## C01_LT267_KG.Out_PV 9.440 < 2e-16 ***
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 5.761 9.03e-09 ***
## C01_PT301.Out_PV -1.440 0.150043
## C01_PT36712.Out_PV 1.113 0.265753
## C01_TT260.Out_PV 6.737 1.85e-11 ***
## C01_PT36757.Out_PV -2.488 0.012885 *
## C01_TT600A.Out_PV -1.304 0.192363
## C01_TT600B.Out_PV 2.407 0.016114 *
## C01_TT115A.Out_PV 4.899 1.00e-06 ***
## C01_TT226.Out_PV 1.041 0.297955
## C01_TT950A.Out_PV -0.045 0.964384
## C01_PT214.Out_PV -6.573 5.60e-11 ***
## C01_PT36713.Out_PV 6.962 3.91e-12 ***
## C01_TT210A.Out_PV -1.869 0.061633 .
## C01_TT113A.Out_PV -2.096 0.036171 *
## C01_TT221.Out_PV 12.529 < 2e-16 ***
## C01_PT36750.Out_PV 0.054 0.957106
## C01_PT213.Out_PV -0.379 0.704905
## C01_PT36758.Out_PV 8.134 5.53e-16 ***
## C01_PT319.Out_PV 5.118 3.25e-07 ***
## C01_PT36765.Out_PV -1.813 0.069872 .
## C01_TT000A.Out_PV -3.424 0.000623 ***
## C01_DT113A.Out_PV -4.341 1.46e-05 ***
## C01_PT290B.Out_PV 2.669 0.007642 **
## C01_PT215.Out_PV 1.935 0.053044 .
## C01_TT274.Out_PV -7.081 1.69e-12 ***
## C01_PC000_PID.PV 1.890 0.058817 .
## C01_TT255.Out_PV 0.721 0.470884
## C01_PT36756.Out_PV 0.023 0.981755
## C01_TT290.Out_PV -3.995 6.60e-05 ***
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -4.562 5.22e-06 ***
## C01_PT36764.Out_PV -0.362 0.717099
## C01_DT114A.Out_PV -3.876 0.000108 ***
## C01_DT226.Out_PV -5.401 7.04e-08 ***
## C01_DT115A.Out_PV -4.469 8.08e-06 ***
## C01_PT000B.Out_PV 2.607 0.009179 **
## C01_PT36751.Out_PV -0.477 0.633163
## C01_TT224.Out_PV 7.842 5.68e-15 ***
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration -13.027 < 2e-16 ***
## C01_DT224.Out_PV -1.053 0.292414
## C01_DT267.Out_PV -4.428 9.79e-06 ***
## C01_AT000A.Out_PV 1.560 0.118904
## C01_PT36754.Out_PV 5.087 3.80e-07 ***
## C01_AT335.Out_PV 9.387 < 2e-16 ***
## C01_PT36755.Out_PV -2.849 0.004414 **
## C01_PT36767.Out_PV -0.254 0.799537
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -1.765 0.077608 .
## C01_AT000A_Raw.Out_PV 14.865 < 2e-16 ***
## C01_PIT790B.Out_PV -2.355 0.018575 *
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration -0.749 0.453970
## C01_DT330.Out_PV 1.857 0.063396 .
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration 0.414 0.678910
## C01_DT260.Out_PV -21.272 < 2e-16 ***
## C01_PT279.Out_PV -3.805 0.000144 ***
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -16.784 < 2e-16 ***
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 6.461 1.17e-10 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.2651 on 3885 degrees of freedom
## Multiple R-squared: 0.9311, Adjusted R-squared: 0.9297
## F-statistic: 681.7 on 77 and 3885 DF, p-value: < 2.2e-16library(car)
v1<-data.frame(vif(lr))
v1 <- cbind(variable = row.names(v1), v1)
names(v1)<-c("NameTag","VIF")
###C01_TT330.Out_PV
drop.cols <- c('C01_TT330.Out_PV')
data3<-data3%>%select(-drop.cols)
lr = lm( C01_VT000.Out_PV~., data = data3)
summary(lr)##
## Call:
## lm(formula = C01_VT000.Out_PV ~ ., data = data3)
##
## Residuals:
## Min 1Q Median 3Q Max
## -4.7243 -0.0818 0.0016 0.0837 2.9089
##
## Coefficients:
## Estimate Std. Error
## (Intercept) -4.738e-15 4.213e-03
## C01_CTRL.BMT_Level 2.411e-02 6.623e-03
## C01_CT950A.Out_PV -9.875e-03 4.995e-03
## C01_LT268.Out_PV 7.645e-03 1.769e-02
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration -2.209e-01 8.939e-03
## C01_AT135.Out_PV -1.620e-02 5.898e-03
## C01_TT335.Out_PV -1.076e-01 1.492e-02
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -6.965e-01 1.665e-02
## C01_DT313A.Out_PV -2.154e-02 1.538e-02
## C01_LT514.Out_PV -9.034e-03 8.672e-03
## C01_TT208.Out_PV -9.501e-02 1.244e-02
## C01_LT277_KG.Out_PV 2.959e-02 5.526e-03
## C01_LT255.Out_PV -6.690e-03 5.729e-03
## C01_DT315A.Out_PV 1.517e-02 1.078e-02
## C01_TT135.Out_PV -1.734e-01 1.510e-02
## C01_LT515.Out_PV 4.866e-03 7.585e-03
## C01_DT314A.Out_PV 1.524e-01 1.863e-02
## C01_LT513.Out_PV 1.836e-02 5.414e-03
## C01_PT600F.Out_PV -8.691e-03 1.118e-02
## C01_TT236.Out_PV -1.211e-01 1.382e-02
## C01_PT119.Out_PV -6.481e-03 2.270e-02
## C01_LT267_KG.Out_PV 9.381e-02 1.020e-02
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 6.358e-02 1.070e-02
## C01_PT301.Out_PV -1.737e-02 1.080e-02
## C01_PT36712.Out_PV 5.053e-03 4.305e-03
## C01_TT260.Out_PV 8.116e-02 1.242e-02
## C01_PT36757.Out_PV -3.265e-02 1.249e-02
## C01_TT600A.Out_PV -2.311e-02 2.171e-02
## C01_TT600B.Out_PV 3.741e-02 1.632e-02
## C01_TT115A.Out_PV 1.130e-01 2.190e-02
## C01_TT226.Out_PV 7.643e-03 7.152e-03
## C01_TT950A.Out_PV -1.657e-03 7.094e-03
## C01_PT214.Out_PV -1.058e-01 1.657e-02
## C01_PT36713.Out_PV 7.592e-02 1.075e-02
## C01_TT210A.Out_PV -1.525e-02 8.568e-03
## C01_TT113A.Out_PV -5.326e-02 2.373e-02
## C01_TT221.Out_PV 1.525e-01 1.227e-02
## C01_PT36750.Out_PV -1.989e-03 1.100e-02
## C01_PT213.Out_PV -4.331e-03 1.341e-02
## C01_PT36758.Out_PV 1.005e-01 1.266e-02
## C01_PT319.Out_PV 7.485e-02 1.571e-02
## C01_PT36765.Out_PV -2.718e-02 1.665e-02
## C01_TT000A.Out_PV -4.822e-02 1.350e-02
## C01_DT113A.Out_PV -4.282e-02 9.530e-03
## C01_PT290B.Out_PV 2.680e-02 9.709e-03
## C01_PT215.Out_PV 2.124e-02 1.022e-02
## C01_TT274.Out_PV -3.707e-02 5.293e-03
## C01_PC000_PID.PV 2.743e-02 1.447e-02
## C01_TT255.Out_PV 7.136e-03 1.676e-02
## C01_PT36756.Out_PV -2.074e-03 1.603e-02
## C01_TT290.Out_PV -4.450e-02 1.060e-02
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -5.479e-02 1.174e-02
## C01_PT36764.Out_PV -3.057e-03 8.305e-03
## C01_DT114A.Out_PV -2.759e-02 6.979e-03
## C01_DT226.Out_PV -1.103e-01 2.144e-02
## C01_DT115A.Out_PV -3.607e-02 8.007e-03
## C01_PT000B.Out_PV 3.425e-02 1.361e-02
## C01_PT36751.Out_PV -4.514e-03 7.058e-03
## C01_TT224.Out_PV 5.249e-02 6.666e-03
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration -3.011e-01 2.275e-02
## C01_DT224.Out_PV -8.892e-03 1.486e-02
## C01_DT267.Out_PV -4.537e-02 1.017e-02
## C01_AT000A.Out_PV 8.867e-03 5.893e-03
## C01_PT36754.Out_PV 4.727e-02 9.158e-03
## C01_AT335.Out_PV 8.716e-02 9.431e-03
## C01_PT36755.Out_PV -2.823e-02 1.015e-02
## C01_PT36767.Out_PV -9.779e-04 5.183e-03
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -9.111e-03 5.276e-03
## C01_AT000A_Raw.Out_PV 2.875e-01 1.923e-02
## C01_PIT790B.Out_PV -1.053e-02 4.441e-03
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration -4.623e-03 6.225e-03
## C01_DT330.Out_PV 7.151e-03 4.532e-03
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -3.618e-04 1.525e-02
## C01_DT260.Out_PV -2.497e-01 1.179e-02
## C01_PT279.Out_PV -4.730e-02 1.129e-02
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -1.287e-01 7.633e-03
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 6.894e-02 1.033e-02
## t value Pr(>|t|)
## (Intercept) 0.000 1.000000
## C01_CTRL.BMT_Level 3.640 0.000276 ***
## C01_CT950A.Out_PV -1.977 0.048103 *
## C01_LT268.Out_PV 0.432 0.665612
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration -24.713 < 2e-16 ***
## C01_AT135.Out_PV -2.747 0.006049 **
## C01_TT335.Out_PV -7.214 6.52e-13 ***
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -41.844 < 2e-16 ***
## C01_DT313A.Out_PV -1.401 0.161342
## C01_LT514.Out_PV -1.042 0.297563
## C01_TT208.Out_PV -7.637 2.79e-14 ***
## C01_LT277_KG.Out_PV 5.354 9.08e-08 ***
## C01_LT255.Out_PV -1.168 0.243024
## C01_DT315A.Out_PV 1.407 0.159585
## C01_TT135.Out_PV -11.489 < 2e-16 ***
## C01_LT515.Out_PV 0.642 0.521223
## C01_DT314A.Out_PV 8.184 3.68e-16 ***
## C01_LT513.Out_PV 3.390 0.000705 ***
## C01_PT600F.Out_PV -0.777 0.437198
## C01_TT236.Out_PV -8.762 < 2e-16 ***
## C01_PT119.Out_PV -0.286 0.775265
## C01_LT267_KG.Out_PV 9.200 < 2e-16 ***
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 5.940 3.10e-09 ***
## C01_PT301.Out_PV -1.608 0.107967
## C01_PT36712.Out_PV 1.174 0.240625
## C01_TT260.Out_PV 6.533 7.30e-11 ***
## C01_PT36757.Out_PV -2.615 0.008954 **
## C01_TT600A.Out_PV -1.065 0.287152
## C01_TT600B.Out_PV 2.292 0.021937 *
## C01_TT115A.Out_PV 5.162 2.57e-07 ***
## C01_TT226.Out_PV 1.069 0.285284
## C01_TT950A.Out_PV -0.234 0.815288
## C01_PT214.Out_PV -6.385 1.91e-10 ***
## C01_PT36713.Out_PV 7.065 1.90e-12 ***
## C01_TT210A.Out_PV -1.779 0.075257 .
## C01_TT113A.Out_PV -2.244 0.024873 *
## C01_TT221.Out_PV 12.430 < 2e-16 ***
## C01_PT36750.Out_PV -0.181 0.856544
## C01_PT213.Out_PV -0.323 0.746808
## C01_PT36758.Out_PV 7.938 2.67e-15 ***
## C01_PT319.Out_PV 4.765 1.96e-06 ***
## C01_PT36765.Out_PV -1.632 0.102723
## C01_TT000A.Out_PV -3.572 0.000359 ***
## C01_DT113A.Out_PV -4.493 7.23e-06 ***
## C01_PT290B.Out_PV 2.760 0.005803 **
## C01_PT215.Out_PV 2.078 0.037753 *
## C01_TT274.Out_PV -7.003 2.93e-12 ***
## C01_PC000_PID.PV 1.896 0.058005 .
## C01_TT255.Out_PV 0.426 0.670268
## C01_PT36756.Out_PV -0.129 0.897074
## C01_TT290.Out_PV -4.197 2.76e-05 ***
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -4.669 3.13e-06 ***
## C01_PT36764.Out_PV -0.368 0.712833
## C01_DT114A.Out_PV -3.953 7.86e-05 ***
## C01_DT226.Out_PV -5.143 2.83e-07 ***
## C01_DT115A.Out_PV -4.505 6.84e-06 ***
## C01_PT000B.Out_PV 2.516 0.011925 *
## C01_PT36751.Out_PV -0.639 0.522543
## C01_TT224.Out_PV 7.874 4.40e-15 ***
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration -13.233 < 2e-16 ***
## C01_DT224.Out_PV -0.598 0.549546
## C01_DT267.Out_PV -4.463 8.30e-06 ***
## C01_AT000A.Out_PV 1.505 0.132518
## C01_PT36754.Out_PV 5.162 2.57e-07 ***
## C01_AT335.Out_PV 9.242 < 2e-16 ***
## C01_PT36755.Out_PV -2.782 0.005434 **
## C01_PT36767.Out_PV -0.189 0.850355
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -1.727 0.084299 .
## C01_AT000A_Raw.Out_PV 14.948 < 2e-16 ***
## C01_PIT790B.Out_PV -2.371 0.017785 *
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration -0.743 0.457770
## C01_DT330.Out_PV 1.578 0.114711
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -0.024 0.981068
## C01_DT260.Out_PV -21.188 < 2e-16 ***
## C01_PT279.Out_PV -4.190 2.85e-05 ***
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -16.863 < 2e-16 ***
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 6.672 2.88e-11 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.2652 on 3886 degrees of freedom
## Multiple R-squared: 0.931, Adjusted R-squared: 0.9297
## F-statistic: 690.1 on 76 and 3886 DF, p-value: < 2.2e-16library(car)
v1<-data.frame(vif(lr))
v1 <- cbind(variable = row.names(v1), v1)
names(v1)<-c("NameTag","VIF")
colnames(data3)=="C01_TT330.Out_PV"## [1] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [13] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [25] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [37] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [49] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [61] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [73] FALSE FALSE FALSE FALSE FALSE###C01_TT113A.Out_PV
drop.cols <- c('C01_TT113A.Out_PV')
data3<-data3%>%select(-drop.cols)
lr = lm( C01_VT000.Out_PV~., data = data3)
summary(lr)##
## Call:
## lm(formula = C01_VT000.Out_PV ~ ., data = data3)
##
## Residuals:
## Min 1Q Median 3Q Max
## -4.7043 -0.0812 0.0002 0.0841 2.9160
##
## Coefficients:
## Estimate Std. Error
## (Intercept) -5.181e-15 4.215e-03
## C01_CTRL.BMT_Level 2.349e-02 6.621e-03
## C01_CT950A.Out_PV -9.499e-03 4.994e-03
## C01_LT268.Out_PV 1.541e-02 1.735e-02
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration -2.216e-01 8.938e-03
## C01_AT135.Out_PV -1.596e-02 5.900e-03
## C01_TT335.Out_PV -1.088e-01 1.492e-02
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -6.984e-01 1.663e-02
## C01_DT313A.Out_PV -2.446e-02 1.533e-02
## C01_LT514.Out_PV -5.905e-03 8.563e-03
## C01_TT208.Out_PV -9.451e-02 1.245e-02
## C01_LT277_KG.Out_PV 3.029e-02 5.520e-03
## C01_LT255.Out_PV -7.462e-03 5.722e-03
## C01_DT315A.Out_PV 1.373e-02 1.077e-02
## C01_TT135.Out_PV -1.801e-01 1.481e-02
## C01_LT515.Out_PV 6.702e-03 7.545e-03
## C01_DT314A.Out_PV 1.563e-01 1.856e-02
## C01_LT513.Out_PV 1.908e-02 5.408e-03
## C01_PT600F.Out_PV -6.315e-03 1.114e-02
## C01_TT236.Out_PV -1.217e-01 1.383e-02
## C01_PT119.Out_PV -5.091e-03 2.270e-02
## C01_LT267_KG.Out_PV 9.304e-02 1.020e-02
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 6.194e-02 1.068e-02
## C01_PT301.Out_PV -1.921e-02 1.078e-02
## C01_PT36712.Out_PV 4.915e-03 4.307e-03
## C01_TT260.Out_PV 7.857e-02 1.238e-02
## C01_PT36757.Out_PV -3.396e-02 1.248e-02
## C01_TT600A.Out_PV -2.385e-02 2.172e-02
## C01_TT600B.Out_PV 3.623e-02 1.632e-02
## C01_TT115A.Out_PV 7.681e-02 1.481e-02
## C01_TT226.Out_PV 5.239e-03 7.075e-03
## C01_TT950A.Out_PV 2.994e-04 7.043e-03
## C01_PT214.Out_PV -1.099e-01 1.648e-02
## C01_PT36713.Out_PV 7.298e-02 1.067e-02
## C01_TT210A.Out_PV -1.496e-02 8.572e-03
## C01_TT221.Out_PV 1.498e-01 1.222e-02
## C01_PT36750.Out_PV -1.531e-03 1.101e-02
## C01_PT213.Out_PV -4.506e-03 1.342e-02
## C01_PT36758.Out_PV 9.916e-02 1.265e-02
## C01_PT319.Out_PV 7.582e-02 1.571e-02
## C01_PT36765.Out_PV -2.834e-02 1.665e-02
## C01_TT000A.Out_PV -4.672e-02 1.349e-02
## C01_DT113A.Out_PV -2.691e-02 6.372e-03
## C01_PT290B.Out_PV 2.622e-02 9.710e-03
## C01_PT215.Out_PV 1.989e-02 1.021e-02
## C01_TT274.Out_PV -3.684e-02 5.295e-03
## C01_PC000_PID.PV 3.123e-02 1.438e-02
## C01_TT255.Out_PV 7.787e-03 1.676e-02
## C01_PT36756.Out_PV 6.317e-03 1.559e-02
## C01_TT290.Out_PV -4.589e-02 1.059e-02
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -5.463e-02 1.174e-02
## C01_PT36764.Out_PV -2.211e-03 8.301e-03
## C01_DT114A.Out_PV -2.966e-02 6.921e-03
## C01_DT226.Out_PV -9.570e-02 2.044e-02
## C01_DT115A.Out_PV -4.207e-02 7.552e-03
## C01_PT000B.Out_PV 2.844e-02 1.337e-02
## C01_PT36751.Out_PV -4.739e-03 7.061e-03
## C01_TT224.Out_PV 5.435e-02 6.618e-03
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration -3.006e-01 2.277e-02
## C01_DT224.Out_PV -5.670e-03 1.480e-02
## C01_DT267.Out_PV -4.310e-02 1.012e-02
## C01_AT000A.Out_PV 9.239e-03 5.894e-03
## C01_PT36754.Out_PV 4.804e-02 9.156e-03
## C01_AT335.Out_PV 8.355e-02 9.297e-03
## C01_PT36755.Out_PV -2.459e-02 1.002e-02
## C01_PT36767.Out_PV -1.317e-03 5.183e-03
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -8.741e-03 5.276e-03
## C01_AT000A_Raw.Out_PV 2.925e-01 1.911e-02
## C01_PIT790B.Out_PV -1.022e-02 4.442e-03
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration -4.223e-03 6.226e-03
## C01_DT330.Out_PV 6.818e-03 4.532e-03
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration 3.963e-03 1.513e-02
## C01_DT260.Out_PV -2.448e-01 1.158e-02
## C01_PT279.Out_PV -5.245e-02 1.106e-02
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -1.271e-01 7.604e-03
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 7.070e-02 1.031e-02
## t value Pr(>|t|)
## (Intercept) 0.000 1.000000
## C01_CTRL.BMT_Level 3.549 0.000392 ***
## C01_CT950A.Out_PV -1.902 0.057251 .
## C01_LT268.Out_PV 0.888 0.374634
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration -24.795 < 2e-16 ***
## C01_AT135.Out_PV -2.705 0.006863 **
## C01_TT335.Out_PV -7.296 3.57e-13 ***
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -41.993 < 2e-16 ***
## C01_DT313A.Out_PV -1.595 0.110696
## C01_LT514.Out_PV -0.690 0.490520
## C01_TT208.Out_PV -7.594 3.87e-14 ***
## C01_LT277_KG.Out_PV 5.488 4.33e-08 ***
## C01_LT255.Out_PV -1.304 0.192266
## C01_DT315A.Out_PV 1.274 0.202599
## C01_TT135.Out_PV -12.163 < 2e-16 ***
## C01_LT515.Out_PV 0.888 0.374476
## C01_DT314A.Out_PV 8.425 < 2e-16 ***
## C01_LT513.Out_PV 3.528 0.000424 ***
## C01_PT600F.Out_PV -0.567 0.570810
## C01_TT236.Out_PV -8.800 < 2e-16 ***
## C01_PT119.Out_PV -0.224 0.822559
## C01_LT267_KG.Out_PV 9.125 < 2e-16 ***
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 5.797 7.27e-09 ***
## C01_PT301.Out_PV -1.782 0.074751 .
## C01_PT36712.Out_PV 1.141 0.253827
## C01_TT260.Out_PV 6.348 2.43e-10 ***
## C01_PT36757.Out_PV -2.722 0.006525 **
## C01_TT600A.Out_PV -1.098 0.272223
## C01_TT600B.Out_PV 2.220 0.026505 *
## C01_TT115A.Out_PV 5.188 2.23e-07 ***
## C01_TT226.Out_PV 0.741 0.459030
## C01_TT950A.Out_PV 0.043 0.966098
## C01_PT214.Out_PV -6.668 2.96e-11 ***
## C01_PT36713.Out_PV 6.838 9.26e-12 ***
## C01_TT210A.Out_PV -1.745 0.081112 .
## C01_TT221.Out_PV 12.264 < 2e-16 ***
## C01_PT36750.Out_PV -0.139 0.889425
## C01_PT213.Out_PV -0.336 0.737042
## C01_PT36758.Out_PV 7.839 5.81e-15 ***
## C01_PT319.Out_PV 4.826 1.45e-06 ***
## C01_PT36765.Out_PV -1.702 0.088833 .
## C01_TT000A.Out_PV -3.463 0.000539 ***
## C01_DT113A.Out_PV -4.223 2.47e-05 ***
## C01_PT290B.Out_PV 2.700 0.006961 **
## C01_PT215.Out_PV 1.948 0.051450 .
## C01_TT274.Out_PV -6.957 4.06e-12 ***
## C01_PC000_PID.PV 2.173 0.029871 *
## C01_TT255.Out_PV 0.464 0.642322
## C01_PT36756.Out_PV 0.405 0.685427
## C01_TT290.Out_PV -4.333 1.51e-05 ***
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -4.653 3.38e-06 ***
## C01_PT36764.Out_PV -0.266 0.789947
## C01_DT114A.Out_PV -4.285 1.87e-05 ***
## C01_DT226.Out_PV -4.681 2.95e-06 ***
## C01_DT115A.Out_PV -5.570 2.71e-08 ***
## C01_PT000B.Out_PV 2.127 0.033500 *
## C01_PT36751.Out_PV -0.671 0.502200
## C01_TT224.Out_PV 8.212 2.92e-16 ***
## C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration -13.204 < 2e-16 ***
## C01_DT224.Out_PV -0.383 0.701579
## C01_DT267.Out_PV -4.258 2.11e-05 ***
## C01_AT000A.Out_PV 1.568 0.117061
## C01_PT36754.Out_PV 5.247 1.63e-07 ***
## C01_AT335.Out_PV 8.986 < 2e-16 ***
## C01_PT36755.Out_PV -2.453 0.014199 *
## C01_PT36767.Out_PV -0.254 0.799388
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -1.657 0.097700 .
## C01_AT000A_Raw.Out_PV 15.306 < 2e-16 ***
## C01_PIT790B.Out_PV -2.300 0.021495 *
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration -0.678 0.497552
## C01_DT330.Out_PV 1.504 0.132567
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration 0.262 0.793435
## C01_DT260.Out_PV -21.131 < 2e-16 ***
## C01_PT279.Out_PV -4.743 2.18e-06 ***
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -16.718 < 2e-16 ***
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 6.858 8.07e-12 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.2653 on 3887 degrees of freedom
## Multiple R-squared: 0.9309, Adjusted R-squared: 0.9296
## F-statistic: 698.5 on 75 and 3887 DF, p-value: < 2.2e-16library(car)
v1<-data.frame(vif(lr))
v1 <- cbind(variable = row.names(v1), v1)
names(v1)<-c("NameTag","VIF")
###C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration
drop.cols <- c('C01_Feed19_Sys236_Ingredient.Val_CurrentBMTConcentration')
data3<-data3%>%select(-drop.cols)
lr = lm( C01_VT000.Out_PV~., data = data3)
summary(lr)##
## Call:
## lm(formula = C01_VT000.Out_PV ~ ., data = data3)
##
## Residuals:
## Min 1Q Median 3Q Max
## -4.3806 -0.0832 0.0023 0.0937 2.9019
##
## Coefficients:
## Estimate Std. Error
## (Intercept) 1.461e-15 4.308e-03
## C01_CTRL.BMT_Level 1.645e-02 6.745e-03
## C01_CT950A.Out_PV -9.678e-03 5.105e-03
## C01_LT268.Out_PV 3.125e-02 1.770e-02
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration -2.004e-01 8.986e-03
## C01_AT135.Out_PV -2.320e-02 6.004e-03
## C01_TT335.Out_PV -8.520e-02 1.513e-02
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -7.404e-01 1.669e-02
## C01_DT313A.Out_PV -3.171e-02 1.566e-02
## C01_LT514.Out_PV -1.631e-03 8.746e-03
## C01_TT208.Out_PV -9.522e-02 1.272e-02
## C01_LT277_KG.Out_PV 3.636e-02 5.622e-03
## C01_LT255.Out_PV -5.736e-03 5.847e-03
## C01_DT315A.Out_PV 1.584e-02 1.101e-02
## C01_TT135.Out_PV -2.194e-01 1.483e-02
## C01_LT515.Out_PV 1.216e-02 7.700e-03
## C01_DT314A.Out_PV 1.825e-01 1.886e-02
## C01_LT513.Out_PV 1.983e-02 5.527e-03
## C01_PT600F.Out_PV -2.917e-02 1.125e-02
## C01_TT236.Out_PV -1.284e-01 1.412e-02
## C01_PT119.Out_PV -1.548e-03 2.320e-02
## C01_LT267_KG.Out_PV 1.003e-01 1.041e-02
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 6.316e-02 1.092e-02
## C01_PT301.Out_PV -9.867e-03 1.099e-02
## C01_PT36712.Out_PV 5.037e-03 4.402e-03
## C01_TT260.Out_PV 8.854e-02 1.263e-02
## C01_PT36757.Out_PV -1.919e-02 1.270e-02
## C01_TT600A.Out_PV -2.696e-02 2.220e-02
## C01_TT600B.Out_PV 5.301e-02 1.663e-02
## C01_TT115A.Out_PV 5.140e-02 1.500e-02
## C01_TT226.Out_PV 8.245e-03 7.228e-03
## C01_TT950A.Out_PV 1.308e-02 7.130e-03
## C01_PT214.Out_PV -1.225e-01 1.681e-02
## C01_PT36713.Out_PV 6.800e-02 1.090e-02
## C01_TT210A.Out_PV -2.288e-02 8.739e-03
## C01_TT221.Out_PV 1.777e-01 1.230e-02
## C01_PT36750.Out_PV 8.677e-04 1.125e-02
## C01_PT213.Out_PV -6.284e-03 1.372e-02
## C01_PT36758.Out_PV 1.009e-01 1.293e-02
## C01_PT319.Out_PV 5.403e-02 1.597e-02
## C01_PT36765.Out_PV -3.552e-02 1.701e-02
## C01_TT000A.Out_PV -5.898e-02 1.376e-02
## C01_DT113A.Out_PV -3.001e-02 6.508e-03
## C01_PT290B.Out_PV 4.724e-02 9.790e-03
## C01_PT215.Out_PV 2.015e-02 1.043e-02
## C01_TT274.Out_PV -4.423e-02 5.381e-03
## C01_PC000_PID.PV 3.558e-02 1.469e-02
## C01_TT255.Out_PV 1.764e-02 1.712e-02
## C01_PT36756.Out_PV 1.983e-02 1.590e-02
## C01_TT290.Out_PV -3.449e-02 1.079e-02
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -5.761e-02 1.200e-02
## C01_PT36764.Out_PV -1.277e-02 8.444e-03
## C01_DT114A.Out_PV -3.026e-02 7.074e-03
## C01_DT226.Out_PV -1.113e-01 2.086e-02
## C01_DT115A.Out_PV -3.643e-02 7.706e-03
## C01_PT000B.Out_PV 2.111e-02 1.366e-02
## C01_PT36751.Out_PV -4.883e-03 7.217e-03
## C01_TT224.Out_PV 5.487e-02 6.764e-03
## C01_DT224.Out_PV 1.119e-02 1.506e-02
## C01_DT267.Out_PV -4.585e-02 1.034e-02
## C01_AT000A.Out_PV -3.403e-03 5.944e-03
## C01_PT36754.Out_PV 4.694e-02 9.358e-03
## C01_AT335.Out_PV 1.099e-01 9.282e-03
## C01_PT36755.Out_PV -3.319e-02 1.022e-02
## C01_PT36767.Out_PV 5.956e-04 5.295e-03
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -4.566e-04 5.355e-03
## C01_AT000A_Raw.Out_PV 8.071e-02 1.062e-02
## C01_PIT790B.Out_PV -9.886e-03 4.539e-03
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration -1.876e-02 6.263e-03
## C01_DT330.Out_PV 5.996e-03 4.632e-03
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration 1.003e-01 1.355e-02
## C01_DT260.Out_PV -2.638e-01 1.175e-02
## C01_PT279.Out_PV -4.704e-02 1.130e-02
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -1.324e-01 7.761e-03
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 4.366e-02 1.033e-02
## t value Pr(>|t|)
## (Intercept) 0.000 1.000000
## C01_CTRL.BMT_Level 2.439 0.014783 *
## C01_CT950A.Out_PV -1.896 0.058048 .
## C01_LT268.Out_PV 1.766 0.077427 .
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration -22.301 < 2e-16 ***
## C01_AT135.Out_PV -3.864 0.000113 ***
## C01_TT335.Out_PV -5.630 1.93e-08 ***
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -44.376 < 2e-16 ***
## C01_DT313A.Out_PV -2.025 0.042903 *
## C01_LT514.Out_PV -0.186 0.852076
## C01_TT208.Out_PV -7.486 8.73e-14 ***
## C01_LT277_KG.Out_PV 6.468 1.12e-10 ***
## C01_LT255.Out_PV -0.981 0.326635
## C01_DT315A.Out_PV 1.439 0.150100
## C01_TT135.Out_PV -14.801 < 2e-16 ***
## C01_LT515.Out_PV 1.579 0.114424
## C01_DT314A.Out_PV 9.677 < 2e-16 ***
## C01_LT513.Out_PV 3.589 0.000336 ***
## C01_PT600F.Out_PV -2.593 0.009543 **
## C01_TT236.Out_PV -9.092 < 2e-16 ***
## C01_PT119.Out_PV -0.067 0.946801
## C01_LT267_KG.Out_PV 9.643 < 2e-16 ***
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 5.784 7.87e-09 ***
## C01_PT301.Out_PV -0.898 0.369473
## C01_PT36712.Out_PV 1.144 0.252539
## C01_TT260.Out_PV 7.012 2.75e-12 ***
## C01_PT36757.Out_PV -1.511 0.130965
## C01_TT600A.Out_PV -1.215 0.224612
## C01_TT600B.Out_PV 3.187 0.001448 **
## C01_TT115A.Out_PV 3.426 0.000619 ***
## C01_TT226.Out_PV 1.141 0.254057
## C01_TT950A.Out_PV 1.835 0.066583 .
## C01_PT214.Out_PV -7.288 3.79e-13 ***
## C01_PT36713.Out_PV 6.238 4.90e-10 ***
## C01_TT210A.Out_PV -2.618 0.008870 **
## C01_TT221.Out_PV 14.448 < 2e-16 ***
## C01_PT36750.Out_PV 0.077 0.938525
## C01_PT213.Out_PV -0.458 0.646850
## C01_PT36758.Out_PV 7.802 7.80e-15 ***
## C01_PT319.Out_PV 3.384 0.000723 ***
## C01_PT36765.Out_PV -2.088 0.036857 *
## C01_TT000A.Out_PV -4.288 1.85e-05 ***
## C01_DT113A.Out_PV -4.611 4.14e-06 ***
## C01_PT290B.Out_PV 4.825 1.45e-06 ***
## C01_PT215.Out_PV 1.932 0.053464 .
## C01_TT274.Out_PV -8.219 2.77e-16 ***
## C01_PC000_PID.PV 2.422 0.015483 *
## C01_TT255.Out_PV 1.031 0.302778
## C01_PT36756.Out_PV 1.247 0.212421
## C01_TT290.Out_PV -3.197 0.001399 **
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -4.802 1.63e-06 ***
## C01_PT36764.Out_PV -1.512 0.130598
## C01_DT114A.Out_PV -4.278 1.93e-05 ***
## C01_DT226.Out_PV -5.334 1.01e-07 ***
## C01_DT115A.Out_PV -4.728 2.35e-06 ***
## C01_PT000B.Out_PV 1.546 0.122214
## C01_PT36751.Out_PV -0.677 0.498739
## C01_TT224.Out_PV 8.112 6.59e-16 ***
## C01_DT224.Out_PV 0.743 0.457708
## C01_DT267.Out_PV -4.434 9.50e-06 ***
## C01_AT000A.Out_PV -0.572 0.567042
## C01_PT36754.Out_PV 5.016 5.51e-07 ***
## C01_AT335.Out_PV 11.837 < 2e-16 ***
## C01_PT36755.Out_PV -3.247 0.001176 **
## C01_PT36767.Out_PV 0.112 0.910453
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -0.085 0.932042
## C01_AT000A_Raw.Out_PV 7.600 3.68e-14 ***
## C01_PIT790B.Out_PV -2.178 0.029484 *
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration -2.995 0.002763 **
## C01_DT330.Out_PV 1.294 0.195575
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration 7.399 1.67e-13 ***
## C01_DT260.Out_PV -22.452 < 2e-16 ***
## C01_PT279.Out_PV -4.165 3.18e-05 ***
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -17.062 < 2e-16 ***
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 4.228 2.41e-05 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.2712 on 3888 degrees of freedom
## Multiple R-squared: 0.9278, Adjusted R-squared: 0.9265
## F-statistic: 675.4 on 74 and 3888 DF, p-value: < 2.2e-16library(car)
v1<-data.frame(vif(lr))
v1 <- cbind(variable = row.names(v1), v1)
names(v1)<-c("NameTag","VIF")
###C01_PT119.Out_PV
drop.cols <- c('C01_PT119.Out_PV')
data3<-data3%>%select(-drop.cols)
lr = lm( C01_VT000.Out_PV~., data = data3)
summary(lr)##
## Call:
## lm(formula = C01_VT000.Out_PV ~ ., data = data3)
##
## Residuals:
## Min 1Q Median 3Q Max
## -4.3805 -0.0832 0.0024 0.0937 2.9022
##
## Coefficients:
## Estimate Std. Error
## (Intercept) 1.464e-15 4.307e-03
## C01_CTRL.BMT_Level 1.639e-02 6.684e-03
## C01_CT950A.Out_PV -9.708e-03 5.084e-03
## C01_LT268.Out_PV 3.104e-02 1.740e-02
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration -2.003e-01 8.958e-03
## C01_AT135.Out_PV -2.319e-02 6.003e-03
## C01_TT335.Out_PV -8.521e-02 1.513e-02
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -7.402e-01 1.645e-02
## C01_DT313A.Out_PV -3.198e-02 1.514e-02
## C01_LT514.Out_PV -1.596e-03 8.728e-03
## C01_TT208.Out_PV -9.532e-02 1.264e-02
## C01_LT277_KG.Out_PV 3.635e-02 5.617e-03
## C01_LT255.Out_PV -5.768e-03 5.826e-03
## C01_DT315A.Out_PV 1.580e-02 1.099e-02
## C01_TT135.Out_PV -2.196e-01 1.453e-02
## C01_LT515.Out_PV 1.215e-02 7.698e-03
## C01_DT314A.Out_PV 1.823e-01 1.853e-02
## C01_LT513.Out_PV 1.983e-02 5.526e-03
## C01_PT600F.Out_PV -2.923e-02 1.121e-02
## C01_TT236.Out_PV -1.284e-01 1.411e-02
## C01_LT267_KG.Out_PV 1.002e-01 1.014e-02
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 6.319e-02 1.091e-02
## C01_PT301.Out_PV -9.868e-03 1.099e-02
## C01_PT36712.Out_PV 5.043e-03 4.400e-03
## C01_TT260.Out_PV 8.862e-02 1.257e-02
## C01_PT36757.Out_PV -1.921e-02 1.270e-02
## C01_TT600A.Out_PV -2.696e-02 2.219e-02
## C01_TT600B.Out_PV 5.300e-02 1.663e-02
## C01_TT115A.Out_PV 5.138e-02 1.500e-02
## C01_TT226.Out_PV 8.253e-03 7.226e-03
## C01_TT950A.Out_PV 1.309e-02 7.128e-03
## C01_PT214.Out_PV -1.227e-01 1.658e-02
## C01_PT36713.Out_PV 6.798e-02 1.089e-02
## C01_TT210A.Out_PV -2.286e-02 8.733e-03
## C01_TT221.Out_PV 1.776e-01 1.224e-02
## C01_PT36750.Out_PV 9.185e-04 1.122e-02
## C01_PT213.Out_PV -6.344e-03 1.368e-02
## C01_PT36758.Out_PV 1.008e-01 1.291e-02
## C01_PT319.Out_PV 5.375e-02 1.540e-02
## C01_PT36765.Out_PV -3.619e-02 1.372e-02
## C01_TT000A.Out_PV -5.908e-02 1.368e-02
## C01_DT113A.Out_PV -2.999e-02 6.503e-03
## C01_PT290B.Out_PV 4.715e-02 9.694e-03
## C01_PT215.Out_PV 2.001e-02 1.020e-02
## C01_TT274.Out_PV -4.425e-02 5.372e-03
## C01_PC000_PID.PV 3.555e-02 1.468e-02
## C01_TT255.Out_PV 1.771e-02 1.708e-02
## C01_PT36756.Out_PV 1.968e-02 1.573e-02
## C01_TT290.Out_PV -3.457e-02 1.071e-02
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -5.759e-02 1.199e-02
## C01_PT36764.Out_PV -1.279e-02 8.434e-03
## C01_DT114A.Out_PV -3.026e-02 7.073e-03
## C01_DT226.Out_PV -1.114e-01 2.074e-02
## C01_DT115A.Out_PV -3.643e-02 7.705e-03
## C01_PT000B.Out_PV 2.115e-02 1.364e-02
## C01_PT36751.Out_PV -4.880e-03 7.216e-03
## C01_TT224.Out_PV 5.486e-02 6.760e-03
## C01_DT224.Out_PV 1.120e-02 1.506e-02
## C01_DT267.Out_PV -4.590e-02 1.031e-02
## C01_AT000A.Out_PV -3.423e-03 5.936e-03
## C01_PT36754.Out_PV 4.719e-02 8.589e-03
## C01_AT335.Out_PV 1.099e-01 9.280e-03
## C01_PT36755.Out_PV -3.326e-02 1.018e-02
## C01_PT36767.Out_PV 5.815e-04 5.290e-03
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -4.476e-04 5.352e-03
## C01_AT000A_Raw.Out_PV 8.076e-02 1.059e-02
## C01_PIT790B.Out_PV -9.895e-03 4.537e-03
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration -1.876e-02 6.261e-03
## C01_DT330.Out_PV 6.003e-03 4.630e-03
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration 1.002e-01 1.350e-02
## C01_DT260.Out_PV -2.639e-01 1.159e-02
## C01_PT279.Out_PV -4.698e-02 1.126e-02
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -1.324e-01 7.760e-03
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 4.371e-02 1.030e-02
## t value Pr(>|t|)
## (Intercept) 0.000 1.000000
## C01_CTRL.BMT_Level 2.452 0.014254 *
## C01_CT950A.Out_PV -1.909 0.056290 .
## C01_LT268.Out_PV 1.784 0.074563 .
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration -22.365 < 2e-16 ***
## C01_AT135.Out_PV -3.864 0.000113 ***
## C01_TT335.Out_PV -5.631 1.92e-08 ***
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -45.009 < 2e-16 ***
## C01_DT313A.Out_PV -2.112 0.034727 *
## C01_LT514.Out_PV -0.183 0.854966
## C01_TT208.Out_PV -7.542 5.74e-14 ***
## C01_LT277_KG.Out_PV 6.470 1.10e-10 ***
## C01_LT255.Out_PV -0.990 0.322255
## C01_DT315A.Out_PV 1.438 0.150457
## C01_TT135.Out_PV -15.122 < 2e-16 ***
## C01_LT515.Out_PV 1.578 0.114576
## C01_DT314A.Out_PV 9.835 < 2e-16 ***
## C01_LT513.Out_PV 3.589 0.000336 ***
## C01_PT600F.Out_PV -2.606 0.009186 **
## C01_TT236.Out_PV -9.101 < 2e-16 ***
## C01_LT267_KG.Out_PV 9.884 < 2e-16 ***
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 5.793 7.48e-09 ***
## C01_PT301.Out_PV -0.898 0.369324
## C01_PT36712.Out_PV 1.146 0.251847
## C01_TT260.Out_PV 7.048 2.13e-12 ***
## C01_PT36757.Out_PV -1.513 0.130423
## C01_TT600A.Out_PV -1.215 0.224588
## C01_TT600B.Out_PV 3.187 0.001448 **
## C01_TT115A.Out_PV 3.426 0.000619 ***
## C01_TT226.Out_PV 1.142 0.253461
## C01_TT950A.Out_PV 1.837 0.066318 .
## C01_PT214.Out_PV -7.403 1.62e-13 ***
## C01_PT36713.Out_PV 6.240 4.83e-10 ***
## C01_TT210A.Out_PV -2.618 0.008882 **
## C01_TT221.Out_PV 14.505 < 2e-16 ***
## C01_PT36750.Out_PV 0.082 0.934772
## C01_PT213.Out_PV -0.464 0.642976
## C01_PT36758.Out_PV 7.809 7.35e-15 ***
## C01_PT319.Out_PV 3.490 0.000489 ***
## C01_PT36765.Out_PV -2.638 0.008362 **
## C01_TT000A.Out_PV -4.319 1.61e-05 ***
## C01_DT113A.Out_PV -4.612 4.12e-06 ***
## C01_PT290B.Out_PV 4.864 1.20e-06 ***
## C01_PT215.Out_PV 1.961 0.049908 *
## C01_TT274.Out_PV -8.236 2.41e-16 ***
## C01_PC000_PID.PV 2.421 0.015508 *
## C01_TT255.Out_PV 1.037 0.299769
## C01_PT36756.Out_PV 1.251 0.211026
## C01_TT290.Out_PV -3.227 0.001260 **
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -4.803 1.62e-06 ***
## C01_PT36764.Out_PV -1.517 0.129378
## C01_DT114A.Out_PV -4.278 1.93e-05 ***
## C01_DT226.Out_PV -5.371 8.28e-08 ***
## C01_DT115A.Out_PV -4.728 2.35e-06 ***
## C01_PT000B.Out_PV 1.551 0.120996
## C01_PT36751.Out_PV -0.676 0.498930
## C01_TT224.Out_PV 8.115 6.45e-16 ***
## C01_DT224.Out_PV 0.744 0.457006
## C01_DT267.Out_PV -4.451 8.77e-06 ***
## C01_AT000A.Out_PV -0.577 0.564242
## C01_PT36754.Out_PV 5.494 4.19e-08 ***
## C01_AT335.Out_PV 11.838 < 2e-16 ***
## C01_PT36755.Out_PV -3.268 0.001094 **
## C01_PT36767.Out_PV 0.110 0.912488
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -0.084 0.933362
## C01_AT000A_Raw.Out_PV 7.624 3.06e-14 ***
## C01_PIT790B.Out_PV -2.181 0.029242 *
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration -2.997 0.002745 **
## C01_DT330.Out_PV 1.297 0.194857
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration 7.421 1.42e-13 ***
## C01_DT260.Out_PV -22.762 < 2e-16 ***
## C01_PT279.Out_PV -4.174 3.06e-05 ***
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -17.066 < 2e-16 ***
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 4.243 2.26e-05 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.2712 on 3889 degrees of freedom
## Multiple R-squared: 0.9278, Adjusted R-squared: 0.9265
## F-statistic: 684.9 on 73 and 3889 DF, p-value: < 2.2e-16library(car)
v1<-data.frame(vif(lr))
v1 <- cbind(variable = row.names(v1), v1)
names(v1)<-c("NameTag","VIF")
###C01_TT600A.Out_PV
drop.cols <- c('C01_TT600A.Out_PV')
data3<-data3%>%select(-drop.cols)
lr = lm( C01_VT000.Out_PV~., data = data3)
summary(lr)##
## Call:
## lm(formula = C01_VT000.Out_PV ~ ., data = data3)
##
## Residuals:
## Min 1Q Median 3Q Max
## -4.3626 -0.0843 0.0020 0.0945 2.8804
##
## Coefficients:
## Estimate Std. Error
## (Intercept) 1.449e-15 4.308e-03
## C01_CTRL.BMT_Level 1.654e-02 6.684e-03
## C01_CT950A.Out_PV -9.380e-03 5.077e-03
## C01_LT268.Out_PV 2.935e-02 1.735e-02
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration -1.982e-01 8.787e-03
## C01_AT135.Out_PV -2.294e-02 6.000e-03
## C01_TT335.Out_PV -8.088e-02 1.471e-02
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -7.362e-01 1.611e-02
## C01_DT313A.Out_PV -3.154e-02 1.513e-02
## C01_LT514.Out_PV -2.883e-03 8.664e-03
## C01_TT208.Out_PV -9.573e-02 1.263e-02
## C01_LT277_KG.Out_PV 3.617e-02 5.616e-03
## C01_LT255.Out_PV -5.901e-03 5.826e-03
## C01_DT315A.Out_PV 1.647e-02 1.097e-02
## C01_TT135.Out_PV -2.173e-01 1.440e-02
## C01_LT515.Out_PV 1.315e-02 7.654e-03
## C01_DT314A.Out_PV 1.825e-01 1.853e-02
## C01_LT513.Out_PV 1.984e-02 5.526e-03
## C01_PT600F.Out_PV -3.343e-02 1.067e-02
## C01_TT236.Out_PV -1.285e-01 1.411e-02
## C01_LT267_KG.Out_PV 9.949e-02 1.012e-02
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 6.498e-02 1.081e-02
## C01_PT301.Out_PV -5.959e-03 1.051e-02
## C01_PT36712.Out_PV 5.081e-03 4.401e-03
## C01_TT260.Out_PV 8.869e-02 1.257e-02
## C01_PT36757.Out_PV -1.652e-02 1.250e-02
## C01_TT600B.Out_PV 3.946e-02 1.234e-02
## C01_TT115A.Out_PV 5.338e-02 1.491e-02
## C01_TT226.Out_PV 8.569e-03 7.221e-03
## C01_TT950A.Out_PV 1.263e-02 7.119e-03
## C01_PT214.Out_PV -1.243e-01 1.653e-02
## C01_PT36713.Out_PV 6.785e-02 1.089e-02
## C01_TT210A.Out_PV -1.893e-02 8.112e-03
## C01_TT221.Out_PV 1.753e-01 1.210e-02
## C01_PT36750.Out_PV 3.442e-03 1.103e-02
## C01_PT213.Out_PV -7.940e-03 1.362e-02
## C01_PT36758.Out_PV 9.903e-02 1.283e-02
## C01_PT319.Out_PV 5.533e-02 1.535e-02
## C01_PT36765.Out_PV -3.631e-02 1.372e-02
## C01_TT000A.Out_PV -6.208e-02 1.345e-02
## C01_DT113A.Out_PV -3.010e-02 6.503e-03
## C01_PT290B.Out_PV 4.814e-02 9.660e-03
## C01_PT215.Out_PV 1.869e-02 1.014e-02
## C01_TT274.Out_PV -4.422e-02 5.373e-03
## C01_PC000_PID.PV 3.834e-02 1.450e-02
## C01_TT255.Out_PV 1.585e-02 1.701e-02
## C01_PT36756.Out_PV 1.999e-02 1.573e-02
## C01_TT290.Out_PV -3.484e-02 1.071e-02
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -5.997e-02 1.183e-02
## C01_PT36764.Out_PV -1.376e-02 8.397e-03
## C01_DT114A.Out_PV -3.020e-02 7.073e-03
## C01_DT226.Out_PV -1.139e-01 2.065e-02
## C01_DT115A.Out_PV -3.616e-02 7.702e-03
## C01_PT000B.Out_PV 1.767e-02 1.334e-02
## C01_PT36751.Out_PV -5.331e-03 7.207e-03
## C01_TT224.Out_PV 5.482e-02 6.760e-03
## C01_DT224.Out_PV 1.248e-02 1.503e-02
## C01_DT267.Out_PV -4.653e-02 1.030e-02
## C01_AT000A.Out_PV -3.633e-03 5.934e-03
## C01_PT36754.Out_PV 4.735e-02 8.589e-03
## C01_AT335.Out_PV 1.093e-01 9.269e-03
## C01_PT36755.Out_PV -3.289e-02 1.017e-02
## C01_PT36767.Out_PV 7.181e-04 5.290e-03
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -7.937e-04 5.345e-03
## C01_AT000A_Raw.Out_PV 8.036e-02 1.059e-02
## C01_PIT790B.Out_PV -9.675e-03 4.533e-03
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration -1.896e-02 6.259e-03
## C01_DT330.Out_PV 5.989e-03 4.630e-03
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration 9.659e-02 1.317e-02
## C01_DT260.Out_PV -2.659e-01 1.148e-02
## C01_PT279.Out_PV -4.885e-02 1.115e-02
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -1.328e-01 7.755e-03
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 4.370e-02 1.030e-02
## t value Pr(>|t|)
## (Intercept) 0.000 1.000000
## C01_CTRL.BMT_Level 2.475 0.013384 *
## C01_CT950A.Out_PV -1.847 0.064755 .
## C01_LT268.Out_PV 1.692 0.090773 .
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration -22.560 < 2e-16 ***
## C01_AT135.Out_PV -3.823 0.000134 ***
## C01_TT335.Out_PV -5.499 4.06e-08 ***
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -45.709 < 2e-16 ***
## C01_DT313A.Out_PV -2.084 0.037252 *
## C01_LT514.Out_PV -0.333 0.739337
## C01_TT208.Out_PV -7.577 4.40e-14 ***
## C01_LT277_KG.Out_PV 6.441 1.33e-10 ***
## C01_LT255.Out_PV -1.013 0.311151
## C01_DT315A.Out_PV 1.501 0.133438
## C01_TT135.Out_PV -15.091 < 2e-16 ***
## C01_LT515.Out_PV 1.718 0.085922 .
## C01_DT314A.Out_PV 9.849 < 2e-16 ***
## C01_LT513.Out_PV 3.589 0.000335 ***
## C01_PT600F.Out_PV -3.133 0.001741 **
## C01_TT236.Out_PV -9.105 < 2e-16 ***
## C01_LT267_KG.Out_PV 9.830 < 2e-16 ***
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 6.011 2.01e-09 ***
## C01_PT301.Out_PV -0.567 0.570771
## C01_PT36712.Out_PV 1.155 0.248355
## C01_TT260.Out_PV 7.054 2.05e-12 ***
## C01_PT36757.Out_PV -1.321 0.186500
## C01_TT600B.Out_PV 3.197 0.001400 **
## C01_TT115A.Out_PV 3.581 0.000347 ***
## C01_TT226.Out_PV 1.187 0.235459
## C01_TT950A.Out_PV 1.775 0.076009 .
## C01_PT214.Out_PV -7.520 6.75e-14 ***
## C01_PT36713.Out_PV 6.229 5.19e-10 ***
## C01_TT210A.Out_PV -2.334 0.019656 *
## C01_TT221.Out_PV 14.488 < 2e-16 ***
## C01_PT36750.Out_PV 0.312 0.755016
## C01_PT213.Out_PV -0.583 0.560008
## C01_PT36758.Out_PV 7.721 1.46e-14 ***
## C01_PT319.Out_PV 3.605 0.000316 ***
## C01_PT36765.Out_PV -2.647 0.008152 **
## C01_TT000A.Out_PV -4.614 4.08e-06 ***
## C01_DT113A.Out_PV -4.628 3.81e-06 ***
## C01_PT290B.Out_PV 4.984 6.51e-07 ***
## C01_PT215.Out_PV 1.842 0.065483 .
## C01_TT274.Out_PV -8.231 2.51e-16 ***
## C01_PC000_PID.PV 2.644 0.008235 **
## C01_TT255.Out_PV 0.932 0.351425
## C01_PT36756.Out_PV 1.271 0.203971
## C01_TT290.Out_PV -3.252 0.001154 **
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -5.069 4.18e-07 ***
## C01_PT36764.Out_PV -1.639 0.101343
## C01_DT114A.Out_PV -4.270 2.00e-05 ***
## C01_DT226.Out_PV -5.516 3.69e-08 ***
## C01_DT115A.Out_PV -4.694 2.77e-06 ***
## C01_PT000B.Out_PV 1.325 0.185213
## C01_PT36751.Out_PV -0.740 0.459478
## C01_TT224.Out_PV 8.109 6.80e-16 ***
## C01_DT224.Out_PV 0.830 0.406308
## C01_DT267.Out_PV -4.518 6.43e-06 ***
## C01_AT000A.Out_PV -0.612 0.540423
## C01_PT36754.Out_PV 5.513 3.76e-08 ***
## C01_AT335.Out_PV 11.791 < 2e-16 ***
## C01_PT36755.Out_PV -3.233 0.001236 **
## C01_PT36767.Out_PV 0.136 0.892017
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -0.148 0.881958
## C01_AT000A_Raw.Out_PV 7.590 3.99e-14 ***
## C01_PIT790B.Out_PV -2.134 0.032894 *
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration -3.029 0.002470 **
## C01_DT330.Out_PV 1.293 0.195948
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration 7.333 2.73e-13 ***
## C01_DT260.Out_PV -23.169 < 2e-16 ***
## C01_PT279.Out_PV -4.381 1.21e-05 ***
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -17.117 < 2e-16 ***
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 4.241 2.27e-05 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.2712 on 3890 degrees of freedom
## Multiple R-squared: 0.9278, Adjusted R-squared: 0.9265
## F-statistic: 694.3 on 72 and 3890 DF, p-value: < 2.2e-16library(car)
v1<-data.frame(vif(lr))
v1 <- cbind(variable = row.names(v1), v1)
names(v1)<-c("NameTag","VIF")
###C01_DT226.Out_PV
drop.cols <- c('C01_DT226.Out_PV')
data3<-data3%>%select(-drop.cols)
lr = lm( C01_VT000.Out_PV~., data = data3)
summary(lr)##
## Call:
## lm(formula = C01_VT000.Out_PV ~ ., data = data3)
##
## Residuals:
## Min 1Q Median 3Q Max
## -4.3583 -0.0836 0.0023 0.0895 2.8662
##
## Coefficients:
## Estimate Std. Error
## (Intercept) 1.894e-15 4.324e-03
## C01_CTRL.BMT_Level 1.921e-02 6.691e-03
## C01_CT950A.Out_PV -7.783e-03 5.088e-03
## C01_LT268.Out_PV 9.040e-02 1.341e-02
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration -1.996e-01 8.816e-03
## C01_AT135.Out_PV -2.067e-02 6.008e-03
## C01_TT335.Out_PV -7.856e-02 1.476e-02
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -7.377e-01 1.616e-02
## C01_DT313A.Out_PV -3.068e-02 1.519e-02
## C01_LT514.Out_PV 4.035e-05 8.681e-03
## C01_TT208.Out_PV -9.421e-02 1.268e-02
## C01_LT277_KG.Out_PV 3.551e-02 5.636e-03
## C01_LT255.Out_PV -4.687e-03 5.843e-03
## C01_DT315A.Out_PV 1.450e-02 1.101e-02
## C01_TT135.Out_PV -2.174e-01 1.446e-02
## C01_LT515.Out_PV 9.435e-03 7.653e-03
## C01_DT314A.Out_PV 1.770e-01 1.857e-02
## C01_LT513.Out_PV 1.927e-02 5.546e-03
## C01_PT600F.Out_PV -2.820e-02 1.067e-02
## C01_TT236.Out_PV -1.157e-01 1.397e-02
## C01_LT267_KG.Out_PV 9.452e-02 1.012e-02
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 6.561e-02 1.085e-02
## C01_PT301.Out_PV -1.177e-03 1.051e-02
## C01_PT36712.Out_PV 4.769e-03 4.417e-03
## C01_TT260.Out_PV 8.563e-02 1.261e-02
## C01_PT36757.Out_PV -1.102e-02 1.251e-02
## C01_TT600B.Out_PV 3.410e-02 1.235e-02
## C01_TT115A.Out_PV 2.647e-02 1.414e-02
## C01_TT226.Out_PV 6.845e-03 7.242e-03
## C01_TT950A.Out_PV 1.936e-02 7.040e-03
## C01_PT214.Out_PV -1.176e-01 1.655e-02
## C01_PT36713.Out_PV 5.303e-02 1.060e-02
## C01_TT210A.Out_PV -1.597e-02 8.125e-03
## C01_TT221.Out_PV 1.840e-01 1.204e-02
## C01_PT36750.Out_PV 4.959e-03 1.107e-02
## C01_PT213.Out_PV -5.646e-03 1.367e-02
## C01_PT36758.Out_PV 9.041e-02 1.278e-02
## C01_PT319.Out_PV 6.145e-02 1.537e-02
## C01_PT36765.Out_PV -4.138e-02 1.374e-02
## C01_TT000A.Out_PV -5.729e-02 1.348e-02
## C01_DT113A.Out_PV -3.088e-02 6.526e-03
## C01_PT290B.Out_PV 3.885e-02 9.548e-03
## C01_PT215.Out_PV 1.847e-02 1.018e-02
## C01_TT274.Out_PV -4.397e-02 5.393e-03
## C01_PC000_PID.PV 3.398e-02 1.454e-02
## C01_TT255.Out_PV 6.769e-03 1.700e-02
## C01_PT36756.Out_PV 1.517e-02 1.577e-02
## C01_TT290.Out_PV -4.166e-02 1.068e-02
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -5.661e-02 1.186e-02
## C01_PT36764.Out_PV -1.369e-02 8.429e-03
## C01_DT114A.Out_PV -3.034e-02 7.100e-03
## C01_DT115A.Out_PV -3.837e-02 7.721e-03
## C01_PT000B.Out_PV 2.472e-02 1.332e-02
## C01_PT36751.Out_PV -1.004e-02 7.183e-03
## C01_TT224.Out_PV 6.286e-02 6.626e-03
## C01_DT224.Out_PV 4.389e-02 1.396e-02
## C01_DT267.Out_PV -5.827e-02 1.012e-02
## C01_AT000A.Out_PV -3.158e-03 5.955e-03
## C01_PT36754.Out_PV 4.771e-02 8.621e-03
## C01_AT335.Out_PV 1.104e-01 9.302e-03
## C01_PT36755.Out_PV -3.169e-02 1.021e-02
## C01_PT36767.Out_PV 2.607e-03 5.298e-03
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -9.687e-03 5.115e-03
## C01_AT000A_Raw.Out_PV 8.389e-02 1.061e-02
## C01_PIT790B.Out_PV -1.013e-02 4.550e-03
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration -1.827e-02 6.282e-03
## C01_DT330.Out_PV 4.666e-03 4.641e-03
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration 9.093e-02 1.318e-02
## C01_DT260.Out_PV -2.595e-01 1.146e-02
## C01_PT279.Out_PV -3.440e-02 1.088e-02
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -1.341e-01 7.781e-03
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 4.276e-02 1.034e-02
## t value Pr(>|t|)
## (Intercept) 0.000 1.000000
## C01_CTRL.BMT_Level 2.871 0.004111 **
## C01_CT950A.Out_PV -1.530 0.126212
## C01_LT268.Out_PV 6.741 1.80e-11 ***
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration -22.639 < 2e-16 ***
## C01_AT135.Out_PV -3.440 0.000587 ***
## C01_TT335.Out_PV -5.324 1.08e-07 ***
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -45.640 < 2e-16 ***
## C01_DT313A.Out_PV -2.020 0.043481 *
## C01_LT514.Out_PV 0.005 0.996291
## C01_TT208.Out_PV -7.430 1.33e-13 ***
## C01_LT277_KG.Out_PV 6.302 3.28e-10 ***
## C01_LT255.Out_PV -0.802 0.422585
## C01_DT315A.Out_PV 1.317 0.187763
## C01_TT135.Out_PV -15.041 < 2e-16 ***
## C01_LT515.Out_PV 1.233 0.217711
## C01_DT314A.Out_PV 9.530 < 2e-16 ***
## C01_LT513.Out_PV 3.475 0.000517 ***
## C01_PT600F.Out_PV -2.644 0.008222 **
## C01_TT236.Out_PV -8.278 < 2e-16 ***
## C01_LT267_KG.Out_PV 9.341 < 2e-16 ***
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 6.047 1.61e-09 ***
## C01_PT301.Out_PV -0.112 0.910839
## C01_PT36712.Out_PV 1.080 0.280336
## C01_TT260.Out_PV 6.791 1.28e-11 ***
## C01_PT36757.Out_PV -0.881 0.378324
## C01_TT600B.Out_PV 2.761 0.005790 **
## C01_TT115A.Out_PV 1.872 0.061309 .
## C01_TT226.Out_PV 0.945 0.344634
## C01_TT950A.Out_PV 2.749 0.006000 **
## C01_PT214.Out_PV -7.106 1.42e-12 ***
## C01_PT36713.Out_PV 5.004 5.85e-07 ***
## C01_TT210A.Out_PV -1.965 0.049445 *
## C01_TT221.Out_PV 15.278 < 2e-16 ***
## C01_PT36750.Out_PV 0.448 0.654149
## C01_PT213.Out_PV -0.413 0.679518
## C01_PT36758.Out_PV 7.075 1.77e-12 ***
## C01_PT319.Out_PV 3.999 6.47e-05 ***
## C01_PT36765.Out_PV -3.012 0.002610 **
## C01_TT000A.Out_PV -4.251 2.18e-05 ***
## C01_DT113A.Out_PV -4.732 2.30e-06 ***
## C01_PT290B.Out_PV 4.069 4.81e-05 ***
## C01_PT215.Out_PV 1.815 0.069662 .
## C01_TT274.Out_PV -8.153 4.75e-16 ***
## C01_PC000_PID.PV 2.337 0.019480 *
## C01_TT255.Out_PV 0.398 0.690446
## C01_PT36756.Out_PV 0.962 0.336034
## C01_TT290.Out_PV -3.900 9.76e-05 ***
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -4.774 1.87e-06 ***
## C01_PT36764.Out_PV -1.624 0.104487
## C01_DT114A.Out_PV -4.273 1.98e-05 ***
## C01_DT115A.Out_PV -4.970 6.97e-07 ***
## C01_PT000B.Out_PV 1.855 0.063640 .
## C01_PT36751.Out_PV -1.398 0.162235
## C01_TT224.Out_PV 9.487 < 2e-16 ***
## C01_DT224.Out_PV 3.145 0.001675 **
## C01_DT267.Out_PV -5.761 9.03e-09 ***
## C01_AT000A.Out_PV -0.530 0.595960
## C01_PT36754.Out_PV 5.534 3.33e-08 ***
## C01_AT335.Out_PV 11.865 < 2e-16 ***
## C01_PT36755.Out_PV -3.104 0.001926 **
## C01_PT36767.Out_PV 0.492 0.622787
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -1.894 0.058337 .
## C01_AT000A_Raw.Out_PV 7.907 3.40e-15 ***
## C01_PIT790B.Out_PV -2.227 0.025991 *
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration -2.909 0.003644 **
## C01_DT330.Out_PV 1.005 0.314792
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration 6.898 6.14e-12 ***
## C01_DT260.Out_PV -22.641 < 2e-16 ***
## C01_PT279.Out_PV -3.162 0.001580 **
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -17.238 < 2e-16 ***
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 4.135 3.62e-05 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.2722 on 3891 degrees of freedom
## Multiple R-squared: 0.9272, Adjusted R-squared: 0.9259
## F-statistic: 698.3 on 71 and 3891 DF, p-value: < 2.2e-16library(car)
v1<-data.frame(vif(lr))
v1 <- cbind(variable = row.names(v1), v1)
names(v1)<-c("NameTag","VIF")
###C01_DT314A.Out_PV
drop.cols <- c('C01_DT314A.Out_PV')
data3<-data3%>%select(-drop.cols)
lr = lm( C01_VT000.Out_PV~., data = data3)
summary(lr)##
## Call:
## lm(formula = C01_VT000.Out_PV ~ ., data = data3)
##
## Residuals:
## Min 1Q Median 3Q Max
## -4.2609 -0.0852 -0.0003 0.0893 2.8905
##
## Coefficients:
## Estimate Std. Error
## (Intercept) 1.725e-15 4.374e-03
## C01_CTRL.BMT_Level 1.940e-02 6.768e-03
## C01_CT950A.Out_PV -5.813e-03 5.142e-03
## C01_LT268.Out_PV 7.313e-02 1.344e-02
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration -1.996e-01 8.917e-03
## C01_AT135.Out_PV -2.116e-02 6.077e-03
## C01_TT335.Out_PV -6.042e-02 1.480e-02
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -7.335e-01 1.634e-02
## C01_DT313A.Out_PV -5.916e-02 1.507e-02
## C01_LT514.Out_PV 8.964e-03 8.729e-03
## C01_TT208.Out_PV -9.603e-02 1.282e-02
## C01_LT277_KG.Out_PV 3.546e-02 5.700e-03
## C01_LT255.Out_PV -1.167e-02 5.864e-03
## C01_DT315A.Out_PV 8.893e-03 1.112e-02
## C01_TT135.Out_PV -2.183e-01 1.462e-02
## C01_LT515.Out_PV 8.341e-03 7.740e-03
## C01_LT513.Out_PV 1.769e-02 5.607e-03
## C01_PT600F.Out_PV -4.326e-02 1.067e-02
## C01_TT236.Out_PV -1.009e-01 1.405e-02
## C01_LT267_KG.Out_PV 1.061e-01 1.016e-02
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 6.889e-02 1.097e-02
## C01_PT301.Out_PV -8.406e-03 1.061e-02
## C01_PT36712.Out_PV 5.805e-03 4.466e-03
## C01_TT260.Out_PV 8.788e-02 1.275e-02
## C01_PT36757.Out_PV -1.440e-02 1.265e-02
## C01_TT600B.Out_PV 5.265e-02 1.234e-02
## C01_TT115A.Out_PV -1.695e-02 1.354e-02
## C01_TT226.Out_PV 7.392e-03 7.325e-03
## C01_TT950A.Out_PV 1.204e-02 7.078e-03
## C01_PT214.Out_PV 2.398e-02 7.375e-03
## C01_PT36713.Out_PV 5.398e-02 1.072e-02
## C01_TT210A.Out_PV -2.555e-02 8.155e-03
## C01_TT221.Out_PV 1.836e-01 1.218e-02
## C01_PT36750.Out_PV 6.105e-03 1.119e-02
## C01_PT213.Out_PV 9.513e-03 1.373e-02
## C01_PT36758.Out_PV 9.133e-02 1.293e-02
## C01_PT319.Out_PV 7.552e-02 1.547e-02
## C01_PT36765.Out_PV -2.532e-02 1.379e-02
## C01_TT000A.Out_PV -6.682e-02 1.359e-02
## C01_DT113A.Out_PV -2.517e-02 6.573e-03
## C01_PT290B.Out_PV 3.859e-02 9.658e-03
## C01_PT215.Out_PV 2.014e-02 1.030e-02
## C01_TT274.Out_PV -4.325e-02 5.454e-03
## C01_PC000_PID.PV 4.399e-02 1.467e-02
## C01_TT255.Out_PV 2.070e-02 1.713e-02
## C01_PT36756.Out_PV 1.281e-02 1.594e-02
## C01_TT290.Out_PV -3.942e-02 1.080e-02
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -7.086e-02 1.190e-02
## C01_PT36764.Out_PV -1.148e-02 8.522e-03
## C01_DT114A.Out_PV -2.388e-02 7.148e-03
## C01_DT115A.Out_PV -3.757e-02 7.809e-03
## C01_PT000B.Out_PV 1.143e-02 1.340e-02
## C01_PT36751.Out_PV -5.162e-03 7.247e-03
## C01_TT224.Out_PV 6.404e-02 6.701e-03
## C01_DT224.Out_PV 3.699e-02 1.410e-02
## C01_DT267.Out_PV -5.202e-02 1.021e-02
## C01_AT000A.Out_PV -7.611e-03 6.005e-03
## C01_PT36754.Out_PV 4.457e-02 8.713e-03
## C01_AT335.Out_PV 1.106e-01 9.409e-03
## C01_PT36755.Out_PV -2.106e-02 1.026e-02
## C01_PT36767.Out_PV 1.702e-03 5.358e-03
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -5.744e-03 5.157e-03
## C01_AT000A_Raw.Out_PV 7.184e-02 1.065e-02
## C01_PIT790B.Out_PV -9.582e-03 4.602e-03
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration -2.113e-02 6.346e-03
## C01_DT330.Out_PV 5.906e-03 4.693e-03
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration 7.478e-02 1.322e-02
## C01_DT260.Out_PV -2.617e-01 1.159e-02
## C01_PT279.Out_PV -5.218e-02 1.084e-02
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -1.385e-01 7.856e-03
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 3.589e-02 1.043e-02
## t value Pr(>|t|)
## (Intercept) 0.000 1.000000
## C01_CTRL.BMT_Level 2.867 0.004165 **
## C01_CT950A.Out_PV -1.130 0.258380
## C01_LT268.Out_PV 5.441 5.62e-08 ***
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration -22.378 < 2e-16 ***
## C01_AT135.Out_PV -3.482 0.000503 ***
## C01_TT335.Out_PV -4.082 4.56e-05 ***
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -44.878 < 2e-16 ***
## C01_DT313A.Out_PV -3.927 8.74e-05 ***
## C01_LT514.Out_PV 1.027 0.304518
## C01_TT208.Out_PV -7.488 8.59e-14 ***
## C01_LT277_KG.Out_PV 6.221 5.46e-10 ***
## C01_LT255.Out_PV -1.991 0.046545 *
## C01_DT315A.Out_PV 0.800 0.423910
## C01_TT135.Out_PV -14.932 < 2e-16 ***
## C01_LT515.Out_PV 1.078 0.281251
## C01_LT513.Out_PV 3.155 0.001618 **
## C01_PT600F.Out_PV -4.055 5.11e-05 ***
## C01_TT236.Out_PV -7.186 7.98e-13 ***
## C01_LT267_KG.Out_PV 10.437 < 2e-16 ***
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 6.281 3.74e-10 ***
## C01_PT301.Out_PV -0.793 0.428102
## C01_PT36712.Out_PV 1.300 0.193740
## C01_TT260.Out_PV 6.892 6.40e-12 ***
## C01_PT36757.Out_PV -1.139 0.254908
## C01_TT600B.Out_PV 4.268 2.02e-05 ***
## C01_TT115A.Out_PV -1.252 0.210738
## C01_TT226.Out_PV 1.009 0.312971
## C01_TT950A.Out_PV 1.701 0.089064 .
## C01_PT214.Out_PV 3.251 0.001159 **
## C01_PT36713.Out_PV 5.036 4.96e-07 ***
## C01_TT210A.Out_PV -3.134 0.001739 **
## C01_TT221.Out_PV 15.070 < 2e-16 ***
## C01_PT36750.Out_PV 0.545 0.585498
## C01_PT213.Out_PV 0.693 0.488427
## C01_PT36758.Out_PV 7.066 1.88e-12 ***
## C01_PT319.Out_PV 4.882 1.09e-06 ***
## C01_PT36765.Out_PV -1.836 0.066412 .
## C01_TT000A.Out_PV -4.916 9.21e-07 ***
## C01_DT113A.Out_PV -3.829 0.000131 ***
## C01_PT290B.Out_PV 3.996 6.57e-05 ***
## C01_PT215.Out_PV 1.956 0.050555 .
## C01_TT274.Out_PV -7.930 2.84e-15 ***
## C01_PC000_PID.PV 2.999 0.002723 **
## C01_TT255.Out_PV 1.209 0.226819
## C01_PT36756.Out_PV 0.803 0.421885
## C01_TT290.Out_PV -3.650 0.000266 ***
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -5.955 2.83e-09 ***
## C01_PT36764.Out_PV -1.347 0.178080
## C01_DT114A.Out_PV -3.341 0.000842 ***
## C01_DT115A.Out_PV -4.811 1.56e-06 ***
## C01_PT000B.Out_PV 0.853 0.393745
## C01_PT36751.Out_PV -0.712 0.476359
## C01_TT224.Out_PV 9.557 < 2e-16 ***
## C01_DT224.Out_PV 2.624 0.008728 **
## C01_DT267.Out_PV -5.095 3.66e-07 ***
## C01_AT000A.Out_PV -1.267 0.205110
## C01_PT36754.Out_PV 5.115 3.29e-07 ***
## C01_AT335.Out_PV 11.758 < 2e-16 ***
## C01_PT36755.Out_PV -2.051 0.040312 *
## C01_PT36767.Out_PV 0.318 0.750814
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -1.114 0.265449
## C01_AT000A_Raw.Out_PV 6.743 1.79e-11 ***
## C01_PIT790B.Out_PV -2.082 0.037386 *
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration -3.329 0.000880 ***
## C01_DT330.Out_PV 1.259 0.208270
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration 5.656 1.66e-08 ***
## C01_DT260.Out_PV -22.586 < 2e-16 ***
## C01_PT279.Out_PV -4.813 1.54e-06 ***
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -17.632 < 2e-16 ***
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 3.440 0.000587 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.2753 on 3892 degrees of freedom
## Multiple R-squared: 0.9255, Adjusted R-squared: 0.9242
## F-statistic: 691.1 on 70 and 3892 DF, p-value: < 2.2e-16library(car)
v1<-data.frame(vif(lr))
v1 <- cbind(variable = row.names(v1), v1)
names(v1)<-c("NameTag","VIF")
###C01_TT255.Out_PV
drop.cols <- c('C01_TT255.Out_PV')
data3<-data3%>%select(-drop.cols)
lr = lm( C01_VT000.Out_PV~., data = data3)
summary(lr)##
## Call:
## lm(formula = C01_VT000.Out_PV ~ ., data = data3)
##
## Residuals:
## Min 1Q Median 3Q Max
## -4.2549 -0.0848 -0.0003 0.0896 2.8901
##
## Coefficients:
## Estimate Std. Error
## (Intercept) 1.423e-15 4.374e-03
## C01_CTRL.BMT_Level 1.881e-02 6.750e-03
## C01_CT950A.Out_PV -5.534e-03 5.138e-03
## C01_LT268.Out_PV 7.343e-02 1.344e-02
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration -1.993e-01 8.915e-03
## C01_AT135.Out_PV -2.031e-02 6.036e-03
## C01_TT335.Out_PV -5.926e-02 1.477e-02
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -7.314e-01 1.625e-02
## C01_DT313A.Out_PV -5.780e-02 1.502e-02
## C01_LT514.Out_PV 8.629e-03 8.725e-03
## C01_TT208.Out_PV -9.606e-02 1.282e-02
## C01_LT277_KG.Out_PV 3.513e-02 5.694e-03
## C01_LT255.Out_PV -1.099e-02 5.836e-03
## C01_DT315A.Out_PV 8.413e-03 1.111e-02
## C01_TT135.Out_PV -2.109e-01 1.327e-02
## C01_LT515.Out_PV 7.172e-03 7.680e-03
## C01_LT513.Out_PV 1.808e-02 5.598e-03
## C01_PT600F.Out_PV -4.393e-02 1.066e-02
## C01_TT236.Out_PV -9.793e-02 1.383e-02
## C01_LT267_KG.Out_PV 1.049e-01 1.012e-02
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 6.886e-02 1.097e-02
## C01_PT301.Out_PV -1.108e-02 1.037e-02
## C01_PT36712.Out_PV 5.820e-03 4.466e-03
## C01_TT260.Out_PV 9.103e-02 1.248e-02
## C01_PT36757.Out_PV -1.544e-02 1.262e-02
## C01_TT600B.Out_PV 5.299e-02 1.233e-02
## C01_TT115A.Out_PV -1.749e-02 1.353e-02
## C01_TT226.Out_PV 8.533e-03 7.264e-03
## C01_TT950A.Out_PV 1.199e-02 7.079e-03
## C01_PT214.Out_PV 2.595e-02 7.193e-03
## C01_PT36713.Out_PV 5.374e-02 1.072e-02
## C01_TT210A.Out_PV -2.258e-02 7.775e-03
## C01_TT221.Out_PV 1.850e-01 1.213e-02
## C01_PT36750.Out_PV 7.127e-03 1.116e-02
## C01_PT213.Out_PV 9.861e-03 1.373e-02
## C01_PT36758.Out_PV 9.147e-02 1.293e-02
## C01_PT319.Out_PV 7.710e-02 1.542e-02
## C01_PT36765.Out_PV -2.798e-02 1.361e-02
## C01_TT000A.Out_PV -6.976e-02 1.338e-02
## C01_DT113A.Out_PV -2.532e-02 6.572e-03
## C01_PT290B.Out_PV 4.045e-02 9.536e-03
## C01_PT215.Out_PV 2.110e-02 1.027e-02
## C01_TT274.Out_PV -4.310e-02 5.453e-03
## C01_PC000_PID.PV 4.119e-02 1.448e-02
## C01_PT36756.Out_PV 1.313e-02 1.594e-02
## C01_TT290.Out_PV -3.426e-02 9.924e-03
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -7.033e-02 1.189e-02
## C01_PT36764.Out_PV -1.249e-02 8.482e-03
## C01_DT114A.Out_PV -2.503e-02 7.086e-03
## C01_DT115A.Out_PV -3.954e-02 7.637e-03
## C01_PT000B.Out_PV 1.434e-02 1.319e-02
## C01_PT36751.Out_PV -6.858e-03 7.110e-03
## C01_TT224.Out_PV 6.445e-02 6.693e-03
## C01_DT224.Out_PV 3.716e-02 1.410e-02
## C01_DT267.Out_PV -5.183e-02 1.021e-02
## C01_AT000A.Out_PV -8.258e-03 5.982e-03
## C01_PT36754.Out_PV 4.393e-02 8.698e-03
## C01_AT335.Out_PV 1.100e-01 9.393e-03
## C01_PT36755.Out_PV -2.123e-02 1.026e-02
## C01_PT36767.Out_PV 2.260e-03 5.339e-03
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -5.374e-03 5.148e-03
## C01_AT000A_Raw.Out_PV 7.302e-02 1.061e-02
## C01_PIT790B.Out_PV -9.522e-03 4.602e-03
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration -2.141e-02 6.342e-03
## C01_DT330.Out_PV 5.588e-03 4.686e-03
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration 7.401e-02 1.321e-02
## C01_DT260.Out_PV -2.631e-01 1.154e-02
## C01_PT279.Out_PV -5.153e-02 1.083e-02
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -1.372e-01 7.778e-03
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 3.824e-02 1.025e-02
## t value Pr(>|t|)
## (Intercept) 0.000 1.000000
## C01_CTRL.BMT_Level 2.786 0.005359 **
## C01_CT950A.Out_PV -1.077 0.281442
## C01_LT268.Out_PV 5.464 4.96e-08 ***
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration -22.354 < 2e-16 ***
## C01_AT135.Out_PV -3.364 0.000774 ***
## C01_TT335.Out_PV -4.012 6.14e-05 ***
## C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration -45.001 < 2e-16 ***
## C01_DT313A.Out_PV -3.847 0.000121 ***
## C01_LT514.Out_PV 0.989 0.322749
## C01_TT208.Out_PV -7.490 8.47e-14 ***
## C01_LT277_KG.Out_PV 6.170 7.52e-10 ***
## C01_LT255.Out_PV -1.882 0.059867 .
## C01_DT315A.Out_PV 0.757 0.449096
## C01_TT135.Out_PV -15.889 < 2e-16 ***
## C01_LT515.Out_PV 0.934 0.350458
## C01_LT513.Out_PV 3.230 0.001247 **
## C01_PT600F.Out_PV -4.123 3.82e-05 ***
## C01_TT236.Out_PV -7.083 1.67e-12 ***
## C01_LT267_KG.Out_PV 10.369 < 2e-16 ***
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration 6.277 3.83e-10 ***
## C01_PT301.Out_PV -1.068 0.285779
## C01_PT36712.Out_PV 1.303 0.192609
## C01_TT260.Out_PV 7.293 3.65e-13 ***
## C01_PT36757.Out_PV -1.224 0.221198
## C01_TT600B.Out_PV 4.296 1.78e-05 ***
## C01_TT115A.Out_PV -1.292 0.196305
## C01_TT226.Out_PV 1.175 0.240196
## C01_TT950A.Out_PV 1.694 0.090360 .
## C01_PT214.Out_PV 3.608 0.000313 ***
## C01_PT36713.Out_PV 5.015 5.54e-07 ***
## C01_TT210A.Out_PV -2.904 0.003702 **
## C01_TT221.Out_PV 15.260 < 2e-16 ***
## C01_PT36750.Out_PV 0.639 0.523172
## C01_PT213.Out_PV 0.718 0.472581
## C01_PT36758.Out_PV 7.077 1.74e-12 ***
## C01_PT319.Out_PV 5.002 5.94e-07 ***
## C01_PT36765.Out_PV -2.055 0.039918 *
## C01_TT000A.Out_PV -5.215 1.93e-07 ***
## C01_DT113A.Out_PV -3.854 0.000118 ***
## C01_PT290B.Out_PV 4.242 2.27e-05 ***
## C01_PT215.Out_PV 2.056 0.039897 *
## C01_TT274.Out_PV -7.905 3.47e-15 ***
## C01_PC000_PID.PV 2.844 0.004475 **
## C01_PT36756.Out_PV 0.823 0.410392
## C01_TT290.Out_PV -3.453 0.000561 ***
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration -5.914 3.62e-09 ***
## C01_PT36764.Out_PV -1.473 0.140955
## C01_DT114A.Out_PV -3.532 0.000418 ***
## C01_DT115A.Out_PV -5.177 2.37e-07 ***
## C01_PT000B.Out_PV 1.087 0.276915
## C01_PT36751.Out_PV -0.965 0.334851
## C01_TT224.Out_PV 9.630 < 2e-16 ***
## C01_DT224.Out_PV 2.636 0.008426 **
## C01_DT267.Out_PV -5.077 4.02e-07 ***
## C01_AT000A.Out_PV -1.381 0.167509
## C01_PT36754.Out_PV 5.050 4.61e-07 ***
## C01_AT335.Out_PV 11.706 < 2e-16 ***
## C01_PT36755.Out_PV -2.068 0.038715 *
## C01_PT36767.Out_PV 0.423 0.672147
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -1.044 0.296649
## C01_AT000A_Raw.Out_PV 6.882 6.84e-12 ***
## C01_PIT790B.Out_PV -2.069 0.038583 *
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration -3.376 0.000743 ***
## C01_DT330.Out_PV 1.193 0.233076
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration 5.603 2.25e-08 ***
## C01_DT260.Out_PV -22.797 < 2e-16 ***
## C01_PT279.Out_PV -4.759 2.02e-06 ***
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -17.636 < 2e-16 ***
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration 3.730 0.000194 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.2753 on 3893 degrees of freedom
## Multiple R-squared: 0.9255, Adjusted R-squared: 0.9242
## F-statistic: 701 on 69 and 3893 DF, p-value: < 2.2e-16library(car)
v1<-data.frame(vif(lr))
v1 <- cbind(variable = row.names(v1), v1)
names(v1)<-c("NameTag","VIF")
###C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration
drop.cols <- c('C01_Feed05_Sys210_Ingredient.Val_CurrentBMTConcentration')
data3<-data3%>%select(-drop.cols)
lr = lm( C01_VT000.Out_PV~., data = data3)
summary(lr)##
## Call:
## lm(formula = C01_VT000.Out_PV ~ ., data = data3)
##
## Residuals:
## Min 1Q Median 3Q Max
## -4.4497 -0.1165 -0.0040 0.1130 2.6973
##
## Coefficients:
## Estimate Std. Error
## (Intercept) -7.014e-16 5.392e-03
## C01_CTRL.BMT_Level 1.367e-02 8.320e-03
## C01_CT950A.Out_PV -1.457e-02 6.329e-03
## C01_LT268.Out_PV 1.209e-01 1.652e-02
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration -1.109e-03 9.556e-03
## C01_AT135.Out_PV -1.399e-02 7.440e-03
## C01_TT335.Out_PV -6.054e-02 1.821e-02
## C01_DT313A.Out_PV -2.958e-03 1.846e-02
## C01_LT514.Out_PV -2.138e-02 1.073e-02
## C01_TT208.Out_PV -2.058e-01 1.552e-02
## C01_LT277_KG.Out_PV 5.280e-02 7.003e-03
## C01_LT255.Out_PV -2.940e-02 7.177e-03
## C01_DT315A.Out_PV 8.987e-03 1.370e-02
## C01_TT135.Out_PV -2.830e-01 1.624e-02
## C01_LT515.Out_PV 2.138e-02 9.460e-03
## C01_LT513.Out_PV 2.765e-02 6.896e-03
## C01_PT600F.Out_PV -1.518e-01 1.280e-02
## C01_TT236.Out_PV -1.127e-01 1.704e-02
## C01_LT267_KG.Out_PV 1.742e-01 1.233e-02
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration -8.004e-02 1.289e-02
## C01_PT301.Out_PV -7.492e-03 1.279e-02
## C01_PT36712.Out_PV 4.155e-03 5.506e-03
## C01_TT260.Out_PV 1.079e-01 1.538e-02
## C01_PT36757.Out_PV -1.896e-02 1.556e-02
## C01_TT600B.Out_PV 1.727e-01 1.485e-02
## C01_TT115A.Out_PV -8.460e-02 1.658e-02
## C01_TT226.Out_PV 5.272e-03 8.955e-03
## C01_TT950A.Out_PV -3.652e-04 8.720e-03
## C01_PT214.Out_PV -1.375e-03 8.836e-03
## C01_PT36713.Out_PV 3.360e-02 1.320e-02
## C01_TT210A.Out_PV -7.173e-02 9.490e-03
## C01_TT221.Out_PV 2.807e-01 1.472e-02
## C01_PT36750.Out_PV -3.172e-03 1.376e-02
## C01_PT213.Out_PV 4.139e-02 1.690e-02
## C01_PT36758.Out_PV 6.578e-03 1.576e-02
## C01_PT319.Out_PV 7.758e-02 1.900e-02
## C01_PT36765.Out_PV 2.854e-02 1.671e-02
## C01_TT000A.Out_PV -2.594e-01 1.565e-02
## C01_DT113A.Out_PV -1.435e-02 8.096e-03
## C01_PT290B.Out_PV 3.483e-02 1.175e-02
## C01_PT215.Out_PV 6.852e-02 1.259e-02
## C01_TT274.Out_PV -4.761e-02 6.721e-03
## C01_PC000_PID.PV 8.239e-02 1.782e-02
## C01_PT36756.Out_PV -2.849e-02 1.962e-02
## C01_TT290.Out_PV 1.231e-03 1.220e-02
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration 1.188e-01 1.371e-02
## C01_PT36764.Out_PV 2.514e-02 1.041e-02
## C01_DT114A.Out_PV -3.972e-02 8.726e-03
## C01_DT115A.Out_PV -2.468e-02 9.406e-03
## C01_PT000B.Out_PV -1.766e-02 1.623e-02
## C01_PT36751.Out_PV -1.363e-02 8.763e-03
## C01_TT224.Out_PV 7.006e-02 8.249e-03
## C01_DT224.Out_PV 1.816e-01 1.692e-02
## C01_DT267.Out_PV 8.501e-03 1.248e-02
## C01_AT000A.Out_PV -8.172e-03 7.374e-03
## C01_PT36754.Out_PV -9.436e-02 1.003e-02
## C01_AT335.Out_PV 1.205e-01 1.158e-02
## C01_PT36755.Out_PV -7.133e-02 1.258e-02
## C01_PT36767.Out_PV -4.228e-03 6.579e-03
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -6.836e-04 6.345e-03
## C01_AT000A_Raw.Out_PV 1.672e-01 1.282e-02
## C01_PIT790B.Out_PV -2.075e-02 5.665e-03
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration -2.272e-02 7.819e-03
## C01_DT330.Out_PV 1.533e-02 5.770e-03
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -1.504e-01 1.508e-02
## C01_DT260.Out_PV -2.587e-01 1.422e-02
## C01_PT279.Out_PV -3.482e-02 1.334e-02
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -2.419e-01 9.150e-03
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration -1.494e-01 1.155e-02
## t value Pr(>|t|)
## (Intercept) 0.000 1.000000
## C01_CTRL.BMT_Level 1.643 0.100377
## C01_CT950A.Out_PV -2.302 0.021404 *
## C01_LT268.Out_PV 7.321 2.98e-13 ***
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration -0.116 0.907621
## C01_AT135.Out_PV -1.880 0.060144 .
## C01_TT335.Out_PV -3.324 0.000895 ***
## C01_DT313A.Out_PV -0.160 0.872709
## C01_LT514.Out_PV -1.993 0.046295 *
## C01_TT208.Out_PV -13.257 < 2e-16 ***
## C01_LT277_KG.Out_PV 7.539 5.84e-14 ***
## C01_LT255.Out_PV -4.097 4.27e-05 ***
## C01_DT315A.Out_PV 0.656 0.511870
## C01_TT135.Out_PV -17.424 < 2e-16 ***
## C01_LT515.Out_PV 2.260 0.023880 *
## C01_LT513.Out_PV 4.009 6.20e-05 ***
## C01_PT600F.Out_PV -11.864 < 2e-16 ***
## C01_TT236.Out_PV -6.615 4.23e-11 ***
## C01_LT267_KG.Out_PV 14.128 < 2e-16 ***
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration -6.208 5.93e-10 ***
## C01_PT301.Out_PV -0.586 0.558066
## C01_PT36712.Out_PV 0.755 0.450544
## C01_TT260.Out_PV 7.012 2.75e-12 ***
## C01_PT36757.Out_PV -1.218 0.223161
## C01_TT600B.Out_PV 11.628 < 2e-16 ***
## C01_TT115A.Out_PV -5.102 3.52e-07 ***
## C01_TT226.Out_PV 0.589 0.556053
## C01_TT950A.Out_PV -0.042 0.966598
## C01_PT214.Out_PV -0.156 0.876317
## C01_PT36713.Out_PV 2.546 0.010937 *
## C01_TT210A.Out_PV -7.558 5.06e-14 ***
## C01_TT221.Out_PV 19.071 < 2e-16 ***
## C01_PT36750.Out_PV -0.231 0.817685
## C01_PT213.Out_PV 2.449 0.014366 *
## C01_PT36758.Out_PV 0.417 0.676519
## C01_PT319.Out_PV 4.082 4.55e-05 ***
## C01_PT36765.Out_PV 1.708 0.087758 .
## C01_TT000A.Out_PV -16.578 < 2e-16 ***
## C01_DT113A.Out_PV -1.773 0.076364 .
## C01_PT290B.Out_PV 2.963 0.003068 **
## C01_PT215.Out_PV 5.443 5.56e-08 ***
## C01_TT274.Out_PV -7.084 1.65e-12 ***
## C01_PC000_PID.PV 4.624 3.89e-06 ***
## C01_PT36756.Out_PV -1.452 0.146523
## C01_TT290.Out_PV 0.101 0.919604
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration 8.667 < 2e-16 ***
## C01_PT36764.Out_PV 2.416 0.015725 *
## C01_DT114A.Out_PV -4.552 5.48e-06 ***
## C01_DT115A.Out_PV -2.624 0.008735 **
## C01_PT000B.Out_PV -1.088 0.276735
## C01_PT36751.Out_PV -1.556 0.119837
## C01_TT224.Out_PV 8.493 < 2e-16 ***
## C01_DT224.Out_PV 10.728 < 2e-16 ***
## C01_DT267.Out_PV 0.681 0.495702
## C01_AT000A.Out_PV -1.108 0.267865
## C01_PT36754.Out_PV -9.407 < 2e-16 ***
## C01_AT335.Out_PV 10.412 < 2e-16 ***
## C01_PT36755.Out_PV -5.671 1.53e-08 ***
## C01_PT36767.Out_PV -0.643 0.520506
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -0.108 0.914212
## C01_AT000A_Raw.Out_PV 13.041 < 2e-16 ***
## C01_PIT790B.Out_PV -3.663 0.000253 ***
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration -2.906 0.003680 **
## C01_DT330.Out_PV 2.656 0.007933 **
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -9.976 < 2e-16 ***
## C01_DT260.Out_PV -18.190 < 2e-16 ***
## C01_PT279.Out_PV -2.610 0.009084 **
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -26.435 < 2e-16 ***
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration -12.938 < 2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.3394 on 3894 degrees of freedom
## Multiple R-squared: 0.8868, Adjusted R-squared: 0.8848
## F-statistic: 448.4 on 68 and 3894 DF, p-value: < 2.2e-16library(car)
v1<-data.frame(vif(lr))
v1 <- cbind(variable = row.names(v1), v1)
names(v1)<-c("NameTag","VIF")
###C01_PT36756.Out_PV
drop.cols <- c('C01_PT36756.Out_PV')
data3<-data3%>%select(-drop.cols)
lr = lm( C01_VT000.Out_PV~., data = data3)
summary(lr)##
## Call:
## lm(formula = C01_VT000.Out_PV ~ ., data = data3)
##
## Residuals:
## Min 1Q Median 3Q Max
## -4.4597 -0.1170 -0.0034 0.1127 2.7015
##
## Coefficients:
## Estimate Std. Error
## (Intercept) -8.643e-16 5.393e-03
## C01_CTRL.BMT_Level 1.522e-02 8.254e-03
## C01_CT950A.Out_PV -1.452e-02 6.330e-03
## C01_LT268.Out_PV 1.241e-01 1.637e-02
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration -1.392e-03 9.556e-03
## C01_AT135.Out_PV -1.412e-02 7.440e-03
## C01_TT335.Out_PV -5.908e-02 1.818e-02
## C01_DT313A.Out_PV -5.427e-03 1.838e-02
## C01_LT514.Out_PV -2.305e-02 1.066e-02
## C01_TT208.Out_PV -2.073e-01 1.549e-02
## C01_LT277_KG.Out_PV 5.145e-02 6.942e-03
## C01_LT255.Out_PV -2.862e-02 7.158e-03
## C01_DT315A.Out_PV 9.569e-03 1.370e-02
## C01_TT135.Out_PV -2.841e-01 1.623e-02
## C01_LT515.Out_PV 2.238e-02 9.436e-03
## C01_LT513.Out_PV 2.782e-02 6.896e-03
## C01_PT600F.Out_PV -1.528e-01 1.278e-02
## C01_TT236.Out_PV -1.141e-01 1.702e-02
## C01_LT267_KG.Out_PV 1.784e-01 1.198e-02
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration -8.223e-02 1.281e-02
## C01_PT301.Out_PV -1.424e-02 1.192e-02
## C01_PT36712.Out_PV 4.227e-03 5.507e-03
## C01_TT260.Out_PV 1.049e-01 1.525e-02
## C01_PT36757.Out_PV -2.200e-02 1.542e-02
## C01_TT600B.Out_PV 1.706e-01 1.478e-02
## C01_TT115A.Out_PV -8.816e-02 1.640e-02
## C01_TT226.Out_PV 5.117e-03 8.955e-03
## C01_TT950A.Out_PV 5.750e-04 8.697e-03
## C01_PT214.Out_PV -1.927e-03 8.829e-03
## C01_PT36713.Out_PV 3.405e-02 1.320e-02
## C01_TT210A.Out_PV -7.151e-02 9.490e-03
## C01_TT221.Out_PV 2.811e-01 1.472e-02
## C01_PT36750.Out_PV -4.559e-03 1.373e-02
## C01_PT213.Out_PV 4.332e-02 1.685e-02
## C01_PT36758.Out_PV -3.010e-03 1.432e-02
## C01_PT319.Out_PV 7.376e-02 1.882e-02
## C01_PT36765.Out_PV 2.958e-02 1.670e-02
## C01_TT000A.Out_PV -2.520e-01 1.478e-02
## C01_DT113A.Out_PV -1.518e-02 8.077e-03
## C01_PT290B.Out_PV 3.321e-02 1.170e-02
## C01_PT215.Out_PV 6.805e-02 1.259e-02
## C01_TT274.Out_PV -4.745e-02 6.721e-03
## C01_PC000_PID.PV 7.834e-02 1.760e-02
## C01_TT290.Out_PV 4.380e-03 1.200e-02
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration 1.146e-01 1.340e-02
## C01_PT36764.Out_PV 2.683e-02 1.034e-02
## C01_DT114A.Out_PV -3.934e-02 8.724e-03
## C01_DT115A.Out_PV -2.427e-02 9.403e-03
## C01_PT000B.Out_PV -1.300e-02 1.591e-02
## C01_PT36751.Out_PV -1.500e-02 8.714e-03
## C01_TT224.Out_PV 6.971e-02 8.247e-03
## C01_DT224.Out_PV 1.909e-01 1.565e-02
## C01_DT267.Out_PV 1.070e-02 1.239e-02
## C01_AT000A.Out_PV -7.396e-03 7.356e-03
## C01_PT36754.Out_PV -9.580e-02 9.983e-03
## C01_AT335.Out_PV 1.227e-01 1.148e-02
## C01_PT36755.Out_PV -7.254e-02 1.255e-02
## C01_PT36767.Out_PV -3.484e-03 6.560e-03
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -4.222e-04 6.344e-03
## C01_AT000A_Raw.Out_PV 1.699e-01 1.269e-02
## C01_PIT790B.Out_PV -2.090e-02 5.664e-03
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration -2.363e-02 7.795e-03
## C01_DT330.Out_PV 1.590e-02 5.758e-03
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -1.515e-01 1.506e-02
## C01_DT260.Out_PV -2.549e-01 1.398e-02
## C01_PT279.Out_PV -3.504e-02 1.334e-02
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -2.428e-01 9.129e-03
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration -1.525e-01 1.134e-02
## t value Pr(>|t|)
## (Intercept) 0.000 1.000000
## C01_CTRL.BMT_Level 1.844 0.065331 .
## C01_CT950A.Out_PV -2.294 0.021830 *
## C01_LT268.Out_PV 7.582 4.23e-14 ***
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration -0.146 0.884174
## C01_AT135.Out_PV -1.898 0.057753 .
## C01_TT335.Out_PV -3.249 0.001168 **
## C01_DT313A.Out_PV -0.295 0.767844
## C01_LT514.Out_PV -2.161 0.030734 *
## C01_TT208.Out_PV -13.389 < 2e-16 ***
## C01_LT277_KG.Out_PV 7.411 1.53e-13 ***
## C01_LT255.Out_PV -3.998 6.49e-05 ***
## C01_DT315A.Out_PV 0.699 0.484813
## C01_TT135.Out_PV -17.509 < 2e-16 ***
## C01_LT515.Out_PV 2.372 0.017759 *
## C01_LT513.Out_PV 4.034 5.60e-05 ***
## C01_PT600F.Out_PV -11.948 < 2e-16 ***
## C01_TT236.Out_PV -6.707 2.28e-11 ***
## C01_LT267_KG.Out_PV 14.894 < 2e-16 ***
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration -6.421 1.52e-10 ***
## C01_PT301.Out_PV -1.195 0.232116
## C01_PT36712.Out_PV 0.768 0.442759
## C01_TT260.Out_PV 6.879 6.97e-12 ***
## C01_PT36757.Out_PV -1.427 0.153740
## C01_TT600B.Out_PV 11.540 < 2e-16 ***
## C01_TT115A.Out_PV -5.375 8.12e-08 ***
## C01_TT226.Out_PV 0.571 0.567726
## C01_TT950A.Out_PV 0.066 0.947294
## C01_PT214.Out_PV -0.218 0.827195
## C01_PT36713.Out_PV 2.580 0.009923 **
## C01_TT210A.Out_PV -7.535 6.06e-14 ***
## C01_TT221.Out_PV 19.101 < 2e-16 ***
## C01_PT36750.Out_PV -0.332 0.739797
## C01_PT213.Out_PV 2.571 0.010189 *
## C01_PT36758.Out_PV -0.210 0.833498
## C01_PT319.Out_PV 3.919 9.06e-05 ***
## C01_PT36765.Out_PV 1.772 0.076542 .
## C01_TT000A.Out_PV -17.044 < 2e-16 ***
## C01_DT113A.Out_PV -1.879 0.060289 .
## C01_PT290B.Out_PV 2.838 0.004565 **
## C01_PT215.Out_PV 5.406 6.83e-08 ***
## C01_TT274.Out_PV -7.060 1.97e-12 ***
## C01_PC000_PID.PV 4.451 8.80e-06 ***
## C01_TT290.Out_PV 0.365 0.715176
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration 8.552 < 2e-16 ***
## C01_PT36764.Out_PV 2.594 0.009510 **
## C01_DT114A.Out_PV -4.510 6.67e-06 ***
## C01_DT115A.Out_PV -2.581 0.009876 **
## C01_PT000B.Out_PV -0.817 0.414094
## C01_PT36751.Out_PV -1.722 0.085221 .
## C01_TT224.Out_PV 8.453 < 2e-16 ***
## C01_DT224.Out_PV 12.201 < 2e-16 ***
## C01_DT267.Out_PV 0.864 0.387670
## C01_AT000A.Out_PV -1.005 0.314727
## C01_PT36754.Out_PV -9.597 < 2e-16 ***
## C01_AT335.Out_PV 10.693 < 2e-16 ***
## C01_PT36755.Out_PV -5.778 8.14e-09 ***
## C01_PT36767.Out_PV -0.531 0.595414
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -0.067 0.946944
## C01_AT000A_Raw.Out_PV 13.396 < 2e-16 ***
## C01_PIT790B.Out_PV -3.689 0.000228 ***
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration -3.032 0.002448 **
## C01_DT330.Out_PV 2.761 0.005782 **
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -10.059 < 2e-16 ***
## C01_DT260.Out_PV -18.234 < 2e-16 ***
## C01_PT279.Out_PV -2.626 0.008669 **
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -26.596 < 2e-16 ***
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration -13.450 < 2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.3395 on 3895 degrees of freedom
## Multiple R-squared: 0.8867, Adjusted R-squared: 0.8847
## F-statistic: 454.9 on 67 and 3895 DF, p-value: < 2.2e-16library(car)
v1<-data.frame(vif(lr))
v1 <- cbind(variable = row.names(v1), v1)
names(v1)<-c("NameTag","VIF")
###C01_PT319.Out_PV
drop.cols <- c('C01_PT319.Out_PV')
data3<-data3%>%select(-drop.cols)
lr = lm( C01_VT000.Out_PV~., data = data3)
summary(lr)##
## Call:
## lm(formula = C01_VT000.Out_PV ~ ., data = data3)
##
## Residuals:
## Min 1Q Median 3Q Max
## -4.4815 -0.1158 -0.0046 0.1086 2.6840
##
## Coefficients:
## Estimate Std. Error
## (Intercept) -9.204e-16 5.403e-03
## C01_CTRL.BMT_Level 1.441e-02 8.266e-03
## C01_CT950A.Out_PV -1.609e-02 6.328e-03
## C01_LT268.Out_PV 1.357e-01 1.613e-02
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration -1.834e-03 9.572e-03
## C01_AT135.Out_PV -1.212e-02 7.436e-03
## C01_TT335.Out_PV -4.725e-02 1.797e-02
## C01_DT313A.Out_PV 1.686e-03 1.833e-02
## C01_LT514.Out_PV -2.035e-02 1.066e-02
## C01_TT208.Out_PV -2.022e-01 1.546e-02
## C01_LT277_KG.Out_PV 5.066e-02 6.952e-03
## C01_LT255.Out_PV -2.982e-02 7.165e-03
## C01_DT315A.Out_PV 1.219e-02 1.371e-02
## C01_TT135.Out_PV -2.851e-01 1.626e-02
## C01_LT515.Out_PV 2.360e-02 9.448e-03
## C01_LT513.Out_PV 2.959e-02 6.894e-03
## C01_PT600F.Out_PV -1.527e-01 1.281e-02
## C01_TT236.Out_PV -1.318e-01 1.644e-02
## C01_LT267_KG.Out_PV 1.783e-01 1.200e-02
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration -8.705e-02 1.277e-02
## C01_PT301.Out_PV -1.578e-02 1.193e-02
## C01_PT36712.Out_PV 3.932e-03 5.516e-03
## C01_TT260.Out_PV 1.060e-01 1.527e-02
## C01_PT36757.Out_PV -1.807e-02 1.542e-02
## C01_TT600B.Out_PV 1.642e-01 1.472e-02
## C01_TT115A.Out_PV -9.399e-02 1.636e-02
## C01_TT226.Out_PV 5.344e-03 8.971e-03
## C01_TT950A.Out_PV 3.631e-03 8.678e-03
## C01_PT214.Out_PV -7.519e-04 8.840e-03
## C01_PT36713.Out_PV 3.216e-02 1.321e-02
## C01_TT210A.Out_PV -6.582e-02 9.396e-03
## C01_TT221.Out_PV 2.902e-01 1.456e-02
## C01_PT36750.Out_PV -1.428e-02 1.353e-02
## C01_PT213.Out_PV 4.151e-02 1.688e-02
## C01_PT36758.Out_PV -2.308e-03 1.434e-02
## C01_PT36765.Out_PV 7.614e-02 1.175e-02
## C01_TT000A.Out_PV -2.548e-01 1.479e-02
## C01_DT113A.Out_PV -1.239e-02 8.060e-03
## C01_PT290B.Out_PV 3.353e-02 1.172e-02
## C01_PT215.Out_PV 6.711e-02 1.261e-02
## C01_TT274.Out_PV -5.087e-02 6.677e-03
## C01_PC000_PID.PV 8.120e-02 1.762e-02
## C01_TT290.Out_PV 9.780e-03 1.195e-02
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration 1.187e-01 1.338e-02
## C01_PT36764.Out_PV 2.573e-02 1.036e-02
## C01_DT114A.Out_PV -3.475e-02 8.660e-03
## C01_DT115A.Out_PV -2.288e-02 9.414e-03
## C01_PT000B.Out_PV -1.841e-02 1.588e-02
## C01_PT36751.Out_PV -1.568e-02 8.728e-03
## C01_TT224.Out_PV 6.977e-02 8.262e-03
## C01_DT224.Out_PV 1.874e-01 1.565e-02
## C01_DT267.Out_PV 7.319e-03 1.238e-02
## C01_AT000A.Out_PV -4.629e-03 7.335e-03
## C01_PT36754.Out_PV -9.522e-02 1.000e-02
## C01_AT335.Out_PV 1.178e-01 1.143e-02
## C01_PT36755.Out_PV -8.134e-02 1.237e-02
## C01_PT36767.Out_PV -5.191e-03 6.558e-03
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -1.138e-03 6.353e-03
## C01_AT000A_Raw.Out_PV 1.673e-01 1.269e-02
## C01_PIT790B.Out_PV -2.112e-02 5.675e-03
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration -2.094e-02 7.779e-03
## C01_DT330.Out_PV 1.662e-02 5.765e-03
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -1.628e-01 1.481e-02
## C01_DT260.Out_PV -2.558e-01 1.400e-02
## C01_PT279.Out_PV -2.795e-02 1.324e-02
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -2.428e-01 9.146e-03
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration -1.475e-01 1.129e-02
## t value Pr(>|t|)
## (Intercept) 0.000 1.00000
## C01_CTRL.BMT_Level 1.744 0.08128 .
## C01_CT950A.Out_PV -2.543 0.01103 *
## C01_LT268.Out_PV 8.413 < 2e-16 ***
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration -0.192 0.84811
## C01_AT135.Out_PV -1.630 0.10327
## C01_TT335.Out_PV -2.630 0.00857 **
## C01_DT313A.Out_PV 0.092 0.92671
## C01_LT514.Out_PV -1.908 0.05640 .
## C01_TT208.Out_PV -13.078 < 2e-16 ***
## C01_LT277_KG.Out_PV 7.287 3.83e-13 ***
## C01_LT255.Out_PV -4.162 3.22e-05 ***
## C01_DT315A.Out_PV 0.889 0.37401
## C01_TT135.Out_PV -17.538 < 2e-16 ***
## C01_LT515.Out_PV 2.498 0.01254 *
## C01_LT513.Out_PV 4.293 1.81e-05 ***
## C01_PT600F.Out_PV -11.925 < 2e-16 ***
## C01_TT236.Out_PV -8.016 1.44e-15 ***
## C01_LT267_KG.Out_PV 14.855 < 2e-16 ***
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration -6.817 1.08e-11 ***
## C01_PT301.Out_PV -1.322 0.18614
## C01_PT36712.Out_PV 0.713 0.47597
## C01_TT260.Out_PV 6.941 4.54e-12 ***
## C01_PT36757.Out_PV -1.172 0.24109
## C01_TT600B.Out_PV 11.157 < 2e-16 ***
## C01_TT115A.Out_PV -5.744 9.96e-09 ***
## C01_TT226.Out_PV 0.596 0.55145
## C01_TT950A.Out_PV 0.418 0.67564
## C01_PT214.Out_PV -0.085 0.93222
## C01_PT36713.Out_PV 2.434 0.01496 *
## C01_TT210A.Out_PV -7.005 2.90e-12 ***
## C01_TT221.Out_PV 19.940 < 2e-16 ***
## C01_PT36750.Out_PV -1.056 0.29098
## C01_PT213.Out_PV 2.460 0.01395 *
## C01_PT36758.Out_PV -0.161 0.87218
## C01_PT36765.Out_PV 6.477 1.05e-10 ***
## C01_TT000A.Out_PV -17.224 < 2e-16 ***
## C01_DT113A.Out_PV -1.537 0.12429
## C01_PT290B.Out_PV 2.860 0.00426 **
## C01_PT215.Out_PV 5.323 1.08e-07 ***
## C01_TT274.Out_PV -7.618 3.22e-14 ***
## C01_PC000_PID.PV 4.608 4.19e-06 ***
## C01_TT290.Out_PV 0.819 0.41298
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration 8.873 < 2e-16 ***
## C01_PT36764.Out_PV 2.484 0.01302 *
## C01_DT114A.Out_PV -4.012 6.12e-05 ***
## C01_DT115A.Out_PV -2.431 0.01510 *
## C01_PT000B.Out_PV -1.159 0.24657
## C01_PT36751.Out_PV -1.796 0.07252 .
## C01_TT224.Out_PV 8.445 < 2e-16 ***
## C01_DT224.Out_PV 11.975 < 2e-16 ***
## C01_DT267.Out_PV 0.591 0.55442
## C01_AT000A.Out_PV -0.631 0.52802
## C01_PT36754.Out_PV -9.521 < 2e-16 ***
## C01_AT335.Out_PV 10.304 < 2e-16 ***
## C01_PT36755.Out_PV -6.574 5.55e-11 ***
## C01_PT36767.Out_PV -0.792 0.42869
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -0.179 0.85788
## C01_AT000A_Raw.Out_PV 13.185 < 2e-16 ***
## C01_PIT790B.Out_PV -3.723 0.00020 ***
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration -2.692 0.00714 **
## C01_DT330.Out_PV 2.883 0.00396 **
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -10.989 < 2e-16 ***
## C01_DT260.Out_PV -18.268 < 2e-16 ***
## C01_PT279.Out_PV -2.110 0.03490 *
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -26.552 < 2e-16 ***
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration -13.065 < 2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.3401 on 3896 degrees of freedom
## Multiple R-squared: 0.8862, Adjusted R-squared: 0.8843
## F-statistic: 459.9 on 66 and 3896 DF, p-value: < 2.2e-16library(car)
v1<-data.frame(vif(lr))
v1 <- cbind(variable = row.names(v1), v1)
names(v1)<-c("NameTag","VIF")
###C01_DT313A.Out_PV
drop.cols <- c('C01_DT313A.Out_PV')
data3<-data3%>%select(-drop.cols)
lr = lm( C01_VT000.Out_PV~., data = data3)
summary(lr)##
## Call:
## lm(formula = C01_VT000.Out_PV ~ ., data = data3)
##
## Residuals:
## Min 1Q Median 3Q Max
## -4.4802 -0.1161 -0.0047 0.1086 2.6838
##
## Coefficients:
## Estimate Std. Error
## (Intercept) -9.036e-16 5.402e-03
## C01_CTRL.BMT_Level 1.449e-02 8.227e-03
## C01_CT950A.Out_PV -1.605e-02 6.310e-03
## C01_LT268.Out_PV 1.356e-01 1.607e-02
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration -1.802e-03 9.565e-03
## C01_AT135.Out_PV -1.213e-02 7.434e-03
## C01_TT335.Out_PV -4.719e-02 1.795e-02
## C01_LT514.Out_PV -2.032e-02 1.065e-02
## C01_TT208.Out_PV -2.020e-01 1.538e-02
## C01_LT277_KG.Out_PV 5.065e-02 6.950e-03
## C01_LT255.Out_PV -2.980e-02 7.161e-03
## C01_DT315A.Out_PV 1.226e-02 1.368e-02
## C01_TT135.Out_PV -2.850e-01 1.623e-02
## C01_LT515.Out_PV 2.365e-02 9.429e-03
## C01_LT513.Out_PV 2.957e-02 6.888e-03
## C01_PT600F.Out_PV -1.528e-01 1.279e-02
## C01_TT236.Out_PV -1.317e-01 1.641e-02
## C01_LT267_KG.Out_PV 1.782e-01 1.195e-02
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration -8.707e-02 1.277e-02
## C01_PT301.Out_PV -1.598e-02 1.173e-02
## C01_PT36712.Out_PV 3.935e-03 5.515e-03
## C01_TT260.Out_PV 1.060e-01 1.526e-02
## C01_PT36757.Out_PV -1.815e-02 1.540e-02
## C01_TT600B.Out_PV 1.644e-01 1.452e-02
## C01_TT115A.Out_PV -9.404e-02 1.635e-02
## C01_TT226.Out_PV 5.365e-03 8.967e-03
## C01_TT950A.Out_PV 3.602e-03 8.671e-03
## C01_PT214.Out_PV -8.866e-04 8.717e-03
## C01_PT36713.Out_PV 3.211e-02 1.320e-02
## C01_TT210A.Out_PV -6.585e-02 9.390e-03
## C01_TT221.Out_PV 2.898e-01 1.378e-02
## C01_PT36750.Out_PV -1.435e-02 1.351e-02
## C01_PT213.Out_PV 4.281e-02 9.278e-03
## C01_PT36758.Out_PV -2.224e-03 1.431e-02
## C01_PT36765.Out_PV 7.646e-02 1.121e-02
## C01_TT000A.Out_PV -2.550e-01 1.459e-02
## C01_DT113A.Out_PV -1.263e-02 7.644e-03
## C01_PT290B.Out_PV 3.362e-02 1.168e-02
## C01_PT215.Out_PV 6.716e-02 1.260e-02
## C01_TT274.Out_PV -5.086e-02 6.676e-03
## C01_PC000_PID.PV 8.122e-02 1.762e-02
## C01_TT290.Out_PV 9.662e-03 1.187e-02
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration 1.189e-01 1.327e-02
## C01_PT36764.Out_PV 2.586e-02 1.026e-02
## C01_DT114A.Out_PV -3.476e-02 8.659e-03
## C01_DT115A.Out_PV -2.285e-02 9.406e-03
## C01_PT000B.Out_PV -1.842e-02 1.588e-02
## C01_PT36751.Out_PV -1.571e-02 8.720e-03
## C01_TT224.Out_PV 6.975e-02 8.257e-03
## C01_DT224.Out_PV 1.873e-01 1.560e-02
## C01_DT267.Out_PV 7.371e-03 1.236e-02
## C01_AT000A.Out_PV -4.665e-03 7.324e-03
## C01_PT36754.Out_PV -9.537e-02 9.854e-03
## C01_AT335.Out_PV 1.178e-01 1.142e-02
## C01_PT36755.Out_PV -8.142e-02 1.235e-02
## C01_PT36767.Out_PV -5.208e-03 6.554e-03
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -1.095e-03 6.335e-03
## C01_AT000A_Raw.Out_PV 1.673e-01 1.269e-02
## C01_PIT790B.Out_PV -2.112e-02 5.674e-03
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration -2.095e-02 7.777e-03
## C01_DT330.Out_PV 1.661e-02 5.763e-03
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -1.625e-01 1.451e-02
## C01_DT260.Out_PV -2.556e-01 1.376e-02
## C01_PT279.Out_PV -2.790e-02 1.323e-02
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -2.429e-01 9.112e-03
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration -1.473e-01 1.120e-02
## t value Pr(>|t|)
## (Intercept) 0.000 1.00000
## C01_CTRL.BMT_Level 1.761 0.07832 .
## C01_CT950A.Out_PV -2.543 0.01102 *
## C01_LT268.Out_PV 8.438 < 2e-16 ***
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration -0.188 0.85058
## C01_AT135.Out_PV -1.632 0.10284
## C01_TT335.Out_PV -2.629 0.00860 **
## C01_LT514.Out_PV -1.907 0.05663 .
## C01_TT208.Out_PV -13.132 < 2e-16 ***
## C01_LT277_KG.Out_PV 7.287 3.82e-13 ***
## C01_LT255.Out_PV -4.162 3.23e-05 ***
## C01_DT315A.Out_PV 0.896 0.37018
## C01_TT135.Out_PV -17.563 < 2e-16 ***
## C01_LT515.Out_PV 2.509 0.01216 *
## C01_LT513.Out_PV 4.293 1.81e-05 ***
## C01_PT600F.Out_PV -11.946 < 2e-16 ***
## C01_TT236.Out_PV -8.026 1.32e-15 ***
## C01_LT267_KG.Out_PV 14.909 < 2e-16 ***
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration -6.819 1.06e-11 ***
## C01_PT301.Out_PV -1.362 0.17320
## C01_PT36712.Out_PV 0.713 0.47562
## C01_TT260.Out_PV 6.943 4.47e-12 ***
## C01_PT36757.Out_PV -1.179 0.23861
## C01_TT600B.Out_PV 11.328 < 2e-16 ***
## C01_TT115A.Out_PV -5.750 9.60e-09 ***
## C01_TT226.Out_PV 0.598 0.54965
## C01_TT950A.Out_PV 0.415 0.67789
## C01_PT214.Out_PV -0.102 0.91899
## C01_PT36713.Out_PV 2.433 0.01502 *
## C01_TT210A.Out_PV -7.013 2.75e-12 ***
## C01_TT221.Out_PV 21.025 < 2e-16 ***
## C01_PT36750.Out_PV -1.062 0.28812
## C01_PT213.Out_PV 4.614 4.08e-06 ***
## C01_PT36758.Out_PV -0.155 0.87651
## C01_PT36765.Out_PV 6.820 1.05e-11 ***
## C01_TT000A.Out_PV -17.481 < 2e-16 ***
## C01_DT113A.Out_PV -1.652 0.09863 .
## C01_PT290B.Out_PV 2.879 0.00402 **
## C01_PT215.Out_PV 5.331 1.03e-07 ***
## C01_TT274.Out_PV -7.619 3.20e-14 ***
## C01_PC000_PID.PV 4.611 4.14e-06 ***
## C01_TT290.Out_PV 0.814 0.41588
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration 8.960 < 2e-16 ***
## C01_PT36764.Out_PV 2.521 0.01174 *
## C01_DT114A.Out_PV -4.014 6.07e-05 ***
## C01_DT115A.Out_PV -2.430 0.01516 *
## C01_PT000B.Out_PV -1.160 0.24619
## C01_PT36751.Out_PV -1.802 0.07167 .
## C01_TT224.Out_PV 8.447 < 2e-16 ***
## C01_DT224.Out_PV 12.007 < 2e-16 ***
## C01_DT267.Out_PV 0.596 0.55114
## C01_AT000A.Out_PV -0.637 0.52427
## C01_PT36754.Out_PV -9.679 < 2e-16 ***
## C01_AT335.Out_PV 10.312 < 2e-16 ***
## C01_PT36755.Out_PV -6.594 4.84e-11 ***
## C01_PT36767.Out_PV -0.795 0.42685
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration -0.173 0.86274
## C01_AT000A_Raw.Out_PV 13.188 < 2e-16 ***
## C01_PIT790B.Out_PV -3.723 0.00020 ***
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration -2.693 0.00710 **
## C01_DT330.Out_PV 2.882 0.00397 **
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -11.197 < 2e-16 ***
## C01_DT260.Out_PV -18.571 < 2e-16 ***
## C01_PT279.Out_PV -2.109 0.03505 *
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -26.660 < 2e-16 ***
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration -13.156 < 2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.3401 on 3897 degrees of freedom
## Multiple R-squared: 0.8862, Adjusted R-squared: 0.8844
## F-statistic: 467.1 on 65 and 3897 DF, p-value: < 2.2e-16library(car)
v1<-data.frame(vif(lr))
v1 <- cbind(variable = row.names(v1), v1)
names(v1)<-c("NameTag","VIF")
###C01_TT335.Out_PV
drop.cols <- c('C01_TT335.Out_PV')
data3<-data3%>%select(-drop.cols)
lr = lm( C01_VT000.Out_PV~., data = data3)
summary(lr)##
## Call:
## lm(formula = C01_VT000.Out_PV ~ ., data = data3)
##
## Residuals:
## Min 1Q Median 3Q Max
## -4.4209 -0.1153 -0.0049 0.1103 2.6583
##
## Coefficients:
## Estimate Std. Error
## (Intercept) -8.200e-16 5.406e-03
## C01_CTRL.BMT_Level 1.325e-02 8.220e-03
## C01_CT950A.Out_PV -1.541e-02 6.310e-03
## C01_LT268.Out_PV 1.477e-01 1.540e-02
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration 4.991e-04 9.532e-03
## C01_AT135.Out_PV -1.070e-02 7.420e-03
## C01_LT514.Out_PV -2.164e-02 1.065e-02
## C01_TT208.Out_PV -2.027e-01 1.539e-02
## C01_LT277_KG.Out_PV 5.108e-02 6.953e-03
## C01_LT255.Out_PV -3.051e-02 7.161e-03
## C01_DT315A.Out_PV 1.203e-02 1.369e-02
## C01_TT135.Out_PV -2.860e-01 1.624e-02
## C01_LT515.Out_PV 2.177e-02 9.409e-03
## C01_LT513.Out_PV 3.022e-02 6.888e-03
## C01_PT600F.Out_PV -1.489e-01 1.271e-02
## C01_TT236.Out_PV -1.458e-01 1.551e-02
## C01_LT267_KG.Out_PV 1.809e-01 1.192e-02
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration -8.597e-02 1.277e-02
## C01_PT301.Out_PV -2.358e-02 1.138e-02
## C01_PT36712.Out_PV 4.170e-03 5.519e-03
## C01_TT260.Out_PV 9.763e-02 1.494e-02
## C01_PT36757.Out_PV -2.534e-02 1.516e-02
## C01_TT600B.Out_PV 1.646e-01 1.453e-02
## C01_TT115A.Out_PV -8.918e-02 1.626e-02
## C01_TT226.Out_PV 4.515e-03 8.968e-03
## C01_TT950A.Out_PV 1.260e-03 8.632e-03
## C01_PT214.Out_PV -1.447e-03 8.721e-03
## C01_PT36713.Out_PV 3.459e-02 1.318e-02
## C01_TT210A.Out_PV -6.812e-02 9.357e-03
## C01_TT221.Out_PV 2.927e-01 1.375e-02
## C01_PT36750.Out_PV -2.168e-02 1.322e-02
## C01_PT213.Out_PV 4.403e-02 9.273e-03
## C01_PT36758.Out_PV 4.434e-04 1.429e-02
## C01_PT36765.Out_PV 7.440e-02 1.119e-02
## C01_TT000A.Out_PV -2.554e-01 1.460e-02
## C01_DT113A.Out_PV -1.111e-02 7.628e-03
## C01_PT290B.Out_PV 3.046e-02 1.163e-02
## C01_PT215.Out_PV 6.838e-02 1.260e-02
## C01_TT274.Out_PV -5.163e-02 6.675e-03
## C01_PC000_PID.PV 7.771e-02 1.758e-02
## C01_TT290.Out_PV 1.289e-02 1.182e-02
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration 1.201e-01 1.327e-02
## C01_PT36764.Out_PV 2.411e-02 1.024e-02
## C01_DT114A.Out_PV -3.587e-02 8.655e-03
## C01_DT115A.Out_PV -2.237e-02 9.411e-03
## C01_PT000B.Out_PV -2.251e-02 1.582e-02
## C01_PT36751.Out_PV -1.447e-02 8.714e-03
## C01_TT224.Out_PV 6.717e-02 8.204e-03
## C01_DT224.Out_PV 1.835e-01 1.554e-02
## C01_DT267.Out_PV 1.240e-02 1.223e-02
## C01_AT000A.Out_PV -4.770e-03 7.330e-03
## C01_PT36754.Out_PV -9.770e-02 9.821e-03
## C01_AT335.Out_PV 1.122e-01 1.123e-02
## C01_PT36755.Out_PV -7.673e-02 1.223e-02
## C01_PT36767.Out_PV -3.884e-03 6.540e-03
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration 4.687e-04 6.312e-03
## C01_AT000A_Raw.Out_PV 1.696e-01 1.267e-02
## C01_PIT790B.Out_PV -2.106e-02 5.678e-03
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration -2.029e-02 7.779e-03
## C01_DT330.Out_PV 1.635e-02 5.767e-03
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -1.634e-01 1.452e-02
## C01_DT260.Out_PV -2.523e-01 1.372e-02
## C01_PT279.Out_PV -3.298e-02 1.310e-02
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -2.459e-01 9.047e-03
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration -1.508e-01 1.113e-02
## t value Pr(>|t|)
## (Intercept) 0.000 1.000000
## C01_CTRL.BMT_Level 1.612 0.107090
## C01_CT950A.Out_PV -2.443 0.014629 *
## C01_LT268.Out_PV 9.589 < 2e-16 ***
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration 0.052 0.958243
## C01_AT135.Out_PV -1.442 0.149459
## C01_LT514.Out_PV -2.032 0.042204 *
## C01_TT208.Out_PV -13.167 < 2e-16 ***
## C01_LT277_KG.Out_PV 7.346 2.48e-13 ***
## C01_LT255.Out_PV -4.260 2.09e-05 ***
## C01_DT315A.Out_PV 0.879 0.379455
## C01_TT135.Out_PV -17.616 < 2e-16 ***
## C01_LT515.Out_PV 2.314 0.020708 *
## C01_LT513.Out_PV 4.387 1.18e-05 ***
## C01_PT600F.Out_PV -11.710 < 2e-16 ***
## C01_TT236.Out_PV -9.401 < 2e-16 ***
## C01_LT267_KG.Out_PV 15.175 < 2e-16 ***
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration -6.731 1.93e-11 ***
## C01_PT301.Out_PV -2.073 0.038241 *
## C01_PT36712.Out_PV 0.756 0.449989
## C01_TT260.Out_PV 6.535 7.18e-11 ***
## C01_PT36757.Out_PV -1.671 0.094792 .
## C01_TT600B.Out_PV 11.333 < 2e-16 ***
## C01_TT115A.Out_PV -5.484 4.42e-08 ***
## C01_TT226.Out_PV 0.503 0.614677
## C01_TT950A.Out_PV 0.146 0.883965
## C01_PT214.Out_PV -0.166 0.868204
## C01_PT36713.Out_PV 2.625 0.008697 **
## C01_TT210A.Out_PV -7.280 4.02e-13 ***
## C01_TT221.Out_PV 21.287 < 2e-16 ***
## C01_PT36750.Out_PV -1.640 0.101168
## C01_PT213.Out_PV 4.748 2.13e-06 ***
## C01_PT36758.Out_PV 0.031 0.975244
## C01_PT36765.Out_PV 6.648 3.39e-11 ***
## C01_TT000A.Out_PV -17.493 < 2e-16 ***
## C01_DT113A.Out_PV -1.456 0.145386
## C01_PT290B.Out_PV 2.620 0.008835 **
## C01_PT215.Out_PV 5.428 6.06e-08 ***
## C01_TT274.Out_PV -7.736 1.30e-14 ***
## C01_PC000_PID.PV 4.421 1.01e-05 ***
## C01_TT290.Out_PV 1.091 0.275382
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration 9.052 < 2e-16 ***
## C01_PT36764.Out_PV 2.354 0.018646 *
## C01_DT114A.Out_PV -4.145 3.47e-05 ***
## C01_DT115A.Out_PV -2.377 0.017510 *
## C01_PT000B.Out_PV -1.423 0.154751
## C01_PT36751.Out_PV -1.661 0.096775 .
## C01_TT224.Out_PV 8.187 3.60e-16 ***
## C01_DT224.Out_PV 11.804 < 2e-16 ***
## C01_DT267.Out_PV 1.014 0.310549
## C01_AT000A.Out_PV -0.651 0.515240
## C01_PT36754.Out_PV -9.948 < 2e-16 ***
## C01_AT335.Out_PV 9.989 < 2e-16 ***
## C01_PT36755.Out_PV -6.276 3.86e-10 ***
## C01_PT36767.Out_PV -0.594 0.552550
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration 0.074 0.940805
## C01_AT000A_Raw.Out_PV 13.386 < 2e-16 ***
## C01_PIT790B.Out_PV -3.709 0.000211 ***
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration -2.608 0.009142 **
## C01_DT330.Out_PV 2.836 0.004595 **
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -11.255 < 2e-16 ***
## C01_DT260.Out_PV -18.394 < 2e-16 ***
## C01_PT279.Out_PV -2.518 0.011843 *
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -27.180 < 2e-16 ***
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration -13.543 < 2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.3403 on 3898 degrees of freedom
## Multiple R-squared: 0.886, Adjusted R-squared: 0.8842
## F-statistic: 473.6 on 64 and 3898 DF, p-value: < 2.2e-16library(car)
v1<-data.frame(vif(lr))
v1 <- cbind(variable = row.names(v1), v1)
names(v1)<-c("NameTag","VIF")
###C01_PC000_PID.PV
drop.cols <- c('C01_PC000_PID.PV')
data3<-data3%>%select(-drop.cols)
lr = lm( C01_VT000.Out_PV~., data = data3)
summary(lr)##
## Call:
## lm(formula = C01_VT000.Out_PV ~ ., data = data3)
##
## Residuals:
## Min 1Q Median 3Q Max
## -4.4597 -0.1219 -0.0043 0.1163 2.6249
##
## Coefficients:
## Estimate Std. Error
## (Intercept) -1.087e-15 5.419e-03
## C01_CTRL.BMT_Level 9.000e-03 8.183e-03
## C01_CT950A.Out_PV -1.461e-02 6.323e-03
## C01_LT268.Out_PV 1.379e-01 1.528e-02
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration -7.539e-03 9.379e-03
## C01_AT135.Out_PV -1.630e-02 7.328e-03
## C01_LT514.Out_PV -1.863e-02 1.065e-02
## C01_TT208.Out_PV -2.008e-01 1.542e-02
## C01_LT277_KG.Out_PV 5.367e-02 6.945e-03
## C01_LT255.Out_PV -2.908e-02 7.171e-03
## C01_DT315A.Out_PV 1.350e-02 1.372e-02
## C01_TT135.Out_PV -2.900e-01 1.625e-02
## C01_LT515.Out_PV 2.103e-02 9.430e-03
## C01_LT513.Out_PV 3.045e-02 6.905e-03
## C01_PT600F.Out_PV -1.586e-01 1.255e-02
## C01_TT236.Out_PV -1.521e-01 1.548e-02
## C01_LT267_KG.Out_PV 1.778e-01 1.193e-02
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration -8.602e-02 1.280e-02
## C01_PT301.Out_PV -1.401e-02 1.119e-02
## C01_PT36712.Out_PV 3.555e-03 5.530e-03
## C01_TT260.Out_PV 1.030e-01 1.493e-02
## C01_PT36757.Out_PV -2.206e-02 1.518e-02
## C01_TT600B.Out_PV 1.624e-01 1.455e-02
## C01_TT115A.Out_PV -8.119e-02 1.620e-02
## C01_TT226.Out_PV 4.884e-03 8.989e-03
## C01_TT950A.Out_PV -7.376e-04 8.640e-03
## C01_PT214.Out_PV 6.128e-04 8.729e-03
## C01_PT36713.Out_PV 2.994e-02 1.316e-02
## C01_TT210A.Out_PV -7.020e-02 9.367e-03
## C01_TT221.Out_PV 2.869e-01 1.372e-02
## C01_PT36750.Out_PV -1.063e-02 1.302e-02
## C01_PT213.Out_PV 4.284e-02 9.291e-03
## C01_PT36758.Out_PV -3.222e-04 1.432e-02
## C01_PT36765.Out_PV 7.834e-02 1.118e-02
## C01_TT000A.Out_PV -2.479e-01 1.454e-02
## C01_DT113A.Out_PV -1.285e-02 7.635e-03
## C01_PT290B.Out_PV 2.710e-02 1.163e-02
## C01_PT215.Out_PV 6.735e-02 1.263e-02
## C01_TT274.Out_PV -5.184e-02 6.690e-03
## C01_TT290.Out_PV 6.614e-03 1.176e-02
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration 1.164e-01 1.328e-02
## C01_PT36764.Out_PV 2.490e-02 1.027e-02
## C01_DT114A.Out_PV -3.643e-02 8.674e-03
## C01_DT115A.Out_PV -2.495e-02 9.416e-03
## C01_PT000B.Out_PV 3.378e-02 9.404e-03
## C01_PT36751.Out_PV -1.439e-02 8.735e-03
## C01_TT224.Out_PV 7.259e-02 8.131e-03
## C01_DT224.Out_PV 1.897e-01 1.552e-02
## C01_DT267.Out_PV 1.634e-02 1.222e-02
## C01_AT000A.Out_PV -4.955e-03 7.347e-03
## C01_PT36754.Out_PV -9.940e-02 9.837e-03
## C01_AT335.Out_PV 1.102e-01 1.125e-02
## C01_PT36755.Out_PV -7.429e-02 1.224e-02
## C01_PT36767.Out_PV -4.295e-03 6.554e-03
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration 2.293e-04 6.327e-03
## C01_AT000A_Raw.Out_PV 1.641e-01 1.264e-02
## C01_PIT790B.Out_PV -2.018e-02 5.688e-03
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration -1.933e-02 7.795e-03
## C01_DT330.Out_PV 1.674e-02 5.780e-03
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -1.604e-01 1.454e-02
## C01_DT260.Out_PV -2.576e-01 1.370e-02
## C01_PT279.Out_PV -2.628e-02 1.304e-02
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -2.465e-01 9.068e-03
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration -1.506e-01 1.116e-02
## t value Pr(>|t|)
## (Intercept) 0.000 1.000000
## C01_CTRL.BMT_Level 1.100 0.271453
## C01_CT950A.Out_PV -2.311 0.020898 *
## C01_LT268.Out_PV 9.026 < 2e-16 ***
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration -0.804 0.421551
## C01_AT135.Out_PV -2.225 0.026158 *
## C01_LT514.Out_PV -1.748 0.080461 .
## C01_TT208.Out_PV -13.018 < 2e-16 ***
## C01_LT277_KG.Out_PV 7.727 1.39e-14 ***
## C01_LT255.Out_PV -4.055 5.10e-05 ***
## C01_DT315A.Out_PV 0.984 0.325126
## C01_TT135.Out_PV -17.842 < 2e-16 ***
## C01_LT515.Out_PV 2.231 0.025761 *
## C01_LT513.Out_PV 4.410 1.06e-05 ***
## C01_PT600F.Out_PV -12.636 < 2e-16 ***
## C01_TT236.Out_PV -9.823 < 2e-16 ***
## C01_LT267_KG.Out_PV 14.908 < 2e-16 ***
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration -6.720 2.08e-11 ***
## C01_PT301.Out_PV -1.252 0.210797
## C01_PT36712.Out_PV 0.643 0.520416
## C01_TT260.Out_PV 6.898 6.13e-12 ***
## C01_PT36757.Out_PV -1.453 0.146213
## C01_TT600B.Out_PV 11.161 < 2e-16 ***
## C01_TT115A.Out_PV -5.012 5.64e-07 ***
## C01_TT226.Out_PV 0.543 0.586964
## C01_TT950A.Out_PV -0.085 0.931973
## C01_PT214.Out_PV 0.070 0.944031
## C01_PT36713.Out_PV 2.274 0.022992 *
## C01_TT210A.Out_PV -7.495 8.18e-14 ***
## C01_TT221.Out_PV 20.912 < 2e-16 ***
## C01_PT36750.Out_PV -0.816 0.414292
## C01_PT213.Out_PV 4.611 4.13e-06 ***
## C01_PT36758.Out_PV -0.022 0.982052
## C01_PT36765.Out_PV 7.005 2.89e-12 ***
## C01_TT000A.Out_PV -17.056 < 2e-16 ***
## C01_DT113A.Out_PV -1.683 0.092386 .
## C01_PT290B.Out_PV 2.331 0.019822 *
## C01_PT215.Out_PV 5.334 1.02e-07 ***
## C01_TT274.Out_PV -7.748 1.18e-14 ***
## C01_TT290.Out_PV 0.562 0.573896
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration 8.766 < 2e-16 ***
## C01_PT36764.Out_PV 2.425 0.015344 *
## C01_DT114A.Out_PV -4.200 2.73e-05 ***
## C01_DT115A.Out_PV -2.650 0.008093 **
## C01_PT000B.Out_PV 3.592 0.000332 ***
## C01_PT36751.Out_PV -1.648 0.099441 .
## C01_TT224.Out_PV 8.927 < 2e-16 ***
## C01_DT224.Out_PV 12.229 < 2e-16 ***
## C01_DT267.Out_PV 1.337 0.181330
## C01_AT000A.Out_PV -0.674 0.500087
## C01_PT36754.Out_PV -10.104 < 2e-16 ***
## C01_AT335.Out_PV 9.799 < 2e-16 ***
## C01_PT36755.Out_PV -6.068 1.42e-09 ***
## C01_PT36767.Out_PV -0.655 0.512321
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration 0.036 0.971091
## C01_AT000A_Raw.Out_PV 12.987 < 2e-16 ***
## C01_PIT790B.Out_PV -3.548 0.000393 ***
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration -2.480 0.013178 *
## C01_DT330.Out_PV 2.896 0.003805 **
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -11.032 < 2e-16 ***
## C01_DT260.Out_PV -18.808 < 2e-16 ***
## C01_PT279.Out_PV -2.015 0.043957 *
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -27.179 < 2e-16 ***
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration -13.497 < 2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.3411 on 3899 degrees of freedom
## Multiple R-squared: 0.8855, Adjusted R-squared: 0.8836
## F-statistic: 478.5 on 63 and 3899 DF, p-value: < 2.2e-16library(car)
v1<-data.frame(vif(lr))
v1 <- cbind(variable = row.names(v1), v1)
names(v1)<-c("NameTag","VIF")max(v1$VIF)## [1] 8.991367FINAL REGRESSION PREDICTORS
colnames(data3)## [1] "C01_VT000.Out_PV"
## [2] "C01_CTRL.BMT_Level"
## [3] "C01_CT950A.Out_PV"
## [4] "C01_LT268.Out_PV"
## [5] "C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration"
## [6] "C01_AT135.Out_PV"
## [7] "C01_LT514.Out_PV"
## [8] "C01_TT208.Out_PV"
## [9] "C01_LT277_KG.Out_PV"
## [10] "C01_LT255.Out_PV"
## [11] "C01_DT315A.Out_PV"
## [12] "C01_TT135.Out_PV"
## [13] "C01_LT515.Out_PV"
## [14] "C01_LT513.Out_PV"
## [15] "C01_PT600F.Out_PV"
## [16] "C01_TT236.Out_PV"
## [17] "C01_LT267_KG.Out_PV"
## [18] "C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration"
## [19] "C01_PT301.Out_PV"
## [20] "C01_PT36712.Out_PV"
## [21] "C01_TT260.Out_PV"
## [22] "C01_PT36757.Out_PV"
## [23] "C01_TT600B.Out_PV"
## [24] "C01_TT115A.Out_PV"
## [25] "C01_TT226.Out_PV"
## [26] "C01_TT950A.Out_PV"
## [27] "C01_PT214.Out_PV"
## [28] "C01_PT36713.Out_PV"
## [29] "C01_TT210A.Out_PV"
## [30] "C01_TT221.Out_PV"
## [31] "C01_PT36750.Out_PV"
## [32] "C01_PT213.Out_PV"
## [33] "C01_PT36758.Out_PV"
## [34] "C01_PT36765.Out_PV"
## [35] "C01_TT000A.Out_PV"
## [36] "C01_DT113A.Out_PV"
## [37] "C01_PT290B.Out_PV"
## [38] "C01_PT215.Out_PV"
## [39] "C01_TT274.Out_PV"
## [40] "C01_TT290.Out_PV"
## [41] "C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration"
## [42] "C01_PT36764.Out_PV"
## [43] "C01_DT114A.Out_PV"
## [44] "C01_DT115A.Out_PV"
## [45] "C01_PT000B.Out_PV"
## [46] "C01_PT36751.Out_PV"
## [47] "C01_TT224.Out_PV"
## [48] "C01_DT224.Out_PV"
## [49] "C01_DT267.Out_PV"
## [50] "C01_AT000A.Out_PV"
## [51] "C01_PT36754.Out_PV"
## [52] "C01_AT335.Out_PV"
## [53] "C01_PT36755.Out_PV"
## [54] "C01_PT36767.Out_PV"
## [55] "C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration"
## [56] "C01_AT000A_Raw.Out_PV"
## [57] "C01_PIT790B.Out_PV"
## [58] "C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration"
## [59] "C01_DT330.Out_PV"
## [60] "C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration"
## [61] "C01_DT260.Out_PV"
## [62] "C01_PT279.Out_PV"
## [63] "C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration"
## [64] "C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration"###RESULTS: Goodness of fit:
summary(lr)##
## Call:
## lm(formula = C01_VT000.Out_PV ~ ., data = data3)
##
## Residuals:
## Min 1Q Median 3Q Max
## -4.4597 -0.1219 -0.0043 0.1163 2.6249
##
## Coefficients:
## Estimate Std. Error
## (Intercept) -1.087e-15 5.419e-03
## C01_CTRL.BMT_Level 9.000e-03 8.183e-03
## C01_CT950A.Out_PV -1.461e-02 6.323e-03
## C01_LT268.Out_PV 1.379e-01 1.528e-02
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration -7.539e-03 9.379e-03
## C01_AT135.Out_PV -1.630e-02 7.328e-03
## C01_LT514.Out_PV -1.863e-02 1.065e-02
## C01_TT208.Out_PV -2.008e-01 1.542e-02
## C01_LT277_KG.Out_PV 5.367e-02 6.945e-03
## C01_LT255.Out_PV -2.908e-02 7.171e-03
## C01_DT315A.Out_PV 1.350e-02 1.372e-02
## C01_TT135.Out_PV -2.900e-01 1.625e-02
## C01_LT515.Out_PV 2.103e-02 9.430e-03
## C01_LT513.Out_PV 3.045e-02 6.905e-03
## C01_PT600F.Out_PV -1.586e-01 1.255e-02
## C01_TT236.Out_PV -1.521e-01 1.548e-02
## C01_LT267_KG.Out_PV 1.778e-01 1.193e-02
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration -8.602e-02 1.280e-02
## C01_PT301.Out_PV -1.401e-02 1.119e-02
## C01_PT36712.Out_PV 3.555e-03 5.530e-03
## C01_TT260.Out_PV 1.030e-01 1.493e-02
## C01_PT36757.Out_PV -2.206e-02 1.518e-02
## C01_TT600B.Out_PV 1.624e-01 1.455e-02
## C01_TT115A.Out_PV -8.119e-02 1.620e-02
## C01_TT226.Out_PV 4.884e-03 8.989e-03
## C01_TT950A.Out_PV -7.376e-04 8.640e-03
## C01_PT214.Out_PV 6.128e-04 8.729e-03
## C01_PT36713.Out_PV 2.994e-02 1.316e-02
## C01_TT210A.Out_PV -7.020e-02 9.367e-03
## C01_TT221.Out_PV 2.869e-01 1.372e-02
## C01_PT36750.Out_PV -1.063e-02 1.302e-02
## C01_PT213.Out_PV 4.284e-02 9.291e-03
## C01_PT36758.Out_PV -3.222e-04 1.432e-02
## C01_PT36765.Out_PV 7.834e-02 1.118e-02
## C01_TT000A.Out_PV -2.479e-01 1.454e-02
## C01_DT113A.Out_PV -1.285e-02 7.635e-03
## C01_PT290B.Out_PV 2.710e-02 1.163e-02
## C01_PT215.Out_PV 6.735e-02 1.263e-02
## C01_TT274.Out_PV -5.184e-02 6.690e-03
## C01_TT290.Out_PV 6.614e-03 1.176e-02
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration 1.164e-01 1.328e-02
## C01_PT36764.Out_PV 2.490e-02 1.027e-02
## C01_DT114A.Out_PV -3.643e-02 8.674e-03
## C01_DT115A.Out_PV -2.495e-02 9.416e-03
## C01_PT000B.Out_PV 3.378e-02 9.404e-03
## C01_PT36751.Out_PV -1.439e-02 8.735e-03
## C01_TT224.Out_PV 7.259e-02 8.131e-03
## C01_DT224.Out_PV 1.897e-01 1.552e-02
## C01_DT267.Out_PV 1.634e-02 1.222e-02
## C01_AT000A.Out_PV -4.955e-03 7.347e-03
## C01_PT36754.Out_PV -9.940e-02 9.837e-03
## C01_AT335.Out_PV 1.102e-01 1.125e-02
## C01_PT36755.Out_PV -7.429e-02 1.224e-02
## C01_PT36767.Out_PV -4.295e-03 6.554e-03
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration 2.293e-04 6.327e-03
## C01_AT000A_Raw.Out_PV 1.641e-01 1.264e-02
## C01_PIT790B.Out_PV -2.018e-02 5.688e-03
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration -1.933e-02 7.795e-03
## C01_DT330.Out_PV 1.674e-02 5.780e-03
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -1.604e-01 1.454e-02
## C01_DT260.Out_PV -2.576e-01 1.370e-02
## C01_PT279.Out_PV -2.628e-02 1.304e-02
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -2.465e-01 9.068e-03
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration -1.506e-01 1.116e-02
## t value Pr(>|t|)
## (Intercept) 0.000 1.000000
## C01_CTRL.BMT_Level 1.100 0.271453
## C01_CT950A.Out_PV -2.311 0.020898 *
## C01_LT268.Out_PV 9.026 < 2e-16 ***
## C01_Feed01_Sys201_Ingredient.Val_CurrentBMTConcentration -0.804 0.421551
## C01_AT135.Out_PV -2.225 0.026158 *
## C01_LT514.Out_PV -1.748 0.080461 .
## C01_TT208.Out_PV -13.018 < 2e-16 ***
## C01_LT277_KG.Out_PV 7.727 1.39e-14 ***
## C01_LT255.Out_PV -4.055 5.10e-05 ***
## C01_DT315A.Out_PV 0.984 0.325126
## C01_TT135.Out_PV -17.842 < 2e-16 ***
## C01_LT515.Out_PV 2.231 0.025761 *
## C01_LT513.Out_PV 4.410 1.06e-05 ***
## C01_PT600F.Out_PV -12.636 < 2e-16 ***
## C01_TT236.Out_PV -9.823 < 2e-16 ***
## C01_LT267_KG.Out_PV 14.908 < 2e-16 ***
## C01_Feed15_Sys330_Ingredient.Val_CurrentBMTConcentration -6.720 2.08e-11 ***
## C01_PT301.Out_PV -1.252 0.210797
## C01_PT36712.Out_PV 0.643 0.520416
## C01_TT260.Out_PV 6.898 6.13e-12 ***
## C01_PT36757.Out_PV -1.453 0.146213
## C01_TT600B.Out_PV 11.161 < 2e-16 ***
## C01_TT115A.Out_PV -5.012 5.64e-07 ***
## C01_TT226.Out_PV 0.543 0.586964
## C01_TT950A.Out_PV -0.085 0.931973
## C01_PT214.Out_PV 0.070 0.944031
## C01_PT36713.Out_PV 2.274 0.022992 *
## C01_TT210A.Out_PV -7.495 8.18e-14 ***
## C01_TT221.Out_PV 20.912 < 2e-16 ***
## C01_PT36750.Out_PV -0.816 0.414292
## C01_PT213.Out_PV 4.611 4.13e-06 ***
## C01_PT36758.Out_PV -0.022 0.982052
## C01_PT36765.Out_PV 7.005 2.89e-12 ***
## C01_TT000A.Out_PV -17.056 < 2e-16 ***
## C01_DT113A.Out_PV -1.683 0.092386 .
## C01_PT290B.Out_PV 2.331 0.019822 *
## C01_PT215.Out_PV 5.334 1.02e-07 ***
## C01_TT274.Out_PV -7.748 1.18e-14 ***
## C01_TT290.Out_PV 0.562 0.573896
## C01_Feed29_Sys260_Ingredient.Val_CurrentBMTConcentration 8.766 < 2e-16 ***
## C01_PT36764.Out_PV 2.425 0.015344 *
## C01_DT114A.Out_PV -4.200 2.73e-05 ***
## C01_DT115A.Out_PV -2.650 0.008093 **
## C01_PT000B.Out_PV 3.592 0.000332 ***
## C01_PT36751.Out_PV -1.648 0.099441 .
## C01_TT224.Out_PV 8.927 < 2e-16 ***
## C01_DT224.Out_PV 12.229 < 2e-16 ***
## C01_DT267.Out_PV 1.337 0.181330
## C01_AT000A.Out_PV -0.674 0.500087
## C01_PT36754.Out_PV -10.104 < 2e-16 ***
## C01_AT335.Out_PV 9.799 < 2e-16 ***
## C01_PT36755.Out_PV -6.068 1.42e-09 ***
## C01_PT36767.Out_PV -0.655 0.512321
## C01_Feed10_Sys226_Ingredient.Val_CurrentBMTConcentration 0.036 0.971091
## C01_AT000A_Raw.Out_PV 12.987 < 2e-16 ***
## C01_PIT790B.Out_PV -3.548 0.000393 ***
## C01_Feed33_Sys267_Ingredient.Val_CurrentBMTConcentration -2.480 0.013178 *
## C01_DT330.Out_PV 2.896 0.003805 **
## C01_Feed28_Sys255_Ingredient.Val_CurrentBMTConcentration -11.032 < 2e-16 ***
## C01_DT260.Out_PV -18.808 < 2e-16 ***
## C01_PT279.Out_PV -2.015 0.043957 *
## C01_Feed30_Sys215_Ingredient.Val_CurrentBMTConcentration -27.179 < 2e-16 ***
## C01_Feed24_Sys213_Ingredient.Val_CurrentBMTConcentration -13.497 < 2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.3411 on 3899 degrees of freedom
## Multiple R-squared: 0.8855, Adjusted R-squared: 0.8836
## F-statistic: 478.5 on 63 and 3899 DF, p-value: < 2.2e-16coef<-data.frame(coefficients(summary(lr)))
coef <- cbind(variable = row.names(coef), coef)
names(coef)<-c("Predictor","Est","STDError","t-Value","p-Value")
coef<-coef%>%mutate(stdcoef=abs(Est/STDError))%>%arrange(stdcoef)
DD<-read.csv("C:\\Users\\chatterjee.s.5\\OneDrive - Procter and Gamble\\Desktop\\Data Dictionary.csv")
names(DD)<-c("Predictor","Description")
dim(coef)## [1] 64 6mergeddata<-merge(DD,coef)
dim(mergeddata)## [1] 63 7###Variable Importance from Multiple Linear Regression (All GCAS)
library(ggplot2)write.csv(mergeddata,"C:\\Users\\chatterjee.s.5\\OneDrive - Procter and Gamble\\Desktop\\mergeddata.csv")###Goodness of Fit Out of Sample Residual Analysis
###Test Data
test_data<-read.csv("C:\\Users\\chatterjee.s.5\\Downloads\\TagsFromHIS02_Apr15Apr30 (1).csv")
names(test_data)<-c("TagName","DateTime","Value")
library(dplyr)
test_data<-test_data%>%
mutate(TagName=as.character(TagName),
DateTime=as.character(DateTime),
Value=as.numeric(Value)
)## Warning in mask$eval_all_mutate(quo): NAs introduced by coercionlibrary(dplyr)
test_data2<-test_data %>%pivot_wider(names_from = TagName, values_from = Value)
test_data2<-test_data2%>%select(colnames(data3))colnames(test_data2)=="C01_VT000.Out_PV"## [1] TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [13] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [25] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [37] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [49] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [61] FALSE FALSE FALSE FALSEtest_data3<-as.data.frame(na.omit(scale(test_data2)))
y_test_actual <- test_data3$C01_VT000.Out_PV
y_test_variable <- test_data3[,-1]
test_predict <- predict.lm(lr,y_test_variable)
testing<- as.data.frame(cbind(y_test_actual,test_predict))
testing$error<- testing$y_test_actual - testing$test_predict
plot(testing$error)%>%abline(0,0)
mean(abs(testing$error))/mean(testing$error)## [1] 17.13581