LoanPredictionTask
Pratap Kumar Gyara
September 7, 2018
LoanData1 <- read.csv("C:\\Users\\PRATAP\\Desktop\\Subrath\\credit.csv",header = T,na.strings = c(""," ","NA"))
LoanData1[LoanData1==""] <- "NA"
View(LoanData1)
summary(LoanData1)## checking_balance months_loan_duration credit_history
## < 0 DM :274 Min. : 4.0 critical :293
## > 200 DM : 63 1st Qu.:12.0 good :530
## 1 - 200 DM:269 Median :18.0 perfect : 40
## unknown :394 Mean :20.9 poor : 88
## 3rd Qu.:24.0 very good: 49
## Max. :72.0
## purpose amount savings_balance
## business : 97 Min. : 250 < 100 DM :603
## car :337 1st Qu.: 1366 > 1000 DM : 48
## car0 : 12 Median : 2320 100 - 500 DM :103
## education : 59 Mean : 3271 500 - 1000 DM: 63
## furniture/appliances:473 3rd Qu.: 3972 unknown :183
## renovations : 22 Max. :18424
## employment_duration percent_of_income years_at_residence age
## < 1 year :172 Min. :1.000 Min. :1.000 Min. :19.00
## > 7 years :253 1st Qu.:2.000 1st Qu.:2.000 1st Qu.:27.00
## 1 - 4 years:339 Median :3.000 Median :3.000 Median :33.00
## 4 - 7 years:174 Mean :2.973 Mean :2.845 Mean :35.55
## unemployed : 62 3rd Qu.:4.000 3rd Qu.:4.000 3rd Qu.:42.00
## Max. :4.000 Max. :4.000 Max. :75.00
## other_credit housing existing_loans_count job
## bank :139 other:108 Min. :1.000 management:148
## none :814 own :713 1st Qu.:1.000 skilled :630
## store: 47 rent :179 Median :1.000 unemployed: 22
## Mean :1.407 unskilled :200
## 3rd Qu.:2.000
## Max. :4.000
## dependents phone default
## Min. :1.000 no :596 no :700
## 1st Qu.:1.000 yes:404 yes:300
## Median :1.000
## Mean :1.155
## 3rd Qu.:1.000
## Max. :2.000sum(is.na(LoanData1))## [1] 0#install.packages("mlr")
library(mlr)## Warning: package 'mlr' was built under R version 3.5.1## Loading required package: ParamHelpers## Warning: package 'ParamHelpers' was built under R version 3.5.1summarizeColumns(LoanData1)## name type na mean disp median mad
## 1 checking_balance factor 0 NA 0.6060000 NA NA
## 2 months_loan_duration integer 0 20.903 12.0588145 18.0 8.8956
## 3 credit_history factor 0 NA 0.4700000 NA NA
## 4 purpose factor 0 NA 0.5270000 NA NA
## 5 amount integer 0 3271.258 2822.7368760 2319.5 1627.1535
## 6 savings_balance factor 0 NA 0.3970000 NA NA
## 7 employment_duration factor 0 NA 0.6610000 NA NA
## 8 percent_of_income integer 0 2.973 1.1187147 3.0 1.4826
## 9 years_at_residence integer 0 2.845 1.1037179 3.0 1.4826
## 10 age integer 0 35.546 11.3754686 33.0 10.3782
## 11 other_credit factor 0 NA 0.1860000 NA NA
## 12 housing factor 0 NA 0.2870000 NA NA
## 13 existing_loans_count integer 0 1.407 0.5776545 1.0 0.0000
## 14 job factor 0 NA 0.3700000 NA NA
## 15 dependents integer 0 1.155 0.3620858 1.0 0.0000
## 16 phone factor 0 NA 0.4040000 NA NA
## 17 default factor 0 NA 0.3000000 NA NA
## min max nlevs
## 1 63 394 4
## 2 4 72 0
## 3 40 530 5
## 4 12 473 6
## 5 250 18424 0
## 6 48 603 5
## 7 62 339 5
## 8 1 4 0
## 9 1 4 0
## 10 19 75 0
## 11 47 814 3
## 12 108 713 3
## 13 1 4 0
## 14 22 630 4
## 15 1 2 0
## 16 404 596 2
## 17 300 700 2#Loan Default is the Target Variable.
barplot(table(LoanData1$default))
prop.table(table(LoanData1$defaul))##
## no yes
## 0.7 0.3#Predictors/input Variables
summary(LoanData1)## checking_balance months_loan_duration credit_history
## < 0 DM :274 Min. : 4.0 critical :293
## > 200 DM : 63 1st Qu.:12.0 good :530
## 1 - 200 DM:269 Median :18.0 perfect : 40
## unknown :394 Mean :20.9 poor : 88
## 3rd Qu.:24.0 very good: 49
## Max. :72.0
## purpose amount savings_balance
## business : 97 Min. : 250 < 100 DM :603
## car :337 1st Qu.: 1366 > 1000 DM : 48
## car0 : 12 Median : 2320 100 - 500 DM :103
## education : 59 Mean : 3271 500 - 1000 DM: 63
## furniture/appliances:473 3rd Qu.: 3972 unknown :183
## renovations : 22 Max. :18424
## employment_duration percent_of_income years_at_residence age
## < 1 year :172 Min. :1.000 Min. :1.000 Min. :19.00
## > 7 years :253 1st Qu.:2.000 1st Qu.:2.000 1st Qu.:27.00
## 1 - 4 years:339 Median :3.000 Median :3.000 Median :33.00
## 4 - 7 years:174 Mean :2.973 Mean :2.845 Mean :35.55
## unemployed : 62 3rd Qu.:4.000 3rd Qu.:4.000 3rd Qu.:42.00
## Max. :4.000 Max. :4.000 Max. :75.00
## other_credit housing existing_loans_count job
## bank :139 other:108 Min. :1.000 management:148
## none :814 own :713 1st Qu.:1.000 skilled :630
## store: 47 rent :179 Median :1.000 unemployed: 22
## Mean :1.407 unskilled :200
## 3rd Qu.:2.000
## Max. :4.000
## dependents phone default
## Min. :1.000 no :596 no :700
## 1st Qu.:1.000 yes:404 yes:300
## Median :1.000
## Mean :1.155
## 3rd Qu.:1.000
## Max. :2.000colnames(LoanData1)## [1] "checking_balance" "months_loan_duration" "credit_history"
## [4] "purpose" "amount" "savings_balance"
## [7] "employment_duration" "percent_of_income" "years_at_residence"
## [10] "age" "other_credit" "housing"
## [13] "existing_loans_count" "job" "dependents"
## [16] "phone" "default"#"checking_balance Factor Having Four levels
par(mfrow=c(1,2))
barplot(table(LoanData1$checking_balance),main = "LoanData Checking Balance ")
prop.table(table(LoanData1$checking_balance))##
## < 0 DM > 200 DM 1 - 200 DM unknown
## 0.274 0.063 0.269 0.394
#"checking_balance Factor
LoanData1$months_loan_duration <- as.factor(LoanData1$months_loan_duration)
par(mfrow=c(1,2))
barplot(table(LoanData1$months_loan_duration),main = "LoanData months_loan_duration ")
prop.table(table(LoanData1$months_loan_duration))##
## 4 5 6 7 8 9 10 11 12 13 14 15
## 0.006 0.001 0.075 0.005 0.007 0.049 0.028 0.009 0.179 0.004 0.004 0.064
## 16 18 20 21 22 24 26 27 28 30 33 36
## 0.002 0.113 0.008 0.030 0.002 0.184 0.001 0.013 0.003 0.040 0.003 0.083
## 39 40 42 45 47 48 54 60 72
## 0.005 0.001 0.011 0.005 0.001 0.048 0.002 0.013 0.001
#"Credit History Factor Having Four levels
par(mfrow=c(1,2))
barplot(table(LoanData1$credit_history),main = "LoanData Credit History ")
prop.table(table(LoanData1$credit_history))##
## critical good perfect poor very good
## 0.293 0.530 0.040 0.088 0.049
par(mfrow=c(1,2))
barplot(table(LoanData1$purpose),main = "LoanData purpose ")
prop.table(table(LoanData1$purpose))##
## business car car0
## 0.097 0.337 0.012
## education furniture/appliances renovations
## 0.059 0.473 0.022
#savings_balance
par(mfrow=c(1,2))
barplot(table(LoanData1$savings_balance),main = "LoanData savings_balance ")
prop.table(table(LoanData1$savings_balance))##
## < 100 DM > 1000 DM 100 - 500 DM 500 - 1000 DM unknown
## 0.603 0.048 0.103 0.063 0.183#employment_duration
par(mfrow=c(1,2))
barplot(table(LoanData1$employment_duration),main = "LoanData employment_duration ")
prop.table(table(LoanData1$employment_duration))##
## < 1 year > 7 years 1 - 4 years 4 - 7 years unemployed
## 0.172 0.253 0.339 0.174 0.062# other_credit
par(mfrow=c(1,2))
barplot(table(LoanData1$other_credit),main = "LoanData other_credit ")
prop.table(table(LoanData1$other_credit))##
## bank none store
## 0.139 0.814 0.047# housing
par(mfrow=c(1,2))
barplot(table(LoanData1$housing),main = "LoanData housing ")
prop.table(table(LoanData1$housing))##
## other own rent
## 0.108 0.713 0.179# job
par(mfrow=c(1,2))
barplot(table(LoanData1$job),main = "LoanData job ")
prop.table(table(LoanData1$job))##
## management skilled unemployed unskilled
## 0.148 0.630 0.022 0.200# phone
par(mfrow=c(1,2))
barplot(table(LoanData1$phone),main = "LoanData phone ")
prop.table(table(LoanData1$phone))##
## no yes
## 0.596 0.404
#This is the only predictor whose distribution looks different in the two sets.
#install.packages("ggplot2")
library(ggplot2)## Warning: package 'ggplot2' was built under R version 3.5.1attach(LoanData1)
print(ggplot(LoanData1,aes(x=default))+geom_bar()+facet_grid(.~checking_balance)+ggtitle("Loan status by checking_balance"))
print(ggplot(LoanData1,aes(x=default))+geom_bar()+facet_grid(.~credit_history)+ggtitle("Loan status by credit_history"))
print(ggplot(LoanData1,aes(x=default))+geom_bar()+facet_grid(.~purpose)+ggtitle("Loan status by purpose"))
print(ggplot(LoanData1,aes(x=default))+geom_bar()+facet_grid(.~amount)+ggtitle("Loan status by amount"))
print(ggplot(LoanData1,aes(x=default))+geom_bar()+facet_grid(.~savings_balance)+ggtitle("Loan status by savings_balance"))
print(ggplot(LoanData1,aes(x=default))+geom_bar()+facet_grid(.~ employment_duration)+ggtitle("Loan status by employment_duration"))
print(ggplot(LoanData1,aes(x=default))+geom_bar()+facet_grid(.~ other_credit)+ggtitle("Loan status by other_credit"))
print(ggplot(LoanData1,aes(x=default))+geom_bar()+facet_grid(.~housing)+ggtitle("Loan status by housing"))
print(ggplot(LoanData1,aes(x=default))+geom_bar()+facet_grid(.~job)+ggtitle("Loan status by job"))
inserting Dummy Variables
summary(LoanData1)## checking_balance months_loan_duration credit_history
## < 0 DM :274 24 :184 critical :293
## > 200 DM : 63 12 :179 good :530
## 1 - 200 DM:269 18 :113 perfect : 40
## unknown :394 36 : 83 poor : 88
## 6 : 75 very good: 49
## 15 : 64
## (Other):302
## purpose amount savings_balance
## business : 97 Min. : 250 < 100 DM :603
## car :337 1st Qu.: 1366 > 1000 DM : 48
## car0 : 12 Median : 2320 100 - 500 DM :103
## education : 59 Mean : 3271 500 - 1000 DM: 63
## furniture/appliances:473 3rd Qu.: 3972 unknown :183
## renovations : 22 Max. :18424
##
## employment_duration percent_of_income years_at_residence age
## < 1 year :172 Min. :1.000 Min. :1.000 Min. :19.00
## > 7 years :253 1st Qu.:2.000 1st Qu.:2.000 1st Qu.:27.00
## 1 - 4 years:339 Median :3.000 Median :3.000 Median :33.00
## 4 - 7 years:174 Mean :2.973 Mean :2.845 Mean :35.55
## unemployed : 62 3rd Qu.:4.000 3rd Qu.:4.000 3rd Qu.:42.00
## Max. :4.000 Max. :4.000 Max. :75.00
##
## other_credit housing existing_loans_count job
## bank :139 other:108 Min. :1.000 management:148
## none :814 own :713 1st Qu.:1.000 skilled :630
## store: 47 rent :179 Median :1.000 unemployed: 22
## Mean :1.407 unskilled :200
## 3rd Qu.:2.000
## Max. :4.000
##
## dependents phone default
## Min. :1.000 no :596 no :700
## 1st Qu.:1.000 yes:404 yes:300
## Median :1.000
## Mean :1.155
## 3rd Qu.:1.000
## Max. :2.000
## #Checking Balance Dummy Column is Bal
LoanData1$Bal <- NA
LoanData1$Bal[LoanData1$checking_balance=="< 0 DM"]=0
LoanData1$Bal[LoanData1$checking_balance=="> 200 DM"]=0
LoanData1$Bal[LoanData1$checking_balance=="1 - 200 DM"]=1
LoanData1$Bal[LoanData1$checking_balance=="unknown"]=1#Credit History Dummy Column is CH
LoanData1$CH <- NA
LoanData1$CH[LoanData1$credit_history=="critical"]=0
LoanData1$CH[LoanData1$credit_history=="poor"]=0
LoanData1$CH[LoanData1$credit_history=="good"]=1
LoanData1$CH[LoanData1$credit_history=="very good"]=1
LoanData1$CH[LoanData1$credit_history=="perfect"]=1#purpose Dummy Column Pupr here business,car,Education personal use so dummy variable"0" furniture and renevation property ="1"
LoanData1$PUR <- NA
LoanData1$PUR[LoanData1$purpose=="business"]=0
LoanData1$PUR[LoanData1$purpose=="car"]=0
LoanData1$PUR[LoanData1$purpose=="car0"]=0
LoanData1$PUR[LoanData1$purpose=="education"]=0
LoanData1$PUR[LoanData1$purpose=="furniture/appliances"]=1
LoanData1$PUR[LoanData1$purpose=="renovations"]=1#savings_balance Dummy Column is SB
LoanData1$SB[LoanData1$savings_balance=="< 100 DM"]=0
LoanData1$SB[LoanData1$savings_balance=="100 - 500 DM"]=0
LoanData1$SB[LoanData1$savings_balance=="500 - 1000 DM"]=1
LoanData1$SB[LoanData1$savings_balance=="unknown"]=0
LoanData1$SB[LoanData1$savings_balance=="> 1000 DM"]=1#employment_duration Dummy Column ED
LoanData1$ED <- NA
LoanData1$ED[LoanData1$employment_duration=="< 1 year"]=0
LoanData1$ED[LoanData1$employment_duration=="1 - 4 years"]=0
LoanData1$ED[LoanData1$employment_duration=="unemployed"]=0
LoanData1$ED[LoanData1$employment_duration=="4 - 7 years"]=1
LoanData1$ED[LoanData1$employment_duration=="> 7 years"]=1#Other Credit dummy column is OC
LoanData1$OC <- NA
LoanData1 <- LoanData1[,-24]
LoanData1$OC[LoanData1$other_credit=="bank"]=1
LoanData1$OC[LoanData1$other_credit=="store"]=1
LoanData1$OC[LoanData1$other_credit=="none"]=0#Housing dummy column is HS
LoanData1$HS <- NA
LoanData1$HS[LoanData1$housing=="own"]=1
LoanData1$HS[LoanData1$housing=="other"]=0
LoanData1$HS[LoanData1$housing=="rent"]=0#Existing Loans Dummy column is EL
LoanData1$EL <- NA
LoanData1$EL[LoanData1$existing_loans_count=="1"]=0
LoanData1$EL[LoanData1$existing_loans_count=="2"]=0
LoanData1$EL[LoanData1$existing_loans_count=="3"]=1
LoanData1$EL[LoanData1$existing_loans_count=="4"]=1#Job Dummy column isJB
LoanData1$JB <- NA
LoanData1$JB[LoanData1$job=="skilled"]=1
LoanData1$JB[LoanData1$job=="management"]=0
LoanData1$JB[LoanData1$job=="unemployed"]=0
LoanData1$JB[LoanData1$job=="unskilled"]=0#Phone dummy column is PH
LoanData1$PH <- NA
LoanData1$PH[LoanData1$phone=="yes"]=1
LoanData1$PH[LoanData1$phone=="no"]=0#Final Output Variable default dummy column is Status
LoanData1$Status <- NA
LoanData1$Status[LoanData1$default=="yes"]=1
LoanData1$Status[LoanData1$default=="no"]=0LoanData1$months_loan_duration <- as.integer(LoanData1$months_loan_duration)
colnames(LoanData1)## [1] "checking_balance" "months_loan_duration" "credit_history"
## [4] "purpose" "amount" "savings_balance"
## [7] "employment_duration" "percent_of_income" "years_at_residence"
## [10] "age" "other_credit" "housing"
## [13] "existing_loans_count" "job" "dependents"
## [16] "phone" "default" "Bal"
## [19] "CH" "PUR" "SB"
## [22] "ED" "OC" "HS"
## [25] "EL" "JB" "PH"
## [28] "Status"FinalData <- LoanData1[,-c(1,3,4,6,7,11,12,13,14,16,17)]
summary(FinalData)## months_loan_duration amount percent_of_income years_at_residence
## Min. : 1.00 Min. : 250 Min. :1.000 Min. :1.000
## 1st Qu.: 9.00 1st Qu.: 1366 1st Qu.:2.000 1st Qu.:2.000
## Median :14.00 Median : 2320 Median :3.000 Median :3.000
## Mean :14.72 Mean : 3271 Mean :2.973 Mean :2.845
## 3rd Qu.:18.00 3rd Qu.: 3972 3rd Qu.:4.000 3rd Qu.:4.000
## Max. :33.00 Max. :18424 Max. :4.000 Max. :4.000
## age dependents Bal CH
## Min. :19.00 Min. :1.000 Min. :0.000 Min. :0.000
## 1st Qu.:27.00 1st Qu.:1.000 1st Qu.:0.000 1st Qu.:0.000
## Median :33.00 Median :1.000 Median :1.000 Median :1.000
## Mean :35.55 Mean :1.155 Mean :0.663 Mean :0.619
## 3rd Qu.:42.00 3rd Qu.:1.000 3rd Qu.:1.000 3rd Qu.:1.000
## Max. :75.00 Max. :2.000 Max. :1.000 Max. :1.000
## PUR SB ED OC
## Min. :0.000 Min. :0.000 Min. :0.000 Min. :0.000
## 1st Qu.:0.000 1st Qu.:0.000 1st Qu.:0.000 1st Qu.:0.000
## Median :0.000 Median :0.000 Median :0.000 Median :0.000
## Mean :0.495 Mean :0.111 Mean :0.427 Mean :0.186
## 3rd Qu.:1.000 3rd Qu.:0.000 3rd Qu.:1.000 3rd Qu.:0.000
## Max. :1.000 Max. :1.000 Max. :1.000 Max. :1.000
## HS EL JB PH
## Min. :0.000 Min. :0.000 Min. :0.00 Min. :0.000
## 1st Qu.:0.000 1st Qu.:0.000 1st Qu.:0.00 1st Qu.:0.000
## Median :1.000 Median :0.000 Median :1.00 Median :0.000
## Mean :0.713 Mean :0.034 Mean :0.63 Mean :0.404
## 3rd Qu.:1.000 3rd Qu.:0.000 3rd Qu.:1.00 3rd Qu.:1.000
## Max. :1.000 Max. :1.000 Max. :1.00 Max. :1.000
## Status
## Min. :0.0
## 1st Qu.:0.0
## Median :0.0
## Mean :0.3
## 3rd Qu.:1.0
## Max. :1.0#install.packages("corpcor")
library(corpcor)
cor(FinalData)## months_loan_duration amount percent_of_income
## months_loan_duration 1.000000000 0.593029591 0.108641458
## amount 0.593029591 1.000000000 -0.271315701
## percent_of_income 0.108641458 -0.271315701 1.000000000
## years_at_residence 0.039578574 0.028926323 0.049302371
## age -0.048965862 0.032716417 0.058265684
## dependents -0.039060835 0.017142154 -0.071206943
## Bal 0.009556877 0.071394801 -0.022891575
## CH -0.013266537 -0.027059310 -0.029993780
## PUR -0.095872016 -0.205311459 0.091879141
## SB -0.057451899 -0.087494481 0.005685434
## ED 0.075665475 0.032745470 0.116670647
## OC 0.080477972 0.048292206 0.016139500
## HS -0.069072229 -0.117497265 0.049921864
## EL -0.067817795 -0.003562976 -0.025078673
## JB 0.069324440 -0.092636443 0.042622940
## PH 0.176154909 0.276995112 0.014412880
## Status 0.215810737 0.154738641 0.072403937
## years_at_residence age dependents
## months_loan_duration 0.0395785738 -0.048965862 -0.039060835
## amount 0.0289263231 0.032716417 0.017142154
## percent_of_income 0.0493023708 0.058265684 -0.071206943
## years_at_residence 1.0000000000 0.266419184 0.042643426
## age 0.2664191840 1.000000000 0.118200833
## dependents 0.0426434260 0.118200833 1.000000000
## Bal -0.0503116459 -0.008744916 -0.051237272
## CH -0.0710334790 -0.162812326 -0.045205563
## PUR -0.0820860470 -0.131103206 -0.142171613
## SB 0.0236769298 0.045747956 -0.010599380
## ED 0.2422423654 0.254598982 0.088345360
## OC -0.0167035835 0.035362112 0.072220098
## HS -0.2975473191 0.006552664 -0.027578957
## EL 0.0963857574 0.155996356 0.102610745
## JB -0.0006571372 -0.148282725 -0.106736632
## PH 0.0953593670 0.145258701 -0.014753439
## Status 0.0029671588 -0.091127409 -0.003014853
## Bal CH PUR SB
## months_loan_duration 0.009556877 -0.0132665368 -0.09587202 -0.057451899
## amount 0.071394801 -0.0270593098 -0.20531146 -0.087494481
## percent_of_income -0.022891575 -0.0299937802 0.09187914 0.005685434
## years_at_residence -0.050311646 -0.0710334790 -0.08208605 0.023676930
## age -0.008744916 -0.1628123256 -0.13110321 0.045747956
## dependents -0.051237272 -0.0452055633 -0.14217161 -0.010599380
## Bal 1.000000000 -0.1237066181 -0.02193960 0.110495628
## CH -0.123706618 1.0000000000 0.07658436 -0.017757786
## PUR -0.021939603 0.0765843590 1.00000000 0.032185518
## SB 0.110495628 -0.0177577862 0.03218552 1.000000000
## ED 0.033783851 -0.1386802717 -0.04191117 0.029623567
## OC -0.018039978 0.0363351797 -0.05690241 0.002896158
## HS 0.108879020 -0.0880683999 0.10198104 0.020105374
## EL -0.018000503 -0.1482318538 -0.02019644 -0.013595669
## JB 0.014503912 0.0001279506 0.13318691 0.053209604
## PH 0.078242595 -0.0674615589 -0.13442763 0.007499489
## Status -0.221133302 0.1631132216 -0.07201550 -0.113231064
## ED OC HS EL
## months_loan_duration 0.075665475 0.080477972 -0.069072229 -0.067817795
## amount 0.032745470 0.048292206 -0.117497265 -0.003562976
## percent_of_income 0.116670647 0.016139500 0.049921864 -0.025078673
## years_at_residence 0.242242365 -0.016703584 -0.297547319 0.096385757
## age 0.254598982 0.035362112 0.006552664 0.155996356
## dependents 0.088345360 0.072220098 -0.027578957 0.102610745
## Bal 0.033783851 -0.018039978 0.108879020 -0.018000503
## CH -0.138680272 0.036335180 -0.088068400 -0.148231854
## PUR -0.041911169 -0.056902410 0.101981045 -0.020196438
## SB 0.029623567 0.002896158 0.020105374 -0.013595669
## ED 1.000000000 0.023785696 -0.006484708 0.061153281
## OC 0.023785696 1.000000000 0.024895336 0.052128929
## HS -0.006484708 0.024895336 1.000000000 -0.039545701
## EL 0.061153281 0.052128929 -0.039545701 1.000000000
## JB 0.050206136 -0.086126878 0.012866175 -0.061944126
## PH 0.100906511 0.025432918 -0.036274734 0.081683437
## Status -0.110731919 0.113285167 -0.134588776 -0.026490186
## JB PH Status
## months_loan_duration 0.0693244400 0.176154909 0.215810737
## amount -0.0926364430 0.276995112 0.154738641
## percent_of_income 0.0426229400 0.014412880 0.072403937
## years_at_residence -0.0006571372 0.095359367 0.002967159
## age -0.1482827249 0.145258701 -0.091127409
## dependents -0.1067366322 -0.014753439 -0.003014853
## Bal 0.0145039115 0.078242595 -0.221133302
## CH 0.0001279506 -0.067461559 0.163113222
## PUR 0.1331869127 -0.134427633 -0.072015505
## SB 0.0532096042 0.007499489 -0.113231064
## ED 0.0502061360 0.100906511 -0.110731919
## OC -0.0861268782 0.025432918 0.113285167
## HS 0.0128661755 -0.036274734 -0.134588776
## EL -0.0619441258 0.081683437 -0.026490186
## JB 1.0000000000 -0.061288877 -0.013559400
## PH -0.0612888775 1.000000000 -0.036466190
## Status -0.0135593999 -0.036466190 1.000000000cor2pcor(cor(FinalData))## [,1] [,2] [,3] [,4] [,5]
## [1,] 1.000000000 0.622179811 0.326626951 0.028611639 -0.09332935
## [2,] 0.622179811 1.000000000 -0.423141597 -0.034601589 0.06139861
## [3,] 0.326626951 -0.423141597 1.000000000 0.014602147 0.07421908
## [4,] 0.028611639 -0.034601589 0.014602147 1.000000000 0.21241214
## [5,] -0.093329353 0.061398613 0.074219078 0.212412139 1.00000000
## [6,] -0.019846925 -0.006355955 -0.062545647 -0.008314117 0.06181176
## [7,] -0.025807730 0.094048688 0.022766070 -0.029304932 -0.04505222
## [8,] -0.021841423 -0.018016594 -0.032821483 -0.034396227 -0.09019507
## [9,] 0.001364799 -0.094921268 0.051922859 -0.023354938 -0.08191082
## [10,] 0.007332497 -0.067638508 -0.020333537 0.017047366 0.04553890
## [11,] 0.051663421 0.016868661 0.096659338 0.179043245 0.17246672
## [12,] 0.065638140 -0.022074595 -0.002084419 -0.025673998 0.02172086
## [13,] 0.013202978 -0.072251489 0.024464007 -0.306213193 0.07736688
## [14,] -0.061409387 0.002954489 -0.023374487 0.041735128 0.09270958
## [15,] 0.139689903 -0.129176703 -0.039059152 0.024719671 -0.12722168
## [16,] 0.008128547 0.208110483 0.085380608 0.040109008 0.08182158
## [17,] 0.107821391 0.084970164 0.108089696 0.004767203 -0.05209200
## [,6] [,7] [,8] [,9] [,10]
## [1,] -0.019846925 -0.025807730 -0.021841423 0.001364799 0.007332497
## [2,] -0.006355955 0.094048688 -0.018016594 -0.094921268 -0.067638508
## [3,] -0.062545647 0.022766070 -0.032821483 0.051922859 -0.020333537
## [4,] -0.008314117 -0.029304932 -0.034396227 -0.023354938 0.017047366
## [5,] 0.061811756 -0.045052222 -0.090195075 -0.081910821 0.045538899
## [6,] 1.000000000 -0.049964187 -0.018474202 -0.116709801 -0.003483297
## [7,] -0.049964187 1.000000000 -0.086676165 -0.030846119 0.098328484
## [8,] -0.018474202 -0.086676165 1.000000000 0.068608923 0.008666502
## [9,] -0.116709801 -0.030846119 0.068608923 1.000000000 0.016434195
## [10,] -0.003483297 0.098328484 0.008666502 0.016434195 1.000000000
## [11,] 0.076950316 0.010808499 -0.067500797 -0.001181867 0.004185894
## [12,] 0.056725281 0.006187087 0.042820294 -0.031285757 0.021676321
## [13,] -0.012487552 0.074562843 -0.087036866 0.070431837 -0.007136902
## [14,] 0.074292759 -0.022377486 -0.132124697 0.033093429 -0.021469110
## [15,] -0.072748721 0.012074342 -0.021812375 0.087070705 0.047137867
## [16,] -0.047778588 0.041948205 -0.005349428 -0.074606412 0.018567703
## [17,] -0.001933167 -0.196973696 0.120433296 -0.065758899 -0.068963450
## [,11] [,12] [,13] [,14] [,15]
## [1,] 0.051663421 0.065638140 0.0132029782 -0.061409387 0.1396899033
## [2,] 0.016868661 -0.022074595 -0.0722514886 0.002954489 -0.1291767034
## [3,] 0.096659338 -0.002084419 0.0244640069 -0.023374487 -0.0390591521
## [4,] 0.179043245 -0.025673998 -0.3062131930 0.041735128 0.0247196710
## [5,] 0.172466717 0.021720857 0.0773668791 0.092709584 -0.1272216750
## [6,] 0.076950316 0.056725281 -0.0124875520 0.074292759 -0.0727487211
## [7,] 0.010808499 0.006187087 0.0745628431 -0.022377486 0.0120743422
## [8,] -0.067500797 0.042820294 -0.0870368661 -0.132124697 -0.0218123748
## [9,] -0.001181867 -0.031285757 0.0704318365 0.033093429 0.0870707052
## [10,] 0.004185894 0.021676321 -0.0071369017 -0.021469110 0.0471378668
## [11,] 1.000000000 0.028052374 0.0306805431 0.005006276 0.0832929298
## [12,] 0.028052374 1.000000000 0.0420138060 0.053617199 -0.0771099694
## [13,] 0.030680543 0.042013806 1.0000000000 -0.036378131 0.0006484264
## [14,] 0.005006276 0.053617199 -0.0363781313 1.000000000 -0.0256467802
## [15,] 0.083292930 -0.077109969 0.0006484264 -0.025646780 1.0000000000
## [16,] 0.035411791 0.009488135 -0.0005694169 0.068118939 -0.0220320621
## [17,] -0.101390315 0.098759187 -0.0836040419 0.009477547 -0.0002531916
## [,16] [,17]
## [1,] 0.0081285473 0.1078213909
## [2,] 0.2081104828 0.0849701638
## [3,] 0.0853806075 0.1080896961
## [4,] 0.0401090081 0.0047672031
## [5,] 0.0818215796 -0.0520920021
## [6,] -0.0477785882 -0.0019331667
## [7,] 0.0419482049 -0.1969736962
## [8,] -0.0053494281 0.1204332956
## [9,] -0.0746064121 -0.0657588985
## [10,] 0.0185677035 -0.0689634498
## [11,] 0.0354117913 -0.1013903146
## [12,] 0.0094881349 0.0987591868
## [13,] -0.0005694169 -0.0836040419
## [14,] 0.0681189389 0.0094775475
## [15,] -0.0220320621 -0.0002531916
## [16,] 1.0000000000 -0.0688988113
## [17,] -0.0688988113 1.0000000000Model2 <- glm(FinalData$Status~ FinalData$months_loan_duration+FinalData$amount+FinalData$percent_of_income+FinalData$years_at_residence+FinalData$age+FinalData$dependents+FinalData$Bal+FinalData$CH+FinalData$PUR+FinalData$SB+FinalData$ED+FinalData$OC+FinalData$HS+FinalData$EL+FinalData$JB+FinalData$PH)
summary(Model2)##
## Call:
## glm(formula = FinalData$Status ~ FinalData$months_loan_duration +
## FinalData$amount + FinalData$percent_of_income + FinalData$years_at_residence +
## FinalData$age + FinalData$dependents + FinalData$Bal + FinalData$CH +
## FinalData$PUR + FinalData$SB + FinalData$ED + FinalData$OC +
## FinalData$HS + FinalData$EL + FinalData$JB + FinalData$PH)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -0.7791 -0.3058 -0.1466 0.4265 1.0699
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 2.525e-01 9.790e-02 2.579 0.010048 *
## FinalData$months_loan_duration 8.193e-03 2.409e-03 3.400 0.000700 ***
## FinalData$amount 1.832e-05 6.852e-06 2.674 0.007626 **
## FinalData$percent_of_income 4.588e-02 1.346e-02 3.409 0.000679 ***
## FinalData$years_at_residence 2.022e-03 1.353e-02 0.149 0.881216
## FinalData$age -2.134e-03 1.305e-03 -1.635 0.102274
## FinalData$dependents -2.307e-03 3.806e-02 -0.061 0.951682
## FinalData$Bal -1.830e-01 2.906e-02 -6.299 4.51e-10 ***
## FinalData$CH 1.091e-01 2.869e-02 3.804 0.000151 ***
## FinalData$PUR -5.809e-02 2.811e-02 -2.066 0.039071 *
## FinalData$SB -9.342e-02 4.310e-02 -2.167 0.030447 *
## FinalData$ED -9.265e-02 2.900e-02 -3.195 0.001441 **
## FinalData$OC 1.083e-01 3.479e-02 3.112 0.001915 **
## FinalData$HS -8.350e-02 3.174e-02 -2.630 0.008661 **
## FinalData$EL 2.263e-02 7.615e-02 0.297 0.766406
## FinalData$JB -2.291e-04 2.887e-02 -0.008 0.993668
## FinalData$PH -6.281e-02 2.901e-02 -2.165 0.030603 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 0.1780318)
##
## Null deviance: 210.00 on 999 degrees of freedom
## Residual deviance: 175.01 on 983 degrees of freedom
## AIC: 1130.9
##
## Number of Fisher Scoring iterations: 2summary(Model2)##
## Call:
## glm(formula = FinalData$Status ~ FinalData$months_loan_duration +
## FinalData$amount + FinalData$percent_of_income + FinalData$years_at_residence +
## FinalData$age + FinalData$dependents + FinalData$Bal + FinalData$CH +
## FinalData$PUR + FinalData$SB + FinalData$ED + FinalData$OC +
## FinalData$HS + FinalData$EL + FinalData$JB + FinalData$PH)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -0.7791 -0.3058 -0.1466 0.4265 1.0699
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 2.525e-01 9.790e-02 2.579 0.010048 *
## FinalData$months_loan_duration 8.193e-03 2.409e-03 3.400 0.000700 ***
## FinalData$amount 1.832e-05 6.852e-06 2.674 0.007626 **
## FinalData$percent_of_income 4.588e-02 1.346e-02 3.409 0.000679 ***
## FinalData$years_at_residence 2.022e-03 1.353e-02 0.149 0.881216
## FinalData$age -2.134e-03 1.305e-03 -1.635 0.102274
## FinalData$dependents -2.307e-03 3.806e-02 -0.061 0.951682
## FinalData$Bal -1.830e-01 2.906e-02 -6.299 4.51e-10 ***
## FinalData$CH 1.091e-01 2.869e-02 3.804 0.000151 ***
## FinalData$PUR -5.809e-02 2.811e-02 -2.066 0.039071 *
## FinalData$SB -9.342e-02 4.310e-02 -2.167 0.030447 *
## FinalData$ED -9.265e-02 2.900e-02 -3.195 0.001441 **
## FinalData$OC 1.083e-01 3.479e-02 3.112 0.001915 **
## FinalData$HS -8.350e-02 3.174e-02 -2.630 0.008661 **
## FinalData$EL 2.263e-02 7.615e-02 0.297 0.766406
## FinalData$JB -2.291e-04 2.887e-02 -0.008 0.993668
## FinalData$PH -6.281e-02 2.901e-02 -2.165 0.030603 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 0.1780318)
##
## Null deviance: 210.00 on 999 degrees of freedom
## Residual deviance: 175.01 on 983 degrees of freedom
## AIC: 1130.9
##
## Number of Fisher Scoring iterations: 2#Checking for Outliears
library(car)## Warning: package 'car' was built under R version 3.5.1## Loading required package: carDatainfluence.measures(Model2)## Influence measures of
## glm(formula = FinalData$Status ~ FinalData$months_loan_duration + FinalData$amount + FinalData$percent_of_income + FinalData$years_at_residence + FinalData$age + FinalData$dependents + FinalData$Bal + FinalData$CH + FinalData$PUR + FinalData$SB + FinalData$ED + FinalData$OC + FinalData$HS + FinalData$EL + FinalData$JB + FinalData$PH) :
##
## dfb.1_ dfb.FnlDt.m__ dfb.FnlDt.m dfb.FnlDt.p__ dfb.FnlDt.y__
## 1 2.98e-03 6.32e-03 -2.28e-03 -2.83e-03 -1.36e-03
## 2 -1.01e-02 8.96e-02 -1.62e-02 -4.89e-02 -5.46e-03
## 3 -1.09e-04 1.99e-05 -2.56e-04 -4.12e-04 -3.07e-05
## 4 7.60e-02 -4.25e-02 -3.88e-02 3.09e-02 -1.35e-02
## 5 -4.05e-02 4.29e-03 1.97e-02 1.49e-02 1.43e-02
## 6 4.76e-02 -1.62e-02 -3.02e-02 6.56e-03 -3.52e-02
## 7 9.82e-03 -4.67e-03 3.79e-04 2.47e-03 -4.93e-03
## 8 -3.65e-02 -3.89e-02 1.31e-02 2.69e-02 4.05e-02
## 9 -3.40e-03 -8.35e-04 1.36e-03 -3.77e-03 3.02e-03
## 10 3.34e-02 2.47e-02 2.19e-02 5.29e-02 -1.50e-02
## 11 7.99e-02 -2.22e-02 -1.89e-02 1.40e-02 -9.60e-02
## 12 8.36e-03 3.62e-02 -1.65e-02 -6.74e-03 1.63e-02
## 13 -7.05e-03 -6.66e-04 6.35e-03 1.11e-02 6.72e-03
## 14 8.14e-03 6.28e-02 -5.80e-02 4.59e-03 2.81e-02
## 15 -5.14e-02 -9.15e-03 3.33e-02 3.75e-02 -3.73e-02
## 16 1.45e-02 3.98e-02 -2.68e-02 1.72e-02 -1.49e-02
## 17 9.44e-03 -4.15e-03 8.36e-04 -2.99e-03 -5.95e-03
## 18 -1.46e-02 6.45e-04 -9.98e-02 1.78e-03 -3.78e-02
## 19 -3.49e-03 -9.82e-02 1.56e-01 1.01e-01 -6.44e-02
## 20 8.50e-03 -2.48e-03 6.69e-04 4.61e-04 4.34e-03
## 21 5.57e-03 1.10e-02 -4.66e-03 -1.26e-02 -8.86e-03
## 22 1.68e-02 3.36e-02 -2.57e-02 8.80e-04 6.88e-03
## 23 -2.51e-02 7.79e-04 1.54e-02 3.47e-02 9.68e-03
## 24 1.87e-03 5.98e-03 -4.76e-04 -1.53e-03 -1.44e-02
## 25 -6.28e-03 3.26e-03 -8.84e-04 2.73e-03 5.55e-03
## 26 -3.34e-02 1.75e-02 1.40e-02 4.02e-02 8.22e-03
## 27 2.56e-03 8.40e-03 -2.56e-03 -5.87e-03 -7.70e-03
## 28 -1.19e-02 3.99e-03 6.41e-03 1.29e-03 1.01e-02
## 29 3.11e-03 2.27e-02 -1.57e-02 -8.58e-03 4.33e-03
## 30 -4.09e-02 8.76e-02 -1.87e-02 -3.09e-02 1.67e-02
## 31 7.87e-03 -1.60e-03 1.23e-02 2.67e-03 -9.35e-03
## 32 -1.98e-02 -1.37e-02 -8.38e-03 3.88e-02 9.04e-03
## 33 -4.76e-03 1.49e-02 -1.54e-02 6.56e-03 7.46e-03
## 34 -6.95e-03 4.02e-03 4.01e-03 -7.65e-03 2.35e-04
## 35 -2.92e-02 2.86e-02 1.13e-03 -3.19e-02 5.13e-02
## 36 1.47e-02 8.34e-02 -1.14e-02 2.79e-02 -1.19e-02
## 37 -4.45e-02 -7.80e-02 5.47e-02 8.06e-02 5.56e-03
## 38 -1.15e-02 -1.19e-02 1.41e-02 2.86e-02 -1.42e-02
## 39 -1.10e-02 8.88e-03 9.81e-03 1.92e-02 1.06e-02
## 40 7.53e-03 1.98e-02 -7.43e-03 -2.00e-02 -1.47e-02
## 41 -4.87e-04 -2.89e-02 1.27e-02 -7.66e-03 1.56e-02
## 42 -1.71e-03 1.75e-03 1.16e-03 -1.71e-04 5.92e-03
## 43 1.19e-02 2.72e-03 -5.91e-03 2.91e-03 -1.05e-02
## 44 -7.46e-02 -2.31e-02 -1.11e-03 6.06e-02 -2.10e-02
## 45 6.13e-03 3.61e-02 -1.93e-03 1.03e-02 -1.63e-03
## 46 -5.54e-03 1.06e-02 -2.03e-03 -1.60e-02 -2.28e-02
## 47 2.27e-02 -2.30e-02 7.87e-03 -3.19e-03 -1.55e-02
## 48 -6.21e-02 1.40e-02 1.52e-02 2.95e-02 1.97e-02
## 49 -8.89e-03 1.82e-02 -2.15e-02 8.14e-03 -1.89e-02
## 50 8.86e-03 2.18e-02 -1.77e-02 -2.68e-02 4.98e-03
## 51 -1.41e-02 -1.54e-02 8.39e-03 -1.70e-02 6.86e-03
## 52 -1.31e-02 -5.94e-03 4.38e-03 1.31e-02 5.12e-03
## 53 -1.76e-03 7.83e-03 -5.40e-04 -2.20e-03 2.93e-03
## 54 -1.35e-02 -2.78e-03 1.07e-02 1.47e-02 2.53e-02
## 55 -1.46e-02 7.81e-02 -8.93e-02 -6.10e-03 -8.17e-03
## 56 -8.43e-03 9.78e-03 1.44e-02 2.58e-02 9.00e-04
## 57 -5.70e-03 -8.06e-02 8.97e-02 -1.18e-02 -1.09e-01
## 58 4.68e-03 9.94e-03 -7.10e-02 4.22e-03 7.54e-03
## 59 -5.91e-02 -9.04e-03 1.66e-02 6.07e-03 1.96e-02
## 60 2.75e-02 1.19e-02 1.92e-02 3.21e-02 3.12e-02
## 61 -2.26e-02 1.66e-02 1.22e-02 1.44e-02 2.41e-02
## 62 -1.30e-03 -4.15e-04 -4.22e-04 5.87e-04 1.07e-03
## 63 -2.63e-02 1.14e-01 -1.15e-01 -1.17e-02 -9.75e-03
## 64 -2.16e-02 -2.10e-02 1.06e-01 1.84e-02 -5.69e-03
## 65 3.12e-02 -3.04e-03 -6.07e-04 -1.87e-02 -4.07e-02
## 66 6.52e-02 -7.01e-03 -1.33e-02 -2.08e-02 -1.31e-02
## 67 -4.40e-03 1.29e-02 -2.01e-03 1.61e-02 3.58e-03
## 68 -1.14e-02 1.31e-02 -5.81e-03 -2.30e-02 2.20e-02
## 69 -1.75e-02 5.20e-02 -5.97e-02 5.37e-03 2.38e-02
## 70 4.10e-02 -4.58e-02 1.95e-02 -1.34e-02 -5.56e-02
## 71 -6.42e-03 -2.08e-02 -3.19e-02 5.27e-02 7.81e-03
## 72 1.17e-03 -9.45e-04 -2.57e-04 6.18e-04 -1.53e-03
## 73 -7.96e-03 2.36e-02 1.31e-02 9.57e-04 -1.69e-03
## 74 -3.68e-02 -4.51e-02 1.72e-02 3.39e-02 4.92e-02
## 75 -4.91e-05 7.58e-02 -7.01e-02 -4.52e-03 3.77e-02
## 76 -1.92e-02 1.13e-02 2.76e-03 -1.68e-02 6.43e-03
## 77 -2.74e-02 4.23e-02 -2.04e-03 1.51e-02 1.46e-02
## 78 -8.34e-04 -2.43e-03 2.51e-03 -8.85e-04 1.65e-03
## 79 6.46e-02 -6.72e-02 -2.94e-02 1.56e-02 1.61e-02
## 80 -1.12e-02 -3.46e-02 1.46e-02 2.74e-02 2.85e-02
## 81 -6.16e-03 3.27e-02 -1.61e-03 -1.07e-01 -1.00e-01
## 82 9.38e-03 2.91e-03 1.51e-03 -3.89e-03 9.32e-04
## 83 -3.34e-02 -1.77e-02 3.13e-02 2.74e-03 -3.53e-02
## 84 1.42e-02 -2.81e-02 3.43e-02 -2.57e-03 -1.60e-02
## 85 4.93e-03 1.71e-02 -1.17e-02 1.22e-05 -1.80e-02
## 86 -1.40e-02 6.18e-03 4.92e-03 -1.05e-02 4.76e-03
## 87 -8.89e-03 -1.51e-03 2.42e-03 -1.16e-02 1.95e-02
## 88 -8.53e-02 -2.27e-02 9.43e-02 -1.62e-02 2.74e-02
## 89 1.72e-02 2.01e-03 1.13e-02 -2.53e-02 -5.84e-03
## 90 6.07e-03 -4.75e-02 2.70e-02 4.38e-02 1.47e-02
## 91 -7.61e-04 -3.64e-04 -1.20e-05 4.10e-04 5.51e-04
## 92 -5.87e-03 1.58e-02 -6.14e-03 -1.56e-02 6.76e-03
## 93 -4.97e-02 -3.70e-02 -3.63e-03 5.32e-02 2.14e-02
## 94 -3.81e-02 9.70e-03 -2.37e-02 -3.18e-02 -2.36e-02
## 95 1.70e-03 9.79e-04 6.08e-05 -1.03e-03 -8.92e-04
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## 974 -4.88e-03 2.06e-02 1.13e-02 1.46e-02 5.97e-03
## 975 3.68e-03 -1.72e-02 1.19e-02 -6.53e-03 8.98e-03
## 976 1.25e-02 -3.98e-02 2.48e-02 1.57e-02 -1.36e-03
## 977 2.86e-03 1.80e-03 3.73e-04 2.32e-03 -1.67e-04
## 978 -4.40e-03 2.82e-03 -1.50e-03 -9.30e-03 1.19e-02
## 979 -8.99e-02 4.94e-02 -3.09e-02 4.02e-02 5.77e-02
## 980 8.02e-02 2.06e-02 -5.69e-02 -4.65e-02 -4.81e-02
## 981 -1.85e-02 8.53e-04 1.03e-01 -3.49e-02 -6.85e-02
## 982 2.32e-02 6.62e-02 -4.78e-02 -1.70e-02 -3.25e-02
## 983 -8.45e-02 -3.71e-02 5.83e-02 8.11e-02 4.97e-02
## 984 -2.42e-02 6.49e-03 3.71e-02 -9.24e-04 -6.02e-03
## 985 -5.91e-03 -5.59e-03 5.15e-03 6.07e-03 2.66e-03
## 986 -4.32e-02 1.64e-02 -6.76e-03 -3.35e-02 2.20e-03
## 987 -3.40e-02 -7.10e-02 -4.00e-05 4.11e-02 7.08e-02
## 988 1.31e-02 -2.62e-03 4.65e-03 9.67e-03 -8.48e-03
## 989 -6.27e-02 3.67e-02 -6.16e-02 -8.30e-02 5.84e-02
## 990 -1.92e-03 -7.91e-03 5.76e-03 -1.60e-03 8.28e-03
## 991 -4.43e-03 4.16e-03 -2.06e-03 3.09e-03 1.47e-02
## 992 4.37e-02 6.25e-03 -9.40e-04 -1.83e-02 -3.13e-02
## 993 -5.54e-02 -1.86e-02 2.66e-02 4.02e-02 -2.36e-02
## 994 1.02e-02 -5.11e-02 1.80e-02 -2.05e-02 -2.44e-02
## 995 8.57e-03 1.12e-02 -2.66e-03 -9.75e-03 2.14e-03
## 996 -1.14e-05 3.99e-03 -1.29e-04 1.06e-03 -1.35e-02
## 997 1.92e-02 -4.13e-02 2.11e-02 -2.63e-02 -5.85e-02
## 998 1.12e-02 7.35e-03 -2.10e-03 -7.84e-03 -1.24e-02
## 999 -4.78e-04 6.10e-02 -4.92e-02 -1.50e-03 2.45e-02
## 1000 4.88e-03 -5.27e-02 1.82e-02 9.43e-03 -4.81e-02
## dfb.FnlDt.g dfb.FnlDt.d dfb.FD.B dfb.FD.C dfb.FD.PU dfb.FD.S
## 1 -8.34e-03 1.85e-03 5.92e-03 3.75e-03 -4.10e-03 1.88e-03
## 2 -1.41e-02 -2.13e-03 3.46e-02 2.92e-02 3.70e-02 -1.35e-02
## 3 2.76e-04 8.74e-04 3.28e-04 -4.10e-04 -2.64e-04 -2.14e-04
## 4 -4.10e-02 -1.04e-01 4.55e-02 -3.20e-02 -7.29e-02 6.88e-03
## 5 5.85e-02 8.21e-02 -4.34e-02 -5.18e-02 -1.70e-02 -7.81e-03
## 6 1.14e-02 -9.14e-02 -3.70e-02 -3.10e-02 3.05e-03 7.32e-03
## 7 -9.37e-03 2.27e-03 -3.46e-03 -7.44e-03 -5.24e-03 -1.61e-02
## 8 -1.29e-02 1.66e-02 -2.96e-02 -2.37e-02 1.99e-02 8.63e-03
## 9 7.71e-03 -2.67e-03 2.12e-03 4.81e-03 4.59e-03 1.06e-02
## 10 -3.05e-02 -2.02e-02 2.48e-02 -6.05e-02 -4.69e-02 -7.80e-03
## 11 -5.04e-03 -1.85e-02 4.76e-02 2.64e-02 -6.66e-02 -2.05e-02
## 12 -1.07e-02 -6.29e-03 -1.77e-02 7.35e-03 -1.97e-02 -1.74e-03
## 13 2.74e-03 6.25e-04 -3.73e-03 -3.47e-03 -4.52e-03 3.10e-03
## 14 8.58e-02 -4.86e-02 -7.46e-02 -5.40e-02 -5.19e-02 -1.51e-02
## 15 1.64e-02 2.13e-02 4.25e-02 -1.64e-02 4.99e-02 1.04e-02
## 16 2.83e-03 -1.16e-02 -4.56e-02 1.82e-02 2.78e-02 -4.96e-03
## 17 -1.11e-02 2.80e-03 -5.50e-03 7.17e-03 -7.70e-03 4.69e-03
## 18 7.84e-02 6.22e-02 8.27e-02 -7.61e-02 7.50e-02 -7.06e-03
## 19 1.76e-02 -2.26e-02 2.08e-02 3.91e-02 -1.25e-02 -1.79e-03
## 20 3.04e-03 -1.43e-02 -2.23e-03 -5.41e-03 -6.11e-03 -1.45e-02
## 21 -2.20e-03 7.26e-03 -6.06e-03 2.35e-03 1.14e-02 4.17e-03
## 22 -2.17e-02 -5.31e-02 2.97e-02 -9.67e-03 -2.76e-02 -6.35e-02
## 23 -2.38e-02 -4.32e-02 2.68e-02 3.62e-02 8.85e-03 5.08e-03
## 24 -7.41e-03 5.16e-03 -7.01e-03 1.17e-02 1.26e-02 5.81e-03
## 25 1.04e-03 9.81e-04 -2.26e-03 6.74e-03 -3.48e-03 2.07e-03
## 26 -3.80e-03 1.37e-02 3.12e-02 -7.16e-03 -2.53e-02 7.09e-03
## 27 1.42e-03 2.84e-03 -5.51e-03 -6.40e-03 -5.13e-03 3.19e-03
## 28 -2.84e-02 8.45e-03 3.59e-02 -1.03e-02 -2.00e-02 -7.50e-02
## 29 -5.58e-03 2.26e-03 -1.05e-02 -1.04e-02 -9.60e-03 6.55e-03
## 30 9.76e-02 -3.02e-02 -7.48e-02 -4.02e-02 -2.89e-02 -1.20e-02
## 31 -5.78e-04 8.27e-03 -8.35e-03 -1.69e-02 2.39e-02 -5.31e-02
## 32 5.42e-03 1.73e-02 5.95e-02 -1.40e-02 -3.79e-02 9.02e-03
## 33 4.00e-03 6.42e-03 -1.16e-02 -1.92e-02 2.24e-02 7.81e-03
## 34 -1.55e-02 9.17e-03 -9.66e-03 1.13e-02 8.48e-03 5.60e-03
## 35 3.01e-04 1.47e-02 5.21e-02 -1.22e-02 -3.59e-02 7.45e-03
## 36 -3.14e-02 -7.13e-03 3.01e-02 -6.89e-02 5.01e-02 -1.03e-02
## 37 3.75e-04 1.82e-02 -2.52e-02 5.54e-02 1.84e-02 1.56e-02
## 38 2.19e-02 -1.07e-02 -3.96e-02 1.36e-02 2.30e-02 -8.38e-03
## 39 -1.14e-02 4.70e-03 2.75e-02 -1.06e-02 -1.57e-02 7.04e-03
## 40 1.32e-02 5.62e-04 -1.50e-02 -1.25e-02 -8.79e-03 8.61e-03
## 41 1.38e-02 1.11e-02 -1.25e-02 -1.76e-02 -1.98e-02 -6.60e-02
## 42 1.65e-03 -1.31e-05 -1.36e-03 -2.99e-03 -2.81e-03 -1.18e-02
## 43 -1.79e-03 -1.84e-02 -4.38e-03 8.51e-03 -1.37e-02 2.79e-03
## 44 4.48e-02 2.54e-02 5.21e-02 5.49e-02 3.00e-02 3.88e-03
## 45 3.90e-02 -2.42e-02 -2.97e-02 -3.26e-02 -1.06e-02 -3.06e-03
## 46 7.89e-03 7.62e-03 -9.51e-03 1.75e-02 1.63e-02 5.55e-03
## 47 -3.18e-03 2.99e-03 -8.77e-03 -1.65e-02 -1.01e-02 -4.02e-02
## 48 2.31e-02 1.29e-02 3.31e-02 -4.73e-03 2.03e-02 -5.95e-02
## 49 1.32e-03 8.36e-03 -5.06e-03 1.40e-02 7.57e-03 3.07e-03
## 50 3.05e-03 1.01e-03 -1.66e-02 -1.52e-02 -1.24e-02 9.01e-03
## 51 1.13e-02 9.76e-03 -1.84e-02 4.21e-02 -2.79e-02 9.74e-03
## 52 5.87e-03 4.69e-03 -2.03e-03 7.55e-03 4.52e-03 2.06e-03
## 53 5.75e-03 1.60e-03 -1.37e-02 -1.13e-02 -9.59e-03 7.95e-03
## 54 -3.54e-03 5.71e-03 -1.09e-02 -1.52e-02 2.11e-02 7.91e-03
## 55 8.90e-02 -3.51e-02 4.51e-02 -5.62e-02 -3.40e-02 -3.49e-02
## 56 1.54e-02 -3.63e-02 -1.72e-02 -1.12e-02 1.49e-02 7.86e-03
## 57 1.28e-01 -2.40e-02 3.80e-02 5.78e-02 9.26e-02 -2.43e-02
## 58 -2.74e-03 1.01e-02 -1.45e-02 5.05e-02 -4.49e-02 8.65e-03
## 59 4.48e-02 2.42e-02 4.61e-02 -2.21e-02 4.42e-02 2.35e-03
## 60 -4.70e-02 -5.31e-03 -4.74e-02 -5.91e-02 4.64e-02 3.43e-04
## 61 6.07e-03 9.14e-03 -1.23e-02 -1.24e-02 2.34e-02 1.03e-02
## 62 1.22e-03 -3.71e-04 7.87e-04 -1.32e-03 1.51e-03 -9.51e-04
## 63 1.10e-01 -3.55e-02 5.96e-02 6.27e-02 -3.60e-02 -2.97e-02
## 64 -2.05e-02 -5.84e-03 1.01e-02 2.91e-02 -2.00e-02 -4.75e-04
## 65 1.97e-02 -2.87e-03 -1.83e-02 -1.98e-02 -2.02e-02 1.11e-02
## 66 -3.99e-03 -4.39e-02 -1.94e-02 -3.96e-02 -2.45e-02 7.51e-03
## 67 -9.54e-04 7.25e-03 -1.85e-02 -1.23e-02 -1.76e-02 1.17e-02
## 68 1.43e-02 4.56e-03 -6.79e-03 -1.34e-02 2.99e-02 -4.99e-02
## 69 1.26e-02 -1.17e-02 3.78e-02 2.31e-02 -3.18e-02 -1.90e-02
## 70 1.92e-02 -1.32e-03 -3.05e-02 -2.51e-02 -2.06e-02 1.39e-02
## 71 -5.66e-03 2.32e-02 -2.83e-02 -2.94e-02 3.76e-02 1.19e-02
## 72 5.79e-04 -3.92e-04 5.72e-04 -1.11e-03 1.08e-03 -4.56e-04
## 73 -8.46e-03 -4.15e-02 2.93e-02 3.32e-02 5.82e-03 8.16e-03
## 74 -1.56e-02 2.43e-02 -1.37e-02 3.11e-02 1.83e-02 7.87e-03
## 75 -9.30e-03 -2.59e-02 -5.52e-02 4.04e-02 -4.40e-02 -8.67e-03
## 76 -5.29e-02 2.41e-02 2.98e-02 2.87e-02 1.77e-02 7.22e-03
## 77 1.17e-02 -3.23e-03 -3.50e-02 1.73e-02 2.10e-02 -4.51e-03
## 78 1.98e-03 -8.91e-04 9.20e-04 -1.75e-03 2.08e-03 -9.90e-04
## 79 -2.55e-02 -9.38e-02 -3.53e-02 -4.05e-02 1.64e-02 4.42e-03
## 80 4.95e-03 2.38e-03 -2.00e-02 -1.58e-02 -1.82e-02 9.51e-03
## 81 1.06e-01 -1.22e-02 3.93e-02 5.30e-02 7.47e-02 -3.02e-02
## 82 -6.32e-03 2.77e-03 -3.46e-03 -8.01e-03 -7.13e-03 -2.01e-02
## 83 3.27e-02 1.53e-02 -3.55e-02 -1.88e-02 3.45e-02 1.11e-02
## 84 -4.01e-02 2.13e-02 3.70e-02 -3.20e-02 2.65e-02 8.56e-03
## 85 -2.08e-02 1.35e-02 2.55e-02 -1.75e-02 -2.02e-02 5.47e-03
## 86 9.61e-03 4.40e-03 -5.04e-03 1.44e-02 1.18e-02 4.09e-03
## 87 1.83e-03 1.10e-03 -8.70e-03 2.11e-02 -9.62e-03 6.41e-03
## 88 4.36e-02 9.51e-02 3.30e-02 3.79e-02 2.10e-03 -9.61e-03
## 89 4.13e-02 -6.83e-02 4.14e-02 -2.71e-02 2.53e-02 3.82e-03
## 90 -3.95e-02 -1.59e-02 -6.77e-02 3.42e-02 2.57e-02 -1.30e-02
## 91 1.24e-03 -3.20e-04 5.47e-04 -7.02e-04 6.98e-04 -5.26e-04
## 92 -2.56e-02 1.44e-02 2.97e-02 2.03e-02 2.33e-02 6.27e-03
## 93 -6.08e-02 1.48e-01 5.22e-02 -8.52e-02 8.74e-02 -3.11e-02
## 94 6.06e-02 1.03e-02 4.97e-02 6.01e-02 -3.29e-02 5.27e-03
## 95 -1.49e-03 6.73e-04 -5.30e-04 -1.89e-03 1.68e-03 -3.52e-03
## 96 5.59e-02 -7.98e-03 1.63e-02 2.69e-02 -2.61e-03 -3.10e-03
## 97 -1.04e-02 3.15e-03 -2.55e-03 3.57e-03 5.09e-03 2.58e-03
## 98 2.37e-03 8.34e-03 -2.47e-02 -2.83e-02 3.91e-02 1.23e-02
## 99 1.86e-03 3.31e-03 -9.93e-03 1.52e-02 -1.21e-02 7.38e-03
## 100 2.63e-02 -5.34e-02 -1.81e-02 3.37e-02 3.14e-04 7.98e-03
## 101 -6.55e-03 1.88e-02 -3.18e-02 -2.65e-02 2.82e-02 1.20e-02
## 102 2.77e-02 4.61e-03 -3.46e-02 -2.25e-02 -2.50e-02 1.44e-02
## 103 3.27e-03 6.70e-04 -2.35e-03 6.47e-03 -2.96e-03 2.12e-03
## 104 1.27e-03 9.15e-04 -2.50e-03 5.40e-03 -4.48e-03 2.28e-03
## 105 1.68e-02 6.65e-03 -1.90e-02 -1.40e-02 2.16e-02 1.07e-02
## 106 -1.56e-02 1.26e-01 1.72e-02 -5.91e-02 1.09e-03 -4.37e-03
## 107 -3.45e-02 1.10e-01 4.05e-02 5.89e-02 -1.56e-02 -2.00e-02
## 108 4.67e-03 9.70e-03 -8.89e-03 -1.70e-02 1.92e-02 5.48e-03
## 109 3.46e-04 6.74e-03 5.34e-02 -1.67e-02 -3.81e-02 3.82e-03
## 110 -4.92e-04 -2.88e-03 1.38e-03 5.36e-03 -6.37e-03 1.31e-02
## 111 1.74e-03 -4.77e-03 -1.50e-03 3.02e-03 2.02e-03 1.38e-03
## 112 4.96e-02 1.15e-02 4.87e-02 -1.79e-02 5.33e-02 1.12e-02
## 113 2.90e-02 2.03e-02 -2.57e-02 -2.40e-02 2.59e-02 6.12e-03
## 114 -3.58e-02 -1.09e-02 1.21e-02 -5.24e-02 -3.15e-02 -9.31e-03
## 115 -3.20e-03 6.64e-03 2.77e-02 -1.03e-02 -8.21e-03 -4.55e-02
## 116 -1.88e-02 2.49e-03 -6.67e-03 1.30e-02 -1.39e-02 6.70e-03
## 117 -3.22e-02 -1.06e-02 -5.43e-02 2.62e-02 4.24e-02 2.78e-04
## 118 1.12e-02 8.70e-03 3.46e-02 4.78e-02 -2.45e-02 6.37e-03
## 119 -6.15e-02 -1.51e-02 -1.05e-01 -9.21e-02 4.94e-02 1.67e-01
## 120 -5.61e-03 -4.02e-03 2.18e-04 -6.44e-03 -6.00e-03 1.73e-02
## 121 -2.25e-02 -3.40e-03 -6.44e-02 2.14e-02 3.27e-02 -1.17e-02
## 122 -3.55e-03 1.10e-02 -1.10e-02 2.13e-02 1.16e-02 6.32e-03
## 123 1.29e-02 6.58e-03 -2.51e-02 -9.37e-03 -2.31e-02 8.52e-03
## 124 -3.44e-02 1.27e-02 2.40e-02 1.99e-02 1.44e-02 8.05e-03
## 125 -7.76e-03 -2.08e-03 5.01e-02 2.42e-02 3.61e-02 -2.07e-02
## 126 1.24e-02 1.40e-02 5.05e-02 4.63e-02 4.27e-02 4.55e-03
## 127 -2.20e-02 1.21e-02 3.84e-02 -1.68e-02 -2.37e-02 5.97e-03
## 128 5.16e-03 -3.75e-03 4.97e-02 4.27e-02 3.09e-02 -2.86e-02
## 129 4.26e-03 4.64e-03 -4.94e-03 1.36e-02 1.09e-02 4.09e-03
## 130 -2.22e-02 -2.39e-02 -7.99e-02 -7.20e-02 -6.03e-02 -5.61e-03
## 131 2.12e-02 1.62e-02 -1.86e-02 -3.05e-02 3.23e-02 7.23e-03
## 132 -2.11e-02 -1.07e-02 -4.57e-02 -4.02e-02 -2.23e-02 -1.80e-03
## 133 1.52e-02 1.14e-02 -2.26e-02 -1.34e-02 -2.59e-02 1.05e-02
## 134 -5.45e-02 1.10e-02 -4.42e-02 -2.19e-02 -3.84e-02 2.17e-02
## 135 4.44e-02 2.06e-03 -1.53e-02 -2.83e-02 -3.70e-02 7.61e-03
## 136 1.46e-04 -4.47e-04 8.99e-04 -2.30e-03 1.86e-03 -1.21e-03
## 137 1.21e-02 7.34e-03 3.56e-04 2.48e-02 1.93e-02 -5.81e-02
## 138 2.10e-01 -2.99e-02 4.81e-02 7.64e-02 6.88e-02 1.88e-01
## 139 9.91e-03 9.56e-03 -7.20e-03 6.69e-03 -1.11e-02 5.46e-03
## 140 -3.24e-02 1.24e-02 3.14e-02 -9.20e-03 -3.42e-02 7.41e-03
## 141 1.68e-02 1.38e-02 3.46e-02 -9.91e-03 2.81e-02 -6.10e-02
## 142 2.43e-04 1.69e-03 -2.02e-02 -2.11e-02 -3.12e-02 7.84e-03
## 143 1.48e-02 1.32e-02 5.23e-02 -1.73e-02 -3.47e-02 2.25e-03
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## 145 1.82e-02 -1.19e-03 -7.22e-03 1.83e-02 -1.23e-02 6.58e-03
## 146 5.70e-03 1.30e-02 -2.73e-02 -3.63e-02 4.64e-02 1.22e-02
## 147 6.63e-04 1.31e-03 2.94e-03 2.07e-03 1.81e-03 7.33e-04
## 148 3.74e-04 -2.05e-04 1.90e-04 -3.19e-04 -4.23e-04 -2.47e-04
## 149 7.04e-03 7.26e-03 5.96e-02 6.06e-02 -3.40e-02 3.25e-03
## 150 9.51e-04 -5.79e-04 5.58e-04 -1.79e-03 1.47e-03 4.73e-03
## 151 -2.40e-03 -2.30e-02 -1.09e-02 -7.52e-03 -1.53e-02 7.18e-03
## 152 -1.10e-03 5.29e-04 -2.18e-03 -2.44e-03 -2.83e-03 1.86e-03
## 153 1.20e-02 3.76e-03 7.18e-02 -2.26e-02 -3.56e-02 3.19e-04
## 154 1.72e-02 9.38e-03 -3.54e-03 2.03e-02 1.32e-02 -4.69e-02
## 155 1.85e-02 1.30e-02 -1.25e-02 2.71e-02 1.13e-02 5.80e-03
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## 158 -2.93e-02 3.51e-02 4.65e-02 -2.54e-02 4.42e-02 8.25e-03
## 159 -1.87e-03 1.35e-02 -1.45e-02 -2.15e-02 2.06e-02 1.19e-02
## 160 -3.54e-04 7.19e-03 2.17e-03 -4.35e-03 4.34e-03 -1.35e-03
## 161 1.53e-03 -7.35e-03 -1.81e-03 2.83e-03 -3.93e-03 1.59e-03
## 162 -1.51e-04 6.18e-03 -1.05e-02 2.35e-02 2.59e-02 7.63e-03
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## 910 -3.02e-04 9.28e-03 -1.01e-02 -1.09e-02 1.48e-02 4.84e-03
## 911 1.40e-05 1.13e-03 -1.66e-02 3.07e-02 -2.36e-02 9.96e-03
## 912 -6.17e-02 -2.33e-02 3.39e-02 -8.30e-02 6.72e-02 -1.81e-02
## 913 1.55e-02 4.39e-03 -1.47e-02 -1.58e-02 -1.30e-02 8.49e-03
## 914 -4.04e-03 -2.55e-03 9.25e-04 4.72e-03 -6.09e-03 1.26e-02
## 915 1.19e-03 -8.94e-03 -3.63e-02 1.32e-02 -3.22e-02 -4.84e-03
## 916 -7.44e-03 -1.34e-02 5.58e-03 1.80e-02 -6.65e-04 3.20e-03
## 917 -7.08e-04 -3.23e-02 -1.21e-02 -1.23e-02 1.34e-02 6.30e-03
## 918 8.69e-02 -5.29e-02 -8.64e-02 4.80e-02 1.52e-03 9.49e-04
## 919 3.94e-02 -1.66e-02 -6.15e-02 2.12e-02 3.43e-02 -1.25e-02
## 920 1.32e-02 -1.81e-02 -5.17e-02 2.21e-02 5.08e-02 -6.90e-03
## 921 3.94e-03 1.09e-03 -9.32e-03 2.14e-02 -1.10e-02 6.75e-03
## 922 4.23e-03 5.13e-03 4.62e-03 2.31e-02 -3.30e-02 -6.55e-02
## 923 -4.03e-02 -8.45e-03 -4.41e-02 9.46e-03 2.99e-02 -9.96e-03
## 924 1.66e-02 -3.86e-02 -1.63e-02 -1.53e-02 1.20e-02 8.58e-03
## 925 9.59e-02 -1.70e-02 -5.66e-02 2.20e-02 5.03e-02 -9.87e-03
## 926 4.53e-02 -2.16e-02 -5.31e-02 2.56e-02 -4.72e-02 -1.42e-02
## 927 4.43e-02 5.56e-03 4.57e-02 6.79e-02 -2.94e-02 8.19e-03
## 928 -7.29e-03 1.82e-02 -1.10e-02 1.47e-02 -3.92e-03 1.01e-03
## 929 -2.48e-02 2.84e-03 -1.10e-02 -1.61e-02 -1.25e-02 8.55e-03
## 930 -1.19e-02 -5.89e-02 3.84e-02 3.79e-02 2.23e-02 3.54e-03
## 931 2.04e-02 1.08e-02 5.24e-02 -1.53e-02 -2.76e-02 2.42e-03
## 932 -5.90e-02 4.86e-03 3.99e-02 4.29e-02 4.18e-02 -2.90e-02
## 933 7.02e-04 4.29e-03 -5.02e-03 1.32e-02 1.37e-02 4.39e-03
## 934 -3.06e-03 2.84e-02 3.42e-03 -1.04e-02 1.31e-02 2.77e-02
## 935 2.25e-02 1.23e-02 5.85e-02 -1.10e-02 -2.43e-02 8.84e-03
## 936 -2.18e-02 -1.68e-02 3.72e-02 -7.32e-02 5.07e-02 -1.93e-02
## 937 -2.15e-02 -1.91e-02 -6.36e-02 1.97e-02 3.48e-02 -7.85e-03
## 938 1.00e-02 2.91e-03 -1.70e-02 -9.75e-03 -2.14e-02 7.68e-03
## 939 2.92e-02 -7.73e-03 2.96e-02 2.33e-02 -2.44e-02 -8.81e-03
## 940 -4.85e-03 -3.37e-02 -8.56e-03 1.50e-02 2.45e-03 4.79e-03
## 941 -7.55e-03 -2.92e-02 -1.08e-02 -1.35e-02 6.53e-03 5.49e-03
## 942 8.09e-03 -4.41e-02 -1.82e-02 -1.67e-02 1.81e-02 6.54e-03
## 943 5.76e-03 5.21e-03 -1.63e-02 -1.73e-02 -1.69e-02 1.26e-02
## 944 -1.14e-03 5.91e-03 2.89e-03 -1.21e-03 -3.58e-03 -1.20e-03
## 945 -7.97e-02 1.17e-02 4.31e-02 -1.56e-02 -3.36e-02 1.06e-02
## 946 -1.00e-02 1.17e-02 -8.91e-03 -2.48e-02 3.23e-02 -8.82e-02
## 947 -2.67e-02 1.13e-01 -5.65e-02 1.78e-02 5.22e-02 1.21e-01
## 948 5.08e-03 7.88e-03 -1.48e-02 -2.05e-02 2.02e-02 7.93e-03
## 949 6.64e-02 1.43e-01 5.93e-02 4.77e-02 6.65e-02 -2.23e-02
## 950 -2.57e-02 -1.89e-02 5.08e-02 6.07e-02 5.16e-02 -3.11e-02
## 951 8.63e-03 -2.72e-02 -1.08e-02 4.99e-03 9.00e-03 3.49e-03
## 952 -5.15e-02 -3.09e-02 -9.62e-02 -7.73e-02 -6.65e-02 -1.28e-02
## 953 -2.49e-02 -1.49e-02 3.14e-02 3.25e-02 -5.51e-02 1.32e-01
## 954 -3.04e-02 -2.09e-04 1.79e-02 2.89e-02 5.35e-02 -1.38e-03
## 955 3.10e-02 9.98e-03 5.02e-02 -2.48e-02 4.62e-02 8.18e-03
## 956 -1.90e-02 8.03e-03 2.34e-02 1.95e-02 -1.94e-02 -4.04e-02
## 957 -2.34e-02 2.56e-02 5.04e-02 4.85e-02 -4.46e-02 7.76e-03
## 958 -4.10e-03 -4.23e-03 3.19e-03 -1.79e-03 3.66e-03 -1.66e-03
## 959 4.02e-02 -2.23e-02 -4.27e-02 2.42e-02 -3.51e-02 -2.51e-03
## 960 1.20e-02 5.55e-03 -2.87e-02 -2.11e-02 -2.41e-02 1.27e-02
## 961 1.06e-04 1.51e-04 -2.31e-04 5.08e-04 -3.31e-04 1.82e-04
## 962 -1.04e-02 5.07e-03 -5.97e-03 9.20e-03 8.67e-03 5.00e-03
## 963 3.43e-03 8.84e-03 -1.87e-02 -2.19e-02 3.48e-02 9.32e-03
## 964 -1.21e-03 -2.10e-02 2.40e-02 5.56e-02 5.82e-02 1.71e-01
## 965 9.53e-03 3.27e-03 -9.63e-03 -6.77e-03 -8.17e-03 4.58e-03
## 966 -3.33e-03 -3.54e-05 -2.54e-02 -1.99e-02 -1.58e-02 1.20e-02
## 967 -6.88e-02 -1.03e-02 1.74e-02 -9.37e-02 5.32e-02 1.85e-01
## 968 -4.02e-02 1.39e-02 -2.24e-02 -1.82e-02 -3.51e-02 1.22e-02
## 969 1.47e-02 4.74e-03 -2.29e-02 -2.13e-02 -3.63e-02 1.12e-02
## 970 -5.24e-03 -4.04e-02 3.10e-02 2.99e-02 1.16e-02 2.06e-03
## 971 1.51e-02 7.20e-05 -1.89e-02 -1.54e-02 -1.20e-02 9.72e-03
## 972 -1.24e-02 -5.60e-02 -2.35e-02 -2.71e-02 1.03e-02 6.88e-03
## 973 -1.49e-02 -2.72e-02 -3.59e-02 1.33e-02 -3.74e-02 -7.32e-03
## 974 4.73e-04 -9.05e-03 -2.00e-02 1.29e-02 -1.65e-02 -7.37e-04
## 975 -2.53e-03 -5.50e-04 -8.60e-03 2.11e-02 -1.56e-02 7.71e-03
## 976 -5.40e-02 1.23e-02 3.58e-02 -1.80e-02 -2.29e-02 -7.13e-02
## 977 -8.39e-03 1.07e-03 -2.51e-03 -2.74e-03 -2.38e-03 1.91e-03
## 978 -6.01e-03 6.37e-03 -5.94e-03 1.08e-02 1.41e-02 5.24e-03
## 979 1.34e-02 1.34e-01 5.11e-02 -5.29e-02 -4.02e-02 -2.59e-02
## 980 -9.73e-03 -2.13e-02 5.20e-02 2.81e-02 -6.50e-02 -2.34e-02
## 981 9.61e-02 -2.85e-02 2.72e-02 -6.65e-02 8.43e-02 -2.42e-02
## 982 6.60e-03 -1.52e-02 2.89e-02 1.54e-02 -1.81e-02 -9.37e-03
## 983 1.40e-02 2.94e-02 5.57e-02 -1.41e-02 3.56e-02 6.24e-03
## 984 -1.38e-02 6.23e-02 -3.60e-02 1.71e-02 -2.08e-02 1.42e-03
## 985 1.96e-03 1.96e-03 -2.28e-03 4.86e-03 -3.83e-03 1.59e-03
## 986 2.32e-02 6.64e-03 4.55e-02 6.49e-02 -2.90e-02 7.41e-03
## 987 -3.16e-02 2.37e-02 6.95e-02 -3.07e-02 5.82e-02 2.18e-03
## 988 -2.51e-02 3.03e-03 -8.30e-03 -8.89e-03 -7.91e-03 5.84e-03
## 989 2.79e-02 2.34e-02 7.30e-02 -2.14e-02 4.06e-02 -3.81e-03
## 990 -8.19e-03 3.73e-03 -5.03e-03 8.02e-03 -7.79e-03 3.44e-03
## 991 -2.22e-03 -2.24e-02 -6.53e-03 1.30e-02 6.59e-03 3.14e-03
## 992 1.82e-02 -5.22e-02 -2.41e-02 -2.02e-02 -2.88e-02 1.06e-02
## 993 4.30e-02 1.80e-02 3.42e-02 -1.15e-02 -3.17e-02 5.72e-03
## 994 2.05e-02 6.47e-03 5.76e-02 -2.32e-02 -4.40e-02 3.75e-03
## 995 -1.08e-02 5.04e-03 -6.96e-03 -1.37e-02 1.21e-02 6.02e-03
## 996 8.38e-03 4.25e-03 -8.19e-03 -9.03e-03 -8.43e-03 4.31e-03
## 997 -3.11e-03 2.00e-02 5.91e-02 -3.51e-02 4.16e-02 4.96e-03
## 998 -5.16e-04 2.82e-03 -9.41e-03 -1.14e-02 -6.88e-03 6.28e-03
## 999 -2.14e-02 8.51e-04 -2.87e-02 9.08e-03 2.48e-02 -7.03e-03
## 1000 2.09e-02 8.73e-03 -1.89e-02 3.53e-02 3.34e-02 1.03e-02
## dfb.FD.ED dfb.FD.O dfb.FD.H dfb.FD.EL dfb.FD.J dfb.FD.PH dffit
## 1 -1.17e-03 7.97e-04 -2.06e-03 3.16e-03 -0.004085 -0.004459 -0.016739
## 2 -2.34e-02 -2.41e-02 2.63e-02 1.52e-02 0.013701 -0.035629 0.149507
## 3 4.23e-04 -2.92e-04 2.11e-04 -2.89e-04 -0.000491 -0.000395 0.001707
## 4 -3.59e-02 2.85e-02 4.81e-02 1.48e-02 -0.036003 0.049880 -0.205043
## 5 -6.17e-02 -1.80e-02 -4.62e-02 -2.53e-02 0.048113 -0.038675 0.165838
## 6 4.33e-02 2.91e-02 3.52e-02 1.34e-02 0.035431 -0.029612 -0.161513
## 7 -4.27e-03 3.17e-03 -4.76e-03 2.95e-04 -0.002817 0.006727 -0.026013
## 8 1.89e-02 2.33e-02 5.81e-02 1.78e-03 0.042743 -0.032800 -0.123247
## 9 3.55e-03 -2.24e-03 2.97e-03 -1.19e-03 -0.005582 -0.004600 0.019205
## 10 -3.47e-02 -2.86e-02 2.16e-02 -4.22e-04 -0.064889 -0.055484 0.159659
## 11 -1.10e-02 -1.68e-02 -1.04e-01 7.46e-03 0.040475 -0.026580 0.180038
## 12 -1.44e-02 -9.56e-03 -1.47e-02 3.47e-03 0.007399 -0.014383 0.065614
## 13 1.12e-03 1.86e-03 -8.26e-04 -4.29e-05 -0.003395 -0.010941 -0.021374
## 14 3.27e-02 -3.48e-02 4.16e-02 -2.55e-02 -0.072444 -0.057646 0.217604
## 15 2.74e-02 1.33e-02 3.95e-02 1.78e-03 -0.028240 0.019880 -0.131944
## 16 -2.01e-02 -2.47e-02 1.96e-02 2.97e-03 -0.060284 -0.019094 0.118572
## 17 -3.70e-03 2.82e-03 -4.12e-03 2.97e-03 -0.004503 0.008485 -0.025718
## 18 4.45e-02 -1.09e-01 -9.15e-02 -3.56e-01 -0.076185 0.094796 -0.438314
## 19 5.18e-02 -2.42e-02 -6.38e-02 -6.78e-03 -0.027141 0.001097 0.216767
## 20 -5.98e-03 3.69e-03 -2.00e-03 6.61e-04 -0.002811 -0.007507 -0.025563
## 21 1.53e-02 5.15e-03 -9.55e-03 -4.87e-02 -0.012818 -0.006778 -0.060261
## 22 2.17e-02 8.32e-03 3.26e-02 9.94e-03 -0.024329 0.011202 -0.114578
## 23 2.15e-02 1.17e-02 3.59e-02 1.84e-02 0.019770 0.013060 -0.101893
## 24 1.48e-02 2.76e-03 -9.07e-03 3.67e-03 -0.010521 0.009917 -0.035474
## 25 1.88e-03 8.29e-04 3.58e-04 7.37e-04 -0.003002 0.002003 -0.014035
## 26 8.23e-03 -4.74e-02 -9.99e-03 1.05e-02 0.022976 -0.040492 -0.098902
## 27 -7.50e-03 2.70e-03 -4.91e-03 1.17e-03 0.009215 0.004884 -0.022863
## 28 2.26e-02 8.51e-03 4.27e-02 3.51e-03 -0.016344 0.012578 -0.111951
## 29 8.70e-03 3.51e-03 -5.17e-03 1.00e-04 -0.012751 0.008765 -0.039585
## 30 1.13e-02 -2.93e-02 4.45e-02 -2.17e-02 0.038811 0.026861 0.201994
## 31 2.18e-02 -4.19e-02 -1.42e-02 2.13e-03 -0.018541 -0.025846 -0.089182
## 32 2.30e-02 -9.58e-02 -2.76e-02 5.83e-04 -0.035018 0.024758 -0.156017
## 33 1.40e-02 9.49e-03 -1.52e-02 -6.58e-04 -0.022582 -0.024320 -0.063756
## 34 -8.21e-03 4.49e-03 1.90e-02 6.33e-03 0.012914 0.012717 -0.042867
## 35 1.64e-02 -7.45e-02 -4.43e-03 1.01e-02 0.039805 -0.060943 -0.152986
## 36 -3.55e-02 -2.93e-02 1.44e-02 7.70e-04 -0.085579 -0.046070 0.182098
## 37 3.53e-02 -7.62e-02 5.78e-02 1.34e-02 -0.026858 -0.038937 -0.169616
## 38 -2.60e-02 6.78e-02 1.35e-02 -3.08e-03 0.030235 -0.018738 0.110246
## 39 1.23e-02 6.45e-03 -9.74e-03 4.24e-03 -0.016226 -0.034921 -0.064926
## 40 1.29e-02 4.62e-03 -1.17e-02 -1.55e-03 -0.011201 0.008251 -0.050715
## 41 -3.45e-02 -4.29e-02 -4.88e-03 -2.64e-03 0.042694 0.021075 -0.113030
## 42 2.08e-03 1.76e-03 -3.02e-04 -3.90e-04 -0.002381 -0.007405 -0.018093
## 43 1.08e-02 3.93e-03 -6.52e-03 5.80e-03 0.007152 -0.008024 -0.032417
## 44 -4.75e-02 1.19e-02 3.66e-02 7.74e-03 -0.015865 0.035048 -0.147310
## 45 1.39e-02 4.50e-02 -3.48e-02 -1.36e-02 -0.027586 -0.037514 0.115997
## 46 1.62e-02 5.93e-03 -1.29e-02 4.41e-03 0.018322 0.013530 -0.052034
## 47 -1.21e-02 8.80e-03 -1.26e-02 -2.50e-03 -0.002037 0.014967 -0.063403
## 48 6.26e-04 9.10e-03 3.06e-02 3.26e-03 0.027011 -0.034329 -0.104244
## 49 1.10e-02 4.03e-03 -1.32e-02 4.86e-03 0.010923 0.015515 -0.048302
## 50 1.36e-02 6.78e-03 -8.14e-03 -2.59e-03 -0.015506 0.013159 -0.056248
## 51 2.08e-02 -5.60e-02 -2.42e-03 7.12e-03 0.038759 0.020144 -0.101743
## 52 -1.04e-02 4.01e-03 -2.85e-03 1.82e-03 0.010117 -0.006846 -0.025617
## 53 8.48e-03 5.30e-03 -6.62e-03 -2.17e-03 -0.010240 0.007400 -0.039624
## 54 8.42e-03 8.63e-03 -5.11e-03 -1.22e-03 -0.016382 -0.025260 -0.057372
## 55 1.68e-02 1.11e-01 -9.47e-02 -3.40e-02 0.046250 0.047978 0.237664
## 56 6.82e-03 -3.50e-02 -9.18e-03 5.86e-03 0.015937 0.005557 -0.080590
## 57 -4.23e-02 -3.37e-02 5.93e-03 -1.99e-02 -0.053978 0.067017 0.271949
## 58 2.99e-02 -7.50e-02 -1.32e-02 7.45e-03 -0.032636 0.044059 -0.147151
## 59 -6.21e-02 2.26e-02 -2.34e-02 -4.96e-03 0.052533 0.021690 -0.120788
## 60 -3.14e-02 -1.44e-02 -3.77e-02 -1.23e-02 -0.051075 0.035775 0.141295
## 61 7.30e-03 -4.22e-02 -2.96e-03 2.31e-03 -0.021773 -0.031513 -0.079075
## 62 6.84e-04 -4.04e-04 7.21e-04 -8.00e-04 0.000966 0.001710 0.004568
## 63 3.46e-02 -3.95e-02 -8.28e-02 -1.70e-02 -0.072968 0.048002 0.240222
## 64 -2.30e-02 -1.91e-02 3.49e-02 7.52e-03 0.037001 0.008972 0.153593
## 65 2.73e-02 9.42e-03 -2.52e-02 -1.89e-04 -0.013499 -0.032228 -0.079276
## 66 -7.21e-03 1.87e-02 -2.19e-02 -1.03e-01 -0.021325 -0.012037 -0.132062
## 67 1.20e-02 -5.05e-02 -7.31e-03 1.59e-03 -0.019606 0.011070 -0.074333
## 68 6.83e-03 8.43e-03 -4.42e-03 -6.39e-03 -0.011593 0.011555 -0.076393
## 69 -4.40e-02 7.00e-02 -4.65e-02 -6.20e-03 0.028311 0.042068 0.145841
## 70 3.38e-02 1.50e-02 -3.27e-02 -7.25e-03 -0.009501 0.022798 -0.107977
## 71 2.44e-02 -8.34e-02 -2.98e-02 -4.76e-03 -0.043196 0.048917 -0.163486
## 72 1.04e-03 -2.57e-04 -2.06e-03 -5.59e-04 -0.001105 0.001136 0.003747
## 73 -1.59e-02 -4.75e-02 3.59e-02 2.66e-02 0.016915 -0.031873 -0.111464
## 74 -3.77e-02 -4.78e-02 1.77e-03 5.86e-03 0.034641 0.032902 -0.118295
## 75 4.13e-02 -3.41e-02 4.84e-02 -4.12e-03 -0.066935 0.049406 0.167448
## 76 -1.59e-02 1.09e-02 3.84e-02 1.72e-02 0.024730 0.027514 -0.105509
## 77 -2.86e-02 -1.63e-02 2.60e-02 4.74e-03 0.013961 -0.022623 0.093394
## 78 1.33e-03 -3.27e-04 1.20e-03 -9.25e-04 0.001566 -0.002050 0.006563
## 79 3.64e-02 4.03e-02 -3.33e-02 -3.50e-04 0.041892 0.056898 -0.186356
## 80 7.48e-03 1.24e-02 -5.61e-03 -7.92e-03 -0.010243 0.014368 -0.077731
## 81 -4.16e-02 -2.85e-02 8.79e-03 -6.29e-03 0.058136 0.079552 0.242757
## 82 -6.40e-03 -1.69e-02 -2.65e-03 2.23e-03 -0.005893 -0.009921 -0.035753
## 83 1.92e-02 1.58e-02 3.70e-02 -1.07e-03 0.048047 0.023134 -0.111658
## 84 -2.05e-02 2.17e-02 -2.87e-02 9.18e-03 0.035363 -0.030023 -0.111649
## 85 -2.14e-02 1.01e-02 -1.91e-02 6.70e-03 0.025486 0.017373 -0.072809
## 86 8.24e-03 5.20e-03 -3.31e-03 3.33e-03 0.013969 -0.015210 -0.038470
## 87 9.62e-03 4.47e-03 2.28e-03 7.38e-04 -0.007777 0.007777 -0.044575
## 88 -5.69e-02 -2.28e-02 -3.37e-02 -1.70e-02 0.061779 0.016908 0.202457
## 89 -3.69e-02 2.62e-02 -3.04e-02 8.82e-03 0.037948 -0.043671 -0.129505
## 90 6.95e-02 -1.87e-02 3.86e-02 1.08e-03 0.024927 -0.026885 0.153096
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## 903 -2.47e-02 9.99e-03 3.54e-02 8.42e-03 -0.026467 0.051633 -0.119180
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## 913 -2.17e-02 7.94e-03 -1.72e-02 -2.61e-03 -0.002243 0.012271 -0.061061
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## 983 5.52e-03 -7.20e-02 -1.60e-02 5.91e-03 0.044148 -0.062259 -0.171403
## 984 -1.88e-02 -1.93e-02 2.80e-02 1.38e-03 0.028297 -0.025744 0.111288
## 985 -5.99e-03 1.98e-03 -3.93e-04 7.03e-04 0.007230 0.002479 -0.014248
## 986 2.80e-02 5.95e-03 5.80e-02 9.70e-03 -0.018899 0.016451 -0.123180
## 987 2.21e-02 3.26e-02 -2.88e-02 -1.36e-02 -0.038324 0.045771 -0.182967
## 988 1.19e-02 2.71e-03 -5.89e-03 2.56e-03 -0.008047 0.006372 -0.035187
## 989 2.61e-02 3.29e-02 7.68e-02 3.71e-03 0.056178 -0.052402 -0.202361
## 990 -8.21e-03 4.26e-03 6.13e-04 2.25e-03 0.012159 0.006958 -0.026627
## 991 6.84e-03 6.49e-03 -9.13e-04 4.58e-03 0.009388 0.007802 -0.040634
## 992 -2.12e-02 -4.29e-02 -1.82e-02 8.98e-03 0.028596 0.016346 -0.102002
## 993 -5.37e-02 1.49e-02 3.68e-02 3.48e-03 0.059100 0.015830 -0.125046
## 994 3.49e-02 2.94e-02 -3.96e-02 1.29e-03 0.066552 -0.056676 -0.151338
## 995 -9.04e-03 4.81e-03 -6.31e-03 2.12e-03 -0.011147 -0.010820 -0.035420
## 996 -1.32e-02 4.65e-03 -8.78e-03 7.05e-04 0.016098 0.007405 -0.032884
## 997 5.05e-02 3.24e-02 -5.80e-02 5.06e-03 0.054893 -0.047489 -0.160719
## 998 -1.05e-02 3.64e-03 -8.51e-03 6.00e-04 -0.005937 0.008102 -0.032296
## 999 -2.72e-02 -1.33e-02 -3.13e-02 1.29e-04 0.005888 0.045000 0.115179
## 1000 3.59e-02 1.39e-02 -3.16e-02 -4.43e-04 -0.013716 0.031345 -0.110880
## cov.r cook.d hat inf
## 1 1.039 1.65e-05 0.02118
## 2 0.999 1.31e-03 0.01229
## 3 1.032 1.72e-07 0.01441
## 4 1.006 2.47e-03 0.02162
## 5 1.015 1.62e-03 0.02014
## 6 1.011 1.53e-03 0.01799
## 7 1.035 3.98e-05 0.01799
## 8 1.009 8.93e-04 0.01254
## 9 1.041 2.17e-05 0.02323
## 10 0.992 1.50e-03 0.01180
## 11 0.991 1.90e-03 0.01368
## 12 1.028 2.53e-04 0.01514
## 13 1.031 2.69e-05 0.01405
## 14 0.987 2.78e-03 0.01694
## 15 1.002 1.02e-03 0.01107
## 16 1.004 8.27e-04 0.01013
## 17 1.028 3.89e-05 0.01086
## 18 1.007 1.13e-02 0.05065 *
## 19 1.023 2.76e-03 0.03050
## 20 1.041 3.85e-05 0.02326
## 21 1.059 2.14e-04 0.04088 *
## 22 1.038 7.73e-04 0.02775
## 23 1.030 6.11e-04 0.02029
## 24 1.027 7.41e-05 0.01087
## 25 1.027 1.16e-05 0.00992
## 26 1.030 5.76e-04 0.02044
## 27 1.030 3.08e-05 0.01323
## 28 1.024 7.37e-04 0.01830
## 29 1.023 9.23e-05 0.00842
## 30 1.003 2.40e-03 0.02000
## 31 1.031 4.68e-04 0.01995
## 32 0.996 1.43e-03 0.01234
## 33 1.018 2.39e-04 0.00884
## 34 1.032 1.08e-04 0.01587
## 35 1.012 1.38e-03 0.01752
## 36 0.994 1.95e-03 0.01471
## 37 1.021 1.69e-03 0.02349
## 38 1.013 7.15e-04 0.01241
## 39 1.023 2.48e-04 0.01162
## 40 1.021 1.51e-04 0.00849
## 41 1.033 7.52e-04 0.02357
## 42 1.035 1.93e-05 0.01713
## 43 1.037 6.19e-05 0.02003
## 44 1.015 1.28e-03 0.01810
## 45 1.033 7.92e-04 0.02406
## 46 1.027 1.59e-04 0.01280
## 47 1.032 2.37e-04 0.01807
## 48 1.041 6.40e-04 0.02849
## 49 1.033 1.37e-04 0.01730
## 50 1.018 1.86e-04 0.00740
## 51 1.020 6.09e-04 0.01463
## 52 1.032 3.86e-05 0.01491
## 53 1.019 9.24e-05 0.00573
## 54 1.023 1.94e-04 0.01049
## 55 0.994 3.32e-03 0.02124
## 56 1.033 3.82e-04 0.02061
## 57 0.963 4.34e-03 0.01741
## 58 1.018 1.27e-03 0.01957
## 59 1.013 8.58e-04 0.01389
## 60 1.020 1.17e-03 0.01961
## 61 1.029 3.68e-04 0.01738
## 62 1.028 1.23e-06 0.01037
## 63 0.992 3.39e-03 0.02093
## 64 1.023 1.39e-03 0.02297
## 65 1.019 3.70e-04 0.01114
## 66 1.060 1.03e-03 0.04617 *
## 67 1.021 3.25e-04 0.01143
## 68 1.032 3.44e-04 0.01893
## 69 1.018 1.25e-03 0.01917
## 70 1.013 6.86e-04 0.01187
## 71 1.006 1.57e-03 0.01624
## 72 1.039 8.27e-07 0.02040
## 73 1.033 7.31e-04 0.02347
## 74 1.028 8.23e-04 0.02117
## 75 1.005 1.65e-03 0.01651
## 76 1.028 6.55e-04 0.01982
## 77 1.015 5.13e-04 0.01100
## 78 1.032 2.54e-06 0.01369
## 79 1.011 2.04e-03 0.02109
## 80 1.016 3.56e-04 0.00959
## 81 0.967 3.46e-03 0.01516
## 82 1.037 7.53e-05 0.02035
## 83 1.013 7.33e-04 0.01261
## 84 1.020 7.33e-04 0.01589
## 85 1.025 3.12e-04 0.01364
## 86 1.028 8.71e-05 0.01205
## 87 1.023 1.17e-04 0.00945
## 88 1.019 2.41e-03 0.02680
## 89 1.020 9.87e-04 0.01804
## 90 0.985 1.38e-03 0.00963
## 91 1.030 4.11e-07 0.01176
## 92 1.025 2.82e-04 0.01353
## 93 0.966 5.10e-03 0.02031
## 94 1.012 1.14e-03 0.01565
## 95 1.037 2.11e-06 0.01918
## 96 1.045 1.30e-03 0.03592
## 97 1.034 1.87e-05 0.01590
## 98 1.014 5.08e-04 0.01074
## 99 1.025 1.29e-04 0.01093
## 100 1.028 8.37e-04 0.02114
## 101 1.019 6.23e-04 0.01399
## 102 1.015 7.36e-04 0.01323
## 103 1.027 1.07e-05 0.00959
## 104 1.033 1.43e-05 0.01520
## 105 1.023 3.22e-04 0.01246
## 106 0.993 4.10e-03 0.02406
## 107 0.987 3.26e-03 0.01900
## 108 1.027 2.05e-04 0.01340
## 109 1.013 8.85e-04 0.01411
## 110 1.040 3.26e-05 0.02222
## 111 1.042 8.11e-06 0.02341
## 112 1.003 1.50e-03 0.01483
## 113 1.016 7.54e-04 0.01408
## 114 1.010 1.46e-03 0.01736
## 115 1.035 2.85e-04 0.02054
## 116 1.035 1.83e-04 0.01923
## 117 1.013 1.14e-03 0.01585
## 118 1.020 4.86e-04 0.01327
## 119 0.995 4.97e-03 0.02792
## 120 1.035 4.07e-05 0.01797
## 121 0.993 1.16e-03 0.00979
## 122 1.028 2.74e-04 0.01519
## 123 1.019 3.83e-04 0.01142
## 124 1.033 3.34e-04 0.01948
## 125 0.991 1.11e-03 0.00913
## 126 1.014 6.89e-04 0.01254
## 127 1.011 5.40e-04 0.00970
## 128 0.968 1.28e-03 0.00668
## 129 1.027 7.87e-05 0.01128
## 130 0.992 1.54e-03 0.01197
## 131 1.020 9.68e-04 0.01767
## 132 1.025 7.34e-04 0.01877
## 133 1.020 4.84e-04 0.01301
## 134 1.014 1.34e-03 0.01779
## 135 1.022 9.59e-04 0.01912
## 136 1.028 2.61e-06 0.01045
## 137 1.034 4.70e-04 0.02181
## 138 0.959 7.43e-03 0.02514
## 139 1.059 3.97e-04 0.04202 *
## 140 1.022 6.78e-04 0.01635
## 141 1.033 4.87e-04 0.02119
## 142 1.016 6.27e-04 0.01295
## 143 1.000 9.10e-04 0.00968
## 144 0.993 8.48e-04 0.00767
## 145 1.028 1.39e-04 0.01292
## 146 1.013 9.37e-04 0.01458
## 147 1.038 3.29e-06 0.01969
## 148 1.029 9.55e-08 0.01106
## 149 1.006 9.15e-04 0.01149
## 150 1.034 2.97e-06 0.01565
## 151 1.043 1.51e-04 0.02643
## 152 1.033 6.92e-06 0.01476
## 153 0.988 1.81e-03 0.01245
## 154 1.037 3.44e-04 0.02290
## 155 1.022 4.24e-04 0.01372
## 156 1.000 1.14e-03 0.01135
## 157 1.034 9.92e-05 0.01730
## 158 1.016 1.45e-03 0.01986
## 159 1.024 3.56e-04 0.01398
## 160 1.036 1.00e-05 0.01824
## 161 1.034 7.51e-06 0.01644
## 162 1.023 2.15e-04 0.01112
## 163 1.033 2.05e-06 0.01537
## 164 1.034 1.35e-03 0.02917
## 165 1.034 4.03e-04 0.02125
## 166 1.038 2.53e-05 0.01978
## 167 0.997 6.87e-04 0.00729
## 168 1.032 1.88e-04 0.01728
## 169 1.025 2.30e-04 0.01290
## 170 0.956 2.75e-03 0.01091
## 171 1.009 1.41e-03 0.01649
## 172 1.025 1.34e-04 0.01106
## 173 0.954 3.18e-03 0.01206
## 174 1.022 1.40e-04 0.00871
## 175 0.995 1.59e-03 0.01292
## 176 1.015 1.52e-03 0.01985
## 177 1.017 4.52e-04 0.01139
## 178 1.041 8.77e-06 0.02234
## 179 1.038 2.92e-04 0.02303
## 180 1.028 4.37e-04 0.01774
## 181 0.991 2.42e-03 0.01646
## 182 0.991 2.50e-03 0.01676
## 183 1.012 1.14e-03 0.01561
## 184 1.037 3.37e-05 0.01963
## 185 0.971 4.73e-03 0.02043
## 186 1.022 7.46e-05 0.00769
## 187 0.985 6.52e-03 0.02989
## 188 1.069 2.09e-04 0.04937 *
## 189 0.990 1.92e-03 0.01354
## 190 1.031 3.67e-04 0.01893
## 191 0.999 1.27e-02 0.05081 *
## 192 1.018 1.87e-03 0.02315
## 193 0.995 2.18e-03 0.01629
## 194 1.031 7.66e-05 0.01502
## 195 1.012 1.03e-03 0.01492
## 196 0.921 5.08e-03 0.01307 *
## 197 1.034 5.58e-05 0.01653
## 198 1.038 4.75e-03 0.04718
## 199 1.014 1.02e-03 0.01532
## 200 0.944 3.16e-03 0.01076 *
## 201 1.037 1.04e-04 0.02015
## 202 1.004 9.85e-04 0.01152
## 203 1.023 2.19e-04 0.01137
## 204 1.008 1.25e-03 0.01488
## 205 1.036 5.62e-05 0.01844
## 206 1.035 5.30e-03 0.04734
## 207 1.056 3.12e-08 0.03689 *
## 208 1.027 1.42e-05 0.00953
## 209 0.984 2.64e-03 0.01567
## 210 1.038 6.39e-06 0.02011
## 211 1.035 3.79e-07 0.01729
## 212 1.033 1.30e-04 0.01692
## 213 1.018 1.14e-03 0.01846
## 214 0.986 3.58e-03 0.01992
## 215 1.030 5.01e-05 0.01302
## 216 1.032 5.07e-05 0.01529
## 217 1.014 1.41e-03 0.01835
## 218 1.009 9.63e-04 0.01288
## 219 1.001 1.33e-03 0.01306
## 220 1.038 3.91e-05 0.02003
## 221 1.019 6.17e-04 0.01414
## 222 0.997 2.87e-03 0.02020
## 223 1.017 4.93e-04 0.01171
## 224 1.030 3.75e-04 0.01844
## 225 1.018 2.51e-04 0.00881
## 226 1.010 4.84e-04 0.00860
## 227 1.004 4.88e-03 0.03112
## 228 1.011 2.68e-03 0.02482
## 229 0.960 2.68e-03 0.01119
## 230 0.980 3.55e-03 0.01828
## 231 1.013 4.49e-04 0.00941
## 232 1.040 4.38e-05 0.02180
## 233 1.027 5.07e-05 0.01048
## 234 1.018 2.70e-04 0.00894
## 235 1.066 1.89e-04 0.04623 *
## 236 1.023 8.92e-04 0.01880
## 237 1.020 8.02e-03 0.04787
## 238 1.010 2.76e-03 0.02451
## 239 1.024 5.17e-05 0.00837
## 240 1.030 7.67e-04 0.02201
## 241 1.016 9.35e-04 0.01563
## 242 1.037 4.36e-06 0.01862
## 243 1.029 6.98e-04 0.02092
## 244 1.024 7.71e-05 0.00864
## 245 1.037 5.36e-04 0.02490
## 246 1.027 2.94e-04 0.01500
## 247 1.057 7.05e-06 0.03791 *
## 248 1.022 1.61e-03 0.02384
## 249 1.007 5.70e-04 0.00873
## 250 0.985 1.61e-03 0.01089
## 251 1.044 2.54e-06 0.02504
## 252 1.023 3.78e-04 0.01374
## 253 1.012 9.16e-04 0.01373
## 254 1.023 8.59e-05 0.00864
## 255 1.033 3.15e-07 0.01478
## 256 1.031 7.74e-04 0.02269
## 257 1.022 1.91e-04 0.01024
## 258 1.011 1.07e-03 0.01471
## 259 1.028 2.06e-04 0.01471
## 260 1.060 1.64e-04 0.04155 *
## 261 1.012 3.24e-04 0.00746
## 262 1.017 6.18e-04 0.01290
## 263 1.047 1.80e-03 0.04034
## 264 1.060 6.90e-04 0.04424 *
## 265 1.034 1.20e-05 0.01661
## 266 0.963 3.35e-03 0.01407
## 267 1.020 4.10e-04 0.01199
## 268 1.018 6.26e-04 0.01390
## 269 0.994 3.14e-03 0.02050
## 270 1.021 1.77e-04 0.00901
## 271 1.019 2.51e-04 0.00919
## 272 1.037 3.59e-05 0.01919
## 273 0.990 3.53e-03 0.02105
## 274 0.994 1.97e-03 0.01480
## 275 1.020 1.82e-03 0.02375
## 276 1.033 6.81e-05 0.01581
## 277 1.024 4.12e-05 0.00793
## 278 1.032 1.30e-04 0.01598
## 279 0.959 4.06e-03 0.01571
## 280 1.019 6.68e-04 0.01455
## 281 1.039 4.07e-05 0.02116
## 282 1.024 1.78e-04 0.01108
## 283 1.013 1.18e-03 0.01618
## 284 1.032 1.23e-06 0.01413
## 285 1.021 1.97e-04 0.00951
## 286 0.999 2.64e-03 0.01991
## 287 0.996 2.94e-03 0.02035
## 288 1.016 1.01e-03 0.01649
## 289 1.029 1.03e-04 0.01311
## 290 1.009 1.79e-03 0.01875
## 291 1.026 9.81e-05 0.01086
## 292 1.005 1.39e-03 0.01487
## 293 1.022 7.76e-04 0.01718
## 294 1.006 1.74e-03 0.01750
## 295 1.018 1.76e-03 0.02286
## 296 0.997 1.99e-03 0.01588
## 297 1.020 5.74e-04 0.01406
## 298 1.027 1.27e-04 0.01258
## 299 1.025 1.23e-04 0.01053
## 300 1.034 2.62e-05 0.01624
## 301 1.038 2.07e-07 0.01947
## 302 0.987 2.01e-03 0.01337
## 303 1.009 2.07e-03 0.02061
## 304 1.029 1.40e-04 0.01388
## 305 1.028 2.78e-03 0.03342
## 306 1.034 7.35e-05 0.01743
## 307 1.011 1.71e-03 0.01920
## 308 0.989 1.66e-03 0.01199
## 309 0.964 2.33e-03 0.01058
## 310 1.019 7.39e-04 0.01541
## 311 0.997 2.54e-03 0.01888
## 312 1.005 1.40e-03 0.01504
## 313 1.006 8.46e-04 0.01097
## 314 0.978 3.51e-03 0.01769
## 315 1.027 5.31e-04 0.01758
## 316 1.018 8.24e-04 0.01554
## 317 1.023 5.36e-04 0.01547
## 318 1.033 1.35e-04 0.01741
## 319 1.024 1.16e-04 0.00962
## 320 1.034 2.09e-04 0.01938
## 321 0.990 1.56e-03 0.01158
## 322 1.003 5.95e-04 0.00776
## 323 1.022 1.39e-03 0.02216
## 324 1.018 1.01e-03 0.01710
## 325 1.022 1.63e-04 0.00916
## 326 1.034 1.34e-04 0.01789
## 327 1.034 4.49e-06 0.01600
## 328 1.040 1.45e-04 0.02336
## 329 1.001 1.02e-03 0.01097
## 330 1.037 9.21e-05 0.02007
## 331 1.028 1.42e-03 0.02598
## 332 0.972 1.67e-03 0.00895
## 333 1.020 7.72e-04 0.01626
## 334 1.034 9.25e-04 0.02627
## 335 1.026 1.01e-03 0.02178
## 336 0.972 4.97e-03 0.02120
## 337 1.026 1.78e-04 0.01240
## 338 1.009 6.82e-04 0.01039
## 339 0.997 1.27e-03 0.01147
## 340 1.021 1.75e-04 0.00896
## 341 1.021 4.03e-04 0.01273
## 342 1.019 1.01e-03 0.01797
## 343 1.033 2.46e-04 0.01852
## 344 1.033 3.27e-04 0.01983
## 345 1.022 8.33e-04 0.01758
## 346 1.026 7.55e-05 0.01044
## 347 1.027 1.09e-04 0.01169
## 348 1.037 5.12e-04 0.02438
## 349 1.031 1.34e-06 0.01286
## 350 0.959 8.01e-03 0.02656
## 351 1.033 1.01e-04 0.01704
## 352 0.947 2.64e-03 0.00945 *
## 353 1.029 5.27e-05 0.01208
## 354 1.018 1.39e-03 0.02017
## 355 1.038 5.79e-05 0.02019
## 356 1.008 1.20e-03 0.01466
## 357 1.031 1.43e-04 0.01550
## 358 0.979 2.35e-03 0.01312
## 359 1.018 1.41e-04 0.00670
## 360 1.012 7.61e-04 0.01244
## 361 1.023 9.14e-04 0.01894
## 362 1.022 3.18e-04 0.01199
## 363 1.024 7.53e-04 0.01838
## 364 1.028 1.51e-04 0.01372
## 365 1.005 9.03e-04 0.01113
## 366 1.030 1.61e-05 0.01237
## 367 1.027 1.03e-04 0.01215
## 368 1.007 1.04e-03 0.01285
## 369 1.009 1.65e-03 0.01781
## 370 1.024 1.65e-04 0.01113
## 371 1.009 8.99e-04 0.01252
## 372 1.029 2.00e-05 0.01172
## 373 1.031 5.83e-05 0.01460
## 374 1.022 2.50e-03 0.02859
## 375 1.039 1.12e-03 0.03101
## 376 1.023 5.58e-04 0.01539
## 377 1.025 3.21e-05 0.00822
## 378 1.031 4.96e-06 0.01314
## 379 1.034 2.63e-03 0.03583
## 380 1.032 4.73e-05 0.01522
## 381 1.017 4.10e-04 0.01090
## 382 1.025 2.26e-03 0.02923
## 383 1.016 6.36e-04 0.01269
## 384 1.005 1.04e-03 0.01212
## 385 1.022 3.28e-04 0.01213
## 386 1.026 4.77e-05 0.00960
## 387 1.020 4.97e-04 0.01320
## 388 1.030 8.33e-04 0.02252
## 389 1.039 2.75e-04 0.02409
## 390 1.026 9.38e-05 0.01089
## 391 1.025 1.71e-04 0.01147
## 392 1.042 1.47e-04 0.02503
## 393 1.008 2.79e-03 0.02372
## 394 1.035 2.47e-05 0.01762
## 395 1.028 9.06e-06 0.01053
## 396 1.022 7.79e-04 0.01743
## 397 1.012 1.04e-03 0.01499
## 398 1.024 6.22e-04 0.01683
## 399 0.967 6.30e-03 0.02396
## 400 1.039 7.75e-05 0.02192
## 401 1.025 1.11e-04 0.01068
## 402 1.021 7.97e-04 0.01678
## 403 0.996 2.30e-03 0.01710
## 404 1.024 1.78e-04 0.01107
## 405 1.030 1.22e-04 0.01466
## 406 0.964 3.90e-03 0.01609
## 407 1.032 6.62e-05 0.01516
## 408 1.003 5.27e-04 0.00727
## 409 1.038 4.32e-05 0.02023
## 410 1.000 1.42e-02 0.05418 *
## 411 1.026 1.97e-04 0.01298
## 412 1.024 1.74e-04 0.01098
## 413 0.977 3.02e-03 0.01548
## 414 1.038 4.31e-04 0.02483
## 415 1.009 6.51e-04 0.01002
## 416 1.032 1.24e-04 0.01604
## 417 1.011 1.46e-03 0.01772
## 418 1.017 1.47e-03 0.02036
## 419 1.042 3.03e-04 0.02660
## 420 0.984 1.23e-03 0.00846
## 421 1.035 2.87e-04 0.02050
## 422 1.016 3.31e-04 0.00920
## 423 1.033 2.62e-06 0.01520
## 424 1.027 4.39e-05 0.01071
## 425 0.959 5.26e-03 0.01926
## 426 1.024 4.03e-04 0.01447
## 427 1.024 1.02e-04 0.00927
## 428 1.034 1.94e-05 0.01625
## 429 1.034 3.76e-06 0.01595
## 430 1.020 7.68e-03 0.04723
## 431 1.045 5.45e-06 0.02648
## 432 1.017 1.61e-03 0.02106
## 433 1.053 1.69e-03 0.04417 *
## 434 1.025 8.90e-05 0.00972
## 435 1.011 4.43e-04 0.00848
## 436 0.952 2.91e-03 0.01095
## 437 1.043 3.27e-06 0.02465
## 438 1.035 1.99e-06 0.01746
## 439 1.024 1.76e-03 0.02561
## 440 1.005 1.13e-03 0.01290
## 441 1.028 9.90e-05 0.01234
## 442 1.013 3.30e-04 0.00781
## 443 1.028 2.93e-04 0.01543
## 444 0.988 3.28e-03 0.01935
## 445 0.978 3.74e-03 0.01866
## 446 1.030 1.13e-04 0.01468
## 447 1.014 1.00e-03 0.01535
## 448 1.024 5.18e-05 0.00840
## 449 1.029 1.85e-04 0.01495
## 450 0.960 7.73e-03 0.02619
## 451 1.017 1.30e-03 0.01923
## 452 1.024 6.37e-05 0.00886
## 453 1.027 2.96e-05 0.01007
## 454 1.024 2.59e-04 0.01218
## 455 0.992 1.48e-03 0.01167
## 456 1.018 5.11e-04 0.01231
## 457 1.021 1.10e-03 0.01961
## 458 0.996 1.49e-03 0.01265
## 459 1.015 5.62e-04 0.01174
## 460 1.019 1.55e-04 0.00776
## 461 1.019 1.49e-03 0.02142
## 462 1.009 5.76e-04 0.00941
## 463 1.022 4.88e-04 0.01452
## 464 1.025 1.45e-04 0.01092
## 465 1.025 5.58e-04 0.01711
## 466 1.017 2.65e-03 0.02696
## 467 1.005 2.09e-03 0.01890
## 468 1.025 1.21e-03 0.02279
## 469 1.028 1.88e-04 0.01380
## 470 1.025 5.30e-05 0.00927
## 471 0.988 1.62e-03 0.01149
## 472 1.004 1.69e-03 0.01640
## 473 1.002 1.17e-03 0.01212
## 474 1.035 2.58e-04 0.02084
## 475 0.960 1.74e-03 0.00770
## 476 1.002 1.19e-03 0.01252
## 477 1.025 1.17e-03 0.02204
## 478 0.997 2.08e-03 0.01642
## 479 1.027 9.55e-05 0.01169
## 480 1.033 1.90e-04 0.01835
## 481 1.031 1.92e-05 0.01399
## 482 1.013 5.60e-04 0.01079
## 483 1.028 1.12e-03 0.02374
## 484 1.033 2.35e-05 0.01529
## 485 1.037 2.64e-06 0.01929
## 486 0.946 4.54e-03 0.01505 *
## 487 1.031 3.94e-05 0.01413
## 488 1.025 4.72e-04 0.01577
## 489 1.019 4.27e-04 0.01183
## 490 1.021 4.14e-04 0.01291
## 491 1.028 1.08e-06 0.01004
## 492 0.988 1.76e-03 0.01222
## 493 1.031 6.18e-06 0.01321
## 494 1.029 2.73e-05 0.01153
## 495 1.019 1.11e-03 0.01849
## 496 1.003 1.12e-03 0.01207
## 497 1.017 1.50e-03 0.02071
## 498 1.024 3.47e-05 0.00804
## 499 1.024 1.42e-04 0.01057
## 500 1.041 7.62e-05 0.02310
## 501 1.014 5.94e-04 0.01144
## 502 1.002 1.90e-03 0.01701
## 503 1.027 1.57e-04 0.01283
## 504 0.993 3.72e-03 0.02266
## 505 1.019 4.50e-04 0.01214
## 506 0.984 2.22e-03 0.01367
## 507 1.037 2.17e-04 0.02158
## 508 0.975 3.30e-03 0.01624
## 509 1.013 2.58e-04 0.00685
## 510 1.017 7.38e-04 0.01420
## 511 0.995 1.53e-03 0.01265
## 512 1.014 8.91e-04 0.01460
## 513 1.016 7.49e-04 0.01409
## 514 1.026 2.89e-04 0.01449
## 515 1.022 7.14e-04 0.01689
## 516 1.027 2.37e-04 0.01439
## 517 1.031 3.33e-04 0.01858
## 518 0.988 2.38e-03 0.01529
## 519 1.029 2.46e-04 0.01541
## 520 1.032 2.35e-05 0.01478
## 521 1.025 1.96e-04 0.01237
## 522 0.994 8.01e-04 0.00749
## 523 1.036 7.72e-04 0.02592
## 524 1.020 3.73e-04 0.01163
## 525 1.028 6.10e-04 0.01925
## 526 1.011 6.89e-04 0.01114
## 527 1.021 1.68e-04 0.00920
## 528 1.038 1.22e-04 0.02108
## 529 1.018 4.53e-04 0.01193
## 530 1.028 6.28e-04 0.01955
## 531 1.029 6.59e-04 0.02029
## 532 0.981 1.94e-03 0.01171
## 533 1.024 3.38e-04 0.01344
## 534 1.024 1.17e-04 0.01018
## 535 1.011 3.17e-04 0.00679
## 536 1.005 1.89e-03 0.01803
## 537 1.036 7.83e-04 0.02630
## 538 1.027 9.46e-07 0.00915
## 539 1.036 1.26e-04 0.02011
## 540 1.018 1.37e-03 0.01984
## 541 0.973 3.20e-03 0.01537
## 542 1.031 1.35e-04 0.01557
## 543 1.011 9.76e-04 0.01398
## 544 0.999 2.00e-03 0.01649
## 545 1.032 1.17e-05 0.01427
## 546 1.016 1.75e-03 0.02162
## 547 1.025 1.88e-04 0.01171
## 548 1.030 6.22e-04 0.02075
## 549 1.015 1.21e-03 0.01753
## 550 1.027 8.18e-04 0.02070
## 551 1.029 1.82e-05 0.01192
## 552 1.048 2.27e-06 0.02879
## 553 1.006 2.70e-03 0.02251
## 554 1.025 2.00e-04 0.01201
## 555 1.036 2.00e-05 0.01795
## 556 0.981 2.24e-03 0.01300
## 557 0.981 1.10e-03 0.00740
## 558 0.994 2.57e-03 0.01789
## 559 1.011 1.12e-03 0.01507
## 560 0.950 2.84e-03 0.01052
## 561 1.003 2.53e-03 0.02055
## 562 1.024 8.87e-04 0.01918
## 563 1.029 5.40e-04 0.01928
## 564 1.013 1.55e-03 0.01894
## 565 1.018 6.49e-04 0.01385
## 566 1.034 8.79e-05 0.01728
## 567 0.981 1.83e-03 0.01117
## 568 1.035 1.08e-05 0.01723
## 569 1.034 7.41e-04 0.02476
## 570 1.015 7.08e-04 0.01304
## 571 1.016 8.64e-04 0.01492
## 572 1.024 1.12e-04 0.00999
## 573 1.013 6.55e-04 0.01181
## 574 1.004 1.46e-03 0.01503
## 575 1.030 1.00e-04 0.01406
## 576 1.031 9.85e-05 0.01540
## 577 1.028 4.25e-05 0.01132
## 578 1.025 1.06e-04 0.01026
## 579 0.991 1.84e-03 0.01350
## 580 1.014 6.04e-04 0.01178
## 581 0.971 2.96e-03 0.01403
## 582 1.036 1.99e-04 0.02048
## 583 1.019 4.30e-04 0.01206
## 584 1.009 1.81e-03 0.01906
## 585 1.027 2.19e-04 0.01401
## 586 1.019 1.22e-03 0.01948
## 587 1.024 9.14e-04 0.01973
## 588 1.009 8.38e-04 0.01192
## 589 0.992 1.65e-03 0.01273
## 590 0.961 3.66e-03 0.01476
## 591 1.059 2.18e-04 0.04057 *
## 592 1.023 3.87e-04 0.01361
## 593 1.033 6.76e-04 0.02325
## 594 0.998 1.71e-03 0.01466
## 595 1.010 1.37e-03 0.01633
## 596 0.976 3.71e-03 0.01790
## 597 1.014 7.85e-04 0.01329
## 598 1.008 9.26e-03 0.04594 *
## 599 0.969 3.26e-03 0.01476
## 600 1.026 3.66e-04 0.01510
## 601 1.032 1.86e-05 0.01434
## 602 0.968 1.90e-03 0.00934
## 603 1.009 1.53e-03 0.01729
## 604 0.989 1.70e-03 0.01219
## 605 1.008 5.92e-04 0.00922
## 606 1.018 2.46e-03 0.02675
## 607 1.039 1.42e-04 0.02257
## 608 1.004 1.69e-03 0.01626
## 609 1.017 2.53e-04 0.00827
## 610 1.022 1.19e-03 0.02077
## 611 0.996 9.11e-04 0.00887
## 612 0.988 3.38e-03 0.01982
## 613 1.009 2.28e-03 0.02174
## 614 0.989 3.05e-03 0.01875
## 615 0.954 3.16e-03 0.01202
## 616 1.003 2.60e-03 0.02086
## 617 1.017 1.71e-03 0.02171
## 618 1.054 1.87e-03 0.04590 *
## 619 0.996 1.44e-03 0.01251
## 620 1.023 2.76e-04 0.01194
## 621 1.026 5.53e-05 0.00986
## 622 0.983 2.13e-03 0.01309
## 623 1.021 8.31e-04 0.01725
## 624 1.002 1.48e-03 0.01455
## 625 1.015 1.66e-03 0.02054
## 626 1.022 9.73e-05 0.00809
## 627 1.026 2.35e-04 0.01351
## 628 0.952 2.89e-03 0.01085
## 629 1.036 2.32e-04 0.02096
## 630 1.038 9.38e-06 0.02008
## 631 1.006 8.10e-04 0.01077
## 632 1.012 8.67e-04 0.01347
## 633 1.017 2.35e-04 0.00800
## 634 0.975 2.06e-03 0.01108
## 635 0.984 2.65e-03 0.01560
## 636 1.060 1.12e-03 0.04694 *
## 637 1.034 1.35e-04 0.01830
## 638 1.039 1.68e-03 0.03403
## 639 1.027 3.23e-04 0.01512
## 640 1.013 2.72e-03 0.02549
## 641 1.009 9.52e-04 0.01283
## 642 1.026 1.16e-04 0.01119
## 643 0.974 1.58e-03 0.00879
## 644 1.027 1.57e-05 0.00992
## 645 1.031 2.96e-04 0.01791
## 646 1.006 1.40e-03 0.01526
## 647 1.001 8.09e-04 0.00926
## 648 0.960 3.94e-03 0.01557
## 649 1.026 8.77e-04 0.02029
## 650 1.014 1.17e-03 0.01690
## 651 0.998 3.84e-03 0.02495
## 652 0.972 1.65e-03 0.00879
## 653 1.004 1.53e-03 0.01548
## 654 0.994 9.04e-03 0.03999
## 655 1.025 5.31e-05 0.00889
## 656 1.003 1.27e-03 0.01339
## 657 0.988 3.25e-03 0.01930
## 658 1.009 1.92e-03 0.01979
## 659 1.014 5.28e-04 0.01060
## 660 1.033 2.73e-07 0.01462
## 661 1.003 8.36e-04 0.01011
## 662 1.004 8.87e-04 0.01069
## 663 1.025 1.39e-04 0.01083
## 664 1.037 1.12e-04 0.02065
## 665 1.030 2.25e-04 0.01592
## 666 1.016 9.76e-04 0.01604
## 667 1.035 1.16e-03 0.02811
## 668 1.017 2.19e-03 0.02486
## 669 0.986 2.41e-03 0.01489
## 670 1.018 4.86e-04 0.01222
## 671 1.023 1.85e-04 0.01035
## 672 1.022 2.72e-04 0.01115
## 673 1.019 9.21e-04 0.01686
## 674 1.038 1.67e-05 0.02049
## 675 0.992 4.86e-03 0.02650
## 676 1.028 3.62e-04 0.01656
## 677 1.027 6.31e-05 0.01059
## 678 1.003 1.54e-03 0.01509
## 679 1.009 2.54e-03 0.02312
## 680 1.018 1.59e-04 0.00703
## 681 1.035 3.48e-05 0.01776
## 682 1.023 3.50e-04 0.01285
## 683 1.023 3.53e-04 0.01344
## 684 1.053 9.24e-04 0.04022 *
## 685 1.034 2.44e-04 0.01986
## 686 1.002 2.83e-03 0.02191
## 687 1.031 1.42e-04 0.01537
## 688 1.019 5.63e-04 0.01361
## 689 1.029 9.76e-06 0.01172
## 690 1.034 8.35e-04 0.02557
## 691 1.022 2.70e-04 0.01104
## 692 1.018 1.83e-04 0.00751
## 693 1.019 2.06e-04 0.00861
## 694 1.033 3.77e-04 0.02011
## 695 1.023 1.25e-04 0.00962
## 696 1.038 1.13e-04 0.02162
## 697 1.023 7.42e-05 0.00827
## 698 1.032 8.80e-06 0.01389
## 699 1.021 1.18e-04 0.00804
## 700 1.011 8.88e-04 0.01331
## 701 0.982 3.98e-03 0.02046
## 702 1.012 1.03e-03 0.01493
## 703 1.019 9.72e-04 0.01728
## 704 1.022 5.38e-04 0.01495
## 705 1.024 8.19e-04 0.01895
## 706 1.037 1.98e-04 0.02105
## 707 1.002 1.37e-03 0.01361
## 708 0.991 1.46e-03 0.01129
## 709 1.028 9.44e-05 0.01217
## 710 1.030 9.23e-05 0.01442
## 711 1.042 8.76e-06 0.02397
## 712 1.001 1.71e-03 0.01547
## 713 1.025 1.66e-04 0.01146
## 714 1.025 5.72e-04 0.01668
## 715 1.029 1.66e-03 0.02771
## 716 1.037 1.16e-04 0.02002
## 717 1.035 2.20e-05 0.01757
## 718 1.022 4.87e-04 0.01426
## 719 1.019 4.12e-04 0.01145
## 720 1.021 7.09e-04 0.01598
## 721 0.988 1.84e-03 0.01262
## 722 1.010 4.85e-03 0.03322
## 723 1.005 9.50e-04 0.01163
## 724 1.044 2.54e-05 0.02542
## 725 1.002 9.36e-04 0.01049
## 726 1.042 1.06e-05 0.02361
## 727 1.038 1.69e-05 0.01977
## 728 1.024 4.86e-04 0.01551
## 729 1.015 1.73e-03 0.02090
## 730 1.040 3.68e-04 0.02542
## 731 1.026 1.12e-04 0.01153
## 732 1.018 1.55e-03 0.02111
## 733 1.029 3.37e-05 0.01212
## 734 1.031 4.45e-04 0.01989
## 735 1.040 4.07e-05 0.02243
## 736 1.007 1.12e-03 0.01364
## 737 1.019 1.63e-03 0.02235
## 738 1.012 1.35e-03 0.01738
## 739 1.039 3.52e-05 0.02099
## 740 1.013 8.48e-04 0.01358
## 741 1.007 1.39e-03 0.01562
## 742 1.023 8.07e-04 0.01797
## 743 1.023 8.15e-05 0.00839
## 744 1.019 2.39e-03 0.02667
## 745 1.028 4.18e-03 0.03923
## 746 1.013 1.33e-03 0.01763
## 747 1.005 1.18e-03 0.01349
## 748 0.997 1.25e-03 0.01149
## 749 1.018 3.47e-04 0.01029
## 750 1.024 1.04e-04 0.00964
## 751 1.040 3.22e-04 0.02513
## 752 0.999 1.90e-03 0.01596
## 753 1.030 2.84e-04 0.01666
## 754 1.023 2.49e-04 0.01152
## 755 0.945 9.49e-03 0.02702 *
## 756 1.010 7.74e-04 0.01186
## 757 1.077 3.33e-04 0.05699 *
## 758 0.986 2.39e-03 0.01488
## 759 1.025 2.28e-04 0.01247
## 760 0.978 2.09e-03 0.01175
## 761 1.033 1.49e-05 0.01543
## 762 1.005 1.24e-03 0.01381
## 763 1.007 8.45e-04 0.01130
## 764 1.015 4.15e-03 0.03295
## 765 1.026 7.97e-05 0.01016
## 766 1.027 1.92e-04 0.01365
## 767 1.007 1.35e-03 0.01519
## 768 1.023 3.26e-04 0.01278
## 769 1.064 1.64e-06 0.04353 *
## 770 1.033 1.55e-04 0.01756
## 771 1.005 1.13e-03 0.01288
## 772 1.012 1.13e-03 0.01546
## 773 1.034 7.12e-08 0.01628
## 774 1.029 2.33e-04 0.01554
## 775 1.067 2.60e-03 0.05789 *
## 776 1.019 4.37e-04 0.01187
## 777 1.024 1.42e-04 0.01032
## 778 1.012 8.57e-04 0.01329
## 779 1.036 1.40e-04 0.02007
## 780 1.038 9.45e-05 0.02103
## 781 0.963 2.89e-03 0.01238
## 782 1.037 2.33e-06 0.01906
## 783 1.026 9.43e-05 0.01102
## 784 1.000 1.61e-03 0.01447
## 785 1.032 2.35e-04 0.01760
## 786 1.032 2.48e-04 0.01812
## 787 1.033 4.98e-05 0.01551
## 788 1.033 3.73e-04 0.02040
## 789 1.000 1.86e-03 0.01611
## 790 1.025 7.00e-04 0.01839
## 791 0.967 4.09e-03 0.01723
## 792 1.027 3.45e-04 0.01538
## 793 1.029 4.97e-06 0.01171
## 794 1.010 8.43e-04 0.01253
## 795 1.033 2.36e-04 0.01827
## 796 1.023 2.72e-04 0.01168
## 797 1.002 2.57e-03 0.02065
## 798 1.032 1.41e-04 0.01640
## 799 1.030 1.83e-05 0.01282
## 800 1.020 2.81e-04 0.01038
## 801 1.032 3.29e-04 0.01890
## 802 1.036 1.62e-04 0.02014
## 803 1.030 2.84e-04 0.01719
## 804 1.027 5.41e-06 0.00946
## 805 1.019 8.14e-04 0.01604
## 806 1.015 1.44e-03 0.01895
## 807 1.025 8.22e-05 0.00973
## 808 1.061 1.55e-08 0.04127 *
## 809 1.012 2.50e-03 0.02424
## 810 0.990 2.22e-03 0.01518
## 811 1.026 1.12e-04 0.01104
## 812 1.032 1.58e-04 0.01648
## 813 1.017 1.73e-03 0.02216
## 814 1.019 1.50e-03 0.02148
## 815 1.028 7.57e-04 0.02085
## 816 1.023 9.89e-04 0.01989
## 817 1.045 7.31e-05 0.02690
## 818 1.040 7.02e-05 0.02254
## 819 0.996 8.04e-03 0.03807
## 820 1.014 6.72e-04 0.01235
## 821 1.023 1.42e-04 0.00974
## 822 1.008 6.10e-04 0.00957
## 823 1.014 2.11e-03 0.02306
## 824 1.028 2.43e-04 0.01479
## 825 1.026 4.31e-05 0.00990
## 826 1.022 3.82e-04 0.01277
## 827 1.029 6.23e-03 0.04697
## 828 1.000 2.03e-03 0.01693
## 829 1.022 5.99e-04 0.01532
## 830 1.016 1.71e-03 0.02152
## 831 1.042 1.03e-04 0.02466
## 832 1.013 8.14e-04 0.01321
## 833 1.033 4.63e-04 0.02153
## 834 1.027 6.10e-05 0.01072
## 835 0.992 1.21e-03 0.01009
## 836 1.017 1.16e-03 0.01805
## 837 1.018 1.76e-04 0.00735
## 838 1.038 1.42e-04 0.02155
## 839 1.026 3.84e-04 0.01548
## 840 1.025 4.10e-05 0.00856
## 841 1.008 8.20e-04 0.01156
## 842 1.018 5.89e-04 0.01341
## 843 0.983 1.53e-03 0.01001
## 844 1.024 5.08e-04 0.01587
## 845 1.059 1.31e-03 0.04704 *
## 846 1.026 3.47e-05 0.00917
## 847 1.002 3.31e-03 0.02398
## 848 1.011 4.62e-04 0.00900
## 849 1.028 2.40e-04 0.01475
## 850 0.999 2.35e-03 0.01840
## 851 1.024 8.68e-04 0.01940
## 852 1.025 3.03e-05 0.00843
## 853 1.028 1.66e-04 0.01377
## 854 1.013 1.32e-03 0.01734
## 855 1.033 3.42e-04 0.02028
## 856 1.018 3.62e-04 0.01027
## 857 1.028 5.02e-05 0.01122
## 858 1.027 2.77e-04 0.01492
## 859 1.000 1.03e-03 0.01060
## 860 1.028 5.02e-04 0.01831
## 861 1.031 5.26e-04 0.02039
## 862 0.966 2.19e-03 0.01023
## 863 1.001 1.14e-03 0.01174
## 864 1.043 6.19e-04 0.03023
## 865 0.995 2.31e-03 0.01685
## 866 1.031 3.03e-04 0.01817
## 867 0.994 1.74e-03 0.01368
## 868 1.034 4.12e-05 0.01634
## 869 1.014 6.22e-04 0.01178
## 870 1.011 7.91e-04 0.01237
## 871 1.038 5.41e-06 0.01973
## 872 1.038 4.11e-05 0.02043
## 873 1.026 6.04e-04 0.01791
## 874 1.018 2.13e-04 0.00792
## 875 1.018 7.78e-04 0.01512
## 876 1.037 4.86e-05 0.01912
## 877 1.003 1.91e-03 0.01745
## 878 1.016 3.58e-04 0.00963
## 879 1.003 1.50e-03 0.01485
## 880 1.026 8.94e-05 0.01068
## 881 1.020 3.16e-04 0.01107
## 882 1.015 9.59e-04 0.01535
## 883 1.024 1.88e-04 0.01095
## 884 1.036 8.53e-05 0.01934
## 885 0.956 2.01e-03 0.00835
## 886 1.002 1.57e-03 0.01480
## 887 1.030 1.00e-04 0.01459
## 888 1.031 1.49e-03 0.02792
## 889 1.023 2.94e-04 0.01236
## 890 1.004 2.69e-03 0.02199
## 891 1.043 3.20e-03 0.04404
## 892 1.028 7.78e-08 0.00979
## 893 1.012 1.62e-03 0.01891
## 894 1.020 3.29e-04 0.01108
## 895 1.026 5.36e-05 0.00997
## 896 1.025 9.71e-04 0.02056
## 897 1.002 1.43e-03 0.01392
## 898 1.032 4.28e-05 0.01523
## 899 1.033 4.92e-04 0.02178
## 900 0.993 1.07e-03 0.00936
## 901 0.997 2.69e-03 0.01944
## 902 1.028 5.00e-05 0.01152
## 903 1.021 8.36e-04 0.01754
## 904 1.024 3.70e-04 0.01380
## 905 1.031 1.36e-04 0.01584
## 906 1.027 1.18e-03 0.02320
## 907 1.014 8.91e-04 0.01432
## 908 1.013 5.56e-04 0.01053
## 909 1.030 4.32e-05 0.01285
## 910 1.025 1.17e-04 0.01068
## 911 1.019 4.24e-04 0.01205
## 912 0.990 3.05e-03 0.01892
## 913 1.026 2.19e-04 0.01297
## 914 1.040 2.86e-05 0.02196
## 915 1.016 6.19e-04 0.01284
## 916 1.050 1.25e-03 0.03967
## 917 1.030 1.71e-04 0.01528
## 918 1.051 7.61e-03 0.06329 *
## 919 0.994 1.80e-03 0.01405
## 920 1.005 1.64e-03 0.01641
## 921 1.021 1.04e-04 0.00769
## 922 1.050 9.32e-04 0.03785
## 923 1.001 1.06e-03 0.01134
## 924 1.031 2.70e-04 0.01782
## 925 1.018 1.98e-03 0.02409
## 926 1.011 1.56e-03 0.01804
## 927 1.010 1.09e-03 0.01436
## 928 1.073 3.08e-04 0.05343 *
## 929 1.031 1.36e-04 0.01536
## 930 1.022 7.47e-04 0.01699
## 931 1.001 1.13e-03 0.01184
## 932 0.965 2.50e-03 0.01131
## 933 1.027 6.34e-05 0.01100
## 934 1.040 1.61e-04 0.02351
## 935 1.001 1.60e-03 0.01485
## 936 0.996 2.23e-03 0.01672
## 937 0.986 1.22e-03 0.00893
## 938 1.028 3.23e-04 0.01600
## 939 1.023 6.87e-04 0.01692
## 940 1.031 2.14e-04 0.01676
## 941 1.030 1.43e-04 0.01491
## 942 1.025 2.92e-04 0.01356
## 943 1.025 3.75e-04 0.01475
## 944 1.066 4.09e-05 0.04564 *
## 945 1.008 1.63e-03 0.01755
## 946 1.029 1.30e-03 0.02562
## 947 1.019 2.72e-03 0.02864
## 948 1.023 3.03e-04 0.01256
## 949 0.983 3.33e-03 0.01819
## 950 0.964 2.28e-03 0.01028
## 951 1.056 4.60e-04 0.03962 *
## 952 0.990 4.03e-03 0.02307
## 953 0.999 2.25e-03 0.01776
## 954 1.013 1.75e-03 0.02043
## 955 1.012 1.01e-03 0.01462
## 956 1.043 3.24e-04 0.02766
## 957 1.015 1.35e-03 0.01869
## 958 1.060 4.12e-05 0.04046 *
## 959 1.011 7.51e-04 0.01183
## 960 1.016 4.52e-04 0.01054
## 961 1.035 1.12e-07 0.01669
## 962 1.033 6.81e-05 0.01612
## 963 1.014 2.79e-04 0.00739
## 964 0.967 5.00e-03 0.02021
## 965 1.026 9.28e-05 0.01070
## 966 1.013 4.68e-04 0.00981
## 967 0.972 4.70e-03 0.02035
## 968 1.032 7.46e-04 0.02287
## 969 1.019 5.83e-04 0.01377
## 970 1.028 4.25e-04 0.01745
## 971 1.015 2.06e-04 0.00677
## 972 1.026 7.45e-04 0.01925
## 973 1.014 1.52e-03 0.01925
## 974 1.029 2.70e-04 0.01593
## 975 1.024 1.57e-04 0.01037
## 976 1.033 8.59e-04 0.02463
## 977 1.037 7.43e-06 0.01867
## 978 1.025 7.17e-05 0.00973
## 979 0.966 3.64e-03 0.01566
## 980 0.986 1.67e-03 0.01135
## 981 0.964 3.78e-03 0.01563
## 982 1.024 9.56e-04 0.02003
## 983 1.014 1.73e-03 0.02055
## 984 1.025 7.29e-04 0.01849
## 985 1.032 1.20e-05 0.01444
## 986 1.010 8.92e-04 0.01284
## 987 0.992 1.97e-03 0.01433
## 988 1.036 7.29e-05 0.01909
## 989 0.985 2.40e-03 0.01483
## 990 1.030 4.17e-05 0.01296
## 991 1.032 9.72e-05 0.01559
## 992 1.030 6.12e-04 0.02056
## 993 1.017 9.20e-04 0.01607
## 994 1.001 1.35e-03 0.01314
## 995 1.027 7.39e-05 0.01155
## 996 1.028 6.37e-05 0.01164
## 997 0.999 1.52e-03 0.01375
## 998 1.025 6.14e-05 0.00921
## 999 1.023 7.81e-04 0.01797
## 1000 1.017 7.23e-04 0.01436influenceIndexPlot(Model2)
influencePlot(Model2)
## StudRes Hat CookD
## 191 2.0140977 0.05081486 0.012735136
## 196 2.5595673 0.01307070 0.005075177
## 410 2.0529293 0.05418189 0.014155582
## 755 2.4160348 0.02701658 0.009487472
## 775 -0.8483582 0.05788882 0.002602112
## 918 1.3843651 0.06328689 0.007609477#Here outliers are 410,191,430,916,757#removed that outliers and build another model
Mydata1 <- FinalData[-c(410,191,430,916,757),]
Model2a <-
glm(Mydata1$Status~ Mydata1$months_loan_duration+Mydata1$amount+Mydata1$percent_of_income+Mydata1$years_at_residence+Mydata1$age+Mydata1$dependents+Mydata1$Bal+Mydata1$CH+Mydata1$PUR+Mydata1$SB+Mydata1$ED+Mydata1$OC+Mydata1$HS+Mydata1$EL+Mydata1$JB+Mydata1$PH)
summary(Model2a)##
## Call:
## glm(formula = Mydata1$Status ~ Mydata1$months_loan_duration +
## Mydata1$amount + Mydata1$percent_of_income + Mydata1$years_at_residence +
## Mydata1$age + Mydata1$dependents + Mydata1$Bal + Mydata1$CH +
## Mydata1$PUR + Mydata1$SB + Mydata1$ED + Mydata1$OC + Mydata1$HS +
## Mydata1$EL + Mydata1$JB + Mydata1$PH)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -0.7606 -0.3045 -0.1484 0.4232 1.0684
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 2.461e-01 9.770e-02 2.519 0.011919 *
## Mydata1$months_loan_duration 7.933e-03 2.409e-03 3.292 0.001029 **
## Mydata1$amount 1.841e-05 6.916e-06 2.662 0.007898 **
## Mydata1$percent_of_income 4.654e-02 1.345e-02 3.460 0.000564 ***
## Mydata1$years_at_residence 3.077e-03 1.353e-02 0.227 0.820193
## Mydata1$age -2.133e-03 1.312e-03 -1.626 0.104289
## Mydata1$dependents -3.101e-04 3.806e-02 -0.008 0.993500
## Mydata1$Bal -1.789e-01 2.906e-02 -6.156 1.08e-09 ***
## Mydata1$CH 1.074e-01 2.866e-02 3.746 0.000190 ***
## Mydata1$PUR -5.549e-02 2.810e-02 -1.974 0.048610 *
## Mydata1$SB -1.112e-01 4.337e-02 -2.564 0.010495 *
## Mydata1$ED -9.031e-02 2.899e-02 -3.115 0.001894 **
## Mydata1$OC 1.127e-01 3.480e-02 3.238 0.001245 **
## Mydata1$HS -8.548e-02 3.170e-02 -2.696 0.007128 **
## Mydata1$EL -5.518e-02 8.047e-02 -0.686 0.493001
## Mydata1$JB 2.415e-03 2.881e-02 0.084 0.933206
## Mydata1$PH -6.453e-02 2.895e-02 -2.229 0.026024 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 0.1767461)
##
## Null deviance: 207.94 on 994 degrees of freedom
## Residual deviance: 172.86 on 978 degrees of freedom
## AIC: 1118.2
##
## Number of Fisher Scoring iterations: 2#Removing Not performed Column or High Corelated Coloumns JB and Dependence
FinalModel <-
glm(Mydata1$Status~ Mydata1$months_loan_duration+Mydata1$amount+Mydata1$percent_of_income+Mydata1$Bal+Mydata1$CH+Mydata1$PUR+Mydata1$SB+Mydata1$ED+Mydata1$OC+Mydata1$HS+Mydata1$PH)
summary(FinalModel)##
## Call:
## glm(formula = Mydata1$Status ~ Mydata1$months_loan_duration +
## Mydata1$amount + Mydata1$percent_of_income + Mydata1$Bal +
## Mydata1$CH + Mydata1$PUR + Mydata1$SB + Mydata1$ED + Mydata1$OC +
## Mydata1$HS + Mydata1$PH)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -0.7771 -0.3075 -0.1468 0.4251 1.0903
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 1.783e-01 6.104e-02 2.921 0.003574 **
## Mydata1$months_loan_duration 8.628e-03 2.353e-03 3.666 0.000259 ***
## Mydata1$amount 1.729e-05 6.827e-06 2.533 0.011450 *
## Mydata1$percent_of_income 4.468e-02 1.336e-02 3.345 0.000855 ***
## Mydata1$Bal -1.765e-01 2.894e-02 -6.098 1.54e-09 ***
## Mydata1$CH 1.153e-01 2.818e-02 4.094 4.59e-05 ***
## Mydata1$PUR -5.096e-02 2.757e-02 -1.849 0.064797 .
## Mydata1$SB -1.127e-01 4.317e-02 -2.612 0.009147 **
## Mydata1$ED -1.010e-01 2.752e-02 -3.668 0.000257 ***
## Mydata1$OC 1.082e-01 3.445e-02 3.141 0.001734 **
## Mydata1$HS -8.719e-02 3.012e-02 -2.895 0.003875 **
## Mydata1$PH -7.095e-02 2.864e-02 -2.478 0.013397 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 0.1764646)
##
## Null deviance: 207.94 on 994 degrees of freedom
## Residual deviance: 173.46 on 983 degrees of freedom
## AIC: 1111.7
##
## Number of Fisher Scoring iterations: 2# Confusion Matrx
prob <- predict(FinalModel,type = c("response"),Mydata1)
prob<-as.data.frame(prob)
final <- cbind(prob,Mydata1)
confusion <- table(prob > 0.5,Mydata1$Status)
table(prob > 0.5)##
## FALSE TRUE
## 839 156#Testing for Accuracy
Accuracy <- sum(diag(confusion)/sum(confusion))
Accuracy## [1] 0.7467337# Finally This Model Accuracy Level is 74%Reducing Column with PCA
pcaObj <- princomp(FinalData[,-17], cor = TRUE, scores = TRUE)
summary(pcaObj)## Importance of components:
## Comp.1 Comp.2 Comp.3 Comp.4 Comp.5
## Standard deviation 1.433904 1.2951339 1.16745996 1.14697644 1.06148109
## Proportion of Variance 0.128505 0.1048357 0.08518517 0.08222219 0.07042138
## Cumulative Proportion 0.128505 0.2333408 0.31852595 0.40074814 0.47116952
## Comp.6 Comp.7 Comp.8 Comp.9
## Standard deviation 1.01329778 0.98684749 0.97843345 0.92733171
## Proportion of Variance 0.06417327 0.06086675 0.05983325 0.05374651
## Cumulative Proportion 0.53534279 0.59620954 0.65604279 0.70978930
## Comp.10 Comp.11 Comp.12 Comp.13
## Standard deviation 0.91509453 0.89434033 0.8917964 0.8378697
## Proportion of Variance 0.05233737 0.04999029 0.0497063 0.0438766
## Cumulative Proportion 0.76212668 0.81211696 0.8618233 0.9056999
## Comp.14 Comp.15 Comp.16
## Standard deviation 0.81369490 0.75642694 0.52394756
## Proportion of Variance 0.04138121 0.03576136 0.01715757
## Cumulative Proportion 0.94708108 0.98284243 1.00000000str(pcaObj)## List of 7
## $ sdev : Named num [1:16] 1.43 1.3 1.17 1.15 1.06 ...
## ..- attr(*, "names")= chr [1:16] "Comp.1" "Comp.2" "Comp.3" "Comp.4" ...
## $ loadings: 'loadings' num [1:16, 1:16] 0.353 0.4533 -0.0668 0.307 0.3174 ...
## ..- attr(*, "dimnames")=List of 2
## .. ..$ : chr [1:16] "months_loan_duration" "amount" "percent_of_income" "years_at_residence" ...
## .. ..$ : chr [1:16] "Comp.1" "Comp.2" "Comp.3" "Comp.4" ...
## $ center : Named num [1:16] 14.72 3271.26 2.97 2.85 35.55 ...
## ..- attr(*, "names")= chr [1:16] "months_loan_duration" "amount" "percent_of_income" "years_at_residence" ...
## $ scale : Named num [1:16] 7.52 2821.33 1.12 1.1 11.37 ...
## ..- attr(*, "names")= chr [1:16] "months_loan_duration" "amount" "percent_of_income" "years_at_residence" ...
## $ n.obs : int 1000
## $ scores : num [1:1000, 1:16] 0.461 -0.753 0.997 1.946 1.687 ...
## ..- attr(*, "dimnames")=List of 2
## .. ..$ : NULL
## .. ..$ : chr [1:16] "Comp.1" "Comp.2" "Comp.3" "Comp.4" ...
## $ call : language princomp(x = FinalData[, -17], cor = TRUE, scores = TRUE)
## - attr(*, "class")= chr "princomp"pcaObj$scores## Comp.1 Comp.2 Comp.3 Comp.4
## [1,] 0.4607034615 -3.1327823894 1.203760806 0.609728750
## [2,] -0.7533547623 2.8019482380 0.764026915 -0.118602729
## [3,] 0.9971480951 -1.9486614657 -1.295305293 -1.781173843
## [4,] 1.9456269172 0.4194647481 -0.848874844 2.341465957
## [5,] 1.6871838872 -0.8572538913 -1.472223241 1.263866652
## [6,] 2.9621359815 1.6134304071 -1.866638541 0.261817753
## [7,] -0.0507752416 -1.3305328000 1.942385248 0.366500034
## [8,] 1.6298320218 2.3082351413 -0.940697920 -0.093777204
## [9,] 0.1600793550 -2.0343357577 0.396868883 -0.521934233
## [10,] 0.1465309210 1.0912020650 0.298716338 -1.350650785
## [11,] -1.6452691949 0.9319426586 -0.730521843 0.359009182
## [12,] 0.5435243492 1.7747592866 -0.495691074 2.717716285
## [13,] -1.9312744456 1.4903741053 -0.109695790 -1.147058271
## [14,] 1.2160808353 -2.2122061106 0.101020531 0.345335152
## [15,] -0.5969318351 0.3078848760 -1.561221193 2.286688166
## [16,] -1.6811536733 0.4005967570 -0.546665934 0.469985129
## [17,] 0.3330624635 -1.6343101804 2.118004816 0.235234533
## [18,] 1.3162481425 0.8645343847 -1.799690654 -0.339108336
## [19,] 2.9284709697 1.5571883246 0.175615644 0.176447154
## [20,] 0.0421442671 -0.2319032987 1.236285461 -0.892275426
## [21,] 1.3329109637 -2.8379252688 0.125011688 -1.315175580
## [22,] -1.0120573968 -1.3276727387 -1.788999673 1.134584963
## [23,] 0.7642488132 -1.2116019622 -3.498531364 -0.080687200
## [24,] -0.2662039678 -1.0316057196 0.328807326 -0.471193060
## [25,] -2.2536178166 0.4806094280 0.296740747 -1.494756320
## [26,] -1.0804336642 0.1924858231 -2.183778031 -0.876842725
## [27,] -1.1387272548 -1.9526231328 0.203858092 0.291378724
## [28,] -1.6426468110 -0.9737829243 -0.224169569 1.860152477
## [29,] -2.2669390030 0.1015397888 0.095241655 -0.361374615
## [30,] 3.3392116508 -0.1208714156 1.520427222 0.541615718
## [31,] -0.0258617691 0.0947711751 0.667296328 -0.957298778
## [32,] -1.3073944038 1.5965682652 -0.733885516 0.264485703
## [33,] 0.0944364029 1.8105073893 0.011590835 -0.901045697
## [34,] 1.2465734174 -2.4827368393 -0.064990783 0.532250700
## [35,] -1.3239381396 0.3647144061 -0.919690219 -0.622554308
## [36,] -0.3922540114 1.3860459381 1.009520263 -0.963603887
## [37,] 2.3272546290 2.2710450815 -0.068448254 -0.224877615
## [38,] -1.6439617079 0.3080225335 -0.191702193 0.533246191
## [39,] -1.5310699915 0.2361660187 -0.481806068 0.197406610
## [40,] -2.5480667396 -0.2069512920 0.538140379 0.353575845
## [41,] -0.6194292350 -0.0592885126 1.190907065 -0.852390582
## [42,] -2.1444226980 0.4543292912 1.242373072 -1.158544811
## [43,] 1.5593842021 -0.3743296857 -0.816941660 -1.514837879
## [44,] 1.5031236259 0.8884062177 -0.427113852 1.716755921
## [45,] 3.2244043610 -0.5264733659 -0.246873818 1.323807546
## [46,] -0.3758517325 -1.1451397266 -0.209416630 -0.747762898
## [47,] -0.3057803682 -0.7572960048 2.520359819 0.745872902
## [48,] -0.7584657599 0.2856492692 -2.174089860 0.136105234
## [49,] 0.8524965236 0.2415222439 -1.229299716 -1.439124574
## [50,] -2.3143749526 0.3595121666 0.637711055 -0.055126117
## [51,] -0.8694415924 0.3287650734 0.262383629 -1.425535447
## [52,] 1.6800157479 1.1206064731 0.111550373 -1.964091543
## [53,] -2.4686875681 0.5248097354 0.277848256 -0.195413599
## [54,] -0.5556763797 1.6376199063 -0.033203092 -1.246796433
## [55,] 2.7902529087 -1.1262774494 1.367174116 0.719616001
## [56,] -1.0017561178 -0.0370061421 -3.338705858 -2.125491124
## [57,] -0.0516917348 0.8964134515 -0.564808492 -1.782659487
## [58,] 0.4352985359 2.2967301650 0.684993652 -1.352802711
## [59,] -0.7491778718 0.2494910917 -0.936101649 0.208075206
## [60,] 1.2397536331 1.0541981455 0.092981148 1.631932539
## [61,] -1.0938708908 1.0551425202 -0.702076183 -1.633280429
## [62,] 0.5560798381 -1.8631145332 2.226491907 -0.035751584
## [63,] 2.5342677426 -1.0102070102 0.392329161 1.189466133
## [64,] 2.0805352520 4.3194437025 0.685283828 -0.800459421
## [65,] -0.4820035465 0.7383245163 1.393042508 0.655389867
## [66,] 2.4339756260 -2.2424196719 0.300214428 -0.418960674
## [67,] -1.8828912434 0.7791308619 -0.415214881 -0.747855870
## [68,] -2.4127552999 0.3090076502 0.764160569 -0.996565441
## [69,] 1.2527750935 0.6480697969 0.289515172 1.333149463
## [70,] -1.0856426111 0.8363275394 1.272187130 0.990134336
## [71,] 0.5252637373 2.8544852231 -0.634219402 -1.082234423
## [72,] 0.1349375299 -1.8380532104 0.511011124 -0.208375054
## [73,] 2.2831276551 -2.6809210827 -2.248367254 0.297768626
## [74,] 1.5133215541 1.1113741722 0.016306171 -2.253743867
## [75,] 1.4254323774 -0.3725397930 0.207717491 1.012506440
## [76,] 1.4516368690 -2.8419914319 -0.738686132 1.362012158
## [77,] -0.8077264437 1.1380329153 0.695132706 1.444333856
## [78,] 0.3042415311 -1.3692508554 1.041675167 -0.322464267
## [79,] 1.7379932515 2.2757115472 -1.498732106 -1.445203544
## [80,] -1.7477286903 2.2666117725 0.413728904 -0.595638930
## [81,] -0.1914242001 1.9310307715 0.271324282 -1.243803347
## [82,] -0.0993125194 -1.4295062813 2.024508308 -0.412671916
## [83,] -0.2452805415 0.3567857542 -1.301661245 1.118181512
## [84,] 1.6105941716 -1.4056979882 -0.021014996 0.801965329
## [85,] -0.3130400961 -1.7689020892 -0.657523975 0.945075934
## [86,] -0.3189832313 -0.1678763741 0.118407141 -1.695636905
## [87,] -2.1408577929 0.3385415262 1.268276692 -1.014291086
## [88,] 3.6140242173 2.0789841178 -1.344575508 0.432056080
## [89,] 0.8792695996 -0.7623637229 -1.201234384 0.128309083
## [90,] -1.7355145912 -0.7763474550 0.580738908 1.452412929
## [91,] -0.2959097622 -2.5572854352 1.759832112 0.110138412
## [92,] 0.0670641018 -2.0798391808 0.575802452 0.346290102
## [93,] -0.1677434481 -1.9821364027 -0.462834068 -1.359061888
## [94,] -0.0468270753 -0.2682980155 0.945274187 2.529447928
## [95,] 0.6404478204 -2.0924310980 1.801654817 -0.046325615
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## [608,] 0.0949254761 0.0269437932 0.782349410 2.028846581
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## [615,] -1.6541461159 -0.0233047925 1.869990991 -0.796612951
## [616,] 2.9491857837 3.0562794996 -0.520525290 -1.736543290
## [617,] 1.1176313955 2.7007339476 -0.009885372 -0.157759114
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## [625,] -0.0555266874 -1.1787950679 -0.277222457 2.664625188
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## [637,] -1.8778319910 -0.0361720560 2.197358988 -0.442959148
## [638,] 3.0728382619 3.0411311877 2.380257969 -0.193398837
## [639,] -1.5245586154 -0.7220687388 -0.333373374 -0.073691899
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## [641,] -1.7140002250 0.6155003414 -1.217015573 -0.204113998
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## [645,] -0.4063386603 -0.4211129513 0.692574848 -0.689410941
## [646,] 2.0650426581 1.4763447942 1.148043995 0.919345013
## [647,] -1.1578728296 1.6785805084 -0.228555400 0.611468924
## [648,] -1.8423968586 0.3338323397 0.088119704 -0.992790490
## [649,] 0.7423294847 -0.9559276305 -1.395407730 1.771490166
## [650,] 0.1137684242 -1.4177455435 -2.816724026 1.637766518
## [651,] 2.4729641822 1.3852858564 -0.101773965 0.945540610
## [652,] -1.7730103710 -0.1155928031 -0.210208532 -0.617783179
## [653,] -0.5445965404 -0.0542454184 0.399222658 0.410793944
## [654,] 3.9445203400 -0.9778878984 -0.099326284 -1.784257368
## [655,] 0.9290168192 -0.4908256667 1.948154999 -0.512137545
## [656,] -0.3387646789 1.0812427471 -1.936851277 2.074246228
## [657,] 0.6369110373 -1.9626798095 -1.388204663 -0.608737234
## [658,] 2.0536705779 1.8935832867 2.130506474 0.093681413
## [659,] -0.8593722098 2.1913767386 -0.066260164 -0.902988891
## [660,] 0.4582847789 0.5718744748 1.544090384 -1.593073218
## [661,] -1.6125021601 0.0310201461 -0.840863537 2.710689038
## [662,] -2.0723843607 0.3490858166 -0.532650568 0.639565756
## [663,] -0.8005978569 -0.6351614818 1.511934592 0.106207675
## [664,] -1.1596608283 -0.5350500266 -0.004178479 -2.287476732
## [665,] -0.2162387830 -1.7286302926 -1.785789338 -0.381144738
## [666,] 1.1036500771 1.2880759280 0.151645494 -1.974056174
## [667,] -0.0109726494 0.3965891926 0.799232965 -1.194458311
## [668,] -0.2819105943 2.8357604700 -0.462995205 -1.258925062
## [669,] 1.8187910101 -0.9949677553 0.120664029 1.554312365
## [670,] 0.3603275867 -1.1659850566 1.597446529 1.220979250
## [671,] 0.8239268079 0.7876621327 0.157318063 -1.381020861
## [672,] 1.1158551894 1.7007184405 0.994944617 -0.546547913
## [673,] 3.4124552067 1.8528365155 0.543889960 -0.309896574
## [674,] -1.6387417339 -0.1231183498 -0.020471457 -1.939821457
## [675,] 0.3672485945 -1.0410965422 -0.643696354 -2.539182741
## [676,] 1.5888368717 -0.0001939358 1.281454014 0.919356368
## [677,] 0.9436347487 -0.3077108096 2.478825275 0.092319986
## [678,] -0.6138515735 2.8431632326 0.877421955 -0.075180632
## [679,] 1.1962434224 -1.6407858406 -0.721015972 2.102598137
## [680,] -2.4536268957 1.0802824778 0.443941493 -0.520125618
## [681,] -1.0627415934 -0.4388067946 -1.135995717 -1.118068922
## [682,] -0.3043019560 -0.2749816384 0.545879463 1.666710142
## [683,] -1.2128876620 -0.4503788612 0.902970944 -0.628144264
## [684,] 1.9065974739 -1.1877536918 0.212610048 -0.285238186
## [685,] 3.2365189502 1.1863621867 -0.675779855 -1.985085143
## [686,] 2.4698626997 1.4365996047 -0.020413541 1.317767755
## [687,] -0.9962790686 -0.8786494671 1.295061514 0.143728549
## [688,] 0.8611233254 0.0172345638 1.338606692 1.028966537
## [689,] -0.2593002726 -0.7845901476 1.175707617 0.429553550
## [690,] -0.6519853405 -0.1291818286 -1.894538289 -0.351836606
## [691,] -1.7542152234 0.0012399511 -0.140288113 0.301810265
## [692,] -1.7935342127 0.7983340503 -0.445983671 -0.684336087
## [693,] -1.8904838858 1.6291779156 0.254780639 -0.685498814
## [694,] 0.4243090002 -0.9393924552 -3.139331754 -1.383822630
## [695,] -0.5830080935 0.4368776764 1.930795747 0.068888981
## [696,] -0.4834478538 -1.4004094592 -0.580087654 0.754579865
## [697,] -1.6200955475 -0.7369973697 1.258253678 0.551171373
## [698,] -0.6975686603 -0.1565340720 -1.290169529 -2.065029444
## [699,] -1.8651719965 0.2572919963 1.298979631 -0.611011611
## [700,] 1.2885098968 -1.0229900391 -0.751411844 2.028950809
## [701,] -1.2696627745 -0.8964078182 -0.011792196 1.100977438
## [702,] 3.0678867879 0.1572689723 1.293291924 2.019645705
## [703,] 0.1515199750 -0.4265591344 0.754216611 2.068318749
## [704,] 0.5685978821 -0.2733726493 1.383951357 -0.999443321
## [705,] -0.0649068651 0.9299710418 -0.096815197 -1.167804459
## [706,] 0.7807485710 -0.1041870551 0.036918803 0.925612737
## [707,] 0.5428189968 2.0901960470 1.237588633 -0.030131953
## [708,] -1.5377881614 0.3932292052 0.174247206 1.548634002
## [709,] -1.5777737827 -1.0205209977 1.170536370 0.921421372
## [710,] -1.3257270089 -0.3708520120 -2.027748097 -1.414059191
## [711,] 0.1663041044 -1.4810128238 1.717218865 -1.444777205
## [712,] -0.4326016134 -1.5041461037 -0.601024467 2.652078643
## [713,] 1.3857951044 -0.8907434695 0.581887358 -0.062478908
## [714,] -1.5365663492 -1.0942013101 -0.483627514 0.445259913
## [715,] 2.9057397069 3.1649060605 1.217721440 -0.726657203
## [716,] 2.4685657422 -0.2664170349 0.764797063 -0.675131746
## [717,] 0.9341269012 -0.4322209535 1.214416093 -1.197352088
## [718,] -0.5757536432 0.4877603769 -0.172465018 0.501287913
## [719,] -0.5629180546 0.7224433195 0.778742048 -0.119126707
## [720,] 1.5237241790 0.5736563786 0.714238425 -0.061197376
## [721,] -1.4489172884 -0.1987657405 -0.661540413 0.047851826
## [722,] -1.3089491344 -0.8613876623 -1.281949370 -0.204590404
## [723,] -1.6774180700 0.2426521873 -1.378902284 0.118770179
## [724,] -1.1474016467 -2.2412774435 0.347071296 -0.787458508
## [725,] -0.4789993492 1.3723750848 -0.243590945 1.324690492
## [726,] -0.9351719775 -1.2954020983 -0.871184791 -2.666972781
## [727,] -1.1004974606 -0.9576592719 0.314124495 -1.997614153
## [728,] -1.0193131057 0.2111927791 -0.636861165 2.615958730
## [729,] 2.1535123318 0.3859660370 1.128378438 1.525296497
## [730,] 0.4108331263 -0.4884903833 0.631718778 -0.108370491
## [731,] -0.5073475017 1.4896606241 0.425542155 -1.242863187
## [732,] -0.3236432394 0.3043065979 -2.688701881 1.782177043
## [733,] -1.4081850262 -1.4176950247 0.228481883 -0.506288750
## [734,] 0.5572466458 0.6362762031 0.348157203 0.898226623
## [735,] -0.3184526961 -0.9013664736 -1.157346343 -2.321641692
## [736,] -0.6317433571 1.6257377660 -0.320520536 -0.874293593
## [737,] 1.6394063729 2.6487133142 -1.786310059 0.609599818
## [738,] 1.1553932946 -0.0479678447 -2.110527227 0.068159798
## [739,] 2.1439698038 -1.0366828910 -1.502370136 -2.348008543
## [740,] 0.5621524011 1.0002326927 -0.621041711 1.352093327
## [741,] 0.0404278696 0.3138035115 -0.601427269 0.601512171
## [742,] -1.5732435068 -0.3541316079 -0.586899558 -0.076522835
## [743,] 0.1050848403 -0.2777004421 1.890371054 0.326300207
## [744,] -0.6654201179 0.3077734406 1.010329058 0.913771178
## [745,] 2.8651939749 1.4893437160 1.283807809 0.411251518
## [746,] -1.0076289582 0.2821929233 -1.592095862 -1.474012780
## [747,] -0.4987768619 0.8616712871 -1.908253071 2.116595570
## [748,] -1.5256470205 0.2426097199 -1.757410764 -0.540727175
## [749,] -0.4155708554 1.7323962433 -0.588455949 -0.398458675
## [750,] -0.5586137658 0.3391097191 0.168762539 -0.480013040
## [751,] -0.9779788028 -0.8545357088 -0.413906640 -0.454644696
## [752,] -1.3318367070 1.0951046419 -2.249402479 -0.322489780
## [753,] -0.0211353175 -0.4511287026 -1.253740628 1.078164779
## [754,] -0.2797576228 0.7070535610 2.233625582 -0.380567213
## [755,] 0.5623301712 -3.2552158419 0.919850249 0.567332454
## [756,] 0.2019153924 -0.5196930234 -0.023827994 2.912848636
## [757,] 1.0603126585 -3.5491395096 -4.003641024 -3.020761117
## [758,] 0.0718627811 -0.7166522160 0.095345235 1.772061800
## [759,] -0.4084629691 1.2673412881 0.134856618 -0.742704938
## [760,] -0.5787561972 -1.5098502323 0.566960734 0.487243391
## [761,] 2.2085132409 -0.9627664278 0.707676046 -0.967101407
## [762,] -0.9067173189 -0.2613478171 0.182671047 2.275477087
## [763,] -1.8990410884 0.0539120339 -0.860366078 0.750772261
## [764,] 3.3865165532 0.9306047024 0.623718800 0.354247186
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## [766,] -0.6621990514 -1.0016073040 -0.288009353 -0.534980804
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## [768,] -0.3592279733 0.4253613818 -1.418983984 1.079504010
## [769,] 1.6564928150 -1.7812706429 -0.228132860 -0.038050084
## [770,] 1.2309603158 -2.2307142937 0.558497933 -1.035635362
## [771,] 0.3992079001 0.3295153427 -0.721827018 2.561793329
## [772,] 1.3139441048 2.0479601545 -0.290296854 -0.858629989
## [773,] 1.7841648953 -0.3156485810 -0.004039152 -1.218393116
## [774,] 0.5411895711 -1.5718746498 1.769913513 -0.081342409
## [775,] 2.0525621829 -3.7323060795 -2.536450012 -0.594387851
## [776,] -0.5235925682 0.3754796833 -0.623864978 2.760637357
## [777,] 1.7359093790 -0.2959590283 2.215484365 -0.059831690
## [778,] -1.7553833808 0.5610731155 0.733429019 0.709664378
## [779,] 1.7315192300 0.0047250750 1.973083267 -1.762381240
## [780,] 0.7053714436 -0.4823526258 0.544970151 -0.050675387
## [781,] -0.1540503129 1.1217198136 1.635978969 -0.669526540
## [782,] 1.7004468911 -2.1797610954 2.625067395 -0.623171120
## [783,] -0.5139596593 0.6290381309 -1.060071525 -1.395766265
## [784,] -1.4116739357 0.3500282220 -1.050966751 -1.088312503
## [785,] 2.0063974342 0.4001797633 -1.086343933 -0.990814807
## [786,] -0.3413218647 0.0349551921 0.490886245 -1.347292107
## [787,] -0.4863847779 -0.9434145585 1.900140535 0.439327565
## [788,] 2.0784527046 -0.3392640376 1.417188233 -0.733495872
## [789,] 2.5196769139 -0.0820387349 1.624611947 1.314326356
## [790,] 1.3041637390 1.4702216544 0.656517924 -0.040858035
## [791,] 0.4947336837 -0.9935132286 -0.629266930 -0.010691762
## [792,] 2.4534698287 -0.2682874616 -0.665497412 -0.648225998
## [793,] -2.2116998664 -0.0078879772 -0.188648969 -1.330442646
## [794,] 0.3919585683 -0.8311162062 0.121394701 2.833047036
## [795,] 0.2304210608 -0.2458074854 2.114715556 1.278616006
## [796,] -1.4719350830 0.3268919603 -0.625891841 1.573252531
## [797,] 2.8922306550 -0.1841473911 -1.841904835 1.449012020
## [798,] -0.8143187599 -0.2861228419 -0.894798121 0.469028463
## [799,] 1.4760790166 -1.7204330864 1.968636112 -0.205696805
## [800,] -1.3712905003 -0.1988297017 -0.812534045 -0.904095583
## [801,] 1.7617159652 -2.1737566565 0.135595302 0.810222425
## [802,] 1.7161107934 -1.4574657687 0.259086904 0.200563723
## [803,] -0.2296391353 0.0423990828 0.271074093 0.696192370
## [804,] -0.8246986915 -1.7376424973 1.758005023 0.240154459
## [805,] 0.0313489379 1.9685338128 -2.216301822 -0.241003205
## [806,] 1.1207750880 2.7321667267 0.312683435 -0.079607003
## [807,] -2.2377896081 -0.3639853926 -0.778354453 -0.396162984
## [808,] 0.9095101234 -4.3383903275 0.972619134 -0.682505331
## [809,] 3.0322974089 2.3901290659 -1.505206338 -0.734700936
## [810,] -1.0248007709 1.2135206079 -1.813915534 -0.294813339
## [811,] -1.2962716145 0.4316280415 -0.016114994 -0.731404840
## [812,] -1.3867522842 -1.0220213456 -0.525978457 -0.538288568
## [813,] 2.2637164034 1.1021730778 1.577525249 0.784000542
## [814,] 0.0827266724 0.3524412402 0.482540197 1.598641036
## [815,] 2.0185021265 -0.3975111775 -0.537082076 2.569031888
## [816,] 1.5626822773 1.1814441315 0.040711101 -0.178540477
## [817,] -1.1687157469 -1.7567042952 0.050183398 -0.454759455
## [818,] -0.5289858663 -0.2680623482 0.261473038 -0.126007096
## [819,] 2.3054295159 2.9324399439 -1.376345599 -0.051988907
## [820,] -1.7940616103 0.3090459938 -0.171329639 1.017309133
## [821,] -1.0493716578 0.6570767189 0.139350827 -0.677520024
## [822,] -2.5814230759 1.0465926622 -0.415431819 0.271818255
## [823,] 0.1361141108 0.0955298479 -0.906106346 0.108263155
## [824,] 0.1675500940 -2.5649775164 -0.405117305 0.230657227
## [825,] -0.1348629158 0.4040818145 0.458623611 -1.626025100
## [826,] 0.4876800783 -0.6234983163 1.187692649 0.399759337
## [827,] 2.9253054086 -1.5567994360 -1.540043689 0.310199815
## [828,] -0.0368178487 0.7235204418 -1.687665253 -1.403676195
## [829,] 2.0948157912 0.6328116570 -0.094886426 2.575506867
## [830,] 2.8823495764 0.7129057664 0.376073416 0.586343399
## [831,] 0.6602874334 -0.8505624398 0.973788591 -1.900740641
## [832,] -0.3394570605 0.6189549483 -0.460994030 2.104230893
## [833,] 2.3990783509 2.2780315900 -0.274283182 2.502548264
## [834,] 0.9338111399 0.2251023071 1.301337412 0.347613483
## [835,] -1.5926270078 0.5889767911 -1.451246628 0.433955028
## [836,] -0.5202020028 -1.0133758557 -0.817114004 0.933251660
## [837,] -2.7005131929 0.4175846096 0.628088959 0.017450680
## [838,] -1.4189500132 -0.4330408305 -3.056168128 0.056851888
## [839,] 1.9989275703 -1.7539280835 1.308588004 0.579793417
## [840,] -0.1106396694 -1.0768640016 2.090030096 -0.117805190
## [841,] -0.6275622067 0.9924318443 1.158408991 1.202858670
## [842,] -0.1671473143 0.6270550032 -0.647782806 -1.903498671
## [843,] -1.6834704230 0.2601938436 0.883859473 0.851374916
## [844,] 1.3980420006 -0.8882519102 1.155559851 0.143386933
## [845,] 2.1086298210 -2.7826379176 -0.289572451 -0.797664836
## [846,] 0.1881482237 0.4544123363 1.187466474 -0.008841628
## [847,] 1.5628644995 -0.0673620328 -0.761762620 1.041473680
## [848,] -1.3658360871 0.8187181007 0.494451181 -0.150090858
## [849,] -0.6316962737 -2.1122857536 0.147585666 1.411033086
## [850,] -0.1289583019 -2.2305285536 -0.583466586 0.831066034
## [851,] -0.2205951414 0.1718852496 -0.662306530 0.853454513
## [852,] 1.7629010318 -0.5841877158 1.635672712 -0.385973109
## [853,] 0.0208802565 -0.6526185315 1.126904701 1.077253484
## [854,] 0.7908497038 -1.3434214528 -2.021529856 1.950679105
## [855,] 3.1385393118 1.0540196584 0.508648837 -1.809713823
## [856,] -0.1807812034 0.5547610295 0.870964123 -0.006484503
## [857,] -0.0511240069 -1.0535035342 1.044305348 -0.021415741
## [858,] -0.4304205683 0.4554204096 1.082723107 0.291636496
## [859,] -0.4818108931 1.1512133213 -0.402423734 0.188747579
## [860,] -0.5566197085 0.7109189490 -2.505631836 -0.095664196
## [861,] -0.4316103488 0.6723995330 1.644006557 -1.265418336
## [862,] -0.3048678026 0.4043993839 1.164548194 -1.118125993
## [863,] -0.4382425432 0.2137197550 0.712420045 1.507622670
## [864,] 0.6890870464 -0.0897262475 0.351816769 -2.412933901
## [865,] -1.3297754209 0.7419279635 -1.838309523 -0.052487025
## [866,] -1.3985422871 0.2873375589 0.250796413 1.334723629
## [867,] -2.1550344176 0.9909362948 -0.219587036 0.197641914
## [868,] 0.1369099612 -1.1636534237 0.721879041 -0.542527839
## [869,] 0.7604509843 1.4145374435 1.015222404 -0.231780006
## [870,] -1.2040591542 -0.9290701737 0.107742290 3.093006062
## [871,] 1.8067826922 0.1366292651 2.668042248 -0.620050924
## [872,] 0.4460915957 -2.3436490633 -1.686444660 -0.223432886
## [873,] -0.1220568591 0.1461979325 1.206652487 -0.326353436
## [874,] -2.7561342075 0.7523181751 0.716229498 -0.348263267
## [875,] -1.2600336637 0.2572525035 -2.581131631 -0.451042418
## [876,] -0.7016475241 -1.6571260017 1.286601437 -0.622820800
## [877,] 0.4022078221 0.0414457204 -1.490478053 1.643963094
## [878,] -0.8216635863 0.8441802435 1.824620177 0.350103599
## [879,] -0.4745288150 0.3875977636 -1.996804969 0.863826707
## [880,] 0.5811464725 0.5758144226 1.563101602 -0.436051878
## [881,] 1.8953790529 0.8563051668 0.312555344 -0.669992261
## [882,] 2.3275108861 1.4543737084 -0.248468370 0.968059001
## [883,] 0.6655508802 -0.7507791609 1.782871581 0.158003898
## [884,] 0.0377073283 -2.0138700657 0.509471510 -0.581937992
## [885,] 0.4586819714 0.1026357268 1.620277095 0.147320438
## [886,] -0.6950539275 -1.3010728703 -0.471571167 1.234459741
## [887,] 1.4152263770 -0.8713494897 0.955112228 -0.903259995
## [888,] 2.2256820882 4.5979186874 0.693505873 -0.815313481
## [889,] 2.4611736346 0.1955654717 1.387394718 -0.615908460
## [890,] 2.6573487966 1.0506406523 -1.133677815 0.565296608
## [891,] 3.3755910483 -3.0664523415 -1.604665910 -1.192833991
## [892,] 0.4913153326 -1.6701325643 2.227688068 -0.015995887
## [893,] 0.0598886129 -1.0853295622 -1.188798780 -0.201562238
## [894,] 1.5318966789 1.0033774042 1.277646504 -0.465261665
## [895,] -0.8176419093 -0.1476409160 1.669586587 -0.448246419
## [896,] 2.9608663416 0.9885097659 -0.349084010 -2.330915021
## [897,] 0.0516798576 0.3062664155 -0.710405333 2.219845034
## [898,] -1.3622476490 -1.3432313360 1.999702020 -1.092182642
## [899,] 0.2847398741 -0.2480871983 -1.343225085 0.784333668
## [900,] -1.0450784755 0.5130021292 -0.509488769 0.820629666
## [901,] 1.9783396035 -0.8810230023 -0.440869700 1.162948911
## [902,] 1.0763240243 -0.0667936760 0.563740899 -0.803132547
## [903,] 2.8173704842 0.9439820883 0.714127717 0.818204279
## [904,] -0.7797747325 0.1877465488 0.600108972 0.925850674
## [905,] -0.4852374112 0.1302723247 1.048939892 -0.862922732
## [906,] -0.7411430975 0.3780933674 -2.750864377 0.659561091
## [907,] -0.2781029059 0.8150960003 -1.200156171 0.015412689
## [908,] -0.5970112040 1.9853801774 0.034810362 -0.457737622
## [909,] 0.0952855455 0.1653696071 -1.154682608 -2.128726746
## [910,] -0.9834619388 0.7152780996 -1.862546947 -1.462263042
## [911,] -0.1334353456 0.3602811991 1.759809031 0.215586093
## [912,] 0.0810484331 0.7036215732 -0.373497056 -1.019615017
## [913,] -0.4202646447 0.5727258918 1.091235929 0.784353515
## [914,] -0.3774231049 0.0443979494 0.646913737 -1.234275817
## [915,] 0.1058827986 1.1523048821 -0.319847343 1.678051665
## [916,] 3.5615214838 4.8504215813 -0.834537716 -1.948750971
## [917,] -0.8973547988 0.3803789587 -1.974088664 -1.311816646
## [918,] 3.7442802887 0.1647208691 -1.912972440 -0.663001995
## [919,] -1.8936437169 1.5096432282 -0.779103964 0.016852175
## [920,] 0.5586947206 0.0631083156 -0.082561520 1.569972164
## [921,] -1.7507636100 0.1151996710 1.299915421 -0.637683290
## [922,] 2.1793881349 1.7396781567 2.708389636 -1.951789399
## [923,] -1.7701954216 -0.0936843011 -0.956034112 2.667117726
## [924,] 1.1549071160 -0.9218907845 -0.691963263 1.090876971
## [925,] 0.3852365836 1.4783015508 -0.390206298 -0.591607113
## [926,] -0.4635160601 -0.3049703006 -0.529739811 -0.048071203
## [927,] -1.1631844908 -0.3297220161 0.174640195 2.319255932
## [928,] 4.7491863330 -0.3895003055 -1.286194386 1.205047236
## [929,] 0.9320091406 -1.0349431632 2.143645191 0.735565778
## [930,] -0.3211677473 -1.4114184635 -1.898789810 -1.064970137
## [931,] -2.1081116717 1.0400501657 -0.572927213 0.117296058
## [932,] -1.9564966117 0.4913786861 0.864365656 -0.268626879
## [933,] -1.7260476575 0.0269676136 0.123001174 -1.599383918
## [934,] 0.3263342719 -2.8518248241 1.753032300 -0.746690354
## [935,] -2.6446253037 0.7019363775 -0.418956365 0.162875695
## [936,] -0.4419123295 0.1809936298 0.441487102 -0.963178584
## [937,] -2.3828027774 -0.0419219050 -1.366610962 0.135738770
## [938,] -0.7801184029 -0.2527178323 -0.564479179 0.718609220
## [939,] 1.4866470487 1.4498980159 0.629612615 1.870866642
## [940,] 2.5638804666 -0.0339429160 -1.142108557 -1.736670039
## [941,] 0.9325105222 -0.2981542184 -2.010910964 -1.527278186
## [942,] -0.9395833155 -0.3024420930 -2.124689002 -1.426669212
## [943,] -0.4486052358 0.1643672486 1.575560902 -0.248150531
## [944,] 0.6705042409 -3.2204165828 -2.455877997 -3.366650137
## [945,] -1.6361291404 0.0895027600 -0.446778474 1.589415055
## [946,] 0.1568468680 3.0064879251 0.563649771 -1.407950791
## [947,] 0.3039824056 -0.3437652404 -0.128566603 1.991712210
## [948,] 0.3514116574 -0.3124471350 -0.285669803 -0.328164239
## [949,] -1.2743631241 -0.3323901984 -1.043236906 -1.349352086
## [950,] -0.3393458717 0.2294217920 0.942887681 0.666016502
## [951,] 2.2520559081 -2.0054897268 -1.785082604 -2.632459089
## [952,] 0.3458877160 1.0692723350 0.735084767 -0.589400695
## [953,] 0.0091030962 0.5415767746 0.366124020 1.255945258
## [954,] 0.8094669776 2.7882930749 0.773309970 -0.718441458
## [955,] -0.4577129810 -0.0976990247 -0.122801617 1.154273981
## [956,] 1.5085676890 -2.4159500918 1.080533969 1.268753689
## [957,] 1.1015173920 -1.1981071965 0.407045312 0.359001646
## [958,] 0.4567295514 -3.2033889878 -0.703033098 -1.415276903
## [959,] -0.0216216289 0.8188394221 -1.247323663 -0.065193718
## [960,] -0.1373471032 -0.1550790876 1.149316862 2.250491052
## [961,] -1.1223272485 -0.7981513133 0.271532644 0.221908283
## [962,] 0.3539090357 -0.2674599851 -0.104733095 -0.746114673
## [963,] -1.1892532403 1.0080490379 -0.073964467 -0.483655564
## [964,] -0.1809739260 0.0080279104 1.879619899 -0.836120324
## [965,] -2.9279374522 0.3046841516 -0.835776400 -1.156555673
## [966,] -2.0956490701 1.3926815181 1.107247965 -0.218232756
## [967,] -1.3209814801 0.1890383078 1.332672740 -1.380900308
## [968,] 1.0882343244 -0.6523811009 0.022007172 0.146760383
## [969,] 1.7660155580 1.6063348170 1.162503638 1.741492127
## [970,] 0.1442545153 -0.3622258921 -2.980940370 -1.654005065
## [971,] -2.4308400444 0.6570789647 0.748068496 0.045421866
## [972,] 1.5274125895 0.6917775866 -2.310246365 -1.024797379
## [973,] 0.0530588371 0.6476228567 -2.533954231 1.696976008
## [974,] 1.9368236483 1.1295650909 0.557199807 2.978796859
## [975,] -0.3416332847 0.7137149949 1.961884903 -0.777000719
## [976,] -0.7886111874 -1.0352333183 -0.220771342 0.172244172
## [977,] -1.4052791610 -1.3991928187 -0.274388137 -0.320853491
## [978,] -0.0596573151 -0.8408708286 1.422286113 -0.806265987
## [979,] 1.5937293700 -1.9400225273 -0.211199508 -0.880942764
## [980,] -1.1713393159 1.0162338883 -0.941114571 0.625009158
## [981,] 0.9299115299 0.6487555801 1.549271967 -0.953157849
## [982,] 1.7262828454 2.2478750616 -0.717586171 -0.085831694
## [983,] -0.0645012203 1.8350979282 -2.186212218 -1.302401360
## [984,] 0.4498002722 2.1936483698 -1.607709910 -0.044479567
## [985,] -0.4954921723 -0.0640659401 0.498874910 -1.257652338
## [986,] -1.3620307553 -0.2531456310 0.073314204 1.857106381
## [987,] -0.2410684863 2.5615988557 -0.535910123 -0.006358201
## [988,] -0.6929036989 -1.1622302674 0.027335210 0.172727388
## [989,] 0.9135300218 1.6634367479 -1.145393430 1.107814662
## [990,] -0.1582136881 -1.1434038209 1.207898627 -1.013268812
## [991,] -0.2023847521 -0.0984299536 -1.942488486 -2.721202995
## [992,] 0.0334007559 -1.5027107807 -0.785595721 -0.270163257
## [993,] -0.3570941106 -0.1380743510 -1.247226212 2.288643614
## [994,] -0.0158769930 1.1386064925 0.076216283 0.701920375
## [995,] 0.5623223222 -1.0544946104 1.133634613 -0.088227068
## [996,] -0.8101578856 -0.9123176514 0.088490078 0.233682920
## [997,] 1.0896768305 0.4496673700 -0.455470737 0.741732758
## [998,] -1.1385487284 -1.3853350253 1.285864901 0.893572266
## [999,] 0.0389086837 1.1754454415 0.593808466 2.971022183
## [1000,] 0.5966271926 1.1318876203 1.075586945 -0.113699403
## Comp.5 Comp.6 Comp.7 Comp.8
## [1,] 4.840408e-01 1.084128719 -0.8347919727 -0.3481535084
## [2,] -2.383059e-01 0.522788954 0.8544257742 0.4215439107
## [3,] -3.320145e-01 0.283901309 1.0530859142 -2.0240850059
## [4,] -3.851505e-02 0.245503739 2.4587447081 -0.4019738320
## [5,] -3.542001e-01 0.708665434 1.6264537868 -1.0554505147
## [6,] -9.041634e-01 -0.516301094 -0.0459195156 -0.6381601279
## [7,] -1.087316e+00 -2.072213711 0.5253738652 0.1772104193
## [8,] -8.090016e-01 -0.221773144 -1.5003513917 -0.0827165153
## [9,] -1.414279e+00 -2.304458735 -0.6966109128 -0.0801869605
## [10,] 4.671663e-01 0.716207643 -0.6545625049 -0.9257424392
## [11,] -9.184478e-01 -0.063952198 -0.0295041935 -0.3158837955
## [12,] -1.740627e-01 0.252062665 0.5109144872 -0.0901642446
## [13,] -1.103936e+00 0.460477865 -0.2492630572 0.7257478654
## [14,] 1.161099e+00 0.709728626 -0.7472097630 -1.6122701898
## [15,] -1.103177e+00 0.171709001 0.2049495778 -0.1249382691
## [16,] 1.517459e+00 0.457069278 -1.0420962242 -0.1626382772
## [17,] 1.894806e-01 0.826608084 0.3816614192 -0.5639263300
## [18,] 1.075565e+00 1.333045483 1.5701307148 4.5463994941
## [19,] 7.111943e-02 -0.294354562 -1.4920920709 -0.6929302755
## [20,] -6.123324e-01 -2.082984733 1.6611223067 0.0942724084
## [21,] -6.971357e-01 2.450841027 -0.8595736360 3.2230857200
## [22,] -1.770421e+00 -1.946862697 1.5991844399 0.4476394165
## [23,] -1.040046e+00 0.562407604 0.7416912312 -1.1548718761
## [24,] -9.442609e-01 0.688704073 -0.0303577556 -0.7841342319
## [25,] -9.145878e-01 1.222983937 0.5749536145 0.2076632514
## [26,] 1.005004e+00 -0.635394789 -1.1182935014 1.4300319413
## [27,] 3.125265e-01 -0.210884370 -1.1902982409 -0.7146559304
## [28,] -1.378665e+00 -1.800612955 0.0035222753 0.9733451345
## [29,] -4.376088e-01 0.305730054 -0.1627249264 0.0849863739
## [30,] 6.290846e-01 1.086300382 0.1538124925 -0.8199007673
## [31,] -1.648204e-01 -3.304124034 -0.1360988484 1.3118536645
## [32,] 1.473814e+00 -0.302702488 1.1224770747 1.4098795838
## [33,] -8.539351e-01 0.191921586 -0.4289387128 -0.1239869632
## [34,] -4.499103e-01 0.086364364 -1.1430501299 -1.3681347354
## [35,] 2.720590e+00 -0.656032118 -1.5065536528 1.1710437787
## [36,] 7.893946e-01 0.969119733 -0.4766166682 -0.1173322309
## [37,] -5.395097e-01 -0.359899804 0.7451284338 1.3236819714
## [38,] 2.365371e+00 -0.462755051 0.4296780923 1.0795251142
## [39,] -1.091887e-01 0.686282804 -0.6313510536 0.5533824552
## [40,] -9.725505e-02 0.203795575 -0.2624614986 0.0783445349
## [41,] 1.428944e+00 -3.254516506 0.2175234435 1.0541300299
## [42,] -1.206552e+00 -1.796839353 -0.4845112589 1.0881893673
## [43,] -5.652387e-01 0.610830660 -0.0266602170 -0.3656617302
## [44,] -1.405351e+00 1.066901422 1.6440833240 -0.3273928508
## [45,] 2.108320e+00 -0.504297582 0.0425428230 -0.1492694074
## [46,] -1.826849e-01 0.448449079 -1.2418664740 -1.0566815767
## [47,] -5.061682e-01 -2.056114666 0.6524494116 0.2253408441
## [48,] -2.231015e+00 -2.072854869 -1.2933397124 0.6548184234
## [49,] -1.667209e+00 0.666057482 -0.5486868010 -0.7176251882
## [50,] 1.513246e-01 0.294825754 -0.1766142984 0.0552716391
## [51,] 1.889286e+00 -0.251432039 -0.3144137540 0.8142481471
## [52,] -7.843015e-01 0.744033401 -0.3734604296 -0.7027271467
## [53,] -3.068508e-01 0.326763545 0.0520178655 0.1685978768
## [54,] -6.246225e-01 0.202762498 -0.4626787585 -0.1882811311
## [55,] 9.278630e-01 -0.789059282 -0.0031811507 0.3225085503
## [56,] 4.578097e-01 -1.426661503 1.1506737585 -0.2841529170
## [57,] -2.184304e-01 0.191952960 -1.9153488533 0.1558795782
## [58,] 6.362832e-01 0.202572080 1.4862311549 1.3688573584
## [59,] 9.480981e-01 0.228886175 -0.2495158565 -1.1486704940
## [60,] 2.997499e-01 1.017535666 -1.3445377023 0.6610891749
## [61,] 4.847902e-01 -0.975694479 -0.1230563949 0.8332531136
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## [985,] -1.326659e-01 0.882119235 0.1081439960 -0.4408493206
## [986,] -1.315946e-01 1.195313069 0.2245307522 0.4281189650
## [987,] 4.266278e-01 0.704611475 0.8051860729 -0.4114409200
## [988,] -8.704464e-01 0.101346724 -0.4226663787 -0.0779125395
## [989,] 5.807010e-01 0.095427831 -1.7938457893 -0.1739510980
## [990,] 8.892326e-01 0.736803865 -0.5856538249 -0.8138014256
## [991,] -3.075162e-01 0.550931668 0.8350537726 -1.5181890802
## [992,] 2.162182e+00 -1.487251197 1.0871774062 -0.2112400857
## [993,] -3.457172e-01 0.154281017 -0.2271712883 0.0533477372
## [994,] 1.438411e+00 0.444954979 -1.6700914831 0.2772467657
## [995,] 1.435075e-01 -0.167343832 -0.8498852000 -0.9612712473
## [996,] -3.381659e-02 -0.103110659 -0.7054226378 -0.5042160228
## [997,] 1.119528e+00 0.100154462 -1.9354835068 -0.5813295387
## [998,] 1.117931e-01 0.038973906 0.0778351947 -0.4280377078
## [999,] 3.904439e-01 0.376428926 -0.5663859428 0.8979770949
## [1000,] -5.107297e-01 0.852834784 0.6987584281 -0.5253557456
## Comp.9 Comp.10 Comp.11 Comp.12
## [1,] -1.6623726537 -0.1933233830 0.7569651107 -1.1506035694
## [2,] -0.3796170685 -0.3172970382 -0.1086510400 0.9903072089
## [3,] -0.0465065320 -0.4399117202 -0.1908755290 0.7850536674
## [4,] -1.6546941114 0.0043731617 -0.2525612374 1.5555903915
## [5,] 0.6754642426 1.2837106648 0.8787244111 0.3252597072
## [6,] 0.1389584977 0.7078693748 -1.5576065018 1.2395737894
## [7,] -1.5875660930 -0.1675416089 0.7259376297 0.8942292031
## [8,] 0.2983176367 0.2630828309 -0.5390757534 0.3212414734
## [9,] -2.1560584059 -0.8939494385 1.0643783962 1.4700271536
## [10,] 1.6352254683 0.5406246019 0.8902254918 1.0921106057
## [11,] 1.5581557112 0.3035969104 -0.7638687155 -0.6928777784
## [12,] 0.9552167977 0.7927906398 0.7741003672 -0.0261961752
## [13,] -1.0762329500 -0.2622569943 -1.2862436138 -1.0251281060
## [14,] -0.1351616534 -0.0634669343 2.0525135296 0.2302293787
## [15,] 0.6477805395 0.1179156102 0.5753834111 -0.9999576432
## [16,] -0.5809773036 0.6675894649 0.6497904237 1.1291837026
## [17,] -0.0649558193 -1.0362277302 0.5560858780 0.7392422861
## [18,] 0.4425828976 0.5390918926 0.6468502519 -0.8645791927
## [19,] -0.2008171204 0.0145028000 -0.7949922114 0.6711406011
## [20,] -1.8791264489 1.8544281655 -1.6319296121 0.7769186480
## [21,] 1.2164636386 1.4067945895 -0.8050654495 -1.2048950430
## [22,] -1.4039380399 1.7567339249 0.3133989739 0.7830722703
## [23,] 0.2209840937 0.5649094707 0.9475637038 0.5022769550
## [24,] 1.2216699700 -0.4090350809 0.8249631914 -0.7165440082
## [25,] 0.3260870392 -0.4236135367 0.3255934445 0.0177975088
## [26,] -1.5465450806 -1.0742729232 0.3704575919 -1.1942753769
## [27,] -0.3932967620 -1.4318327462 -0.7273816860 1.0156453858
## [28,] -0.7081849642 1.3665855788 1.3126813018 0.3186106729
## [29,] -0.2793536512 -0.5621551798 -0.5829395456 -0.0577497676
## [30,] -1.2676687188 0.4324804330 1.7055682378 -0.9128534507
## [31,] 0.2807590768 0.7474930365 0.2526868116 -1.6604311638
## [32,] -0.6013339193 -0.7877012344 0.9942309252 -0.5702866972
## [33,] -0.3155963389 0.2440369073 -0.8019060393 -1.4378912499
## [34,] 1.4512401533 -0.9180822873 0.6075942026 0.6593950690
## [35,] -0.6150712164 0.2581133391 -0.0076850477 -0.6034825855
## [36,] 0.9472081603 0.2649856428 0.7145931494 2.3098160142
## [37,] 1.5993199947 -0.7847111497 0.5940275369 -1.0479758732
## [38,] -0.1603850853 -0.2761077160 0.7712375772 -0.5897934192
## [39,] -1.8356313197 0.4135140526 -0.1512242100 -1.4056425106
## [40,] 0.4801181378 -0.2762824052 -0.9083277097 0.1125528898
## [41,] -0.1998590616 -0.2136643107 0.6365386586 1.5914133869
## [42,] -0.9975287466 1.6818429823 -0.5609755622 -0.3661122917
## [43,] -0.8221882741 0.1322934429 -0.7241052676 1.5497920368
## [44,] 0.4237898800 -0.5387499856 1.6245348134 -0.3510143436
## [45,] 1.0639137919 -0.8057237738 2.4337346423 0.7138934994
## [46,] 1.7713191007 -0.1531790251 0.6991682345 0.4343512360
## [47,] -0.8651189622 0.4184143409 0.4193108180 1.2568860956
## [48,] -0.6553758935 1.7732931638 0.7732065941 -0.8847198513
## [49,] 0.4252067198 -1.2657049735 1.3888818694 0.3748593688
## [50,] 0.2188311351 -0.0741980004 -0.7547208291 0.2557845868
## [51,] 1.5440505689 -0.8783694700 0.7987016271 1.2228983952
## [52,] -0.4063319988 -0.5958897005 0.2775770465 -0.1932800087
## [53,] 0.0384107486 -0.3597996781 -0.7066971934 0.0765721335
## [54,] -0.2781875505 0.4810776163 -0.9059558299 -1.6497686941
## [55,] 1.5679406333 -0.9178733681 0.1803957934 -1.1612266536
## [56,] 0.6202721108 -0.9007350144 -1.0260189712 -0.3108527607
## [57,] -1.8448741582 -0.4381310303 -0.4941232567 0.3698901493
## [58,] 0.5078655315 -1.4065850310 1.2701082065 0.5635861306
## [59,] -0.4227741834 0.1579296177 0.5148731699 -0.1421627701
## [60,] 0.5881314378 1.0467345242 0.7354557365 1.4453020238
## [61,] 0.5115245885 -0.5544521446 -0.9169924000 -2.6129974012
## [62,] -0.4478516482 -0.5909987384 -0.4032398842 -0.3229548647
## [63,] 0.1205857007 -0.2659131971 -0.7359847607 0.2659419534
## [64,] -0.6100848940 0.4702322109 -0.3080911361 -0.3145827688
## [65,] -0.0999460098 0.2150506028 -1.3197939174 -0.0461925227
## [66,] -1.1975778918 1.3690942134 -2.9962122469 0.9996350938
## [67,] 0.1780452597 -1.6851493466 -0.2015972571 -0.5835478304
## [68,] 0.7261118765 1.9575547782 0.2040596593 -0.4475423349
## [69,] 1.9055595675 -0.2353171280 -0.8394421867 -1.2397082956
## [70,] 0.4818164827 -0.1655800187 -0.4955379879 0.9235988023
## [71,] 0.3777688651 -1.3890908437 0.6196746936 -0.8413668629
## [72,] 0.2959051475 -0.4022871857 -0.7234358597 0.6016540586
## [73,] 0.4538810345 -0.0698547107 -0.0835952151 -0.7250895368
## [74,] 0.6493343082 -1.4950030015 1.4687789814 0.3413932009
## [75,] -0.8710918357 0.6334653050 0.1339749139 -0.4005372346
## [76,] 0.4417411851 -0.2768351513 1.7945293490 0.2172794165
## [77,] -0.6668049590 0.7202024627 0.7615412004 0.6183450006
## [78,] -0.7870416706 -1.9078262771 0.7106670485 0.2618252912
## [79,] -0.4074127591 0.6666438944 -0.4080239453 1.8919764915
## [80,] -0.3636061970 -0.2357693543 -0.3472510804 0.5202679268
## [81,] -1.8688007277 -0.3605584382 -0.5788040517 -0.5005652086
## [82,] -1.0214301589 -0.0955834939 -0.2094519415 -0.6854076143
## [83,] 1.8025269667 -0.3526890974 -0.4050825074 0.7074143036
## [84,] -1.3513984827 0.3491383532 0.3513682816 -0.6858776659
## [85,] -1.8901947602 -1.1018205898 0.7906531380 0.6674099927
## [86,] 1.2882937842 0.8568241661 -0.2220816666 -0.4165632294
## [87,] 0.9761183704 0.3723004535 0.1634389430 0.4906416857
## [88,] -0.6692087682 0.3530938643 -1.2755025174 0.2413063995
## [89,] -0.9262621552 1.6214658479 -1.3812052537 -0.0777100181
## [90,] -0.9459858050 -0.1424247087 -0.0148980688 -0.2199085226
## [91,] -0.0727815930 -1.2138893544 0.3950928582 0.2958422847
## [92,] -0.0846541708 0.1588922156 1.5771867812 -1.1550806944
## [93,] 0.8415538838 -0.9923147724 -0.7274909928 1.4893338664
## [94,] 0.7590026062 0.0106130025 0.7915944702 0.7968249763
## [95,] -0.9312536057 0.9484987717 -0.1655753619 -1.2146212821
## [96,] -0.3190714823 0.0976063856 0.0514336384 0.2588080627
## [97,] 0.3804768371 -0.4402114931 0.6823886775 -0.7622477023
## [98,] 1.0134202755 -0.0214337556 -0.2870806213 -0.4720648757
## [99,] 0.4064242223 -0.7562724066 0.3450154597 1.0019303908
## [100,] 1.3094881685 -0.5558621318 -0.9831019103 0.4791722885
## [101,] 1.1437042491 -0.7117088686 -0.4376505352 0.8890644435
## [102,] 0.7589084641 -0.7356792055 -1.0147705716 1.1907484034
## [103,] 0.8093471617 -0.3451950449 0.0771095615 0.0004805983
## [104,] 0.6115282392 -0.3426710205 -1.0159620716 -0.2103153100
## [105,] 0.8991283779 -0.1477238363 -1.2594913540 -1.4077104450
## [106,] -0.2604310608 0.8027720644 -0.3594667967 0.9913177889
## [107,] -0.5731811888 -1.0670269138 -1.5162202624 -0.2024359972
## [108,] -0.4418924996 -1.0069670762 -0.3326265011 -0.8437973107
## [109,] -2.2836684986 0.2656173268 0.2799573283 -0.7211215028
## [110,] -1.4965068273 0.5965557041 -0.1297680465 -1.5944901038
## [111,] 0.6727930221 -1.3047312125 -0.4664662898 -1.2132227316
## [112,] 0.9538568697 1.3567938484 -0.5918267081 -1.5743481245
## [113,] 0.8223863186 -0.8675841723 -0.4515093043 0.8998817262
## [114,] 1.6937966860 0.2838473270 0.2596627345 -1.0769094169
## [115,] -2.0666611960 1.1893782839 1.1426470378 -0.0268103815
## [116,] -0.6503872424 0.3800410789 -0.1710932635 0.2988341710
## [117,] -1.7800459545 0.4779504564 -0.0301579847 1.0383351050
## [118,] 0.4725167956 -0.0894724626 1.1861288869 -0.0007576266
## [119,] -0.9494511256 0.9923885980 2.7822796569 0.7466961479
## [120,] -0.1625040173 0.9564659165 0.7672102589 -0.0804507114
## [121,] -1.2198326359 1.0217606960 -0.3297252254 -0.8706287625
## [122,] 1.1127560346 0.3027262308 -0.2654452540 0.2878311836
## [123,] 0.8084310771 -0.4738247491 -0.7365883781 1.4630571567
## [124,] 0.0753034949 0.3877074842 0.7054090741 -1.7391781581
## [125,] 1.1292050410 -0.1422772322 -0.8999902874 0.7856417722
## [126,] 0.9658508903 1.1860532349 1.4115379511 -1.0476734008
## [127,] -0.7887467127 0.4232243919 0.6249087684 0.7467323486
## [128,] 0.2467300746 -0.0697305094 -0.7728580497 0.1591602265
## [129,] 1.1319156154 0.8027000688 -0.1152821692 -0.4044815089
## [130,] 0.6101921388 0.8462639766 1.5780999066 -1.0956532303
## [131,] -0.6008240851 -0.8806809156 0.0895090344 -0.0573617296
## [132,] 0.9603602439 0.7857437517 1.3384691431 -1.5281042861
## [133,] 0.2754490254 -1.9637932945 0.0602032143 0.6610517494
## [134,] 1.2768984256 -1.4831504843 -0.2436279604 0.2106738740
## [135,] -1.4574284744 -0.8339882969 -0.9207216007 0.5925563623
## [136,] -0.2779640335 -0.1210219457 -0.7354780759 -0.5140967538
## [137,] 0.4184087795 1.2652803314 1.9657052358 0.3373685899
## [138,] -1.0890751494 0.5637171741 1.0416666680 1.5708275018
## [139,] 0.6426580319 0.0657972417 -1.1768662839 -0.5954329147
## [140,] -1.2772961603 0.2617950336 0.0010042964 0.0356731125
## [141,] -0.7115981408 1.5241807043 1.6937649225 -0.3035012957
## [142,] -0.5136836026 0.7468579565 -0.9732364604 1.1448137750
## [143,] -0.8672765055 0.3927860664 0.8055755559 1.2127720343
## [144,] -0.9964558976 0.1512189417 0.5139801810 -0.2279220736
## [145,] 0.7685410774 0.3369750968 -0.5279402077 -0.0089607820
## [146,] 0.4315227197 0.1233054248 -0.3859265664 0.0274256310
## [147,] -1.0095836850 -0.4755577483 0.8406981404 -2.5188018600
## [148,] 0.3022414111 -0.0091410491 -0.2934682219 -1.5641499486
## [149,] -0.2323208583 0.6924464424 1.6742588689 0.5842004307
## [150,] -0.2959790617 0.2848339074 1.2671111815 0.9884115105
## [151,] -0.4227196525 -1.4926365138 -2.4674978699 -0.6391304102
## [152,] -1.2955038657 -1.0761579808 -0.9332082678 -0.9687711585
## [153,] -0.6716510901 1.1361373815 0.5475018088 0.5578697091
## [154,] 0.8056400995 0.2277526058 1.4945558972 0.5787756001
## [155,] 1.2219352218 -0.1128445472 -0.1820937687 0.6031944502
## [156,] 0.0401148759 -0.2955712439 0.1768948554 -0.0632382714
## [157,] -1.1665320679 0.0848359736 0.2210279889 0.3709730752
## [158,] -0.0971563361 -0.5346575329 0.8732858870 -0.9737237813
## [159,] -0.2402699920 -1.4733786562 -0.6543002171 -2.0213229398
## [160,] -0.3204685467 -0.3592724342 -0.3954975338 1.4802559021
## [161,] -0.6325041051 0.2021264075 -1.5285278836 0.5630971235
## [162,] 1.7251740685 0.7789104278 0.4094759882 -0.5594081974
## [163,] -1.3356633113 0.9530219310 -0.6717129285 -0.0803694691
## [164,] 0.0539600647 -1.7670865445 0.1491791537 -0.8357052141
## [165,] 0.1059270786 0.8998877685 0.5140860372 0.1538232109
## [166,] -1.8107625364 0.6171040852 -0.1890201868 -0.7079456260
## [167,] -0.6013032650 0.7233591711 0.3964316858 -0.0713104513
## [168,] -0.0710684469 1.5163638351 -0.0278598837 0.5844696214
## [169,] -0.4804809388 -1.0227123747 -1.5413930398 -0.0005571680
## [170,] 0.8631935441 0.1307002072 -0.4308220209 -1.0486262846
## [171,] 0.3462584075 1.2218186686 -1.0666292858 -0.1771087879
## [172,] -0.2222177062 0.6938250467 -1.6423273999 -0.6749776913
## [173,] 0.0318054354 0.2204735133 -0.0293782960 0.8159456298
## [174,] 0.1110409441 -0.1898568018 -0.7549276371 0.0559512508
## [175,] 0.3368175928 0.8940928427 1.7395196352 -1.0323759148
## [176,] 0.1395693457 -0.0674628032 -0.0233619694 -0.4230353541
## [177,] -1.6206299681 0.0686868931 0.7681863565 -0.5151159217
## [178,] -1.1793533361 0.7600795734 2.1638691865 0.0699290437
## [179,] -0.3019008064 0.5897807515 -2.9315240731 1.4319151221
## [180,] -0.2270101660 0.0022566394 1.8857021081 -0.9419922887
## [181,] 0.4198968362 -0.1221491805 1.2556011957 -0.0751771061
## [182,] 1.1329359965 -0.5038432842 0.6868104799 -0.5370774159
## [183,] -0.1967419224 1.8689735847 -0.1784315721 0.7113941521
## [184,] -0.4655217891 1.4207598988 0.9802017080 0.4908121039
## [185,] 1.1847394120 -0.0337261338 -1.3338436091 -1.1582117636
## [186,] 0.9365648730 0.0878877896 0.2333587563 0.4628915804
## [187,] -0.6613625275 -1.5055735243 -1.2989507461 -0.3773053865
## [188,] 0.8557917464 0.8111044687 -0.1615240686 -0.0570371373
## [189,] -0.8633140883 0.3518656327 -0.2314512988 -0.3258212548
## [190,] -0.6144086804 -1.8578902685 -0.5927998191 -1.1871960430
## [191,] -0.9293600997 2.1616062641 0.0503683702 0.3417749524
## [192,] 1.0418452432 0.4449985730 -1.4325360373 2.1692968170
## [193,] 0.0728993470 1.8834391436 -2.0892331362 -0.4092864653
## [194,] -0.1920398039 -1.4376550201 -1.0667480953 0.0339954659
## [195,] 1.3476673114 -0.0319906773 -0.7095780305 1.4247878750
## [196,] 0.0722573587 -0.7184952301 -0.1516506540 -0.7948850873
## [197,] -0.4971895922 -0.3156194521 -0.3711082734 -1.1146316575
## [198,] 2.1579350002 -0.3087864026 -1.4825984098 0.3074688311
## [199,] 1.3226106243 -0.9679337837 -1.1869690348 -1.4283110665
## [200,] -0.4201210475 -0.4382323820 -0.2740702290 0.9472620309
## [201,] -0.2727166920 1.4451821883 0.5908814707 -1.2884118325
## [202,] 0.4165367738 0.7622408224 0.6381115446 -0.1551689676
## [203,] 1.0092984019 -0.6830009888 0.5385550532 -0.0964996938
## [204,] 0.9225997744 0.1781905807 -0.1506017732 -0.8774904675
## [205,] 0.7335798757 0.7389132936 -0.7327831317 0.9540212642
## [206,] 0.0367653114 2.2523217783 -0.7083847649 1.3582010125
## [207,] 0.0184162685 0.4780613266 -1.3218667111 -0.1068587196
## [208,] 0.5937444448 -0.7395762704 -0.1420662833 0.3909120136
## [209,] 0.2167290328 -0.4840158682 1.3840222588 -0.3705405035
## [210,] -0.9279927275 0.5010715317 0.7062600207 -0.6514689354
## [211,] -0.3391037402 -0.1671888117 -0.5205761436 0.6186708994
## [212,] -1.7716352860 -1.2578985197 -0.6573038977 0.8794189681
## [213,] -0.7948946802 -0.4436815837 0.9718492787 -2.2166694668
## [214,] -0.8101096276 0.4701969350 1.4783275137 -0.4048267211
## [215,] -0.6865442243 0.0210448597 -0.1777738805 0.1098597984
## [216,] 0.1493074007 -1.6645321529 0.7744633495 -0.2887205358
## [217,] -0.6526824576 -0.0116290805 -0.0344624919 -2.5628740490
## [218,] -1.5615272937 0.8389261910 -0.0242452096 -0.5867779001
## [219,] -0.2946826240 0.0876697745 0.6052731495 1.2945337682
## [220,] -0.8276513196 -0.5531203953 -0.4182653217 -1.9751144315
## [221,] 0.8660005821 -0.9143099855 -0.4067480794 0.5979057145
## [222,] 1.4986994533 0.3378379257 -0.3439476528 -2.1968020051
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## [722,] 1.9518459662 1.5946138293 -0.9707549100 -0.2304770543
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## [724,] -1.1005309485 0.5037361446 0.9936380169 1.4656165278
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## [735,] -0.2758220387 -0.2795497722 -0.6128674074 -0.6678719676
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## [739,] -1.0190923322 -0.4020475509 -0.8261776452 -0.0626129484
## [740,] 1.9295728041 0.0704235741 -0.2688810654 1.2939904981
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## [755,] 0.0425974820 1.0196991135 -0.0394012607 1.7672869229
## [756,] 0.6426853120 0.2476508790 0.2084265017 -0.5686481483
## [757,] -1.0420535679 1.7117716075 0.7304621735 0.0819796221
## [758,] 0.1119420396 0.5539469896 0.5725193844 -0.5282455781
## [759,] -0.0775722159 0.3865355841 -0.8874221540 -1.5801311870
## [760,] 0.4543887321 0.3486267020 1.2084846013 -1.1390805465
## [761,] -0.9803964576 -1.2818753855 0.4897395351 -1.5701893193
## [762,] 1.2604454367 0.5254020641 1.0091233638 0.5853206014
## [763,] -0.3777103865 0.3425819969 0.4224803745 0.9455717046
## [764,] 1.0523852119 -0.1888189230 -0.1070756547 0.9106609397
## [765,] 0.8627581378 0.3657840949 -0.5109939498 -1.0547282612
## [766,] -0.2204325117 -2.4008255320 -0.2133146953 0.5151180457
## [767,] -1.1012453901 -0.3391204917 1.0873983050 1.2181775264
## [768,] 0.9220779372 -1.0904909824 -0.2783984838 -0.8015083415
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## [771,] 0.1052838512 -0.3745336580 0.4232679427 -0.7290267831
## [772,] 0.0076362684 1.4875764914 1.3494405841 -0.0191551108
## [773,] -0.2748212083 -1.1003117839 0.2750742501 -0.4196975675
## [774,] 0.5728222111 -1.9698815988 0.7968552475 0.1632697196
## [775,] 0.8379151625 1.1222339442 2.7664630923 0.1068121882
## [776,] 1.3578462361 0.9194496371 0.3529899077 -0.5031461673
## [777,] 0.6361925314 0.1677363714 -0.1647161362 -0.7538712196
## [778,] -1.1366782644 0.3584176577 0.0469530953 0.0142504827
## [779,] -0.1231979398 1.7145147686 1.0132994236 0.7427663147
## [780,] -1.8377919473 -0.9136447267 -0.3566852302 -0.5527243034
## [781,] -0.2079625012 -0.9167581569 0.4702541825 0.8560825723
## [782,] -0.3469070408 1.1800336635 1.0246737625 -0.7197692669
## [783,] -0.1197955417 0.0653269906 -0.8331861882 -0.8537382626
## [784,] 1.8231190021 -0.6648912823 -0.2234048298 -0.3522835118
## [785,] -1.2974461781 -0.9083522361 0.1658059382 -0.4490305714
## [786,] -0.0769457752 2.0935295009 0.0090995377 0.0422631370
## [787,] -1.2406908454 -0.0629504672 0.4698530789 0.8904369492
## [788,] 0.4053811138 1.3875432224 -1.2609740366 0.0363112322
## [789,] 1.4386126716 -0.3734600348 0.8109902311 0.6954274586
## [790,] 1.0694492523 0.8586131170 1.3015952487 -1.5064306544
## [791,] -0.3691108968 -0.3754720874 -1.3750769865 -0.1390360186
## [792,] -0.8996832844 0.2691651405 -1.8193746128 0.6287145705
## [793,] 0.1050920757 -1.0317048536 0.4070663123 -0.2667269313
## [794,] -1.0652053499 -0.7141775017 0.5420716655 0.3586985926
## [795,] -0.5282804121 1.1075110379 -0.8092567901 0.5651096827
## [796,] 0.6789089984 -1.1202662920 -0.8128716429 0.3173150263
## [797,] -1.8166716150 0.3218241181 -0.8110734562 -0.9153007105
## [798,] 1.4829613356 -1.0668711730 0.3092162718 1.5588089048
## [799,] 0.3276923876 -0.0651880433 -0.0632351312 -1.1992599973
## [800,] 0.8577530421 0.0977645085 -0.2960156229 0.1137629072
## [801,] 1.3596957534 0.3167509495 -0.6417361758 0.6461220748
## [802,] 0.6646742458 -1.9250426060 -0.0289545458 0.4178851075
## [803,] -1.0898624701 -1.1045916759 1.4683583260 -0.0011248987
## [804,] 0.4584350051 -1.0228264672 0.0310225598 0.3859515291
## [805,] 0.6936737687 -0.7890316414 -0.0551417926 0.5207654274
## [806,] -1.6858993778 0.7722186405 0.1016646014 -1.3680678256
## [807,] 0.0945156601 -0.8257704663 -0.5833682687 0.9153181151
## [808,] -0.0116115024 -0.2338321431 -0.1901675550 0.5617499364
## [809,] -0.0519217215 -1.1757484294 0.3564299059 -0.1939745853
## [810,] 1.1993452440 -0.1230145311 -0.3457797247 0.3486219833
## [811,] 0.3417737254 0.5098949759 -1.3402601819 -1.9191942753
## [812,] 0.1119917844 -2.3966565079 -0.5522533559 0.2981020269
## [813,] -0.1227586453 0.9207985238 0.8466723442 -0.7583891647
## [814,] -1.3592945327 0.0741184539 1.2963197295 0.5175274563
## [815,] -0.0256575745 1.2031121489 -0.3986600476 0.6610339216
## [816,] 1.0209008554 -0.1835656170 1.3065625887 0.2025521558
## [817,] -1.8635244644 -0.5717729990 1.1189048043 -0.0006555698
## [818,] -0.0791281806 -1.0676651474 -0.9069419533 -0.7703591767
## [819,] -1.3858327485 0.0186976066 1.9897072948 0.9750233861
## [820,] 0.2465559646 -0.3669031416 0.5731491810 -0.5496864659
## [821,] 0.3181247045 0.5768365953 -1.2497164714 -1.7679181913
## [822,] -0.8680627510 0.5571698964 0.3285536025 -0.2917052365
## [823,] -1.6044207843 -0.4949825522 -0.1270636707 0.1597184898
## [824,] 0.1885421977 -0.1922592954 1.5890737127 -0.2198150575
## [825,] -0.1041407104 0.1038612233 -0.0119087974 0.7783553579
## [826,] 0.0669955560 1.0417292450 0.4930752384 -1.6193057550
## [827,] 0.7091140336 -0.1009488480 0.3055027116 -1.8981770193
## [828,] 0.5207867594 -0.3617148099 -0.8721665605 -0.6466536676
## [829,] -0.4308053355 -0.2147687115 0.9745060652 -0.0979651215
## [830,] 1.5801679872 1.7523028924 -1.0487649066 0.6791799647
## [831,] 0.2403763425 3.2339888364 -0.1901162196 -0.0262654613
## [832,] 0.8385577206 1.5893170107 -0.5562903511 -1.5035622548
## [833,] -0.4446148414 -0.3497862801 0.9799913706 0.1833292731
## [834,] -1.7721902091 -1.2270257202 -0.9623903208 -0.2912985428
## [835,] -1.0094834776 -0.2627375016 0.7587720814 0.7804531178
## [836,] 0.5571040498 -0.4434870342 1.1065491383 -1.7880227245
## [837,] 0.4691478921 0.0106386972 -0.9253582506 0.2036633495
## [838,] 0.1467985604 -0.5731455774 -1.7901556343 1.5662019487
## [839,] -0.7927106900 0.5440359815 1.1983188998 -1.5169756735
## [840,] 0.0324838438 -0.7675004920 0.4091105482 0.7213504894
## [841,] -1.2257816139 0.2863905313 0.3731567356 0.5143232217
## [842,] 2.0362639136 -0.8154157413 1.1067062913 0.0333157680
## [843,] 0.5259067611 -0.3381716288 -0.7116247380 0.5459375330
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## [847,] 0.0625713419 -1.0339261435 0.5140919654 -0.2909624566
## [848,] 1.1097170667 0.5487668416 -0.4378521059 -0.5011766919
## [849,] -2.0130667340 -1.0297520575 0.6639276620 -0.4959897884
## [850,] -1.0197633630 -1.7023908988 0.9863636455 0.1927722903
## [851,] 2.2842590595 0.3559362705 1.6025810471 -1.0973112234
## [852,] 0.1253863420 -0.3427562582 -0.0030216706 -1.0926018863
## [853,] 1.2689256731 0.1852032612 -0.6396456325 0.0646957682
## [854,] 0.4165633523 0.9146648676 -0.8048579664 1.0258684409
## [855,] -0.9392394261 0.6236408134 -0.6895666808 -0.0166387486
## [856,] 0.5505166154 0.8140489794 -1.0853506627 -1.2535636072
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## [858,] 1.1960508419 0.6327860615 -0.7512265790 0.1005927611
## [859,] -0.6430556735 1.3012674926 -0.0417732634 -1.9175150323
## [860,] 0.6674883728 0.2290103500 -1.5698081662 -0.2013894020
## [861,] 1.1784615677 1.9247370356 1.5619996554 0.3652855876
## [862,] 1.2998915211 1.0954195671 -0.3303441132 -1.2333529774
## [863,] -1.0531518912 0.8725521389 -0.1707340795 -0.5514515404
## [864,] 0.2164966757 1.8320986742 -0.0265288250 1.7230212338
## [865,] 1.0462652294 -1.8032194910 -0.3356678096 0.7120760881
## [866,] 0.3076024725 0.3402292945 0.1799120794 0.9540485862
## [867,] 0.0100911637 0.0190908614 0.5741707605 -0.5916139696
## [868,] 0.1335906124 -2.7265631999 0.7771688806 -0.3307466660
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## [870,] 0.0435065847 -0.2767318347 -0.3072450261 0.1224298686
## [871,] -1.5470226050 0.3092515447 1.0433721525 0.6684924362
## [872,] -0.9221630705 -0.1797596561 0.6044757564 -1.0268772759
## [873,] 0.0394011725 1.5347864116 0.3891368927 -1.6534877683
## [874,] 0.3253367141 0.2484378765 -0.8511087786 0.2477888522
## [875,] -1.4641538001 0.7170290360 -0.3531266840 1.3695576655
## [876,] 1.2064642959 1.2645222409 1.5198851868 -0.2098061544
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## [878,] -0.3521746225 -0.4084477189 -0.7198117438 0.8475458294
## [879,] 0.3036136217 1.1266967724 -0.3023076962 -0.9326317436
## [880,] -0.5324331328 -1.3148893080 0.7155125684 0.8799109766
## [881,] -0.7880262664 -0.4120460558 -0.6905023182 -0.0008639656
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## [884,] 0.2061688607 -0.7412920946 1.1241498480 1.5579756487
## [885,] -1.5120501571 -0.6867839178 -1.1438822568 -0.2734275821
## [886,] -0.1583198734 0.4605704693 0.9192894254 -1.2556163993
## [887,] 0.4657989042 1.1854721868 -1.5258377469 -0.3730412394
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## [889,] 0.5313725519 0.0038552122 0.0978947094 0.4949138045
## [890,] 0.9824535577 0.1440630887 -1.6297028300 -0.4348316792
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## [892,] -0.3592162684 -0.5582292035 -0.4641435253 -0.2917154158
## [893,] 1.4940262153 -0.3904584336 2.0803335372 -0.4869763000
## [894,] 0.8195242448 0.4399068304 0.2665254396 -0.7020665428
## [895,] 0.5911922233 0.4652527299 -0.5230690099 -0.2219800779
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## [898,] -0.4809443361 0.3738837741 1.0643689946 0.6043482363
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## [901,] 0.5081310022 -0.9354672413 1.0446919037 -2.1876667609
## [902,] 0.3518266213 -0.1219880189 0.3447467501 -1.3378732845
## [903,] 0.7806510715 -1.1402140358 0.9948407576 0.4994886327
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## [908,] 0.4088522211 -0.0162411919 0.0000286943 -0.4054045463
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## [910,] -0.0959758776 -0.8906976658 0.1277917016 -0.1898701357
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## [912,] 1.0567061860 -1.9457548046 1.1388917341 1.2155432332
## [913,] -0.7039120555 -1.4762533474 -0.5077018391 0.5767093519
## [914,] -1.3638962675 0.5907320013 -0.2769463606 -1.6326423579
## [915,] 0.4571305864 1.7684260829 -0.3020039003 -1.3168778494
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## [917,] -0.2288576157 0.1774827972 -1.2417224567 -0.5369347468
## [918,] -2.7149552177 -2.1821590869 1.4462367991 -1.4053465851
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## [920,] -1.1247152863 0.5098788155 -0.4191566886 0.7021666577
## [921,] 0.9964371292 0.1483401247 0.2292821265 0.5724363331
## [922,] -1.3615314073 1.5044192198 1.1293693326 2.3751739826
## [923,] 0.2774390091 -0.0484179472 0.0345317439 -0.0332497714
## [924,] 0.3944881752 0.4324022852 -2.7583778407 -0.6666935089
## [925,] -2.0632972012 -0.3682863027 0.8030271200 -1.3358561419
## [926,] -0.0116469889 0.5156957025 0.2256663988 -2.7127939792
## [927,] 1.3994750138 0.5709286115 0.9146302455 0.5273682015
## [928,] 0.2251939788 1.8107937498 -1.5509385449 -0.0099890369
## [929,] -1.3890709420 -0.5917663271 -0.9959427108 -0.1271008203
## [930,] 0.4643031107 1.8257800279 0.6620015653 0.5885521925
## [931,] -0.4728729019 0.9411902103 0.4953226878 1.1319945866
## [932,] -0.1023362464 0.4509103657 -1.7007933165 -0.6595962738
## [933,] 1.3840902483 0.2904069437 0.4179181581 -0.9712306440
## [934,] -0.8324523150 1.6532704293 -0.8547679300 0.6355778165
## [935,] 0.1482057017 -0.0283080545 0.3870824133 -0.8126428128
## [936,] 1.6303299322 -1.0077196567 0.8944801447 1.3881201559
## [937,] -0.7909492667 0.1485561406 0.4944346080 0.5435408544
## [938,] 0.5034814428 -0.0113809102 -1.5938920173 0.6362766401
## [939,] 1.4415969440 0.2287246617 0.0572629225 0.6790267478
## [940,] -0.0826289276 0.6135197769 -0.3976805994 0.7004737495
## [941,] -0.7230800706 0.5848475604 -1.6277938496 -0.0320235724
## [942,] 0.4687517269 0.7194883224 -1.3735376895 0.7056107646
## [943,] -0.1925789138 -0.9369449342 -1.3720387111 -0.9123984721
## [944,] 0.3094895407 0.9589188020 -1.2865972446 0.6535701595
## [945,] -0.2821103364 0.7832901936 0.3649135687 0.1143777088
## [946,] -0.7392372624 1.2001357693 1.3654209285 0.3224773596
## [947,] -0.8312514854 3.1440746373 -0.6781659265 0.9311700633
## [948,] 0.3761703608 0.2176867101 -0.8614374928 -0.4050446183
## [949,] -0.4074969900 0.8483992975 -1.4059714657 2.0261614195
## [950,] -0.9102268130 -1.6221548245 -0.4413020893 0.4547247825
## [951,] 0.7874774848 2.2454229149 -1.6130618376 0.7339022103
## [952,] -0.5399508939 1.0066588067 0.7449441267 -1.6613500264
## [953,] 1.1307282157 1.1114909311 0.5615870938 0.3732944538
## [954,] -0.6792867701 0.4781839630 -0.7838852464 1.5984811284
## [955,] -0.0810027656 1.1897067575 -0.2448609451 -1.9119385962
## [956,] -1.0291562834 1.4034371892 1.7270695277 1.1924148577
## [957,] -0.1847704332 -1.2978011004 2.0778503159 1.0212042258
## [958,] 0.0805359384 -0.8304369841 -0.2685737263 1.3290005488
## [959,] -0.5551658952 0.6652093842 1.3689320916 0.2022143878
## [960,] 0.5393496261 -0.9231869997 -0.9766174814 1.0049123645
## [961,] 0.5487437828 -1.3219986795 -0.1505472096 0.1625172747
## [962,] 0.5264273375 -0.9607050809 1.2789077084 -0.7183854570
## [963,] 0.6292463574 0.0560039949 -0.2981526621 -0.7106083174
## [964,] -1.1330592621 -0.0037953942 -0.1782894116 -0.5489252173
## [965,] 0.0554713981 -0.3738015483 -0.7167604552 0.8152720948
## [966,] 0.2593795991 0.4147155264 -0.6203095082 0.6499779228
## [967,] 0.6490446153 1.4821259692 1.3980614471 2.3135553490
## [968,] -0.1924184932 -1.4296689284 -0.9878167870 0.3175437381
## [969,] -0.7342417532 -0.9331415660 -1.2021799919 0.5076053221
## [970,] -0.5197532922 0.8114639519 1.0873182178 0.3122487678
## [971,] 0.4177949578 0.0506898528 -0.8347534914 0.3466610148
## [972,] -0.5946529935 -0.3351360259 -0.4363232336 1.2546628284
## [973,] 0.3379359064 -0.2378839317 1.0162634221 0.1046784797
## [974,] 0.2477728324 0.3909200744 0.7355036674 0.2946107236
## [975,] 0.3441202324 0.7658970184 -0.2861323538 0.1020748289
## [976,] -1.9132536709 1.2219000631 2.1930017886 1.3834123039
## [977,] -1.2059026328 -1.3693282497 0.0381736642 -0.3800918228
## [978,] 0.8728440225 -0.1694990738 0.4379849832 -0.4971238521
## [979,] 0.6966793740 0.1980315589 -0.3003025837 1.4673613616
## [980,] 1.3411947412 -0.1692980006 -0.5553753769 -0.6737866452
## [981,] -1.0417230926 -1.2572349289 0.9830975503 0.8892773097
## [982,] 1.3939145765 -0.1843488062 -0.4227651657 -0.0198911812
## [983,] -0.6410538431 -0.1291405346 0.6700821376 -1.6861343848
## [984,] -0.7696561734 1.5410134401 0.0133624309 0.1337864210
## [985,] -0.2108720021 -1.1978034367 0.5367810726 1.4537587762
## [986,] 1.1903584722 0.6936216684 0.9402416482 0.4153128000
## [987,] -0.7174749092 0.8813610031 1.2411569874 -0.6376700246
## [988,] -1.1432548822 -1.4470346473 0.2052715460 -0.0376367001
## [989,] 0.3070514115 1.5896824076 -0.0086246872 -0.0499912669
## [990,] -0.0581304240 -0.7082171653 0.5845508569 1.6536238921
## [991,] 0.5706934735 0.6686381178 -0.1403807218 0.8492610303
## [992,] 0.1115634550 -1.2798028135 -1.5153863463 1.5386870891
## [993,] -0.6056189631 -0.9846885651 0.2702818341 1.1540269124
## [994,] -1.0736751083 1.0779791505 0.0668016502 0.7669795570
## [995,] -0.5136743831 -0.1464915095 -1.1591183972 -1.6083967481
## [996,] -0.5411594616 -1.5857165598 -0.5913754625 1.1993609952
## [997,] -0.4470215355 1.1708719344 0.4394517675 -0.3158856131
## [998,] -0.3570788962 -1.1672373116 -0.8336303387 0.2105931055
## [999,] 0.1119548857 1.2202497058 -0.4771831360 0.1115085712
## [1000,] 1.5765599189 0.0828681290 0.9337943568 0.1884067144
## Comp.13 Comp.14 Comp.15 Comp.16
## [1,] -1.1645399410 0.815210523 -0.6123086814 -0.6323163786
## [2,] 0.7190739037 0.599072428 0.3304434186 0.6699127541
## [3,] -0.1331047045 -0.116458966 0.0047633755 0.2981977133
## [4,] -0.1499012745 0.633143858 -0.5832508033 0.0008194957
## [5,] -0.7316392346 1.755812391 -0.7056192762 -0.2015516367
## [6,] -0.5638494108 0.749071995 0.3817342972 -0.0477268319
## [7,] 1.1905558616 0.685057566 0.1320128722 0.1857473254
## [8,] 0.2284115079 -0.210542230 -0.9162784147 0.5695047061
## [9,] 0.9869302200 0.244013857 0.0455258315 -0.0275396091
## [10,] 0.5102477454 -0.199404557 0.3134475238 -0.1184906259
## [11,] 0.8024650124 -0.342026516 -1.5383965038 0.0156087874
## [12,] 0.7135232822 0.265626117 0.5545803982 0.7454551942
## [13,] -0.7028468651 -0.208795467 -0.2854673109 0.5913940277
## [14,] 0.6239325671 0.006598324 0.1747778154 0.5874870154
## [15,] 0.2678200018 0.105716262 0.3276335801 0.3412610646
## [16,] 0.3108780358 -0.071611729 0.1953763908 0.4094671369
## [17,] 0.1642053168 0.906143936 -0.1264318904 0.0898165751
## [18,] 2.9774324094 -0.071185592 1.3325445142 -0.5848515382
## [19,] 0.8551484362 -0.954308983 -1.6438668206 -1.8464936334
## [20,] -0.5112505550 -0.485749120 -0.0303810899 0.1378891458
## [21,] 1.8396421274 0.919519831 0.8048807618 -0.5352628442
## [22,] -0.8537593769 0.839811319 -0.9648882241 -0.7339426753
## [23,] -1.2230174925 0.349066995 -0.8237919584 0.3847670032
## [24,] 0.2090656549 1.365412824 0.5909294336 -0.1961348493
## [25,] -0.6467658452 -0.025460325 -0.6744559101 -0.1690950023
## [26,] -1.5847460299 -0.325097766 0.0170306033 0.2305966765
## [27,] 0.5258493068 -0.440972083 0.7224982503 -0.5048792520
## [28,] -0.0723589721 0.364377720 -0.9617190526 0.0071577309
## [29,] 0.3776151747 0.799241175 -0.3434739191 -0.7839058863
## [30,] 0.1548083855 0.863596383 -0.0698305219 0.6365859070
## [31,] -0.0423693647 0.575636672 0.5538571164 0.1657187553
## [32,] -0.2942659585 0.367950128 0.0951856909 0.0220376003
## [33,] 0.3617088685 0.377268247 0.1443041555 -0.3083594085
## [34,] 0.3457231190 -0.238641574 -1.0737219310 0.0277938138
## [35,] -1.1782599940 -0.451735138 -0.5341908311 -0.2107050285
## [36,] -0.1814768173 -0.058230782 0.2933482761 0.4196977185
## [37,] -1.3125049742 0.369477138 -0.5142236820 1.2067309101
## [38,] -0.1173685625 0.857844903 -0.3889081574 -0.3750532740
## [39,] -0.8382977891 0.387428428 -0.2182659306 0.1636875617
## [40,] 0.2180228997 0.594991906 0.6630163958 -0.5480032399
## [41,] 0.6087832328 -1.314549401 0.0329256429 0.3773442240
## [42,] -0.3658875098 -0.306792497 -0.3975059346 -0.0056556957
## [43,] -2.0658870712 1.325845037 0.8667568867 -0.2393406562
## [44,] -0.2119565006 -1.405884097 0.2502193972 0.2540280403
## [45,] 0.0861464064 -0.088037230 -0.9756239228 0.3378900858
## [46,] 0.0652281108 0.321169606 1.1804723275 -0.3296564131
## [47,] 1.1757925807 0.146771523 0.7081224896 0.4051433015
## [48,] -0.7334923757 -1.955678427 -0.2651351794 0.2659161290
## [49,] 0.0276974906 0.452457723 1.0676316501 -0.8223776083
## [50,] 0.4615048064 0.629869866 -0.0982342515 -0.6412747037
## [51,] -0.8896740933 0.039845323 0.0063661503 0.1501288019
## [52,] -0.3257865223 -1.724112210 0.1934618253 0.6706446995
## [53,] 0.3176328307 0.423115105 0.0673225130 -0.1551675299
## [54,] 0.4004776936 0.161111701 -0.4753626128 0.3470284377
## [55,] -0.6949196633 0.552127648 -1.2551820076 0.8998885985
## [56,] -0.4532227492 -0.012472552 0.5495429973 0.2445699411
## [57,] -0.1412279738 0.698487482 -1.3114459704 -0.5174230539
## [58,] -0.6554384125 0.881464419 -0.3003832890 -0.7316141422
## [59,] 1.1060771208 -2.083608112 0.5576662394 0.2210900221
## [60,] -1.9868881861 -0.598977234 0.5245157113 -0.1699632954
## [61,] -0.3712911412 -0.085677069 -0.4306060888 0.0822340289
## [62,] -0.9286871290 0.496537842 0.0216908151 -0.0021697379
## [63,] 0.7647395099 0.209814944 -0.9588723191 1.2886871523
## [64,] 0.8176337544 0.502533683 0.3734859173 -1.1564978728
## [65,] -0.4528937440 0.955934048 1.3112625907 -0.0820354911
## [66,] 2.0429162286 0.777317008 0.7147114414 -0.2204426596
## [67,] -0.1938498858 0.663705124 -0.1441436720 -0.1304739253
## [68,] 1.3194690938 -0.486672639 -0.1441357525 -0.4466178747
## [69,] -0.3306020065 1.084253414 -0.1491452618 0.8667464100
## [70,] 0.5408845010 1.148446362 1.3415049069 0.3961534229
## [71,] 0.9334222797 0.758724319 0.0906193604 -0.0303330187
## [72,] -1.4087015052 -1.246832194 -2.0021943596 -0.0949991122
## [73,] -2.2849354762 -0.591506204 -0.6191502957 -0.0237838842
## [74,] 0.5351062492 -1.020303455 -0.9790424627 0.7633472761
## [75,] 0.5324512003 -0.808338363 1.1862575305 0.9463363209
## [76,] 0.1866007652 -0.163768977 -1.3262750853 -0.0835873086
## [77,] 0.5609475235 1.063357685 0.4916363757 0.2410209721
## [78,] -0.1590273649 0.607425797 -0.0719761857 -0.6949980221
## [79,] 1.0822275325 1.100386315 0.1845794434 0.2329461059
## [80,] 0.5986959219 0.229743579 -0.3122066914 0.5832395656
## [81,] -0.1069622834 1.032303487 -1.1488407373 0.3816486936
## [82,] -0.3048870870 0.036223657 -0.3114280407 -0.0971624941
## [83,] 0.5601167114 -0.293361468 0.6206393795 0.4449436205
## [84,] 0.6652801240 -0.041356652 0.4209641700 0.6334319365
## [85,] 0.4610010716 -0.145080893 0.3581814443 -0.3626443726
## [86,] -0.7359464334 -0.564641955 0.2799617363 -0.0265431664
## [87,] -0.3555292710 0.209490781 -0.7275523273 -0.0196627842
## [88,] -0.3168615454 1.972926363 -0.3689319771 -0.7497334026
## [89,] -0.3769030218 -1.162307886 1.0141094699 0.0200826716
## [90,] 0.3664295973 -0.800366886 0.4402745258 -0.5381768406
## [91,] -0.0130915802 0.893486364 -0.2945892560 -0.1717581772
## [92,] 0.5265484470 0.023973010 -0.5262816256 -0.4014750928
## [93,] -1.4935090718 -0.499872135 0.3204819195 -0.2263709585
## [94,] -0.9212637922 -1.332186243 0.1087582752 -0.4253785794
## [95,] 0.9138140475 0.256612171 0.2576045562 -0.2268787415
## [96,] 0.8901323726 2.270299778 -0.9758887613 -1.5211618773
## [97,] 1.0216849277 0.499469942 -1.5314162583 -0.3632086624
## [98,] 1.2335485591 1.231979854 1.0936513083 -0.3617588225
## [99,] 0.0376389672 0.181600742 0.6019439311 0.4852174538
## [100,] -1.8609074532 -0.711404140 -0.1163741334 -0.6599161619
## [101,] 1.2661978338 -0.662149253 -0.2573671379 0.6026027280
## [102,] 0.4786311701 -0.516087156 0.0033588477 0.5104344868
## [103,] -0.7882796375 0.079570208 -0.0424811310 -0.5670224368
## [104,] -1.5154186803 -0.850962258 -1.2197354854 -0.5437694818
## [105,] -0.4110106598 0.173424941 0.3256552238 0.1276976831
## [106,] -1.0726813499 0.806780529 0.6212876535 -1.2776096572
## [107,] -0.6096404300 -0.102148014 1.0973528387 -0.3609892429
## [108,] 1.5213639577 -0.706280892 -0.2272212314 -0.9361532203
## [109,] -0.6403883531 0.263283354 0.1124171905 -0.2877458122
## [110,] 0.6197253025 -1.215595618 -0.0672400254 0.7799537005
## [111,] -0.9550481364 -0.604777222 -0.2240786196 -0.0927978877
## [112,] -0.5789750769 -0.214724228 0.5289257996 0.1387910430
## [113,] 1.1343937555 -1.531426241 -0.3844991782 -0.6402782499
## [114,] -0.7814452010 0.294444992 0.1386978385 -0.7220824590
## [115,] 0.7041197919 -1.339800133 -0.9046945034 -0.3665406544
## [116,] -0.3078010907 -0.030749658 -1.5631544984 1.0367999060
## [117,] -0.0834102985 -1.171976911 0.7594718163 -0.1649483252
## [118,] -1.4566042408 -0.222058295 -0.5818937966 -0.2601866532
## [119,] -0.8325434100 -0.030288864 1.6240508931 0.5360509544
## [120,] -0.3420439803 -1.709527210 0.5589577080 -0.0516178627
## [121,] -0.7377352056 0.004607269 0.2876273231 0.3557325091
## [122,] -0.3765188572 -1.445343743 -1.5404623629 0.2750269041
## [123,] -0.1081013069 -0.598494902 -0.8202080243 0.0197747915
## [124,] -0.7576906506 0.132360999 -1.4175119417 -0.0979293714
## [125,] 0.0954231590 0.538141323 -0.6035755840 -0.1485477326
## [126,] -0.0168002567 -0.045650884 0.0139260895 -0.7019768616
## [127,] 0.2353947018 0.172985484 -0.1865868064 -0.1213579142
## [128,] 0.4532615197 0.701472255 -0.1634621095 -0.2754535775
## [129,] -0.6539086963 -0.320027363 0.0743517501 -0.1045637314
## [130,] -0.0767046858 -0.121864494 0.0760393609 -0.7417156475
## [131,] 1.7941401210 -0.804741034 0.2608337132 0.4178264863
## [132,] -1.1304734742 0.335128677 0.7057367164 -0.5995940314
## [133,] -0.3062787123 0.194977709 0.8260004935 0.1394626798
## [134,] -0.2187499996 1.798677565 -0.8796548668 -0.1542063258
## [135,] 0.0725955328 -0.356065599 1.4261570766 -0.0807186221
## [136,] -0.9877453788 -0.566063088 -0.7267461405 -0.1750219867
## [137,] 0.5787623056 -0.058123649 0.2259110038 -0.8276504744
## [138,] 0.9384844262 1.604329853 -0.6206425779 -0.0131963812
## [139,] 1.0102234721 -1.036653264 -0.3031775681 -0.3307164819
## [140,] -1.1085946344 -0.224091436 -1.4139768040 0.5144932199
## [141,] 0.6563316349 -1.221308662 0.6716469947 -0.1446643943
## [142,] -0.0433840980 -0.061178575 -0.3717231947 0.3497675457
## [143,] 0.2523094146 -0.297460550 0.4250398881 0.3190760136
## [144,] 0.0285164493 -0.037683556 0.3605120742 0.1340772026
## [145,] -1.5241839361 0.564154610 1.3173852866 -0.0458251530
## [146,] 1.9962043425 -0.446507144 -0.0377354470 0.7500765191
## [147,] -1.0577801561 -0.880067615 0.8155468209 0.2269271065
## [148,] -0.1535287873 0.057329584 -0.4471980675 0.0556868278
## [149,] -0.5063967540 0.278305847 0.0173693978 -0.0460610846
## [150,] 0.0958414494 0.120798485 0.2513518221 -0.1822839582
## [151,] -1.9513373082 0.323977096 -0.6983395782 -0.1299745520
## [152,] -0.7702253333 1.197971328 0.8703201602 0.3356600012
## [153,] 0.5856277566 0.131151495 -0.3601491404 -0.4554622202
## [154,] 0.3244032350 -1.174648345 -0.0278461244 -0.7354961421
## [155,] -0.5442102736 -1.185961514 -0.1607994385 -0.5931376618
## [156,] -0.6589120536 -0.110139778 0.4378711502 0.0314904631
## [157,] -1.2107011064 0.554072520 0.2545777976 -0.4545583890
## [158,] 0.9376213434 -1.220451491 -1.0660060127 0.0066601677
## [159,] 0.2041613934 -0.196303121 0.2162385664 0.5322643961
## [160,] -1.5218599162 0.299079249 -0.0052299456 0.0557709516
## [161,] -1.7274867338 0.365401312 0.7597787922 0.3430048004
## [162,] 0.4334750826 0.140256341 -0.6553230916 0.1049173966
## [163,] 0.0512390140 -0.572204373 0.2076429468 -0.0969130853
## [164,] -0.2823089812 1.752617807 -1.3183865108 -0.8200802656
## [165,] 1.8507651430 -0.225962917 1.0335433431 0.7740677086
## [166,] -0.6002758417 0.044640787 -0.0235390674 -0.3234003855
## [167,] 0.3117375404 0.565113281 -0.1403374760 -0.0791276909
## [168,] 0.5336894160 -0.378568200 -0.2674312397 -0.7265674337
## [169,] -0.6549069160 -0.796907554 0.0369673257 0.4318010674
## [170,] -0.3184322367 -0.522772087 1.0155329797 0.3071414391
## [171,] 0.2170180865 -0.587207477 -0.6275847435 -0.1084160903
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## [709,] 0.4736077016 -0.403335146 1.0314769942 -0.7551212181
## [710,] -0.3675476545 0.745039620 -0.0333169074 -0.0400580880
## [711,] -1.5284134544 -1.511828873 0.4706877258 0.3178331868
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## [716,] 1.0244999973 1.159567136 -0.2534781747 0.1675230181
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## [718,] -0.7365489056 -0.271064793 -1.0755912253 0.4258821798
## [719,] -1.5485298709 0.131757643 -0.0614770278 0.2294450793
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## [721,] -0.8032121180 -0.312349264 0.0882273690 -0.3657178446
## [722,] -0.4075977880 -0.030370205 -0.8158898088 -0.8252286197
## [723,] 0.7755056219 -0.785612345 0.6409129881 -0.3080508151
## [724,] 0.8811910162 1.562829085 -0.6431212303 -0.2609022532
## [725,] 0.8147926972 0.088749356 -0.0981773060 0.4893987076
## [726,] -0.3424917188 -0.327505925 -0.1844428119 0.0772370391
## [727,] -0.2993395703 0.220920488 -0.4826582235 0.6160261007
## [728,] -0.8250765502 0.396204001 0.1171150865 -0.3758780734
## [729,] 2.0337574608 0.864692532 -1.8170596425 0.2951403806
## [730,] -0.9004517643 0.142481432 1.3128599538 0.8896571472
## [731,] -0.3940683949 0.702884867 -0.2777108851 -0.0347771137
## [732,] -1.1908672188 -0.094059817 0.8332006682 0.7741835459
## [733,] 0.8195185999 -0.616578994 -0.6785591778 -0.3204208768
## [734,] -0.0758607865 0.013063758 0.4276093511 0.7153090419
## [735,] -0.2614994585 -0.626753377 -1.0284166897 -0.5707118413
## [736,] 0.1550359187 0.306346945 0.1788210169 0.5347966815
## [737,] 0.7158077583 -0.224753602 0.6579972406 -1.0865605067
## [738,] -0.7312300861 0.562775339 1.6221581845 -0.2100430175
## [739,] -1.1796669621 -0.534376272 0.1709717343 -0.8608026867
## [740,] 0.8926562460 0.008563208 0.5344756335 0.1293259597
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## [742,] -0.4278097224 0.233771279 1.4999655793 -0.5290950428
## [743,] 0.1182254960 0.135389406 -0.1009257396 -0.0976029968
## [744,] -1.2012171195 0.101711387 1.6307911185 -0.2359951507
## [745,] -0.9992682606 -1.069728983 1.1674886925 -2.0898062793
## [746,] -0.6049419791 -0.966665673 -0.2743022139 -0.0854940259
## [747,] 0.1445352969 -0.164750936 0.5533023916 0.3421823491
## [748,] 0.9674441610 -0.442127719 -0.4511336498 0.1069105699
## [749,] 1.0713868604 0.546260664 0.9058655953 0.0557358278
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## [751,] -0.8781900165 -0.528956795 -1.5941973352 0.0753288372
## [752,] 0.6089232576 -0.920855092 0.8302053267 1.0680778776
## [753,] 0.6605148461 -1.754745763 0.4787078077 0.5274121044
## [754,] 0.1069688213 -0.758875445 -0.2186162416 -0.5188347506
## [755,] -0.9008703110 0.621966440 -1.2280931760 -0.4499416184
## [756,] 0.9092177056 -0.801336660 -0.0495275581 0.2751244931
## [757,] 2.0305913776 0.919097613 -1.5355399519 0.5102481126
## [758,] -2.1317285762 0.508652037 -0.3859433582 0.2822753604
## [759,] 0.3391970024 0.407821975 0.1809427525 1.1213501406
## [760,] 0.2398595161 -0.889548276 0.2446528079 -0.3472704979
## [761,] -0.2020765205 0.619570940 -0.0772605988 0.1562221064
## [762,] -1.2903452733 0.058640025 0.1233709924 -0.3616786564
## [763,] -0.0400957260 -0.338698875 1.0460176848 -0.6334997306
## [764,] -0.5221711589 -1.405742079 0.0051838182 -2.1990658026
## [765,] -0.2735371060 -0.927191067 0.5649377048 0.1880147178
## [766,] 0.1711776340 -0.485071040 0.0721789264 0.0649815025
## [767,] 0.0828018261 0.310446529 1.5303366611 0.8144984350
## [768,] 0.4639055208 0.508074782 0.0789285680 -0.0002914827
## [769,] 0.6111499406 -1.525453519 0.1551158992 0.1872404068
## [770,] -1.0294162021 0.323713155 -0.1836399742 0.6323200539
## [771,] 0.7016205702 -1.163618426 0.2483701180 0.4723292759
## [772,] -0.7073886490 -0.844559498 0.6298945926 -0.2798025483
## [773,] -0.5626244022 -1.092641624 1.1626076944 0.9757525518
## [774,] -0.3653145159 0.942515510 -0.1617768836 0.0496050805
## [775,] 1.7870815124 0.236431762 -0.6498347034 0.4085701960
## [776,] 0.5021318163 0.148913206 0.4200095629 0.2016873638
## [777,] -0.0771387716 -0.128169115 0.8020457311 0.4356447260
## [778,] 0.6575946807 -1.280179243 -0.6389451255 -0.6722155280
## [779,] 0.2296813694 -1.522706007 -0.0877569253 0.0777843605
## [780,] -0.0950006917 2.755066949 -0.2999694143 0.3015581951
## [781,] -0.0181543462 -0.832947836 -0.1146082402 0.5409118590
## [782,] 0.2205422946 0.470267526 -0.0323515853 0.3810958969
## [783,] 0.0981356858 -0.365146156 0.3815826742 0.6015753337
## [784,] 0.5340590268 -0.395770548 0.4957802202 -0.1963267677
## [785,] 0.4955838755 1.572542408 0.4554902673 0.2599448453
## [786,] 0.5555265410 -0.378032653 0.2966713686 0.1761780750
## [787,] 0.9835300106 0.051441923 0.6485916422 0.0607068182
## [788,] -0.5491491348 0.246220557 0.3176266217 1.1298054892
## [789,] 0.8461839610 0.450599736 -0.9567193357 0.2447280701
## [790,] -1.1427512224 0.253663319 0.8102847258 -0.2324954179
## [791,] 0.7850183500 0.569509833 0.9152175450 0.7779985710
## [792,] 0.0832554555 0.010337472 1.0893329571 -0.2126286063
## [793,] -0.9002419203 0.124336523 -0.0931169685 -0.0071014306
## [794,] 0.3849520678 0.283207368 -0.9835959803 0.2618076618
## [795,] -0.2003523947 -0.983806103 -0.7960508504 0.0140080391
## [796,] -0.3696925475 0.316054079 0.2127409380 -0.3432745742
## [797,] -0.5657449027 0.302482096 -0.6273224273 -0.3723080067
## [798,] -1.3736933671 -0.513522044 0.4044534046 0.3620007156
## [799,] -0.0245090686 0.549115702 0.1043120348 0.7552018611
## [800,] 1.1741037978 0.056414283 0.0615533080 -0.4530006023
## [801,] -0.1166458701 0.876667649 -1.0487524410 0.4166372862
## [802,] -1.9273840124 -0.512703245 -0.8494003446 0.6111802503
## [803,] -0.7918332400 -0.992252090 1.2181969124 0.0188494946
## [804,] -0.3006488663 -0.097461235 0.5453492424 -0.3952662855
## [805,] 0.6281065216 -0.815759667 -0.6172025823 -0.7261781719
## [806,] 0.6620385747 -1.573326547 -0.2596026859 -0.4402407683
## [807,] 0.0431016607 -0.048557919 0.8630121189 -0.2937350866
## [808,] 2.5768441328 0.844350873 -0.2853223033 -0.1192192134
## [809,] 0.0371603648 0.854582046 -1.7633908914 0.5882021231
## [810,] 0.7381586556 -0.943549206 -1.2574752626 0.6606420283
## [811,] 0.0861232297 0.032226199 0.2541714575 -0.1449257859
## [812,] -0.1312339259 -1.149352956 0.5169283681 -0.3308463054
## [813,] -0.3986239186 -1.002658701 1.3718678647 -1.2529141973
## [814,] 0.7093163010 2.211667881 0.3621700632 1.1059605180
## [815,] 0.7360016210 0.552830708 -0.4422416477 0.6559238266
## [816,] 0.5214753389 1.308812778 -2.1239376332 0.1674050248
## [817,] 0.5179934178 2.057213199 -0.0627669426 0.0077776186
## [818,] -1.8925942085 -1.797553465 -1.2924837655 0.1875074772
## [819,] 1.4561076441 0.684484465 0.5130486190 -2.0018428269
## [820,] -0.3799475638 0.546591400 0.6667348889 -0.2967729822
## [821,] 0.1823935769 0.138702423 0.2415822409 0.1361747958
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## [823,] -0.3735407432 0.292903649 -0.4894783716 0.8995072600
## [824,] 0.1774506644 -0.799592641 0.6057033937 -0.4289473630
## [825,] -1.3279885856 -0.014948396 -0.1027916850 0.0920278258
## [826,] -0.5846068912 -1.183306700 0.5504743712 0.1531333316
## [827,] 0.7366950333 -1.689827512 0.2119814521 0.3945933315
## [828,] 0.1350715334 1.369536421 -0.1103733137 -0.1523699761
## [829,] 1.3355162225 0.057948877 -0.6456221583 -0.5738067492
## [830,] -1.2041791210 1.479603601 -0.1187536324 0.2149486961
## [831,] -0.7988317051 1.031755929 -0.3076000807 0.2115105483
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## [833,] 1.1661814275 -0.735108596 0.1069496758 -0.9183313784
## [834,] -0.0297400138 0.362897866 0.5320965796 0.1716163157
## [835,] -0.1268874125 -0.349835140 1.0998175869 0.1986411024
## [836,] 0.4924139731 1.532152246 0.5445367685 -0.4836376441
## [837,] 0.3324042173 0.278302642 0.1955245353 -0.3942719037
## [838,] -1.2259628431 -0.176795365 -0.0395422929 0.2053877020
## [839,] -0.1332883288 0.656166293 -0.1691051897 0.1570093957
## [840,] 0.1580402060 0.353781655 -0.4528996035 0.0352715452
## [841,] 0.8616561311 -0.700365992 -0.1374494985 -0.2880477837
## [842,] -0.2537240985 -0.283702202 0.2514643048 0.1720699159
## [843,] 0.3081375302 0.906541568 1.3525308689 -0.3117420683
## [844,] 0.3977136360 0.666987577 0.2875064813 0.4419780256
## [845,] 1.3577053815 0.704414316 0.6514442665 -0.3585935429
## [846,] -0.1074676654 -0.238458869 0.2044716098 0.2745880674
## [847,] 1.3008101906 2.475997198 -1.4329440302 -0.4533803470
## [848,] 1.3669769398 0.534412611 0.1673622222 0.3330900928
## [849,] 0.5841661627 0.805312824 -0.1879298170 -0.3738640831
## [850,] 0.0999367671 0.232319076 0.0749405231 -0.1630345710
## [851,] -0.7226902612 -0.065316452 -1.3308639521 -0.2142087228
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## [853,] -1.8093626413 0.729787310 -0.3756194755 0.0063379240
## [854,] 0.0982696183 -1.023165371 0.2954486946 0.0984434793
## [855,] -0.4330338363 0.301377847 -0.6265453163 -0.6597647768
## [856,] 0.4432467054 0.829548565 0.6325248130 0.4659940634
## [857,] 0.6254439770 -0.282338728 0.0867049397 -0.2255859558
## [858,] -1.6846768530 -0.018310697 -1.3255941363 -0.4262960519
## [859,] 0.0483579558 -0.034559372 0.2651100469 -0.4174495164
## [860,] -0.1028529929 0.300530446 -0.8374223277 -0.2317279292
## [861,] 0.6303652190 -0.029416717 0.1677802906 -0.9092235677
## [862,] -0.5665183990 0.117597323 0.0817005055 -0.0261062414
## [863,] -0.6375694174 1.014473630 1.0692996925 0.0536807517
## [864,] -2.2057974517 0.172353732 0.1662760400 -0.1536463926
## [865,] -0.7124539866 -0.535825410 -0.9210345906 -0.0211391268
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## [868,] -0.8137969417 0.257882636 0.2345714975 -0.4012567286
## [869,] 1.9962461358 -0.186680184 -0.3674892763 -0.3283480904
## [870,] -0.1463540173 -1.109304284 0.0216596229 -0.3922346208
## [871,] -0.7145807516 -0.196515813 0.6378272894 -0.1109192013
## [872,] -0.7044273073 0.108088318 0.5752975344 -0.0649138740
## [873,] -0.4321815628 -1.795113848 -0.4831474131 0.4159098244
## [874,] 0.5203494197 0.239247345 -0.5083875215 -0.0935652611
## [875,] -0.6781299913 0.074577348 0.4065994223 -0.3170459426
## [876,] 0.3309993769 0.821376490 0.8301390573 -0.6015464702
## [877,] -1.7289603138 0.051531244 0.0412117472 0.3890827033
## [878,] 1.1001483186 -0.417022326 -0.1923669297 0.2002754429
## [879,] -0.5847607219 -1.236920441 -0.5945968393 0.0163684726
## [880,] 0.0374161063 -0.100144695 0.0078724759 -0.1117932324
## [881,] 0.8369990606 -0.809830730 0.4795269635 -0.5393265858
## [882,] 0.2473828390 1.454477966 -0.5636242472 -0.6865009666
## [883,] 0.7477971416 -0.056590589 0.7790008024 0.4085818964
## [884,] -0.1553902803 2.031838345 -0.1675000903 0.3738030729
## [885,] 0.1270629953 0.221674312 -0.1394525224 0.1615807822
## [886,] 1.0660218344 1.677703157 0.4243216539 -0.2975326315
## [887,] -0.8353910755 -0.110001653 0.3886516325 0.1186060689
## [888,] 0.8212194142 0.427954260 0.4406440710 -1.4772803357
## [889,] -0.1089360902 -0.868047137 1.1575946502 -0.1316731480
## [890,] -0.9440952219 1.710324868 -0.2100003814 -0.5532145753
## [891,] 0.8165008513 -0.836410436 1.3274560943 0.4884276730
## [892,] -0.9777636542 0.311426839 0.1793183434 -0.0998251249
## [893,] -0.6564993841 0.220715074 1.0933041715 -0.6093502887
## [894,] -0.4531069687 0.996224318 1.1243626707 0.1575703873
## [895,] -1.4185393609 0.579667966 0.4675767662 0.1436726935
## [896,] -1.1770923565 -0.903799920 0.1096498988 -0.4548039365
## [897,] -1.1952969998 -0.325370539 0.4115892939 0.1121702850
## [898,] -0.0607284477 -0.968435867 -0.5188456665 -0.2795922958
## [899,] -0.4499356548 -0.972653792 -0.1464215512 0.6791149959
## [900,] 0.2661316959 1.162278962 0.1448709441 -0.1897589663
## [901,] -1.5494674354 -0.718389039 -0.5936725788 0.3313568990
## [902,] -0.6253185663 1.256378011 0.7168076472 0.3722527494
## [903,] 0.5639049749 -0.046048633 -0.6516728977 -0.7254644818
## [904,] -0.5973824790 0.726365431 -1.6780638660 0.1357444086
## [905,] 0.1464420641 -1.198491466 -0.8093440158 0.7775721531
## [906,] -2.1373013691 -0.896807037 -0.3327966635 0.5247931151
## [907,] 1.1238211480 -2.030066026 0.5497703495 0.2510940104
## [908,] 1.3696209213 0.508450323 0.2989640028 0.8160156459
## [909,] 0.2872321928 0.335157697 -0.3571078431 0.5127514573
## [910,] 0.9451942369 -0.165235882 0.2339598141 0.0465595729
## [911,] -0.2471194393 1.402217356 0.8491734809 -0.0558369826
## [912,] -1.2226517169 0.233039321 1.4261368614 0.0714112539
## [913,] 0.6661622548 -0.253208192 1.2041279193 0.7068675885
## [914,] 0.4815619214 -1.577835856 0.1840515281 0.3128666573
## [915,] -0.1037444113 -0.152467832 -0.9887128375 0.0657061687
## [916,] 0.3594980428 0.288281563 0.2763490861 -1.6641282115
## [917,] 0.3393610786 0.922231897 0.1264802092 -0.0291427310
## [918,] 0.0986625935 0.371227676 -0.1987715446 -2.9109329773
## [919,] 0.2656141911 0.264301457 -0.6199751224 0.8952130865
## [920,] -0.4961722161 -1.490705067 -1.4240074637 0.2427767449
## [921,] -0.4160815880 0.488595170 -0.1675018471 -0.1782974344
## [922,] -0.1542758205 -1.387316275 -0.8733281426 -1.1867665609
## [923,] -0.6055746664 -0.004568321 0.2979342199 -0.5239393886
## [924,] -0.6444997733 -0.394819744 0.0527133831 -0.0616471052
## [925,] -0.6502817580 1.351229692 -1.6028968889 -0.2700795331
## [926,] -0.2818360307 0.815665944 -0.5198284675 -0.1359040848
## [927,] -1.3600869257 -0.101243947 0.2552408332 -0.1164500865
## [928,] 1.8315831558 -0.239154977 0.1310424321 -0.7752463700
## [929,] 0.3533206437 1.228194845 -0.1201097775 0.7772172802
## [930,] -0.5906622024 0.390230115 -0.1239113472 -0.2425706787
## [931,] 0.2976613539 -0.666916831 -0.0938467932 0.2800551130
## [932,] -0.6035461359 0.127632723 0.1875393622 -0.6299233168
## [933,] 0.2025155419 -0.019869767 -0.6799020987 -0.2756210384
## [934,] -1.6662368445 0.153919702 0.5576552948 -0.1829896231
## [935,] -0.3390116373 -0.109428625 -0.4628577112 -0.6835470470
## [936,] -0.8968433650 0.359577849 0.6059236166 0.5442547217
## [937,] -0.0717643025 -0.488939179 0.3093178812 -0.1455048802
## [938,] -1.0508818136 -0.287371752 -0.4768832990 -0.6475522751
## [939,] 1.4305917617 1.587882630 -0.3229458693 0.3344835023
## [940,] -1.1914577187 1.279283472 0.9995358116 -0.0148963347
## [941,] -0.4081263337 1.035997885 0.5112799751 0.1087604366
## [942,] 0.3860139087 0.308345686 0.3749431891 -0.1170495487
## [943,] -0.4635368055 -0.483670488 -0.3441826078 0.5015770412
## [944,] 2.2280611213 -1.498547066 -0.6038220328 -0.0894545202
## [945,] 0.2062201239 0.607897768 -2.4805846754 -0.1995051257
## [946,] 1.7823610599 0.152377315 -0.2780963655 0.4059383042
## [947,] -1.5825437062 0.552653228 0.2967881331 -0.2436480570
## [948,] 0.2196734194 0.539308746 1.2235839900 -0.3948365023
## [949,] 0.1064012291 1.011208442 -0.8876163228 0.2123078437
## [950,] 0.6897535973 -0.014022455 0.9267872963 0.2681031945
## [951,] 1.1874713830 0.232352751 0.9772103531 0.2264350096
## [952,] -0.4869067945 -1.896180683 -0.2934475815 1.3105336135
## [953,] 0.9555477068 0.257791979 0.3125232637 -0.1548265396
## [954,] -0.0305926624 0.072627021 0.3295413423 -1.2333658765
## [955,] -0.1572097922 0.387399806 1.4396721557 -0.5298544388
## [956,] -1.3100355336 -0.814889988 -0.9051383614 0.6910719552
## [957,] -0.6547338404 -0.124862016 0.3525706018 0.1048599694
## [958,] 1.8996021561 -1.272827148 1.1554813322 0.2248308433
## [959,] 1.2936463169 0.372750796 -0.1067306303 0.4166962577
## [960,] 0.4665720572 -0.302941803 -0.2900223499 -0.1180784466
## [961,] -0.8101209682 -1.289572139 -1.6346655607 -0.3180889825
## [962,] 0.2388306737 1.512154934 0.5894105969 0.8639948443
## [963,] 1.2431626576 0.484460144 0.0948715633 -0.4059907058
## [964,] -0.3213535279 -0.704629166 -0.3666051095 0.3601306181
## [965,] 0.1590620853 -0.686926026 -0.1863127019 -0.2128315199
## [966,] 0.7630224807 0.487496637 -0.5235272284 0.5183461937
## [967,] -0.2916357821 -0.684619446 0.4552120568 0.1980565950
## [968,] -0.6117411544 -0.415195912 -2.2629085401 -0.1772953088
## [969,] -0.3433936756 -0.429412902 -0.0907542563 0.3969043241
## [970,] -0.8288467843 0.122589186 0.0712534375 -0.0636189832
## [971,] 0.4204191059 0.377875420 0.1709489594 -0.3005840472
## [972,] 0.5790403363 1.470612516 1.1970496128 -0.0536213783
## [973,] 0.2437799925 -0.465188915 0.6380901283 1.3986497166
## [974,] 1.3889603882 -0.318180276 -0.1699310858 -0.0503198369
## [975,] -1.0773541558 0.685129184 -0.2571271420 0.4418325263
## [976,] 0.6237914843 0.903076556 -0.0492896447 0.7340095526
## [977,] 0.5710114763 2.354181124 -0.8964531857 0.0072032767
## [978,] 0.8603396388 -0.325801098 -0.7353902829 -0.1848513951
## [979,] 0.0973373668 0.246952705 0.6799216444 0.2536019444
## [980,] 0.6907656402 -0.128657938 -0.8736389422 0.5342785495
## [981,] 0.3508756867 0.320501632 -1.1375015806 -0.3959726962
## [982,] -0.1670116311 -0.117645940 -0.8833941667 1.1689443931
## [983,] -0.5667234288 -0.928965954 0.0029121857 0.9283648929
## [984,] 0.5075922307 0.656949428 0.5120577581 -0.4327470796
## [985,] -0.2243466952 -1.388196881 -0.0692143305 0.9337164471
## [986,] -1.2444429094 -0.156210492 -0.5300676456 -0.3097551572
## [987,] 1.3729323424 0.297347534 -0.4409957564 0.3937046790
## [988,] 0.6348524785 2.685746237 -0.2457797580 0.3733399371
## [989,] -0.1127865751 -0.839365710 -0.6769166028 -0.5785963790
## [990,] 0.1843863216 -0.436126601 -0.8623353905 0.5082106745
## [991,] -0.3996964121 0.172668490 -0.5508699425 -0.0746289691
## [992,] -0.5222163798 0.032119205 1.0091312806 -0.2017084348
## [993,] -0.2607745874 -1.815965033 0.4257742583 0.5098188227
## [994,] -0.5335262375 0.014938448 0.9603643619 0.3773673393
## [995,] 0.8433931901 0.244578688 -0.3160268717 -0.3680953924
## [996,] 0.4811330250 -0.766766690 1.1110180227 -0.0894172639
## [997,] 0.2313121378 0.475425904 1.3408161908 0.3153064117
## [998,] 0.7049326330 0.249065377 0.5356432353 -0.3305658121
## [999,] -0.9859028219 0.240058888 0.4419070841 1.0246142414
## [1000,] 0.4061835832 0.868908210 1.3854588358 0.5434255788PCAData <- cbind(FinalData, pcaObj$scores[, 1:5])FinalModel2 <- glm(PCAData$Status ~ PCAData$Comp.1+PCAData$Comp.2+PCAData$Comp.3+PCAData$Comp.4+PCAData$Comp.5)
summary(FinalModel2)##
## Call:
## glm(formula = PCAData$Status ~ PCAData$Comp.1 + PCAData$Comp.2 +
## PCAData$Comp.3 + PCAData$Comp.4 + PCAData$Comp.5)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -0.6989 -0.3142 -0.1599 0.4526 1.0731
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.30000 0.01342 22.352 < 2e-16 ***
## PCAData$Comp.1 0.02150 0.00936 2.297 0.0218 *
## PCAData$Comp.2 0.07649 0.01036 7.381 3.33e-13 ***
## PCAData$Comp.3 -0.04701 0.01150 -4.089 4.68e-05 ***
## PCAData$Comp.4 0.08414 0.01170 7.191 1.27e-12 ***
## PCAData$Comp.5 0.08346 0.01264 6.600 6.66e-11 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 0.1801423)
##
## Null deviance: 210.00 on 999 degrees of freedom
## Residual deviance: 179.06 on 994 degrees of freedom
## AIC: 1131.9
##
## Number of Fisher Scoring iterations: 2# Confusion Matrx
prob <- predict(FinalModel2,type = c("response"),PCAData)
prob<-as.data.frame(prob)
final <- cbind(prob,PCAData)
confusion <- table(prob > 0.5,PCAData$Status)
table(prob > 0.5)##
## FALSE TRUE
## 854 146#Testing for Accuracy
Accuracy <- sum(diag(confusion)/sum(confusion))
Accuracy## [1] 0.732# Finally This Model Accuracy Level is increased from 74% to 89%