#Consider only the below columns and prepare a prediction model for predicting Price.
#Corolla<-Corolla[c("Price","Age_08_04","KM","HP","cc","Doors","Gears","Quarterly_Tax","Weight")]
Corolla <- read.csv(file.choose())
View(Corolla)
attach(Corolla) # Basically to avoid reference of Data Set name(Corolla) in this report.
Corolla_Pred <- cbind(Price,Age_08_04,KM,HP,cc,Doors,Gears,Quarterly_Tax,Weight)
Corolla_Pred1 <- as.data.frame(Corolla_Pred)
class(Corolla_Pred1)
## [1] "data.frame"
View(Corolla_Pred1)
attach(Corolla_Pred1)
## The following objects are masked from Corolla:
##
## Age_08_04, cc, Doors, Gears, HP, KM, Price, Quarterly_Tax,
## Weight
# Exploratory data analysis:
# 1. Measures of central tendency
# 2. Measures of dispersion
# 3. Third moment business decision
# 4. Fourth moment business decision
# 5. Probability distributions of variables
# 6. Graphical representations (Histogram, Box plot, Dot plot, Stem & Leaf plot, Bar plot, etc.)
summary(Corolla_Pred1)
## Price Age_08_04 KM HP
## Min. : 4350 Min. : 1.00 Min. : 1 Min. : 69.0
## 1st Qu.: 8450 1st Qu.:44.00 1st Qu.: 43000 1st Qu.: 90.0
## Median : 9900 Median :61.00 Median : 63390 Median :110.0
## Mean :10731 Mean :55.95 Mean : 68533 Mean :101.5
## 3rd Qu.:11950 3rd Qu.:70.00 3rd Qu.: 87021 3rd Qu.:110.0
## Max. :32500 Max. :80.00 Max. :243000 Max. :192.0
## cc Doors Gears Quarterly_Tax
## Min. : 1300 Min. :2.000 Min. :3.000 Min. : 19.00
## 1st Qu.: 1400 1st Qu.:3.000 1st Qu.:5.000 1st Qu.: 69.00
## Median : 1600 Median :4.000 Median :5.000 Median : 85.00
## Mean : 1577 Mean :4.033 Mean :5.026 Mean : 87.12
## 3rd Qu.: 1600 3rd Qu.:5.000 3rd Qu.:5.000 3rd Qu.: 85.00
## Max. :16000 Max. :5.000 Max. :6.000 Max. :283.00
## Weight
## Min. :1000
## 1st Qu.:1040
## Median :1070
## Mean :1072
## 3rd Qu.:1085
## Max. :1615
plot(Age_08_04, Price)
plot(KM, Price)
plot(HP, Price)
plot(cc, Price)
plot(Doors, Price)
plot(Gears, Price)
plot(Quarterly_Tax, Price)
plot(Weight, Price)
windows()
# 7. Find the correlation between Output (Price) & inputs (Age_08_04,KM,HP,CC,Doors,Gears,Quarterly_Tax,Weight) - SCATTER DIAGRAM
pairs(Corolla_Pred1)
# 8. Correlation coefficient - Strength & Direction of correlation
cor(Corolla_Pred1)
## Price Age_08_04 KM HP cc
## Price 1.00000000 -0.876590497 -0.56996016 0.31498983 0.12638920
## Age_08_04 -0.87659050 1.000000000 0.50567218 -0.15662202 -0.09808374
## KM -0.56996016 0.505672180 1.00000000 -0.33353795 0.10268289
## HP 0.31498983 -0.156622020 -0.33353795 1.00000000 0.03585580
## cc 0.12638920 -0.098083739 0.10268289 0.03585580 1.00000000
## Doors 0.18532555 -0.148359215 -0.03619661 0.09242450 0.07990330
## Gears 0.06310386 -0.005363947 0.01502333 0.20947715 0.01462935
## Quarterly_Tax 0.21919691 -0.198430508 0.27816470 -0.29843172 0.30699580
## Weight 0.58119759 -0.470253184 -0.02859846 0.08961406 0.33563740
## Doors Gears Quarterly_Tax Weight
## Price 0.18532555 0.063103857 0.219196911 0.58119759
## Age_08_04 -0.14835921 -0.005363947 -0.198430508 -0.47025318
## KM -0.03619661 0.015023328 0.278164697 -0.02859846
## HP 0.09242450 0.209477146 -0.298431717 0.08961406
## cc 0.07990330 0.014629352 0.306995798 0.33563740
## Doors 1.00000000 -0.160141430 0.109363225 0.30261764
## Gears -0.16014143 1.000000000 -0.005451955 0.02061328
## Quarterly_Tax 0.10936323 -0.005451955 1.000000000 0.62613373
## Weight 0.30261764 0.020613284 0.626133733 1.00000000
# The Linear Model of interest
corolla.price <- lm(Price~Age_08_04+KM+HP+cc+Doors+Gears+Quarterly_Tax+Weight)
summary(corolla.price)
##
## Call:
## lm(formula = Price ~ Age_08_04 + KM + HP + cc + Doors + Gears +
## Quarterly_Tax + Weight)
##
## Residuals:
## Min 1Q Median 3Q Max
## -9366.4 -793.3 -21.3 799.7 6444.0
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -5.573e+03 1.411e+03 -3.949 8.24e-05 ***
## Age_08_04 -1.217e+02 2.616e+00 -46.512 < 2e-16 ***
## KM -2.082e-02 1.252e-03 -16.622 < 2e-16 ***
## HP 3.168e+01 2.818e+00 11.241 < 2e-16 ***
## cc -1.211e-01 9.009e-02 -1.344 0.17909
## Doors -1.617e+00 4.001e+01 -0.040 0.96777
## Gears 5.943e+02 1.971e+02 3.016 0.00261 **
## Quarterly_Tax 3.949e+00 1.310e+00 3.015 0.00262 **
## Weight 1.696e+01 1.068e+00 15.880 < 2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 1342 on 1427 degrees of freedom
## Multiple R-squared: 0.8638, Adjusted R-squared: 0.863
## F-statistic: 1131 on 8 and 1427 DF, p-value: < 2.2e-16
corolla.price2 <-lm(Price~Age_08_04+KM+HP+Gears+Quarterly_Tax+Weight)
summary(corolla.price2)
##
## Call:
## lm(formula = Price ~ Age_08_04 + KM + HP + Gears + Quarterly_Tax +
## Weight)
##
## Residuals:
## Min 1Q Median 3Q Max
## -9224.7 -792.3 -25.5 801.9 6436.6
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -5.478e+03 1.409e+03 -3.889 0.000105 ***
## Age_08_04 -1.217e+02 2.615e+00 -46.534 < 2e-16 ***
## KM -2.094e-02 1.249e-03 -16.769 < 2e-16 ***
## HP 3.133e+01 2.799e+00 11.191 < 2e-16 ***
## Gears 5.990e+02 1.934e+02 3.096 0.001997 **
## Quarterly_Tax 3.737e+00 1.296e+00 2.883 0.003999 **
## Weight 1.673e+01 1.020e+00 16.393 < 2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 1342 on 1429 degrees of freedom
## Multiple R-squared: 0.8636, Adjusted R-squared: 0.863
## F-statistic: 1508 on 6 and 1429 DF, p-value: < 2.2e-16
### Scatter plot matrix with Correlations inserted in graph
panel.cor <- function(x, y, digits=2, prefix="", cex.cor)
{
usr <- par("usr"); on.exit(par(usr))
par(usr = c(0, 1, 0, 1))
r = (cor(x, y))
txt <- format(c(r, 0.123456789), digits=digits)[1]
txt <- paste(prefix, txt, sep="")
if(missing(cex.cor)) cex <- 0.4/strwidth(txt)
text(0.5, 0.5, txt, cex = cex)
}
pairs(Corolla_Pred1, upper.panel=panel.cor,main="Scatter Plot Matrix with Correlation Coefficients")
### Partial Correlation matrix - Pure correlation between the variables
# install.packages("corpcor")
library(corpcor)
cor2pcor(cor(Corolla_Pred1))
## [,1] [,2] [,3] [,4] [,5]
## [1,] 1.000000000 -0.776238352 -0.402745405 0.28521314 -0.03556185
## [2,] -0.776238352 1.000000000 0.002383081 0.24531845 -0.02014628
## [3,] -0.402745405 0.002383081 1.000000000 -0.06039653 0.05108725
## [4,] 0.285213137 0.245318454 -0.060396533 1.00000000 0.09871851
## [5,] -0.035561846 -0.020146283 0.051087249 0.09871851 1.00000000
## [6,] -0.001069746 -0.002800916 0.026724172 0.06817527 -0.01606038
## [7,] 0.079586710 0.051074865 0.100506331 0.20769268 -0.01198838
## [8,] 0.079548117 0.015830863 0.261673195 -0.38254954 0.12380803
## [9,] 0.387523482 0.094746528 0.187502181 0.12427899 0.16043171
## [,6] [,7] [,8] [,9]
## [1,] -0.001069746 0.07958671 0.07954812 0.38752348
## [2,] -0.002800916 0.05107486 0.01583086 0.09474653
## [3,] 0.026724172 0.10050633 0.26167319 0.18750218
## [4,] 0.068175272 0.20769268 -0.38254954 0.12427899
## [5,] -0.016060377 -0.01198838 0.12380803 0.16043171
## [6,] 1.000000000 -0.18924933 -0.07482541 0.23196001
## [7,] -0.189249333 1.00000000 0.03732241 -0.02325832
## [8,] -0.074825415 0.03732241 1.00000000 0.51026027
## [9,] 0.231960007 -0.02325832 0.51026027 1.00000000
# install.packages("mvinfluence")
library(mvinfluence)
## Warning: package 'mvinfluence' was built under R version 3.5.1
## Loading required package: car
## Warning: package 'car' was built under R version 3.5.1
## Loading required package: carData
## Warning: package 'carData' was built under R version 3.5.1
## Loading required package: heplots
## Warning: package 'heplots' was built under R version 3.5.1
##
## Attaching package: 'mvinfluence'
## The following object is masked from 'package:corpcor':
##
## mpower
library(car)
# It is better to delete a single observation rather than entire variable to get rid of collinearity problem
# Deletion Diagnostics for identifying influential variable
influence.measures(corolla.price)
## Influence measures of
## lm(formula = Price ~ Age_08_04 + KM + HP + cc + Doors + Gears + Quarterly_Tax + Weight) :
##
## dfb.1_ dfb.A_08 dfb.KM dfb.HP dfb.cc dfb.Dors dfb.Gers
## 1 -4.12e-02 4.47e-02 5.90e-02 -1.17e-03 -1.50e-02 9.61e-02 2.24e-02
## 2 -3.45e-02 5.91e-02 -1.11e-03 -1.01e-02 -8.10e-03 7.44e-02 2.04e-02
## 3 -3.31e-02 2.85e-02 6.36e-02 1.27e-03 -1.36e-02 8.23e-02 1.84e-02
## 4 -1.60e-02 1.40e-02 2.88e-02 -4.75e-04 -6.51e-03 4.27e-02 9.91e-03
## 5 -1.52e-02 -2.74e-03 7.29e-02 5.05e-03 -1.07e-02 7.30e-02 1.52e-02
## 6 -1.58e-02 1.17e-02 3.91e-02 -2.56e-03 -8.13e-03 7.67e-02 1.86e-02
## 7 -4.33e-03 -1.86e-03 2.23e-03 -1.24e-03 -1.17e-03 -8.78e-03 -2.00e-03
## 8 -4.38e-02 5.10e-03 -9.21e-03 -1.65e-02 -8.85e-03 -7.85e-02 -1.60e-02
## 9 -4.82e-03 -7.52e-03 1.88e-02 1.85e-01 -1.68e-02 -7.27e-02 -6.05e-02
## 10 -4.18e-02 5.64e-02 1.80e-03 4.19e-02 -1.47e-02 3.11e-02 -1.63e-03
## 11 -2.34e-02 -3.32e-03 4.45e-03 3.12e-02 -3.19e-03 -8.84e-03 2.16e-02
## 12 6.08e-02 1.65e-02 -2.11e-02 -8.51e-02 9.00e-03 2.39e-02 -5.72e-02
## 13 7.98e-02 1.16e-02 -1.57e-02 -1.07e-01 1.09e-02 3.02e-02 -7.36e-02
## 14 -1.14e-01 2.06e-03 5.07e-03 1.43e-01 -1.44e-02 -4.08e-02 1.01e-01
## 15 -2.24e-01 -3.95e-03 3.00e-02 2.85e-01 -2.98e-02 -8.08e-02 1.97e-01
## 16 -1.16e-01 -2.03e-03 4.35e-03 1.47e-01 -1.44e-02 -4.20e-02 1.05e-01
## 17 -1.44e-02 -2.12e-02 7.02e-02 4.38e-01 -4.17e-02 -1.70e-01 -1.43e-01
## 18 9.83e-03 -3.54e-02 -6.41e-03 8.06e-03 -7.68e-04 -4.48e-02 -1.39e-02
## 19 7.65e-03 -5.00e-02 1.61e-02 -8.49e-03 1.24e-02 -3.66e-02 -9.43e-03
## 20 1.12e-02 -6.58e-02 4.56e-02 2.35e-02 -5.94e-03 -6.44e-02 -2.40e-02
## 21 6.62e-03 -3.92e-02 2.90e-02 1.40e-02 -3.61e-03 -3.70e-02 -1.40e-02
## 22 -8.58e-03 -4.38e-03 1.51e-03 8.53e-04 -4.33e-03 -1.79e-02 -5.07e-03
## 23 -1.92e-04 -1.38e-02 8.53e-03 3.81e-03 -1.91e-03 -1.63e-02 -5.52e-03
## 24 -1.56e-03 -1.79e-02 -2.89e-04 4.07e-03 -2.54e-03 -3.15e-02 -9.56e-03
## 25 -7.17e-04 -4.14e-03 -1.67e-03 9.24e-04 -6.64e-04 -9.33e-03 -2.74e-03
## 26 4.87e-05 8.86e-03 2.28e-04 -1.58e-03 9.75e-04 1.34e-02 4.01e-03
## 27 -1.32e-03 -2.97e-02 3.17e-03 6.54e-03 -3.87e-03 -4.63e-02 -1.42e-02
## 28 -2.05e-04 -2.48e-03 6.73e-04 6.61e-04 -3.76e-04 -3.95e-03 -1.25e-03
## 29 -1.21e-03 -2.80e-02 1.01e-02 7.17e-03 -3.91e-03 -3.96e-02 -1.27e-02
## 30 -6.59e-03 -1.21e-02 -3.02e-02 1.74e-03 -2.70e-03 -5.57e-02 -1.51e-02
## 31 3.82e-02 3.41e-02 1.78e-02 7.94e-02 4.27e-03 7.08e-02 2.95e-03
## 32 -8.05e-04 3.95e-03 -4.68e-04 1.48e-03 1.13e-03 3.45e-03 6.24e-04
## 33 1.87e-03 -1.20e-02 -2.41e-03 -7.09e-03 -4.84e-03 -1.50e-02 -2.50e-03
## 34 -1.98e-03 1.19e-02 6.33e-04 5.98e-03 4.32e-03 1.33e-02 2.29e-03
## 35 -1.69e-03 8.50e-03 -1.98e-03 2.76e-03 2.34e-03 6.96e-03 1.33e-03
## 36 2.35e-03 -1.46e-02 3.08e-03 -5.57e-03 -4.83e-03 -1.41e-02 -2.70e-03
## 37 9.40e-04 -5.07e-03 -1.31e-03 -2.95e-03 -1.88e-03 -6.00e-03 -9.58e-04
## 38 -6.04e-03 2.63e-02 1.96e-02 2.01e-02 1.01e-02 3.52e-02 4.70e-03
## 39 4.01e-04 -1.10e-02 -9.88e-03 -1.19e-02 -7.49e-03 -2.35e-02 -3.63e-03
## 40 -2.20e-03 1.40e-02 3.88e-03 8.78e-03 5.79e-03 1.82e-02 2.96e-03
## 41 -1.14e-02 5.93e-02 -2.19e-02 1.58e-02 1.56e-02 4.47e-02 9.19e-03
## 42 6.72e-03 -4.48e-02 9.76e-03 -1.76e-02 -1.55e-02 -4.51e-02 -8.68e-03
## 43 -1.15e-02 5.95e-02 -2.00e-02 1.67e-02 1.58e-02 4.58e-02 9.25e-03
## 44 -6.30e-03 -3.72e-03 5.15e-03 -6.01e-04 -2.86e-03 7.86e-04 -8.74e-04
## 45 8.43e-03 7.32e-03 -6.24e-03 1.47e-03 4.02e-03 -1.28e-03 1.12e-03
## 46 -2.68e-02 -4.29e-03 1.06e-04 -8.38e-03 -9.55e-03 7.40e-04 -1.59e-03
## 47 -1.42e-02 3.49e-04 -4.10e-03 -4.22e-03 -4.89e-03 2.08e-03 -7.09e-04
## 48 1.46e-03 -2.56e-02 1.75e-02 -6.29e-03 -6.46e-03 8.99e-03 8.55e-04
## 49 1.42e-03 3.14e-04 5.42e-04 5.31e-04 5.18e-04 -2.44e-04 6.07e-05
## 50 -2.18e-01 -3.29e-02 8.33e-02 2.64e-01 -3.24e-02 3.82e-02 2.01e-01
## 51 5.23e-03 1.12e-04 3.81e-03 2.28e-03 1.73e-03 -9.34e-04 7.85e-05
## 52 -3.02e-03 -2.86e-02 1.25e-02 -1.55e-02 -1.16e-02 1.78e-02 2.95e-03
## 53 -8.15e-02 -6.02e-02 4.69e-02 -4.03e-03 -3.74e-02 1.81e-02 -1.14e-02
## 54 -1.82e-02 -3.47e-02 7.80e-02 3.00e-01 -3.15e-02 -1.52e-02 -8.18e-02
## 55 1.94e-02 2.29e-02 -1.12e-02 -5.13e-04 1.04e-02 -9.14e-03 3.34e-03
## 56 -1.61e-02 3.03e-02 -6.48e-03 -1.11e-02 -1.99e-03 -2.30e-02 1.56e-03
## 57 -2.31e-04 -2.34e-03 2.99e-04 -1.58e-03 -9.75e-04 1.64e-03 3.35e-04
## 58 1.75e-04 3.74e-03 -6.35e-04 2.24e-03 1.38e-03 -2.33e-03 -4.70e-04
## 59 -3.11e-02 -2.11e-02 5.22e-03 -4.72e-03 -1.35e-02 7.66e-03 -3.37e-03
## 60 -2.23e-03 -4.19e-03 3.55e-04 2.86e-05 -8.66e-04 3.30e-03 -3.69e-04
## 61 -7.02e-04 3.08e-02 -3.82e-03 1.68e-02 9.60e-03 -1.69e-02 -3.60e-03
## 62 -2.45e-03 -7.08e-03 9.16e-04 1.08e-05 -1.12e-03 4.48e-03 -4.93e-04
## 63 -2.68e-02 -3.93e-02 -3.72e-03 -9.01e-04 -9.32e-03 3.69e-02 -3.64e-03
## 64 -1.75e-02 -2.74e-02 -5.33e-03 -1.39e-03 -6.00e-03 2.53e-02 -2.20e-03
## 65 -5.49e-03 -5.02e-02 -8.73e-03 -4.17e-02 -2.22e-02 4.00e-02 9.35e-03
## 66 -1.72e-03 -6.02e-02 2.36e-02 -1.81e-02 1.51e-02 2.98e-02 2.37e-03
## 67 -2.06e-02 -4.21e-02 -7.58e-03 -2.51e-03 -7.55e-03 3.39e-02 -2.70e-03
## 68 -3.96e-04 3.19e-02 1.49e-03 2.02e-02 1.05e-02 -1.94e-02 -4.54e-03
## 69 -5.65e-02 3.60e-02 -7.35e-02 3.72e-02 -2.25e-02 -2.84e-03 -1.50e-02
## 70 -2.04e-04 -3.46e-03 -6.42e-04 -2.69e-03 -1.38e-03 2.55e-03 6.11e-04
## 71 -1.50e-03 -8.95e-03 -3.50e-03 -8.91e-03 -4.51e-03 8.32e-03 2.05e-03
## 72 -1.73e-02 2.47e-02 9.91e-03 1.09e-02 4.63e-03 -2.64e-02 -4.83e-03
## 73 -2.06e-02 -3.91e-02 -1.17e-02 -3.29e-03 -7.41e-03 3.34e-02 -2.34e-03
## 74 9.80e-05 7.77e-03 1.13e-03 5.50e-03 2.77e-03 -5.18e-03 -1.25e-03
## 75 -2.81e-02 -5.19e-02 -1.80e-02 -4.93e-03 -9.51e-03 4.54e-02 -3.01e-03
## 76 5.71e-04 -9.80e-03 -1.88e-04 5.47e-04 -4.13e-04 5.78e-03 -3.44e-04
## 77 -2.64e-02 -2.40e-02 -2.60e-02 -5.34e-03 -7.00e-03 3.48e-02 -1.67e-03
## 78 -2.18e-03 -3.83e-02 -1.56e-02 1.13e-03 -1.98e-03 3.31e-02 -1.18e-03
## 79 -1.99e-03 -1.30e-02 -8.71e-03 2.41e-04 -8.24e-04 1.39e-02 -4.03e-04
## 80 1.94e-03 5.29e-03 6.00e-03 8.28e-03 3.80e-03 -7.34e-03 -1.98e-03
## 81 5.16e-01 -4.71e-01 -2.42e+00 -2.78e+00 2.73e+01 6.55e-01 3.65e-01
## 82 -2.77e-03 -1.58e-02 -1.37e-02 -1.39e-04 -9.18e-04 1.83e-02 -3.58e-04
## 83 1.17e-03 1.05e-02 7.89e-03 1.15e-02 4.98e-03 -1.01e-02 -2.78e-03
## 84 -2.56e-02 6.24e-03 -1.87e-02 -6.72e-03 -7.84e-03 5.52e-03 -8.14e-04
## 85 -1.12e-03 -9.30e-03 -7.87e-03 -1.07e-02 -4.53e-03 9.26e-03 2.60e-03
## 86 -7.16e-03 -5.44e-03 -1.57e-02 -3.43e-03 -1.33e-03 1.06e-02 1.87e-04
## 87 5.58e-04 4.87e-03 1.40e-02 1.12e-02 4.02e-03 -1.08e-02 -3.10e-03
## 88 3.08e-03 1.44e-03 5.29e-04 1.59e-03 6.85e-04 6.98e-03 1.39e-03
## 89 4.72e-04 -2.26e-03 9.61e-04 -4.92e-04 -5.21e-04 -1.48e-03 -3.16e-04
## 90 -3.54e-02 1.78e-03 -2.96e-02 5.38e-02 -2.34e-02 -1.04e-01 -3.66e-02
## 91 4.77e-03 -2.31e-02 8.52e-03 -5.76e-03 -5.63e-03 -1.63e-02 -3.35e-03
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## 840 1.34e-02 5.57e-03 -1.66e-03 1.83e-02 6.39e-03 3.17e-03 -6.69e-03
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## 897 -2.07e-04 -5.13e-04 6.88e-04 1.09e-03 2.85e-04 -2.82e-04 -2.01e-04
## 898 9.18e-03 4.55e-03 -9.62e-03 -1.44e-02 -3.72e-03 -1.11e-02 -4.51e-05
## 899 8.11e-03 2.88e-03 -7.60e-03 -1.21e-02 -3.13e-03 -9.41e-03 -5.45e-05
## 900 1.99e-03 2.28e-03 -5.63e-03 -1.22e-02 -2.88e-03 1.35e-02 4.08e-03
## 901 -9.85e-03 -3.73e-03 9.67e-03 1.48e-02 3.78e-03 1.15e-02 3.54e-05
## 902 -5.23e-03 -6.93e-03 4.55e-03 -1.14e-02 -3.31e-03 2.01e-02 8.38e-03
## 903 -1.23e-02 4.44e-03 -4.05e-03 -4.84e-02 -1.77e-03 3.10e-02 1.25e-02
## 904 2.08e-03 -1.34e-03 -7.74e-05 8.67e-04 -6.42e-04 -1.64e-03 -8.92e-05
## 905 -1.22e-03 -1.04e-02 8.56e-03 -1.12e-02 -1.10e-03 -2.18e-02 1.39e-03
## 906 1.49e-03 3.36e-03 -2.10e-03 3.95e-03 1.15e-03 -7.04e-03 -2.91e-03
## 907 1.74e-03 5.64e-03 -4.05e-03 5.27e-03 5.48e-04 -7.31e-03 -3.20e-03
## 908 -3.14e-03 -7.15e-03 4.53e-03 -8.34e-03 -2.43e-03 1.49e-02 6.16e-03
## 909 2.56e-03 -2.86e-02 2.04e-02 -1.70e-02 -1.61e-03 -3.41e-02 1.94e-03
## 910 -7.01e-03 -2.88e-03 7.29e-03 1.07e-02 2.67e-03 8.17e-03 -3.69e-06
## 911 -9.43e-03 -4.48e-03 3.99e-03 -1.62e-02 -4.79e-03 2.85e-02 1.19e-02
## 912 7.70e-04 -4.69e-03 3.36e-03 -2.86e-03 -1.68e-04 -5.96e-03 3.65e-04
## 913 4.40e-03 -1.31e-02 8.01e-03 -3.98e-03 4.46e-04 1.65e-02 5.43e-03
## 914 -1.91e-01 5.26e-02 -5.44e-02 -3.33e-02 6.37e-03 -6.42e-03 2.69e-01
## 915 -4.57e-03 -3.49e-04 9.18e-04 -6.89e-03 -2.05e-03 1.20e-02 5.04e-03
## 916 3.00e-02 -5.40e-03 7.16e-03 5.30e-03 -1.08e-03 1.06e-03 -4.38e-02
## 917 -2.61e-04 -5.06e-03 6.27e-03 9.08e-03 2.11e-03 -9.88e-03 -3.06e-03
## 918 9.10e-03 -1.08e-02 5.98e-03 7.37e-04 1.29e-03 -6.68e-03 1.23e-04
## 919 3.74e-03 -2.07e-02 1.49e-02 -1.12e-02 -6.90e-04 -2.37e-02 1.37e-03
## 920 9.42e-04 -8.00e-03 6.28e-03 -5.82e-03 -3.92e-04 -1.22e-02 7.44e-04
## 921 7.40e-02 -1.22e-02 1.75e-02 1.32e-02 -2.74e-03 2.61e-03 -1.09e-01
## 922 6.13e-02 -1.25e-02 1.57e-02 1.09e-02 -2.21e-03 2.12e-03 -8.88e-02
## 923 2.08e-04 3.08e-04 -2.36e-04 4.50e-04 1.38e-04 -8.13e-04 -3.35e-04
## 924 -4.06e-03 -1.66e-02 1.12e-02 -1.40e-02 -4.27e-03 2.57e-02 1.05e-02
## 925 3.43e-03 7.08e-03 -1.40e-02 -2.54e-02 -5.84e-03 2.79e-02 8.55e-03
## 926 -2.25e-03 4.35e-04 1.38e-03 2.72e-03 6.54e-04 2.09e-03 5.24e-06
## 927 -1.19e-03 6.12e-03 -4.49e-03 2.96e-03 -2.72e-05 -1.06e-02 -3.59e-03
## 928 2.26e-02 7.82e-03 -2.23e-02 -2.51e-02 -3.86e-03 1.42e-02 6.17e-03
## 929 2.53e-05 -5.33e-03 4.52e-03 -3.85e-03 -4.43e-04 -7.89e-03 4.21e-04
## 930 3.36e-04 1.06e-04 -1.41e-03 -3.69e-03 -9.14e-04 3.62e-03 1.16e-03
## 931 -2.42e-03 -2.40e-04 2.27e-03 3.88e-03 9.82e-04 2.98e-03 -3.24e-06
## 932 2.23e-03 2.84e-03 -1.34e-02 -3.20e-02 -7.88e-03 3.13e-02 1.00e-02
## 933 1.18e-02 -1.51e-02 1.01e-02 1.18e-04 1.41e-03 -1.36e-02 1.42e-04
## 934 1.87e-04 -2.72e-03 2.22e-03 -1.56e-03 -1.85e-04 -3.27e-03 1.59e-04
## 935 6.70e-03 3.48e-03 -8.34e-03 -1.06e-02 -2.50e-03 -7.87e-03 9.96e-05
## 936 -2.25e-04 -1.43e-03 1.70e-03 -2.06e-03 -1.82e-04 -4.32e-03 2.66e-04
## 937 -1.11e-03 7.82e-03 -6.42e-03 4.65e-03 3.74e-04 1.01e-02 -5.45e-04
## 938 2.22e-03 -1.72e-02 1.32e-02 -7.66e-03 -8.96e-04 -1.65e-02 7.32e-04
## 939 -1.91e-03 -8.52e-03 6.29e-03 -6.61e-03 -2.13e-03 1.24e-02 5.01e-03
## 940 6.81e-02 -1.08e-02 1.73e-02 1.26e-02 -2.69e-03 2.37e-03 -1.01e-01
## 941 -5.65e-03 -1.76e-03 3.93e-03 -5.61e-03 -3.05e-03 -1.27e-02 1.87e-04
## 942 -9.69e-03 -9.41e-03 1.10e-02 -1.72e-02 -2.22e-03 2.42e-02 1.05e-02
## 943 -6.78e-04 -4.79e-03 5.83e-03 -6.42e-03 -6.08e-04 -1.37e-02 8.05e-04
## 944 -1.33e-02 -1.81e-03 2.68e-02 5.65e-02 1.24e-02 -6.17e-02 -1.90e-02
## 945 6.80e-02 -2.74e-02 -6.23e-03 2.59e-02 -5.77e-04 6.39e-02 1.34e-02
## 946 5.95e-04 -5.01e-03 4.47e-03 -3.09e-03 -2.88e-04 -6.87e-03 3.48e-04
## 947 -4.22e-03 2.40e-02 -1.96e-02 1.10e-02 1.00e-03 2.52e-02 -1.17e-03
## 948 1.39e-02 -1.32e-02 2.96e-03 4.24e-03 -3.49e-03 1.89e-02 4.81e-03
## 949 -3.31e-03 -3.65e-03 6.01e-03 6.23e-03 1.42e-03 4.51e-03 -1.15e-04
## 950 -1.82e-03 -4.23e-03 3.73e-03 -4.30e-03 -1.45e-03 8.16e-03 3.28e-03
## 951 2.76e-03 2.54e-03 -4.60e-03 -4.93e-03 -1.12e-03 -3.58e-03 8.73e-05
## 952 -1.53e-02 -2.24e-03 8.34e-03 -2.11e-02 -7.18e-03 3.89e-02 1.59e-02
## 953 -2.12e-02 -4.37e-03 1.27e-02 -2.13e-02 -9.86e-03 -4.68e-03 7.77e-03
## 954 1.05e-02 8.05e-03 -1.63e-02 -1.79e-02 -4.04e-03 -1.30e-02 3.15e-04
## 955 -1.30e-02 -4.57e-03 9.34e-03 -1.36e-02 -6.33e-03 -3.02e-03 4.94e-03
## 956 -1.51e-02 -5.69e-03 1.14e-02 -2.19e-02 -7.61e-03 4.09e-02 1.66e-02
## 957 7.43e-02 6.67e-03 2.63e-03 3.18e-02 -2.84e-03 -1.46e-02 -1.23e-01
## 958 4.80e-03 -3.02e-04 -3.65e-03 -4.58e-03 -6.07e-04 2.58e-03 1.13e-03
## 959 5.60e-03 3.68e-03 -8.41e-03 -9.26e-03 -2.03e-03 -6.66e-03 1.84e-04
## 960 -1.36e-03 -2.30e-02 2.44e-02 -1.69e-02 -2.57e-03 -3.69e-02 1.58e-03
## 961 1.54e+00 -8.32e-01 1.58e-01 8.50e-01 3.49e-01 6.86e-01 2.04e-03
## 962 -3.95e-03 -2.22e-02 2.71e-02 -2.08e-02 -3.27e-03 -4.52e-02 1.99e-03
## 963 1.38e-03 -1.47e-02 1.48e-02 -8.83e-03 -1.04e-03 -2.06e-02 8.98e-04
## 964 1.34e-03 -1.12e-02 1.09e-02 -6.05e-03 -7.11e-04 -1.42e-02 5.97e-04
## 965 -1.59e-02 4.46e-03 -5.49e-03 -3.03e-03 6.34e-04 -5.04e-04 2.27e-02
## 966 2.90e-03 -8.45e-03 6.58e-03 -2.19e-03 4.97e-06 -6.18e-03 2.47e-04
## 967 -4.89e-03 -2.94e-03 4.95e-03 -5.21e-03 -2.58e-03 -1.23e-03 1.90e-03
## 968 -2.34e-03 -3.14e-03 3.84e-03 -4.14e-03 -1.54e-03 8.08e-03 3.21e-03
## 969 -1.61e-03 -3.77e-03 4.60e-03 -3.19e-03 -8.20e-04 -6.42e-03 1.81e-04
## 970 1.63e-03 1.18e-02 -2.29e-02 -3.16e-02 -6.70e-03 3.14e-02 1.03e-02
## 971 1.48e-02 7.14e-03 -2.15e-02 -2.31e-02 -4.73e-03 -1.62e-02 5.98e-04
## 972 4.67e-04 3.53e-02 -4.82e-02 -5.25e-02 -1.06e-02 5.45e-02 1.78e-02
## 973 -8.82e-04 -4.11e-03 3.90e-03 -2.65e-03 -1.04e-03 5.43e-03 2.11e-03
## 974 -1.40e-02 8.64e-04 1.35e-02 1.79e-02 3.61e-03 1.27e-02 -3.77e-04
## 975 2.68e-03 1.02e-03 -2.48e-03 2.58e-03 1.33e-03 6.28e-04 -9.40e-04
## 976 4.55e-03 3.63e-03 -8.02e-03 -7.85e-03 -1.60e-03 -5.46e-03 2.33e-04
## 977 4.71e-03 1.19e-03 -7.05e-03 -9.38e-03 -2.16e-03 -6.81e-03 1.77e-04
## 978 -7.39e-04 -2.90e-03 5.58e-03 6.89e-03 1.35e-03 -7.18e-03 -2.33e-03
## 979 -4.61e-03 -1.80e-02 1.83e-02 -1.21e-02 -4.90e-03 2.51e-02 9.69e-03
## 980 1.85e-03 1.57e-03 -3.45e-03 -3.25e-03 -6.41e-04 -2.23e-03 1.08e-04
## 981 -9.23e-04 -5.94e-04 1.57e-03 -1.06e-03 -7.12e-04 -3.19e-03 8.93e-06
## 982 -9.38e-03 -4.71e-03 1.13e-02 -1.23e-02 -5.02e-03 2.47e-02 9.73e-03
## 983 5.78e-03 -3.42e-02 3.28e-02 -1.18e-02 -1.85e-03 -3.12e-02 7.78e-04
## 984 -1.03e-03 -1.38e-02 2.13e-02 2.32e-02 4.49e-03 -2.39e-02 -7.88e-03
## 985 -4.74e-03 -4.45e-03 6.85e-03 -5.12e-03 -2.77e-03 -1.32e-03 1.86e-03
## 986 4.97e-03 -1.87e-02 1.81e-02 -4.79e-03 -3.89e-05 2.61e-02 8.11e-03
## 987 -1.72e-02 -1.62e-02 2.50e-02 -1.86e-02 -1.01e-02 -4.80e-03 6.74e-03
## 988 4.74e-04 1.82e-03 -1.04e-02 -3.58e-02 5.57e-04 -1.76e-02 2.34e-03
## 989 1.74e-02 2.56e-02 -4.32e-02 -3.61e-02 -7.01e-03 -2.43e-02 1.41e-03
## 990 -1.67e-03 -1.42e-02 1.91e-02 -9.63e-03 -2.05e-03 -2.34e-02 6.32e-04
## 991 -4.34e-04 -6.63e-03 8.41e-03 -3.93e-03 -8.50e-04 -9.67e-03 2.40e-04
## 992 -3.86e-01 -4.97e-02 -5.19e-03 -1.60e-01 1.45e-02 1.53e-01 6.82e-01
## 993 -2.66e-03 -6.94e-03 8.18e-03 -3.53e-03 -2.50e-03 -9.80e-03 -1.50e-04
## 994 -7.84e-04 -1.92e-02 2.78e-02 -1.34e-02 -2.47e-03 -3.46e-02 1.02e-03
## 995 -1.22e-02 -9.51e-03 2.29e-02 2.09e-02 3.93e-03 1.41e-02 -7.94e-04
## 996 7.78e-04 7.32e-03 -7.06e-03 3.43e-03 1.51e-03 -7.51e-03 -2.84e-03
## 997 1.33e-03 -7.04e-03 6.68e-03 -1.92e-03 -3.52e-04 -5.44e-03 8.10e-05
## 998 4.27e-02 -2.95e-02 1.25e-02 2.00e-02 -4.17e-03 -1.26e-02 -1.82e-03
## 999 8.11e-04 -1.30e-02 1.41e-02 -4.91e-03 -1.16e-03 -1.29e-02 1.87e-04
## 1000 1.27e-02 2.60e-03 -2.12e-02 -2.45e-02 -5.04e-03 -1.70e-02 7.80e-04
## 1001 -2.10e-03 -1.73e-04 2.36e-03 2.16e-03 2.03e-04 -1.15e-03 -5.56e-04
## 1002 2.60e-04 -3.19e-03 4.37e-03 4.14e-03 1.04e-03 2.91e-03 -1.40e-04
## 1003 -5.22e-03 -3.25e-02 3.54e-02 -1.58e-02 -7.58e-03 3.59e-02 1.33e-02
## 1004 1.55e-03 -1.28e-02 1.47e-02 -4.47e-03 -9.93e-04 -1.30e-02 1.68e-04
## 1005 -3.07e-04 -3.92e-02 4.99e-02 -1.69e-02 -4.59e-03 -4.61e-02 4.63e-04
## 1006 1.28e-03 -9.95e-03 1.01e-02 -2.56e-03 -7.00e-04 -7.43e-03 8.26e-06
## 1007 1.61e-03 -5.62e-03 6.20e-03 -1.39e-03 -1.83e-04 -4.97e-03 6.82e-05
## 1008 1.61e-03 2.97e-03 -4.60e-03 2.45e-03 1.22e-03 -5.54e-03 -2.07e-03
## 1009 7.88e-03 5.39e-03 -1.55e-02 -1.32e-02 -2.18e-03 -8.51e-03 6.45e-04
## 1010 -1.30e-02 -1.94e-02 3.28e-02 -1.83e-02 -9.14e-03 4.11e-02 1.54e-02
## 1011 -9.92e-04 -2.67e-02 3.61e-02 -1.21e-02 -3.44e-03 -3.34e-02 2.85e-04
## 1012 -1.31e-03 6.16e-03 -9.75e-03 -1.04e-02 -2.13e-03 8.85e-03 3.25e-03
## 1013 -6.39e-05 -4.34e-04 4.87e-04 -1.94e-04 -9.91e-05 4.55e-04 1.67e-04
## 1014 -6.00e-03 -7.28e-03 1.52e-02 1.17e-02 1.91e-03 7.42e-03 -6.33e-04
## 1015 4.12e-02 -1.45e-02 1.97e-02 8.89e-03 -2.03e-03 1.13e-03 -5.86e-02
## 1016 3.14e-02 -9.44e-03 1.45e-02 6.89e-03 -1.62e-03 8.80e-04 -4.57e-02
## 1017 4.95e-03 6.14e-03 -1.28e-02 -9.71e-03 -1.56e-03 -6.14e-03 5.40e-04
## 1018 -1.60e-03 -2.07e-02 2.21e-02 -7.55e-03 -4.06e-03 1.84e-02 6.67e-03
## 1019 8.50e-04 5.31e-03 -1.50e-02 -1.79e-02 -3.35e-03 1.61e-02 5.71e-03
## 1020 -2.05e-03 -9.55e-03 1.19e-02 -4.59e-03 -2.49e-03 1.11e-02 4.03e-03
## 1021 -2.39e-04 7.47e-03 -1.08e-02 3.02e-03 8.68e-04 9.45e-03 -4.62e-05
## 1022 -4.64e-03 -4.88e-03 1.02e-02 6.69e-03 5.35e-04 -3.38e-03 -1.77e-03
## 1023 3.23e-04 1.34e-04 -4.52e-04 2.47e-04 1.67e-04 7.69e-05 -8.96e-05
## 1024 9.45e-04 5.71e-03 -6.93e-03 2.43e-03 1.37e-03 -6.00e-03 -2.16e-03
## 1025 3.26e-03 -1.26e-02 1.58e-02 -2.85e-03 -6.15e-04 -1.17e-02 1.66e-05
## 1026 1.17e-02 1.62e-02 -3.35e-02 -2.38e-02 -3.55e-03 -1.46e-02 1.50e-03
## 1027 6.80e-02 -1.93e-02 3.29e-02 1.55e-02 -3.78e-03 1.85e-03 -1.00e-01
## 1028 -3.28e-03 -2.44e-02 4.05e-02 -1.17e-02 -4.17e-03 -3.53e-02 -6.93e-05
## 1029 8.19e-03 2.60e-02 -3.34e-02 1.04e-02 7.76e-03 3.72e-03 -3.73e-03
## 1030 7.45e-04 -1.91e-02 2.82e-02 -6.64e-03 -2.24e-03 -2.24e-02 -8.48e-05
## 1031 1.71e-02 1.97e-02 -4.07e-02 -2.54e-02 -1.78e-03 1.27e-02 6.82e-03
## 1032 7.30e-04 1.06e-02 -2.08e-02 -1.87e-02 -4.07e-03 -1.25e-02 8.91e-04
## 1033 7.48e-04 -8.52e-03 1.16e-02 -2.27e-03 -8.51e-04 -8.26e-03 -9.64e-05
## 1034 1.07e-03 3.48e-04 -1.95e-03 -1.59e-03 -2.14e-04 -9.71e-04 9.92e-05
## 1035 1.51e-03 1.21e-02 -1.44e-02 4.68e-03 1.35e-03 -8.79e-03 -3.27e-03
## 1036 -7.98e-03 3.41e-02 -4.01e-02 2.53e-03 1.22e-03 -3.18e-02 -8.76e-03
## 1037 -1.81e-03 -1.33e-02 2.66e-02 2.22e-02 3.15e-03 -2.13e-02 -7.61e-03
## 1038 1.11e-03 -2.28e-02 3.45e-02 -6.13e-03 -2.71e-03 -2.40e-02 -4.35e-04
## 1039 -2.38e-03 -2.60e-02 3.30e-02 -7.29e-03 -5.43e-03 2.15e-02 7.25e-03
## 1040 1.03e-03 -1.41e-02 2.06e-02 -3.14e-03 -1.56e-03 -1.33e-02 -3.34e-04
## 1041 2.08e-03 2.85e-03 -6.54e-03 -4.23e-03 -5.07e-04 -2.43e-03 3.33e-04
## 1042 1.69e-04 8.79e-04 -1.33e-03 2.66e-04 2.28e-04 -8.43e-04 -2.79e-04
## 1043 3.61e-03 4.74e-02 -7.80e-02 -4.94e-02 -6.26e-03 1.16e-02 1.12e-02
## 1044 -3.02e-06 3.23e-04 -5.37e-04 -3.66e-04 -4.37e-05 3.34e-04 1.26e-04
## 1045 -1.04e-02 -3.08e-03 1.68e-02 -9.72e-03 2.10e-03 6.65e-04 9.59e-04
## 1046 -2.32e-02 -2.99e-04 8.02e-02 -2.17e-02 2.83e-03 2.24e-02 2.76e-03
## 1047 -5.74e-03 -2.91e-03 3.48e-02 -7.80e-03 2.11e-03 1.10e-02 1.22e-03
## 1048 -1.21e-02 6.09e-03 -7.11e-02 -6.47e-02 2.48e-02 -2.05e-02 1.49e-02
## 1049 5.08e-02 1.54e-02 -9.64e-02 5.90e-02 -1.88e-02 4.42e-02 2.61e-03
## 1050 8.52e-03 -1.06e-02 6.92e-02 -1.16e-02 1.08e-02 1.40e-03 -1.84e-03
## 1051 -8.71e-03 -1.63e-02 7.90e-02 -2.40e-02 7.35e-03 2.90e-02 4.51e-03
## 1052 -2.87e-03 2.89e-03 3.15e-02 -8.14e-03 4.10e-03 -1.90e-02 -4.07e-03
## 1053 -8.23e-03 2.90e-03 2.06e-02 -9.72e-03 1.75e-03 8.39e-03 1.69e-03
## 1054 -1.44e-06 -3.07e-04 -9.26e-03 2.87e-03 -1.66e-03 6.09e-03 1.22e-03
## 1055 1.34e-02 6.70e-03 1.00e-01 -3.41e-02 2.63e-02 4.36e-03 -4.52e-04
## 1056 -1.01e-03 1.97e-03 -1.24e-02 3.76e-03 -2.24e-03 7.78e-03 1.53e-03
## 1057 1.27e-03 1.22e-02 -4.82e-02 -1.92e-02 4.13e-03 -1.31e-02 5.40e-03
## 1058 2.04e-03 -3.11e-02 1.08e-01 -1.74e-02 -2.25e-02 4.70e-02 4.77e-03
## 1059 -1.98e-01 2.06e-02 2.21e-01 -2.40e-01 7.57e-02 5.52e-02 3.77e-02
## 1060 1.10e-02 1.20e-02 6.49e-02 -3.14e-02 2.28e-02 4.09e-03 9.82e-04
## 1061 -9.81e-03 -3.40e-02 1.03e-01 1.86e-02 3.85e-03 -3.89e-02 -1.86e-02
## 1062 1.24e-02 -1.88e-02 5.97e-02 -5.95e-03 -1.22e-02 -1.98e-02 -6.18e-03
## 1063 2.16e-02 -2.82e-02 1.10e-01 -1.25e-02 -2.37e-02 -3.87e-02 -1.17e-02
## 1064 -1.53e-03 9.08e-03 1.22e-02 -1.00e-02 5.23e-03 -1.59e-02 -2.37e-03
## 1065 -3.25e-03 1.03e-02 -3.94e-02 -1.80e-02 1.13e-03 1.67e-02 9.82e-03
## 1066 1.64e-02 -2.77e-02 6.55e-02 -6.53e-03 -1.26e-02 -2.10e-02 -6.49e-03
## 1067 3.74e-03 1.96e-03 3.37e-02 -2.19e-02 1.20e-02 -3.48e-02 -5.22e-03
## 1068 3.09e-03 -1.79e-02 5.24e-02 -1.29e-02 -1.20e-02 2.80e-02 3.81e-03
## 1069 4.41e-03 -1.39e-02 9.62e-02 4.77e-02 -2.79e-03 -4.56e-02 -2.64e-02
## 1070 1.20e-03 8.72e-04 1.06e-02 -7.25e-03 3.94e-03 -1.14e-02 -1.68e-03
## 1071 -5.71e-03 7.48e-03 5.86e-03 -9.46e-03 2.62e-03 7.82e-03 2.23e-03
## 1072 3.56e-03 -3.00e-03 -3.88e-03 5.88e-03 -1.34e-03 -4.14e-03 -1.28e-03
## 1073 -3.60e-02 -7.26e-04 -4.87e-02 -8.97e-02 2.87e-02 -3.82e-02 1.73e-02
## 1074 -5.09e-02 1.25e-02 4.27e-02 -6.39e-02 2.07e-02 -3.96e-02 1.04e-03
## 1075 -1.45e-03 -3.71e-03 -1.11e-02 1.15e-02 -6.10e-03 1.65e-02 2.12e-03
## 1076 3.57e-03 -4.47e-03 1.31e-02 -2.22e-03 -2.97e-03 -5.16e-03 -1.40e-03
## 1077 -1.18e-03 1.25e-03 -6.69e-03 -3.70e-03 -1.21e-04 -1.32e-04 1.36e-03
## 1078 -7.04e-03 1.24e-03 5.88e-02 -2.11e-02 -2.06e-02 -3.51e-02 -7.28e-03
## 1079 6.10e-04 4.03e-03 3.61e-03 -5.21e-03 3.10e-03 -1.71e-02 -2.70e-03
## 1080 -2.55e-02 8.16e-03 1.03e-01 -5.78e-02 -3.93e-02 8.04e-02 1.52e-02
## 1081 1.02e-03 -2.99e-03 -1.43e-03 -7.56e-04 -7.68e-04 -2.74e-03 1.21e-04
## 1082 -2.05e-02 5.89e-02 8.16e-03 9.22e-03 1.01e-02 3.67e-02 -1.24e-03
## 1083 -3.70e-03 3.11e-02 2.47e-03 -2.81e-02 1.39e-02 -3.53e-02 -3.36e-03
## 1084 6.47e-02 -1.60e-02 -4.02e-02 8.87e-02 -2.86e-02 -1.98e-02 -1.56e-02
## 1085 -4.38e-04 -3.89e-04 9.44e-03 5.50e-03 -7.90e-04 5.12e-03 -1.34e-03
## 1086 -1.30e-02 2.48e-02 -4.11e-03 -2.06e-02 5.84e-03 1.51e-02 5.24e-03
## 1087 4.85e-04 1.15e-04 9.88e-03 6.23e-03 -7.09e-05 -6.71e-03 -3.61e-03
## 1088 6.32e-04 -6.82e-04 7.02e-03 4.24e-03 -2.56e-05 -4.57e-03 -2.46e-03
## 1089 -8.91e-03 -8.57e-03 5.08e-02 -3.82e-02 -4.82e-03 3.81e-02 9.68e-03
## 1090 -5.62e-04 9.06e-04 3.90e-03 2.71e-03 -3.80e-04 2.67e-03 -6.37e-04
## 1091 -1.41e-02 2.77e-02 6.29e-02 4.78e-02 -6.86e-03 4.79e-02 -1.11e-02
## 1092 3.79e-03 -4.31e-03 3.64e-02 2.21e-02 -1.33e-05 -2.41e-02 -1.29e-02
## 1093 1.36e-05 -8.22e-03 -7.45e-05 9.95e-03 -4.97e-03 1.19e-02 9.89e-04
## 1094 -1.78e-02 1.52e-02 -6.46e-02 -4.12e-02 -3.47e-03 -2.34e-03 1.51e-02
## 1095 -1.79e-04 2.90e-03 3.32e-02 2.01e-02 8.28e-04 2.41e-02 -4.30e-03
## 1096 1.06e-06 5.70e-07 1.70e-05 1.14e-05 2.53e-08 -1.26e-05 -6.67e-06
## 1097 2.15e-03 -2.30e-04 2.77e-02 1.83e-02 7.20e-05 -2.02e-02 -1.07e-02
## 1098 6.45e-03 -1.38e-02 3.11e-03 1.41e-02 -4.51e-03 -1.09e-02 -3.74e-03
## 1099 4.09e-03 -5.83e-03 2.83e-02 1.69e-02 1.61e-04 -1.86e-02 -9.90e-03
## 1100 -3.13e-03 4.21e-03 1.39e-02 9.80e-03 -1.61e-03 1.00e-02 -2.38e-03
## 1101 2.27e-03 -9.33e-04 2.45e-02 1.61e-02 1.29e-04 -1.79e-02 -9.45e-03
## 1102 -3.93e-03 3.82e-03 -3.24e-02 -2.06e-02 -2.31e-04 2.29e-02 1.21e-02
## 1103 2.68e-03 -4.81e-03 -2.11e-02 -1.55e-02 1.98e-03 -1.59e-02 3.56e-03
## 1104 2.18e-02 -1.36e-02 5.24e-02 -2.08e-02 -1.66e-02 -3.22e-02 -6.54e-03
## 1105 -7.73e-03 1.29e-02 3.10e-02 -2.94e-02 -1.64e-02 4.24e-02 8.95e-03
## 1106 7.51e-04 2.30e-03 1.68e-02 1.22e-02 1.22e-04 -1.39e-02 -7.24e-03
## 1107 8.09e-03 -3.42e-03 2.93e-02 2.09e-02 2.02e-03 1.33e-03 -7.69e-03
## 1108 6.61e-05 -1.40e-04 -3.44e-04 -2.77e-04 3.54e-05 -2.90e-04 6.29e-05
## 1109 -1.13e-04 5.78e-03 -1.47e-03 -6.30e-03 3.10e-03 -7.13e-03 -4.83e-04
## 1110 -8.04e-02 4.13e-02 2.11e-02 -1.06e-01 3.40e-02 2.33e-02 1.95e-02
## 1111 1.35e-03 1.28e-04 1.42e-02 9.96e-03 1.77e-04 -1.14e-02 -5.91e-03
## 1112 -1.63e-03 9.48e-04 5.72e-03 3.53e-03 -7.85e-04 3.73e-03 -9.45e-04
## 1113 -3.46e-03 6.08e-03 1.02e-02 8.48e-03 -1.36e-03 9.11e-03 -2.01e-03
## 1114 -1.24e-02 3.87e-03 -3.87e-02 -3.01e-02 -3.47e-03 -2.16e-03 1.10e-02
## 1115 2.56e-03 -6.30e-03 -1.19e-02 -1.08e-02 1.25e-03 -1.20e-02 2.39e-03
## 1116 -5.06e-03 2.69e-03 -3.42e-02 -2.43e-02 -8.14e-04 2.83e-02 1.46e-02
## 1117 2.19e-02 -2.36e-02 -1.89e-02 -9.51e-03 5.31e-03 -1.83e-02 3.38e-03
## 1118 -9.89e-03 1.14e-02 1.92e-02 -2.64e-02 -1.34e-02 3.14e-02 7.43e-03
## 1119 -9.04e-03 2.17e-02 -1.02e-02 -2.09e-02 6.78e-03 1.54e-02 5.70e-03
## 1120 1.20e-03 -3.15e-03 -6.99e-03 -6.43e-03 6.86e-04 -7.25e-03 1.40e-03
## 1121 1.10e-02 -5.21e-03 1.91e-02 -1.14e-02 -7.41e-03 -1.52e-02 -2.61e-03
## 1122 1.58e-02 -5.48e-03 2.73e-02 -1.75e-02 -1.12e-02 -2.31e-02 -3.90e-03
## 1123 -6.22e-03 -8.39e-03 1.98e-03 -1.56e-02 4.45e-03 6.69e-03 5.04e-03
## 1124 -1.47e-02 2.09e-02 2.20e-02 2.02e-02 -4.48e-03 2.40e-02 -5.17e-03
## 1125 4.81e-04 5.48e-03 5.56e-03 8.44e-03 -4.44e-04 -8.64e-03 -4.53e-03
## 1126 1.28e-03 -5.48e-04 2.12e-03 -1.36e-03 -8.57e-04 -1.77e-03 -2.97e-04
## 1127 1.40e-03 3.08e-03 5.27e-03 6.07e-03 7.99e-04 5.13e-04 -2.22e-03
## 1128 -6.93e-03 9.72e-03 1.08e-02 9.93e-03 -2.16e-03 1.19e-02 -2.53e-03
## 1129 -5.57e-04 1.56e-03 1.36e-03 1.68e-03 -1.78e-04 1.97e-03 -3.55e-04
## 1130 -5.17e-04 -9.91e-05 -3.10e-03 -2.58e-03 -1.44e-04 3.15e-03 1.58e-03
## 1131 7.89e-04 1.12e-03 6.13e-03 5.50e-03 3.05e-04 -6.78e-03 -3.38e-03
## 1132 4.03e-03 1.71e-02 4.82e-02 4.67e-02 2.54e-03 -5.80e-02 -2.88e-02
## 1133 4.61e-03 -1.41e-02 -1.90e-02 -2.15e-02 2.02e-03 -2.56e-02 4.52e-03
## 1134 -4.55e-03 -1.68e-02 5.91e-02 -6.12e-02 -6.39e-03 -4.23e-02 -1.76e-03
## 1135 -1.43e-04 -1.23e-04 -9.45e-04 -8.40e-04 -4.99e-05 1.04e-03 5.17e-04
## 1136 -5.73e-03 1.55e-03 -7.94e-03 6.57e-03 3.81e-03 8.09e-03 1.23e-03
## 1137 6.92e-03 4.00e-03 8.97e-03 -1.09e-02 -6.19e-03 -1.30e-02 -1.85e-03
## 1138 4.04e-04 -5.05e-03 -4.69e-03 -6.11e-03 -3.45e-04 7.80e-03 3.80e-03
## 1139 1.29e-03 1.29e-02 2.29e-02 2.52e-02 1.57e-03 -3.20e-02 -1.57e-02
## 1140 7.07e-04 2.27e-03 6.35e-03 6.44e-03 4.14e-04 -8.13e-03 -4.00e-03
## 1141 6.48e-03 -1.88e-04 6.74e-03 -6.63e-03 -3.68e-03 -8.00e-03 -1.19e-03
## 1142 2.91e-04 4.72e-03 1.25e-02 -2.28e-02 -9.81e-03 3.16e-02 7.44e-03
## 1143 1.49e-02 2.39e-02 1.43e-02 -3.15e-02 -1.68e-02 -3.57e-02 -4.55e-03
## 1144 -1.04e-02 1.15e-02 4.87e-03 2.97e-03 -2.27e-03 7.94e-03 -1.21e-03
## 1145 1.42e-02 1.05e-02 1.48e-02 -2.36e-02 -1.26e-02 -2.71e-02 -3.56e-03
## 1146 6.27e-03 -2.04e-02 -1.57e-02 -2.31e-02 1.97e-03 -2.89e-02 4.70e-03
## 1147 -1.39e-03 -5.40e-03 -1.20e-02 -1.31e-02 -9.48e-04 1.69e-02 8.22e-03
## 1148 -2.76e-03 4.55e-03 2.59e-03 3.49e-03 -7.16e-04 4.59e-03 -8.51e-04
## 1149 -2.30e-03 -4.90e-04 1.16e-02 -1.63e-02 -1.52e-03 -1.08e-02 -2.44e-04
## 1150 3.55e-03 7.53e-03 1.27e-02 -2.48e-02 -1.16e-02 7.20e-03 3.14e-03
## 1151 -1.32e-02 4.12e-02 1.37e-02 3.14e-02 -2.76e-03 4.04e-02 -6.23e-03
## 1152 4.16e-03 8.63e-03 9.64e-03 1.49e-02 2.51e-03 1.50e-03 -5.43e-03
## 1153 -1.20e-02 2.26e-02 4.91e-03 1.17e-02 -2.52e-03 1.59e-02 -2.79e-03
## 1154 3.03e-04 2.25e-03 3.43e-03 4.20e-03 3.23e-04 -5.47e-03 -2.64e-03
## 1155 6.49e-04 -7.60e-03 -4.66e-03 -7.83e-03 -5.74e-04 1.04e-02 4.95e-03
## 1156 3.43e-04 9.64e-04 2.32e-03 2.60e-03 2.05e-04 -3.37e-03 -1.63e-03
## 1157 -1.02e-03 4.56e-03 9.90e-04 -6.45e-03 -2.62e-03 8.57e-03 2.12e-03
## 1158 3.59e-03 -7.31e-04 1.79e-02 -3.16e-02 -1.30e-02 4.32e-02 1.03e-02
## 1159 7.25e-02 -3.07e-02 -4.23e-02 1.80e-02 -9.88e-04 -1.80e-02 2.34e-03
## 1160 -1.27e-02 2.41e-02 5.01e-03 1.27e-02 -2.67e-03 1.75e-02 -3.01e-03
## 1161 1.21e-03 1.57e-03 5.87e-03 6.38e-03 5.54e-04 -8.32e-03 -4.02e-03
## 1162 -1.13e-02 7.43e-03 1.01e-02 -1.21e-03 2.78e-03 9.17e-03 -4.40e-04
## 1163 -7.29e-03 3.14e-02 1.89e-03 -3.92e-02 -1.56e-02 5.14e-02 1.29e-02
## 1164 -7.64e-03 2.50e-02 6.65e-03 1.88e-02 -1.48e-03 2.49e-02 -3.65e-03
## 1165 -4.25e-03 7.00e-03 3.95e-03 5.71e-03 -1.11e-03 7.77e-03 -1.37e-03
## 1166 -3.70e-03 6.14e-03 3.32e-03 4.93e-03 -9.56e-04 6.75e-03 -1.18e-03
## 1167 -1.40e-03 1.85e-04 -2.37e-03 -2.61e-03 -4.86e-04 -2.66e-04 9.56e-04
## 1168 5.18e-04 2.05e-04 3.73e-04 -7.74e-04 -3.76e-04 -8.41e-04 -9.87e-05
## 1169 9.12e-03 1.24e-02 4.20e-03 -1.81e-02 -8.72e-03 -1.93e-02 -2.12e-03
## 1170 -8.50e-03 1.49e-02 5.89e-03 1.05e-02 -2.04e-03 1.46e-02 -2.50e-03
## 1171 6.33e-03 -2.11e-02 -4.27e-03 -1.51e-02 1.12e-03 -2.04e-02 2.89e-03
## 1172 1.06e-02 -2.08e-02 -2.38e-03 -1.01e-02 2.08e-03 -1.45e-02 2.35e-03
## 1173 -4.17e-04 1.39e-03 2.69e-04 9.94e-04 -7.31e-05 1.34e-03 -1.89e-04
## 1174 -2.54e-03 1.19e-02 -2.12e-06 -1.56e-02 -5.98e-03 2.02e-02 5.14e-03
## 1175 -3.13e-04 3.48e-03 1.16e-03 3.02e-03 2.85e-04 -4.17e-03 -1.95e-03
## 1176 -3.01e-02 6.08e-02 2.14e-03 2.67e-02 -5.47e-03 3.93e-02 -6.11e-03
## 1177 -1.30e-02 4.30e-02 2.00e-03 2.54e-02 -1.82e-03 3.53e-02 -4.72e-03
## 1178 -3.34e-03 1.60e-02 -1.29e-03 -2.01e-02 -7.55e-03 2.58e-02 6.67e-03
## 1179 1.55e-03 -4.19e-03 -2.06e-03 -4.18e-03 3.98e-04 -5.75e-03 8.54e-04
## 1180 -2.13e-03 3.10e-02 1.05e-02 2.81e-02 2.82e-03 -3.91e-02 -1.82e-02
## 1181 -2.39e-03 6.49e-03 8.61e-04 4.16e-03 -4.30e-04 5.85e-03 -8.30e-04
## 1182 2.74e-03 6.42e-03 -2.56e-04 -6.85e-03 -3.11e-03 -6.97e-03 -6.69e-04
## 1183 -4.28e-02 6.14e-02 -3.20e-03 7.36e-03 -7.24e-03 2.85e-02 -3.06e-03
## 1184 -4.71e-03 2.14e-02 -3.30e-03 -2.46e-02 -9.08e-03 3.12e-02 8.15e-03
## 1185 1.68e-02 7.23e-03 1.06e-02 -3.15e-02 -1.45e-02 -3.27e-02 -3.35e-03
## 1186 -5.76e-03 2.60e-04 -3.49e-03 7.32e-03 3.31e-03 7.70e-03 8.41e-04
## 1187 -1.14e-03 3.98e-03 1.82e-04 2.53e-03 -1.56e-04 3.57e-03 -4.62e-04
## 1188 -2.40e-04 -3.75e-03 -2.31e-03 -4.74e-03 -5.26e-04 6.60e-03 3.07e-03
## 1189 4.79e-04 4.05e-03 2.15e-03 -1.42e-02 -5.17e-03 1.83e-02 4.70e-03
## 1190 -6.37e-03 3.36e-02 -5.13e-03 -4.42e-02 -1.60e-02 5.59e-02 1.47e-02
## 1191 5.50e-03 7.73e-03 5.85e-05 -1.11e-02 -4.85e-03 -1.11e-02 -1.03e-03
## 1192 -7.61e-03 2.47e-02 -2.15e-03 -2.67e-02 -1.26e-02 -2.62e-02 -2.01e-03
## 1193 3.98e-03 5.67e-03 -7.34e-05 -8.08e-03 -3.51e-03 -8.08e-03 -7.37e-04
## 1194 -4.06e-04 -5.68e-04 -5.83e-04 -1.44e-03 -3.21e-06 1.62e-03 8.04e-04
## 1195 3.33e-02 -2.26e-02 -8.83e-03 8.84e-03 -7.00e-04 -7.74e-03 4.81e-04
## 1196 -1.90e-03 1.87e-02 -1.57e-02 -1.32e-02 6.10e-03 -1.18e-02 1.07e-04
## 1197 -8.85e-03 4.36e-02 -9.00e-03 -5.22e-02 -1.87e-02 6.55e-02 1.73e-02
## 1198 2.68e-04 1.92e-02 7.77e-03 2.06e-02 2.40e-03 -2.91e-02 -1.34e-02
## 1199 8.28e-03 7.62e-03 1.10e-03 -1.46e-02 -6.32e-03 -1.47e-02 -1.37e-03
## 1200 -2.50e-04 4.19e-04 1.98e-04 3.80e-04 -6.42e-05 5.62e-04 -8.76e-05
## 1201 1.28e-03 1.27e-02 7.26e-03 1.64e-02 2.00e-03 -2.32e-02 -1.07e-02
## 1202 4.27e-03 -1.25e-02 -2.91e-03 -1.06e-02 8.71e-04 -1.53e-02 2.07e-03
## 1203 4.20e-03 -4.66e-02 4.05e-02 3.39e-02 -1.57e-02 3.01e-02 -3.58e-04
## 1204 -4.06e-04 -8.48e-03 -3.48e-03 -9.55e-03 -1.18e-03 1.36e-02 6.27e-03
## 1205 -1.78e-04 -2.97e-03 -1.77e-05 -2.79e-03 -2.64e-06 3.25e-03 1.57e-03
## 1206 2.08e-03 2.12e-03 -5.27e-05 -3.79e-03 -1.58e-03 -3.72e-03 -3.22e-04
## 1207 -9.62e-04 -6.37e-03 -3.88e-03 -8.89e-03 -1.14e-03 1.27e-02 5.83e-03
## 1208 -3.70e-03 -3.33e-03 -3.47e-03 -8.04e-03 -1.85e-03 -1.00e-03 2.93e-03
## 1209 -2.00e-03 -9.16e-04 -2.00e-03 -3.84e-03 -8.89e-04 -4.75e-04 1.40e-03
## 1210 1.88e-04 6.65e-04 9.88e-05 6.90e-04 1.58e-04 8.93e-05 -2.51e-04
## 1211 1.11e-02 6.85e-03 1.14e-03 -1.79e-02 -7.43e-03 -1.77e-02 -1.55e-03
## 1212 1.31e-02 3.74e-02 -1.08e-02 -3.62e-02 -1.49e-02 -3.47e-02 -2.64e-03
## 1213 2.34e-03 -7.00e-03 -1.08e-03 -5.60e-03 4.35e-04 -8.27e-03 1.08e-03
## 1214 -4.75e-05 -1.52e-02 1.66e-03 -1.20e-02 -4.14e-05 1.42e-02 6.77e-03
## 1215 -1.34e-02 4.63e-02 -1.46e-02 -5.17e-02 -1.81e-02 5.96e-02 1.66e-02
## 1216 -2.93e-02 3.70e-02 1.82e-02 2.75e-03 1.22e-02 -4.80e-02 -1.62e-02
## 1217 6.88e-03 -2.06e-02 1.80e-02 1.85e-02 -6.14e-03 -1.24e-02 -5.26e-03
## 1218 -4.64e-03 1.65e-02 -2.79e-03 7.93e-03 -3.68e-04 1.21e-02 -1.34e-03
## 1219 -2.86e-03 7.57e-03 1.71e-03 5.36e-03 -8.38e-04 -1.30e-02 -4.96e-03
## 1220 -2.55e-04 -1.93e-03 -8.54e-04 -2.46e-03 -3.37e-04 3.56e-03 1.63e-03
## 1221 -3.89e-03 -7.07e-03 -3.31e-03 -1.39e-02 -2.12e-04 1.62e-02 7.86e-03
## 1222 6.15e-04 4.71e-03 2.02e-03 5.96e-03 8.23e-04 -8.65e-03 -3.95e-03
## 1223 -3.37e-03 1.22e-02 -1.99e-03 6.14e-03 -2.64e-04 9.36e-03 -1.04e-03
## 1224 -5.16e-04 2.01e-03 -2.03e-04 1.21e-03 -4.48e-05 1.84e-03 -2.08e-04
## 1225 7.51e-03 1.01e-02 4.84e-03 1.74e-02 4.25e-03 2.30e-03 -6.35e-03
## 1226 -6.09e-05 -8.37e-04 -2.29e-04 -9.13e-04 -1.29e-04 1.34e-03 6.07e-04
## 1227 8.06e-03 -2.37e-02 4.77e-03 -9.95e-03 8.23e-04 -1.58e-02 1.77e-03
## 1228 7.31e-03 -6.77e-03 -2.67e-03 1.40e-03 -1.92e-03 -5.69e-03 1.82e-05
## 1229 6.82e-03 -1.47e-02 2.03e-03 -5.94e-03 1.05e-03 -9.82e-03 1.26e-03
## 1230 1.74e-03 1.15e-02 -1.37e-04 1.23e-02 1.74e-04 -1.46e-02 -7.00e-03
## 1231 -9.85e-03 3.54e-02 -7.62e-03 1.63e-02 -6.45e-04 2.53e-02 -2.67e-03
## 1232 8.14e-03 -3.20e-02 4.24e-03 -1.88e-02 6.24e-04 -2.87e-02 3.16e-03
## 1233 3.90e-03 -1.95e-02 -1.20e-03 -1.73e-02 4.45e-04 -2.59e-02 3.01e-03
## 1234 7.07e-03 8.66e-04 9.02e-04 -9.63e-03 -3.74e-03 -9.25e-03 -7.50e-04
## 1235 -2.98e-03 1.45e-02 -1.19e-03 -2.75e-02 -1.20e-02 -2.61e-02 -1.75e-03
## 1236 -1.16e-03 -4.61e-03 -2.37e-03 -6.92e-03 -1.04e-03 1.02e-02 4.61e-03
## 1237 7.80e-03 1.78e-02 -7.33e-03 -1.93e-02 -7.39e-03 -1.78e-02 -1.15e-03
## 1238 6.15e-04 -1.09e-03 -2.78e-04 2.68e-03 1.50e-04 1.57e-03 -5.96e-05
## 1239 -6.94e-05 -2.86e-03 -3.06e-04 -2.64e-03 -3.95e-04 3.95e-03 1.77e-03
## 1240 4.02e-03 7.79e-03 -3.27e-03 -9.24e-03 -3.51e-03 -8.51e-03 -5.46e-04
## 1241 -1.09e-02 5.35e-02 -2.38e-02 -5.41e-02 -1.75e-02 6.49e-02 1.81e-02
## 1242 -2.42e-04 7.84e-04 -3.90e-06 5.83e-04 -3.54e-05 9.08e-04 -1.07e-04
## 1243 2.58e-03 -9.55e-03 2.22e-03 -4.46e-03 1.46e-04 -7.05e-03 7.23e-04
## 1244 2.66e-03 -1.06e-02 1.84e-03 -5.96e-03 1.67e-04 -9.27e-03 9.85e-04
## 1245 -4.85e-03 -1.45e-02 -8.44e-03 -2.42e-02 -3.75e-03 3.57e-02 1.62e-02
## 1246 8.26e-04 -3.24e-03 7.52e-04 -1.64e-03 4.00e-05 -2.61e-03 2.64e-04
## 1247 8.94e-03 -9.11e-03 -2.47e-03 1.34e-03 -2.35e-03 2.07e-03 1.69e-03
## 1248 -5.60e-03 -1.50e-03 7.32e-04 8.06e-03 2.92e-03 7.42e-03 4.95e-04
## 1249 3.71e-03 -1.63e-02 3.47e-03 -9.67e-03 1.36e-04 -1.55e-02 1.55e-03
## 1250 -5.22e-04 -2.45e-03 4.52e-04 -1.96e-03 -5.39e-04 -2.96e-04 7.11e-04
## 1251 1.69e-02 3.71e-02 -2.05e-02 -4.12e-02 -1.47e-02 -3.66e-02 -1.88e-03
## 1252 7.15e-06 3.63e-05 6.49e-06 4.47e-05 7.65e-06 -6.81e-05 -3.03e-05
## 1253 5.35e-03 -1.79e-02 3.27e-03 -1.08e-02 5.26e-04 -1.77e-02 1.88e-03
## 1254 -4.41e-03 8.55e-03 -1.43e-05 -2.04e-02 -9.17e-04 -1.16e-02 6.25e-04
## 1255 -4.81e-04 7.39e-03 -1.42e-03 4.61e-03 8.02e-04 -7.29e-03 -3.18e-03
## 1256 -5.63e-04 -5.02e-03 1.34e-03 -4.38e-03 -1.57e-04 5.46e-03 2.54e-03
## 1257 1.36e-02 2.68e-02 -1.68e-02 -3.15e-02 -1.08e-02 -2.75e-02 -1.25e-03
## 1258 4.48e-03 5.02e-03 -3.37e-03 -8.42e-03 -2.89e-03 -7.42e-03 -3.71e-04
## 1259 -2.07e-03 2.07e-02 -5.29e-03 1.10e-02 1.97e-03 -1.78e-02 -7.67e-03
## 1260 -1.04e-03 5.49e-03 -1.27e-03 3.79e-03 5.76e-06 6.20e-03 -5.97e-04
## 1261 -2.72e-04 6.52e-03 -3.95e-03 -1.16e-02 -3.45e-03 1.37e-02 3.86e-03
## 1262 -2.68e-02 3.55e-02 9.07e-03 3.58e-04 1.31e-02 -4.70e-02 -1.51e-02
## 1263 1.42e-02 -9.39e-03 -2.68e-03 3.61e-03 -3.70e-04 1.29e-02 3.16e-03
## 1264 -1.47e-02 3.68e-02 -1.95e-02 -3.77e-02 -1.23e-02 3.65e-02 1.14e-02
## 1265 1.92e-02 -2.96e-02 8.54e-03 -4.75e-03 3.55e-03 6.58e-03 4.65e-03
## 1266 4.98e-03 2.61e-02 -7.63e-03 1.89e-02 5.59e-03 3.03e-03 -6.85e-03
## 1267 6.28e-05 -1.91e-02 1.23e-02 3.73e-02 1.10e-02 -4.41e-02 -1.25e-02
## 1268 2.00e-03 -6.79e-03 2.00e-03 -3.46e-03 1.34e-04 -5.95e-03 5.71e-04
## 1269 2.79e-02 2.37e-03 -7.82e-03 -2.69e-02 -6.48e-03 1.71e-02 6.06e-03
## 1270 2.46e-02 2.09e-03 -6.91e-03 -2.37e-02 -5.72e-03 1.51e-02 5.36e-03
## 1271 5.53e-03 -1.77e-02 6.33e-03 -6.61e-03 3.12e-04 -1.17e-02 1.04e-03
## 1272 6.01e-03 -2.29e-02 8.86e-03 -8.52e-03 5.52e-05 -1.48e-02 1.21e-03
## 1273 8.73e-03 -1.91e-02 3.97e-03 -1.01e-02 1.32e-03 -1.83e-02 2.04e-03
## 1274 3.49e-03 -6.68e-03 7.97e-05 1.91e-02 7.52e-04 1.08e-02 -6.27e-04
## 1275 -1.06e-02 3.37e-02 -1.31e-02 1.11e-02 -5.35e-04 2.01e-02 -1.71e-03
## 1276 6.35e-04 -6.30e-03 1.88e-03 -3.21e-03 -6.06e-04 5.26e-03 2.25e-03
## 1277 8.57e-07 -1.34e-02 2.76e-03 -9.61e-03 -1.84e-03 1.54e-02 6.69e-03
## 1278 -6.92e-03 2.21e-02 -8.44e-03 7.66e-03 -3.51e-04 1.38e-02 -1.18e-03
## 1279 -1.78e-03 -1.12e-02 7.09e-04 -1.17e-02 -2.27e-03 1.85e-02 8.09e-03
## 1280 5.47e-03 9.76e-03 -6.97e-03 -1.22e-02 -4.03e-03 -1.04e-02 -4.07e-04
## 1281 -1.79e-02 3.46e-02 -8.52e-03 -7.25e-02 -1.91e-03 1.13e-02 1.20e-02
## 1282 6.25e-03 -2.74e-02 1.01e-02 -1.31e-02 -8.48e-05 -2.25e-02 1.90e-03
## 1283 3.38e-03 -1.30e-02 5.39e-03 -4.66e-03 -1.32e-06 -8.26e-03 6.42e-04
## 1284 -3.88e-03 1.29e-02 -4.82e-03 5.12e-03 -1.87e-04 9.19e-03 -7.99e-04
## 1285 1.32e-03 -4.88e-03 1.45e-03 -2.94e-03 7.54e-05 -5.10e-03 4.82e-04
## 1286 -7.66e-05 1.53e-03 -4.39e-04 9.08e-04 1.80e-04 -1.49e-03 -6.38e-04
## 1287 1.79e-03 -5.80e-03 2.39e-03 -1.92e-03 7.41e-05 -3.55e-03 2.87e-04
## 1288 1.61e-03 -6.50e-03 2.72e-03 -2.52e-03 -1.90e-05 -4.47e-03 3.47e-04
## 1289 8.13e-03 -1.26e-02 4.12e-03 -1.17e-03 1.07e-03 -7.87e-03 3.70e-04
## 1290 3.09e-03 -1.25e-02 5.26e-03 -4.83e-03 -3.93e-05 -8.59e-03 6.64e-04
## 1291 2.69e-03 1.56e-02 -5.94e-03 1.03e-02 3.26e-03 1.76e-03 -3.73e-03
## 1292 1.22e-05 6.95e-04 -2.86e-04 4.47e-04 2.12e-05 -5.79e-04 -2.62e-04
## 1293 7.52e-03 2.02e-02 -1.49e-02 -2.03e-02 -6.47e-03 -1.69e-02 -4.76e-04
## 1294 -1.02e-03 3.37e-03 -1.37e-03 1.23e-03 -4.02e-05 2.25e-03 -1.85e-04
## 1295 8.29e-03 -3.22e-02 1.41e-02 -1.11e-02 -7.51e-05 -2.01e-02 1.48e-03
## 1296 5.53e-04 5.21e-03 -2.15e-03 2.97e-03 9.50e-04 5.17e-04 -1.07e-03
## 1297 -1.88e-04 2.16e-03 -7.48e-04 1.09e-03 2.24e-04 -1.83e-03 -7.73e-04
## 1298 -2.14e-03 -8.22e-03 5.94e-03 7.05e-03 2.22e-03 5.80e-03 1.30e-04
## 1299 5.11e-04 -7.24e-03 2.45e-03 -3.87e-03 -8.00e-04 6.46e-03 2.74e-03
## 1300 -4.08e-03 2.06e-02 -1.24e-02 -2.70e-02 -1.02e-02 -2.34e-02 -7.82e-04
## 1301 6.15e-05 -1.96e-03 6.20e-04 -1.19e-03 -2.49e-04 1.98e-03 8.45e-04
## 1302 3.26e-02 -6.14e-02 2.43e-02 -1.00e-02 4.26e-03 -2.48e-02 2.52e-03
## 1303 5.74e-04 -1.10e-02 3.64e-03 -6.22e-03 -1.30e-03 1.04e-02 4.40e-03
## 1304 -5.42e-03 1.63e-02 -6.89e-03 3.68e-03 -5.04e-04 -1.17e-02 -4.07e-03
## 1305 2.77e-02 -2.34e-02 -2.75e-03 8.48e-03 -6.43e-03 -1.82e-02 -5.47e-04
## 1306 -1.03e-03 1.93e-02 -6.77e-03 1.07e-02 2.28e-03 -1.79e-02 -7.60e-03
## 1307 4.09e-04 -1.25e-02 4.24e-03 -7.37e-03 -1.58e-03 1.23e-02 5.24e-03
## 1308 -1.68e-02 6.59e-02 -3.08e-02 2.18e-02 3.31e-04 4.03e-02 -2.78e-03
## 1309 1.09e-02 1.65e-02 -1.48e-02 -1.94e-02 -5.67e-03 -1.58e-02 -3.48e-04
## 1310 -7.91e-03 3.56e-02 -1.62e-02 1.52e-02 3.83e-04 2.76e-02 -2.03e-03
## 1311 -8.84e-03 2.95e-02 -1.37e-02 9.48e-03 -2.10e-04 1.82e-02 -1.33e-03
## 1312 -2.50e-03 3.03e-02 -2.39e-02 -4.26e-02 -1.16e-02 4.85e-02 1.43e-02
## 1313 -2.24e-02 5.60e-02 -2.49e-02 1.35e-02 -1.88e-03 2.87e-02 -2.30e-03
## 1314 -6.06e-04 -4.78e-02 1.73e-02 -3.12e-02 -7.04e-03 5.27e-02 2.23e-02
## 1315 5.02e-03 -1.73e-02 8.17e-03 -6.02e-03 8.38e-05 -1.16e-02 8.46e-04
## 1316 -2.21e-03 1.38e-02 -9.79e-03 -2.06e-02 -7.47e-03 -1.75e-02 -4.85e-04
## 1317 1.00e-02 1.02e-02 -1.15e-02 -1.34e-02 -2.76e-03 7.99e-03 3.21e-03
## 1318 -3.44e-03 2.45e-02 -1.89e-02 -2.70e-02 -7.21e-03 3.03e-02 9.11e-03
## 1319 3.83e-04 -9.66e-04 4.51e-04 -2.34e-04 3.03e-05 -5.08e-04 3.89e-05
## 1320 4.45e-03 -1.74e-02 8.07e-03 -8.68e-03 -5.46e-06 -1.64e-02 1.28e-03
## 1321 -2.22e-04 4.22e-03 -4.82e-03 -3.20e-03 1.47e-03 -2.50e-03 1.51e-04
## 1322 4.58e-04 -1.68e-02 8.60e-03 -8.65e-03 -5.50e-04 1.17e-02 5.17e-03
## 1323 -7.16e-03 2.40e-02 -1.20e-02 6.95e-03 -9.62e-05 1.39e-02 -9.15e-04
## 1324 -1.42e-02 4.72e-02 -2.36e-02 1.30e-02 -2.03e-04 2.61e-02 -1.69e-03
## 1325 2.27e-05 2.63e-03 -1.06e-03 1.64e-03 3.86e-04 -2.81e-03 -1.18e-03
## 1326 1.89e-03 9.87e-03 -7.92e-03 -7.58e-03 -2.19e-03 -5.93e-03 -1.37e-05
## 1327 5.70e-03 -2.29e-02 1.20e-02 -6.88e-03 -2.40e-04 -1.35e-02 7.89e-04
## 1328 1.32e-02 5.00e-02 -4.25e-02 -4.32e-02 -1.23e-02 -3.38e-02 -1.13e-04
## 1329 8.54e-04 -2.93e-02 1.57e-02 -1.46e-02 -1.01e-03 2.01e-02 8.79e-03
## 1330 6.43e-03 2.90e-02 -2.42e-02 -2.34e-02 -6.67e-03 -1.82e-02 -1.29e-05
## 1331 3.97e-04 -5.12e-03 5.68e-03 3.57e-03 -1.62e-03 2.74e-03 -1.86e-04
## 1332 -1.34e-04 -3.17e-04 2.98e-04 3.39e-04 9.62e-05 2.67e-04 1.80e-06
## 1333 2.67e-03 1.58e-02 -8.81e-03 9.08e-03 3.37e-03 1.77e-03 -3.28e-03
## 1334 -1.30e-02 3.57e-02 -1.77e-02 7.42e-03 -1.30e-03 -2.94e-02 -9.76e-03
## 1335 8.68e-03 -4.93e-02 2.75e-02 -2.35e-02 -1.35e-03 -4.49e-02 2.90e-03
## 1336 -1.09e-03 3.56e-02 -1.99e-02 1.73e-02 1.29e-03 -2.41e-02 -1.05e-02
## 1337 2.58e-03 2.41e-02 -1.36e-02 1.21e-02 4.53e-03 2.41e-03 -4.35e-03
## 1338 3.38e-03 1.39e-02 -8.00e-03 9.07e-03 3.41e-03 1.77e-03 -3.28e-03
## 1339 6.70e-04 -6.43e-03 3.22e-03 -2.53e-03 -6.48e-04 4.61e-03 1.88e-03
## 1340 3.39e-03 4.25e-02 -2.44e-02 1.97e-02 7.51e-03 4.00e-03 -7.10e-03
## 1341 -1.39e-03 2.27e-02 -1.16e-02 1.04e-02 2.72e-03 -1.88e-02 -7.67e-03
## 1342 1.38e-02 -4.70e-02 2.62e-02 -1.16e-02 -7.51e-05 -2.50e-02 1.32e-03
## 1343 7.77e-04 -2.75e-03 1.55e-03 -7.79e-04 -1.05e-05 -1.65e-03 9.24e-05
## 1344 -9.06e-03 2.46e-02 -1.89e-02 -1.91e-02 -7.89e-03 1.79e-02 5.89e-03
## 1345 -4.20e-04 2.06e-03 -1.22e-03 7.57e-04 5.04e-05 1.52e-03 -8.36e-05
## 1346 1.91e-03 -8.41e-03 4.96e-03 -2.63e-03 -1.65e-04 -5.38e-03 2.75e-04
## 1347 -1.63e-03 1.30e-02 -1.16e-02 -1.44e-02 -3.55e-03 1.57e-02 4.86e-03
## 1348 -9.40e-03 -1.72e-02 1.14e-02 -1.65e-02 -6.46e-03 -3.26e-03 6.00e-03
## 1349 -7.51e-03 2.41e-02 -1.33e-02 4.33e-03 -3.90e-04 -1.62e-02 -5.38e-03
## 1350 -1.17e-02 -2.18e-02 1.48e-02 -2.05e-02 -8.09e-03 -4.08e-03 7.43e-03
## 1351 -1.03e-03 -5.56e-03 3.51e-03 -3.11e-03 -1.24e-03 -6.45e-04 1.12e-03
## 1352 1.25e-02 -5.77e-02 5.04e-02 5.64e-02 2.79e-02 5.33e-02 1.92e-03
## 1353 4.90e-03 -1.92e-02 1.16e-02 -6.83e-03 -2.20e-04 -1.44e-02 8.29e-04
## 1354 1.83e-02 -1.75e-02 4.51e-03 6.30e-03 -9.50e-04 -4.26e-03 -4.04e-04
## 1355 -4.36e-03 4.71e-02 -2.61e-02 1.80e-02 5.06e-03 -3.39e-02 -1.36e-02
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## 1357 -4.42e-04 6.96e-03 -3.89e-03 2.96e-03 8.37e-04 -5.53e-03 -2.23e-03
## 1358 4.48e-04 -9.62e-03 5.38e-03 -4.34e-03 -1.23e-03 8.06e-03 3.26e-03
## 1359 -4.31e-04 -1.33e-02 8.36e-03 -7.28e-03 -3.74e-04 1.03e-02 4.43e-03
## 1360 -4.56e-03 1.22e-02 -6.99e-03 2.15e-03 -2.18e-04 5.52e-03 -2.79e-04
## 1361 4.40e-04 2.75e-02 -1.59e-02 1.48e-02 4.27e-03 -2.73e-02 -1.11e-02
## 1362 -1.46e-02 -3.43e-02 2.47e-02 -2.73e-02 -1.12e-02 -5.66e-03 9.88e-03
## 1363 8.67e-03 -3.13e-02 1.87e-02 -8.64e-03 4.27e-04 3.13e-02 1.05e-02
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## 1368 -1.25e-03 3.39e-02 -2.17e-02 1.46e-02 1.44e-03 -2.12e-02 -8.98e-03
## 1369 -1.03e-02 1.40e-02 -1.95e-03 -1.73e-03 7.21e-03 -2.22e-02 -6.58e-03
## 1370 7.24e-03 4.71e-02 -4.35e-02 -3.39e-02 -8.50e-03 -2.46e-02 7.06e-04
## 1371 -3.44e-03 1.23e-02 -7.73e-03 2.95e-03 1.16e-04 6.79e-03 -2.86e-04
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## 1373 2.12e-03 -4.28e-02 2.60e-02 -1.80e-02 -5.46e-03 3.44e-02 1.37e-02
## 1374 5.78e-03 -2.78e-02 1.84e-02 -8.56e-03 -8.00e-04 -1.85e-02 7.77e-04
## 1375 3.33e-03 7.59e-03 -9.60e-03 -1.16e-02 -3.18e-03 -8.89e-03 6.78e-05
## 1376 1.41e-02 3.59e-02 -3.83e-02 -2.78e-02 -4.54e-03 1.54e-02 7.03e-03
## 1377 -2.02e-04 -2.08e-02 1.32e-02 -1.04e-02 -3.21e-03 1.97e-02 7.90e-03
## 1378 8.30e-06 9.10e-04 -5.81e-04 4.50e-04 1.40e-04 -8.58e-04 -3.43e-04
## 1379 1.31e-02 7.44e-02 -7.18e-02 -5.58e-02 -1.36e-02 -4.01e-02 1.31e-03
## 1380 -2.97e-03 -1.26e-02 9.39e-03 -7.12e-03 -3.12e-03 -1.59e-03 2.57e-03
## 1381 -1.57e-02 5.65e-02 -3.67e-02 1.21e-02 6.37e-04 2.93e-02 -1.03e-03
## 1382 4.51e-03 1.93e-02 -2.01e-02 -1.59e-02 -3.76e-03 -1.13e-02 4.07e-04
## 1383 -7.36e-03 -6.03e-02 4.41e-02 -3.74e-02 -1.24e-02 7.19e-02 2.87e-02
## 1384 -1.53e-02 7.26e-02 -5.16e-02 1.91e-02 2.30e-03 4.44e-02 -1.35e-03
## 1385 -2.47e-02 3.07e-02 -1.15e-02 -7.95e-03 5.67e-03 -5.52e-03 -2.55e-03
## 1386 -1.17e-03 1.10e-02 -7.22e-03 3.33e-03 1.14e-03 -6.86e-03 -2.64e-03
## 1387 -2.43e-04 1.70e-03 -1.35e-03 6.49e-04 8.71e-05 1.46e-03 -5.36e-05
## 1388 7.17e-02 -7.01e-02 2.47e-02 2.68e-02 -4.51e-03 -1.72e-02 -2.23e-03
## 1389 7.94e-04 -9.22e-04 3.66e-04 3.07e-04 -1.98e-04 -4.96e-04 -4.53e-05
## 1390 -1.15e-03 -1.02e-02 7.83e-03 -5.94e-03 -2.06e-03 1.17e-02 4.61e-03
## 1391 1.69e-03 -1.78e-02 1.34e-02 -6.95e-03 -7.99e-04 4.95e-04 2.99e-03
## 1392 1.98e-02 1.58e-02 -2.91e-02 -2.57e-02 -3.58e-03 1.42e-02 6.47e-03
## 1393 -2.03e-03 1.21e-02 -1.16e-02 -9.85e-03 -2.07e-03 1.01e-02 3.36e-03
## 1394 -1.36e-02 -3.06e-02 3.03e-02 -2.11e-02 -1.05e-02 -5.17e-03 7.62e-03
## 1395 -4.51e-04 -9.61e-03 7.43e-03 -3.19e-03 -1.63e-03 -8.44e-04 1.14e-03
## 1396 -6.93e-03 3.29e-02 -3.03e-02 -2.69e-02 -7.70e-03 -1.97e-02 6.50e-04
## 1397 -1.49e-04 4.29e-02 -3.34e-02 1.75e-02 2.52e-03 -2.74e-02 -1.12e-02
## 1398 -2.53e-03 -5.19e-03 7.21e-03 6.02e-03 1.27e-03 4.16e-03 -1.97e-04
## 1399 1.48e-03 -5.86e-03 4.43e-03 -1.25e-03 -1.41e-04 -3.33e-03 7.15e-05
## 1400 -3.46e-03 3.09e-02 -3.37e-02 -3.15e-02 -6.45e-03 3.25e-02 1.07e-02
## 1401 9.23e-03 -5.97e-02 5.04e-02 -1.88e-02 -3.16e-03 -4.57e-02 1.12e-03
## 1402 4.55e-03 -1.99e-02 1.61e-02 -5.10e-03 -6.42e-04 -1.34e-02 3.27e-04
## 1403 -2.24e-02 1.05e-01 -1.01e-01 -8.72e-02 -1.87e-02 8.39e-02 2.88e-02
## 1404 -4.68e-03 -9.78e-03 1.31e-02 9.77e-03 1.87e-03 6.54e-03 -3.97e-04
## 1405 -1.25e-04 1.69e-03 -1.31e-03 4.97e-04 2.06e-04 -1.10e-03 -4.13e-04
## 1406 -6.60e-04 4.83e-03 -5.13e-03 -4.35e-03 -8.57e-04 4.41e-03 1.49e-03
## 1407 -4.60e-04 -8.41e-03 7.42e-03 -3.65e-03 -1.52e-03 7.85e-03 2.98e-03
## 1408 9.81e-03 -4.67e-02 4.08e-02 -1.23e-02 -1.89e-03 -3.36e-02 6.56e-04
## 1409 -4.70e-03 4.33e-02 -3.28e-02 1.07e-02 4.62e-03 -2.47e-02 -9.08e-03
## 1410 8.70e-03 -4.43e-02 3.67e-02 -9.41e-03 -1.92e-03 -2.57e-02 1.99e-04
## 1411 1.70e-02 4.52e-02 -5.75e-02 -3.52e-02 -4.05e-03 1.82e-02 9.24e-03
## 1412 8.09e-03 -3.99e-02 3.27e-02 -8.04e-03 -1.65e-03 -2.22e-02 1.35e-04
## 1413 8.01e-04 1.06e-02 -9.90e-03 4.61e-03 2.03e-03 -1.02e-02 -3.82e-03
## 1414 1.86e-02 -3.93e-02 2.99e-02 1.82e-03 7.15e-04 -1.58e-02 -8.26e-04
## 1415 2.75e-03 -2.53e-02 1.97e-02 -5.93e-03 -2.71e-03 1.40e-02 5.10e-03
## 1416 -1.23e-04 -5.92e-02 5.23e-02 -2.07e-02 -9.37e-03 4.69e-02 1.74e-02
## 1417 1.15e-02 -1.25e-02 6.22e-03 4.63e-03 -8.54e-04 -2.75e-03 -5.16e-04
## 1418 6.51e-04 -2.34e-03 1.83e-03 -1.92e-04 -2.36e-05 1.27e-03 3.71e-04
## 1419 1.12e-06 3.83e-06 -5.18e-06 -3.47e-06 -6.14e-07 -2.21e-06 1.93e-07
## 1420 6.42e-04 -1.24e-02 1.08e-02 -3.38e-03 -1.66e-03 8.12e-03 2.94e-03
## 1421 1.01e-02 -4.51e-02 3.84e-02 -8.07e-03 -1.17e-03 2.15e-03 4.39e-03
## 1422 -6.45e-03 3.04e-02 -3.08e-02 -2.13e-02 -5.19e-03 -1.43e-02 1.06e-03
## 1423 3.19e-03 -3.53e-02 3.05e-02 -7.71e-03 -4.16e-03 1.98e-02 6.98e-03
## 1424 -1.20e-02 3.88e-02 -3.69e-02 -4.30e-02 7.57e-04 -1.95e-02 3.74e-03
## 1425 -6.29e-04 -2.37e-03 3.29e-03 2.07e-03 3.35e-04 1.27e-03 -1.33e-04
## 1426 1.01e-02 3.97e-02 -5.04e-02 -2.65e-02 -2.31e-03 1.31e-02 7.17e-03
## 1427 8.41e-02 6.27e-02 -4.39e-02 4.66e-02 -1.59e-03 -6.31e-02 -1.62e-01
## 1428 -1.14e-03 7.39e-03 -9.13e-03 -6.57e-03 -1.45e-03 -4.28e-03 3.65e-04
## 1429 2.10e-03 8.39e-03 -1.24e-02 -7.15e-03 -9.64e-04 -4.13e-03 5.70e-04
## 1430 -8.46e-03 2.85e-02 -3.08e-02 -1.81e-02 -5.06e-03 1.44e-02 5.78e-03
## 1431 3.03e-03 4.92e-02 -6.01e-02 -2.97e-02 -3.84e-03 -1.64e-02 2.71e-03
## 1432 -5.34e-03 -3.54e-02 5.50e-02 3.32e-02 4.91e-03 1.94e-02 -2.63e-03
## 1433 1.68e-02 7.73e-02 -1.17e-01 -6.26e-02 -7.21e-03 -3.43e-02 5.73e-03
## 1434 3.21e-04 1.35e-03 -2.12e-03 -1.13e-03 -1.24e-04 -6.12e-04 1.06e-04
## 1435 -1.00e-02 -3.73e-02 6.06e-02 3.28e-02 3.56e-03 1.78e-02 -3.06e-03
## 1436 1.59e-01 -2.09e-01 1.75e-01 8.25e-02 -1.89e-02 -4.07e-02 -1.42e-02
## dfb.Qr_T dfb.Wght dffit cov.r cook.d hat inf
## 1 -1.55e-01 2.33e-02 -2.56e-01 0.978 7.24e-03 0.01047 *
## 2 -1.07e-01 1.94e-02 -1.89e-01 0.994 3.97e-03 0.00992
## 3 -1.37e-01 1.82e-02 -2.22e-01 0.988 5.46e-03 0.01068
## 4 -6.94e-02 8.11e-03 -1.13e-01 1.009 1.41e-03 0.01025
## 5 -1.17e-01 4.23e-04 -1.93e-01 0.995 4.12e-03 0.01071
## 6 -1.12e-01 -7.19e-04 -1.87e-01 0.993 3.89e-03 0.00944
## 7 2.23e-03 8.73e-03 1.78e-02 1.019 3.52e-05 0.01276 *
## 8 2.70e-02 8.27e-02 1.59e-01 1.006 2.82e-03 0.01257
## 9 3.89e-02 2.09e-02 2.12e-01 1.036 4.98e-03 0.03591 *
## 10 -5.33e-02 3.68e-02 -1.23e-01 1.008 1.69e-03 0.01062
## 11 5.95e-03 3.70e-03 4.82e-02 1.050 2.58e-04 0.04190 *
## 12 -1.39e-02 -8.33e-03 -1.30e-01 1.049 1.88e-03 0.04273 *
## 13 -2.02e-02 -1.26e-02 -1.64e-01 1.046 3.00e-03 0.04193 *
## 14 3.08e-02 2.20e-02 2.23e-01 1.042 5.52e-03 0.04157 *
## 15 5.51e-02 4.40e-02 4.39e-01 1.021 2.14e-02 0.04177 *
## 16 3.24e-02 2.06e-02 2.30e-01 1.042 5.88e-03 0.04154 *
## 17 8.29e-02 5.28e-02 4.96e-01 1.002 2.73e-02 0.03641 *
## 18 -7.58e-03 1.10e-02 7.78e-02 1.002 6.72e-04 0.00443
## 19 -5.50e-02 1.60e-02 8.98e-02 1.007 8.96e-04 0.00751
## 20 -2.55e-02 1.98e-02 1.09e-01 0.994 1.33e-03 0.00449
## 21 -1.53e-02 1.12e-02 6.39e-02 1.006 4.54e-04 0.00468
## 22 -9.46e-03 1.95e-02 2.92e-02 1.012 9.48e-05 0.00684
## 23 -8.12e-03 8.84e-03 2.68e-02 1.010 7.99e-05 0.00483
## 24 -1.17e-02 1.80e-02 5.00e-02 1.007 2.77e-04 0.00435
## 25 -3.10e-03 5.56e-03 1.48e-02 1.010 2.43e-05 0.00431
## 26 4.81e-03 -7.03e-03 -2.20e-02 1.010 5.36e-05 0.00465
## 27 -1.79e-02 2.56e-02 7.41e-02 1.003 6.10e-04 0.00445
## 28 -1.64e-03 2.28e-03 6.19e-03 1.011 4.26e-06 0.00431
## 29 -1.72e-02 2.20e-02 6.30e-02 1.005 4.41e-04 0.00446
## 30 -1.38e-02 3.52e-02 9.29e-02 0.999 9.58e-04 0.00466
## 31 1.30e-01 -1.00e-01 -1.77e-01 0.997 3.50e-03 0.01010
## 32 1.56e-03 -1.25e-03 -6.78e-03 1.011 5.12e-06 0.00501
## 33 -5.96e-03 7.00e-03 2.77e-02 1.010 8.50e-05 0.00433
## 34 5.57e-03 -5.85e-03 -2.46e-02 1.010 6.71e-05 0.00443
## 35 3.39e-03 -2.47e-03 -1.37e-02 1.011 2.10e-05 0.00509
## 36 -6.82e-03 6.04e-03 2.61e-02 1.010 7.58e-05 0.00449
## 37 -2.25e-03 2.59e-03 1.14e-02 1.011 1.45e-05 0.00462
## 38 1.01e-02 -1.45e-02 -7.20e-02 1.005 5.77e-04 0.00522
## 39 -8.25e-03 1.34e-02 4.16e-02 1.008 1.92e-04 0.00397
## 40 6.98e-03 -8.51e-03 -3.36e-02 1.009 1.25e-04 0.00436
## 41 2.39e-02 -1.54e-02 -8.94e-02 1.002 8.88e-04 0.00530
## 42 -2.19e-02 2.01e-02 8.23e-02 1.001 7.52e-04 0.00436
## 43 2.40e-02 -1.59e-02 -9.12e-02 1.002 9.24e-04 0.00523
## 44 8.28e-03 8.38e-03 2.69e-02 1.018 8.06e-05 0.01197
## 45 -1.31e-02 -1.15e-02 -4.06e-02 1.018 1.84e-04 0.01195
## 46 2.64e-02 3.62e-02 9.17e-02 1.015 9.35e-04 0.01255
## 47 2.10e-02 1.80e-02 5.52e-02 1.016 3.39e-04 0.01160
## 48 -1.13e-02 2.02e-03 3.36e-02 1.011 1.26e-04 0.00589
## 49 -2.43e-03 -1.85e-03 -6.28e-03 1.018 4.39e-06 0.01176
## 50 3.61e-02 2.33e-02 4.12e-01 1.026 1.88e-02 0.04256 *
## 51 -9.20e-03 -6.72e-03 -2.28e-02 1.018 5.79e-05 0.01201
## 52 -1.73e-02 9.12e-03 5.04e-02 1.005 2.83e-04 0.00354
## 53 -8.50e-02 1.28e-01 2.07e-01 0.963 4.74e-03 0.00544 *
## 54 5.00e-02 1.94e-02 3.33e-01 1.020 1.23e-02 0.03345 *
## 55 2.07e-02 -3.16e-02 -6.29e-02 1.005 4.40e-04 0.00440
## 56 -6.50e-03 2.13e-02 -4.81e-02 1.005 2.57e-04 0.00312
## 57 -1.34e-03 7.53e-04 4.55e-03 1.010 2.30e-06 0.00355
## 58 1.92e-03 -9.22e-04 -6.70e-03 1.010 4.99e-06 0.00380
## 59 -2.99e-02 4.92e-02 8.14e-02 1.004 7.37e-04 0.00535
## 60 -3.52e-03 3.73e-03 1.14e-02 1.009 1.44e-05 0.00298
## 61 1.33e-02 -4.64e-03 -5.15e-02 1.007 2.95e-04 0.00432
## 62 -4.78e-03 4.49e-03 1.61e-02 1.009 2.87e-05 0.00324
## 63 -3.76e-02 4.33e-02 1.25e-01 0.976 1.73e-03 0.00291 *
## 64 -2.47e-02 2.86e-02 8.65e-02 0.994 8.30e-04 0.00299
## 65 -2.80e-02 1.76e-02 1.12e-01 0.989 1.38e-03 0.00367
## 66 -7.35e-02 1.29e-02 1.11e-01 1.002 1.36e-03 0.00676
## 67 -3.23e-02 3.55e-02 1.18e-01 0.982 1.56e-03 0.00315
## 68 1.37e-02 -5.50e-03 -5.86e-02 1.006 3.81e-04 0.00430
## 69 1.05e-01 6.85e-02 2.22e-01 1.002 5.49e-03 0.01534
## 70 -1.72e-03 9.65e-04 7.32e-03 1.010 5.96e-06 0.00392
## 71 -5.41e-03 3.95e-03 2.30e-02 1.009 5.86e-05 0.00362
## 72 -8.14e-03 2.21e-02 -5.15e-02 1.006 2.95e-04 0.00385
## 73 -3.07e-02 3.51e-02 1.17e-01 0.983 1.51e-03 0.00317
## 74 3.49e-03 -1.65e-03 -1.54e-02 1.010 2.62e-05 0.00418
## 75 -4.12e-02 4.76e-02 1.59e-01 0.961 2.79e-03 0.00318 *
## 76 -2.51e-03 4.59e-04 1.78e-02 1.009 3.51e-05 0.00345
## 77 -2.91e-02 4.09e-02 1.18e-01 0.981 1.56e-03 0.00305 *
## 78 -1.15e-02 7.62e-03 9.51e-02 0.991 1.00e-03 0.00307
## 79 -4.46e-03 4.23e-03 3.91e-02 1.006 1.70e-04 0.00293
## 80 4.07e-03 -3.99e-03 -2.01e-02 1.009 4.50e-05 0.00364
## 81 -3.98e+00 -3.07e+00 2.74e+01 8.159 7.95e+01 0.91824 *
## 82 -5.28e-03 5.63e-03 5.18e-02 1.004 2.99e-04 0.00299
## 83 5.34e-03 -3.95e-03 -2.94e-02 1.009 9.64e-05 0.00419
## 84 -1.47e-02 3.68e-02 5.47e-02 1.009 3.32e-04 0.00564
## 85 -4.75e-03 3.65e-03 2.72e-02 1.010 8.23e-05 0.00424
## 86 -6.41e-03 1.12e-02 3.90e-02 1.008 1.69e-04 0.00374
## 87 1.76e-03 -2.00e-03 -2.86e-02 1.009 9.07e-05 0.00421
## 88 -2.50e-03 -6.54e-03 -1.44e-02 1.019 2.30e-05 0.01281 *
## 89 -8.37e-04 4.21e-04 3.15e-03 1.012 1.11e-06 0.00602
## 90 9.26e-02 7.36e-02 2.27e-01 1.005 5.74e-03 0.01715
## 91 -8.75e-03 5.00e-03 3.37e-02 1.011 1.26e-04 0.00566
## 92 1.03e-01 1.22e-01 3.10e-01 0.987 1.07e-02 0.01666 *
## 93 1.04e-02 1.16e-02 3.13e-02 1.023 1.09e-04 0.01677 *
## 94 2.53e-03 -1.84e-03 -1.15e-02 1.012 1.47e-05 0.00532
## 95 -2.44e-02 2.71e-02 1.08e-01 0.998 1.30e-03 0.00532
## 96 1.19e-02 1.32e-02 3.51e-02 1.023 1.37e-04 0.01709 *
## 97 4.74e-03 -3.44e-03 -2.29e-02 1.011 5.81e-05 0.00547
## 98 5.27e-03 -4.09e-03 -2.69e-02 1.011 8.02e-05 0.00546
## 99 -7.01e-03 5.39e-03 3.61e-02 1.012 1.45e-04 0.00680
## 100 -9.01e-03 6.77e-03 4.78e-02 1.009 2.54e-04 0.00563
## 101 -2.04e-02 2.63e-02 1.03e-01 0.999 1.17e-03 0.00526
## 102 3.15e-03 -2.80e-03 -1.81e-02 1.012 3.65e-05 0.00551
## 103 -5.42e-02 4.95e-02 1.34e-01 1.010 1.99e-03 0.01276
## 104 -2.18e-03 2.03e-04 2.51e-02 1.012 7.01e-05 0.00654
## 105 -4.94e-03 1.02e-02 2.77e-02 1.013 8.52e-05 0.00751
## 106 -2.27e-03 2.28e-03 1.46e-02 1.012 2.37e-05 0.00560
## 107 1.08e-02 -5.52e-02 1.34e-01 0.999 2.00e-03 0.00752
## 108 -3.63e-03 3.43e-03 2.54e-02 1.012 7.19e-05 0.00598
## 109 -2.11e-03 4.16e-03 4.16e-02 1.009 1.93e-04 0.00518
## 110 9.07e-02 7.45e-01 1.07e+00 0.930 1.25e-01 0.05153 *
## 111 6.55e-02 5.65e-01 8.07e-01 0.983 7.17e-02 0.05106 *
## 112 7.10e-02 5.93e-01 8.49e-01 0.976 7.95e-02 0.05135 *
## 113 6.89e-02 9.66e-02 2.21e-01 1.011 5.43e-03 0.01980 *
## 114 6.89e-02 9.66e-02 2.21e-01 1.011 5.43e-03 0.01980 *
## 115 3.73e-02 1.16e-02 7.10e-02 1.022 5.61e-04 0.01673 *
## 116 1.15e-01 1.17e-01 3.45e-01 0.981 1.32e-02 0.01730 *
## 117 2.46e-02 1.89e-02 6.62e-02 1.021 4.87e-04 0.01617 *
## 118 2.88e-03 1.17e-03 -6.52e-02 1.010 4.72e-04 0.00743
## 119 2.60e-02 1.83e-02 6.51e-02 1.016 4.71e-04 0.01202
## 120 9.02e-02 5.95e-02 2.08e-01 1.001 4.78e-03 0.01388
## 121 -2.22e-02 -8.60e-03 1.07e-01 1.001 1.28e-03 0.00637
## 122 3.92e-02 2.58e-02 9.43e-02 1.015 9.88e-04 0.01249
## 123 9.66e-03 3.98e-03 -5.63e-02 1.008 3.52e-04 0.00522
## 124 -2.77e-02 1.66e-02 9.72e-02 0.996 1.05e-03 0.00415
## 125 5.58e-03 -2.79e-03 -2.08e-02 1.010 4.83e-05 0.00456
## 126 -5.83e-02 2.67e-02 2.20e-01 0.948 5.36e-03 0.00474 *
## 127 -6.15e-03 5.75e-04 9.85e-03 1.014 1.08e-05 0.00813
## 128 -2.60e-03 7.18e-04 1.06e-02 1.011 1.24e-05 0.00461
## 129 -1.80e-02 1.42e-02 4.73e-02 1.009 2.49e-04 0.00562
## 130 3.66e-02 -3.37e-04 -6.37e-02 1.014 4.52e-04 0.00974
## 131 1.10e-03 -3.21e-04 -4.63e-03 1.011 2.38e-06 0.00460
## 132 5.21e-03 -1.61e-03 -2.28e-02 1.010 5.79e-05 0.00459
## 133 3.24e-03 -8.60e-04 -1.44e-02 1.011 2.30e-05 0.00475
## 134 7.34e-02 -3.26e-02 -1.02e-01 1.010 1.16e-03 0.01004
## 135 -9.51e-04 3.00e-04 4.22e-03 1.011 1.98e-06 0.00459
## 136 7.14e-04 -1.97e-04 -3.25e-03 1.011 1.17e-06 0.00475
## 137 -2.91e-02 2.62e-02 7.93e-02 1.004 6.99e-04 0.00531
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## 644 -6.39e-03 -2.16e-03 7.55e-02 1.026 6.34e-04 0.02115 *
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## 710 1.49e-03 -6.91e-04 -4.24e-02 1.026 2.00e-04 0.01968 *
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## 731 -3.96e-03 2.89e-03 1.62e-01 1.018 2.91e-03 0.01963 *
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## 742 -7.58e-05 1.38e-05 3.49e-03 1.026 1.36e-06 0.01956 *
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## 748 -1.54e-03 1.77e-03 9.29e-02 1.024 9.59e-04 0.01965 *
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## 754 1.99e-03 9.63e-04 -9.27e-02 1.024 9.56e-04 0.01953 *
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## 787 2.28e-06 -1.42e-05 -4.70e-04 1.027 2.45e-08 0.01983 *
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## 797 -1.94e-02 -2.79e-02 1.30e-01 0.978 1.87e-03 0.00332 *
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## 812 9.98e-04 1.31e-03 -1.61e-01 1.018 2.87e-03 0.01957 *
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## 828 -2.75e-04 -1.49e-03 -4.71e-02 1.026 2.47e-04 0.02000 *
## 829 -1.47e-05 -7.61e-05 -2.09e-03 1.027 4.84e-07 0.02009 *
## 830 -6.64e-04 -5.92e-04 4.64e-03 1.009 2.40e-06 0.00264
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## 836 -3.09e-04 -1.25e-03 -3.92e-02 1.026 1.70e-04 0.02004 *
## 837 7.84e-03 -5.90e-04 4.89e-02 1.002 2.66e-04 0.00227
## 838 -6.68e-03 -8.27e-03 6.69e-02 1.002 4.98e-04 0.00349
## 839 -1.35e-04 8.63e-04 -1.23e-01 1.022 1.67e-03 0.01963 *
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## 841 -2.34e-02 2.57e-02 8.58e-02 0.994 8.17e-04 0.00296
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## 843 -1.75e-04 -1.21e-04 -4.00e-02 1.026 1.78e-04 0.01971 *
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## 845 2.81e-04 2.61e-03 -1.42e-02 1.009 2.23e-05 0.00271
## 846 2.05e-05 1.53e-05 -6.33e-04 1.008 4.46e-08 0.00205
## 847 8.27e-05 1.53e-04 1.18e-02 1.027 1.55e-05 0.01982 *
## 848 7.14e-03 -1.11e-03 4.29e-02 1.003 2.05e-04 0.00221
## 849 3.28e-04 3.89e-05 1.56e-03 1.008 2.71e-07 0.00135
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## 870 -1.48e-02 1.33e-02 4.56e-02 1.005 2.31e-04 0.00286
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## 872 -5.65e-03 3.25e-03 -3.12e-02 1.005 1.08e-04 0.00191
## 873 1.87e-04 2.32e-03 3.50e-02 1.005 1.36e-04 0.00229
## 874 -6.89e-04 -1.46e-03 -3.86e-02 1.027 1.66e-04 0.02035 *
## 875 3.21e-06 -8.20e-04 -2.13e-02 1.007 5.03e-05 0.00218
## 876 1.45e-03 -6.65e-05 8.05e-03 1.009 7.20e-06 0.00239
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## 879 2.13e-04 3.43e-03 -1.41e-02 1.009 2.20e-05 0.00279
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## 890 6.37e-04 2.44e-03 -4.75e-02 1.001 2.51e-04 0.00203
## 891 4.10e-04 8.89e-03 -3.66e-02 1.006 1.49e-04 0.00281
## 892 1.22e-02 -4.91e-04 6.61e-02 0.997 4.86e-04 0.00243
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## 897 1.51e-04 1.29e-04 -1.80e-03 1.009 3.60e-07 0.00243
## 898 3.03e-04 -5.07e-03 3.13e-02 1.007 1.09e-04 0.00287
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## 902 -3.20e-04 -3.64e-04 -3.17e-02 1.005 1.12e-04 0.00213
## 903 -5.03e-02 1.79e-02 7.53e-02 1.007 6.31e-04 0.00638
## 904 4.18e-03 -2.69e-03 -5.44e-03 1.012 3.29e-06 0.00517
## 905 -8.66e-03 7.23e-03 -3.52e-02 1.004 1.38e-04 0.00197
## 906 1.80e-04 4.59e-04 1.13e-02 1.008 1.43e-05 0.00222
## 907 3.64e-03 -3.08e-04 1.30e-02 1.009 1.88e-05 0.00268
## 908 -4.02e-04 -9.75e-04 -2.40e-02 1.007 6.40e-05 0.00223
## 909 -1.45e-02 7.00e-03 -5.99e-02 0.999 3.99e-04 0.00233
## 910 -3.33e-04 4.00e-03 -2.31e-02 1.008 5.94e-05 0.00290
## 911 -2.04e-04 1.47e-03 -4.40e-02 1.002 2.15e-04 0.00205
## 912 -2.07e-03 6.81e-04 -1.04e-02 1.008 1.20e-05 0.00214
## 913 9.75e-04 -1.09e-02 -2.53e-02 1.008 7.13e-05 0.00284
## 914 6.81e-03 9.73e-03 2.87e-01 1.002 9.12e-03 0.02045 *
## 915 4.74e-06 1.19e-03 -1.85e-02 1.007 3.81e-05 0.00203
## 916 -8.82e-04 -4.58e-04 -4.63e-02 1.026 2.38e-04 0.02003 *
## 917 9.48e-04 1.69e-03 -1.68e-02 1.010 3.14e-05 0.00387
## 918 4.19e-03 -1.05e-02 -1.88e-02 1.008 3.92e-05 0.00285
## 919 -8.49e-03 2.06e-03 -4.23e-02 1.004 1.99e-04 0.00225
## 920 -4.19e-03 2.01e-03 -2.06e-02 1.007 4.72e-05 0.00202
## 921 -2.23e-03 -6.00e-04 -1.15e-01 1.023 1.47e-03 0.02001 *
## 922 -2.02e-03 -1.41e-03 -9.41e-02 1.024 9.84e-04 0.02014 *
## 923 2.60e-05 1.66e-05 1.29e-03 1.009 1.85e-07 0.00216
## 924 -1.32e-03 -2.95e-03 -4.29e-02 1.004 2.05e-04 0.00239
## 925 -3.12e-03 -7.39e-03 4.58e-02 1.006 2.34e-04 0.00362
## 926 -4.41e-05 1.47e-03 -5.95e-03 1.009 3.93e-06 0.00292
## 927 5.27e-05 5.13e-03 1.54e-02 1.008 2.62e-05 0.00237
## 928 1.12e-02 -2.81e-02 5.93e-02 1.003 3.91e-04 0.00332
## 929 -3.41e-03 2.18e-03 -1.33e-02 1.008 1.98e-05 0.00217
## 930 -9.81e-04 -6.14e-04 6.12e-03 1.010 4.17e-06 0.00341
## 931 2.29e-04 1.19e-03 -7.94e-03 1.009 7.01e-06 0.00284
## 932 -8.25e-03 -4.66e-03 5.29e-02 1.005 3.11e-04 0.00343
## 933 4.58e-03 -1.28e-02 -3.03e-02 1.006 1.02e-04 0.00221
## 934 -1.47e-03 7.36e-04 -5.76e-03 1.009 3.69e-06 0.00236
## 935 6.45e-04 -3.82e-03 2.28e-02 1.008 5.79e-05 0.00301
## 936 -1.45e-03 1.26e-03 -6.93e-03 1.008 5.34e-06 0.00181
## 937 3.73e-03 -1.37e-03 1.77e-02 1.008 3.48e-05 0.00216
## 938 -7.67e-03 2.46e-03 -3.08e-02 1.007 1.05e-04 0.00267
## 939 -8.57e-04 -1.46e-03 -2.11e-02 1.008 4.94e-05 0.00245
## 940 -2.42e-03 -1.04e-04 -1.07e-01 1.023 1.26e-03 0.02006 *
## 941 -4.87e-03 1.05e-02 -1.98e-02 1.008 4.35e-05 0.00272
## 942 -1.22e-02 4.91e-03 -4.04e-02 1.004 1.82e-04 0.00235
## 943 -4.71e-03 3.97e-03 -2.20e-02 1.006 5.38e-05 0.00183
## 944 6.91e-03 2.20e-02 -1.01e-01 0.992 1.14e-03 0.00362
## 945 1.13e-01 -1.19e-01 -1.42e-01 1.009 2.25e-03 0.01235
## 946 -2.59e-03 1.09e-03 -1.19e-02 1.008 1.58e-05 0.00213
## 947 9.94e-03 -2.04e-03 4.63e-02 1.003 2.38e-04 0.00240
## 948 2.88e-02 -2.64e-02 -3.99e-02 1.011 1.77e-04 0.00641
## 949 -5.85e-04 1.69e-03 -1.36e-02 1.009 2.06e-05 0.00324
## 950 -5.67e-04 -4.00e-04 -1.34e-02 1.008 2.00e-05 0.00229
## 951 4.46e-04 -1.47e-03 1.07e-02 1.009 1.28e-05 0.00319
## 952 -1.50e-03 4.52e-03 -6.06e-02 0.997 4.08e-04 0.00207
## 953 -1.39e-02 2.65e-02 -5.17e-02 0.998 2.96e-04 0.00163
## 954 1.59e-03 -5.81e-03 3.88e-02 1.006 1.67e-04 0.00316
## 955 -9.09e-03 1.65e-02 -3.34e-02 1.004 1.24e-04 0.00165
## 956 -2.06e-03 3.75e-03 -6.42e-02 0.996 4.58e-04 0.00209
## 957 3.64e-03 8.05e-03 1.24e-01 1.104 1.72e-03 0.08927 *
## 958 2.06e-03 -5.78e-03 1.08e-02 1.010 1.31e-05 0.00343
## 959 8.80e-04 -3.20e-03 1.99e-02 1.009 4.41e-05 0.00318
## 960 -1.71e-02 1.18e-02 -6.24e-02 0.997 4.33e-04 0.00219
## 961 1.57e+00 -2.32e+00 -2.36e+00 0.991 6.05e-01 0.15725 *
## 962 -2.06e-02 1.66e-02 -7.45e-02 0.992 6.16e-04 0.00208
## 963 -8.19e-03 3.71e-03 -3.58e-02 1.005 1.43e-04 0.00216
## 964 -5.77e-03 2.20e-03 -2.53e-02 1.007 7.09e-05 0.00225
## 965 8.46e-04 6.33e-04 2.43e-02 1.027 6.54e-05 0.02070 *
## 966 -1.73e-03 -1.82e-03 -1.33e-02 1.009 1.95e-05 0.00282
## 967 -3.89e-03 6.31e-03 -1.37e-02 1.007 2.09e-05 0.00175
## 968 -7.03e-04 1.41e-04 -1.32e-02 1.008 1.92e-05 0.00224
## 969 -4.30e-03 4.03e-03 -1.09e-02 1.009 1.33e-05 0.00274
## 970 -3.85e-03 -5.34e-03 5.46e-02 1.005 3.32e-04 0.00390
## 971 2.60e-03 -8.94e-03 4.94e-02 1.005 2.72e-04 0.00326
## 972 -1.70e-03 -8.76e-03 9.80e-02 0.997 1.07e-03 0.00440
## 973 -6.85e-04 -5.64e-04 -9.59e-03 1.009 1.02e-05 0.00262
## 974 -1.62e-03 9.34e-03 -3.84e-02 1.007 1.64e-04 0.00321
## 975 2.00e-03 -3.39e-03 6.91e-03 1.008 5.32e-06 0.00175
## 976 9.99e-04 -2.60e-03 1.69e-02 1.009 3.18e-05 0.00337
## 977 -6.86e-04 -1.67e-03 1.82e-02 1.009 3.67e-05 0.00307
## 978 2.94e-04 1.81e-03 -1.25e-02 1.010 1.73e-05 0.00411
## 979 -3.36e-03 -2.06e-03 -4.41e-02 1.004 2.16e-04 0.00259
## 980 4.50e-04 -1.06e-03 7.00e-03 1.010 5.46e-06 0.00344
## 981 -7.67e-04 1.88e-03 -4.99e-03 1.009 2.77e-06 0.00231
## 982 -2.47e-03 2.67e-03 -4.01e-02 1.004 1.78e-04 0.00221
## 983 -1.44e-02 2.18e-03 -6.10e-02 1.001 4.14e-04 0.00277
## 984 5.49e-04 4.68e-03 -4.28e-02 1.008 2.04e-04 0.00438
## 985 -4.43e-03 6.27e-03 -1.50e-02 1.008 2.50e-05 0.00193
## 986 -2.39e-04 -1.52e-02 -4.04e-02 1.006 1.82e-04 0.00283
## 987 -1.61e-02 2.28e-02 -5.45e-02 0.999 3.29e-04 0.00194
## 988 -3.57e-02 1.35e-02 5.78e-02 1.008 3.71e-04 0.00539
## 989 5.82e-03 -8.83e-03 7.95e-02 0.999 7.01e-04 0.00370
## 990 -1.19e-02 8.35e-03 -4.05e-02 1.004 1.82e-04 0.00233
## 991 -5.00e-03 3.21e-03 -1.70e-02 1.008 3.23e-05 0.00242
## 992 1.91e-02 -9.51e-02 -6.93e-01 1.077 5.32e-02 0.09269 *
## 993 -4.77e-03 6.49e-03 -1.72e-02 1.009 3.28e-05 0.00351
## 994 -1.51e-02 9.44e-03 -5.99e-02 0.998 3.99e-04 0.00217
## 995 -3.21e-03 7.19e-03 -4.51e-02 1.006 2.26e-04 0.00353
## 996 1.30e-03 1.18e-03 1.43e-02 1.009 2.27e-05 0.00301
## 997 -2.70e-03 8.00e-05 -1.14e-02 1.009 1.44e-05 0.00318
## 998 6.12e-02 -5.77e-02 -8.01e-02 1.010 7.13e-04 0.00833
## 999 -7.17e-03 2.97e-03 -2.49e-02 1.008 6.89e-05 0.00290
## 1000 -6.61e-04 -5.17e-03 4.78e-02 1.005 2.54e-04 0.00334
## 1001 -1.10e-03 2.55e-03 -5.08e-03 1.010 2.86e-06 0.00395
## 1002 1.03e-03 -1.89e-03 -7.60e-03 1.010 6.41e-06 0.00408
## 1003 -6.93e-03 -4.11e-03 -6.82e-02 1.000 5.17e-04 0.00299
## 1004 -6.44e-03 1.80e-03 -2.53e-02 1.008 7.10e-05 0.00277
## 1005 -2.60e-02 1.38e-02 -8.66e-02 0.992 8.33e-04 0.00277
## 1006 -4.47e-03 9.35e-04 -1.59e-02 1.010 2.83e-05 0.00363
## 1007 -1.77e-03 -7.09e-04 -1.04e-02 1.009 1.20e-05 0.00275
## 1008 9.98e-04 -1.51e-04 9.83e-03 1.009 1.08e-05 0.00260
## 1009 2.47e-03 -4.91e-03 2.84e-02 1.009 8.98e-05 0.00380
## 1010 -7.26e-03 2.10e-03 -7.24e-02 0.996 5.81e-04 0.00255
## 1011 -1.90e-02 1.08e-02 -6.24e-02 1.000 4.33e-04 0.00275
## 1012 -1.66e-03 7.57e-04 1.76e-02 1.011 3.43e-05 0.00459
## 1013 -9.75e-05 -5.36e-05 -8.88e-04 1.009 8.77e-08 0.00312
## 1014 -2.42e-03 3.44e-03 -2.56e-02 1.009 7.29e-05 0.00404
## 1015 -3.59e-03 -1.83e-03 -6.38e-02 1.027 4.52e-04 0.02171 *
## 1016 -2.69e-03 -7.37e-04 -4.94e-02 1.028 2.71e-04 0.02139 *
## 1017 2.06e-03 -2.84e-03 2.13e-02 1.010 5.06e-05 0.00409
## 1018 -4.39e-03 -3.10e-03 -3.79e-02 1.007 1.60e-04 0.00346
## 1019 -2.04e-03 -2.35e-03 3.00e-02 1.009 1.00e-04 0.00431
## 1020 -2.49e-03 -8.06e-04 -2.14e-02 1.008 5.10e-05 0.00307
## 1021 4.88e-03 -2.20e-03 1.80e-02 1.008 3.61e-05 0.00268
## 1022 -3.79e-03 6.04e-03 -1.61e-02 1.011 2.88e-05 0.00472
## 1023 2.75e-04 -4.10e-04 8.63e-04 1.009 8.27e-08 0.00217
## 1024 1.44e-03 5.91e-04 1.19e-02 1.009 1.58e-05 0.00324
## 1025 -4.58e-03 -1.10e-03 -2.48e-02 1.008 6.82e-05 0.00286
## 1026 5.64e-03 -6.71e-03 5.28e-02 1.007 3.10e-04 0.00437
## 1027 -6.38e-03 -6.95e-04 -1.08e-01 1.025 1.31e-03 0.02151 *
## 1028 -2.11e-02 1.37e-02 -6.66e-02 0.999 4.93e-04 0.00283
## 1029 1.48e-02 -1.25e-02 4.84e-02 1.005 2.60e-04 0.00312
## 1030 -1.22e-02 5.12e-03 -4.43e-02 1.005 2.18e-04 0.00289
## 1031 1.48e-02 -2.24e-02 6.17e-02 1.007 4.23e-04 0.00502
## 1032 -3.60e-03 6.24e-03 3.37e-02 1.009 1.26e-04 0.00429
## 1033 -4.71e-03 1.44e-03 -1.72e-02 1.009 3.29e-05 0.00323
## 1034 3.59e-04 -7.33e-04 3.45e-03 1.011 1.33e-06 0.00421
## 1035 6.87e-03 -3.44e-05 2.10e-02 1.010 4.92e-05 0.00455
## 1036 4.63e-03 2.01e-02 6.05e-02 1.005 4.06e-04 0.00412
## 1037 -1.79e-03 5.29e-03 -4.20e-02 1.010 1.96e-04 0.00547
## 1038 -1.41e-02 5.27e-03 -5.01e-02 1.005 2.79e-04 0.00327
## 1039 -7.12e-03 -2.93e-03 -4.84e-02 1.007 2.61e-04 0.00408
## 1040 -8.13e-03 2.54e-03 -2.89e-02 1.008 9.25e-05 0.00356
## 1041 1.21e-03 -1.27e-03 9.52e-03 1.011 1.01e-05 0.00500
## 1042 3.03e-04 3.85e-05 1.90e-03 1.010 4.03e-07 0.00404
## 1043 8.17e-03 -2.58e-03 9.78e-02 1.002 1.06e-03 0.00572
## 1044 5.46e-05 -5.47e-05 7.39e-04 1.013 6.07e-08 0.00698
## 1045 -1.99e-02 1.52e-02 2.64e-02 1.049 7.75e-05 0.04120 *
## 1046 3.17e-03 2.27e-02 1.31e-01 1.014 1.90e-03 0.01443
## 1047 4.59e-03 3.85e-03 5.50e-02 1.019 3.37e-04 0.01405 *
## 1048 -6.03e-02 2.79e-02 -1.23e-01 1.021 1.68e-03 0.01882 *
## 1049 1.09e-01 -8.99e-02 -1.57e-01 1.026 2.73e-03 0.02494 *
## 1050 3.11e-02 -1.36e-02 1.18e-01 1.010 1.56e-03 0.01127
## 1051 1.61e-02 3.35e-03 1.31e-01 1.009 1.89e-03 0.01174
## 1052 1.06e-02 7.95e-03 6.32e-02 1.016 4.44e-04 0.01155
## 1053 3.43e-03 7.78e-03 4.18e-02 1.017 1.94e-04 0.01128
## 1054 -4.43e-03 -1.41e-03 -1.99e-02 1.017 4.42e-05 0.01034
## 1055 7.85e-02 -2.58e-02 2.31e-01 0.980 5.89e-03 0.00929 *
## 1056 -5.72e-03 -8.00e-04 -2.51e-02 1.016 7.01e-05 0.01001
## 1057 9.72e-03 5.13e-04 -5.61e-02 1.014 3.50e-04 0.00991
## 1058 -4.21e-02 -4.90e-03 1.39e-01 1.004 2.14e-03 0.00971
## 1059 -3.38e-01 2.72e-01 4.72e-01 0.953 2.46e-02 0.01864 *
## 1060 6.84e-02 -2.16e-02 1.80e-01 0.991 3.59e-03 0.00854
## 1061 -7.79e-02 3.38e-02 1.28e-01 1.013 1.82e-03 0.01395
## 1062 -1.97e-02 -3.57e-03 7.73e-02 1.008 6.65e-04 0.00725
## 1063 -3.73e-02 -4.42e-03 1.48e-01 0.993 2.41e-03 0.00689
## 1064 1.49e-02 4.91e-03 4.94e-02 1.014 2.71e-04 0.00888
## 1065 1.13e-02 -2.40e-03 -4.77e-02 1.013 2.53e-04 0.00843
## 1066 -2.08e-02 -7.00e-03 8.24e-02 1.008 7.55e-04 0.00732
## 1067 3.20e-02 3.76e-03 1.05e-01 1.007 1.22e-03 0.00836
## 1068 -2.14e-02 -5.16e-03 7.17e-02 1.010 5.71e-04 0.00754
## 1069 -2.86e-02 1.08e-02 1.25e-01 1.001 1.72e-03 0.00758
## 1070 1.06e-02 1.24e-03 3.41e-02 1.014 1.30e-04 0.00829
## 1071 7.07e-03 4.20e-03 2.98e-02 1.014 9.89e-05 0.00861
## 1072 -3.21e-03 -3.15e-03 -1.68e-02 1.014 3.14e-05 0.00825
## 1073 -1.20e-01 6.82e-02 -1.60e-01 1.009 2.85e-03 0.01417
## 1074 -8.95e-02 8.57e-02 1.23e-01 1.019 1.68e-03 0.01781 *
## 1075 -1.66e-02 -1.99e-03 -4.88e-02 1.012 2.65e-04 0.00790
## 1076 -4.44e-03 -1.31e-03 1.82e-02 1.012 3.70e-05 0.00573
## 1077 9.84e-04 1.38e-03 -8.51e-03 1.012 8.06e-06 0.00567
## 1078 -4.01e-02 2.82e-02 9.72e-02 1.002 1.05e-03 0.00571
## 1079 8.78e-03 3.47e-03 2.90e-02 1.016 9.37e-05 0.01036
## 1080 -7.16e-02 2.67e-02 1.93e-01 0.971 4.11e-03 0.00567 *
## 1081 -5.02e-03 2.05e-04 -9.93e-03 1.013 1.10e-05 0.00702
## 1082 6.87e-02 3.86e-03 1.39e-01 0.998 2.16e-03 0.00774
## 1083 4.03e-02 1.05e-02 1.07e-01 1.006 1.27e-03 0.00811
## 1084 1.04e-01 -8.83e-02 -1.42e-01 1.013 2.24e-03 0.01489
## 1085 -1.03e-03 -6.92e-04 1.39e-02 1.011 2.15e-05 0.00478
## 1086 1.69e-02 9.66e-03 5.66e-02 1.013 3.56e-04 0.00873
## 1087 -3.12e-03 1.65e-03 1.53e-02 1.011 2.61e-05 0.00507
## 1088 -2.14e-03 8.29e-04 1.03e-02 1.011 1.19e-05 0.00498
## 1089 -6.38e-02 1.19e-02 1.01e-01 1.008 1.14e-03 0.00862
## 1090 -3.38e-04 -5.04e-05 6.91e-03 1.011 5.30e-06 0.00439
## 1091 -4.99e-03 3.00e-03 1.25e-01 0.989 1.73e-03 0.00449
## 1092 -1.11e-02 3.89e-03 5.36e-02 1.007 3.20e-04 0.00482
## 1093 -1.41e-02 -2.29e-03 -3.52e-02 1.013 1.38e-04 0.00764
## 1094 6.74e-03 2.10e-02 -8.79e-02 0.998 8.57e-04 0.00396
## 1095 -7.44e-03 -6.00e-03 5.66e-02 1.006 3.57e-04 0.00449
## 1096 -5.43e-06 2.92e-06 2.76e-05 1.011 8.46e-11 0.00461
## 1097 -8.74e-03 4.24e-03 4.41e-02 1.008 2.16e-04 0.00458
## 1098 -1.30e-02 -3.65e-03 -3.73e-02 1.013 1.54e-04 0.00800
## 1099 -8.35e-03 1.84e-03 4.07e-02 1.009 1.84e-04 0.00463
## 1100 -1.91e-03 1.20e-03 2.59e-02 1.009 7.43e-05 0.00407
## 1101 -7.64e-03 3.39e-03 3.86e-02 1.009 1.66e-04 0.00448
## 1102 9.86e-03 -3.32e-03 -4.92e-02 1.007 2.69e-04 0.00445
## 1103 1.33e-03 1.03e-03 -3.87e-02 1.008 1.67e-04 0.00394
## 1104 -2.04e-02 -8.28e-03 9.64e-02 0.995 1.03e-03 0.00388
## 1105 -2.44e-02 4.66e-03 8.52e-02 1.001 8.07e-04 0.00463
## 1106 -5.56e-03 3.59e-03 2.96e-02 1.009 9.77e-05 0.00437
## 1107 -2.55e-03 -9.90e-03 4.37e-02 1.006 2.12e-04 0.00353
## 1108 1.69e-05 2.54e-06 -7.04e-04 1.010 5.51e-08 0.00392
## 1109 8.89e-03 1.43e-03 2.13e-02 1.014 5.04e-05 0.00768
## 1110 -1.15e-01 1.07e-01 1.62e-01 1.010 2.91e-03 0.01464
## 1111 -4.53e-03 2.20e-03 2.38e-02 1.010 6.28e-05 0.00419
## 1112 -1.47e-03 1.24e-03 9.93e-03 1.010 1.10e-05 0.00370
## 1113 -1.22e-03 1.65e-03 2.29e-02 1.009 5.83e-05 0.00391
## 1114 2.41e-03 1.53e-02 -6.12e-02 1.002 4.16e-04 0.00313
## 1115 8.72e-05 3.23e-04 -2.74e-02 1.009 8.35e-05 0.00354
## 1116 1.06e-02 -3.77e-03 -5.70e-02 1.005 3.61e-04 0.00385
## 1117 1.45e-02 -2.34e-02 -5.70e-02 1.005 3.61e-04 0.00408
## 1118 -2.21e-02 9.70e-03 6.39e-02 1.005 4.54e-04 0.00426
## 1119 1.96e-02 4.94e-03 5.25e-02 1.012 3.06e-04 0.00814
## 1120 -6.65e-05 5.50e-04 -1.60e-02 1.009 2.84e-05 0.00330
## 1121 -8.05e-03 -4.72e-03 4.29e-02 1.006 2.04e-04 0.00333
## 1122 -1.19e-02 -6.36e-03 6.46e-02 1.002 4.64e-04 0.00329
## 1123 -2.40e-02 8.84e-03 -2.89e-02 1.021 9.29e-05 0.01450 *
## 1124 -6.40e-03 1.18e-02 6.12e-02 1.003 4.15e-04 0.00348
## 1125 1.13e-03 1.49e-03 1.75e-02 1.010 3.42e-05 0.00383
## 1126 -9.13e-04 -5.47e-04 4.96e-03 1.010 2.74e-06 0.00326
## 1127 4.15e-05 -2.10e-03 1.27e-02 1.009 1.81e-05 0.00294
## 1128 -3.08e-03 5.52e-03 2.97e-02 1.008 9.82e-05 0.00335
## 1129 1.15e-04 6.72e-05 4.42e-03 1.010 2.17e-06 0.00343
## 1130 1.01e-03 -4.50e-04 -5.98e-03 1.010 3.97e-06 0.00337
## 1131 -2.09e-03 1.28e-03 1.29e-02 1.009 1.84e-05 0.00337
## 1132 -1.73e-02 1.36e-02 1.11e-01 0.987 1.37e-03 0.00342
## 1133 -1.62e-03 1.73e-03 -5.40e-02 1.003 3.24e-04 0.00305
## 1134 -1.03e-01 3.86e-02 1.41e-01 0.993 2.21e-03 0.00642
## 1135 3.17e-04 -1.74e-04 -1.96e-03 1.010 4.25e-07 0.00330
## 1136 3.74e-03 2.44e-03 -2.21e-02 1.008 5.41e-05 0.00307
## 1137 -5.47e-03 -1.70e-03 3.56e-02 1.007 1.41e-04 0.00307
## 1138 2.03e-03 -2.73e-03 -1.54e-02 1.010 2.64e-05 0.00362
## 1139 -8.74e-03 8.33e-03 6.07e-02 1.003 4.09e-04 0.00334
## 1140 -2.29e-03 1.75e-03 1.52e-02 1.009 2.57e-05 0.00325
## 1141 -2.63e-03 -3.60e-03 2.29e-02 1.008 5.85e-05 0.00305
## 1142 -1.21e-02 -3.94e-03 5.45e-02 1.005 3.30e-04 0.00371
## 1143 -1.31e-02 -8.49e-04 9.89e-02 0.990 1.09e-03 0.00312
## 1144 -6.40e-03 1.15e-02 2.40e-02 1.009 6.38e-05 0.00357
## 1145 -1.04e-02 -3.41e-03 7.34e-02 0.998 5.98e-04 0.00299
## 1146 -3.11e-03 1.01e-03 -5.99e-02 1.002 3.98e-04 0.00298
## 1147 4.44e-03 -3.68e-03 -3.11e-02 1.008 1.08e-04 0.00315
## 1148 -7.91e-04 2.17e-03 1.09e-02 1.009 1.32e-05 0.00308
## 1149 -2.58e-02 1.10e-02 3.54e-02 1.011 1.39e-04 0.00607
## 1150 -1.37e-02 -1.33e-04 5.36e-02 1.001 3.19e-04 0.00245
## 1151 5.61e-03 2.87e-03 8.79e-02 0.995 8.58e-04 0.00331
## 1152 1.31e-03 -6.13e-03 3.07e-02 1.006 1.05e-04 0.00250
## 1153 -2.14e-03 9.83e-03 4.08e-02 1.007 1.85e-04 0.00362
## 1154 -1.35e-03 1.33e-03 1.01e-02 1.009 1.13e-05 0.00313
## 1155 2.31e-03 -3.70e-03 -2.01e-02 1.009 4.50e-05 0.00347
## 1156 -8.57e-04 6.66e-04 6.11e-03 1.009 4.15e-06 0.00304
## 1157 -2.84e-03 -3.14e-05 1.51e-02 1.010 2.55e-05 0.00393
## 1158 -1.61e-02 -8.58e-03 7.29e-02 1.001 5.91e-04 0.00358
## 1159 1.16e-01 -9.87e-02 -1.42e-01 1.004 2.24e-03 0.01015
## 1160 -2.16e-03 1.04e-02 4.40e-02 1.006 2.15e-04 0.00347
## 1161 -2.08e-03 1.29e-03 1.48e-02 1.009 2.44e-05 0.00292
## 1162 -2.35e-02 1.40e-02 3.24e-02 1.012 1.17e-04 0.00640
## 1163 -1.62e-02 9.03e-04 9.14e-02 0.997 9.28e-04 0.00400
## 1164 4.02e-03 1.22e-03 5.27e-02 1.004 3.09e-04 0.00316
## 1165 -1.14e-03 3.24e-03 1.76e-02 1.008 3.44e-05 0.00282
## 1166 -9.64e-04 2.81e-03 1.52e-02 1.009 2.58e-05 0.00281
## 1167 -1.79e-04 1.73e-03 -5.00e-03 1.008 2.78e-06 0.00216
## 1168 -2.88e-04 -1.85e-04 2.23e-03 1.009 5.51e-07 0.00281
## 1169 -6.01e-03 -1.59e-03 5.24e-02 1.003 3.05e-04 0.00295
## 1170 -1.84e-03 6.55e-03 3.34e-02 1.007 1.24e-04 0.00288
## 1171 -3.57e-03 -1.04e-03 -4.30e-02 1.006 2.05e-04 0.00314
## 1172 1.34e-03 -8.61e-03 -3.61e-02 1.007 1.45e-04 0.00344
## 1173 2.38e-04 6.89e-05 2.83e-03 1.009 8.88e-07 0.00313
## 1174 -6.07e-03 1.30e-05 3.54e-02 1.008 1.39e-04 0.00392
## 1175 -7.51e-04 1.53e-03 8.00e-03 1.010 7.12e-06 0.00335
## 1176 -2.75e-03 2.45e-02 9.93e-02 0.993 1.09e-03 0.00357
## 1177 7.20e-03 3.72e-03 7.68e-02 0.999 6.55e-04 0.00336
## 1178 -7.44e-03 6.45e-05 4.53e-02 1.007 2.28e-04 0.00392
## 1179 -4.79e-04 -2.89e-04 -1.14e-02 1.009 1.44e-05 0.00257
## 1180 -6.80e-03 1.35e-02 7.37e-02 0.999 6.04e-04 0.00324
## 1181 6.53e-04 1.08e-03 1.26e-02 1.009 1.76e-05 0.00303
## 1182 -1.82e-03 -5.29e-05 1.94e-02 1.009 4.17e-05 0.00306
## 1183 -1.84e-02 4.58e-02 9.15e-02 0.998 9.31e-04 0.00418
## 1184 -8.66e-03 7.11e-04 5.53e-02 1.006 3.40e-04 0.00402
## 1185 -1.32e-02 -2.61e-03 8.11e-02 0.994 7.29e-04 0.00269
## 1186 2.47e-03 2.71e-03 -2.01e-02 1.008 4.49e-05 0.00271
## 1187 7.65e-04 2.02e-04 7.46e-03 1.009 6.18e-06 0.00311
## 1188 1.17e-03 -1.69e-03 -1.18e-02 1.009 1.54e-05 0.00288
## 1189 -5.54e-03 -2.74e-03 3.01e-02 1.008 1.01e-04 0.00345
## 1190 -1.53e-02 -7.91e-04 9.69e-02 0.995 1.04e-03 0.00385
## 1191 -2.82e-03 -1.20e-03 3.01e-02 1.007 1.01e-04 0.00287
## 1192 -1.92e-02 2.28e-02 5.95e-02 1.003 3.93e-04 0.00343
## 1193 -2.02e-03 -8.65e-04 2.18e-02 1.008 5.29e-05 0.00287
## 1194 -4.04e-04 5.02e-05 -2.79e-03 1.009 8.65e-07 0.00265
## 1195 4.67e-02 -4.41e-02 -6.05e-02 1.015 4.08e-04 0.01046
## 1196 1.83e-02 3.74e-03 4.00e-02 1.015 1.78e-04 0.00934
## 1197 -1.74e-02 3.77e-04 1.15e-01 0.989 1.47e-03 0.00394
## 1198 -4.69e-03 8.18e-03 5.24e-02 1.003 3.05e-04 0.00293
## 1199 -3.80e-03 -2.58e-03 3.90e-02 1.006 1.69e-04 0.00278
## 1200 -4.87e-05 1.74e-04 1.15e-03 1.009 1.48e-07 0.00236
## 1201 -3.82e-03 5.49e-03 4.07e-02 1.005 1.84e-04 0.00277
## 1202 -1.90e-03 -8.59e-04 -2.98e-02 1.007 9.85e-05 0.00251
## 1203 -4.70e-02 -8.88e-03 -1.02e-01 1.009 1.15e-03 0.00928
## 1204 2.10e-03 -3.54e-03 -2.41e-02 1.008 6.48e-05 0.00283
## 1205 -9.94e-04 -5.10e-04 -6.18e-03 1.010 4.25e-06 0.00322
## 1206 -8.81e-04 -6.44e-04 9.91e-03 1.009 1.09e-05 0.00278
## 1207 2.01e-03 -2.72e-03 -2.18e-02 1.008 5.31e-05 0.00269
## 1208 -1.60e-03 4.94e-03 -1.58e-02 1.007 2.79e-05 0.00191
## 1209 -7.15e-04 2.59e-03 -7.40e-03 1.008 6.10e-06 0.00185
## 1210 1.68e-04 -3.02e-04 1.51e-03 1.009 2.54e-07 0.00226
## 1211 -4.31e-03 -4.27e-03 4.64e-02 1.004 2.40e-04 0.00270
## 1212 -6.72e-03 9.05e-05 9.77e-02 0.990 1.06e-03 0.00310
## 1213 -1.15e-03 -4.83e-04 -1.60e-02 1.008 2.86e-05 0.00250
## 1214 -4.66e-03 -2.91e-03 -2.80e-02 1.008 8.69e-05 0.00345
## 1215 -1.87e-02 7.37e-03 1.08e-01 0.992 1.30e-03 0.00401
## 1216 -7.47e-02 5.73e-02 1.11e-01 1.000 1.36e-03 0.00600
## 1217 -1.80e-02 -3.34e-03 -4.33e-02 1.014 2.09e-04 0.00910
## 1218 3.31e-03 1.39e-03 2.62e-02 1.008 7.60e-05 0.00339
## 1219 -2.10e-03 7.83e-03 1.97e-02 1.008 4.30e-05 0.00272
## 1220 5.07e-04 -7.76e-04 -6.12e-03 1.009 4.17e-06 0.00266
## 1221 -4.68e-03 4.09e-04 -2.75e-02 1.007 8.41e-05 0.00257
## 1222 -1.22e-03 1.89e-03 1.49e-02 1.008 2.46e-05 0.00265
## 1223 2.57e-03 8.46e-04 1.99e-02 1.009 4.41e-05 0.00326
## 1224 4.83e-04 2.54e-05 3.67e-03 1.009 1.50e-06 0.00289
## 1225 4.18e-03 -1.04e-02 3.53e-02 1.004 1.38e-04 0.00191
## 1226 1.73e-04 -3.25e-04 -2.33e-03 1.009 6.03e-07 0.00271
## 1227 -3.29e-03 -4.35e-03 -3.59e-02 1.007 1.43e-04 0.00345
## 1228 1.35e-02 -8.82e-03 -1.92e-02 1.012 4.08e-05 0.00602
## 1229 -1.18e-04 -5.36e-03 -2.32e-02 1.008 5.98e-05 0.00318
## 1230 4.72e-03 1.35e-03 2.66e-02 1.008 7.85e-05 0.00292
## 1231 7.38e-03 2.98e-03 5.50e-02 1.004 3.36e-04 0.00342
## 1232 -7.81e-03 -4.36e-04 -5.75e-02 1.002 3.67e-04 0.00289
## 1233 -6.39e-03 2.93e-03 -4.73e-02 1.003 2.48e-04 0.00240
## 1234 -2.11e-03 -3.48e-03 2.40e-02 1.008 6.41e-05 0.00262
## 1235 -1.85e-02 1.81e-02 5.50e-02 1.003 3.37e-04 0.00293
## 1236 1.34e-03 -1.78e-03 -1.70e-02 1.008 3.21e-05 0.00251
## 1237 -2.81e-03 -1.07e-03 4.96e-02 1.004 2.74e-04 0.00299
## 1238 3.50e-03 -1.86e-03 -5.08e-03 1.012 2.87e-06 0.00568
## 1239 4.35e-04 -1.06e-03 -6.97e-03 1.009 5.40e-06 0.00278
## 1240 -1.35e-03 -8.03e-04 2.35e-02 1.008 6.12e-05 0.00293
## 1241 -1.36e-02 2.10e-03 1.16e-01 0.990 1.51e-03 0.00418
## 1242 1.61e-04 3.44e-05 1.72e-03 1.009 3.28e-07 0.00239
## 1243 -2.11e-03 -6.62e-04 -1.50e-02 1.009 2.51e-05 0.00330
## 1244 -2.64e-03 -1.58e-04 -1.86e-02 1.009 3.84e-05 0.00291
## 1245 4.60e-03 -5.46e-03 -5.90e-02 1.000 3.86e-04 0.00244
## 1246 -7.89e-04 -1.16e-04 -5.35e-03 1.009 3.18e-06 0.00305
## 1247 1.73e-02 -1.34e-02 -2.29e-02 1.011 5.85e-05 0.00547
## 1248 1.33e-03 2.75e-03 -1.94e-02 1.008 4.17e-05 0.00262
## 1249 -4.64e-03 4.68e-04 -2.98e-02 1.007 9.90e-05 0.00271
## 1250 -7.05e-04 8.96e-04 -4.64e-03 1.009 2.39e-06 0.00227
## 1251 -4.20e-03 -3.23e-03 1.02e-01 0.987 1.16e-03 0.00299
## 1252 -6.67e-06 1.23e-05 1.14e-04 1.009 1.43e-09 0.00247
## 1253 -3.84e-03 -1.23e-03 -3.41e-02 1.006 1.29e-04 0.00251
## 1254 -2.55e-02 1.36e-02 3.76e-02 1.010 1.57e-04 0.00559
## 1255 -3.99e-04 2.52e-03 1.37e-02 1.009 2.07e-05 0.00310
## 1256 -2.10e-03 -5.54e-04 -1.01e-02 1.009 1.13e-05 0.00297
## 1257 -2.65e-03 -3.30e-03 7.68e-02 0.997 6.55e-04 0.00296
## 1258 -8.67e-04 -1.68e-03 2.01e-02 1.008 4.48e-05 0.00278
## 1259 -6.62e-04 6.99e-03 3.47e-02 1.007 1.34e-04 0.00336
## 1260 1.91e-03 -6.39e-04 1.13e-02 1.008 1.42e-05 0.00243
## 1261 -2.74e-03 -1.57e-03 2.26e-02 1.009 5.69e-05 0.00358
## 1262 -7.08e-02 5.40e-02 1.05e-01 0.999 1.22e-03 0.00552
## 1263 2.26e-02 -2.39e-02 -2.96e-02 1.017 9.73e-05 0.01126
## 1264 -1.46e-02 1.31e-02 7.20e-02 1.003 5.76e-04 0.00428
## 1265 7.72e-03 -2.60e-02 -3.88e-02 1.009 1.67e-04 0.00473
## 1266 7.80e-03 -8.81e-03 4.66e-02 1.003 2.41e-04 0.00231
## 1267 8.78e-03 5.87e-03 -7.25e-02 1.000 5.83e-04 0.00353
## 1268 -1.49e-03 -5.94e-04 -1.18e-02 1.009 1.54e-05 0.00266
## 1269 8.58e-03 -3.40e-02 6.86e-02 0.999 5.22e-04 0.00286
## 1270 7.57e-03 -3.01e-02 6.06e-02 1.001 4.08e-04 0.00286
## 1271 -3.24e-03 -2.71e-03 -2.58e-02 1.008 7.41e-05 0.00333
## 1272 -5.39e-03 -1.89e-03 -3.27e-02 1.008 1.19e-04 0.00362
## 1273 -1.04e-03 -5.95e-03 -3.67e-02 1.005 1.49e-04 0.00232
## 1274 2.35e-02 -1.20e-02 -3.45e-02 1.010 1.32e-04 0.00547
## 1275 5.93e-03 5.75e-03 4.67e-02 1.006 2.42e-04 0.00368
## 1276 1.19e-04 -2.08e-03 -1.03e-02 1.010 1.19e-05 0.00340
## 1277 7.13e-04 -4.32e-03 -2.75e-02 1.007 8.43e-05 0.00280
## 1278 4.00e-03 3.58e-03 3.13e-02 1.008 1.09e-04 0.00352
## 1279 1.20e-03 -3.45e-03 -3.09e-02 1.006 1.06e-04 0.00246
## 1280 -7.98e-04 -1.58e-03 2.91e-02 1.007 9.43e-05 0.00294
## 1281 -7.92e-02 3.40e-02 1.20e-01 0.994 1.60e-03 0.00519
## 1282 -7.87e-03 -5.23e-05 -4.48e-02 1.005 2.23e-04 0.00292
## 1283 -3.12e-03 -1.07e-03 -1.84e-02 1.009 3.76e-05 0.00367
## 1284 2.59e-03 1.67e-03 1.95e-02 1.009 4.23e-05 0.00308
## 1285 -1.28e-03 -1.18e-04 -9.50e-03 1.008 1.00e-05 0.00237
## 1286 -3.82e-05 4.89e-04 2.77e-03 1.009 8.54e-07 0.00304
## 1287 -1.08e-03 -9.26e-04 -8.09e-03 1.010 7.27e-06 0.00357
## 1288 -1.68e-03 -3.58e-04 -9.56e-03 1.010 1.02e-05 0.00338
## 1289 2.61e-03 -8.33e-03 -1.94e-02 1.008 4.20e-05 0.00285
## 1290 -3.24e-03 -6.90e-04 -1.84e-02 1.009 3.75e-05 0.00338
## 1291 4.81e-03 -4.89e-03 2.65e-02 1.007 7.83e-05 0.00237
## 1292 2.53e-04 1.03e-04 1.15e-03 1.010 1.48e-07 0.00343
## 1293 -6.19e-04 -1.31e-03 4.91e-02 1.005 2.68e-04 0.00316
## 1294 6.73e-04 4.71e-04 4.92e-03 1.010 2.69e-06 0.00327
## 1295 -7.83e-03 -2.64e-03 -4.50e-02 1.007 2.25e-04 0.00372
## 1296 1.47e-03 -1.21e-03 8.15e-03 1.009 7.38e-06 0.00262
## 1297 -9.80e-06 6.89e-04 3.56e-03 1.010 1.41e-06 0.00332
## 1298 8.24e-05 2.77e-05 -1.75e-02 1.009 3.39e-05 0.00338
## 1299 5.69e-05 -2.29e-03 -1.23e-02 1.009 1.69e-05 0.00319
## 1300 -1.41e-02 1.75e-02 5.18e-02 1.004 2.99e-04 0.00316
## 1301 3.36e-05 -6.10e-04 -3.64e-03 1.009 1.47e-06 0.00295
## 1302 3.79e-03 -3.21e-02 -7.83e-02 1.002 6.82e-04 0.00449
## 1303 1.20e-04 -3.43e-03 -1.94e-02 1.009 4.20e-05 0.00307
## 1304 -2.24e-04 9.74e-03 2.25e-02 1.010 5.63e-05 0.00425
## 1305 4.85e-02 -3.47e-02 -6.57e-02 1.008 4.79e-04 0.00592
## 1306 -9.32e-05 5.97e-03 3.38e-02 1.007 1.27e-04 0.00308
## 1307 1.15e-04 -3.82e-03 -2.28e-02 1.008 5.77e-05 0.00297
## 1308 1.63e-02 5.38e-03 9.09e-02 0.996 9.18e-04 0.00379
## 1309 1.68e-03 -5.85e-03 4.82e-02 1.005 2.59e-04 0.00311
## 1310 1.06e-02 2.09e-04 5.57e-02 1.003 3.45e-04 0.00303
## 1311 5.99e-03 4.35e-03 4.12e-02 1.007 1.88e-04 0.00352
## 1312 -7.32e-03 -4.30e-03 8.27e-02 0.999 7.60e-04 0.00384
## 1313 4.85e-03 1.76e-02 7.34e-02 1.001 5.99e-04 0.00387
## 1314 2.66e-04 -1.39e-02 -9.42e-02 0.989 9.84e-04 0.00278
## 1315 -3.79e-03 -2.17e-03 -2.51e-02 1.008 7.02e-05 0.00324
## 1316 -1.03e-02 1.22e-02 3.84e-02 1.006 1.64e-04 0.00308
## 1317 5.49e-03 -1.30e-02 3.37e-02 1.007 1.26e-04 0.00327
## 1318 -3.88e-03 -9.05e-04 5.41e-02 1.006 3.25e-04 0.00421
## 1319 -9.10e-05 -2.98e-04 -1.28e-03 1.010 1.82e-07 0.00375
## 1320 -4.95e-03 -5.03e-04 -3.10e-02 1.006 1.07e-04 0.00248
## 1321 4.38e-03 5.72e-04 9.14e-03 1.017 9.28e-06 0.01038
## 1322 -5.74e-03 -2.72e-03 -2.51e-02 1.009 6.98e-05 0.00390
## 1323 4.89e-03 3.71e-03 3.24e-02 1.008 1.17e-04 0.00378
## 1324 9.35e-03 7.66e-03 6.24e-02 1.004 4.33e-04 0.00396
## 1325 2.09e-05 7.50e-04 5.06e-03 1.009 2.84e-06 0.00281
## 1326 3.29e-04 2.40e-04 1.89e-02 1.009 3.95e-05 0.00371
## 1327 -5.89e-03 -1.86e-03 -3.09e-02 1.009 1.06e-04 0.00395
## 1328 1.65e-03 -1.03e-03 1.04e-01 0.990 1.21e-03 0.00351
## 1329 -1.01e-02 -4.70e-03 -4.33e-02 1.007 2.08e-04 0.00396
## 1330 1.08e-03 1.11e-04 5.74e-02 1.004 3.66e-04 0.00364
## 1331 -4.88e-03 -7.70e-04 -1.03e-02 1.017 1.18e-05 0.01098
## 1332 -8.71e-06 3.68e-05 -7.92e-04 1.010 6.98e-08 0.00323
## 1333 5.42e-03 -4.86e-03 2.56e-02 1.007 7.31e-05 0.00246
## 1334 -1.82e-03 2.45e-02 5.25e-02 1.006 3.07e-04 0.00386
## 1335 -1.83e-02 3.89e-03 -8.49e-02 0.992 8.01e-04 0.00268
## 1336 1.24e-02 5.68e-03 5.23e-02 1.006 3.04e-04 0.00402
## 1337 7.57e-03 -5.58e-03 3.64e-02 1.006 1.47e-04 0.00272
## 1338 5.34e-03 -5.55e-03 2.45e-02 1.007 6.66e-05 0.00225
## 1339 -2.87e-04 -1.90e-03 -9.57e-03 1.010 1.02e-05 0.00370
## 1340 1.28e-02 -8.40e-03 6.19e-02 1.001 4.25e-04 0.00289
## 1341 1.03e-03 6.45e-03 3.67e-02 1.007 1.50e-04 0.00329
## 1342 -9.84e-03 -7.43e-03 -6.09e-02 1.005 4.13e-04 0.00416
## 1343 -6.28e-04 -3.62e-04 -3.76e-03 1.010 1.57e-06 0.00363
## 1344 -9.52e-04 8.14e-03 3.92e-02 1.009 1.71e-04 0.00485
## 1345 6.72e-04 -1.21e-05 3.11e-03 1.009 1.08e-06 0.00316
## 1346 -2.46e-03 -3.63e-04 -1.18e-02 1.010 1.55e-05 0.00363
## 1347 -1.49e-03 -6.80e-04 2.84e-02 1.010 8.95e-05 0.00435
## 1348 -9.54e-03 1.33e-02 -4.06e-02 1.003 1.84e-04 0.00186
## 1349 6.85e-04 1.34e-02 3.22e-02 1.009 1.15e-04 0.00448
## 1350 -1.20e-02 1.66e-02 -5.08e-02 1.000 2.87e-04 0.00188
## 1351 -2.04e-03 1.83e-03 -9.07e-03 1.009 9.16e-06 0.00245
## 1352 8.96e-03 -4.10e-02 -1.17e-01 0.985 1.53e-03 0.00350
## 1353 -5.33e-03 -1.32e-03 -2.95e-02 1.007 9.68e-05 0.00294
## 1354 2.20e-02 -2.36e-02 -3.19e-02 1.017 1.13e-04 0.01083
## 1355 2.87e-03 1.34e-02 7.03e-02 1.002 5.49e-04 0.00368
## 1356 -1.90e-03 -8.21e-03 -8.81e-02 0.989 8.62e-04 0.00248
## 1357 4.20e-04 1.92e-03 1.10e-02 1.010 1.34e-05 0.00338
## 1358 -5.73e-04 -2.61e-03 -1.57e-02 1.009 2.74e-05 0.00324
## 1359 -5.47e-03 -1.55e-03 -2.11e-02 1.009 4.95e-05 0.00358
## 1360 1.46e-03 3.58e-03 1.51e-02 1.011 2.54e-05 0.00453
## 1361 1.71e-03 6.94e-03 5.03e-02 1.004 2.81e-04 0.00289
## 1362 -1.73e-02 2.14e-02 -7.16e-02 0.992 5.70e-04 0.00200
## 1363 -6.02e-04 -2.02e-02 -5.19e-02 1.004 3.00e-04 0.00311
## 1364 -2.23e-03 -7.83e-03 -8.38e-02 0.991 7.80e-04 0.00250
## 1365 4.13e-04 -6.33e-04 1.20e-02 1.010 1.59e-05 0.00343
## 1366 -1.14e-03 8.99e-04 2.49e-02 1.008 6.91e-05 0.00320
## 1367 3.37e-04 9.88e-05 1.61e-03 1.011 2.89e-07 0.00436
## 1368 1.20e-02 5.19e-03 4.81e-02 1.007 2.57e-04 0.00432
## 1369 -3.18e-02 2.31e-02 4.70e-02 1.008 2.46e-04 0.00483
## 1370 3.95e-03 1.39e-03 8.41e-02 1.000 7.85e-04 0.00418
## 1371 2.88e-03 1.70e-03 1.62e-02 1.010 2.93e-05 0.00405
## 1372 -8.82e-03 9.70e-03 6.33e-02 1.006 4.45e-04 0.00468
## 1373 -3.21e-03 -1.13e-02 -6.82e-02 1.001 5.16e-04 0.00335
## 1374 -8.96e-03 -4.23e-04 -3.99e-02 1.007 1.77e-04 0.00352
## 1375 -1.29e-03 6.13e-04 2.35e-02 1.008 6.13e-05 0.00307
## 1376 1.38e-02 -2.03e-02 7.24e-02 1.003 5.82e-04 0.00428
## 1377 -1.66e-03 -5.09e-03 -3.69e-02 1.006 1.52e-04 0.00299
## 1378 7.42e-05 2.21e-04 1.61e-03 1.009 2.88e-07 0.00299
## 1379 6.92e-03 9.14e-04 1.37e-01 0.982 2.07e-03 0.00414
## 1380 -5.24e-03 4.90e-03 -2.15e-02 1.008 5.12e-05 0.00240
## 1381 1.31e-02 8.16e-03 7.26e-02 1.003 5.86e-04 0.00438
## 1382 2.04e-03 -5.35e-04 3.80e-02 1.008 1.60e-04 0.00399
## 1383 -6.27e-03 -1.20e-02 -1.27e-01 0.971 1.79e-03 0.00265 *
## 1384 2.31e-02 2.34e-03 1.00e-01 0.994 1.11e-03 0.00392
## 1385 -3.79e-02 3.59e-02 5.53e-02 1.010 3.40e-04 0.00629
## 1386 1.03e-03 2.95e-03 1.53e-02 1.010 2.62e-05 0.00422
## 1387 7.18e-04 -1.77e-04 2.84e-03 1.009 8.98e-07 0.00290
## 1388 8.56e-02 -9.25e-02 -1.26e-01 1.008 1.76e-03 0.01065
## 1389 1.18e-03 -9.68e-04 -1.81e-03 1.013 3.66e-07 0.00641
## 1390 -1.19e-03 -1.97e-03 -2.09e-02 1.008 4.85e-05 0.00271
## 1391 -6.61e-03 -1.35e-03 -2.38e-02 1.008 6.30e-05 0.00268
## 1392 1.24e-02 -2.54e-02 6.12e-02 1.004 4.16e-04 0.00365
## 1393 -3.58e-05 4.37e-04 2.07e-02 1.012 4.76e-05 0.00569
## 1394 -1.75e-02 1.97e-02 -6.36e-02 0.997 4.49e-04 0.00217
## 1395 -3.15e-03 1.49e-03 -1.31e-02 1.010 1.91e-05 0.00359
## 1396 -7.62e-03 1.79e-02 5.47e-02 1.007 3.32e-04 0.00471
## 1397 1.72e-02 5.08e-03 6.27e-02 1.005 4.37e-04 0.00434
## 1398 -8.70e-04 1.07e-03 -1.35e-02 1.010 2.03e-05 0.00370
## 1399 -1.62e-03 -6.09e-04 -7.90e-03 1.010 6.94e-06 0.00406
## 1400 -4.14e-04 -1.59e-03 6.24e-02 1.007 4.33e-04 0.00504
## 1401 -2.43e-02 4.12e-03 -9.39e-02 0.993 9.79e-04 0.00326
## 1402 -6.32e-03 -1.09e-03 -2.93e-02 1.008 9.51e-05 0.00343
## 1403 -4.77e-03 1.16e-02 1.77e-01 0.978 3.46e-03 0.00574 *
## 1404 -2.52e-03 2.73e-03 -2.34e-02 1.010 6.11e-05 0.00402
## 1405 2.15e-04 4.08e-04 2.46e-03 1.010 6.72e-07 0.00412
## 1406 5.71e-05 -3.89e-05 8.88e-03 1.012 8.76e-06 0.00555
## 1407 -1.30e-03 -1.59e-03 -1.52e-02 1.009 2.58e-05 0.00314
## 1408 -1.63e-02 -1.11e-03 -7.17e-02 1.000 5.71e-04 0.00330
## 1409 5.40e-03 1.09e-02 5.90e-02 1.006 3.87e-04 0.00475
## 1410 -1.52e-02 -1.01e-03 -6.07e-02 1.005 4.10e-04 0.00437
## 1411 1.96e-02 -2.46e-02 9.05e-02 1.001 9.09e-04 0.00501
## 1412 -1.32e-02 -1.42e-03 -5.37e-02 1.007 3.20e-04 0.00457
## 1413 1.80e-03 1.84e-03 1.97e-02 1.009 4.31e-05 0.00312
## 1414 -1.75e-04 -1.83e-02 -4.93e-02 1.008 2.70e-04 0.00487
## 1415 -3.34e-03 -6.28e-03 -3.43e-02 1.010 1.30e-04 0.00492
## 1416 -9.36e-03 -1.20e-02 -9.72e-02 0.993 1.05e-03 0.00356
## 1417 1.28e-02 -1.46e-02 -2.04e-02 1.018 4.64e-05 0.01149
## 1418 -2.47e-04 -1.10e-03 -2.97e-03 1.012 9.78e-07 0.00598
## 1419 7.66e-07 -3.73e-07 8.09e-06 1.011 7.28e-12 0.00458
## 1420 -1.95e-03 -2.69e-03 -1.84e-02 1.010 3.77e-05 0.00422
## 1421 -1.12e-02 -1.10e-02 -5.46e-02 1.007 3.31e-04 0.00445
## 1422 -3.64e-03 1.43e-02 4.62e-02 1.010 2.37e-04 0.00619
## 1423 -5.54e-03 -8.09e-03 -4.90e-02 1.008 2.67e-04 0.00500
## 1424 -3.59e-02 2.71e-02 7.69e-02 1.009 6.57e-04 0.00755
## 1425 -5.16e-04 2.05e-04 -4.87e-03 1.011 2.64e-06 0.00496
## 1426 1.61e-02 -1.58e-02 7.10e-02 1.008 5.60e-04 0.00623
## 1427 1.77e-02 2.86e-02 1.83e-01 1.032 3.71e-03 0.03133 *
## 1428 -9.81e-04 3.49e-03 1.32e-02 1.012 1.95e-05 0.00559
## 1429 2.13e-03 -7.65e-04 1.71e-02 1.012 3.26e-05 0.00565
## 1430 3.23e-03 7.24e-03 4.10e-02 1.014 1.87e-04 0.00873
## 1431 1.02e-02 2.07e-03 7.84e-02 1.009 6.84e-04 0.00740
## 1432 -5.36e-03 -2.63e-03 -7.37e-02 1.006 6.04e-04 0.00578
## 1433 2.11e-02 -5.96e-03 1.53e-01 0.990 2.61e-03 0.00640
## 1434 3.88e-04 -1.28e-04 2.76e-03 1.013 8.45e-07 0.00648
## 1435 -1.12e-02 4.40e-03 -7.93e-02 1.006 6.98e-04 0.00634
## 1436 1.52e-01 -1.99e-01 -3.13e-01 0.979 1.09e-02 0.01436 *
influenceIndexPlot(corolla.price, id.n=3) # Index Plots of the influence measures
## Warning in plot.window(...): "id.n" is not a graphical parameter
## Warning in plot.xy(xy, type, ...): "id.n" is not a graphical parameter
## Warning in axis(side = side, at = at, labels = labels, ...): "id.n" is not
## a graphical parameter
## Warning in axis(side = side, at = at, labels = labels, ...): "id.n" is not
## a graphical parameter
## Warning in box(...): "id.n" is not a graphical parameter
## Warning in title(...): "id.n" is not a graphical parameter
## Warning in plot.xy(xy.coords(x, y), type = type, ...): "id.n" is not a
## graphical parameter
## Warning in plot.xy(xy.coords(x, y), type = type, ...): "id.n" is not a
## graphical parameter
## Warning in plot.window(...): "id.n" is not a graphical parameter
## Warning in plot.xy(xy, type, ...): "id.n" is not a graphical parameter
## Warning in axis(side = side, at = at, labels = labels, ...): "id.n" is not
## a graphical parameter
## Warning in axis(side = side, at = at, labels = labels, ...): "id.n" is not
## a graphical parameter
## Warning in box(...): "id.n" is not a graphical parameter
## Warning in title(...): "id.n" is not a graphical parameter
## Warning in plot.xy(xy.coords(x, y), type = type, ...): "id.n" is not a
## graphical parameter
## Warning in plot.xy(xy.coords(x, y), type = type, ...): "id.n" is not a
## graphical parameter
## Warning in plot.window(...): "id.n" is not a graphical parameter
## Warning in plot.xy(xy, type, ...): "id.n" is not a graphical parameter
## Warning in axis(side = side, at = at, labels = labels, ...): "id.n" is not
## a graphical parameter
## Warning in axis(side = side, at = at, labels = labels, ...): "id.n" is not
## a graphical parameter
## Warning in box(...): "id.n" is not a graphical parameter
## Warning in title(...): "id.n" is not a graphical parameter
## Warning in plot.xy(xy.coords(x, y), type = type, ...): "id.n" is not a
## graphical parameter
## Warning in plot.xy(xy.coords(x, y), type = type, ...): "id.n" is not a
## graphical parameter
## Warning in plot.xy(xy.coords(x, y), type = type, ...): "id.n" is not a
## graphical parameter
## Warning in plot.xy(xy.coords(x, y), type = type, ...): "id.n" is not a
## graphical parameter
## Warning in plot.xy(xy.coords(x, y), type = type, ...): "id.n" is not a
## graphical parameter
## Warning in plot.xy(xy.coords(x, y), type = type, ...): "id.n" is not a
## graphical parameter
## Warning in plot.xy(xy.coords(x, y), type = type, ...): "id.n" is not a
## graphical parameter
## Warning in plot.xy(xy.coords(x, y), type = type, ...): "id.n" is not a
## graphical parameter
## Warning in plot.xy(xy.coords(x, y), type = type, ...): "id.n" is not a
## graphical parameter
## Warning in plot.xy(xy.coords(x, y), type = type, ...): "id.n" is not a
## graphical parameter
## Warning in plot.xy(xy.coords(x, y), type = type, ...): "id.n" is not a
## graphical parameter
## Warning in plot.xy(xy.coords(x, y), type = type, ...): "id.n" is not a
## graphical parameter
## Warning in plot.xy(xy.coords(x, y), type = type, ...): "id.n" is not a
## graphical parameter
## Warning in plot.xy(xy.coords(x, y), type = type, ...): "id.n" is not a
## graphical parameter
## Warning in plot.xy(xy.coords(x, y), type = type, ...): "id.n" is not a
## graphical parameter
## Warning in plot.window(...): "id.n" is not a graphical parameter
## Warning in plot.xy(xy, type, ...): "id.n" is not a graphical parameter
## Warning in axis(side = side, at = at, labels = labels, ...): "id.n" is not
## a graphical parameter
## Warning in axis(side = side, at = at, labels = labels, ...): "id.n" is not
## a graphical parameter
## Warning in box(...): "id.n" is not a graphical parameter
## Warning in title(...): "id.n" is not a graphical parameter
## Warning in plot.xy(xy.coords(x, y), type = type, ...): "id.n" is not a
## graphical parameter
## Warning in plot.xy(xy.coords(x, y), type = type, ...): "id.n" is not a
## graphical parameter
influencePlot(corolla.price, id.n=3) # A user friendly representation of the above
## Warning in plot.window(...): "id.n" is not a graphical parameter
## Warning in plot.xy(xy, type, ...): "id.n" is not a graphical parameter
## Warning in axis(side = side, at = at, labels = labels, ...): "id.n" is not
## a graphical parameter
## Warning in axis(side = side, at = at, labels = labels, ...): "id.n" is not
## a graphical parameter
## Warning in box(...): "id.n" is not a graphical parameter
## Warning in title(...): "id.n" is not a graphical parameter
## Warning in plot.xy(xy.coords(x, y), type = type, ...): "id.n" is not a
## graphical parameter
## StudRes Hat CookD
## 81 8.164500 0.9182368 79.5201062
## 222 -7.673262 0.1397116 1.0210312
## 961 -5.456195 0.1572484 0.6049996
# infIndexPlot.mlm()
## Regression after deleting the 81st observation, which is influential observation
corolla.price1 <- lm(Price~Age_08_04+KM+HP+cc+Doors+Gears+Quarterly_Tax+Weight,data=Corolla_Pred1[-81,])
summary(corolla.price1)
##
## Call:
## lm(formula = Price ~ Age_08_04 + KM + HP + cc + Doors + Gears +
## Quarterly_Tax + Weight, data = Corolla_Pred1[-81, ])
##
## Residuals:
## Min 1Q Median 3Q Max
## -11455.7 -761.7 -32.7 739.3 6739.7
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -6.285e+03 1.383e+03 -4.545 5.95e-06 ***
## Age_08_04 -1.205e+02 2.562e+00 -47.021 < 2e-16 ***
## KM -1.785e-02 1.277e-03 -13.973 < 2e-16 ***
## HP 3.935e+01 2.911e+00 13.516 < 2e-16 ***
## cc -2.524e+00 3.072e-01 -8.216 4.67e-16 ***
## Doors -2.723e+01 3.924e+01 -0.694 0.48788
## Gears 5.239e+02 1.929e+02 2.717 0.00667 **
## Quarterly_Tax 9.044e+00 1.425e+00 6.348 2.93e-10 ***
## Weight 2.017e+01 1.116e+00 18.076 < 2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 1313 on 1426 degrees of freedom
## Multiple R-squared: 0.8694, Adjusted R-squared: 0.8686
## F-statistic: 1186 on 8 and 1426 DF, p-value: < 2.2e-16
### Variance Inflation Factors is a formal way to check for collinearity
vif(corolla.price1) # VIF is > 10 => collinearity
## Age_08_04 KM HP cc Doors
## 1.887229 1.909570 1.583835 2.754405 1.163178
## Gears Quarterly_Tax Weight
## 1.100907 2.859861 2.864117
plot(Age_08_04,KM, col="dodgerblue4",pch=20)
plot(HP,cc, col="dodgerblue4",pch=20)
layout(matrix(c(1,2,3,4),2,2))
plot(corolla.price1)
avPlots(corolla.price1, id.n=2, id.cex=0.7) # Added Variable Plots
## Warning in plot.window(...): "id.n" is not a graphical parameter
## Warning in plot.window(...): "id.cex" is not a graphical parameter
## Warning in plot.xy(xy, type, ...): "id.n" is not a graphical parameter
## Warning in plot.xy(xy, type, ...): "id.cex" is not a graphical parameter
## Warning in axis(side = side, at = at, labels = labels, ...): "id.n" is not
## a graphical parameter
## Warning in axis(side = side, at = at, labels = labels, ...): "id.cex" is
## not a graphical parameter
## Warning in axis(side = side, at = at, labels = labels, ...): "id.n" is not
## a graphical parameter
## Warning in axis(side = side, at = at, labels = labels, ...): "id.cex" is
## not a graphical parameter
## Warning in box(...): "id.n" is not a graphical parameter
## Warning in box(...): "id.cex" is not a graphical parameter
## Warning in title(...): "id.n" is not a graphical parameter
## Warning in title(...): "id.cex" is not a graphical parameter
## Warning in plot.xy(xy.coords(x, y), type = type, ...): "id.n" is not a
## graphical parameter
## Warning in plot.xy(xy.coords(x, y), type = type, ...): "id.cex" is not a
## graphical parameter
## Warning in plot.window(...): "id.n" is not a graphical parameter
## Warning in plot.window(...): "id.cex" is not a graphical parameter
## Warning in plot.xy(xy, type, ...): "id.n" is not a graphical parameter
## Warning in plot.xy(xy, type, ...): "id.cex" is not a graphical parameter
## Warning in axis(side = side, at = at, labels = labels, ...): "id.n" is not
## a graphical parameter
## Warning in axis(side = side, at = at, labels = labels, ...): "id.cex" is
## not a graphical parameter
## Warning in axis(side = side, at = at, labels = labels, ...): "id.n" is not
## a graphical parameter
## Warning in axis(side = side, at = at, labels = labels, ...): "id.cex" is
## not a graphical parameter
## Warning in box(...): "id.n" is not a graphical parameter
## Warning in box(...): "id.cex" is not a graphical parameter
## Warning in title(...): "id.n" is not a graphical parameter
## Warning in title(...): "id.cex" is not a graphical parameter
## Warning in plot.xy(xy.coords(x, y), type = type, ...): "id.n" is not a
## graphical parameter
## Warning in plot.xy(xy.coords(x, y), type = type, ...): "id.cex" is not a
## graphical parameter
## Warning in plot.window(...): "id.n" is not a graphical parameter
## Warning in plot.window(...): "id.cex" is not a graphical parameter
## Warning in plot.xy(xy, type, ...): "id.n" is not a graphical parameter
## Warning in plot.xy(xy, type, ...): "id.cex" is not a graphical parameter
## Warning in axis(side = side, at = at, labels = labels, ...): "id.n" is not
## a graphical parameter
## Warning in axis(side = side, at = at, labels = labels, ...): "id.cex" is
## not a graphical parameter
## Warning in axis(side = side, at = at, labels = labels, ...): "id.n" is not
## a graphical parameter
## Warning in axis(side = side, at = at, labels = labels, ...): "id.cex" is
## not a graphical parameter
## Warning in box(...): "id.n" is not a graphical parameter
## Warning in box(...): "id.cex" is not a graphical parameter
## Warning in title(...): "id.n" is not a graphical parameter
## Warning in title(...): "id.cex" is not a graphical parameter
## Warning in plot.xy(xy.coords(x, y), type = type, ...): "id.n" is not a
## graphical parameter
## Warning in plot.xy(xy.coords(x, y), type = type, ...): "id.cex" is not a
## graphical parameter
## Warning in plot.window(...): "id.n" is not a graphical parameter
## Warning in plot.window(...): "id.cex" is not a graphical parameter
## Warning in plot.xy(xy, type, ...): "id.n" is not a graphical parameter
## Warning in plot.xy(xy, type, ...): "id.cex" is not a graphical parameter
## Warning in axis(side = side, at = at, labels = labels, ...): "id.n" is not
## a graphical parameter
## Warning in axis(side = side, at = at, labels = labels, ...): "id.cex" is
## not a graphical parameter
## Warning in axis(side = side, at = at, labels = labels, ...): "id.n" is not
## a graphical parameter
## Warning in axis(side = side, at = at, labels = labels, ...): "id.cex" is
## not a graphical parameter
## Warning in box(...): "id.n" is not a graphical parameter
## Warning in box(...): "id.cex" is not a graphical parameter
## Warning in title(...): "id.n" is not a graphical parameter
## Warning in title(...): "id.cex" is not a graphical parameter
## Warning in plot.xy(xy.coords(x, y), type = type, ...): "id.n" is not a
## graphical parameter
## Warning in plot.xy(xy.coords(x, y), type = type, ...): "id.cex" is not a
## graphical parameter
## Warning in plot.window(...): "id.n" is not a graphical parameter
## Warning in plot.window(...): "id.cex" is not a graphical parameter
## Warning in plot.xy(xy, type, ...): "id.n" is not a graphical parameter
## Warning in plot.xy(xy, type, ...): "id.cex" is not a graphical parameter
## Warning in axis(side = side, at = at, labels = labels, ...): "id.n" is not
## a graphical parameter
## Warning in axis(side = side, at = at, labels = labels, ...): "id.cex" is
## not a graphical parameter
## Warning in axis(side = side, at = at, labels = labels, ...): "id.n" is not
## a graphical parameter
## Warning in axis(side = side, at = at, labels = labels, ...): "id.cex" is
## not a graphical parameter
## Warning in box(...): "id.n" is not a graphical parameter
## Warning in box(...): "id.cex" is not a graphical parameter
## Warning in title(...): "id.n" is not a graphical parameter
## Warning in title(...): "id.cex" is not a graphical parameter
## Warning in plot.xy(xy.coords(x, y), type = type, ...): "id.n" is not a
## graphical parameter
## Warning in plot.xy(xy.coords(x, y), type = type, ...): "id.cex" is not a
## graphical parameter
## Warning in plot.window(...): "id.n" is not a graphical parameter
## Warning in plot.window(...): "id.cex" is not a graphical parameter
## Warning in plot.xy(xy, type, ...): "id.n" is not a graphical parameter
## Warning in plot.xy(xy, type, ...): "id.cex" is not a graphical parameter
## Warning in axis(side = side, at = at, labels = labels, ...): "id.n" is not
## a graphical parameter
## Warning in axis(side = side, at = at, labels = labels, ...): "id.cex" is
## not a graphical parameter
## Warning in axis(side = side, at = at, labels = labels, ...): "id.n" is not
## a graphical parameter
## Warning in axis(side = side, at = at, labels = labels, ...): "id.cex" is
## not a graphical parameter
## Warning in box(...): "id.n" is not a graphical parameter
## Warning in box(...): "id.cex" is not a graphical parameter
## Warning in title(...): "id.n" is not a graphical parameter
## Warning in title(...): "id.cex" is not a graphical parameter
## Warning in plot.xy(xy.coords(x, y), type = type, ...): "id.n" is not a
## graphical parameter
## Warning in plot.xy(xy.coords(x, y), type = type, ...): "id.cex" is not a
## graphical parameter
## Warning in plot.window(...): "id.n" is not a graphical parameter
## Warning in plot.window(...): "id.cex" is not a graphical parameter
## Warning in plot.xy(xy, type, ...): "id.n" is not a graphical parameter
## Warning in plot.xy(xy, type, ...): "id.cex" is not a graphical parameter
## Warning in axis(side = side, at = at, labels = labels, ...): "id.n" is not
## a graphical parameter
## Warning in axis(side = side, at = at, labels = labels, ...): "id.cex" is
## not a graphical parameter
## Warning in axis(side = side, at = at, labels = labels, ...): "id.n" is not
## a graphical parameter
## Warning in axis(side = side, at = at, labels = labels, ...): "id.cex" is
## not a graphical parameter
## Warning in box(...): "id.n" is not a graphical parameter
## Warning in box(...): "id.cex" is not a graphical parameter
## Warning in title(...): "id.n" is not a graphical parameter
## Warning in title(...): "id.cex" is not a graphical parameter
## Warning in plot.xy(xy.coords(x, y), type = type, ...): "id.n" is not a
## graphical parameter
## Warning in plot.xy(xy.coords(x, y), type = type, ...): "id.cex" is not a
## graphical parameter
## Warning in plot.window(...): "id.n" is not a graphical parameter
## Warning in plot.window(...): "id.cex" is not a graphical parameter
## Warning in plot.xy(xy, type, ...): "id.n" is not a graphical parameter
## Warning in plot.xy(xy, type, ...): "id.cex" is not a graphical parameter
## Warning in axis(side = side, at = at, labels = labels, ...): "id.n" is not
## a graphical parameter
## Warning in axis(side = side, at = at, labels = labels, ...): "id.cex" is
## not a graphical parameter
## Warning in axis(side = side, at = at, labels = labels, ...): "id.n" is not
## a graphical parameter
## Warning in axis(side = side, at = at, labels = labels, ...): "id.cex" is
## not a graphical parameter
## Warning in box(...): "id.n" is not a graphical parameter
## Warning in box(...): "id.cex" is not a graphical parameter
## Warning in title(...): "id.n" is not a graphical parameter
## Warning in title(...): "id.cex" is not a graphical parameter
## Warning in plot.xy(xy.coords(x, y), type = type, ...): "id.n" is not a
## graphical parameter
## Warning in plot.xy(xy.coords(x, y), type = type, ...): "id.cex" is not a
## graphical parameter
# VIF & avPlots has given us an indication to delete 'WT' variable
finalmodel <- lm(Price~Age_08_04+KM+HP+cc+Doors+Gears+Quarterly_Tax+Weight)
summary(finalmodel)
##
## Call:
## lm(formula = Price ~ Age_08_04 + KM + HP + cc + Doors + Gears +
## Quarterly_Tax + Weight)
##
## Residuals:
## Min 1Q Median 3Q Max
## -9366.4 -793.3 -21.3 799.7 6444.0
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -5.573e+03 1.411e+03 -3.949 8.24e-05 ***
## Age_08_04 -1.217e+02 2.616e+00 -46.512 < 2e-16 ***
## KM -2.082e-02 1.252e-03 -16.622 < 2e-16 ***
## HP 3.168e+01 2.818e+00 11.241 < 2e-16 ***
## cc -1.211e-01 9.009e-02 -1.344 0.17909
## Doors -1.617e+00 4.001e+01 -0.040 0.96777
## Gears 5.943e+02 1.971e+02 3.016 0.00261 **
## Quarterly_Tax 3.949e+00 1.310e+00 3.015 0.00262 **
## Weight 1.696e+01 1.068e+00 15.880 < 2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 1342 on 1427 degrees of freedom
## Multiple R-squared: 0.8638, Adjusted R-squared: 0.863
## F-statistic: 1131 on 8 and 1427 DF, p-value: < 2.2e-16
Price_Predict <- predict(corolla.price,interval="predict")
## Warning in predict.lm(corolla.price, interval = "predict"): predictions on current data refer to _future_ responses
Pred_final <- predict(corolla.price)
Final <- cbind(Price,Pred_final,Age_08_04,KM,HP,cc,Doors,Gears,Quarterly_Tax,Weight)
View(Final)
# Evaluate model LINE assumptions
plot(finalmodel)# Residual Plots, QQ-Plos, Std. Residuals vs Fitted, Cook's distance
qqPlot(finalmodel, id.n=5) # QQ plots of studentized residuals, helps identify outliers
## [1] 81 222
library("MASS")
stepAIC(finalmodel) # backward
## Start: AIC=20693.89
## Price ~ Age_08_04 + KM + HP + cc + Doors + Gears + Quarterly_Tax +
## Weight
##
## Df Sum of Sq RSS AIC
## - Doors 1 2943 2571786477 20692
## - cc 1 3256511 2575040045 20694
## <none> 2571783534 20694
## - Quarterly_Tax 1 16377633 2588161166 20701
## - Gears 1 16393629 2588177163 20701
## - HP 1 227730786 2799514319 20814
## - Weight 1 454465243 3026248777 20926
## - KM 1 497917334 3069700867 20946
## - Age_08_04 1 3898860600 6470644134 22017
##
## Step: AIC=20691.89
## Price ~ Age_08_04 + KM + HP + cc + Gears + Quarterly_Tax + Weight
##
## Df Sum of Sq RSS AIC
## - cc 1 3254209 2575040686 20692
## <none> 2571786477 20692
## - Quarterly_Tax 1 16503849 2588290326 20699
## - Gears 1 17093855 2588880332 20699
## - HP 1 228761929 2800548406 20812
## - Weight 1 484447009 3056233485 20938
## - KM 1 498427860 3070214337 20944
## - Age_08_04 1 3898877516 6470663993 22015
##
## Step: AIC=20691.7
## Price ~ Age_08_04 + KM + HP + Gears + Quarterly_Tax + Weight
##
## Df Sum of Sq RSS AIC
## <none> 2575040686 20692
## - Quarterly_Tax 1 14976762 2590017448 20698
## - Gears 1 17276597 2592317283 20699
## - HP 1 225684613 2800725299 20810
## - Weight 1 484245502 3059286188 20937
## - KM 1 506728527 3081769213 20948
## - Age_08_04 1 3902107988 6477148674 22014
##
## Call:
## lm(formula = Price ~ Age_08_04 + KM + HP + Gears + Quarterly_Tax +
## Weight)
##
## Coefficients:
## (Intercept) Age_08_04 KM HP Gears
## -5.478e+03 -1.217e+02 -2.094e-02 3.133e+01 5.990e+02
## Quarterly_Tax Weight
## 3.737e+00 1.673e+01
# Lower the AIC value better is the model. AIC is used only if you build multiple models.
