Predict Toyota Corolla price
library(e1071)
library(car)
## Loading required package: carData
Data <- read.csv("C:\\data science\\ds\\assignments\\Multi Linear Regression\\ToyotaCorolla.csv")
Corolla<-Data[c("Price","Age_08_04","KM","HP","cc","Doors","Gears","Quarterly_Tax","Weight")]
attach(Corolla)
# First Moment Business Decision
summary(Corolla)
## 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
# Second Moment Business Decision
sd(Price)
## [1] 3626.965
sd(Age_08_04)
## [1] 18.59999
sd(KM)
## [1] 37506.45
sd(HP)
## [1] 14.98108
sd(cc)
## [1] 424.3868
sd(Doors)
## [1] 0.9526766
sd(Gears)
## [1] 0.1885104
sd(Quarterly_Tax)
## [1] 41.12861
sd(Weight)
## [1] 52.64112
var(Price)
## [1] 13154872
var(Age_08_04)
## [1] 345.9596
var(KM)
## [1] 1406733707
var(HP)
## [1] 224.4327
var(cc)
## [1] 180104.1
var(Doors)
## [1] 0.9075927
var(Gears)
## [1] 0.03553619
var(Quarterly_Tax)
## [1] 1691.563
var(Weight)
## [1] 2771.088
# Third Moment Business Decision
skewness(Price)
## [1] 1.700327
skewness(Age_08_04)
## [1] -0.8249756
skewness(KM)
## [1] 1.013791
skewness(HP)
## [1] 0.9538397
skewness(cc)
## [1] 27.37451
skewness(Doors)
## [1] -0.07623547
skewness(Gears)
## [1] 2.27919
skewness(Quarterly_Tax)
## [1] 1.98967
skewness(Weight)
## [1] 3.102148
# Fourth Moment Business Decision
kurtosis(Price)
## [1] 3.711247
kurtosis(Age_08_04)
## [1] -0.08460596
kurtosis(KM)
## [1] 1.668511
kurtosis(HP)
## [1] 8.78509
kurtosis(cc)
## [1] 926.1741
kurtosis(Doors)
## [1] -1.873989
kurtosis(Gears)
## [1] 37.51167
kurtosis(Quarterly_Tax)
## [1] 4.269083
kurtosis(Weight)
## [1] 19.26034
plot(Age_08_04, Price) ## Newr the Car more expensive it is.
plot(KM, Price) ## The more miles a car has the cheaper it is.
plot(HP, Price) ## More horsepower the more expensive.
plot(cc, Price) ##
plot(Doors, Price)
plot(Gears, Price)
plot(Quarterly_Tax, Price)
plot(Weight, Price)
# Cars of Fuels types
summary(Data$Fuel_Type)
## CNG Diesel Petrol
## 17 155 1264
#summary(Data$Model)
summary(Data$Color)
## Beige Black Blue Green Grey Red Silver Violet White Yellow
## 3 191 283 220 301 278 122 4 31 3
# Find Correlation between input and output
pairs(Corolla)
# Correlation Coefficient matrix - Strength & Direction of Correlation
cor(Corolla)
## 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
##Pure Correlation b/n the varibles
library(corpcor)
cor2pcor(cor(Corolla))
## [,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
## Building linear regression model
model <- lm(Price ~ ., data = Corolla)
summary(model)
##
## Call:
## lm(formula = Price ~ ., data = Corolla)
##
## 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
# cc and Doors are influence to each other, predict the model based on individual records
model.carcc <- lm(Price ~ cc)
summary(model.carcc) # Its significat to output
##
## Call:
## lm(formula = Price ~ cc)
##
## Residuals:
## Min 1Q Median 3Q Max
## -7360.2 -2305.8 -855.8 1194.2 21312.1
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 9027.5548 365.5755 24.694 < 2e-16 ***
## cc 1.0802 0.2239 4.825 1.55e-06 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 3599 on 1434 degrees of freedom
## Multiple R-squared: 0.01597, Adjusted R-squared: 0.01529
## F-statistic: 23.28 on 1 and 1434 DF, p-value: 1.551e-06
model.cardoor <- lm(Price ~ Doors)
summary(model.cardoor) # It's also significatnt
##
## Call:
## lm(formula = Price ~ Doors)
##
## Residuals:
## Min 1Q Median 3Q Max
## -7062.8 -2251.7 -915.3 958.0 21087.2
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 7885.01 409.44 19.258 < 2e-16 ***
## Doors 705.56 98.79 7.142 1.46e-12 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 3565 on 1434 degrees of freedom
## Multiple R-squared: 0.03435, Adjusted R-squared: 0.03367
## F-statistic: 51 on 1 and 1434 DF, p-value: 1.461e-12
## Build model with cc and Doors
model.car <- lm(Price ~ cc + Doors)
summary(model.car) # Both are significant to each other
##
## Call:
## lm(formula = Price ~ cc + Doors)
##
## Residuals:
## Min 1Q Median 3Q Max
## -7243.9 -2273.6 -821.3 1054.4 20714.1
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 6509.4211 515.7732 12.621 < 2e-16 ***
## cc 0.9597 0.2211 4.340 1.52e-05 ***
## Doors 671.3973 98.5009 6.816 1.37e-11 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 3543 on 1433 degrees of freedom
## Multiple R-squared: 0.04688, Adjusted R-squared: 0.04555
## F-statistic: 35.24 on 2 and 1433 DF, p-value: 1.15e-15
# Find out the influencial record
influence.measures(model.car)
## Influence measures of
## lm(formula = Price ~ cc + Doors) :
##
## dfb.1_ dfb.cc dfb.Dors dffit cov.r cook.d hat inf
## 1 7.90e-03 2.48e-02 -2.67e-02 0.041827 1.003 5.83e-04 0.002340
## 2 8.55e-03 2.68e-02 -2.88e-02 0.045250 1.003 6.83e-04 0.002340
## 3 9.06e-03 2.85e-02 -3.06e-02 0.047988 1.002 7.68e-04 0.002340
## 4 1.16e-02 3.66e-02 -3.93e-02 0.061686 1.001 1.27e-03 0.002340
## 5 8.55e-03 2.68e-02 -2.88e-02 0.045250 1.003 6.83e-04 0.002340
## 6 6.48e-03 2.03e-02 -2.19e-02 0.034299 1.003 3.92e-04 0.002340
## 7 1.67e-02 5.25e-02 -5.64e-02 0.088429 0.997 2.60e-03 0.002340
## 8 2.11e-02 6.63e-02 -7.13e-02 0.111788 0.993 4.15e-03 0.002340 *
## 9 5.36e-02 5.17e-02 -9.52e-02 0.134583 0.983 6.00e-03 0.001779 *
## 10 9.55e-03 1.65e-02 -2.23e-02 0.033083 1.003 3.65e-04 0.002021
## 11 5.10e-02 4.92e-02 -9.05e-02 0.127960 0.985 5.43e-03 0.001779 *
## 12 4.62e-02 4.46e-02 -8.20e-02 0.115933 0.988 4.46e-03 0.001779 *
## 13 4.45e-02 4.30e-02 -7.90e-02 0.111729 0.989 4.14e-03 0.001779 *
## 14 5.36e-02 5.17e-02 -9.52e-02 0.134583 0.983 6.00e-03 0.001779 *
## 15 5.84e-02 5.64e-02 -1.04e-01 0.146644 0.979 7.11e-03 0.001779 *
## 16 5.60e-02 5.41e-02 -9.95e-02 0.140611 0.981 6.54e-03 0.001779 *
## 17 5.96e-02 5.75e-02 -1.06e-01 0.149663 0.978 7.41e-03 0.001779 *
## 18 5.47e-02 8.35e-03 -6.44e-02 0.087371 0.993 2.54e-03 0.001530 *
## 19 4.63e-02 7.08e-03 -5.46e-02 0.074048 0.996 1.82e-03 0.001530
## 20 4.77e-02 7.29e-03 -5.62e-02 0.076267 0.996 1.94e-03 0.001530
## 21 4.08e-02 6.23e-03 -4.81e-02 0.065176 0.998 1.41e-03 0.001530
## 22 4.77e-02 7.29e-03 -5.62e-02 0.076267 0.996 1.94e-03 0.001530
## 23 4.08e-02 6.23e-03 -4.81e-02 0.065176 0.998 1.41e-03 0.001530
## 24 4.77e-02 7.29e-03 -5.62e-02 0.076267 0.996 1.94e-03 0.001530
## 25 4.29e-02 6.55e-03 -5.05e-02 0.068502 0.997 1.56e-03 0.001530
## 26 4.08e-02 6.23e-03 -4.81e-02 0.065176 0.998 1.41e-03 0.001530
## 27 5.15e-02 7.87e-03 -6.07e-02 0.082317 0.994 2.25e-03 0.001530
## 28 3.94e-02 6.02e-03 -4.64e-02 0.062959 0.998 1.32e-03 0.001530
## 29 4.77e-02 7.29e-03 -5.62e-02 0.076267 0.996 1.94e-03 0.001530
## 30 5.47e-02 8.35e-03 -6.44e-02 0.087371 0.993 2.54e-03 0.001530 *
## 31 2.80e-02 -7.62e-03 -2.43e-02 0.034774 1.002 4.03e-04 0.001593
## 32 5.35e-02 -1.45e-02 -4.63e-02 0.066405 0.998 1.47e-03 0.001593
## 33 5.53e-02 -1.50e-02 -4.79e-02 0.068667 0.998 1.57e-03 0.001593
## 34 4.62e-02 -1.26e-02 -4.00e-02 0.057360 0.999 1.10e-03 0.001593
## 35 5.12e-02 -1.39e-02 -4.44e-02 0.063577 0.998 1.35e-03 0.001593
## 36 5.35e-02 -1.45e-02 -4.63e-02 0.066405 0.998 1.47e-03 0.001593
## 37 5.53e-02 -1.50e-02 -4.79e-02 0.068667 0.998 1.57e-03 0.001593
## 38 4.62e-02 -1.26e-02 -4.00e-02 0.057360 0.999 1.10e-03 0.001593
## 39 5.35e-02 -1.45e-02 -4.63e-02 0.066405 0.998 1.47e-03 0.001593
## 40 4.44e-02 -1.21e-02 -3.84e-02 0.055100 1.000 1.01e-03 0.001593
## 41 3.71e-02 -1.01e-02 -3.21e-02 0.046063 1.001 7.07e-04 0.001593
## 42 6.26e-02 -1.70e-02 -5.42e-02 0.077720 0.996 2.01e-03 0.001593
## 43 3.71e-02 -1.01e-02 -3.21e-02 0.046063 1.001 7.07e-04 0.001593
## 44 -4.48e-02 3.54e-02 3.62e-02 0.065369 1.000 1.42e-03 0.002002
## 45 -4.48e-02 3.54e-02 3.62e-02 0.065369 1.000 1.42e-03 0.002002
## 46 -6.27e-02 4.95e-02 5.06e-02 0.091383 0.995 2.78e-03 0.002002
## 47 -5.35e-02 4.23e-02 4.32e-02 0.078051 0.998 2.03e-03 0.002002
## 48 -9.97e-03 -1.71e-02 3.60e-02 0.051706 1.000 8.91e-04 0.001588
## 49 -5.35e-02 4.23e-02 4.32e-02 0.078051 0.998 2.03e-03 0.002002
## 50 -6.76e-02 3.46e-02 7.56e-02 0.115639 0.986 4.43e-03 0.001552 *
## 51 -5.35e-02 4.23e-02 4.32e-02 0.078051 0.998 2.03e-03 0.002002
## 52 -9.86e-03 -1.69e-02 3.56e-02 0.051142 1.000 8.71e-04 0.001588
## 53 -3.95e-02 -1.81e-03 6.89e-02 0.096883 0.990 3.12e-03 0.001414 *
## 54 -6.76e-02 3.46e-02 7.56e-02 0.115639 0.986 4.43e-03 0.001552 *
## 55 -1.78e-02 -8.14e-04 3.10e-02 0.043559 1.001 6.32e-04 0.001414
## 56 -8.01e-03 -3.67e-04 1.40e-02 0.019636 1.003 1.29e-04 0.001414
## 57 -8.77e-03 -1.51e-02 3.17e-02 0.045504 1.001 6.90e-04 0.001588
## 58 -8.77e-03 -1.51e-02 3.17e-02 0.045504 1.001 6.90e-04 0.001588
## 59 -3.28e-02 -1.50e-03 5.71e-02 0.080320 0.994 2.15e-03 0.001414
## 60 -1.99e-02 -9.13e-04 3.48e-02 0.048869 1.000 7.96e-04 0.001414
## 61 -8.12e-03 -1.39e-02 2.93e-02 0.042122 1.001 5.91e-04 0.001588
## 62 -2.21e-02 -1.01e-03 3.86e-02 0.054202 0.999 9.79e-04 0.001414
## 63 -3.19e-02 -1.46e-03 5.56e-02 0.078185 0.994 2.03e-03 0.001414
## 64 -2.84e-02 -1.30e-03 4.96e-02 0.069651 0.996 1.61e-03 0.001414
## 65 -1.46e-02 -2.51e-02 5.29e-02 0.075977 0.996 1.92e-03 0.001588
## 66 -2.41e-02 -1.10e-03 4.20e-02 0.058994 0.998 1.16e-03 0.001414
## 67 -3.28e-02 -1.50e-03 5.71e-02 0.080320 0.994 2.15e-03 0.001414
## 68 -8.12e-03 -1.39e-02 2.93e-02 0.042122 1.001 5.91e-04 0.001588
## 69 -9.10e-02 7.20e-02 7.35e-02 0.132764 0.986 5.84e-03 0.002002 *
## 70 -1.03e-02 -1.77e-02 3.72e-02 0.053398 1.000 9.50e-04 0.001588
## 71 -1.03e-02 -1.77e-02 3.72e-02 0.053398 1.000 9.50e-04 0.001588
## 72 -3.87e-03 -6.65e-03 1.40e-02 0.020098 1.003 1.35e-04 0.001588
## 73 -3.26e-02 -1.77e-03 5.72e-02 0.080346 0.994 2.15e-03 0.001414
## 74 -9.86e-03 -1.69e-02 3.56e-02 0.051142 1.000 8.71e-04 0.001588
## 75 -3.71e-02 -1.70e-03 6.47e-02 0.091002 0.991 2.75e-03 0.001414 *
## 76 -2.41e-02 -1.10e-03 4.20e-02 0.058994 0.998 1.16e-03 0.001414
## 77 -3.19e-02 -1.46e-03 5.56e-02 0.078185 0.994 2.03e-03 0.001414
## 78 -3.06e-02 -1.40e-03 5.33e-02 0.074984 0.995 1.87e-03 0.001414
## 79 -2.38e-02 -1.09e-03 4.16e-02 0.058408 0.998 1.14e-03 0.001414
## 80 -8.01e-03 -1.38e-02 2.89e-02 0.041559 1.001 5.76e-04 0.001588
## 81 5.25e+00 -8.31e+00 4.17e-01 -8.313851 5.034 2.28e+01 0.807630 *
## 82 -2.54e-02 -1.16e-03 4.42e-02 0.062190 0.998 1.29e-03 0.001414
## 83 -9.21e-03 -1.58e-02 3.33e-02 0.047759 1.001 7.60e-04 0.001588
## 84 -2.84e-02 -1.30e-03 4.96e-02 0.069651 0.996 1.61e-03 0.001414
## 85 -1.18e-02 -2.03e-02 4.27e-02 0.061296 0.999 1.25e-03 0.001588
## 86 -2.63e-02 -1.20e-03 4.58e-02 0.064321 0.997 1.38e-03 0.001414
## 87 -8.01e-03 -1.38e-02 2.89e-02 0.041559 1.001 5.76e-04 0.001588
## 88 1.94e-02 6.10e-02 -6.56e-02 0.102851 0.995 3.52e-03 0.002340
## 89 5.53e-02 -1.50e-02 -4.79e-02 0.068667 0.998 1.57e-03 0.001593
## 90 2.98e-02 9.37e-02 -1.01e-01 0.157990 0.982 8.26e-03 0.002340 *
## 91 5.99e-02 -1.63e-02 -5.19e-02 0.074324 0.996 1.84e-03 0.001593
## 92 3.06e-02 9.62e-02 -1.03e-01 0.162141 0.981 8.70e-03 0.002340 *
## 93 2.52e-02 7.65e-02 -8.31e-02 0.129943 0.989 5.60e-03 0.002322 *
## 94 5.53e-02 -1.50e-02 -4.79e-02 0.068667 0.998 1.57e-03 0.001593
## 95 6.13e-02 9.36e-03 -7.22e-02 0.097933 0.991 3.19e-03 0.001530 *
## 96 2.52e-02 7.65e-02 -8.31e-02 0.129943 0.989 5.60e-03 0.002322 *
## 97 5.53e-02 -1.50e-02 -4.79e-02 0.068667 0.998 1.57e-03 0.001593
## 98 5.53e-02 -1.50e-02 -4.79e-02 0.068667 0.998 1.57e-03 0.001593
## 99 6.02e-02 9.20e-03 -7.10e-02 0.096264 0.991 3.08e-03 0.001530 *
## 100 6.90e-02 -1.88e-02 -5.98e-02 0.085649 0.994 2.44e-03 0.001593
## 101 6.19e-02 9.46e-03 -7.29e-02 0.098934 0.990 3.25e-03 0.001530 *
## 102 5.80e-02 -1.58e-02 -5.03e-02 0.072061 0.997 1.73e-03 0.001593
## 103 7.86e-02 -2.14e-02 -6.81e-02 0.097555 0.991 3.16e-03 0.001593 *
## 104 5.85e-02 8.94e-03 -6.89e-02 0.093484 0.992 2.90e-03 0.001530 *
## 105 6.51e-02 9.95e-03 -7.67e-02 0.104055 0.989 3.59e-03 0.001530 *
## 106 6.44e-02 -1.75e-02 -5.58e-02 0.079985 0.995 2.13e-03 0.001593
## 107 6.06e-02 9.26e-03 -7.14e-02 0.096821 0.991 3.11e-03 0.001530 *
## 108 6.90e-02 -1.88e-02 -5.98e-02 0.085649 0.994 2.44e-03 0.001593
## 109 5.47e-02 8.35e-03 -6.44e-02 0.087371 0.993 2.54e-03 0.001530 *
## 110 -1.82e-01 1.44e-01 1.47e-01 0.265197 0.934 2.29e-02 0.002002 *
## 111 -1.68e-01 1.33e-01 1.36e-01 0.245574 0.943 1.97e-02 0.002002 *
## 112 -1.71e-01 1.35e-01 1.38e-01 0.249164 0.942 2.03e-02 0.002002 *
## 113 -1.15e-01 9.07e-02 9.26e-02 0.167320 0.975 9.25e-03 0.002002 *
## 114 -1.15e-01 9.07e-02 9.26e-02 0.167320 0.975 9.25e-03 0.002002 *
## 115 -9.72e-02 7.68e-02 7.84e-02 0.141706 0.983 6.65e-03 0.002002 *
## 116 -1.15e-01 9.10e-02 9.29e-02 0.167833 0.975 9.30e-03 0.002002 *
## 117 -8.84e-02 6.99e-02 7.13e-02 0.128936 0.987 5.51e-03 0.002002 *
## 118 5.43e-02 8.30e-03 -6.40e-02 0.086815 0.993 2.51e-03 0.001530 *
## 119 -6.48e-02 5.13e-02 5.23e-02 0.094559 0.995 2.97e-03 0.002002
## 120 -9.10e-02 7.20e-02 7.35e-02 0.132764 0.986 5.84e-03 0.002002 *
## 121 -3.28e-02 -1.50e-03 5.71e-02 0.080320 0.994 2.15e-03 0.001414
## 122 -7.10e-02 5.61e-02 5.72e-02 0.103459 0.993 3.56e-03 0.002002 *
## 123 -2.15e-02 -9.83e-04 3.74e-02 0.052605 0.999 9.22e-04 0.001414
## 124 -3.28e-02 -1.50e-03 5.71e-02 0.080320 0.994 2.15e-03 0.001414
## 125 -2.41e-02 -1.10e-03 4.20e-02 0.058994 0.998 1.16e-03 0.001414
## 126 -4.50e-02 -2.06e-03 7.84e-02 0.110269 0.986 4.03e-03 0.001414 *
## 127 -1.97e-02 -9.03e-04 3.44e-02 0.048347 1.000 7.79e-04 0.001414
## 128 -1.15e-02 -1.97e-02 4.15e-02 0.059603 0.999 1.18e-03 0.001588
## 129 -1.46e-02 -2.51e-02 5.29e-02 0.075977 0.996 1.92e-03 0.001588
## 130 -1.93e-02 -8.83e-04 3.36e-02 0.047283 1.000 7.45e-04 0.001414
## 131 -1.09e-02 -1.88e-02 3.95e-02 0.056782 0.999 1.07e-03 0.001588
## 132 -1.03e-02 -1.77e-02 3.72e-02 0.053398 1.000 9.50e-04 0.001588
## 133 -1.09e-02 -1.88e-02 3.95e-02 0.056782 0.999 1.07e-03 0.001588
## 134 6.73e-03 2.24e-03 -1.54e-03 0.039002 0.998 5.07e-04 0.000700
## 135 -1.15e-02 -1.97e-02 4.15e-02 0.059603 0.999 1.18e-03 0.001588
## 136 -1.15e-02 -1.97e-02 4.15e-02 0.059603 0.999 1.18e-03 0.001588
## 137 -1.57e-02 -2.70e-02 5.69e-02 0.081630 0.995 2.22e-03 0.001588
## 138 -2.10e-02 -9.63e-04 3.67e-02 0.051540 1.000 8.85e-04 0.001414
## 139 -9.76e-02 7.72e-02 7.88e-02 0.142345 0.983 6.71e-03 0.002002 *
## 140 -3.69e-02 -1.69e-03 6.44e-02 0.090467 0.991 2.72e-03 0.001414 *
## 141 -1.14e-02 -1.95e-02 4.11e-02 0.059039 0.999 1.16e-03 0.001588
## 142 -8.07e-02 4.13e-02 9.03e-02 0.138147 0.978 6.31e-03 0.001552 *
## 143 -3.71e-02 -1.70e-03 6.47e-02 0.091002 0.991 2.75e-03 0.001414 *
## 144 1.00e-02 3.34e-03 -2.30e-03 0.058111 0.993 1.12e-03 0.000700 *
## 145 -3.28e-02 -1.50e-03 5.71e-02 0.080320 0.994 2.15e-03 0.001414
## 146 -1.14e-02 -1.95e-02 4.11e-02 0.059039 0.999 1.16e-03 0.001588
## 147 -3.95e-02 -1.81e-03 6.89e-02 0.096883 0.990 3.12e-03 0.001414 *
## 148 -5.71e-02 -2.61e-03 9.95e-02 0.139826 0.975 6.46e-03 0.001414 *
## 149 -3.50e-02 -1.60e-03 6.09e-02 0.085659 0.993 2.44e-03 0.001414 *
## 150 1.32e-02 4.39e-03 -3.02e-03 0.076530 0.985 1.94e-03 0.000700 *
## 151 -1.30e-02 -2.23e-02 4.70e-02 0.067505 0.998 1.52e-03 0.001588
## 152 -3.71e-02 -1.70e-03 6.47e-02 0.091002 0.991 2.75e-03 0.001414 *
## 153 -1.57e-02 -2.70e-02 5.69e-02 0.081630 0.995 2.22e-03 0.001588
## 154 -3.52e-02 -1.61e-03 6.13e-02 0.086193 0.993 2.47e-03 0.001414 *
## 155 -4.50e-02 -2.06e-03 7.84e-02 0.110269 0.986 4.03e-03 0.001414 *
## 156 2.19e-02 -1.96e-02 -8.47e-05 0.051150 0.996 8.71e-04 0.000817
## 157 1.13e-02 3.77e-03 -2.59e-03 0.065620 0.990 1.43e-03 0.000700 *
## 158 -3.26e-02 -1.49e-03 5.68e-02 0.079786 0.994 2.12e-03 0.001414
## 159 -3.63e-02 -1.66e-03 6.32e-02 0.088864 0.992 2.62e-03 0.001414 *
## 160 -3.63e-02 -1.66e-03 6.32e-02 0.088864 0.992 2.62e-03 0.001414 *
## 161 1.06e-02 3.53e-03 -2.43e-03 0.061489 0.992 1.26e-03 0.000700 *
## 162 -4.04e-02 -2.19e-03 7.09e-02 0.099586 0.989 3.29e-03 0.001414 *
## 163 -3.56e-02 -1.63e-03 6.21e-02 0.087261 0.992 2.53e-03 0.001414 *
## 164 1.13e-02 3.77e-03 -2.59e-03 0.065620 0.990 1.43e-03 0.000700 *
## 165 -1.40e-02 -2.40e-02 5.06e-02 0.072588 0.997 1.75e-03 0.001588
## 166 -3.71e-02 -1.70e-03 6.47e-02 0.091002 0.991 2.75e-03 0.001414 *
## 167 -3.71e-02 -1.70e-03 6.47e-02 0.091002 0.991 2.75e-03 0.001414 *
## 168 1.32e-02 4.39e-03 -3.02e-03 0.076530 0.985 1.94e-03 0.000700 *
## 169 -3.95e-02 -1.81e-03 6.89e-02 0.096883 0.990 3.12e-03 0.001414 *
## 170 2.51e-02 -2.25e-02 -9.72e-05 0.058662 0.994 1.14e-03 0.000817
## 171 -2.97e-02 -1.36e-03 5.18e-02 0.072797 0.996 1.76e-03 0.001414
## 172 -5.38e-02 -2.46e-03 9.37e-02 0.131749 0.978 5.74e-03 0.001414 *
## 173 -1.80e-02 -3.09e-02 6.51e-02 0.093511 0.992 2.91e-03 0.001588 *
## 174 -1.68e-02 -2.89e-02 6.08e-02 0.087285 0.994 2.53e-03 0.001588 *
## 175 -4.59e-02 -2.10e-03 8.00e-02 0.112414 0.985 4.19e-03 0.001414 *
## 176 -3.71e-02 -1.70e-03 6.47e-02 0.091002 0.991 2.75e-03 0.001414 *
## 177 -3.28e-02 -1.50e-03 5.71e-02 0.080320 0.994 2.15e-03 0.001414
## 178 -3.71e-02 -1.70e-03 6.47e-02 0.091002 0.991 2.75e-03 0.001414 *
## 179 -4.59e-02 -2.10e-03 8.00e-02 0.112414 0.985 4.19e-03 0.001414 *
## 180 -4.83e-02 -2.21e-03 8.42e-02 0.118315 0.983 4.64e-03 0.001414 *
## 181 -3.08e-02 -1.41e-03 5.37e-02 0.075517 0.995 1.90e-03 0.001414
## 182 -1.63e-02 -2.79e-02 5.88e-02 0.084457 0.994 2.37e-03 0.001588
## 183 -2.16e-02 -3.70e-02 7.80e-02 0.111933 0.987 4.16e-03 0.001588 *
## 184 -4.39e-02 -2.01e-03 7.65e-02 0.107590 0.987 3.84e-03 0.001414 *
## 185 2.51e-02 -2.25e-02 -9.72e-05 0.058662 0.994 1.14e-03 0.000817
## 186 -2.97e-02 -1.36e-03 5.18e-02 0.072797 0.996 1.76e-03 0.001414
## 187 -1.25e-02 -2.16e-02 2.91e-02 -0.043184 1.002 6.22e-04 0.002021
## 188 4.92e-03 -1.21e-02 1.39e-03 -0.017058 1.003 9.70e-05 0.001398
## 189 -1.42e-03 1.13e-03 1.15e-03 0.002076 1.004 1.44e-06 0.002002
## 190 -1.60e-02 -2.44e-03 1.88e-02 -0.025528 1.003 2.17e-04 0.001530
## 191 5.88e-03 1.02e-02 -1.37e-02 0.020371 1.004 1.38e-04 0.002021
## 192 4.72e-02 -2.41e-02 -5.28e-02 -0.080764 0.995 2.17e-03 0.001552
## 193 4.46e-02 -2.28e-02 -4.99e-02 -0.076293 0.996 1.94e-03 0.001552
## 194 -4.56e-04 3.06e-04 4.29e-04 0.000708 1.004 1.67e-07 0.001738
## 195 -1.18e-02 7.94e-03 1.11e-02 0.018384 1.003 1.13e-04 0.001738
## 196 -2.38e-03 -1.09e-04 4.14e-03 0.005822 1.003 1.13e-05 0.001414
## 197 -1.59e-03 1.07e-03 1.50e-03 0.002475 1.004 2.04e-06 0.001738
## 198 -2.57e-02 2.03e-02 2.08e-02 0.037502 1.003 4.69e-04 0.002002
## 199 7.52e-04 -2.04e-04 -6.51e-04 0.000933 1.004 2.90e-07 0.001593
## 200 -2.38e-03 -1.09e-04 4.14e-03 0.005822 1.003 1.13e-05 0.001414
## 201 -4.03e-04 -1.85e-05 7.03e-04 0.000988 1.004 3.26e-07 0.001414
## 202 1.26e-02 -3.42e-03 -1.09e-02 0.015594 1.003 8.11e-05 0.001593
## 203 3.91e-03 1.79e-04 -6.82e-03 -0.009583 1.003 3.06e-05 0.001414
## 204 3.77e-04 6.53e-04 -8.82e-04 0.001307 1.004 5.70e-07 0.002021
## 205 -9.56e-03 6.42e-03 8.99e-03 0.014848 1.004 7.35e-05 0.001738
## 206 9.96e-03 1.52e-03 -1.17e-02 0.015926 1.003 8.46e-05 0.001530
## 207 -4.76e-03 -2.18e-04 8.30e-03 0.011666 1.003 4.54e-05 0.001414
## 208 5.64e-04 9.69e-04 -2.04e-03 -0.002928 1.004 2.86e-06 0.001588
## 209 -2.08e-04 -9.53e-06 3.63e-04 0.000510 1.004 8.68e-08 0.001414
## 210 -2.38e-03 -1.09e-04 4.14e-03 0.005822 1.003 1.13e-05 0.001414
## 211 -1.18e-02 7.94e-03 1.11e-02 0.018384 1.003 1.13e-04 0.001738
## 212 -2.57e-02 2.03e-02 2.08e-02 0.037502 1.003 4.69e-04 0.002002
## 213 -1.68e-03 -7.70e-05 2.93e-03 0.004122 1.003 5.67e-06 0.001414
## 214 -2.08e-04 -9.53e-06 3.63e-04 0.000510 1.004 8.68e-08 0.001414
## 215 7.90e-03 2.48e-02 -2.67e-02 0.041827 1.003 5.83e-04 0.002340
## 216 1.96e-03 8.97e-05 -3.42e-03 -0.004802 1.003 7.69e-06 0.001414
## 217 1.16e-02 2.00e-02 -2.70e-02 0.040078 1.002 5.35e-04 0.002021
## 218 9.83e-03 -2.67e-03 -8.52e-03 0.012211 1.003 4.97e-05 0.001593
## 219 9.83e-03 -2.67e-03 -8.52e-03 0.012211 1.003 4.97e-05 0.001593
## 220 -6.71e-03 -3.07e-04 1.17e-02 0.016448 1.003 9.02e-05 0.001414
## 221 -2.38e-03 -1.09e-04 4.14e-03 0.005822 1.003 1.13e-05 0.001414
## 222 -4.54e-03 -2.08e-04 7.92e-03 0.011135 1.003 4.14e-05 0.001414
## 223 -2.37e-03 -1.29e-04 4.16e-03 0.005843 1.003 1.14e-05 0.001414
## 224 5.44e-03 1.81e-03 -1.24e-03 0.031521 1.000 3.31e-04 0.000700
## 225 -4.54e-03 -2.08e-04 7.92e-03 0.011135 1.003 4.14e-05 0.001414
## 226 -6.71e-03 -3.07e-04 1.17e-02 0.016448 1.003 9.02e-05 0.001414
## 227 1.31e-02 2.00e-03 -1.54e-02 0.020902 1.003 1.46e-04 0.001530
## 228 -1.04e-03 -1.79e-03 3.76e-03 0.005404 1.004 9.74e-06 0.001588
## 229 -4.54e-03 -2.08e-04 7.92e-03 0.011135 1.003 4.14e-05 0.001414
## 230 -3.34e-03 -5.74e-03 1.21e-02 0.017339 1.003 1.00e-04 0.001588
## 231 1.87e-02 -5.08e-03 -1.62e-02 0.023208 1.003 1.80e-04 0.001593
## 232 -6.71e-03 -3.07e-04 1.17e-02 0.016448 1.003 9.02e-05 0.001414
## 233 1.89e-02 -5.14e-03 -1.64e-02 0.023490 1.003 1.84e-04 0.001593
## 234 1.96e-02 3.00e-03 -2.32e-02 0.031407 1.002 3.29e-04 0.001530
## 235 -2.16e-03 -9.89e-05 3.76e-03 0.005291 1.003 9.34e-06 0.001414
## 236 -1.08e-03 -4.92e-05 1.87e-03 0.002635 1.004 2.32e-06 0.001414
## 237 1.96e-03 8.97e-05 -3.42e-03 -0.004802 1.003 7.69e-06 0.001414
## 238 1.32e-02 2.29e-02 -3.09e-02 0.045802 1.002 6.99e-04 0.002021
## 239 -1.11e-02 -5.06e-04 1.93e-02 0.027076 1.002 2.44e-04 0.001414
## 240 -2.38e-03 -1.09e-04 4.14e-03 0.005822 1.003 1.13e-05 0.001414
## 241 1.96e-03 8.97e-05 -3.42e-03 -0.004802 1.003 7.69e-06 0.001414
## 242 1.65e-02 2.53e-03 -1.95e-02 0.026430 1.003 2.33e-04 0.001530
## 243 1.31e-02 2.00e-03 -1.54e-02 0.020902 1.003 1.46e-04 0.001530
## 244 7.90e-03 2.48e-02 -2.67e-02 0.041827 1.003 5.83e-04 0.002340
## 245 -1.25e-03 -5.72e-05 2.18e-03 0.003060 1.004 3.12e-06 0.001414
## 246 -9.10e-03 -4.17e-04 1.59e-02 0.022293 1.003 1.66e-04 0.001414
## 247 1.31e-02 2.00e-03 -1.54e-02 0.020902 1.003 1.46e-04 0.001530
## 248 2.79e-03 9.30e-04 -6.40e-04 0.016201 1.002 8.75e-05 0.000700
## 249 -9.10e-03 -4.17e-04 1.59e-02 0.022293 1.003 1.66e-04 0.001414
## 250 -1.51e-03 -6.91e-05 2.63e-03 0.003697 1.003 4.56e-06 0.001414
## 251 -1.51e-03 -6.91e-05 2.63e-03 0.003697 1.003 4.56e-06 0.001414
## 252 1.54e-04 5.12e-05 -3.52e-05 0.000892 1.003 2.65e-07 0.000700
## 253 -1.51e-03 -6.91e-05 2.63e-03 0.003697 1.003 4.56e-06 0.001414
## 254 -1.54e-02 -7.05e-04 2.68e-02 0.037708 1.001 4.74e-04 0.001414
## 255 6.34e-03 2.90e-04 -1.11e-02 -0.015534 1.003 8.05e-05 0.001414
## 256 -6.50e-03 -2.97e-04 1.13e-02 0.015916 1.003 8.45e-05 0.001414
## 257 -9.10e-03 -4.17e-04 1.59e-02 0.022293 1.003 1.66e-04 0.001414
## 258 1.71e-02 -4.65e-03 -1.48e-02 0.021234 1.003 1.50e-04 0.001593
## 259 1.89e-02 -5.14e-03 -1.64e-02 0.023490 1.003 1.84e-04 0.001593
## 260 -8.88e-03 -4.07e-04 1.55e-02 0.021761 1.003 1.58e-04 0.001414
## 261 1.89e-02 -5.14e-03 -1.64e-02 0.023490 1.003 1.84e-04 0.001593
## 262 -4.74e-03 -2.17e-04 8.26e-03 0.011613 1.003 4.50e-05 0.001414
## 263 3.57e-03 1.19e-03 -8.17e-04 0.020683 1.002 1.43e-04 0.000700
## 264 -5.85e-03 -2.68e-04 1.02e-02 0.014322 1.003 6.84e-05 0.001414
## 265 -1.71e-03 -2.94e-03 6.19e-03 0.008894 1.004 2.64e-05 0.001588
## 266 -2.38e-03 -1.09e-04 4.14e-03 0.005822 1.003 1.13e-05 0.001414
## 267 -4.74e-03 -2.17e-04 8.26e-03 0.011613 1.003 4.50e-05 0.001414
## 268 1.65e-02 2.53e-03 -1.95e-02 0.026430 1.003 2.33e-04 0.001530
## 269 -2.57e-02 2.03e-02 2.08e-02 0.037502 1.003 4.69e-04 0.002002
## 270 6.16e-03 9.41e-04 -7.26e-03 0.009846 1.003 3.23e-05 0.001530
## 271 1.16e-02 2.00e-02 -2.70e-02 0.040078 1.002 5.35e-04 0.002021
## 272 -6.71e-03 -3.07e-04 1.17e-02 0.016448 1.003 9.02e-05 0.001414
## 273 1.16e-02 2.00e-02 -2.70e-02 0.040078 1.002 5.35e-04 0.002021
## 274 3.50e-03 1.17e-03 -8.02e-04 0.020310 1.002 1.38e-04 0.000700
## 275 -9.10e-03 -4.17e-04 1.59e-02 0.022293 1.003 1.66e-04 0.001414
## 276 -3.38e-04 -1.55e-05 5.90e-04 0.000829 1.004 2.29e-07 0.001414
## 277 -4.86e-03 -8.35e-03 1.76e-02 0.025222 1.003 2.12e-04 0.001588
## 278 9.93e-03 1.52e-03 -1.17e-02 0.015871 1.003 8.40e-05 0.001530
## 279 -3.34e-03 -5.74e-03 1.21e-02 0.017339 1.003 1.00e-04 0.001588
## 280 3.41e-02 5.21e-03 -4.02e-02 0.054538 1.000 9.91e-04 0.001530
## 281 -3.78e-03 -6.48e-03 1.36e-02 0.019591 1.003 1.28e-04 0.001588
## 282 -6.71e-03 -3.07e-04 1.17e-02 0.016448 1.003 9.02e-05 0.001414
## 283 -3.56e-03 -6.11e-03 1.29e-02 0.018465 1.003 1.14e-04 0.001588
## 284 -1.11e-02 -5.06e-04 1.93e-02 0.027076 1.002 2.44e-04 0.001414
## 285 -2.38e-03 -1.09e-04 4.14e-03 0.005822 1.003 1.13e-05 0.001414
## 286 -6.71e-03 -3.07e-04 1.17e-02 0.016448 1.003 9.02e-05 0.001414
## 287 -1.29e-03 -5.92e-05 2.25e-03 0.003166 1.004 3.34e-06 0.001414
## 288 7.52e-04 -2.04e-04 -6.51e-04 0.000933 1.004 2.90e-07 0.001593
## 289 -1.49e-03 -2.55e-03 5.37e-03 0.007712 1.004 1.98e-05 0.001588
## 290 -6.71e-03 -3.07e-04 1.17e-02 0.016448 1.003 9.02e-05 0.001414
## 291 1.69e-02 2.58e-03 -1.99e-02 0.026983 1.003 2.43e-04 0.001530
## 292 -1.07e-02 -4.91e-04 1.87e-02 0.026278 1.002 2.30e-04 0.001414
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## 491 2.83e-04 9.41e-05 -6.47e-05 0.001638 1.003 8.95e-07 0.000700
## 492 2.83e-03 1.29e-04 -4.93e-03 -0.006927 1.003 1.60e-05 0.001414
## 493 -6.20e-04 1.69e-04 5.37e-04 -0.000770 1.004 1.98e-07 0.001593
## 494 -6.91e-04 -3.49e-03 5.08e-03 0.007606 1.004 1.93e-05 0.001791
## 495 1.57e-03 5.23e-04 -3.60e-04 0.009106 1.003 2.77e-05 0.000700
## 496 8.23e-03 1.26e-03 -9.70e-03 0.013163 1.003 5.78e-05 0.001530
## 497 -1.51e-03 -6.91e-05 2.63e-03 0.003697 1.003 4.56e-06 0.001414
## 498 6.16e-03 9.41e-04 -7.26e-03 0.009846 1.003 3.23e-05 0.001530
## 499 6.59e-04 3.02e-05 -1.15e-03 -0.001615 1.004 8.70e-07 0.001414
## 500 7.52e-04 -2.04e-04 -6.51e-04 0.000933 1.004 2.90e-07 0.001593
## 501 7.38e-03 3.38e-04 -1.29e-02 -0.018084 1.003 1.09e-04 0.001414
## 502 1.57e-03 5.23e-04 -3.60e-04 0.009106 1.003 2.77e-05 0.000700
## 503 -1.10e-03 -1.68e-04 1.30e-03 -0.001760 1.004 1.03e-06 0.001530
## 504 -4.78e-04 -7.31e-05 5.64e-04 -0.000765 1.004 1.95e-07 0.001530
## 505 -3.56e-03 9.69e-04 3.09e-03 -0.004423 1.004 6.53e-06 0.001593
## 506 -4.25e-04 -1.95e-05 7.41e-04 0.001041 1.004 3.62e-07 0.001414
## 507 1.57e-03 5.23e-04 -3.60e-04 0.009106 1.003 2.77e-05 0.000700
## 508 -6.29e-04 -1.08e-03 2.27e-03 0.003264 1.004 3.55e-06 0.001588
## 509 3.91e-03 1.79e-04 -6.82e-03 -0.009583 1.003 3.06e-05 0.001414
## 510 6.73e-04 1.15e-03 -2.43e-03 -0.003491 1.004 4.06e-06 0.001588
## 511 -1.06e-03 -1.83e-03 3.84e-03 0.005516 1.004 1.01e-05 0.001588
## 512 -2.16e-03 -9.89e-05 3.76e-03 0.005291 1.003 9.34e-06 0.001414
## 513 -1.11e-02 -5.06e-04 1.93e-02 0.027076 1.002 2.44e-04 0.001414
## 514 9.83e-03 -2.67e-03 -8.52e-03 0.012211 1.003 4.97e-05 0.001593
## 515 5.75e-03 -1.56e-03 -4.98e-03 0.007136 1.004 1.70e-05 0.001593
## 516 8.02e-03 -2.18e-03 -6.95e-03 0.009955 1.004 3.31e-05 0.001593
## 517 -2.38e-03 -1.09e-04 4.14e-03 0.005822 1.003 1.13e-05 0.001414
## 518 1.21e-03 -3.28e-04 -1.04e-03 0.001497 1.004 7.48e-07 0.001593
## 519 1.55e-03 2.66e-03 -5.61e-03 -0.008050 1.004 2.16e-05 0.001588
## 520 -2.08e-04 -9.53e-06 3.63e-04 0.000510 1.004 8.68e-08 0.001414
## 521 -4.24e-03 1.15e-03 3.68e-03 -0.005269 1.004 9.26e-06 0.001593
## 522 -9.09e-04 -4.59e-03 6.67e-03 0.009998 1.004 3.33e-05 0.001791
## 523 7.60e-03 3.48e-04 -1.32e-02 -0.018615 1.003 1.16e-04 0.001414
## 524 6.16e-02 9.42e-03 -7.26e-02 0.098489 0.990 3.22e-03 0.001530 *
## 525 9.62e-03 1.47e-03 -1.13e-02 0.015374 1.003 7.88e-05 0.001530
## 526 1.32e-03 2.02e-04 -1.55e-03 0.002109 1.004 1.48e-06 0.001530
## 527 9.62e-03 1.47e-03 -1.13e-02 0.015374 1.003 7.88e-05 0.001530
## 528 7.52e-04 -2.04e-04 -6.51e-04 0.000933 1.004 2.90e-07 0.001593
## 529 3.05e-03 4.66e-04 -3.59e-03 0.004872 1.004 7.92e-06 0.001530
## 530 -1.02e-02 -4.66e-04 1.77e-02 0.024950 1.003 2.08e-04 0.001414
## 531 7.52e-04 -2.04e-04 -6.51e-04 0.000933 1.004 2.90e-07 0.001593
## 532 -6.19e-04 -2.06e-04 1.42e-04 -0.003589 1.003 4.30e-06 0.000700
## 533 5.47e-03 8.36e-04 -6.44e-03 0.008741 1.004 2.55e-05 0.001530
## 534 -2.14e-03 -9.79e-05 3.73e-03 0.005238 1.003 9.15e-06 0.001414
## 535 2.00e-02 3.06e-03 -2.36e-02 0.031960 1.002 3.41e-04 0.001530
## 536 -2.38e-03 -1.09e-04 4.14e-03 0.005822 1.003 1.13e-05 0.001414
## 537 2.83e-03 1.29e-04 -4.93e-03 -0.006927 1.003 1.60e-05 0.001414
## 538 3.60e-03 6.18e-03 -1.30e-02 -0.018691 1.003 1.17e-04 0.001588
## 539 1.78e-04 9.01e-04 -1.31e-03 -0.001962 1.004 1.28e-06 0.001791
## 540 1.31e-03 4.37e-04 -3.01e-04 0.007612 1.003 1.93e-05 0.000700
## 541 1.96e-03 8.97e-05 -3.42e-03 -0.004802 1.003 7.69e-06 0.001414
## 542 1.65e-02 2.53e-03 -1.95e-02 0.026430 1.003 2.33e-04 0.001530
## 543 -2.97e-04 -9.89e-05 6.80e-05 -0.001722 1.003 9.89e-07 0.000700
## 544 9.38e-03 -2.55e-03 -8.13e-03 0.011647 1.004 4.52e-05 0.001593
## 545 -6.71e-03 -3.07e-04 1.17e-02 0.016448 1.003 9.02e-05 0.001414
## 546 5.64e-04 9.69e-04 -2.04e-03 -0.002928 1.004 2.86e-06 0.001588
## 547 -4.76e-03 -2.18e-04 8.30e-03 0.011666 1.003 4.54e-05 0.001414
## 548 7.52e-04 -2.04e-04 -6.51e-04 0.000933 1.004 2.90e-07 0.001593
## 549 9.95e-03 -4.14e-03 -7.56e-03 0.011541 1.004 4.44e-05 0.001741
## 550 2.39e-02 -6.50e-03 -2.07e-02 0.029696 1.003 2.94e-04 0.001593
## 551 2.70e-03 4.13e-04 -3.18e-03 0.004320 1.004 6.22e-06 0.001530
## 552 8.02e-03 -2.18e-03 -6.95e-03 0.009955 1.004 3.31e-05 0.001593
## 553 -6.71e-03 -3.07e-04 1.17e-02 0.016448 1.003 9.02e-05 0.001414
## 554 4.67e-04 8.01e-04 -1.69e-03 -0.002421 1.004 1.96e-06 0.001588
## 555 1.31e-02 2.00e-03 -1.54e-02 0.020902 1.003 1.46e-04 0.001530
## 556 -8.67e-05 -1.49e-04 3.13e-04 0.000450 1.004 6.75e-08 0.001588
## 557 -2.38e-03 -1.09e-04 4.14e-03 0.005822 1.003 1.13e-05 0.001414
## 558 -2.87e-03 -1.45e-02 2.10e-02 0.031533 1.003 3.32e-04 0.001791
## 559 1.74e-03 7.98e-05 -3.04e-03 -0.004271 1.003 6.08e-06 0.001414
## 560 -9.10e-03 -4.17e-04 1.59e-02 0.022293 1.003 1.66e-04 0.001414
## 561 6.16e-03 9.41e-04 -7.26e-03 0.009846 1.003 3.23e-05 0.001530
## 562 8.02e-03 -2.18e-03 -6.95e-03 0.009955 1.004 3.31e-05 0.001593
## 563 -8.33e-03 2.27e-03 7.22e-03 -0.010344 1.004 3.57e-05 0.001593
## 564 2.00e-02 3.06e-03 -2.36e-02 0.031960 1.002 3.41e-04 0.001530
## 565 -1.06e-03 2.90e-04 9.23e-04 -0.001322 1.004 5.83e-07 0.001593
## 566 9.38e-03 -2.55e-03 -8.13e-03 0.011647 1.004 4.52e-05 0.001593
## 567 3.41e-04 1.13e-04 -7.80e-05 0.001974 1.003 1.30e-06 0.000700
## 568 9.98e-04 1.71e-03 -3.61e-03 -0.005179 1.004 8.95e-06 0.001588
## 569 1.96e-03 8.97e-05 -3.42e-03 -0.004802 1.003 7.69e-06 0.001414
## 570 -6.93e-03 -3.17e-04 1.21e-02 0.016979 1.003 9.61e-05 0.001414
## 571 2.00e-02 3.06e-03 -2.36e-02 0.031960 1.002 3.41e-04 0.001530
## 572 -4.25e-04 -1.95e-05 7.41e-04 0.001041 1.004 3.62e-07 0.001414
## 573 9.83e-03 -2.67e-03 -8.52e-03 0.012211 1.003 4.97e-05 0.001593
## 574 1.14e-02 1.74e-03 -1.35e-02 0.018248 1.003 1.11e-04 0.001530
## 575 1.02e-03 -2.78e-04 -8.87e-04 0.001272 1.004 5.39e-07 0.001593
## 576 -3.68e-03 -1.68e-04 6.41e-03 0.009010 1.003 2.71e-05 0.001414
## 577 -4.25e-04 -1.95e-05 7.41e-04 0.001041 1.004 3.62e-07 0.001414
## 578 -2.38e-03 -1.09e-04 4.14e-03 0.005822 1.003 1.13e-05 0.001414
## 579 9.96e-03 1.52e-03 -1.17e-02 0.015926 1.003 8.46e-05 0.001530
## 580 -2.16e-03 -9.89e-05 3.76e-03 0.005291 1.003 9.34e-06 0.001414
## 581 1.87e-02 -5.10e-03 -1.62e-02 0.023265 1.003 1.80e-04 0.001593
## 582 5.75e-03 -1.56e-03 -4.98e-03 0.007136 1.004 1.70e-05 0.001593
## 583 -8.33e-03 2.27e-03 7.22e-03 -0.010344 1.004 3.57e-05 0.001593
## 584 1.65e-03 2.83e-03 -5.96e-03 -0.008557 1.004 2.44e-05 0.001588
## 585 6.67e-04 3.37e-03 -4.90e-03 -0.007345 1.004 1.80e-05 0.001791
## 586 2.00e-02 3.06e-03 -2.36e-02 0.031960 1.002 3.41e-04 0.001530
## 587 1.82e-03 -7.57e-04 -1.38e-03 0.002107 1.004 1.48e-06 0.001741
## 588 1.96e-02 3.00e-03 -2.32e-02 0.031407 1.002 3.29e-04 0.001530
## 589 7.52e-04 -2.04e-04 -6.51e-04 0.000933 1.004 2.90e-07 0.001593
## 590 7.52e-04 -2.04e-04 -6.51e-04 0.000933 1.004 2.90e-07 0.001593
## 591 6.16e-03 9.41e-04 -7.26e-03 0.009846 1.003 3.23e-05 0.001530
## 592 5.64e-04 9.69e-04 -2.04e-03 -0.002928 1.004 2.86e-06 0.001588
## 593 7.52e-04 -2.04e-04 -6.51e-04 0.000933 1.004 2.90e-07 0.001593
## 594 5.64e-04 9.69e-04 -2.04e-03 -0.002928 1.004 2.86e-06 0.001588
## 595 8.47e-03 -2.30e-03 -7.34e-03 0.010519 1.004 3.69e-05 0.001593
## 596 5.75e-03 -1.56e-03 -4.98e-03 0.007136 1.004 1.70e-05 0.001593
## 597 -3.61e-04 -1.20e-04 8.27e-05 -0.002095 1.003 1.46e-06 0.000700
## 598 6.66e-03 -1.81e-03 -5.77e-03 0.008263 1.004 2.28e-05 0.001593
## 599 5.29e-03 -1.44e-03 -4.59e-03 0.006572 1.004 1.44e-05 0.001593
## 600 -3.78e-03 -6.48e-03 1.36e-02 0.019591 1.003 1.28e-04 0.001588
## 601 8.23e-03 1.26e-03 -9.70e-03 0.013163 1.003 5.78e-05 0.001530
## 602 -7.61e-03 -2.39e-02 2.57e-02 -0.040269 1.003 5.41e-04 0.002340
## 603 -8.33e-03 2.29e-03 7.20e-03 -0.010330 1.004 3.56e-05 0.001595
## 604 1.27e-02 -3.12e-02 3.58e-03 -0.044017 1.001 6.46e-04 0.001398
## 605 -6.57e-03 -2.06e-02 2.22e-02 -0.034794 1.003 4.04e-04 0.002340
## 606 -2.04e-02 2.18e-02 -5.73e-04 -0.040005 1.000 5.33e-04 0.000993
## 607 -7.61e-03 -2.39e-02 2.57e-02 -0.040269 1.003 5.41e-04 0.002340
## 608 3.72e-02 -2.94e-02 -3.00e-02 -0.054239 1.001 9.80e-04 0.002002
## 609 -9.16e-03 -2.88e-02 3.09e-02 -0.048484 1.002 7.84e-04 0.002340
## 610 1.63e-02 -4.02e-02 4.61e-03 -0.056708 0.999 1.07e-03 0.001398
## 611 -2.87e-02 1.19e-02 2.18e-02 -0.033274 1.003 3.69e-04 0.001741
## 612 1.50e-02 6.86e-04 -2.61e-02 -0.036687 1.002 4.49e-04 0.001414
## 613 -6.96e-03 -2.19e-02 2.35e-02 -0.036847 1.003 4.53e-04 0.002340
## 614 3.33e-02 -2.63e-02 -2.69e-02 -0.048539 1.002 7.85e-04 0.002002
## 615 -1.25e-02 -1.91e-03 1.47e-02 -0.019999 1.003 1.33e-04 0.001530
## 616 4.81e-02 -3.80e-02 -3.88e-02 -0.070082 0.999 1.64e-03 0.002002
## 617 1.98e-02 -1.57e-02 -1.60e-02 -0.028918 1.003 2.79e-04 0.002002
## 618 4.24e-02 -3.35e-02 -3.42e-02 -0.061842 1.000 1.27e-03 0.002002
## 619 -1.11e-02 -1.70e-03 1.31e-02 -0.017788 1.003 1.06e-04 0.001530
## 620 -7.99e-03 -2.51e-02 2.70e-02 -0.042323 1.003 5.97e-04 0.002340
## 621 1.06e-02 4.87e-04 -1.85e-02 -0.026055 1.003 2.26e-04 0.001414
## 622 -9.16e-03 -2.88e-02 3.09e-02 -0.048484 1.002 7.84e-04 0.002340
## 623 -7.67e-03 -1.17e-03 9.04e-03 -0.012261 1.003 5.01e-05 0.001530
## 624 -9.05e-03 -1.38e-03 1.07e-02 -0.014472 1.003 6.99e-05 0.001530
## 625 1.50e-02 6.86e-04 -2.61e-02 -0.036687 1.002 4.49e-04 0.001414
## 626 -3.86e-03 -1.21e-02 1.30e-02 -0.020426 1.004 1.39e-04 0.002340
## 627 2.46e-02 -1.95e-02 -1.99e-02 -0.035879 1.003 4.29e-04 0.002002
## 628 2.46e-02 -1.95e-02 -1.99e-02 -0.035879 1.003 4.29e-04 0.002002
## 629 3.33e-02 -2.63e-02 -2.69e-02 -0.048539 1.002 7.85e-04 0.002002
## 630 -1.60e-02 -2.44e-03 1.88e-02 -0.025528 1.003 2.17e-04 0.001530
## 631 1.10e-02 -2.70e-02 3.10e-03 -0.038199 1.001 4.86e-04 0.001398
## 632 2.46e-02 -1.95e-02 -1.99e-02 -0.035879 1.003 4.29e-04 0.002002
## 633 1.72e-02 -1.36e-02 -1.39e-02 -0.025122 1.003 2.10e-04 0.002002
## 634 8.47e-03 3.88e-04 -1.48e-02 -0.020741 1.003 1.43e-04 0.001414
## 635 2.46e-02 -1.95e-02 -1.99e-02 -0.035879 1.003 4.29e-04 0.002002
## 636 -4.37e-03 -1.37e-02 1.48e-02 -0.023162 1.004 1.79e-04 0.002340
## 637 1.12e-02 -8.82e-03 -9.00e-03 -0.016266 1.004 8.82e-05 0.002002
## 638 3.39e-03 1.71e-02 -2.49e-02 -0.037316 1.002 4.64e-04 0.001791
## 639 4.13e-03 1.89e-04 -7.20e-03 -0.010114 1.003 3.41e-05 0.001414
## 640 3.55e-03 -8.71e-03 1.00e-03 -0.012303 1.003 5.05e-05 0.001398
## 641 -7.55e-04 -1.15e-04 8.90e-04 -0.001207 1.004 4.86e-07 0.001530
## 642 1.06e-02 4.87e-04 -1.85e-02 -0.026055 1.003 2.26e-04 0.001414
## 643 -3.58e-03 -1.19e-03 8.20e-04 -0.020767 1.002 1.44e-04 0.000700
## 644 6.16e-03 9.41e-04 -7.26e-03 0.009846 1.003 3.23e-05 0.001530
## 645 1.59e-02 -1.26e-02 -1.29e-02 -0.023224 1.004 1.80e-04 0.002002
## 646 -2.74e-03 -9.13e-04 6.28e-04 -0.015911 1.002 8.44e-05 0.000700
## 647 -2.56e-02 1.07e-02 1.95e-02 -0.029734 1.003 2.95e-04 0.001741
## 648 -9.03e-03 -2.84e-02 3.05e-02 -0.047799 1.002 7.62e-04 0.002340
## 649 3.39e-03 1.71e-02 -2.49e-02 -0.037256 1.002 4.63e-04 0.001791
## 650 6.30e-03 2.88e-04 -1.10e-02 -0.015427 1.003 7.94e-05 0.001414
## 651 -1.65e-03 -5.49e-04 3.78e-04 -0.009562 1.003 3.05e-05 0.000700
## 652 -1.46e-02 -2.23e-03 1.72e-02 -0.023316 1.003 1.81e-04 0.001530
## 653 -4.21e-03 -6.44e-04 4.96e-03 -0.006734 1.004 1.51e-05 0.001530
## 654 6.30e-03 2.88e-04 -1.10e-02 -0.015427 1.003 7.94e-05 0.001414
## 655 -9.03e-03 -2.84e-02 3.05e-02 -0.047799 1.002 7.62e-04 0.002340
## 656 1.37e-02 6.26e-04 -2.38e-02 -0.033497 1.002 3.74e-04 0.001414
## 657 1.82e-03 -7.57e-04 -1.38e-03 0.002107 1.004 1.48e-06 0.001741
## 658 3.11e-03 1.57e-02 -2.29e-02 -0.034264 1.003 3.91e-04 0.001791
## 659 6.30e-03 2.88e-04 -1.10e-02 -0.015427 1.003 7.94e-05 0.001414
## 660 3.05e-03 4.66e-04 -3.59e-03 0.004872 1.004 7.92e-06 0.001530
## 661 9.64e-03 -2.37e-02 2.72e-03 -0.033441 1.002 3.73e-04 0.001398
## 662 -2.14e-03 -3.27e-04 2.52e-03 -0.003418 1.004 3.90e-06 0.001530
## 663 9.33e-03 4.27e-04 -1.63e-02 -0.022866 1.003 1.74e-04 0.001414
## 664 -3.87e-03 -5.91e-04 4.56e-03 -0.006181 1.004 1.27e-05 0.001530
## 665 6.30e-03 2.88e-04 -1.10e-02 -0.015427 1.003 7.94e-05 0.001414
## 666 -1.60e-02 -2.44e-03 1.88e-02 -0.025528 1.003 2.17e-04 0.001530
## 667 8.25e-03 3.78e-04 -1.44e-02 -0.020209 1.003 1.36e-04 0.001414
## 668 -1.01e-03 -3.35e-04 2.30e-04 -0.005829 1.003 1.13e-05 0.000700
## 669 -2.14e-03 -3.27e-04 2.52e-03 -0.003418 1.004 3.90e-06 0.001530
## 670 1.48e-03 7.49e-03 -1.09e-02 -0.016316 1.004 8.88e-05 0.001791
## 671 -3.89e-02 1.62e-02 2.95e-02 -0.045076 1.001 6.77e-04 0.001741
## 672 2.84e-03 1.44e-02 -2.09e-02 -0.031272 1.003 3.26e-04 0.001791
## 673 1.26e-02 5.77e-04 -2.20e-02 -0.030892 1.002 3.18e-04 0.001414
## 674 -5.30e-03 2.21e-03 4.03e-03 -0.006147 1.004 1.26e-05 0.001741
## 675 -2.92e-02 1.22e-02 2.22e-02 -0.033864 1.002 3.82e-04 0.001741
## 676 -8.35e-03 3.48e-03 6.35e-03 -0.009684 1.004 3.13e-05 0.001741
## 677 8.25e-03 3.78e-04 -1.44e-02 -0.020209 1.003 1.36e-04 0.001414
## 678 2.03e-03 1.02e-02 -1.49e-02 -0.022298 1.003 1.66e-04 0.001791
## 679 6.54e-03 2.99e-04 -1.14e-02 -0.016012 1.003 8.55e-05 0.001414
## 680 1.59e-02 -1.26e-02 -1.29e-02 -0.023224 1.004 1.80e-04 0.002002
## 681 -1.46e-02 -2.23e-03 1.72e-02 -0.023316 1.003 1.81e-04 0.001530
## 682 1.15e-02 5.27e-04 -2.00e-02 -0.028181 1.002 2.65e-04 0.001414
## 683 -5.67e-03 -1.78e-02 1.91e-02 -0.030004 1.004 3.00e-04 0.002340
## 684 -7.67e-03 -1.17e-03 9.04e-03 -0.012261 1.003 5.01e-05 0.001530
## 685 1.06e-02 4.87e-04 -1.85e-02 -0.026055 1.003 2.26e-04 0.001414
## 686 1.06e-02 4.87e-04 -1.85e-02 -0.026055 1.003 2.26e-04 0.001414
## 687 1.06e-02 4.87e-04 -1.85e-02 -0.026055 1.003 2.26e-04 0.001414
## 688 8.47e-03 3.88e-04 -1.48e-02 -0.020741 1.003 1.43e-04 0.001414
## 689 -8.35e-03 3.48e-03 6.35e-03 -0.009684 1.004 3.13e-05 0.001741
## 690 9.33e-03 4.27e-04 -1.63e-02 -0.022866 1.003 1.74e-04 0.001414
## 691 -7.68e-03 8.22e-03 -2.16e-04 -0.015065 1.003 7.57e-05 0.000993
## 692 -7.55e-04 -1.15e-04 8.90e-04 -0.001207 1.004 4.86e-07 0.001530
## 693 6.30e-03 2.88e-04 -1.10e-02 -0.015427 1.003 7.94e-05 0.001414
## 694 1.31e-03 -5.45e-04 -9.95e-04 0.001518 1.004 7.68e-07 0.001741
## 695 -6.77e-03 7.25e-03 -1.90e-04 -0.013285 1.003 5.89e-05 0.000993
## 696 -7.67e-03 -1.17e-03 9.04e-03 -0.012261 1.003 5.01e-05 0.001530
## 697 -3.46e-03 8.49e-03 -9.75e-04 0.011997 1.003 4.80e-05 0.001398
## 698 9.33e-03 4.27e-04 -1.63e-02 -0.022866 1.003 1.74e-04 0.001414
## 699 1.32e-03 2.02e-04 -1.55e-03 0.002109 1.004 1.48e-06 0.001530
## 700 -7.67e-03 -1.17e-03 9.04e-03 -0.012261 1.003 5.01e-05 0.001530
## 701 -1.42e-02 -2.18e-03 1.68e-02 -0.022775 1.003 1.73e-04 0.001530
## 702 -1.10e-03 -1.68e-04 1.30e-03 -0.001760 1.004 1.03e-06 0.001530
## 703 -9.95e-03 1.07e-02 -2.79e-04 -0.019516 1.002 1.27e-04 0.000993
## 704 3.91e-03 1.79e-04 -6.82e-03 -0.009583 1.003 3.06e-05 0.001414
## 705 -1.34e-02 5.59e-03 1.02e-02 -0.015580 1.004 8.10e-05 0.001741
## 706 6.51e-03 2.98e-04 -1.14e-02 -0.015959 1.003 8.49e-05 0.001414
## 707 3.91e-03 1.79e-04 -6.82e-03 -0.009583 1.003 3.06e-05 0.001414
## 708 7.96e-03 -1.96e-02 2.25e-03 -0.027626 1.002 2.54e-04 0.001398
## 709 -3.87e-03 -5.91e-04 4.56e-03 -0.006181 1.004 1.27e-05 0.001530
## 710 -4.21e-03 -6.44e-04 4.96e-03 -0.006734 1.004 1.51e-05 0.001530
## 711 -1.40e-03 -4.41e-03 4.74e-03 -0.007429 1.004 1.84e-05 0.002340
## 712 -1.25e-02 -1.91e-03 1.47e-02 -0.019999 1.003 1.33e-04 0.001530
## 713 -1.04e-02 4.32e-03 7.89e-03 -0.012042 1.004 4.84e-05 0.001741
## 714 8.25e-03 3.78e-04 -1.44e-02 -0.020209 1.003 1.36e-04 0.001414
## 715 -1.11e-02 -1.70e-03 1.31e-02 -0.017788 1.003 1.06e-04 0.001530
## 716 -1.09e-02 -1.66e-03 1.28e-02 -0.017346 1.003 1.00e-04 0.001530
## 717 -2.55e-03 -8.49e-04 5.84e-04 -0.014790 1.002 7.30e-05 0.000700
## 718 -2.16e-04 9.01e-05 1.64e-04 -0.000251 1.004 2.10e-08 0.001741
## 719 6.30e-03 2.88e-04 -1.10e-02 -0.015427 1.003 7.94e-05 0.001414
## 720 -1.08e-02 -1.65e-03 1.27e-02 -0.017235 1.003 9.91e-05 0.001530
## 721 1.28e-02 5.86e-04 -2.23e-02 -0.031370 1.002 3.28e-04 0.001414
## 722 -3.65e-03 -1.21e-03 8.35e-04 -0.021140 1.001 1.49e-04 0.000700
## 723 -9.05e-03 -1.38e-03 1.07e-02 -0.014472 1.003 6.99e-05 0.001530
## 724 -1.85e-02 7.71e-03 1.41e-02 -0.021477 1.003 1.54e-04 0.001741
## 725 -2.92e-02 1.22e-02 2.22e-02 -0.033864 1.002 3.82e-04 0.001741
## 726 -1.65e-02 6.86e-03 1.25e-02 -0.019118 1.003 1.22e-04 0.001741
## 727 1.29e-04 6.54e-04 -9.51e-04 -0.001424 1.004 6.77e-07 0.001791
## 728 -8.02e-03 -1.22e-03 9.45e-03 -0.012813 1.003 5.48e-05 0.001530
## 729 1.75e-03 8.86e-03 -1.29e-02 -0.019307 1.003 1.24e-04 0.001791
## 730 -2.29e-03 -7.63e-04 5.25e-04 -0.013297 1.002 5.90e-05 0.000700
## 731 9.96e-03 1.52e-03 -1.17e-02 0.015926 1.003 8.46e-05 0.001530
## 732 2.70e-03 4.13e-04 -3.18e-03 0.004320 1.004 6.22e-06 0.001530
## 733 7.41e-03 -3.09e-03 -5.63e-03 0.008593 1.004 2.46e-05 0.001741
## 734 -1.91e-03 -6.35e-04 4.37e-04 -0.011056 1.002 4.08e-05 0.000700
## 735 1.96e-03 8.97e-05 -3.42e-03 -0.004802 1.003 7.69e-06 0.001414
## 736 4.13e-03 1.89e-04 -7.20e-03 -0.010114 1.003 3.41e-05 0.001414
## 737 9.33e-03 4.27e-04 -1.63e-02 -0.022866 1.003 1.74e-04 0.001414
## 738 1.15e-02 5.27e-04 -2.00e-02 -0.028181 1.002 2.65e-04 0.001414
## 739 -1.04e-02 4.32e-03 7.89e-03 -0.012042 1.004 4.84e-05 0.001741
## 740 6.95e-03 3.18e-04 -1.21e-02 -0.017021 1.003 9.66e-05 0.001414
## 741 -1.55e-02 6.44e-03 1.18e-02 -0.017939 1.003 1.07e-04 0.001741
## 742 2.70e-03 4.13e-04 -3.18e-03 0.004320 1.004 6.22e-06 0.001530
## 743 7.16e-03 3.28e-04 -1.25e-02 -0.017553 1.003 1.03e-04 0.001414
## 744 -7.67e-03 -1.17e-03 9.04e-03 -0.012261 1.003 5.01e-05 0.001530
## 745 -2.36e-02 9.83e-03 1.79e-02 -0.027375 1.003 2.50e-04 0.001741
## 746 2.90e-03 1.46e-02 -2.13e-02 -0.031870 1.003 3.39e-04 0.001791
## 747 -1.25e-02 -1.91e-03 1.47e-02 -0.019999 1.003 1.33e-04 0.001530
## 748 6.16e-03 9.41e-04 -7.26e-03 0.009846 1.003 3.23e-05 0.001530
## 749 -2.29e-03 -7.63e-04 5.25e-04 -0.013297 1.002 5.90e-05 0.000700
## 750 -1.04e-02 4.32e-03 7.89e-03 -0.012042 1.004 4.84e-05 0.001741
## 751 4.13e-03 1.89e-04 -7.20e-03 -0.010114 1.003 3.41e-05 0.001414
## 752 1.96e-03 8.97e-05 -3.42e-03 -0.004802 1.003 7.69e-06 0.001414
## 753 -2.94e-03 -9.78e-04 6.73e-04 -0.017031 1.002 9.67e-05 0.000700
## 754 -7.55e-04 -1.15e-04 8.90e-04 -0.001207 1.004 4.86e-07 0.001530
## 755 -7.55e-04 -1.15e-04 8.90e-04 -0.001207 1.004 4.86e-07 0.001530
## 756 -1.04e-02 4.32e-03 7.89e-03 -0.012042 1.004 4.84e-05 0.001741
## 757 6.30e-03 2.88e-04 -1.10e-02 -0.015427 1.003 7.94e-05 0.001414
## 758 8.25e-03 3.78e-04 -1.44e-02 -0.020209 1.003 1.36e-04 0.001414
## 759 -3.20e-03 -1.06e-03 7.32e-04 -0.018525 1.002 1.14e-04 0.000700
## 760 1.96e-03 8.97e-05 -3.42e-03 -0.004802 1.003 7.69e-06 0.001414
## 761 3.44e-03 1.74e-02 -2.53e-02 -0.037855 1.002 4.78e-04 0.001791
## 762 -1.35e-02 3.07e-03 1.33e-02 -0.015290 1.006 7.80e-05 0.004034
## 763 -1.08e-03 -3.58e-04 2.46e-04 -0.006239 1.003 1.30e-05 0.000700
## 764 -6.52e-03 2.72e-03 4.96e-03 -0.007562 1.004 1.91e-05 0.001741
## 765 1.78e-04 9.01e-04 -1.31e-03 -0.001962 1.004 1.28e-06 0.001791
## 766 3.91e-03 1.79e-04 -6.82e-03 -0.009583 1.003 3.06e-05 0.001414
## 767 -8.02e-03 -1.22e-03 9.45e-03 -0.012813 1.003 5.48e-05 0.001530
## 768 1.75e-03 8.86e-03 -1.29e-02 -0.019307 1.003 1.24e-04 0.001791
## 769 6.82e-03 -5.21e-03 -5.71e-03 -0.010079 1.004 3.39e-05 0.001929
## 770 -1.85e-02 7.71e-03 1.41e-02 -0.021477 1.003 1.54e-04 0.001741
## 771 -1.85e-02 7.71e-03 1.41e-02 -0.021477 1.003 1.54e-04 0.001741
## 772 -1.85e-02 7.71e-03 1.41e-02 -0.021477 1.003 1.54e-04 0.001741
## 773 8.25e-03 3.78e-04 -1.44e-02 -0.020209 1.003 1.36e-04 0.001414
## 774 1.96e-03 8.97e-05 -3.42e-03 -0.004802 1.003 7.69e-06 0.001414
## 775 -1.26e-03 -4.20e-04 2.89e-04 -0.007322 1.003 1.79e-05 0.000700
## 776 -2.14e-03 -3.27e-04 2.52e-03 -0.003418 1.004 3.90e-06 0.001530
## 777 -4.21e-03 -6.44e-04 4.96e-03 -0.006734 1.004 1.51e-05 0.001530
## 778 -8.35e-03 3.48e-03 6.35e-03 -0.009684 1.004 3.13e-05 0.001741
## 779 -8.35e-03 3.48e-03 6.35e-03 -0.009684 1.004 3.13e-05 0.001741
## 780 1.09e-02 4.97e-04 -1.89e-02 -0.026587 1.002 2.36e-04 0.001414
## 781 1.27e-03 6.39e-03 -9.29e-03 -0.013924 1.004 6.47e-05 0.001791
## 782 -1.04e-02 4.32e-03 7.89e-03 -0.012042 1.004 4.84e-05 0.001741
## 783 1.06e-02 4.87e-04 -1.85e-02 -0.026055 1.003 2.26e-04 0.001414
## 784 -2.24e-03 -7.46e-04 5.13e-04 -0.012998 1.002 5.63e-05 0.000700
## 785 -8.35e-03 3.48e-03 6.35e-03 -0.009684 1.004 3.13e-05 0.001741
## 786 -3.86e-03 -1.21e-02 1.30e-02 -0.020426 1.004 1.39e-04 0.002340
## 787 -7.55e-04 -1.15e-04 8.90e-04 -0.001207 1.004 4.86e-07 0.001530
## 788 6.51e-03 2.98e-04 -1.14e-02 -0.015959 1.003 8.49e-05 0.001414
## 789 -8.35e-03 3.48e-03 6.35e-03 -0.009684 1.004 3.13e-05 0.001741
## 790 1.06e-02 4.87e-04 -1.85e-02 -0.026055 1.003 2.26e-04 0.001414
## 791 -3.87e-03 -5.91e-04 4.56e-03 -0.006181 1.004 1.27e-05 0.001530
## 792 -1.85e-02 7.71e-03 1.41e-02 -0.021477 1.003 1.54e-04 0.001741
## 793 1.58e-02 7.25e-04 -2.76e-02 -0.038814 1.001 5.02e-04 0.001414
## 794 1.06e-02 4.87e-04 -1.85e-02 -0.026055 1.003 2.26e-04 0.001414
## 795 -2.38e-03 -1.09e-04 4.14e-03 0.005822 1.003 1.13e-05 0.001414
## 796 1.06e-02 4.87e-04 -1.85e-02 -0.026055 1.003 2.26e-04 0.001414
## 797 -9.09e-04 -4.59e-03 6.67e-03 0.009998 1.004 3.33e-05 0.001791
## 798 -7.67e-03 -1.17e-03 9.04e-03 -0.012261 1.003 5.01e-05 0.001530
## 799 -7.55e-04 -1.15e-04 8.90e-04 -0.001207 1.004 4.86e-07 0.001530
## 800 -1.25e-02 -1.91e-03 1.47e-02 -0.019999 1.003 1.33e-04 0.001530
## 801 2.30e-03 1.16e-02 -1.69e-02 -0.025349 1.003 2.14e-04 0.001791
## 802 -4.44e-04 -6.78e-05 5.23e-04 -0.000710 1.004 1.68e-07 0.001530
## 803 -5.60e-03 -8.55e-04 6.59e-03 -0.008944 1.004 2.67e-05 0.001530
## 804 1.96e-03 8.97e-05 -3.42e-03 -0.004802 1.003 7.69e-06 0.001414
## 805 -8.86e-03 3.69e-03 6.73e-03 -0.010274 1.004 3.52e-05 0.001741
## 806 8.25e-03 3.78e-04 -1.44e-02 -0.020209 1.003 1.36e-04 0.001414
## 807 6.30e-03 2.88e-04 -1.10e-02 -0.015427 1.003 7.94e-05 0.001414
## 808 -1.82e-02 6.80e-03 1.44e-02 -0.021485 1.003 1.54e-04 0.001685
## 809 -1.25e-02 -1.91e-03 1.47e-02 -0.019999 1.003 1.33e-04 0.001530
## 810 -3.27e-03 1.36e-03 2.48e-03 -0.003788 1.004 4.79e-06 0.001741
## 811 -1.85e-02 7.71e-03 1.41e-02 -0.021477 1.003 1.54e-04 0.001741
## 812 -3.87e-03 -5.91e-04 4.56e-03 -0.006181 1.004 1.27e-05 0.001530
## 813 -7.67e-03 -1.17e-03 9.04e-03 -0.012261 1.003 5.01e-05 0.001530
## 814 1.96e-03 8.97e-05 -3.42e-03 -0.004802 1.003 7.69e-06 0.001414
## 815 -7.67e-03 -1.17e-03 9.04e-03 -0.012261 1.003 5.01e-05 0.001530
## 816 1.81e-03 9.14e-03 -1.33e-02 -0.019905 1.003 1.32e-04 0.001791
## 817 -1.42e-02 -2.18e-03 1.68e-02 -0.022764 1.003 1.73e-04 0.001530
## 818 6.51e-03 2.98e-04 -1.14e-02 -0.015959 1.003 8.49e-05 0.001414
## 819 1.06e-02 4.87e-04 -1.85e-02 -0.026055 1.003 2.26e-04 0.001414
## 820 7.68e-03 -6.08e-03 -6.20e-03 -0.011206 1.004 4.19e-05 0.002002
## 821 -4.21e-03 -6.44e-04 4.96e-03 -0.006734 1.004 1.51e-05 0.001530
## 822 -2.94e-03 -9.78e-04 6.73e-04 -0.017031 1.002 9.67e-05 0.000700
## 823 8.25e-03 3.78e-04 -1.44e-02 -0.020209 1.003 1.36e-04 0.001414
## 824 3.20e-03 3.75e-04 -3.69e-03 0.005001 1.004 8.34e-06 0.001525
## 825 -2.87e-02 1.19e-02 2.18e-02 -0.033274 1.003 3.69e-04 0.001741
## 826 -1.26e-03 -4.20e-04 2.89e-04 -0.007322 1.003 1.79e-05 0.000700
## 827 4.53e-03 2.29e-02 -3.33e-02 -0.049829 1.001 8.27e-04 0.001791
## 828 -2.83e-03 -4.32e-04 3.33e-03 -0.004523 1.004 6.82e-06 0.001530
## 829 -7.55e-04 -1.15e-04 8.90e-04 -0.001207 1.004 4.86e-07 0.001530
## 830 -5.30e-03 2.21e-03 4.03e-03 -0.006147 1.004 1.26e-05 0.001741
## 831 1.06e-02 4.87e-04 -1.85e-02 -0.026055 1.003 2.26e-04 0.001414
## 832 1.32e-03 6.66e-03 -9.69e-03 -0.014522 1.004 7.03e-05 0.001791
## 833 1.76e-03 8.08e-05 -3.08e-03 -0.004324 1.003 6.24e-06 0.001414
## 834 3.91e-03 1.79e-04 -6.82e-03 -0.009583 1.003 3.06e-05 0.001414
## 835 -8.35e-03 3.48e-03 6.35e-03 -0.009684 1.004 3.13e-05 0.001741
## 836 -2.14e-03 -3.27e-04 2.52e-03 -0.003418 1.004 3.90e-06 0.001530
## 837 1.96e-03 8.97e-05 -3.42e-03 -0.004802 1.003 7.69e-06 0.001414
## 838 1.48e-03 7.49e-03 -1.09e-02 -0.016316 1.004 8.88e-05 0.001791
## 839 -7.55e-04 -1.15e-04 8.90e-04 -0.001207 1.004 4.86e-07 0.001530
## 840 -2.97e-04 -9.89e-05 6.80e-05 -0.001722 1.003 9.89e-07 0.000700
## 841 6.39e-03 -2.66e-03 -4.86e-03 0.007414 1.004 1.83e-05 0.001741
## 842 -9.84e-03 3.68e-03 7.79e-03 -0.011623 1.004 4.51e-05 0.001685
## 843 3.05e-03 4.66e-04 -3.59e-03 0.004872 1.004 7.92e-06 0.001530
## 844 9.33e-03 4.27e-04 -1.63e-02 -0.022866 1.003 1.74e-04 0.001414
## 845 -2.00e-02 8.35e-03 1.52e-02 -0.023246 1.003 1.80e-04 0.001741
## 846 -7.55e-04 -1.15e-04 8.90e-04 -0.001207 1.004 4.86e-07 0.001530
## 847 4.78e-03 7.30e-04 -5.63e-03 0.007636 1.004 1.94e-05 0.001530
## 848 1.96e-03 8.97e-05 -3.42e-03 -0.004802 1.003 7.69e-06 0.001414
## 849 -1.01e-03 -3.35e-04 2.30e-04 -0.005829 1.003 1.13e-05 0.000700
## 850 6.30e-03 2.88e-04 -1.10e-02 -0.015427 1.003 7.94e-05 0.001414
## 851 -1.06e-02 1.14e-02 -2.99e-04 -0.020852 1.002 1.45e-04 0.000993
## 852 -5.60e-03 -8.55e-04 6.59e-03 -0.008944 1.004 2.67e-05 0.001530
## 853 -1.56e-02 -2.39e-03 1.84e-02 -0.024975 1.003 2.08e-04 0.001530
## 854 1.04e-02 4.77e-04 -1.82e-02 -0.025524 1.003 2.17e-04 0.001414
## 855 -2.29e-03 -7.63e-04 5.25e-04 -0.013297 1.002 5.90e-05 0.000700
## 856 -8.35e-03 3.48e-03 6.35e-03 -0.009684 1.004 3.13e-05 0.001741
## 857 6.30e-03 2.88e-04 -1.10e-02 -0.015427 1.003 7.94e-05 0.001414
## 858 1.26e-02 5.76e-04 -2.19e-02 -0.030839 1.002 3.17e-04 0.001414
## 859 1.48e-02 6.77e-04 -2.58e-02 -0.036209 1.002 4.37e-04 0.001414
## 860 -9.05e-03 -1.38e-03 1.07e-02 -0.014472 1.003 6.99e-05 0.001530
## 861 -2.16e-04 9.01e-05 1.64e-04 -0.000251 1.004 2.10e-08 0.001741
## 862 1.96e-03 8.97e-05 -3.42e-03 -0.004802 1.003 7.69e-06 0.001414
## 863 7.16e-03 3.28e-04 -1.25e-02 -0.017553 1.003 1.03e-04 0.001414
## 864 -1.60e-02 6.65e-03 1.21e-02 -0.018529 1.003 1.15e-04 0.001741
## 865 1.06e-02 4.87e-04 -1.85e-02 -0.026055 1.003 2.26e-04 0.001414
## 866 -2.76e-03 1.15e-03 2.10e-03 -0.003199 1.004 3.41e-06 0.001741
## 867 7.25e-03 -5.73e-03 -5.85e-03 -0.010573 1.004 3.73e-05 0.002002
## 868 1.48e-03 7.49e-03 -1.09e-02 -0.016316 1.004 8.88e-05 0.001791
## 869 1.27e-03 6.39e-03 -9.29e-03 -0.013924 1.004 6.47e-05 0.001791
## 870 6.90e-03 -2.87e-03 -5.25e-03 0.008003 1.004 2.14e-05 0.001741
## 871 -1.45e-03 -2.21e-04 1.70e-03 -0.002312 1.004 1.78e-06 0.001530
## 872 8.47e-03 3.88e-04 -1.48e-02 -0.020741 1.003 1.43e-04 0.001414
## 873 1.63e-03 2.49e-04 -1.92e-03 0.002606 1.004 2.27e-06 0.001530
## 874 -2.14e-03 -3.27e-04 2.52e-03 -0.003418 1.004 3.90e-06 0.001530
## 875 -7.67e-03 -1.17e-03 9.04e-03 -0.012261 1.003 5.01e-05 0.001530
## 876 6.51e-03 2.98e-04 -1.14e-02 -0.015959 1.003 8.49e-05 0.001414
## 877 2.57e-03 1.30e-02 -1.89e-02 -0.028280 1.003 2.67e-04 0.001791
## 878 6.30e-03 2.88e-04 -1.10e-02 -0.015427 1.003 7.94e-05 0.001414
## 879 -1.29e-02 5.38e-03 9.83e-03 -0.014991 1.004 7.50e-05 0.001741
## 880 -1.01e-03 -3.35e-04 2.30e-04 -0.005829 1.003 1.13e-05 0.000700
## 881 6.16e-03 9.41e-04 -7.26e-03 0.009846 1.003 3.23e-05 0.001530
## 882 -1.21e-03 -4.01e-04 2.76e-04 -0.006986 1.003 1.63e-05 0.000700
## 883 -2.55e-03 -8.49e-04 5.84e-04 -0.014790 1.002 7.30e-05 0.000700
## 884 -1.25e-02 -1.91e-03 1.47e-02 -0.019999 1.003 1.33e-04 0.001530
## 885 6.30e-03 2.88e-04 -1.10e-02 -0.015427 1.003 7.94e-05 0.001414
## 886 6.30e-03 2.88e-04 -1.10e-02 -0.015427 1.003 7.94e-05 0.001414
## 887 3.05e-03 4.66e-04 -3.59e-03 0.004872 1.004 7.92e-06 0.001530
## 888 1.48e-03 7.49e-03 -1.09e-02 -0.016316 1.004 8.88e-05 0.001791
## 889 6.59e-04 3.02e-05 -1.15e-03 -0.001615 1.004 8.70e-07 0.001414
## 890 -8.02e-03 -1.22e-03 9.45e-03 -0.012813 1.003 5.48e-05 0.001530
## 891 -1.85e-02 7.71e-03 1.41e-02 -0.021477 1.003 1.54e-04 0.001741
## 892 -4.25e-04 -1.95e-05 7.41e-04 0.001041 1.004 3.62e-07 0.001414
## 893 -4.21e-03 -6.44e-04 4.96e-03 -0.006734 1.004 1.51e-05 0.001530
## 894 -1.81e-02 7.52e-03 1.37e-02 -0.020946 1.003 1.46e-04 0.001741
## 895 1.29e-04 6.54e-04 -9.51e-04 -0.001424 1.004 6.77e-07 0.001791
## 896 -7.67e-03 -1.17e-03 9.04e-03 -0.012261 1.003 5.01e-05 0.001530
## 897 -9.95e-03 1.07e-02 -2.79e-04 -0.019516 1.002 1.27e-04 0.000993
## 898 -8.35e-03 3.48e-03 6.35e-03 -0.009684 1.004 3.13e-05 0.001741
## 899 -8.35e-03 3.48e-03 6.35e-03 -0.009684 1.004 3.13e-05 0.001741
## 900 1.75e-03 8.86e-03 -1.29e-02 -0.019307 1.003 1.24e-04 0.001791
## 901 -2.31e-02 9.62e-03 1.76e-02 -0.026785 1.003 2.39e-04 0.001741
## 902 -7.67e-03 -1.17e-03 9.04e-03 -0.012261 1.003 5.01e-05 0.001530
## 903 1.27e-03 6.39e-03 -9.29e-03 -0.013924 1.004 6.47e-05 0.001791
## 904 7.16e-03 3.28e-04 -1.25e-02 -0.017553 1.003 1.03e-04 0.001414
## 905 8.47e-03 3.88e-04 -1.48e-02 -0.020741 1.003 1.43e-04 0.001414
## 906 -7.55e-04 -1.15e-04 8.90e-04 -0.001207 1.004 4.86e-07 0.001530
## 907 -2.14e-03 -3.27e-04 2.52e-03 -0.003418 1.004 3.90e-06 0.001530
## 908 -7.67e-03 -1.17e-03 9.04e-03 -0.012261 1.003 5.01e-05 0.001530
## 909 1.37e-02 6.26e-04 -2.38e-02 -0.033497 1.002 3.74e-04 0.001414
## 910 -2.06e-02 8.56e-03 1.56e-02 -0.023836 1.003 1.89e-04 0.001741
## 911 -7.67e-03 -1.17e-03 9.04e-03 -0.012261 1.003 5.01e-05 0.001530
## 912 6.30e-03 2.88e-04 -1.10e-02 -0.015427 1.003 7.94e-05 0.001414
## 913 -4.21e-03 -6.44e-04 4.96e-03 -0.006734 1.004 1.51e-05 0.001530
## 914 2.00e-02 3.06e-03 -2.36e-02 0.031960 1.002 3.41e-04 0.001530
## 915 -7.55e-04 -1.15e-04 8.90e-04 -0.001207 1.004 4.86e-07 0.001530
## 916 3.01e-03 4.60e-04 -3.55e-03 0.004817 1.004 7.74e-06 0.001530
## 917 3.44e-03 1.74e-02 -2.53e-02 -0.037855 1.002 4.78e-04 0.001791
## 918 3.91e-03 1.79e-04 -6.82e-03 -0.009583 1.003 3.06e-05 0.001414
## 919 1.06e-02 4.87e-04 -1.85e-02 -0.026055 1.003 2.26e-04 0.001414
## 920 6.51e-03 2.98e-04 -1.14e-02 -0.015959 1.003 8.49e-05 0.001414
## 921 -4.44e-04 -6.78e-05 5.23e-04 -0.000710 1.004 1.68e-07 0.001530
## 922 -7.55e-04 -1.15e-04 8.90e-04 -0.001207 1.004 4.86e-07 0.001530
## 923 -7.55e-04 -1.15e-04 8.90e-04 -0.001207 1.004 4.86e-07 0.001530
## 924 -1.25e-02 -1.91e-03 1.47e-02 -0.019999 1.003 1.33e-04 0.001530
## 925 1.27e-03 6.39e-03 -9.29e-03 -0.013924 1.004 6.47e-05 0.001791
## 926 -8.35e-03 3.48e-03 6.35e-03 -0.009684 1.004 3.13e-05 0.001741
## 927 6.16e-03 9.41e-04 -7.26e-03 0.009846 1.003 3.23e-05 0.001530
## 928 -5.41e-03 5.79e-03 -1.52e-04 -0.010615 1.003 3.76e-05 0.000993
## 929 6.30e-03 2.88e-04 -1.10e-02 -0.015427 1.003 7.94e-05 0.001414
## 930 1.22e-03 6.14e-03 -8.93e-03 -0.013385 1.004 5.98e-05 0.001791
## 931 -1.04e-02 4.32e-03 7.89e-03 -0.012042 1.004 4.84e-05 0.001741
## 932 1.78e-04 9.01e-04 -1.31e-03 -0.001962 1.004 1.28e-06 0.001791
## 933 4.56e-03 2.09e-04 -7.95e-03 -0.011177 1.003 4.17e-05 0.001414
## 934 6.30e-03 2.88e-04 -1.10e-02 -0.015427 1.003 7.94e-05 0.001414
## 935 -8.35e-03 3.48e-03 6.35e-03 -0.009684 1.004 3.13e-05 0.001741
## 936 1.96e-03 8.97e-05 -3.42e-03 -0.004802 1.003 7.69e-06 0.001414
## 937 1.96e-03 8.97e-05 -3.42e-03 -0.004802 1.003 7.69e-06 0.001414
## 938 1.06e-02 4.87e-04 -1.85e-02 -0.026055 1.003 2.26e-04 0.001414
## 939 -8.02e-03 -1.22e-03 9.45e-03 -0.012813 1.003 5.48e-05 0.001530
## 940 1.32e-03 2.02e-04 -1.55e-03 0.002109 1.004 1.48e-06 0.001530
## 941 8.47e-03 3.88e-04 -1.48e-02 -0.020741 1.003 1.43e-04 0.001414
## 942 -5.60e-03 -8.55e-04 6.59e-03 -0.008944 1.004 2.67e-05 0.001530
## 943 3.91e-03 1.79e-04 -6.82e-03 -0.009583 1.003 3.06e-05 0.001414
## 944 4.09e-03 2.07e-02 -3.01e-02 -0.045038 1.002 6.76e-04 0.001791
## 945 1.32e-03 2.02e-04 -1.55e-03 0.002109 1.004 1.48e-06 0.001530
## 946 5.00e-03 2.29e-04 -8.71e-03 -0.012240 1.003 5.00e-05 0.001414
## 947 -4.25e-04 -1.95e-05 7.41e-04 0.001041 1.004 3.62e-07 0.001414
## 948 -7.74e-03 -9.07e-04 8.92e-03 -0.012101 1.003 4.88e-05 0.001525
## 949 -2.06e-02 8.56e-03 1.56e-02 -0.023836 1.003 1.89e-04 0.001741
## 950 -3.87e-03 -5.91e-04 4.56e-03 -0.006181 1.004 1.27e-05 0.001530
## 951 -1.34e-02 5.59e-03 1.02e-02 -0.015580 1.004 8.10e-05 0.001741
## 952 -7.67e-03 -1.17e-03 9.04e-03 -0.012261 1.003 5.01e-05 0.001530
## 953 -3.00e-03 -9.99e-04 6.87e-04 -0.017405 1.002 1.01e-04 0.000700
## 954 -5.30e-03 2.21e-03 4.03e-03 -0.006147 1.004 1.26e-05 0.001741
## 955 -2.36e-03 -7.85e-04 5.40e-04 -0.013670 1.002 6.23e-05 0.000700
## 956 -9.05e-03 -1.38e-03 1.07e-02 -0.014472 1.003 6.99e-05 0.001530
## 957 1.96e-03 8.97e-05 -3.42e-03 -0.004802 1.003 7.69e-06 0.001414
## 958 -6.77e-03 7.25e-03 -1.90e-04 -0.013285 1.003 5.89e-05 0.000993
## 959 -8.35e-03 3.48e-03 6.35e-03 -0.009684 1.004 3.13e-05 0.001741
## 960 1.09e-02 4.98e-04 -1.90e-02 -0.026640 1.002 2.37e-04 0.001414
## 961 -3.88e-03 1.61e-03 2.95e-03 -0.004496 1.004 6.74e-06 0.001741
## 962 1.15e-02 5.27e-04 -2.00e-02 -0.028181 1.002 2.65e-04 0.001414
## 963 7.16e-03 3.28e-04 -1.25e-02 -0.017553 1.003 1.03e-04 0.001414
## 964 6.30e-03 2.88e-04 -1.10e-02 -0.015427 1.003 7.94e-05 0.001414
## 965 6.16e-03 9.41e-04 -7.26e-03 0.009846 1.003 3.23e-05 0.001530
## 966 6.51e-03 2.98e-04 -1.14e-02 -0.015959 1.003 8.49e-05 0.001414
## 967 -1.59e-03 -5.28e-04 3.63e-04 -0.009189 1.003 2.82e-05 0.000700
## 968 -7.55e-04 -1.15e-04 8.90e-04 -0.001207 1.004 4.86e-07 0.001530
## 969 6.30e-03 2.88e-04 -1.10e-02 -0.015427 1.003 7.94e-05 0.001414
## 970 6.67e-04 3.37e-03 -4.90e-03 -0.007345 1.004 1.80e-05 0.001791
## 971 1.82e-03 -7.57e-04 -1.38e-03 0.002107 1.004 1.48e-06 0.001741
## 972 6.73e-04 3.40e-03 -4.94e-03 -0.007405 1.004 1.83e-05 0.001791
## 973 -3.87e-03 -5.91e-04 4.56e-03 -0.006181 1.004 1.27e-05 0.001530
## 974 -1.29e-02 5.38e-03 9.83e-03 -0.014991 1.004 7.50e-05 0.001741
## 975 -3.61e-04 -1.20e-04 8.27e-05 -0.002095 1.003 1.46e-06 0.000700
## 976 -8.35e-03 3.48e-03 6.35e-03 -0.009684 1.004 3.13e-05 0.001741
## 977 1.31e-03 -5.45e-04 -9.95e-04 0.001518 1.004 7.68e-07 0.001741
## 978 2.41e-03 1.22e-02 -1.77e-02 -0.026485 1.003 2.34e-04 0.001791
## 979 -9.09e-03 -1.39e-03 1.07e-02 -0.014527 1.003 7.04e-05 0.001530
## 980 -1.04e-02 4.32e-03 7.89e-03 -0.012042 1.004 4.84e-05 0.001741
## 981 2.83e-03 1.29e-04 -4.93e-03 -0.006927 1.003 1.60e-05 0.001414
## 982 -2.14e-03 -3.27e-04 2.52e-03 -0.003418 1.004 3.90e-06 0.001530
## 983 1.11e-02 5.07e-04 -1.93e-02 -0.027118 1.002 2.45e-04 0.001414
## 984 3.44e-03 1.74e-02 -2.53e-02 -0.037855 1.002 4.78e-04 0.001791
## 985 -1.65e-03 -5.49e-04 3.78e-04 -0.009562 1.003 3.05e-05 0.000700
## 986 -7.55e-04 -1.15e-04 8.90e-04 -0.001207 1.004 4.86e-07 0.001530
## 987 -3.20e-03 -1.06e-03 7.32e-04 -0.018525 1.002 1.14e-04 0.000700
## 988 1.82e-03 -7.57e-04 -1.38e-03 0.002107 1.004 1.48e-06 0.001741
## 989 2.27e-03 -9.47e-04 -1.73e-03 0.002638 1.004 2.32e-06 0.001741
## 990 6.30e-03 2.88e-04 -1.10e-02 -0.015427 1.003 7.94e-05 0.001414
## 991 3.93e-03 1.80e-04 -6.86e-03 -0.009636 1.003 3.10e-05 0.001414
## 992 -3.58e-03 -1.19e-03 8.20e-04 -0.020767 1.002 1.44e-04 0.000700
## 993 1.06e-02 4.87e-04 -1.85e-02 -0.026055 1.003 2.26e-04 0.001414
## 994 7.40e-03 3.39e-04 -1.29e-02 -0.018137 1.003 1.10e-04 0.001414
## 995 -2.06e-02 8.56e-03 1.56e-02 -0.023836 1.003 1.89e-04 0.001741
## 996 -7.55e-04 -1.15e-04 8.90e-04 -0.001207 1.004 4.86e-07 0.001530
## 997 6.30e-03 2.88e-04 -1.10e-02 -0.015427 1.003 7.94e-05 0.001414
## 998 6.30e-03 2.88e-04 -1.10e-02 -0.015427 1.003 7.94e-05 0.001414
## 999 6.51e-03 2.98e-04 -1.14e-02 -0.015959 1.003 8.49e-05 0.001414
## 1000 1.20e-02 -4.99e-03 -9.11e-03 0.013899 1.004 6.44e-05 0.001741
## 1001 -6.77e-03 7.25e-03 -1.90e-04 -0.013285 1.003 5.89e-05 0.000993
## 1002 -8.35e-03 3.48e-03 6.35e-03 -0.009684 1.004 3.13e-05 0.001741
## 1003 -1.25e-02 -1.91e-03 1.47e-02 -0.019999 1.003 1.33e-04 0.001530
## 1004 5.00e-03 2.29e-04 -8.71e-03 -0.012240 1.003 5.00e-05 0.001414
## 1005 1.15e-02 5.27e-04 -2.00e-02 -0.028181 1.002 2.65e-04 0.001414
## 1006 7.16e-03 3.28e-04 -1.25e-02 -0.017553 1.003 1.03e-04 0.001414
## 1007 1.96e-03 8.97e-05 -3.42e-03 -0.004802 1.003 7.69e-06 0.001414
## 1008 6.16e-03 9.41e-04 -7.26e-03 0.009846 1.003 3.23e-05 0.001530
## 1009 -2.16e-04 9.01e-05 1.64e-04 -0.000251 1.004 2.10e-08 0.001741
## 1010 -8.02e-03 -1.22e-03 9.45e-03 -0.012813 1.003 5.48e-05 0.001530
## 1011 8.25e-03 3.78e-04 -1.44e-02 -0.020209 1.003 1.36e-04 0.001414
## 1012 1.27e-03 6.39e-03 -9.29e-03 -0.013924 1.004 6.47e-05 0.001791
## 1013 -7.55e-04 -1.15e-04 8.90e-04 -0.001207 1.004 4.86e-07 0.001530
## 1014 -1.55e-02 6.44e-03 1.18e-02 -0.017939 1.003 1.07e-04 0.001741
## 1015 2.70e-03 4.13e-04 -3.18e-03 0.004320 1.004 6.22e-06 0.001530
## 1016 6.16e-03 9.41e-04 -7.26e-03 0.009846 1.003 3.23e-05 0.001530
## 1017 -5.30e-03 2.21e-03 4.03e-03 -0.006147 1.004 1.26e-05 0.001741
## 1018 -8.02e-03 -1.22e-03 9.45e-03 -0.012813 1.003 5.48e-05 0.001530
## 1019 2.33e-04 1.18e-03 -1.71e-03 -0.002560 1.004 2.19e-06 0.001791
## 1020 -2.14e-03 -3.27e-04 2.52e-03 -0.003418 1.004 3.90e-06 0.001530
## 1021 -2.38e-03 -1.09e-04 4.14e-03 0.005822 1.003 1.13e-05 0.001414
## 1022 -1.15e-02 1.24e-02 -3.24e-04 -0.022633 1.002 1.71e-04 0.000993
## 1023 2.18e-04 7.26e-05 -5.00e-05 0.001265 1.003 5.34e-07 0.000700
## 1024 2.70e-03 4.13e-04 -3.18e-03 0.004320 1.004 6.22e-06 0.001530
## 1025 1.96e-03 8.97e-05 -3.42e-03 -0.004802 1.003 7.69e-06 0.001414
## 1026 1.82e-03 -7.57e-04 -1.38e-03 0.002107 1.004 1.48e-06 0.001741
## 1027 4.78e-03 7.30e-04 -5.63e-03 0.007636 1.004 1.94e-05 0.001530
## 1028 6.51e-03 2.98e-04 -1.14e-02 -0.015959 1.003 8.49e-05 0.001414
## 1029 2.50e-05 8.32e-06 -5.72e-06 0.000145 1.003 7.00e-09 0.000700
## 1030 4.13e-03 1.89e-04 -7.20e-03 -0.010114 1.003 3.41e-05 0.001414
## 1031 -4.50e-03 4.82e-03 -1.27e-04 -0.008835 1.003 2.60e-05 0.000993
## 1032 9.95e-03 -4.14e-03 -7.56e-03 0.011541 1.004 4.44e-05 0.001741
## 1033 1.96e-03 8.97e-05 -3.42e-03 -0.004802 1.003 7.69e-06 0.001414
## 1034 2.33e-03 -9.68e-04 -1.77e-03 0.002697 1.004 2.43e-06 0.001741
## 1035 3.05e-03 4.66e-04 -3.59e-03 0.004872 1.004 7.92e-06 0.001530
## 1036 1.69e-02 2.58e-03 -1.99e-02 0.026983 1.003 2.43e-04 0.001530
## 1037 2.35e-03 1.19e-02 -1.73e-02 -0.025887 1.003 2.23e-04 0.001791
## 1038 3.91e-03 1.79e-04 -6.82e-03 -0.009583 1.003 3.06e-05 0.001414
## 1039 -5.63e-03 -8.60e-04 6.64e-03 -0.009000 1.004 2.70e-05 0.001530
## 1040 1.96e-03 8.97e-05 -3.42e-03 -0.004802 1.003 7.69e-06 0.001414
## 1041 -2.76e-03 1.15e-03 2.10e-03 -0.003199 1.004 3.41e-06 0.001741
## 1042 5.81e-03 8.88e-04 -6.85e-03 0.009294 1.004 2.88e-05 0.001530
## 1043 2.30e-03 -2.46e-03 6.47e-05 0.004515 1.003 6.80e-06 0.000993
## 1044 1.81e-03 9.14e-03 -1.33e-02 -0.019905 1.003 1.32e-04 0.001791
## 1045 5.11e-02 -4.04e-02 -4.12e-02 -0.074522 0.998 1.85e-03 0.002002
## 1046 4.20e-02 -3.32e-02 -3.39e-02 -0.061208 1.000 1.25e-03 0.002002
## 1047 5.02e-02 -3.97e-02 -4.05e-02 -0.073253 0.999 1.79e-03 0.002002
## 1048 2.67e-02 1.22e-03 -4.65e-02 -0.065430 0.997 1.42e-03 0.001414
## 1049 -1.56e-02 -4.91e-02 5.28e-02 -0.082749 0.998 2.28e-03 0.002340
## 1050 1.33e-02 -3.27e-02 3.75e-03 -0.046133 1.000 7.09e-04 0.001398
## 1051 2.85e-02 -2.25e-02 -2.30e-02 -0.041575 1.002 5.76e-04 0.002002
## 1052 -1.11e-02 -3.49e-02 3.75e-02 -0.058757 1.001 1.15e-03 0.002340
## 1053 4.20e-02 -3.32e-02 -3.39e-02 -0.061208 1.000 1.25e-03 0.002002
## 1054 -1.21e-02 -3.81e-02 4.09e-02 -0.064238 1.001 1.37e-03 0.002340
## 1055 7.20e-03 -1.77e-02 2.03e-03 -0.024984 1.003 2.08e-04 0.001398
## 1056 -1.02e-02 -3.20e-02 3.44e-02 -0.053962 1.002 9.70e-04 0.002340
## 1057 2.37e-02 1.08e-03 -4.12e-02 -0.057972 0.999 1.12e-03 0.001414
## 1058 5.02e-03 2.53e-02 -3.69e-02 -0.055220 1.000 1.02e-03 0.001791
## 1059 1.12e-02 -8.82e-03 -9.00e-03 -0.016266 1.004 8.82e-05 0.002002
## 1060 7.96e-03 -1.96e-02 2.25e-03 -0.027626 1.002 2.54e-04 0.001398
## 1061 -1.46e-02 -2.23e-03 1.72e-02 -0.023316 1.003 1.81e-04 0.001530
## 1062 -4.04e-02 1.68e-02 3.07e-02 -0.046847 1.001 7.31e-04 0.001741
## 1063 -3.07e-02 1.28e-02 2.34e-02 -0.035634 1.002 4.23e-04 0.001741
## 1064 -9.03e-03 -2.84e-02 3.05e-02 -0.047799 1.002 7.62e-04 0.002340
## 1065 -2.99e-02 -4.57e-03 3.52e-02 -0.047766 1.001 7.60e-04 0.001530
## 1066 -3.28e-02 1.36e-02 2.49e-02 -0.037994 1.002 4.81e-04 0.001741
## 1067 -3.86e-03 -1.21e-02 1.30e-02 -0.020426 1.004 1.39e-04 0.002340
## 1068 4.75e-03 2.40e-02 -3.49e-02 -0.052225 1.001 9.09e-04 0.001791
## 1069 -1.46e-02 -2.23e-03 1.72e-02 -0.023316 1.003 1.81e-04 0.001530
## 1070 -6.44e-03 -2.02e-02 2.17e-02 -0.034110 1.003 3.88e-04 0.002340
## 1071 3.76e-02 -2.97e-02 -3.04e-02 -0.054873 1.001 1.00e-03 0.002002
## 1072 3.50e-02 -2.77e-02 -2.83e-02 -0.051072 1.001 8.69e-04 0.002002
## 1073 2.15e-02 9.84e-04 -3.75e-02 -0.052647 0.999 9.23e-04 0.001414
## 1074 -6.57e-03 -2.06e-02 2.22e-02 -0.034794 1.003 4.04e-04 0.002340
## 1075 -9.16e-03 -2.88e-02 3.09e-02 -0.048484 1.002 7.84e-04 0.002340
## 1076 -4.24e-02 1.77e-02 3.23e-02 -0.049208 1.001 8.07e-04 0.001741
## 1077 -6.16e-03 -2.05e-03 1.41e-03 -0.035719 0.999 4.25e-04 0.000700
## 1078 -2.87e-02 1.19e-02 2.18e-02 -0.033274 1.003 3.69e-04 0.001741
## 1079 -1.50e-02 -1.60e-02 3.03e-02 -0.035884 1.006 4.29e-04 0.004827 *
## 1080 2.35e-03 1.19e-02 -1.73e-02 -0.025887 1.003 2.23e-04 0.001791
## 1081 3.33e-02 -2.63e-02 -2.69e-02 -0.048539 1.002 7.85e-04 0.002002
## 1082 1.98e-02 -1.57e-02 -1.60e-02 -0.028918 1.003 2.79e-04 0.002002
## 1083 -4.76e-03 -1.50e-02 1.61e-02 -0.025215 1.004 2.12e-04 0.002340
## 1084 5.07e-02 -4.01e-02 -4.09e-02 -0.073887 0.998 1.82e-03 0.002002
## 1085 1.58e-02 7.25e-04 -2.76e-02 -0.038814 1.001 5.02e-04 0.001414
## 1086 3.33e-02 -2.63e-02 -2.69e-02 -0.048539 1.002 7.85e-04 0.002002
## 1087 -2.15e-02 -3.29e-03 2.53e-02 -0.034376 1.002 3.94e-04 0.001530
## 1088 -1.94e-02 -2.97e-03 2.29e-02 -0.031058 1.002 3.22e-04 0.001530
## 1089 5.02e-03 2.53e-02 -3.69e-02 -0.055220 1.000 1.02e-03 0.001791
## 1090 1.80e-02 8.25e-04 -3.14e-02 -0.044133 1.001 6.49e-04 0.001414
## 1091 9.33e-03 4.27e-04 -1.63e-02 -0.022866 1.003 1.74e-04 0.001414
## 1092 -1.25e-02 -1.91e-03 1.47e-02 -0.019999 1.003 1.33e-04 0.001530
## 1093 -8.25e-03 -2.59e-02 2.79e-02 -0.043692 1.003 6.36e-04 0.002340
## 1094 -7.06e-03 -2.35e-03 1.62e-03 -0.040957 0.998 5.59e-04 0.000700
## 1095 1.52e-02 6.95e-04 -2.65e-02 -0.037219 1.001 4.62e-04 0.001414
## 1096 -2.19e-02 -3.34e-03 2.58e-02 -0.034929 1.002 4.07e-04 0.001530
## 1097 -1.49e-02 -2.28e-03 1.76e-02 -0.023869 1.003 1.90e-04 0.001530
## 1098 3.94e-02 -3.11e-02 -3.18e-02 -0.057407 1.001 1.10e-03 0.002002
## 1099 -1.11e-02 -1.70e-03 1.31e-02 -0.017788 1.003 1.06e-04 0.001530
## 1100 1.50e-02 6.86e-04 -2.61e-02 -0.036687 1.002 4.49e-04 0.001414
## 1101 -1.46e-02 -2.23e-03 1.72e-02 -0.023316 1.003 1.81e-04 0.001530
## 1102 -2.50e-02 -3.82e-03 2.94e-02 -0.039908 1.001 5.31e-04 0.001530
## 1103 2.06e-02 9.44e-04 -3.59e-02 -0.050518 1.000 8.50e-04 0.001414
## 1104 -1.85e-02 7.71e-03 1.41e-02 -0.021477 1.003 1.54e-04 0.001741
## 1105 4.20e-03 2.12e-02 -3.09e-02 -0.046236 1.001 7.12e-04 0.001791
## 1106 -1.80e-02 -2.76e-03 2.13e-02 -0.028846 1.002 2.77e-04 0.001530
## 1107 -3.58e-03 -1.19e-03 8.20e-04 -0.020767 1.002 1.44e-04 0.000700
## 1108 1.80e-02 8.25e-04 -3.14e-02 -0.044133 1.001 6.49e-04 0.001414
## 1109 -5.67e-03 -1.78e-02 1.91e-02 -0.030004 1.004 3.00e-04 0.002340
## 1110 2.46e-02 -1.95e-02 -1.99e-02 -0.035879 1.003 4.29e-04 0.002002
## 1111 -1.60e-02 -2.44e-03 1.88e-02 -0.025528 1.003 2.17e-04 0.001530
## 1112 1.26e-02 5.76e-04 -2.19e-02 -0.030839 1.002 3.17e-04 0.001414
## 1113 1.58e-02 7.25e-04 -2.76e-02 -0.038814 1.001 5.02e-04 0.001414
## 1114 -6.42e-03 -2.14e-03 1.47e-03 -0.037215 0.999 4.61e-04 0.000700
## 1115 1.95e-02 8.94e-04 -3.40e-02 -0.047857 1.000 7.63e-04 0.001414
## 1116 -2.46e-02 -3.76e-03 2.90e-02 -0.039355 1.002 5.16e-04 0.001530
## 1117 2.13e-02 9.74e-04 -3.71e-02 -0.052115 0.999 9.05e-04 0.001414
## 1118 3.82e-03 1.93e-02 -2.81e-02 -0.042045 1.002 5.89e-04 0.001791
## 1119 2.46e-02 -1.95e-02 -1.99e-02 -0.035879 1.003 4.29e-04 0.002002
## 1120 1.71e-02 7.85e-04 -2.99e-02 -0.042005 1.001 5.88e-04 0.001414
## 1121 -2.46e-02 1.03e-02 1.87e-02 -0.028555 1.003 2.72e-04 0.001741
## 1122 -2.06e-02 8.56e-03 1.56e-02 -0.023836 1.003 1.89e-04 0.001741
## 1123 -1.80e-02 -2.65e-03 2.12e-02 -0.028705 1.003 2.75e-04 0.001529
## 1124 9.33e-03 4.27e-04 -1.63e-02 -0.022866 1.003 1.74e-04 0.001414
## 1125 -1.94e-02 -2.97e-03 2.29e-02 -0.031058 1.002 3.22e-04 0.001530
## 1126 -3.33e-02 1.39e-02 2.53e-02 -0.038584 1.002 4.96e-04 0.001741
## 1127 -5.06e-03 -1.69e-03 1.16e-03 -0.029362 1.000 2.87e-04 0.000700
## 1128 1.17e-02 5.37e-04 -2.04e-02 -0.028713 1.002 2.75e-04 0.001414
## 1129 1.69e-02 7.75e-04 -2.95e-02 -0.041473 1.001 5.73e-04 0.001414
## 1130 -1.60e-02 -2.44e-03 1.88e-02 -0.025528 1.003 2.17e-04 0.001530
## 1131 -1.46e-02 -2.23e-03 1.72e-02 -0.023316 1.003 1.81e-04 0.001530
## 1132 -7.55e-04 -1.15e-04 8.90e-04 -0.001207 1.004 4.86e-07 0.001530
## 1133 2.07e-02 9.46e-04 -3.60e-02 -0.050625 1.000 8.54e-04 0.001414
## 1134 -1.04e-02 4.32e-03 7.89e-03 -0.012042 1.004 4.84e-05 0.001741
## 1135 -1.60e-02 -2.44e-03 1.88e-02 -0.025528 1.003 2.17e-04 0.001530
## 1136 -3.89e-02 1.62e-02 2.95e-02 -0.045076 1.001 6.77e-04 0.001741
## 1137 -3.07e-02 1.28e-02 2.34e-02 -0.035634 1.002 4.23e-04 0.001741
## 1138 -2.46e-02 -3.76e-03 2.90e-02 -0.039355 1.002 5.16e-04 0.001530
## 1139 -9.05e-03 -1.38e-03 1.07e-02 -0.014472 1.003 6.99e-05 0.001530
## 1140 -1.46e-02 -2.23e-03 1.72e-02 -0.023316 1.003 1.81e-04 0.001530
## 1141 -3.07e-02 1.28e-02 2.34e-02 -0.035634 1.002 4.23e-04 0.001741
## 1142 3.44e-03 1.74e-02 -2.53e-02 -0.037855 1.002 4.78e-04 0.001791
## 1143 -1.85e-02 7.71e-03 1.41e-02 -0.021477 1.003 1.54e-04 0.001741
## 1144 1.06e-02 4.87e-04 -1.85e-02 -0.026055 1.003 2.26e-04 0.001414
## 1145 -2.06e-02 8.56e-03 1.56e-02 -0.023836 1.003 1.89e-04 0.001741
## 1146 2.15e-02 9.84e-04 -3.75e-02 -0.052647 0.999 9.23e-04 0.001414
## 1147 -2.19e-02 -3.34e-03 2.58e-02 -0.034929 1.002 4.07e-04 0.001530
## 1148 1.28e-02 5.86e-04 -2.23e-02 -0.031370 1.002 3.28e-04 0.001414
## 1149 -3.07e-02 1.28e-02 2.34e-02 -0.035634 1.002 4.23e-04 0.001741
## 1150 -1.09e-02 1.16e-02 -3.05e-04 -0.021297 1.002 1.51e-04 0.000993
## 1151 8.25e-03 3.78e-04 -1.44e-02 -0.020209 1.003 1.36e-04 0.001414
## 1152 -3.84e-03 -1.28e-03 8.79e-04 -0.022261 1.001 1.65e-04 0.000700
## 1153 1.26e-02 5.76e-04 -2.19e-02 -0.030839 1.002 3.17e-04 0.001414
## 1154 -1.57e-02 -2.39e-03 1.85e-02 -0.025030 1.003 2.09e-04 0.001530
## 1155 -2.47e-02 -3.77e-03 2.91e-02 -0.039465 1.001 5.19e-04 0.001530
## 1156 -1.46e-02 -2.23e-03 1.72e-02 -0.023316 1.003 1.81e-04 0.001530
## 1157 5.10e-03 2.58e-02 -3.75e-02 -0.056118 1.000 1.05e-03 0.001791
## 1158 2.35e-03 1.19e-02 -1.73e-02 -0.025887 1.003 2.23e-04 0.001791
## 1159 1.93e-02 8.84e-04 -3.37e-02 -0.047325 1.000 7.46e-04 0.001414
## 1160 1.15e-02 5.27e-04 -2.00e-02 -0.028181 1.002 2.65e-04 0.001414
## 1161 -1.11e-02 -1.70e-03 1.31e-02 -0.017788 1.003 1.06e-04 0.001530
## 1162 1.50e-02 6.86e-04 -2.61e-02 -0.036687 1.002 4.49e-04 0.001414
## 1163 3.44e-03 1.74e-02 -2.53e-02 -0.037855 1.002 4.78e-04 0.001791
## 1164 1.09e-02 4.97e-04 -1.89e-02 -0.026587 1.002 2.36e-04 0.001414
## 1165 1.06e-02 4.87e-04 -1.85e-02 -0.026055 1.003 2.26e-04 0.001414
## 1166 1.09e-02 4.97e-04 -1.89e-02 -0.026587 1.002 2.36e-04 0.001414
## 1167 -3.58e-03 -1.19e-03 8.20e-04 -0.020767 1.002 1.44e-04 0.000700
## 1168 -3.33e-02 1.39e-02 2.53e-02 -0.038643 1.002 4.98e-04 0.001741
## 1169 -2.56e-02 1.07e-02 1.95e-02 -0.029734 1.003 2.95e-04 0.001741
## 1170 9.33e-03 4.27e-04 -1.63e-02 -0.022866 1.003 1.74e-04 0.001414
## 1171 2.06e-02 9.44e-04 -3.59e-02 -0.050518 1.000 8.50e-04 0.001414
## 1172 1.91e-02 8.76e-04 -3.34e-02 -0.046900 1.000 7.33e-04 0.001414
## 1173 1.58e-02 7.25e-04 -2.76e-02 -0.038814 1.001 5.02e-04 0.001414
## 1174 4.53e-03 2.29e-02 -3.33e-02 -0.049829 1.001 8.27e-04 0.001791
## 1175 -1.94e-02 -2.97e-03 2.29e-02 -0.031058 1.002 3.22e-04 0.001530
## 1176 6.30e-03 2.88e-04 -1.10e-02 -0.015427 1.003 7.94e-05 0.001414
## 1177 9.33e-03 4.27e-04 -1.63e-02 -0.022866 1.003 1.74e-04 0.001414
## 1178 4.26e-03 2.15e-02 -3.13e-02 -0.046835 1.001 7.31e-04 0.001791
## 1179 1.37e-02 6.26e-04 -2.38e-02 -0.033497 1.002 3.74e-04 0.001414
## 1180 -7.67e-03 -1.17e-03 9.04e-03 -0.012261 1.003 5.01e-05 0.001530
## 1181 1.37e-02 6.26e-04 -2.38e-02 -0.033497 1.002 3.74e-04 0.001414
## 1182 -3.58e-02 1.49e-02 2.72e-02 -0.041535 1.002 5.75e-04 0.001741
## 1183 6.51e-03 2.98e-04 -1.14e-02 -0.015959 1.003 8.49e-05 0.001414
## 1184 4.15e-03 2.09e-02 -3.05e-02 -0.045637 1.001 6.94e-04 0.001791
## 1185 -8.35e-03 3.48e-03 6.35e-03 -0.009684 1.004 3.13e-05 0.001741
## 1186 -3.33e-02 1.39e-02 2.53e-02 -0.038584 1.002 4.96e-04 0.001741
## 1187 1.50e-02 6.86e-04 -2.61e-02 -0.036687 1.002 4.49e-04 0.001414
## 1188 -1.80e-02 -2.76e-03 2.13e-02 -0.028846 1.002 2.77e-04 0.001530
## 1189 3.44e-03 1.74e-02 -2.53e-02 -0.037855 1.002 4.78e-04 0.001791
## 1190 2.84e-03 1.44e-02 -2.09e-02 -0.031272 1.003 3.26e-04 0.001791
## 1191 -2.87e-02 1.19e-02 2.18e-02 -0.033274 1.003 3.69e-04 0.001741
## 1192 -1.85e-02 7.71e-03 1.41e-02 -0.021477 1.003 1.54e-04 0.001741
## 1193 -3.07e-02 1.28e-02 2.34e-02 -0.035634 1.002 4.23e-04 0.001741
## 1194 -1.11e-02 -1.70e-03 1.31e-02 -0.017788 1.003 1.06e-04 0.001530
## 1195 1.69e-02 7.75e-04 -2.95e-02 -0.041473 1.001 5.73e-04 0.001414
## 1196 -4.37e-03 -1.37e-02 1.48e-02 -0.023162 1.004 1.79e-04 0.002340
## 1197 2.57e-03 1.30e-02 -1.89e-02 -0.028280 1.003 2.67e-04 0.001791
## 1198 -7.67e-03 -1.17e-03 9.04e-03 -0.012261 1.003 5.01e-05 0.001530
## 1199 -2.36e-02 9.83e-03 1.79e-02 -0.027375 1.003 2.50e-04 0.001741
## 1200 9.55e-03 4.37e-04 -1.66e-02 -0.023398 1.003 1.83e-04 0.001414
## 1201 -7.67e-03 -1.17e-03 9.04e-03 -0.012261 1.003 5.01e-05 0.001530
## 1202 1.54e-02 7.05e-04 -2.69e-02 -0.037751 1.001 4.75e-04 0.001414
## 1203 -9.03e-03 -2.84e-02 3.05e-02 -0.047799 1.002 7.62e-04 0.002340
## 1204 -1.98e-02 -3.02e-03 2.33e-02 -0.031611 1.002 3.33e-04 0.001530
## 1205 -1.80e-02 -2.76e-03 2.13e-02 -0.028846 1.002 2.77e-04 0.001530
## 1206 -3.07e-02 1.28e-02 2.34e-02 -0.035634 1.002 4.23e-04 0.001741
## 1207 -1.77e-02 -2.70e-03 2.09e-02 -0.028293 1.003 2.67e-04 0.001530
## 1208 -4.23e-03 -1.41e-03 9.68e-04 -0.024503 1.001 2.00e-04 0.000700
## 1209 -3.58e-03 -1.19e-03 8.20e-04 -0.020767 1.002 1.44e-04 0.000700
## 1210 -4.48e-03 -1.49e-03 1.03e-03 -0.025998 1.001 2.25e-04 0.000700
## 1211 -1.85e-02 7.71e-03 1.41e-02 -0.021477 1.003 1.54e-04 0.001741
## 1212 -1.55e-02 6.44e-03 1.18e-02 -0.017939 1.003 1.07e-04 0.001741
## 1213 1.37e-02 6.26e-04 -2.38e-02 -0.033497 1.002 3.74e-04 0.001414
## 1214 -2.29e-02 -3.50e-03 2.70e-02 -0.036589 1.002 4.46e-04 0.001530
## 1215 2.57e-03 1.30e-02 -1.89e-02 -0.028280 1.003 2.67e-04 0.001791
## 1216 -7.67e-03 -1.17e-03 9.04e-03 -0.012261 1.003 5.01e-05 0.001530
## 1217 2.85e-02 -2.25e-02 -2.30e-02 -0.041575 1.002 5.76e-04 0.002002
## 1218 1.37e-02 6.26e-04 -2.38e-02 -0.033497 1.002 3.74e-04 0.001414
## 1219 -4.21e-03 -6.44e-04 4.96e-03 -0.006734 1.004 1.51e-05 0.001530
## 1220 -1.46e-02 -2.23e-03 1.72e-02 -0.023316 1.003 1.81e-04 0.001530
## 1221 -1.49e-02 -2.28e-03 1.76e-02 -0.023869 1.003 1.90e-04 0.001530
## 1222 -1.08e-02 -1.65e-03 1.27e-02 -0.017235 1.003 9.91e-05 0.001530
## 1223 1.37e-02 6.26e-04 -2.38e-02 -0.033497 1.002 3.74e-04 0.001414
## 1224 1.37e-02 6.26e-04 -2.38e-02 -0.033497 1.002 3.74e-04 0.001414
## 1225 -2.29e-03 -7.63e-04 5.25e-04 -0.013297 1.002 5.90e-05 0.000700
## 1226 -1.46e-02 -2.23e-03 1.72e-02 -0.023316 1.003 1.81e-04 0.001530
## 1227 1.93e-02 8.84e-04 -3.37e-02 -0.047325 1.000 7.46e-04 0.001414
## 1228 1.80e-02 8.25e-04 -3.14e-02 -0.044133 1.001 6.49e-04 0.001414
## 1229 1.58e-02 7.25e-04 -2.76e-02 -0.038814 1.001 5.02e-04 0.001414
## 1230 -9.40e-03 -1.44e-03 1.11e-02 -0.015024 1.003 7.53e-05 0.001530
## 1231 1.06e-02 4.87e-04 -1.85e-02 -0.026055 1.003 2.26e-04 0.001414
## 1232 2.02e-02 9.24e-04 -3.52e-02 -0.049454 1.000 8.15e-04 0.001414
## 1233 1.69e-02 7.75e-04 -2.95e-02 -0.041473 1.001 5.73e-04 0.001414
## 1234 -1.85e-02 7.71e-03 1.41e-02 -0.021477 1.003 1.54e-04 0.001741
## 1235 -8.35e-03 3.48e-03 6.35e-03 -0.009684 1.004 3.13e-05 0.001741
## 1236 -1.46e-02 -2.23e-03 1.72e-02 -0.023316 1.003 1.81e-04 0.001530
## 1237 -2.36e-02 9.83e-03 1.79e-02 -0.027375 1.003 2.50e-04 0.001741
## 1238 -3.89e-02 1.62e-02 2.95e-02 -0.045076 1.001 6.77e-04 0.001741
## 1239 -1.60e-02 -2.44e-03 1.88e-02 -0.025528 1.003 2.17e-04 0.001530
## 1240 -2.87e-02 1.19e-02 2.18e-02 -0.033274 1.003 3.69e-04 0.001741
## 1241 2.57e-03 1.30e-02 -1.89e-02 -0.028280 1.003 2.67e-04 0.001791
## 1242 1.06e-02 4.87e-04 -1.85e-02 -0.026055 1.003 2.26e-04 0.001414
## 1243 1.69e-02 7.76e-04 -2.95e-02 -0.041527 1.001 5.75e-04 0.001414
## 1244 1.58e-02 7.25e-04 -2.76e-02 -0.038814 1.001 5.02e-04 0.001414
## 1245 -2.15e-02 -3.29e-03 2.53e-02 -0.034376 1.002 3.94e-04 0.001530
## 1246 1.48e-02 6.78e-04 -2.58e-02 -0.036262 1.002 4.38e-04 0.001414
## 1247 -4.48e-03 -1.49e-03 1.03e-03 -0.025998 1.001 2.25e-04 0.000700
## 1248 -2.92e-02 1.22e-02 2.22e-02 -0.033864 1.002 3.82e-04 0.001741
## 1249 1.58e-02 7.25e-04 -2.76e-02 -0.038814 1.001 5.02e-04 0.001414
## 1250 -4.48e-03 -1.49e-03 1.03e-03 -0.025998 1.001 2.25e-04 0.000700
## 1251 -8.35e-03 3.48e-03 6.35e-03 -0.009684 1.004 3.13e-05 0.001741
## 1252 -1.08e-02 -1.65e-03 1.27e-02 -0.017235 1.003 9.91e-05 0.001530
## 1253 1.50e-02 6.86e-04 -2.61e-02 -0.036687 1.002 4.49e-04 0.001414
## 1254 -2.87e-02 1.19e-02 2.18e-02 -0.033274 1.003 3.69e-04 0.001741
## 1255 -1.42e-02 -2.18e-03 1.68e-02 -0.022764 1.003 1.73e-04 0.001530
## 1256 -1.46e-02 -2.23e-03 1.72e-02 -0.023316 1.003 1.81e-04 0.001530
## 1257 -1.29e-02 5.38e-03 9.83e-03 -0.014991 1.004 7.50e-05 0.001741
## 1258 -2.32e-02 9.66e-03 1.76e-02 -0.026903 1.003 2.41e-04 0.001741
## 1259 -1.25e-02 -1.91e-03 1.47e-02 -0.019999 1.003 1.33e-04 0.001530
## 1260 9.33e-03 4.27e-04 -1.63e-02 -0.022866 1.003 1.74e-04 0.001414
## 1261 3.44e-03 1.74e-02 -2.53e-02 -0.037855 1.002 4.78e-04 0.001791
## 1262 -3.87e-03 -5.91e-04 4.56e-03 -0.006181 1.004 1.27e-05 0.001530
## 1263 -7.67e-03 -1.17e-03 9.04e-03 -0.012261 1.003 5.01e-05 0.001530
## 1264 2.90e-03 1.46e-02 -2.13e-02 -0.031870 1.003 3.39e-04 0.001791
## 1265 -3.52e-03 -1.17e-03 8.07e-04 -0.020431 1.002 1.39e-04 0.000700
## 1266 -2.55e-03 -8.49e-04 5.84e-04 -0.014790 1.002 7.30e-05 0.000700
## 1267 5.62e-03 2.84e-02 -4.13e-02 -0.061811 0.999 1.27e-03 0.001791
## 1268 1.26e-02 5.76e-04 -2.19e-02 -0.030839 1.002 3.17e-04 0.001414
## 1269 -6.77e-03 7.25e-03 -1.90e-04 -0.013285 1.003 5.89e-05 0.000993
## 1270 -7.68e-03 8.22e-03 -2.16e-04 -0.015065 1.003 7.57e-05 0.000993
## 1271 1.65e-02 7.55e-04 -2.87e-02 -0.040410 1.001 5.44e-04 0.001414
## 1272 1.85e-02 8.46e-04 -3.22e-02 -0.045250 1.000 6.82e-04 0.001414
## 1273 1.28e-02 5.86e-04 -2.23e-02 -0.031370 1.002 3.28e-04 0.001414
## 1274 -3.89e-02 1.62e-02 2.95e-02 -0.045076 1.001 6.77e-04 0.001741
## 1275 1.04e-02 4.77e-04 -1.82e-02 -0.025524 1.003 2.17e-04 0.001414
## 1276 -1.94e-02 -2.97e-03 2.29e-02 -0.031058 1.002 3.22e-04 0.001530
## 1277 -1.84e-02 -2.81e-03 2.17e-02 -0.029399 1.002 2.88e-04 0.001530
## 1278 1.13e-02 5.17e-04 -1.97e-02 -0.027650 1.002 2.55e-04 0.001414
## 1279 -1.60e-02 -2.44e-03 1.88e-02 -0.025528 1.003 2.17e-04 0.001530
## 1280 -2.31e-02 9.62e-03 1.76e-02 -0.026785 1.003 2.39e-04 0.001741
## 1281 -9.04e-03 9.68e-03 -2.54e-04 -0.017736 1.002 1.05e-04 0.000993
## 1282 1.74e-02 7.95e-04 -3.03e-02 -0.042537 1.001 6.03e-04 0.001414
## 1283 1.69e-02 7.75e-04 -2.95e-02 -0.041473 1.001 5.73e-04 0.001414
## 1284 1.06e-02 4.87e-04 -1.85e-02 -0.026055 1.003 2.26e-04 0.001414
## 1285 1.06e-02 4.87e-04 -1.85e-02 -0.026055 1.003 2.26e-04 0.001414
## 1286 -1.46e-02 -2.23e-03 1.72e-02 -0.023316 1.003 1.81e-04 0.001530
## 1287 1.50e-02 6.86e-04 -2.61e-02 -0.036687 1.002 4.49e-04 0.001414
## 1288 1.50e-02 6.86e-04 -2.61e-02 -0.036687 1.002 4.49e-04 0.001414
## 1289 1.06e-02 4.87e-04 -1.85e-02 -0.026055 1.003 2.26e-04 0.001414
## 1290 1.58e-02 7.25e-04 -2.76e-02 -0.038814 1.001 5.02e-04 0.001414
## 1291 -3.20e-03 -1.06e-03 7.32e-04 -0.018525 1.002 1.14e-04 0.000700
## 1292 -1.46e-02 -2.23e-03 1.72e-02 -0.023316 1.003 1.81e-04 0.001530
## 1293 -2.06e-02 8.56e-03 1.56e-02 -0.023836 1.003 1.89e-04 0.001741
## 1294 1.26e-02 5.76e-04 -2.19e-02 -0.030839 1.002 3.17e-04 0.001414
## 1295 1.93e-02 8.84e-04 -3.37e-02 -0.047325 1.000 7.46e-04 0.001414
## 1296 -4.16e-03 -1.39e-03 9.53e-04 -0.024129 1.001 1.94e-04 0.000700
## 1297 -1.60e-02 -2.44e-03 1.88e-02 -0.025528 1.003 2.17e-04 0.001530
## 1298 -3.89e-02 1.62e-02 2.95e-02 -0.045076 1.001 6.77e-04 0.001741
## 1299 -1.77e-02 -2.70e-03 2.09e-02 -0.028293 1.003 2.67e-04 0.001530
## 1300 -8.35e-03 3.48e-03 6.35e-03 -0.009684 1.004 3.13e-05 0.001741
## 1301 -1.46e-02 -2.23e-03 1.72e-02 -0.023316 1.003 1.81e-04 0.001530
## 1302 1.95e-02 8.94e-04 -3.40e-02 -0.047857 1.000 7.63e-04 0.001414
## 1303 -1.80e-02 -2.76e-03 2.13e-02 -0.028846 1.002 2.77e-04 0.001530
## 1304 -1.08e-02 -1.65e-03 1.27e-02 -0.017235 1.003 9.91e-05 0.001530
## 1305 1.69e-02 7.75e-04 -2.95e-02 -0.041473 1.001 5.73e-04 0.001414
## 1306 -9.05e-03 -1.38e-03 1.07e-02 -0.014472 1.003 6.99e-05 0.001530
## 1307 -1.77e-02 -2.70e-03 2.09e-02 -0.028293 1.003 2.67e-04 0.001530
## 1308 6.30e-03 2.88e-04 -1.10e-02 -0.015427 1.003 7.94e-05 0.001414
## 1309 -1.85e-02 7.71e-03 1.41e-02 -0.021477 1.003 1.54e-04 0.001741
## 1310 6.30e-03 2.88e-04 -1.10e-02 -0.015427 1.003 7.94e-05 0.001414
## 1311 9.33e-03 4.27e-04 -1.63e-02 -0.022866 1.003 1.74e-04 0.001414
## 1312 2.03e-03 1.02e-02 -1.49e-02 -0.022298 1.003 1.66e-04 0.001791
## 1313 6.30e-03 2.88e-04 -1.10e-02 -0.015427 1.003 7.94e-05 0.001414
## 1314 -2.84e-02 -4.34e-03 3.35e-02 -0.045441 1.001 6.88e-04 0.001530
## 1315 1.48e-02 6.77e-04 -2.58e-02 -0.036209 1.002 4.37e-04 0.001414
## 1316 -8.35e-03 3.48e-03 6.35e-03 -0.009684 1.004 3.13e-05 0.001741
## 1317 -1.36e-02 1.45e-02 -3.81e-04 -0.026640 1.002 2.37e-04 0.000993
## 1318 3.11e-03 1.57e-02 -2.29e-02 -0.034264 1.003 3.91e-04 0.001791
## 1319 1.26e-02 5.76e-04 -2.19e-02 -0.030839 1.002 3.17e-04 0.001414
## 1320 1.26e-02 5.76e-04 -2.19e-02 -0.030839 1.002 3.17e-04 0.001414
## 1321 -2.69e-03 -8.47e-03 9.10e-03 -0.014269 1.004 6.79e-05 0.002340
## 1322 -1.94e-02 -2.97e-03 2.29e-02 -0.031058 1.002 3.22e-04 0.001530
## 1323 1.06e-02 4.87e-04 -1.85e-02 -0.026055 1.003 2.26e-04 0.001414
## 1324 8.47e-03 3.88e-04 -1.48e-02 -0.020741 1.003 1.43e-04 0.001414
## 1325 -1.08e-02 -1.65e-03 1.27e-02 -0.017235 1.003 9.91e-05 0.001530
## 1326 -3.07e-02 1.28e-02 2.34e-02 -0.035634 1.002 4.23e-04 0.001741
## 1327 1.74e-02 7.95e-04 -3.03e-02 -0.042537 1.001 6.03e-04 0.001414
## 1328 -8.35e-03 3.48e-03 6.35e-03 -0.009684 1.004 3.13e-05 0.001741
## 1329 -2.19e-02 -3.34e-03 2.58e-02 -0.034929 1.002 4.07e-04 0.001530
## 1330 -2.06e-02 8.56e-03 1.56e-02 -0.023836 1.003 1.89e-04 0.001741
## 1331 -3.86e-03 -1.21e-02 1.30e-02 -0.020426 1.004 1.39e-04 0.002340
## 1332 -2.87e-02 1.19e-02 2.18e-02 -0.033274 1.003 3.69e-04 0.001741
## 1333 -2.88e-03 -9.59e-04 6.59e-04 -0.016695 1.002 9.29e-05 0.000700
## 1334 -4.09e-04 -6.26e-05 4.82e-04 -0.000654 1.004 1.43e-07 0.001530
## 1335 1.91e-02 8.75e-04 -3.33e-02 -0.046804 1.000 7.30e-04 0.001414
## 1336 -7.67e-03 -1.17e-03 9.04e-03 -0.012261 1.003 5.01e-05 0.001530
## 1337 -2.87e-03 -9.56e-04 6.58e-04 -0.016658 1.002 9.25e-05 0.000700
## 1338 -2.55e-03 -8.49e-04 5.84e-04 -0.014790 1.002 7.30e-05 0.000700
## 1339 -1.77e-02 -2.71e-03 2.09e-02 -0.028304 1.003 2.67e-04 0.001530
## 1340 -2.23e-03 -7.42e-04 5.10e-04 -0.012923 1.002 5.57e-05 0.000700
## 1341 -7.67e-03 -1.17e-03 9.04e-03 -0.012261 1.003 5.01e-05 0.001530
## 1342 1.93e-02 8.84e-04 -3.37e-02 -0.047325 1.000 7.46e-04 0.001414
## 1343 1.26e-02 5.76e-04 -2.19e-02 -0.030839 1.002 3.17e-04 0.001414
## 1344 2.90e-03 1.46e-02 -2.13e-02 -0.031870 1.003 3.39e-04 0.001791
## 1345 1.06e-02 4.87e-04 -1.85e-02 -0.026055 1.003 2.26e-04 0.001414
## 1346 1.37e-02 6.26e-04 -2.38e-02 -0.033497 1.002 3.74e-04 0.001414
## 1347 3.44e-03 1.74e-02 -2.53e-02 -0.037855 1.002 4.78e-04 0.001791
## 1348 -4.23e-03 -1.41e-03 9.68e-04 -0.024503 1.001 2.00e-04 0.000700
## 1349 -7.32e-03 -1.12e-03 8.63e-03 -0.011708 1.003 4.57e-05 0.001530
## 1350 -4.61e-03 -1.54e-03 1.06e-03 -0.026745 1.001 2.38e-04 0.000700
## 1351 -3.84e-03 -1.28e-03 8.79e-04 -0.022261 1.001 1.65e-04 0.000700
## 1352 -3.99e-02 1.66e-02 3.04e-02 -0.046316 1.001 7.15e-04 0.001741
## 1353 1.26e-02 5.76e-04 -2.19e-02 -0.030839 1.002 3.17e-04 0.001414
## 1354 1.37e-02 6.26e-04 -2.38e-02 -0.033497 1.002 3.74e-04 0.001414
## 1355 -4.21e-03 -6.44e-04 4.96e-03 -0.006734 1.004 1.51e-05 0.001530
## 1356 -2.29e-02 -3.50e-03 2.70e-02 -0.036589 1.002 4.46e-04 0.001530
## 1357 -1.15e-02 -1.75e-03 1.35e-02 -0.018341 1.003 1.12e-04 0.001530
## 1358 -1.49e-02 -2.28e-03 1.76e-02 -0.023869 1.003 1.90e-04 0.001530
## 1359 -1.48e-02 -1.74e-03 1.71e-02 -0.023137 1.003 1.79e-04 0.001525
## 1360 1.15e-02 5.27e-04 -2.00e-02 -0.028181 1.002 2.65e-04 0.001414
## 1361 -1.10e-03 -1.68e-04 1.30e-03 -0.001760 1.004 1.03e-06 0.001530
## 1362 -5.46e-03 -1.82e-03 1.25e-03 -0.031642 1.000 3.34e-04 0.000700
## 1363 -1.25e-02 -1.91e-03 1.47e-02 -0.019999 1.003 1.33e-04 0.001530
## 1364 -2.19e-02 -3.34e-03 2.58e-02 -0.034929 1.002 4.07e-04 0.001530
## 1365 -2.31e-02 9.62e-03 1.76e-02 -0.026785 1.003 2.39e-04 0.001741
## 1366 -1.13e-02 1.21e-02 -3.18e-04 -0.022187 1.002 1.64e-04 0.000993
## 1367 1.37e-02 6.26e-04 -2.38e-02 -0.033497 1.002 3.74e-04 0.001414
## 1368 -7.67e-03 -1.17e-03 9.04e-03 -0.012261 1.003 5.01e-05 0.001530
## 1369 -2.14e-03 -3.27e-04 2.52e-03 -0.003418 1.004 3.90e-06 0.001530
## 1370 -1.55e-02 6.44e-03 1.18e-02 -0.017939 1.003 1.07e-04 0.001741
## 1371 1.09e-02 4.97e-04 -1.89e-02 -0.026587 1.002 2.36e-04 0.001414
## 1372 2.35e-03 1.19e-02 -1.73e-02 -0.025887 1.003 2.23e-04 0.001791
## 1373 -2.29e-02 -3.50e-03 2.70e-02 -0.036589 1.002 4.46e-04 0.001530
## 1374 1.50e-02 6.86e-04 -2.61e-02 -0.036687 1.002 4.49e-04 0.001414
## 1375 -1.19e-02 4.96e-03 9.05e-03 -0.013811 1.004 6.36e-05 0.001741
## 1376 -1.22e-02 1.31e-02 -3.43e-04 -0.023968 1.002 1.92e-04 0.000993
## 1377 -1.56e-02 -2.39e-03 1.84e-02 -0.024975 1.003 2.08e-04 0.001530
## 1378 -9.05e-03 -1.38e-03 1.07e-02 -0.014472 1.003 6.99e-05 0.001530
## 1379 -2.76e-03 1.15e-03 2.10e-03 -0.003199 1.004 3.41e-06 0.001741
## 1380 -3.84e-03 -1.28e-03 8.79e-04 -0.022261 1.001 1.65e-04 0.000700
## 1381 6.30e-03 2.88e-04 -1.10e-02 -0.015427 1.003 7.94e-05 0.001414
## 1382 -2.06e-02 8.56e-03 1.56e-02 -0.023836 1.003 1.89e-04 0.001741
## 1383 -2.84e-02 -4.34e-03 3.35e-02 -0.045441 1.001 6.88e-04 0.001530
## 1384 1.96e-03 8.97e-05 -3.42e-03 -0.004802 1.003 7.69e-06 0.001414
## 1385 -1.65e-03 -5.49e-04 3.78e-04 -0.009562 1.003 3.05e-05 0.000700
## 1386 -1.25e-02 -1.91e-03 1.47e-02 -0.019999 1.003 1.33e-04 0.001530
## 1387 7.16e-03 3.28e-04 -1.25e-02 -0.017553 1.003 1.03e-04 0.001414
## 1388 1.71e-02 7.85e-04 -2.99e-02 -0.042005 1.001 5.88e-04 0.001414
## 1389 1.15e-02 5.27e-04 -2.00e-02 -0.028181 1.002 2.65e-04 0.001414
## 1390 -9.05e-03 -1.38e-03 1.07e-02 -0.014472 1.003 6.99e-05 0.001530
## 1391 -2.87e-03 -9.56e-04 6.58e-04 -0.016658 1.002 9.25e-05 0.000700
## 1392 -6.77e-03 7.25e-03 -1.90e-04 -0.013285 1.003 5.89e-05 0.000993
## 1393 3.93e-03 1.98e-02 -2.89e-02 -0.043242 1.002 6.23e-04 0.001791
## 1394 -4.48e-03 -1.49e-03 1.03e-03 -0.025998 1.001 2.25e-04 0.000700
## 1395 -4.23e-03 -1.41e-03 9.68e-04 -0.024503 1.001 2.00e-04 0.000700
## 1396 -1.04e-02 4.32e-03 7.89e-03 -0.012042 1.004 4.84e-05 0.001741
## 1397 -1.79e-03 -2.74e-04 2.11e-03 -0.002865 1.004 2.74e-06 0.001530
## 1398 -2.31e-02 9.62e-03 1.76e-02 -0.026785 1.003 2.39e-04 0.001741
## 1399 1.06e-02 4.87e-04 -1.85e-02 -0.026055 1.003 2.26e-04 0.001414
## 1400 2.35e-03 1.19e-02 -1.73e-02 -0.025887 1.003 2.23e-04 0.001791
## 1401 1.71e-02 7.85e-04 -2.99e-02 -0.042005 1.001 5.88e-04 0.001414
## 1402 1.06e-02 4.87e-04 -1.85e-02 -0.026055 1.003 2.26e-04 0.001414
## 1403 6.67e-04 3.37e-03 -4.90e-03 -0.007345 1.004 1.80e-05 0.001791
## 1404 -2.82e-02 1.17e-02 2.14e-02 -0.032684 1.003 3.56e-04 0.001741
## 1405 -1.08e-02 -1.65e-03 1.27e-02 -0.017235 1.003 9.91e-05 0.001530
## 1406 3.66e-03 1.85e-02 -2.69e-02 -0.040249 1.002 5.40e-04 0.001791
## 1407 -7.67e-03 -1.17e-03 9.04e-03 -0.012261 1.003 5.01e-05 0.001530
## 1408 1.37e-02 6.26e-04 -2.38e-02 -0.033497 1.002 3.74e-04 0.001414
## 1409 -5.60e-03 -8.55e-04 6.59e-03 -0.008944 1.004 2.67e-05 0.001530
## 1410 1.52e-02 6.95e-04 -2.65e-02 -0.037219 1.001 4.62e-04 0.001414
## 1411 -8.81e-03 9.44e-03 -2.48e-04 -0.017291 1.002 9.97e-05 0.000993
## 1412 1.50e-02 6.86e-04 -2.61e-02 -0.036687 1.002 4.49e-04 0.001414
## 1413 -7.55e-04 -1.15e-04 8.90e-04 -0.001207 1.004 4.86e-07 0.001530
## 1414 1.15e-02 5.27e-04 -2.00e-02 -0.028181 1.002 2.65e-04 0.001414
## 1415 -1.77e-02 -2.70e-03 2.09e-02 -0.028293 1.003 2.67e-04 0.001530
## 1416 -2.15e-02 -3.29e-03 2.53e-02 -0.034376 1.002 3.94e-04 0.001530
## 1417 1.06e-02 4.87e-04 -1.85e-02 -0.026055 1.003 2.26e-04 0.001414
## 1418 -9.05e-03 -1.38e-03 1.07e-02 -0.014472 1.003 6.99e-05 0.001530
## 1419 -2.06e-02 8.56e-03 1.56e-02 -0.023836 1.003 1.89e-04 0.001741
## 1420 -1.11e-02 -1.70e-03 1.31e-02 -0.017788 1.003 1.06e-04 0.001530
## 1421 -3.32e-03 -1.11e-03 7.61e-04 -0.019273 1.002 1.24e-04 0.000700
## 1422 -1.29e-02 5.38e-03 9.83e-03 -0.014991 1.004 7.50e-05 0.001741
## 1423 -1.70e-02 -2.60e-03 2.00e-02 -0.027187 1.003 2.46e-04 0.001530
## 1424 -1.85e-02 7.71e-03 1.41e-02 -0.021477 1.003 1.54e-04 0.001741
## 1425 -2.06e-02 8.56e-03 1.56e-02 -0.023836 1.003 1.89e-04 0.001741
## 1426 -1.13e-02 1.21e-02 -3.18e-04 -0.022187 1.002 1.64e-04 0.000993
## 1427 -7.55e-04 -1.15e-04 8.90e-04 -0.001207 1.004 4.86e-07 0.001530
## 1428 -8.35e-03 3.48e-03 6.35e-03 -0.009684 1.004 3.13e-05 0.001741
## 1429 -1.34e-02 5.59e-03 1.02e-02 -0.015580 1.004 8.10e-05 0.001741
## 1430 2.35e-03 1.19e-02 -1.73e-02 -0.025887 1.003 2.23e-04 0.001791
## 1431 -1.34e-02 5.59e-03 1.02e-02 -0.015580 1.004 8.10e-05 0.001741
## 1432 -2.31e-02 9.62e-03 1.76e-02 -0.026785 1.003 2.39e-04 0.001741
## 1433 1.09e-02 -4.55e-03 -8.30e-03 0.012661 1.004 5.35e-05 0.001741
## 1434 -1.29e-02 5.38e-03 9.83e-03 -0.014991 1.004 7.50e-05 0.001741
## 1435 -2.56e-02 1.07e-02 1.95e-02 -0.029734 1.003 2.95e-04 0.001741
## 1436 1.93e-02 8.84e-04 -3.37e-02 -0.047325 1.000 7.46e-04 0.001414
# ploting influential measures
influenceIndexPlot(model.car)
influencePlot(model.car)
## StudRes Hat CookD
## 81 -4.0575568 0.807630051 2.279406e+01
## 110 5.9208066 0.002002191 2.289897e-02
## 112 5.5628495 0.002002191 2.027064e-02
## 1079 -0.5152221 0.004827326 4.294361e-04
# Delete influentails records and build the model
model1 <- lm(Price ~ ., data = Corolla[-c(81),])
summary(model1)
##
## Call:
## lm(formula = Price ~ ., data = Corolla[-c(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
vif(model1)
## 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
avPlots(model1)
finalmodel <- lm(Price ~ Age_08_04 + KM + HP + cc + Gears + Quarterly_Tax + Weight, data = Corolla[-c(81),])
summary(finalmodel)
##
## Call:
## lm(formula = Price ~ Age_08_04 + KM + HP + cc + Gears + Quarterly_Tax +
## Weight, data = Corolla[-c(81), ])
##
## Residuals:
## Min 1Q Median 3Q Max
## -11372.3 -759.9 -26.4 743.5 6777.4
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -6.314e+03 1.382e+03 -4.569 5.32e-06 ***
## Age_08_04 -1.205e+02 2.561e+00 -47.031 < 2e-16 ***
## KM -1.789e-02 1.275e-03 -14.029 < 2e-16 ***
## HP 3.916e+01 2.898e+00 13.512 < 2e-16 ***
## cc -2.507e+00 3.062e-01 -8.188 5.83e-16 ***
## Gears 5.497e+02 1.892e+02 2.905 0.00373 **
## Quarterly_Tax 9.076e+00 1.424e+00 6.374 2.47e-10 ***
## Weight 1.996e+01 1.076e+00 18.547 < 2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 1312 on 1427 degrees of freedom
## Multiple R-squared: 0.8693, Adjusted R-squared: 0.8687
## F-statistic: 1356 on 7 and 1427 DF, p-value: < 2.2e-16
## Evaluate model LINE assumptions
plot(finalmodel)
#Residual plots,QQplot,std-Residuals Vs Fitted,Cook's Distance
qqPlot(model)
## [1] 81 222