## crim zn indus chas nox rm age dis rad tax ptratio black lstat
## 1 0.00632 18 2.31 0 0.538 6.575 65.2 4.0900 1 296 15.3 396.90 4.98
## 2 0.02731 0 7.07 0 0.469 6.421 78.9 4.9671 2 242 17.8 396.90 9.14
## 3 0.02729 0 7.07 0 0.469 7.185 61.1 4.9671 2 242 17.8 392.83 4.03
## 4 0.03237 0 2.18 0 0.458 6.998 45.8 6.0622 3 222 18.7 394.63 2.94
## 5 0.06905 0 2.18 0 0.458 7.147 54.2 6.0622 3 222 18.7 396.90 5.33
## 6 0.02985 0 2.18 0 0.458 6.430 58.7 6.0622 3 222 18.7 394.12 5.21
## medv
## 1 24.0
## 2 21.6
## 3 34.7
## 4 33.4
## 5 36.2
## 6 28.7## age medv crim tax dis
## 1 65.2 24.0 0.00632 296 4.0900
## 2 78.9 21.6 0.02731 242 4.9671
## 3 61.1 34.7 0.02729 242 4.9671
## 4 45.8 33.4 0.03237 222 6.0622
## 5 54.2 36.2 0.06905 222 6.0622
## 6 58.7 28.7 0.02985 222 6.0622correlation_matrix <- cor(dat[, c("medv", "dis", "crim", "age")])
# Korelasyon matrisini görüntüleme
print(correlation_matrix)## medv dis crim age
## medv 1.0000000 0.2499287 -0.3883046 -0.3769546
## dis 0.2499287 1.0000000 -0.3796701 -0.7478805
## crim -0.3883046 -0.3796701 1.0000000 0.3527343
## age -0.3769546 -0.7478805 0.3527343 1.0000000#en yüksek korelasyon crim değişkeni ile olduğu için ondan başlıyoruz.
##
## Attaching package: 'dplyr'## The following object is masked from 'package:MASS':
##
## select## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, union| r.squared | adj.r.squared | sigma | statistic | p.value | df | logLik | AIC | BIC | deviance | df.residual | nobs |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0.151 | 0.149 | 8.484 | 89.486 | 0 | 1 | -1798.89 | 3603.781 | 3616.46 | 36275.51 | 504 | 506 |
| r.squared | adj.r.squared | sigma | statistic | p.value | df | logLik | AIC | BIC | deviance | df.residual | nobs |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0.217 | 0.213 | 8.157 | 69.519 | 0 | 2 | -1778.493 | 3564.987 | 3581.893 | 33465.74 | 503 | 506 |
| r.squared | adj.r.squared | sigma | statistic | p.value | df | logLik | AIC | BIC | deviance | df.residual | nobs |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0.227 | 0.222 | 8.112 | 49.064 | 0 | 3 | -1775.187 | 3560.374 | 3581.506 | 33031.21 | 502 | 506 |
## # A tibble: 3 × 7
## term df.residual rss df sumsq statistic p.value
## <chr> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 medv ~ crim 504 36276. NA NA NA NA
## 2 medv ~ crim + age 503 33466. 1 2810. 42.7 1.57e-10
## 3 medv ~ age + crim + dis 502 33031. 1 435. 6.60 1.05e- 2#Değişken ekledikçe hem hatalar azaldı hemde F değerleri istatistiksel olarak anlamlı bulundu bu yüzden eklediğimiz değişkenlerle regresyon yapılabilir.
Etkili Gözlemlerin Belirlenmesi
Cook’s D
##
## Attaching package: 'olsrr'## The following object is masked from 'package:MASS':
##
## cement## The following object is masked from 'package:datasets':
##
## rivers
#çizginin üzerindeki gözlemler etkili gözlemdir. Çok fazla veri olduğu için grafiği büyüterek bakmak gerekebilir. ## DFBETA
#kesişim ve bağımsız değişkenler için Threshold değerlerini geçen
gözlemler etkili gözlemlerdir.
## Influence measures of
## lm(formula = medv ~ age + crim + dis, data = dat) :
##
## dfb.1_ dfb.age dfb.crim dfb.dis dffit cov.r cook.d hat
## 1 4.05e-05 4.87e-06 -8.89e-05 1.75e-07 0.000244 1.010 1.49e-08 0.00233
## 2 2.80e-04 -3.17e-04 9.31e-05 -3.04e-04 -0.000439 1.014 4.83e-08 0.00560
## 3 -1.14e-02 1.51e-02 -1.49e-02 2.88e-02 0.071077 0.997 1.26e-03 0.00281
## 4 -6.85e-03 -2.27e-04 -3.48e-04 3.21e-02 0.067631 1.004 1.14e-03 0.00427
## 5 -3.81e-02 3.01e-02 -3.61e-03 6.87e-02 0.103526 0.994 2.67e-03 0.00467
## 6 -2.29e-02 2.00e-02 -2.49e-03 3.45e-02 0.047118 1.010 5.56e-04 0.00521
## 7 -6.40e-04 6.43e-04 -1.46e-04 8.47e-04 0.001175 1.013 3.46e-07 0.00484
## 8 -1.19e-01 1.23e-01 -1.45e-02 1.18e-01 0.139504 1.018 4.86e-03 0.01790
## 9 2.71e-02 -2.77e-02 2.94e-03 -2.64e-02 -0.031080 1.029 2.42e-04 0.02122
## 10 1.01e-02 -9.84e-03 6.49e-04 -1.06e-02 -0.011935 1.026 3.57e-05 0.01715
## 11 5.71e-02 -5.73e-02 4.94e-03 -5.75e-02 -0.066011 1.027 1.09e-03 0.01988
## 12 1.59e-02 -1.58e-02 1.50e-03 -1.70e-02 -0.019565 1.021 9.59e-05 0.01316
## 13 -1.48e-02 1.74e-02 1.06e-03 1.75e-04 -0.036611 1.010 3.36e-04 0.00417
## 14 1.15e-03 -2.74e-03 3.92e-03 -6.19e-03 -0.020609 1.009 1.06e-04 0.00247
## 15 1.63e-02 -1.98e-02 6.07e-03 -1.63e-02 -0.026151 1.012 1.71e-04 0.00536
## 16 -8.63e-03 6.27e-03 5.36e-03 4.96e-04 -0.028378 1.008 2.02e-04 0.00243
## 17 -4.38e-02 4.48e-02 -2.29e-04 2.73e-02 -0.052742 1.013 6.96e-04 0.00809
## 18 1.68e-02 -2.18e-02 8.29e-03 -1.71e-02 -0.032012 1.010 2.57e-04 0.00414
## 19 -7.15e-02 6.75e-02 6.52e-03 5.17e-02 -0.079829 1.009 1.59e-03 0.00782
## 20 -4.29e-03 -2.60e-03 1.05e-02 9.03e-04 -0.030362 1.007 2.31e-04 0.00225
## 21 4.24e-02 -5.41e-02 1.59e-02 -3.58e-02 -0.064290 1.011 1.03e-03 0.00738
## 22 6.03e-03 -7.86e-03 2.76e-03 -5.48e-03 -0.010218 1.013 2.62e-05 0.00534
## 23 3.03e-02 -3.87e-02 1.17e-02 -2.71e-02 -0.048527 1.011 5.89e-04 0.00586
## 24 4.12e-02 -4.98e-02 1.27e-02 -3.59e-02 -0.056976 1.015 8.13e-04 0.00920
## 25 3.47e-02 -4.10e-02 1.03e-02 -3.20e-02 -0.048142 1.014 5.80e-04 0.00816
## 26 4.17e-02 -5.01e-02 1.40e-02 -4.11e-02 -0.064808 1.008 1.05e-03 0.00562
## 27 2.90e-02 -3.32e-02 7.61e-03 -2.80e-02 -0.039793 1.014 3.97e-04 0.00793
## 28 3.86e-02 -4.57e-02 1.15e-02 -3.71e-02 -0.056530 1.011 8.00e-04 0.00651
## 29 1.18e-02 -1.38e-02 3.31e-03 -1.09e-02 -0.016108 1.016 6.50e-05 0.00849
## 30 -1.33e-03 1.66e-03 -4.98e-04 1.27e-03 0.002148 1.013 1.16e-06 0.00540
## 31 5.39e-02 -6.49e-02 1.62e-02 -4.90e-02 -0.076977 1.009 1.48e-03 0.00746
## 32 4.12e-02 -4.89e-02 1.08e-02 -3.63e-02 -0.055590 1.015 7.74e-04 0.00943
## 33 2.74e-02 -3.89e-02 1.53e-02 -2.74e-02 -0.060996 1.003 9.30e-04 0.00356
## 34 4.27e-02 -5.58e-02 1.81e-02 -3.63e-02 -0.068782 1.008 1.18e-03 0.00635
## 35 4.08e-02 -5.24e-02 1.46e-02 -3.45e-02 -0.063168 1.010 9.98e-04 0.00678
## 36 -1.44e-02 5.51e-03 1.43e-02 1.18e-02 -0.033068 1.007 2.74e-04 0.00269
## 37 -2.24e-02 1.48e-02 1.23e-02 1.78e-02 -0.034148 1.008 2.92e-04 0.00320
## 38 -4.82e-02 4.42e-02 8.76e-03 3.36e-02 -0.056970 1.010 8.12e-04 0.00586
## 39 -4.29e-02 4.12e-02 4.07e-03 3.13e-02 -0.046974 1.017 5.53e-04 0.01018
## 40 1.88e-02 -2.09e-02 5.98e-04 -8.96e-03 0.026422 1.016 1.75e-04 0.00848
## 41 5.56e-02 -6.16e-02 2.63e-03 -2.92e-02 0.073245 1.015 1.34e-03 0.01079
## 42 -4.91e-02 5.56e-02 -4.84e-03 2.65e-02 -0.063289 1.022 1.00e-03 0.01595
## 43 -5.42e-02 6.17e-02 -5.28e-03 2.81e-02 -0.071659 1.019 1.29e-03 0.01406
## 44 -6.12e-02 6.96e-02 -6.03e-03 3.18e-02 -0.080803 1.019 1.63e-03 0.01411
## 45 -9.48e-03 1.30e-02 1.97e-04 -6.00e-03 -0.037888 1.009 3.59e-04 0.00413
## 46 -4.65e-02 4.98e-02 2.09e-03 1.99e-02 -0.071583 1.006 1.28e-03 0.00542
## 47 -4.36e-02 4.68e-02 1.71e-03 1.90e-02 -0.066459 1.007 1.10e-03 0.00554
## 48 3.81e-02 -3.94e-02 5.54e-03 -3.96e-02 -0.047951 1.018 5.76e-04 0.01102
## 49 6.24e-02 -6.44e-02 7.66e-03 -6.17e-02 -0.073420 1.023 1.35e-03 0.01686
## 50 1.89e-02 -1.71e-02 1.52e-03 -2.61e-02 -0.033537 1.012 2.82e-04 0.00585
## 51 1.70e-02 -1.01e-02 -2.73e-03 -3.31e-02 -0.047791 1.012 5.72e-04 0.00637
## 52 1.55e-02 -1.36e-02 8.03e-05 -1.98e-02 -0.022782 1.017 1.30e-04 0.00948
## 53 -8.42e-03 1.37e-02 -3.56e-03 -4.36e-03 -0.028784 1.015 2.07e-04 0.00786
## 54 -1.31e-02 2.15e-02 -5.63e-03 -7.22e-03 -0.045826 1.014 5.26e-04 0.00780
## 55 2.98e-02 -2.08e-02 -4.21e-03 -4.72e-02 -0.058909 1.014 8.69e-04 0.00872
## 56 -3.49e-02 3.49e-03 2.50e-02 8.65e-02 0.131348 1.011 4.31e-03 0.01322
## 57 -4.74e-03 2.98e-03 1.33e-03 7.24e-03 0.008425 1.026 1.78e-05 0.01792
## 58 -5.63e-02 3.62e-02 1.36e-02 8.83e-02 0.105753 1.014 2.80e-03 0.01303
## 59 6.80e-03 -6.41e-05 -4.97e-03 -1.92e-02 -0.031317 1.017 2.46e-04 0.00943
## 60 2.03e-02 -1.33e-02 -2.86e-03 -3.56e-02 -0.048202 1.012 5.82e-04 0.00696
## 61 3.17e-02 -2.79e-02 -6.95e-04 -3.83e-02 -0.042262 1.020 4.47e-04 0.01301
## 62 4.28e-02 -4.19e-02 2.48e-03 -4.37e-02 -0.048831 1.031 5.97e-04 0.02331
## 63 -7.99e-03 7.10e-03 1.10e-04 9.52e-03 0.010463 1.022 2.74e-05 0.01361
## 64 -7.02e-03 4.67e-03 1.53e-03 1.09e-02 0.013172 1.020 4.35e-05 0.01153
## 65 -1.93e-01 1.58e-01 2.25e-02 2.35e-01 0.245665 1.018 1.51e-02 0.02694
## 66 -2.27e-02 3.17e-02 -6.10e-03 -6.99e-04 -0.053599 1.014 7.19e-04 0.00853
## 67 -8.64e-03 2.01e-02 -6.16e-03 -2.10e-02 -0.068589 1.008 1.18e-03 0.00606
## 68 -2.48e-02 3.50e-02 -6.46e-03 -2.64e-03 -0.062765 1.012 9.86e-04 0.00762
## 69 -5.18e-04 1.24e-02 -5.54e-03 -3.13e-02 -0.076837 1.005 1.48e-03 0.00540
## 70 -5.96e-03 1.41e-02 -4.21e-03 -1.57e-02 -0.050643 1.010 6.42e-04 0.00569
## 71 -8.00e-02 8.76e-02 -4.55e-03 4.75e-02 -0.097552 1.019 2.38e-03 0.01556
## 72 -7.18e-02 7.88e-02 -3.01e-03 3.86e-02 -0.093481 1.012 2.19e-03 0.01040
## 73 -9.35e-02 1.02e-01 -5.17e-03 5.50e-02 -0.114595 1.016 3.28e-03 0.01493
## 74 -9.12e-02 1.00e-01 -5.77e-03 5.42e-02 -0.111099 1.018 3.09e-03 0.01579
## 75 -1.20e-01 1.23e-01 3.01e-04 8.55e-02 -0.130485 1.023 4.26e-03 0.02115
## 76 -2.39e-02 2.25e-02 5.43e-03 1.23e-02 -0.036543 1.009 3.34e-04 0.00383
## 77 3.94e-03 -7.69e-03 6.82e-03 -5.07e-03 -0.018262 1.010 8.35e-05 0.00281
## 78 -3.49e-02 3.13e-02 8.21e-03 2.26e-02 -0.045541 1.009 5.19e-04 0.00439
## 79 -2.84e-03 2.37e-03 3.80e-03 -4.60e-03 -0.023055 1.009 1.33e-04 0.00276
## 80 -5.07e-02 4.99e-02 6.02e-03 3.02e-02 -0.065219 1.008 1.06e-03 0.00577
## 81 4.80e-03 -5.42e-03 -1.19e-04 -1.37e-03 0.008696 1.013 1.89e-05 0.00518
## 82 -7.67e-03 8.02e-03 -2.00e-03 9.47e-03 0.013108 1.013 4.30e-05 0.00506
## 83 -1.26e-02 1.42e-02 1.95e-04 4.01e-03 -0.021875 1.013 1.20e-04 0.00547
## 84 -3.26e-03 4.06e-03 1.40e-03 -3.39e-03 -0.017687 1.011 7.84e-05 0.00334
## 85 -5.52e-03 5.22e-03 1.83e-03 1.46e-03 -0.011958 1.011 3.58e-05 0.00314
## 86 3.89e-03 -2.79e-03 -2.77e-03 -8.91e-04 0.010906 1.010 2.98e-05 0.00253
## 87 -1.96e-02 1.82e-02 4.57e-03 1.07e-02 -0.028875 1.010 2.09e-04 0.00392
## 88 -1.36e-02 1.01e-02 6.36e-03 9.42e-03 -0.020830 1.010 1.09e-04 0.00312
## 89 -4.35e-03 8.24e-03 -6.16e-03 3.26e-03 0.014197 1.012 5.05e-05 0.00388
## 90 1.61e-02 -9.79e-03 -1.04e-02 -1.27e-02 0.027164 1.009 1.85e-04 0.00296
## 91 -8.26e-03 4.67e-03 5.57e-03 7.24e-03 -0.013471 1.011 4.55e-05 0.00327
## 92 -3.39e-03 2.16e-04 4.89e-03 3.31e-03 -0.010171 1.011 2.59e-05 0.00288
## 93 -1.58e-02 1.26e-02 5.80e-03 1.15e-02 -0.021126 1.011 1.12e-04 0.00377
## 94 -4.72e-02 4.51e-02 4.85e-03 3.55e-02 -0.050688 1.018 6.43e-04 0.01161
## 95 1.29e-03 -5.06e-03 6.26e-03 -1.40e-03 -0.014128 1.010 5.00e-05 0.00282
## 96 1.62e-02 -1.19e-02 -7.24e-03 -1.24e-02 0.022846 1.010 1.31e-04 0.00344
## 97 -4.57e-03 6.54e-04 6.38e-03 3.41e-03 -0.014698 1.010 5.41e-05 0.00251
## 98 2.83e-03 2.55e-02 -4.57e-02 -1.49e-03 0.100882 0.981 2.53e-03 0.00268
## 99 1.74e-01 -1.60e-01 -2.62e-02 -1.34e-01 0.188596 0.986 8.84e-03 0.00901
## 100 3.29e-02 -2.02e-02 -2.12e-02 -2.50e-02 0.056636 1.002 8.02e-04 0.00289
## 101 7.70e-03 3.34e-03 -1.61e-02 -9.73e-03 0.032078 1.009 2.58e-04 0.00327
## 102 9.42e-03 -3.98e-03 -8.08e-03 -9.12e-03 0.017797 1.011 7.93e-05 0.00330
## 103 -1.54e-03 -8.04e-03 1.37e-02 4.54e-03 -0.027399 1.010 1.88e-04 0.00361
## 104 3.46e-04 -7.61e-03 1.04e-02 2.23e-03 -0.020940 1.011 1.10e-04 0.00381
## 105 -4.18e-04 -5.00e-03 7.66e-03 2.68e-03 -0.014916 1.012 5.57e-05 0.00428
## 106 8.55e-04 -6.94e-03 8.41e-03 2.38e-03 -0.016496 1.013 6.82e-05 0.00536
## 107 -1.08e-03 -6.26e-03 1.02e-02 4.42e-03 -0.019722 1.012 9.74e-05 0.00465
## 108 -6.13e-03 -1.04e-03 9.92e-03 8.59e-03 -0.019243 1.012 9.27e-05 0.00439
## 109 2.19e-03 -6.08e-03 5.50e-03 -1.06e-04 -0.011302 1.013 3.20e-05 0.00533
## 110 1.26e-03 -7.74e-03 9.11e-03 1.56e-03 -0.018413 1.012 8.49e-05 0.00431
## 111 -3.87e-02 3.05e-02 1.22e-02 3.36e-02 -0.043853 1.012 4.81e-04 0.00629
## 112 -5.09e-05 -3.05e-05 1.18e-04 7.00e-05 -0.000232 1.012 1.35e-08 0.00345
## 113 9.06e-04 -9.59e-03 1.22e-02 3.16e-03 -0.023963 1.012 1.44e-04 0.00468
## 114 4.20e-03 -1.15e-02 1.03e-02 -4.94e-04 -0.021446 1.012 1.15e-04 0.00498
## 115 -1.03e-02 -2.26e-03 1.75e-02 1.43e-02 -0.033982 1.010 2.89e-04 0.00412
## 116 -2.16e-03 -8.80e-03 1.55e-02 6.35e-03 -0.030182 1.010 2.28e-04 0.00406
## 117 -1.06e-02 4.33e-03 9.12e-03 1.06e-02 -0.019837 1.011 9.85e-05 0.00347
## 118 -3.68e-03 -4.99e-03 1.26e-02 5.85e-03 -0.024861 1.010 1.55e-04 0.00341
## 119 -1.68e-02 7.72e-03 1.29e-02 1.73e-02 -0.028324 1.010 2.01e-04 0.00400
## 120 -3.18e-02 2.03e-02 1.70e-02 2.93e-02 -0.043897 1.008 4.82e-04 0.00414
## 121 -1.66e-02 9.84e-03 9.56e-03 1.67e-02 -0.023002 1.012 1.33e-04 0.00506
## 122 -6.76e-03 -8.60e-04 1.07e-02 9.19e-03 -0.020607 1.012 1.06e-04 0.00426
## 123 -8.48e-04 -3.48e-03 6.00e-03 2.89e-03 -0.011471 1.013 3.30e-05 0.00492
## 124 -1.33e-04 -1.41e-02 1.94e-02 7.74e-03 -0.037642 1.012 3.55e-04 0.00553
## 125 -3.81e-04 -8.85e-03 1.27e-02 5.16e-03 -0.024526 1.013 1.51e-04 0.00534
## 126 -2.25e-03 -1.04e-03 4.50e-03 3.58e-03 -0.008679 1.013 1.89e-05 0.00471
## 127 -6.35e-03 -1.46e-02 2.76e-02 1.72e-02 -0.054315 1.009 7.38e-04 0.00551
## 128 -4.64e-03 -1.45e-02 2.56e-02 1.46e-02 -0.049677 1.010 6.18e-04 0.00555
## 129 -1.64e-05 -1.14e-02 1.53e-02 6.45e-03 -0.030206 1.013 2.28e-04 0.00584
## 130 -3.45e-03 -1.99e-02 2.94e-02 1.52e-02 -0.061741 1.007 9.53e-04 0.00492
## 131 1.99e-03 -7.93e-03 8.03e-03 1.36e-03 -0.016413 1.013 6.75e-05 0.00562
## 132 1.58e-03 -5.08e-03 4.29e-03 3.39e-04 -0.009935 1.013 2.47e-05 0.00505
## 133 -3.46e-03 1.02e-02 -8.91e-03 -2.34e-04 0.019211 1.013 9.24e-05 0.00530
## 134 3.98e-03 -1.23e-02 1.16e-02 2.71e-04 -0.024109 1.012 1.46e-04 0.00494
## 135 9.37e-03 -2.50e-02 1.98e-02 -6.09e-04 -0.045432 1.010 5.17e-04 0.00525
## 136 2.66e-03 -1.22e-02 1.26e-02 2.66e-03 -0.026323 1.012 1.74e-04 0.00542
## 137 -3.90e-03 -1.07e-02 1.95e-02 1.09e-02 -0.038220 1.011 3.66e-04 0.00503
## 138 8.96e-05 -1.47e-02 1.94e-02 8.02e-03 -0.038520 1.012 3.72e-04 0.00573
## 139 -5.61e-03 -2.43e-02 3.99e-02 2.22e-02 -0.077521 1.006 1.50e-03 0.00597
## 140 -2.67e-03 -1.02e-02 1.66e-02 9.74e-03 -0.033313 1.012 2.78e-04 0.00581
## 141 -1.72e-02 -1.18e-02 3.82e-02 3.14e-02 -0.074468 1.006 1.39e-03 0.00565
## 142 -6.07e-03 -1.80e-02 2.71e-02 2.00e-02 -0.061770 1.009 9.55e-04 0.00595
## 143 -8.76e-03 -1.61e-02 2.16e-02 2.34e-02 -0.064617 1.008 1.04e-03 0.00559
## 144 -3.92e-03 -1.12e-02 1.11e-02 1.29e-02 -0.039943 1.011 3.99e-04 0.00524
## 145 -1.63e-02 -1.60e-02 3.06e-02 3.42e-02 -0.083103 1.004 1.73e-03 0.00553
## 146 -6.58e-03 -1.82e-02 2.51e-02 2.10e-02 -0.063928 1.008 1.02e-03 0.00572
## 147 -3.16e-03 -1.49e-02 1.90e-02 1.37e-02 -0.046828 1.011 5.49e-04 0.00564
## 148 -1.30e-02 -9.83e-03 2.30e-02 2.50e-02 -0.058925 1.008 8.69e-04 0.00530
## 149 -8.00e-03 -4.03e-03 1.21e-02 1.40e-02 -0.031199 1.012 2.44e-04 0.00507
## 150 -1.11e-02 -8.07e-03 1.81e-02 2.09e-02 -0.049707 1.009 6.18e-04 0.00501
## 151 4.47e-04 1.08e-03 -1.71e-03 -1.28e-03 0.003942 1.013 3.89e-06 0.00538
## 152 -4.79e-04 -3.87e-03 5.00e-03 3.00e-03 -0.011300 1.014 3.20e-05 0.00578
## 153 -2.58e-02 1.84e-03 2.86e-02 3.56e-02 -0.063479 1.007 1.01e-03 0.00519
## 154 -8.80e-04 -3.79e-03 4.91e-03 3.51e-03 -0.012188 1.013 3.72e-05 0.00533
## 155 -3.92e-03 -1.05e-02 1.68e-02 1.15e-02 -0.037514 1.011 3.52e-04 0.00515
## 156 -2.94e-02 1.10e-02 1.35e-02 3.48e-02 -0.053893 1.007 7.27e-04 0.00436
## 157 -1.17e-02 -1.43e-02 2.57e-02 2.46e-02 -0.068003 1.005 1.16e-03 0.00467
## 158 1.97e-03 6.70e-02 -8.28e-02 -3.96e-02 0.182543 0.964 8.24e-03 0.00522
## 159 -6.72e-04 1.32e-02 -1.48e-02 -6.62e-03 0.033149 1.012 2.75e-04 0.00565
## 160 -5.84e-04 9.66e-03 -1.06e-02 -4.70e-03 0.024062 1.013 1.45e-04 0.00561
## 161 9.02e-03 8.70e-03 -2.10e-02 -1.74e-02 0.046068 1.009 5.31e-04 0.00485
## 162 4.42e-02 4.50e-02 -1.03e-01 -8.36e-02 0.235021 0.917 1.35e-02 0.00440
## 163 -2.23e-02 1.17e-01 -1.05e-01 -3.08e-02 0.260566 0.911 1.66e-02 0.00500
## 164 2.11e-04 8.84e-02 -1.03e-01 -4.36e-02 0.240604 0.914 1.41e-02 0.00444
## 165 -6.77e-04 5.20e-03 -4.64e-03 -1.34e-03 0.012884 1.012 4.16e-05 0.00382
## 166 -1.17e-03 1.28e-02 -1.03e-02 -4.32e-03 0.032849 1.010 2.70e-04 0.00387
## 167 -6.91e-03 9.89e-02 -9.89e-02 -4.18e-02 0.249796 0.912 1.52e-02 0.00466
## 168 3.25e-03 -6.40e-04 -2.81e-03 -3.71e-03 0.007587 1.011 1.44e-05 0.00332
## 169 -1.31e-03 1.08e-02 -9.67e-03 -3.68e-03 0.025991 1.011 1.69e-04 0.00452
## 170 -1.28e-03 6.06e-03 -4.75e-03 -1.16e-03 0.013520 1.012 4.58e-05 0.00428
## 171 4.02e-03 -1.45e-02 1.29e-02 1.19e-03 -0.029967 1.011 2.25e-04 0.00451
## 172 2.19e-03 -5.67e-03 3.57e-03 -2.87e-04 -0.010327 1.013 2.67e-05 0.00463
## 173 6.09e-06 3.01e-03 -4.33e-03 -1.16e-03 0.008521 1.012 1.82e-05 0.00401
## 174 1.09e-03 1.70e-03 -4.04e-03 -1.90e-03 0.007851 1.012 1.54e-05 0.00361
## 175 -9.22e-03 5.12e-03 6.01e-03 8.82e-03 -0.014108 1.012 4.99e-05 0.00387
## 176 1.07e-02 -9.80e-03 -1.44e-03 -8.55e-03 0.011155 1.021 3.12e-05 0.01243
## 177 -2.62e-02 2.26e-02 6.49e-03 1.98e-02 -0.030628 1.012 2.35e-04 0.00545
## 178 1.78e-03 4.06e-04 -3.47e-03 -1.58e-03 0.007394 1.011 1.37e-05 0.00266
## 179 1.71e-02 -3.14e-03 -2.10e-02 -1.74e-02 0.043426 1.006 4.72e-04 0.00309
## 180 8.56e-02 -6.36e-02 -3.31e-02 -7.50e-02 0.102958 0.997 2.64e-03 0.00516
## 181 1.57e-02 2.84e-02 -6.47e-02 -2.75e-02 0.126220 0.976 3.95e-03 0.00349
## 182 7.83e-02 -5.47e-02 -3.44e-02 -7.20e-02 0.097044 0.999 2.35e-03 0.00517
## 183 -2.27e-02 6.86e-02 -6.68e-02 2.03e-03 0.136676 0.980 4.64e-03 0.00450
## 184 -3.28e-02 6.47e-02 -4.69e-02 1.65e-02 0.103128 0.997 2.65e-03 0.00520
## 185 -8.43e-03 2.05e-02 -1.81e-02 3.69e-03 0.038346 1.009 3.68e-04 0.00418
## 186 1.62e-02 -6.23e-03 -1.59e-02 -1.38e-02 0.036163 1.007 3.27e-04 0.00277
## 187 1.78e-01 -1.42e-01 -5.88e-02 -1.45e-01 0.212055 0.944 1.11e-02 0.00500
## 188 4.20e-02 -3.83e-02 -7.55e-03 -3.04e-02 0.048237 1.012 5.82e-04 0.00644
## 189 1.55e-02 -1.57e-02 -9.17e-04 -9.60e-03 0.018755 1.016 8.81e-05 0.00798
## 190 5.17e-02 -5.07e-02 -7.17e-03 -2.89e-02 0.070309 1.005 1.24e-03 0.00503
## 191 3.99e-02 -5.60e-02 1.04e-02 3.76e-03 0.099886 1.005 2.49e-03 0.00760
## 192 6.87e-03 -1.28e-02 3.08e-03 9.16e-03 0.036944 1.012 3.42e-04 0.00591
## 193 2.77e-02 -4.28e-02 8.84e-03 1.31e-02 0.093024 1.004 2.16e-03 0.00661
## 194 1.42e-02 -1.72e-02 2.12e-03 -5.20e-03 0.022283 1.019 1.24e-04 0.01143
## 195 4.70e-03 -5.96e-03 7.55e-04 -9.54e-04 0.008889 1.016 1.98e-05 0.00836
## 196 1.03e-01 -1.23e-01 2.18e-03 -1.69e-02 0.209655 0.950 1.08e-02 0.00536
## 197 -1.62e-02 3.70e-04 9.85e-03 4.89e-02 0.082729 1.009 1.71e-03 0.00760
## 198 -1.39e-02 3.92e-03 6.00e-03 3.43e-02 0.053769 1.013 7.24e-04 0.00764
## 199 -3.10e-02 1.23e-02 1.09e-02 6.90e-02 0.103274 1.005 2.66e-03 0.00771
## 200 1.27e-02 -3.26e-02 1.55e-02 2.72e-02 0.089335 1.012 2.00e-03 0.01016
## 201 1.07e-02 -2.47e-02 1.09e-02 1.74e-02 0.062751 1.016 9.86e-04 0.01041
## 202 -7.81e-04 2.82e-03 -6.23e-04 -5.38e-03 -0.014941 1.013 5.59e-05 0.00489
## 203 9.13e-02 -1.15e-01 1.52e-02 -2.28e-02 0.163706 0.995 6.68e-03 0.00928
## 204 1.29e-01 -1.38e-01 -7.01e-03 -5.57e-02 0.197319 0.959 9.62e-03 0.00555
## 205 1.45e-01 -1.56e-01 -6.71e-03 -6.55e-02 0.216199 0.952 1.15e-02 0.00588
## 206 -9.04e-02 8.91e-02 5.28e-03 6.55e-02 -0.097944 1.016 2.40e-03 0.01339
## 207 -3.11e-03 2.59e-03 1.25e-03 1.40e-03 -0.005906 1.011 8.74e-06 0.00287
## 208 5.27e-04 -8.01e-04 5.36e-04 -6.97e-04 -0.001744 1.011 7.62e-07 0.00293
## 209 -3.74e-04 2.26e-04 3.14e-04 1.18e-04 -0.001077 1.010 2.90e-07 0.00241
## 210 -3.02e-03 3.82e-03 -1.25e-03 2.54e-03 0.004457 1.017 4.98e-06 0.00854
## 211 -5.69e-03 7.60e-03 -3.17e-03 4.91e-03 0.009723 1.014 2.37e-05 0.00597
## 212 7.38e-03 -1.10e-02 5.73e-03 -6.21e-03 -0.015872 1.012 6.31e-05 0.00457
## 213 -1.82e-02 1.45e-02 6.35e-03 1.32e-02 -0.024230 1.011 1.47e-04 0.00373
## 214 -2.52e-04 2.42e-04 2.65e-05 1.80e-04 -0.000281 1.017 1.98e-08 0.00892
## 215 -1.36e-01 1.35e-01 3.92e-03 1.03e-01 -0.142164 1.025 5.05e-03 0.02301
## 216 -1.42e-02 1.30e-02 2.58e-03 9.86e-03 -0.017024 1.013 7.26e-05 0.00557
## 217 -1.73e-02 1.32e-02 6.33e-03 1.44e-02 -0.020959 1.012 1.10e-04 0.00475
## 218 -1.38e-02 2.80e-02 -2.24e-02 1.03e-02 0.050976 1.006 6.50e-04 0.00368
## 219 -8.47e-04 1.76e-03 -1.34e-03 4.13e-04 0.002923 1.013 2.14e-06 0.00485
## 220 -7.59e-03 1.21e-02 -7.05e-03 5.61e-03 0.017452 1.013 7.63e-05 0.00504
## 221 -4.77e-03 1.73e-02 -1.79e-02 1.26e-04 0.037969 1.009 3.61e-04 0.00386
## 222 -1.04e-03 2.11e-03 -1.54e-03 5.92e-04 0.003540 1.012 3.14e-06 0.00437
## 223 2.31e-03 6.90e-03 -1.32e-02 -2.69e-03 0.030464 1.008 2.32e-04 0.00269
## 224 -2.77e-03 1.83e-02 -2.23e-02 6.56e-04 0.051714 1.004 6.69e-04 0.00292
## 225 3.73e-02 1.27e-02 -7.21e-02 -4.37e-02 0.149625 0.954 5.53e-03 0.00305
## 226 1.14e-02 5.46e-02 -9.22e-02 -2.73e-02 0.195933 0.921 9.39e-03 0.00322
## 227 -2.69e-02 6.23e-02 -5.21e-02 1.63e-02 0.118943 0.981 3.52e-03 0.00366
## 228 9.33e-04 1.77e-02 -2.74e-02 -3.22e-03 0.060120 1.001 9.03e-04 0.00290
## 229 2.78e-01 -2.70e-01 -1.51e-02 -2.16e-01 0.289546 0.995 2.08e-02 0.01975
## 230 2.71e-02 -2.62e-02 -1.67e-03 -2.10e-02 0.028316 1.025 2.01e-04 0.01708
## 231 9.98e-04 -1.50e-04 -1.32e-03 -5.93e-04 0.003555 1.010 3.17e-06 0.00232
## 232 -6.55e-03 2.14e-02 -2.32e-02 7.67e-03 0.058260 1.001 8.48e-04 0.00270
## 233 -6.57e-03 3.32e-02 -4.22e-02 1.46e-02 0.115477 0.968 3.30e-03 0.00246
## 234 2.82e-02 9.75e-03 -6.13e-02 -1.54e-02 0.150773 0.937 5.59e-03 0.00238
## 235 1.10e-02 -3.91e-03 -1.13e-02 -7.17e-03 0.030478 1.007 2.33e-04 0.00238
## 236 -2.16e-03 1.37e-03 1.31e-03 1.51e-03 -0.003910 1.011 3.83e-06 0.00270
## 237 -6.44e-03 9.92e-03 -5.94e-03 7.40e-03 0.018948 1.010 8.99e-05 0.00308
## 238 -8.50e-03 1.83e-02 -1.70e-02 1.41e-02 0.053210 1.002 7.08e-04 0.00254
## 239 -2.88e-02 3.63e-02 -4.65e-03 6.48e-03 -0.053213 1.014 7.09e-04 0.00848
## 240 6.26e-04 1.54e-03 -4.49e-04 -7.51e-03 -0.017461 1.012 7.64e-05 0.00457
## 241 7.31e-03 -5.78e-03 1.11e-04 -1.19e-02 -0.016337 1.013 6.68e-05 0.00556
## 242 1.65e-02 -1.51e-02 9.93e-04 -2.10e-02 -0.025113 1.015 1.58e-04 0.00760
## 243 8.02e-03 -6.19e-03 -6.39e-04 -1.18e-02 -0.014393 1.016 5.19e-05 0.00827
## 244 -3.29e-02 4.65e-02 -1.10e-02 1.32e-03 -0.072216 1.016 1.31e-03 0.01150
## 245 3.71e-02 -3.34e-02 -1.10e-03 -4.14e-02 -0.044003 1.032 4.85e-04 0.02362
## 246 3.14e-02 -2.76e-02 -1.48e-03 -3.64e-02 -0.038748 1.028 3.76e-04 0.02032
## 247 3.33e-03 -1.57e-03 -1.34e-03 -6.32e-03 -0.008492 1.019 1.81e-05 0.01080
## 248 -1.81e-02 1.64e-02 4.79e-04 1.99e-02 0.021122 1.035 1.12e-04 0.02616
## 249 -9.00e-03 6.63e-03 1.40e-03 1.29e-02 0.014962 1.020 5.61e-05 0.01180
## 250 -6.16e-04 3.90e-03 -2.66e-03 -5.68e-03 -0.014302 1.018 5.12e-05 0.01025
## 251 -1.27e-02 2.28e-02 -8.12e-03 -8.81e-03 -0.047908 1.017 5.75e-04 0.01023
## 252 -1.74e-02 2.82e-02 -9.05e-03 -5.68e-03 -0.051544 1.018 6.65e-04 0.01129
## 253 -6.94e-04 -5.74e-03 5.59e-03 1.15e-02 0.024863 1.023 1.55e-04 0.01505
## 254 -1.35e-02 -4.68e-02 5.46e-02 1.14e-01 0.231823 0.995 1.34e-02 0.01494
## 255 2.33e-02 -1.34e-02 -7.71e-03 -3.76e-02 -0.045128 1.025 5.10e-04 0.01740
## 256 2.65e-02 -5.60e-03 -1.74e-02 -5.89e-02 -0.084458 1.021 1.79e-03 0.01592
## 257 2.42e-02 -4.78e-02 9.54e-03 4.43e-02 0.160720 0.975 6.41e-03 0.00534
## 258 9.08e-02 -6.16e-05 -1.16e-01 -1.26e-01 0.240551 0.924 1.42e-02 0.00491
## 259 -9.72e-03 6.30e-02 -6.87e-02 -2.12e-02 0.143190 0.986 5.10e-03 0.00580
## 260 -9.86e-03 4.17e-02 -4.14e-02 -8.66e-03 0.087348 1.003 1.91e-03 0.00573
## 261 3.83e-02 -6.73e-03 -4.13e-02 -4.70e-02 0.087169 0.998 1.90e-03 0.00428
## 262 2.92e-02 3.62e-02 -8.62e-02 -5.62e-02 0.173437 0.959 7.43e-03 0.00439
## 263 7.40e-03 7.54e-02 -1.11e-01 -4.44e-02 0.224942 0.925 1.24e-02 0.00441
## 264 1.81e-03 2.91e-02 -3.94e-02 -1.73e-02 0.082733 1.002 1.71e-03 0.00482
## 265 2.24e-02 2.58e-02 -6.27e-02 -4.43e-02 0.125814 0.987 3.94e-03 0.00484
## 266 -2.42e-02 1.75e-02 8.29e-03 2.33e-02 -0.027879 1.015 1.95e-04 0.00731
## 267 2.19e-02 1.99e-03 -3.04e-02 -2.97e-02 0.064452 1.004 1.04e-03 0.00413
## 268 1.66e-01 -1.06e-01 -7.90e-02 -1.59e-01 0.218634 0.936 1.17e-02 0.00477
## 269 1.53e-01 -1.24e-01 -4.01e-02 -1.30e-01 0.171242 0.978 7.28e-03 0.00630
## 270 -9.95e-03 5.61e-03 8.09e-03 5.53e-03 -0.023394 1.009 1.37e-04 0.00247
## 271 -3.28e-02 3.14e-02 5.17e-03 1.87e-02 -0.045071 1.009 5.08e-04 0.00451
## 272 -6.07e-02 6.22e-02 8.94e-04 4.13e-02 -0.068167 1.020 1.16e-03 0.01413
## 273 -1.52e-03 1.04e-03 9.10e-04 9.20e-04 -0.002885 1.011 2.08e-06 0.00267
## 274 3.57e-02 -3.03e-02 -1.35e-02 -1.65e-02 0.065897 0.999 1.08e-03 0.00294
## 275 4.36e-02 -4.21e-02 -4.79e-03 -3.03e-02 0.049653 1.014 6.17e-04 0.00821
## 276 3.48e-02 -3.25e-02 -6.69e-03 -2.15e-02 0.045703 1.009 5.23e-04 0.00469
## 277 2.23e-02 -2.09e-02 -8.11e-03 -4.59e-03 0.052426 1.004 6.87e-04 0.00302
## 278 4.23e-02 -4.42e-02 -1.57e-03 -2.40e-02 0.054271 1.013 7.37e-04 0.00770
## 279 1.05e-02 -1.02e-02 -1.06e-03 -7.19e-03 0.012004 1.016 3.61e-05 0.00828
## 280 7.09e-02 -6.88e-02 -6.65e-03 -4.89e-02 0.080645 1.010 1.63e-03 0.00837
## 281 -2.18e-02 3.57e-02 -3.68e-02 5.00e-02 0.139668 0.954 4.82e-03 0.00266
## 282 3.91e-02 -4.28e-02 -3.18e-03 -1.09e-02 0.072869 1.003 1.33e-03 0.00454
## 283 2.47e-02 -2.71e-02 -1.65e-02 2.62e-02 0.143142 0.959 5.06e-03 0.00304
## 284 1.24e-01 -1.52e-01 1.15e-02 -2.90e-02 0.230716 0.955 1.31e-02 0.00691
## 285 7.43e-03 -1.90e-02 8.32e-03 1.74e-02 0.056021 1.014 7.86e-04 0.00858
## 286 5.97e-03 2.40e-03 -5.29e-03 -2.34e-02 -0.042750 1.014 4.58e-04 0.00762
## 287 3.71e-02 -2.06e-02 -1.28e-02 -6.15e-02 -0.075204 1.022 1.42e-03 0.01639
## 288 3.89e-03 2.13e-03 -3.89e-03 -1.64e-02 -0.030487 1.015 2.33e-04 0.00767
## 289 1.02e-02 -6.69e-03 -1.76e-03 -1.70e-02 -0.021835 1.016 1.19e-04 0.00842
## 290 -2.06e-03 7.35e-03 -3.77e-03 -9.17e-03 -0.025531 1.016 1.63e-04 0.00832
## 291 4.36e-03 -4.68e-03 -8.89e-05 -2.17e-03 0.006055 1.015 9.18e-06 0.00703
## 292 7.08e-02 -7.61e-02 -1.08e-03 -3.53e-02 0.098056 1.004 2.40e-03 0.00710
## 293 -5.07e-03 5.45e-03 1.26e-06 2.72e-03 -0.006661 1.017 1.11e-05 0.00855
## 294 -4.30e-02 4.83e-02 -2.40e-03 2.06e-02 -0.059778 1.015 8.94e-04 0.00951
## 295 -8.89e-03 1.10e-02 1.28e-03 -3.57e-03 -0.031425 1.010 2.47e-04 0.00377
## 296 5.99e-03 -7.89e-03 7.38e-04 5.86e-04 0.015465 1.013 5.99e-05 0.00550
## 297 -4.95e-03 3.24e-03 -7.29e-04 1.20e-02 0.021126 1.011 1.12e-04 0.00417
## 298 1.53e-02 -1.30e-02 5.37e-04 -2.24e-02 -0.028982 1.013 2.10e-04 0.00605
## 299 7.62e-04 1.20e-02 -9.86e-03 -2.52e-02 -0.056409 1.016 7.97e-04 0.00992
## 300 1.78e-03 -3.87e-03 1.71e-03 2.33e-03 0.009138 1.020 2.09e-05 0.01153
## 301 -8.84e-03 6.35e-03 1.43e-03 1.31e-02 0.015355 1.019 5.91e-05 0.01142
## 302 -1.11e-02 1.33e-02 1.18e-03 -1.69e-03 -0.032009 1.010 2.57e-04 0.00398
## 303 -2.13e-02 2.39e-02 -1.18e-03 1.03e-02 -0.029537 1.017 2.18e-04 0.00953
## 304 3.74e-02 -4.20e-02 2.15e-03 -1.83e-02 0.051510 1.016 6.64e-04 0.00980
## 305 7.12e-02 -6.59e-02 -1.27e-02 -4.86e-02 0.085420 1.004 1.82e-03 0.00573
## 306 1.70e-02 -1.24e-02 -7.54e-03 -1.35e-02 0.023118 1.011 1.34e-04 0.00368
## 307 2.63e-02 -6.90e-03 -2.98e-02 -2.46e-02 0.064078 1.000 1.03e-03 0.00289
## 308 1.22e-02 -4.07e-03 -1.28e-02 -1.09e-02 0.028178 1.009 1.99e-04 0.00284
## 309 -6.29e-04 1.94e-03 -1.92e-03 3.91e-04 0.004455 1.011 4.97e-06 0.00314
## 310 -3.85e-03 -1.92e-03 8.48e-03 4.13e-03 -0.018167 1.010 8.27e-05 0.00281
## 311 -1.62e-01 1.47e-01 7.11e-03 1.36e-01 -0.166498 1.005 6.92e-03 0.01347
## 312 -3.95e-02 3.20e-02 9.54e-03 3.44e-02 -0.043298 1.013 4.69e-04 0.00715
## 313 2.99e-03 -8.69e-03 8.20e-03 -6.55e-04 -0.017347 1.012 7.54e-05 0.00417
## 314 5.34e-04 -1.87e-03 2.01e-03 -2.66e-04 -0.004420 1.011 4.89e-06 0.00322
## 315 -7.91e-03 1.26e-02 -7.24e-03 6.57e-03 0.019175 1.012 9.21e-05 0.00419
## 316 1.19e-02 -2.11e-02 1.57e-02 -1.29e-02 -0.042370 1.006 4.49e-04 0.00304
## 317 1.40e-02 -2.00e-02 1.02e-02 -1.34e-02 -0.030325 1.010 2.30e-04 0.00402
## 318 1.94e-03 -6.15e-03 7.50e-03 -3.86e-03 -0.020453 1.009 1.05e-04 0.00251
## 319 -2.07e-03 7.70e-04 2.03e-03 1.50e-03 -0.005238 1.010 6.87e-06 0.00247
## 320 -1.11e-02 7.55e-03 6.23e-03 5.97e-03 -0.022712 1.009 1.29e-04 0.00252
## 321 -4.06e-03 3.44e-03 1.84e-03 1.24e-03 -0.009198 1.011 2.12e-05 0.00278
## 322 -4.33e-03 3.42e-03 2.52e-03 8.52e-04 -0.011723 1.010 3.44e-05 0.00261
## 323 -1.41e-02 1.30e-02 4.72e-03 3.14e-03 -0.032930 1.008 2.71e-04 0.00292
## 324 1.44e-02 -1.74e-02 6.90e-03 -1.70e-02 -0.029171 1.010 2.13e-04 0.00385
## 325 -8.64e-03 8.65e-03 9.98e-04 4.21e-03 -0.012903 1.012 4.17e-05 0.00448
## 326 -4.74e-02 5.27e-02 -2.94e-03 2.50e-02 -0.062211 1.017 9.69e-04 0.01122
## 327 -2.75e-02 3.11e-02 -1.02e-03 1.03e-02 -0.044211 1.012 4.89e-04 0.00628
## 328 -7.18e-03 8.69e-03 1.08e-03 -2.88e-03 -0.025692 1.010 1.65e-04 0.00358
## 329 -6.80e-02 7.40e-02 -1.08e-04 3.33e-02 -0.094781 1.006 2.25e-03 0.00751
## 330 -6.65e-02 7.23e-02 -1.98e-03 3.69e-02 -0.084859 1.014 1.80e-03 0.01072
## 331 -2.53e-02 3.25e-02 -1.97e-03 -1.56e-03 -0.063676 1.007 1.01e-03 0.00529
## 332 -1.80e-02 3.46e-02 -9.57e-03 -2.44e-02 -0.096801 1.003 2.34e-03 0.00644
## 333 -2.62e-02 4.09e-02 -9.22e-03 -1.15e-02 -0.085456 1.007 1.83e-03 0.00728
## 334 5.14e-04 4.19e-03 -1.85e-03 -1.35e-02 -0.031674 1.012 2.51e-04 0.00525
## 335 1.27e-03 5.32e-03 -2.50e-03 -1.94e-02 -0.044650 1.010 4.99e-04 0.00523
## 336 -1.37e-02 1.95e-02 -1.52e-03 -6.23e-03 -0.047157 1.009 5.57e-04 0.00496
## 337 -1.23e-02 1.35e-02 4.10e-03 -3.67e-03 -0.042793 1.007 4.58e-04 0.00328
## 338 1.52e-02 -1.43e-02 4.28e-03 -2.53e-02 -0.039979 1.009 4.00e-04 0.00398
## 339 -3.82e-02 3.88e-02 4.41e-03 1.88e-02 -0.055583 1.008 7.73e-04 0.00500
## 340 -2.63e-02 2.56e-02 6.56e-03 8.71e-03 -0.050384 1.006 6.35e-04 0.00346
## 341 -1.20e-03 -1.02e-03 7.69e-03 -8.36e-03 -0.034957 1.007 3.06e-04 0.00256
## 342 -4.64e-02 3.33e-02 4.90e-03 7.45e-02 0.095204 1.006 2.27e-03 0.00767
## 343 3.58e-02 -3.13e-02 2.38e-03 -5.07e-02 -0.064785 1.009 1.05e-03 0.00614
## 344 1.09e-04 -9.45e-05 2.80e-05 -2.06e-04 -0.000338 1.012 2.87e-08 0.00397
## 345 1.08e-02 -1.74e-02 3.58e-03 7.30e-03 0.041437 1.012 4.30e-04 0.00628
## 346 5.10e-02 -3.76e-02 -7.88e-03 -7.26e-02 -0.083176 1.017 1.73e-03 0.01281
## 347 5.54e-02 -4.29e-02 -7.04e-03 -7.50e-02 -0.083782 1.018 1.76e-03 0.01383
## 348 1.23e-02 -4.20e-03 -6.14e-03 -2.55e-02 -0.035596 1.020 3.17e-04 0.01263
## 349 4.77e-03 -1.73e-03 -2.25e-03 -9.86e-03 -0.013792 1.020 4.76e-05 0.01178
## 350 -1.52e-02 8.81e-03 4.77e-03 2.49e-02 0.030360 1.023 2.31e-04 0.01493
## 351 4.83e-03 -3.44e-03 -9.72e-04 -6.81e-03 -0.007622 1.026 1.46e-05 0.01718
## 352 -1.49e-02 1.03e-02 3.81e-03 2.04e-02 0.022121 1.041 1.23e-04 0.03181
## 353 6.93e-02 -3.49e-02 -3.00e-02 -1.15e-01 -0.138504 1.030 4.80e-03 0.02664
## 354 -1.66e-01 1.19e-01 4.00e-02 2.17e-01 0.228051 1.052 1.30e-02 0.04913
## 355 7.33e-02 -3.98e-02 -2.87e-02 -1.17e-01 -0.138831 1.029 4.82e-03 0.02624
## 356 4.72e-02 -2.39e-02 -2.03e-02 -7.82e-02 -0.094386 1.032 2.23e-03 0.02577
## 357 6.00e-04 -1.58e-03 -7.16e-04 -2.46e-05 -0.003758 1.012 3.54e-06 0.00421
## 358 -6.90e-04 3.49e-03 -1.82e-03 -4.99e-04 0.008473 1.011 1.80e-05 0.00339
## 359 1.13e-03 2.23e-03 -3.43e-04 -1.78e-03 0.011468 1.010 3.29e-05 0.00259
## 360 2.03e-03 6.63e-05 -9.36e-04 -2.40e-03 0.006536 1.011 1.07e-05 0.00277
## 361 6.12e-04 8.92e-03 -4.14e-03 -3.96e-03 0.029464 1.009 2.17e-04 0.00302
## 362 -1.07e-04 -1.81e-03 1.29e-03 9.41e-04 -0.005522 1.011 7.64e-06 0.00349
## 363 -3.28e-04 2.02e-03 -1.28e-03 -5.77e-04 0.004803 1.012 5.78e-06 0.00420
## 364 -8.92e-03 -2.69e-03 7.09e-03 1.36e-02 -0.032284 1.010 2.61e-04 0.00377
## 365 -6.31e-04 1.85e-04 3.29e-04 7.59e-04 -0.001287 1.012 4.15e-07 0.00395
## 366 2.13e-02 -3.41e-03 -1.01e-02 -2.84e-02 0.050554 1.008 6.39e-04 0.00431
## 367 1.76e-03 8.27e-04 -1.93e-03 -2.93e-03 0.006955 1.012 1.21e-05 0.00420
## 368 -4.93e-04 1.28e-02 2.60e-02 -7.92e-03 0.059325 1.009 8.81e-04 0.00585
## 369 3.41e-02 6.78e-02 -6.09e-02 -9.48e-02 0.273216 0.906 1.82e-02 0.00521
## 370 5.64e-02 3.89e-02 -4.05e-02 -1.09e-01 0.261956 0.906 1.67e-02 0.00483
## 371 6.64e-02 3.00e-02 -2.65e-02 -1.21e-01 0.271155 0.905 1.79e-02 0.00508
## 372 4.56e-02 4.52e-02 2.90e-02 -1.02e-01 0.287207 0.896 2.00e-02 0.00526
## 373 1.35e-01 -5.17e-02 1.66e-02 -1.71e-01 0.274008 0.908 1.83e-02 0.00535
## 374 -5.25e-03 -5.23e-03 -9.03e-03 1.19e-02 -0.037495 1.012 3.52e-04 0.00552
## 375 -1.56e-03 -9.83e-04 -1.20e-02 3.47e-03 -0.019016 1.017 9.06e-05 0.00878
## 376 -1.65e-04 -8.20e-05 -1.71e-03 3.47e-04 -0.002455 1.018 1.51e-06 0.00935
## 377 -7.39e-03 1.81e-03 -1.81e-02 1.03e-02 -0.033301 1.013 2.78e-04 0.00662
## 378 -5.21e-03 -7.79e-03 -7.54e-03 1.31e-02 -0.043898 1.010 4.82e-04 0.00497
## 379 -7.06e-04 2.05e-04 -1.04e-02 1.16e-03 -0.013050 1.021 4.27e-05 0.01288
## 380 -4.88e-04 -7.19e-03 -3.75e-02 6.35e-03 -0.059157 1.013 8.76e-04 0.00815
## 381 -5.31e-02 -1.47e-01 1.28e+00 1.46e-01 1.296630 1.225 4.16e-01 0.21587
## 382 7.57e-05 -8.57e-03 -3.07e-02 5.87e-03 -0.054026 1.012 7.31e-04 0.00685
## 383 3.67e-04 -1.80e-02 -8.20e-03 1.07e-02 -0.059220 1.007 8.77e-04 0.00475
## 384 -1.24e-03 -1.62e-02 -2.00e-03 1.21e-02 -0.054131 1.008 7.33e-04 0.00471
## 385 -1.52e-02 8.97e-03 -6.31e-02 1.79e-02 -0.085791 1.012 1.84e-03 0.00970
## 386 -4.74e-03 -8.78e-03 -5.71e-02 1.40e-02 -0.094340 1.006 2.22e-03 0.00738
## 387 1.71e-03 -2.99e-03 -3.24e-02 6.96e-05 -0.040085 1.021 4.02e-04 0.01369
## 388 -1.70e-02 1.36e-02 -8.42e-02 1.76e-02 -0.105332 1.013 2.77e-03 0.01196
## 389 2.63e-03 -1.40e-02 -3.02e-02 5.33e-03 -0.061352 1.009 9.42e-04 0.00613
## 390 1.56e-03 -1.97e-02 -4.33e-03 9.41e-03 -0.058755 1.006 8.63e-04 0.00444
## 391 1.36e-03 -1.15e-02 3.94e-05 4.34e-03 -0.031776 1.010 2.53e-04 0.00407
## 392 5.33e-03 -1.17e-03 -9.52e-04 -6.30e-03 0.013077 1.011 4.28e-05 0.00321
## 393 5.59e-04 -1.64e-02 -2.47e-02 8.85e-03 -0.068642 1.005 1.18e-03 0.00481
## 394 -6.71e-03 -5.58e-03 -6.52e-03 1.26e-02 -0.042045 1.008 4.42e-04 0.00396
## 395 -1.87e-03 -5.91e-03 -2.07e-02 6.13e-03 -0.042001 1.011 4.42e-04 0.00526
## 396 1.17e-03 -1.43e-02 -5.36e-03 6.84e-03 -0.044269 1.009 4.90e-04 0.00447
## 397 -6.58e-03 -1.41e-02 6.72e-03 1.77e-02 -0.058814 1.006 8.65e-04 0.00426
## 398 -1.59e-03 -2.62e-02 -2.10e-03 1.83e-02 -0.085986 0.999 1.85e-03 0.00450
## 399 5.86e-03 -1.96e-04 -7.89e-02 -6.91e-03 -0.084895 1.043 1.80e-03 0.03472
## 400 -9.11e-02 6.25e-02 -3.45e-02 9.40e-02 -0.137009 0.988 4.67e-03 0.00576
## 401 8.14e-03 -1.02e-02 -9.08e-02 -4.06e-03 -0.110273 1.016 3.04e-03 0.01442
## 402 3.31e-03 -2.04e-02 -4.40e-02 8.60e-03 -0.090706 1.003 2.06e-03 0.00610
## 403 1.73e-03 -1.62e-02 -9.01e-03 7.51e-03 -0.050921 1.008 6.49e-04 0.00475
## 404 2.08e-03 -2.76e-03 -6.38e-02 -6.82e-04 -0.076162 1.019 1.45e-03 0.01402
## 405 -1.39e-03 3.29e-03 -1.90e-02 2.42e-04 -0.020034 1.053 1.01e-04 0.04253
## 406 -2.30e-02 -1.72e-02 2.97e-01 3.86e-02 0.303107 1.139 2.30e-02 0.11984
## 407 -1.83e-03 -1.51e-03 -2.48e-02 4.62e-03 -0.035061 1.018 3.08e-04 0.01037
## 408 8.68e-03 1.59e-02 3.00e-02 -2.47e-02 0.096033 1.000 2.30e-03 0.00556
## 409 -2.16e-03 -3.46e-03 1.69e-04 5.40e-03 -0.016687 1.012 6.97e-05 0.00462
## 410 2.77e-04 2.03e-02 5.21e-02 -1.45e-02 0.107317 1.000 2.87e-03 0.00625
## 411 -2.42e-02 -1.32e-02 3.43e-01 3.67e-02 0.357057 1.062 3.18e-02 0.06467
## 412 -9.47e-05 1.12e-03 2.48e-03 -6.16e-04 0.005261 1.014 6.93e-06 0.00605
## 413 -1.64e-03 5.04e-03 2.25e-02 -1.15e-03 0.033094 1.016 2.74e-04 0.00872
## 414 -6.16e-03 5.06e-03 6.83e-02 4.71e-03 0.078630 1.025 1.55e-03 0.01885
## 415 -2.83e-03 -4.66e-05 2.83e-02 3.73e-03 0.029675 1.062 2.21e-04 0.05114
## 416 1.22e-02 -2.08e-02 -6.01e-02 -4.99e-03 -0.089060 1.009 1.98e-03 0.00823
## 417 -1.67e-02 -4.59e-03 -3.15e-02 2.58e-02 -0.090536 0.997 2.05e-03 0.00427
## 418 -5.80e-03 6.36e-03 -4.78e-02 5.03e-03 -0.055617 1.022 7.75e-04 0.01552
## 419 -7.05e-02 -2.56e-02 6.55e-01 1.09e-01 0.665670 1.153 1.10e-01 0.14363
## 420 -6.40e-02 4.69e-02 -4.66e-02 6.24e-02 -0.109311 0.997 2.98e-03 0.00561
## 421 8.47e-04 -2.32e-03 -1.95e-03 1.32e-04 -0.006265 1.013 9.83e-06 0.00496
## 422 -1.59e-03 -1.13e-02 -2.57e-04 8.43e-03 -0.040026 1.009 4.01e-04 0.00394
## 423 4.01e-03 -5.75e-04 8.55e-03 -5.08e-03 0.018317 1.012 8.40e-05 0.00447
## 424 -1.82e-02 2.92e-03 -3.69e-03 2.27e-02 -0.051379 1.005 6.60e-04 0.00341
## 425 -6.28e-02 4.75e-02 -2.25e-02 5.87e-02 -0.087569 1.001 1.92e-03 0.00497
## 426 3.32e-03 -1.32e-02 -5.04e-02 2.65e-03 -0.080431 1.007 1.62e-03 0.00646
## 427 -1.10e-01 9.98e-02 -5.88e-02 9.43e-02 -0.140018 1.000 4.89e-03 0.00911
## 428 -9.36e-04 1.65e-03 -7.03e-03 3.83e-04 -0.007474 1.045 1.40e-05 0.03553
## 429 -4.93e-02 2.85e-02 -9.39e-03 5.14e-02 -0.081448 0.999 1.66e-03 0.00404
## 430 2.32e-03 -2.13e-02 -1.55e-02 8.06e-03 -0.071146 1.002 1.26e-03 0.00410
## 431 -1.12e-02 7.45e-04 -8.15e-03 1.44e-02 -0.039331 1.008 3.87e-04 0.00348
## 432 1.61e-03 -9.58e-03 -9.95e-03 2.51e-03 -0.033274 1.010 2.77e-04 0.00407
## 433 -2.76e-02 1.68e-02 -3.31e-03 2.73e-02 -0.043352 1.008 4.70e-04 0.00367
## 434 -5.11e-03 -8.43e-03 2.33e-03 9.91e-03 -0.042255 1.006 4.47e-04 0.00308
## 435 6.72e-03 -1.32e-02 -2.64e-02 -3.04e-03 -0.047111 1.010 5.56e-04 0.00544
## 436 2.99e-03 -1.07e-02 -1.41e-02 1.09e-03 -0.036684 1.010 3.37e-04 0.00436
## 437 5.94e-04 -1.04e-02 -4.00e-02 4.35e-03 -0.068782 1.007 1.18e-03 0.00555
## 438 1.20e-02 -2.25e-02 -4.11e-02 -4.18e-03 -0.073237 1.008 1.34e-03 0.00651
## 439 -2.04e-02 6.50e-03 -4.75e-02 2.47e-02 -0.087324 1.002 1.90e-03 0.00528
## 440 -4.46e-03 -8.57e-03 -1.02e-02 1.11e-02 -0.047270 1.008 5.59e-04 0.00409
## 441 -7.17e-04 -6.01e-04 -4.49e-02 1.39e-03 -0.055193 1.017 7.63e-04 0.01110
## 442 1.05e-03 -3.04e-03 -1.98e-03 1.20e-04 -0.007990 1.012 1.60e-05 0.00430
## 443 9.89e-04 -2.97e-03 6.95e-04 2.20e-04 -0.006056 1.013 9.19e-06 0.00450
## 444 3.55e-03 -8.46e-03 -4.67e-03 -3.48e-04 -0.019647 1.012 9.67e-05 0.00471
## 445 3.17e-03 -1.41e-02 -2.61e-02 3.41e-03 -0.057142 1.008 8.17e-04 0.00512
## 446 1.24e-03 -1.32e-02 -1.70e-02 5.14e-03 -0.051208 1.007 6.56e-04 0.00429
## 447 2.90e-03 -1.39e-02 1.55e-03 3.14e-03 -0.034396 1.010 2.96e-04 0.00395
## 448 7.55e-03 -1.77e-02 -1.23e-02 -1.68e-03 -0.043719 1.009 4.78e-04 0.00428
## 449 8.20e-03 -1.57e-02 -6.96e-03 -3.53e-03 -0.031465 1.011 2.48e-04 0.00449
## 450 9.30e-03 -2.20e-02 -2.98e-03 -1.70e-03 -0.044934 1.008 5.05e-04 0.00421
## 451 3.36e-03 -1.64e-02 -1.60e-03 2.70e-03 -0.044151 1.007 4.88e-04 0.00344
## 452 8.43e-03 -1.82e-02 3.15e-03 -2.77e-03 -0.032233 1.010 2.60e-04 0.00426
## 453 1.56e-03 -1.08e-02 3.24e-03 2.58e-03 -0.028768 1.009 2.07e-04 0.00338
## 454 7.44e-04 -1.25e-03 -3.04e-04 -4.25e-04 -0.002115 1.013 1.12e-06 0.00457
## 455 5.90e-03 -1.14e-02 -7.67e-03 -3.10e-03 -0.026091 1.011 1.70e-04 0.00396
## 456 -5.61e-03 -9.15e-03 5.51e-03 1.03e-02 -0.045199 1.005 5.11e-04 0.00295
## 457 5.07e-04 -1.73e-02 6.42e-03 5.26e-03 -0.053143 1.003 7.06e-04 0.00297
## 458 -7.17e-03 -1.55e-03 -1.37e-02 6.79e-03 -0.043362 1.005 4.70e-04 0.00272
## 459 -7.82e-04 -6.47e-03 -8.17e-03 1.71e-03 -0.032671 1.008 2.67e-04 0.00275
## 460 -5.71e-05 -3.02e-04 -1.94e-04 1.26e-04 -0.001403 1.011 4.93e-07 0.00269
## 461 2.73e-03 -1.10e-02 2.98e-03 5.40e-04 -0.026852 1.009 1.81e-04 0.00316
## 462 2.83e-04 -7.51e-03 4.80e-03 2.34e-03 -0.021809 1.010 1.19e-04 0.00312
## 463 -5.50e-04 -9.52e-04 -7.86e-04 7.66e-04 -0.005874 1.011 8.64e-06 0.00261
## 464 -5.88e-04 1.32e-03 3.42e-05 3.13e-04 0.002762 1.011 1.91e-06 0.00315
## 465 -3.06e-03 2.47e-03 -1.65e-03 2.35e-03 -0.004922 1.011 6.07e-06 0.00342
## 466 -5.32e-02 4.71e-02 1.06e-03 4.24e-02 -0.058455 1.010 8.55e-04 0.00655
## 467 3.79e-04 -4.46e-03 2.32e-03 6.05e-04 -0.013414 1.010 4.51e-05 0.00271
## 468 1.31e-03 -3.12e-03 9.51e-04 -4.05e-04 -0.005866 1.012 8.62e-06 0.00379
## 469 7.04e-04 -7.21e-04 2.00e-03 -3.93e-04 0.002593 1.014 1.68e-06 0.00632
## 470 -9.99e-03 9.97e-03 -8.88e-03 7.33e-03 -0.015314 1.015 5.87e-05 0.00760
## 471 5.93e-04 -2.29e-03 5.54e-04 -2.78e-04 -0.006136 1.011 9.43e-06 0.00260
## 472 1.32e-03 -2.25e-03 4.75e-04 -9.50e-04 -0.003654 1.012 3.34e-06 0.00356
## 473 2.02e-03 -5.47e-04 -7.76e-04 -1.91e-03 0.005162 1.010 6.67e-06 0.00243
## 474 3.75e-02 -2.63e-02 -1.27e-03 -3.41e-02 0.050201 1.006 6.30e-04 0.00374
## 475 8.60e-03 -1.79e-02 -5.69e-03 -3.59e-03 -0.037153 1.009 3.46e-04 0.00388
## 476 8.19e-03 -2.20e-02 1.21e-03 -3.01e-04 -0.045512 1.008 5.18e-04 0.00406
## 477 2.11e-03 -1.01e-02 3.52e-03 1.80e-03 -0.024497 1.010 1.50e-04 0.00362
## 478 6.70e-03 -1.20e-02 -2.45e-02 -3.13e-03 -0.041724 1.012 4.36e-04 0.00619
## 479 4.44e-03 -1.06e-02 -8.13e-03 -8.64e-04 -0.026979 1.011 1.82e-04 0.00435
## 480 5.65e-03 -1.16e-03 1.98e-02 -6.95e-03 0.033112 1.012 2.75e-04 0.00543
## 481 1.48e-03 -1.11e-03 6.52e-04 -9.45e-04 0.002896 1.010 2.10e-06 0.00249
## 482 1.66e-03 9.23e-04 2.11e-03 -5.97e-04 0.013387 1.009 4.49e-05 0.00214
## 483 -5.82e-04 4.91e-03 3.59e-03 2.00e-03 0.023052 1.008 1.33e-04 0.00222
## 484 -3.28e-02 3.23e-02 -2.65e-03 2.09e-02 -0.040317 1.011 4.07e-04 0.00566
## 485 -4.89e-02 4.60e-02 1.56e-04 3.47e-02 -0.056053 1.010 7.86e-04 0.00623
## 486 -1.55e-02 1.43e-02 -2.42e-03 8.84e-03 -0.023018 1.010 1.33e-04 0.00326
## 487 2.10e-03 -3.69e-03 -1.33e-03 -2.45e-03 -0.009267 1.010 2.15e-05 0.00249
## 488 -2.85e-02 2.52e-02 -3.42e-03 2.19e-02 -0.033652 1.011 2.84e-04 0.00491
## 489 -1.12e-02 -1.23e-02 3.20e-02 2.24e-02 -0.061172 1.008 9.36e-04 0.00526
## 490 -5.13e-03 -4.73e-02 7.06e-02 3.42e-02 -0.136855 0.989 4.66e-03 0.00590
## 491 -2.58e-03 -4.49e-02 6.40e-02 2.87e-02 -0.124740 0.992 3.88e-03 0.00577
## 492 1.38e-03 -2.87e-02 3.74e-02 1.39e-02 -0.072496 1.007 1.31e-03 0.00588
## 493 -8.98e-03 2.67e-04 1.21e-02 1.17e-02 -0.023627 1.011 1.40e-04 0.00441
## 494 -4.76e-02 3.77e-02 1.39e-02 4.29e-02 -0.052113 1.014 6.80e-04 0.00812
## 495 -4.48e-02 3.87e-02 8.49e-03 3.90e-02 -0.046484 1.019 5.41e-04 0.01240
## 496 -9.81e-02 9.05e-02 1.14e-02 8.07e-02 -0.100673 1.020 2.54e-03 0.01666
## 497 -1.43e-02 5.26e-03 1.30e-02 1.43e-02 -0.028797 1.009 2.08e-04 0.00327
## 498 -2.17e-02 9.72e-03 1.75e-02 2.07e-02 -0.040106 1.007 4.03e-04 0.00323
## 499 -2.67e-02 1.77e-02 1.25e-02 2.54e-02 -0.033970 1.011 2.89e-04 0.00520
## 500 -3.13e-02 1.46e-02 2.34e-02 3.26e-02 -0.051888 1.007 6.74e-04 0.00415
## 501 -1.75e-02 7.90e-04 2.35e-02 2.09e-02 -0.047381 1.007 5.62e-04 0.00364
## 502 -1.23e-02 7.09e-03 7.44e-03 1.21e-02 -0.017660 1.012 7.81e-05 0.00444
## 503 -1.36e-02 5.00e-03 1.21e-02 1.50e-02 -0.025209 1.011 1.59e-04 0.00425
## 504 1.64e-03 4.33e-03 -8.36e-03 -4.28e-03 0.015922 1.012 6.35e-05 0.00466
## 505 -3.29e-05 -1.49e-04 2.57e-04 1.07e-04 -0.000496 1.012 6.17e-08 0.00425
## 506 -2.73e-02 -2.62e-03 4.31e-02 3.42e-02 -0.084031 0.996 1.76e-03 0.00369
## inf
## 1
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9 *
## 10 *
## 11 *
## 12
## 13
## 14
## 15
## 16
## 17
## 18
## 19
## 20
## 21
## 22
## 23
## 24
## 25
## 26
## 27
## 28
## 29
## 30
## 31
## 32
## 33
## 34
## 35
## 36
## 37
## 38
## 39
## 40
## 41
## 42
## 43
## 44
## 45
## 46
## 47
## 48
## 49
## 50
## 51
## 52
## 53
## 54
## 55
## 56
## 57 *
## 58
## 59
## 60
## 61
## 62 *
## 63
## 64
## 65 *
## 66
## 67
## 68
## 69
## 70
## 71
## 72
## 73
## 74
## 75
## 76
## 77
## 78
## 79
## 80
## 81
## 82
## 83
## 84
## 85
## 86
## 87
## 88
## 89
## 90
## 91
## 92
## 93
## 94
## 95
## 96
## 97
## 98
## 99
## 100
## 101
## 102
## 103
## 104
## 105
## 106
## 107
## 108
## 109
## 110
## 111
## 112
## 113
## 114
## 115
## 116
## 117
## 118
## 119
## 120
## 121
## 122
## 123
## 124
## 125
## 126
## 127
## 128
## 129
## 130
## 131
## 132
## 133
## 134
## 135
## 136
## 137
## 138
## 139
## 140
## 141
## 142
## 143
## 144
## 145
## 146
## 147
## 148
## 149
## 150
## 151
## 152
## 153
## 154
## 155
## 156
## 157
## 158 *
## 159
## 160
## 161
## 162 *
## 163 *
## 164 *
## 165
## 166
## 167 *
## 168
## 169
## 170
## 171
## 172
## 173
## 174
## 175
## 176
## 177
## 178
## 179
## 180
## 181 *
## 182
## 183
## 184
## 185
## 186
## 187 *
## 188
## 189
## 190
## 191
## 192
## 193
## 194
## 195
## 196 *
## 197
## 198
## 199
## 200
## 201
## 202
## 203
## 204 *
## 205 *
## 206
## 207
## 208
## 209
## 210
## 211
## 212
## 213
## 214
## 215 *
## 216
## 217
## 218
## 219
## 220
## 221
## 222
## 223
## 224
## 225 *
## 226 *
## 227
## 228
## 229 *
## 230 *
## 231
## 232
## 233 *
## 234 *
## 235
## 236
## 237
## 238
## 239
## 240
## 241
## 242
## 243
## 244
## 245 *
## 246 *
## 247
## 248 *
## 249
## 250
## 251
## 252
## 253
## 254
## 255 *
## 256
## 257 *
## 258 *
## 259
## 260
## 261
## 262 *
## 263 *
## 264
## 265
## 266
## 267
## 268 *
## 269
## 270
## 271
## 272
## 273
## 274
## 275
## 276
## 277
## 278
## 279
## 280
## 281 *
## 282
## 283 *
## 284 *
## 285
## 286
## 287
## 288
## 289
## 290
## 291
## 292
## 293
## 294
## 295
## 296
## 297
## 298
## 299
## 300
## 301
## 302
## 303
## 304
## 305
## 306
## 307
## 308
## 309
## 310
## 311
## 312
## 313
## 314
## 315
## 316
## 317
## 318
## 319
## 320
## 321
## 322
## 323
## 324
## 325
## 326
## 327
## 328
## 329
## 330
## 331
## 332
## 333
## 334
## 335
## 336
## 337
## 338
## 339
## 340
## 341
## 342
## 343
## 344
## 345
## 346
## 347
## 348
## 349
## 350
## 351 *
## 352 *
## 353 *
## 354 *
## 355 *
## 356 *
## 357
## 358
## 359
## 360
## 361
## 362
## 363
## 364
## 365
## 366
## 367
## 368
## 369 *
## 370 *
## 371 *
## 372 *
## 373 *
## 374
## 375
## 376
## 377
## 378
## 379
## 380
## 381 *
## 382
## 383
## 384
## 385
## 386
## 387
## 388
## 389
## 390
## 391
## 392
## 393
## 394
## 395
## 396
## 397
## 398
## 399 *
## 400
## 401
## 402
## 403
## 404
## 405 *
## 406 *
## 407
## 408
## 409
## 410
## 411 *
## 412
## 413
## 414 *
## 415 *
## 416
## 417
## 418
## 419 *
## 420
## 421
## 422
## 423
## 424
## 425
## 426
## 427
## 428 *
## 429
## 430
## 431
## 432
## 433
## 434
## 435
## 436
## 437
## 438
## 439
## 440
## 441
## 442
## 443
## 444
## 445
## 446
## 447
## 448
## 449
## 450
## 451
## 452
## 453
## 454
## 455
## 456
## 457
## 458
## 459
## 460
## 461
## 462
## 463
## 464
## 465
## 466
## 467
## 468
## 469
## 470
## 471
## 472
## 473
## 474
## 475
## 476
## 477
## 478
## 479
## 480
## 481
## 482
## 483
## 484
## 485
## 486
## 487
## 488
## 489
## 490
## 491
## 492
## 493
## 494
## 495
## 496
## 497
## 498
## 499
## 500
## 501
## 502
## 503
## 504
## 505
## 506Leverage (hi)
#hem leverage hemde uzaklık değerleri beraber incelenerek veri setinden
çıkarılmalı
Influence (Etki)
#en üstteki ve en alttaki çizginin dışındaki değerler veri setinde
çıkarılabilir. #Veri seti çok büyük olduğu için tek tek seçemiyorum o
yüzddn aşağıdaki kodu kullandım
#DFFITS ile elde edilen etkili gözlemler
# Etkili gözlem ölçülerini al
influence_measures <- influence.measures(model3)
# DFFITS değerlerini çıkarın
dffits_values <- influence_measures$infmat[, "dffit"]
# Gözlem sayısı ve parametre sayısını hesaplayın
n <- nrow(dat) # Gözlem sayısı
p <- length(coef(model3)) # Parametre sayısı
# Etkili gözlemler için eşik değeri hesaplayın
threshold <- 2 * sqrt(p / n) # Eşik değeri
# Eşik değeri aşan gözlemleri seçin
influential_observations <- which(abs(dffits_values) > threshold)
# Etkili gözlemleri listeleyin
influential_observations## 65 99 158 162 163 164 167 187 196 204 205 226 229 254 258 263 268 284 354 369
## 65 99 158 162 163 164 167 187 196 204 205 226 229 254 258 263 268 284 354 369
## 370 371 372 373 381 406 411 419
## 370 371 372 373 381 406 411 419