Using the Titanic Data to observe present variables in the Dataset

library(radiant.data)
## Loading required package: magrittr
## Loading required package: ggplot2
## Loading required package: lubridate
## 
## Attaching package: 'lubridate'
## The following object is masked from 'package:base':
## 
##     date
## Loading required package: tidyr
## 
## Attaching package: 'tidyr'
## The following object is masked from 'package:magrittr':
## 
##     extract
## Loading required package: dplyr
## 
## Attaching package: 'dplyr'
## The following objects are masked from 'package:lubridate':
## 
##     intersect, setdiff, union
## The following objects are masked from 'package:stats':
## 
##     filter, lag
## The following objects are masked from 'package:base':
## 
##     intersect, setdiff, setequal, union
## 
## Attaching package: 'radiant.data'
## The following object is masked from 'package:dplyr':
## 
##     mutate_each
## The following object is masked from 'package:ggplot2':
## 
##     diamonds
data(titanic)
head(titanic)
##   pclass survived    sex     age sibsp parch     fare                            name   cabin    embarked
## 1    1st      Yes female 29.0000     0     0 211.3375   Allen, Miss. Elisabeth Walton      B5 Southampton
## 2    1st      Yes   male  0.9167     1     2 151.5500  Allison, Master. Hudson Trevor C22 C26 Southampton
## 3    1st       No female  2.0000     1     2 151.5500    Allison, Miss. Helen Loraine C22 C26 Southampton
## 4    1st       No   male 30.0000     1     2 151.5500 Allison, Mr. Hudson Joshua Crei C22 C26 Southampton
## 5    1st       No female 25.0000     1     2 151.5500 Allison, Mrs. Hudson J C (Bessi C22 C26 Southampton
## 6    1st      Yes   male 48.0000     0     0  26.5500             Anderson, Mr. Harry     E12 Southampton
titanic <- titanic %>% 
  mutate(surv = as.integer(survived))
titanic <- titanic %>% 
  select(pclass, survived, surv, everything())
head(titanic)
##   pclass survived surv    sex     age sibsp parch     fare                            name   cabin    embarked
## 1    1st      Yes    1 female 29.0000     0     0 211.3375   Allen, Miss. Elisabeth Walton      B5 Southampton
## 2    1st      Yes    1   male  0.9167     1     2 151.5500  Allison, Master. Hudson Trevor C22 C26 Southampton
## 3    1st       No    2 female  2.0000     1     2 151.5500    Allison, Miss. Helen Loraine C22 C26 Southampton
## 4    1st       No    2   male 30.0000     1     2 151.5500 Allison, Mr. Hudson Joshua Crei C22 C26 Southampton
## 5    1st       No    2 female 25.0000     1     2 151.5500 Allison, Mrs. Hudson J C (Bessi C22 C26 Southampton
## 6    1st      Yes    1   male 48.0000     0     0  26.5500             Anderson, Mr. Harry     E12 Southampton

Since one of our variables (“survived”) is not in a 0-1 format, we create a new variable called survival which takes the numerical value 1 for Yes and the numerical value 0 for No.

titanic <- titanic %>% 
  mutate(survival = sjmisc::rec(surv, recodes = "2=0; 1=1")) %>% 
  select(pclass, survived, survival, everything()) %>% 
  select(-surv)
head(titanic)
##   pclass survived survival    sex     age sibsp parch     fare                            name   cabin    embarked
## 1    1st      Yes        1 female 29.0000     0     0 211.3375   Allen, Miss. Elisabeth Walton      B5 Southampton
## 2    1st      Yes        1   male  0.9167     1     2 151.5500  Allison, Master. Hudson Trevor C22 C26 Southampton
## 3    1st       No        0 female  2.0000     1     2 151.5500    Allison, Miss. Helen Loraine C22 C26 Southampton
## 4    1st       No        0   male 30.0000     1     2 151.5500 Allison, Mr. Hudson Joshua Crei C22 C26 Southampton
## 5    1st       No        0 female 25.0000     1     2 151.5500 Allison, Mrs. Hudson J C (Bessi C22 C26 Southampton
## 6    1st      Yes        1   male 48.0000     0     0  26.5500             Anderson, Mr. Harry     E12 Southampton

The new dataset is created with the survival variable in the dataset above. We have edited the Titanic dataset to add this new variable.

Interaction Model

library(Zelig)
z.tit <- zlogit$new()
z.tit$zelig(survival ~ age + sex*pclass + fare, data = titanic)
summary(z.tit)
## Model: 
## 
## Call:
## z.tit$zelig(formula = survival ~ age + sex * pclass + fare, data = titanic)
## 
## Deviance Residuals: 
##     Min       1Q   Median       3Q      Max  
## -3.0634  -0.6641  -0.4943   0.4336   2.4941  
## 
## Coefficients:
##                     Estimate Std. Error z value            Pr(>|z|)
## (Intercept)        4.8978215  0.6131092   7.988 0.00000000000000137
## age               -0.0387245  0.0068044  -5.691 0.00000001262563680
## sexmale           -3.8996177  0.5015659  -7.775 0.00000000000000755
## pclass2nd         -1.5923247  0.6024844  -2.643             0.00822
## pclass3rd         -4.1382715  0.5601819  -7.387 0.00000000000014976
## fare              -0.0009058  0.0020509  -0.442             0.65874
## sexmale:pclass2nd -0.0600076  0.6372949  -0.094             0.92498
## sexmale:pclass3rd  2.5019110  0.5479901   4.566 0.00000498035051247
## 
## (Dispersion parameter for binomial family taken to be 1)
## 
##     Null deviance: 1409.99  on 1042  degrees of freedom
## Residual deviance:  931.45  on 1035  degrees of freedom
## AIC: 947.45
## 
## Number of Fisher Scoring iterations: 5
## 
## Next step: Use 'setx' method

As we can observe from the following model, females in the first class (age starting from 0) were very likely (4.89) to survive from the Titanic crash. Furthermore, the relationship between being a female and surviving the crash is statistically significant. However, although it seems that males were less likely to survive the Titanic crash overall, males from the third class were more likely to survive than females and males that were associated with the first and second class. Moreover, this relationship is statistically significant. This observation from the data suggest that males that identified with the third class did prioritize females and children from escaping the ship.

Age Effect Graph

z.tit$setrange(age = 0:80)
z.tit$sim()
z.tit$graph()

The graph provides a visualization with regards to surviving the titanic and age. To create such a graph, we turned to the Zelig 5 syntax to produce this graph in R (In this case “z.tit$graph()). As the graph shows, the more older the passenger was, the more likely they were to not survive the accident.

Fare Effect Graph

z.tit$setrange(fare = 0:500)
z.tit$sim()
z.tit$graph()

Sex Difference

z.tit$setx(sex = "male")
z.tit$setx1(sex = "female")
z.tit$sim()
summary(z.tit)
## 
##  sim x :
##  -----
## ev
##           mean         sd       50%      2.5%    97.5%
## [1,] 0.1401036 0.01899169 0.1394019 0.1065789 0.180485
## pv
##          0     1
## [1,] 0.851 0.149
## 
##  sim x1 :
##  -----
## ev
##           mean         sd       50%      2.5%     97.5%
## [1,] 0.3941679 0.04420741 0.3933261 0.3086255 0.4817614
## pv
##          0     1
## [1,] 0.582 0.418
## fd
##           mean         sd       50%      2.5%     97.5%
## [1,] 0.2540643 0.04418642 0.2547198 0.1654302 0.3431047
## 
## [1] 0
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%      2.5%     97.5%
## [1,] 0.1440537 0.01837117 0.1430099 0.1110677 0.1825995
## pv
##          0     1
## [1,] 0.866 0.134
## 
## 
## [1] 1
## 
## 
##  sim range :
##  -----
## ev
##           mean        sd       50%      2.5%     97.5%
## [1,] 0.1439383 0.0183312 0.1429745 0.1111078 0.1820765
## pv
##          0     1
## [1,] 0.853 0.147
## 
## 
## [1] 2
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%     2.5%     97.5%
## [1,] 0.1438234 0.01829452 0.1427623 0.110902 0.1819992
## pv
##          0     1
## [1,] 0.844 0.156
## 
## 
## [1] 3
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%      2.5%     97.5%
## [1,] 0.1437088 0.01826113 0.1425244 0.1108519 0.1820304
## pv
##          0     1
## [1,] 0.863 0.137
## 
## 
## [1] 4
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%      2.5%     97.5%
## [1,] 0.1435947 0.01823103 0.1422839 0.1109537 0.1819782
## pv
##          0     1
## [1,] 0.856 0.144
## 
## 
## [1] 5
## 
## 
##  sim range :
##  -----
## ev
##          mean         sd       50%      2.5%     97.5%
## [1,] 0.143481 0.01820424 0.1420847 0.1107709 0.1815941
## pv
##          0     1
## [1,] 0.861 0.139
## 
## 
## [1] 6
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%      2.5%     97.5%
## [1,] 0.1433678 0.01818074 0.1419912 0.1108338 0.1813057
## pv
##          0     1
## [1,] 0.848 0.152
## 
## 
## [1] 7
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%      2.5%     97.5%
## [1,] 0.1432549 0.01816054 0.1418239 0.1107693 0.1812208
## pv
##          0     1
## [1,] 0.859 0.141
## 
## 
## [1] 8
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%      2.5%     97.5%
## [1,] 0.1431425 0.01814364 0.1417441 0.1105263 0.1811357
## pv
##          0     1
## [1,] 0.852 0.148
## 
## 
## [1] 9
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%    2.5%     97.5%
## [1,] 0.1430305 0.01813003 0.1416555 0.11027 0.1810444
## pv
##          0     1
## [1,] 0.847 0.153
## 
## 
## [1] 10
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd      50%      2.5%     97.5%
## [1,] 0.1429189 0.01811971 0.141572 0.1098704 0.1809531
## pv
##          0     1
## [1,] 0.855 0.145
## 
## 
## [1] 11
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%     2.5%     97.5%
## [1,] 0.1428077 0.01811267 0.1416104 0.109748 0.1808618
## pv
##          0     1
## [1,] 0.868 0.132
## 
## 
## [1] 12
## 
## 
##  sim range :
##  -----
## ev
##          mean        sd       50%      2.5%     97.5%
## [1,] 0.142697 0.0181089 0.1416023 0.1094814 0.1807706
## pv
##          0     1
## [1,] 0.876 0.124
## 
## 
## [1] 13
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%      2.5%     97.5%
## [1,] 0.1425867 0.01810839 0.1414868 0.1092268 0.1806794
## pv
##          0     1
## [1,] 0.849 0.151
## 
## 
## [1] 14
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd      50%      2.5%     97.5%
## [1,] 0.1424768 0.01811113 0.141428 0.1091438 0.1806445
## pv
##          0     1
## [1,] 0.853 0.147
## 
## 
## [1] 15
## 
## 
##  sim range :
##  -----
## ev
##           mean        sd       50%      2.5%     97.5%
## [1,] 0.1423673 0.0181171 0.1413049 0.1090558 0.1804971
## pv
##          0     1
## [1,] 0.847 0.153
## 
## 
## [1] 16
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%      2.5%     97.5%
## [1,] 0.1422582 0.01812629 0.1413068 0.1088033 0.1803689
## pv
##          0     1
## [1,] 0.871 0.129
## 
## 
## [1] 17
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%      2.5%     97.5%
## [1,] 0.1421496 0.01813868 0.1413804 0.1084722 0.1801471
## pv
##          0     1
## [1,] 0.866 0.134
## 
## 
## [1] 18
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%      2.5%    97.5%
## [1,] 0.1420413 0.01815425 0.1412514 0.1082793 0.180232
## pv
##          0     1
## [1,] 0.865 0.135
## 
## 
## [1] 19
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%      2.5%     97.5%
## [1,] 0.1419335 0.01817299 0.1410872 0.1080716 0.1801519
## pv
##          0     1
## [1,] 0.846 0.154
## 
## 
## [1] 20
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%     2.5%     97.5%
## [1,] 0.1418261 0.01819486 0.1409388 0.107989 0.1800717
## pv
##          0     1
## [1,] 0.864 0.136
## 
## 
## [1] 21
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%      2.5%     97.5%
## [1,] 0.1417192 0.01821986 0.1408139 0.1079096 0.1801622
## pv
##          0     1
## [1,] 0.863 0.137
## 
## 
## [1] 22
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%      2.5%     97.5%
## [1,] 0.1416126 0.01824794 0.1405707 0.1077645 0.1804319
## pv
##         0    1
## [1,] 0.85 0.15
## 
## 
## [1] 23
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd      50%      2.5%     97.5%
## [1,] 0.1415064 0.01827909 0.140602 0.1077497 0.1804894
## pv
##          0     1
## [1,] 0.869 0.131
## 
## 
## [1] 24
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd      50%     2.5%    97.5%
## [1,] 0.1414007 0.01831329 0.140436 0.107675 0.180248
## pv
##          0     1
## [1,] 0.861 0.139
## 
## 
## [1] 25
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%      2.5%     97.5%
## [1,] 0.1412954 0.01835049 0.1403845 0.1076024 0.1803042
## pv
##          0     1
## [1,] 0.863 0.137
## 
## 
## [1] 26
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd      50%     2.5%     97.5%
## [1,] 0.1411905 0.01839068 0.140218 0.107713 0.1803298
## pv
##          0     1
## [1,] 0.851 0.149
## 
## 
## [1] 27
## 
## 
##  sim range :
##  -----
## ev
##          mean         sd       50%     2.5%     97.5%
## [1,] 0.141086 0.01843381 0.1402154 0.107848 0.1804225
## pv
##          0     1
## [1,] 0.862 0.138
## 
## 
## [1] 28
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%      2.5%     97.5%
## [1,] 0.1409819 0.01847987 0.1401638 0.1079832 0.1804837
## pv
##         0    1
## [1,] 0.86 0.14
## 
## 
## [1] 29
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%      2.5%     97.5%
## [1,] 0.1408783 0.01852881 0.1400585 0.1077467 0.1805558
## pv
##         0    1
## [1,] 0.86 0.14
## 
## 
## [1] 30
## 
## 
##  sim range :
##  -----
## ev
##          mean         sd       50%      2.5%     97.5%
## [1,] 0.140775 0.01858061 0.1399576 0.1074662 0.1806225
## pv
##          0     1
## [1,] 0.862 0.138
## 
## 
## [1] 31
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%      2.5%     97.5%
## [1,] 0.1406722 0.01863522 0.1397825 0.1071864 0.1806892
## pv
##          0     1
## [1,] 0.864 0.136
## 
## 
## [1] 32
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%      2.5%     97.5%
## [1,] 0.1405698 0.01869262 0.1396712 0.1070576 0.1807514
## pv
##          0     1
## [1,] 0.859 0.141
## 
## 
## [1] 33
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%     2.5%    97.5%
## [1,] 0.1404678 0.01875277 0.1397927 0.106975 0.180804
## pv
##          0     1
## [1,] 0.851 0.149
## 
## 
## [1] 34
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%      2.5%     97.5%
## [1,] 0.1403662 0.01881562 0.1397414 0.1068924 0.1808566
## pv
##          0     1
## [1,] 0.861 0.139
## 
## 
## [1] 35
## 
## 
##  sim range :
##  -----
## ev
##          mean         sd       50%      2.5%     97.5%
## [1,] 0.140265 0.01888116 0.1396293 0.1068099 0.1809069
## pv
##          0     1
## [1,] 0.884 0.116
## 
## 
## [1] 36
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%      2.5%     97.5%
## [1,] 0.1401642 0.01894932 0.1394072 0.1067275 0.1806436
## pv
##          0     1
## [1,] 0.865 0.135
## 
## 
## [1] 37
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%      2.5%     97.5%
## [1,] 0.1400638 0.01902009 0.1393967 0.1063329 0.1803806
## pv
##         0    1
## [1,] 0.87 0.13
## 
## 
## [1] 38
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%      2.5%     97.5%
## [1,] 0.1399639 0.01909342 0.1394639 0.1058027 0.1807491
## pv
##          0     1
## [1,] 0.873 0.127
## 
## 
## [1] 39
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd      50%      2.5%    97.5%
## [1,] 0.1398643 0.01916926 0.139193 0.1058107 0.181137
## pv
##          0     1
## [1,] 0.849 0.151
## 
## 
## [1] 40
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%      2.5%     97.5%
## [1,] 0.1397652 0.01924759 0.1391184 0.1058233 0.1811925
## pv
##          0     1
## [1,] 0.854 0.146
## 
## 
## [1] 41
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%     2.5%     97.5%
## [1,] 0.1396664 0.01932836 0.1390939 0.105835 0.1811011
## pv
##          0     1
## [1,] 0.855 0.145
## 
## 
## [1] 42
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd      50%      2.5%     97.5%
## [1,] 0.1395681 0.01941154 0.138974 0.1056844 0.1810097
## pv
##          0     1
## [1,] 0.868 0.132
## 
## 
## [1] 43
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%      2.5%     97.5%
## [1,] 0.1394702 0.01949707 0.1388356 0.1053681 0.1809184
## pv
##          0     1
## [1,] 0.866 0.134
## 
## 
## [1] 44
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%      2.5%     97.5%
## [1,] 0.1393726 0.01958493 0.1387937 0.1050502 0.1808272
## pv
##          0     1
## [1,] 0.864 0.136
## 
## 
## [1] 45
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%      2.5%     97.5%
## [1,] 0.1392755 0.01967507 0.1385005 0.1047275 0.1808446
## pv
##         0    1
## [1,] 0.87 0.13
## 
## 
## [1] 46
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%      2.5%    97.5%
## [1,] 0.1391788 0.01976746 0.1383096 0.1044257 0.180957
## pv
##          0     1
## [1,] 0.849 0.151
## 
## 
## [1] 47
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%      2.5%     97.5%
## [1,] 0.1390825 0.01986205 0.1381707 0.1042885 0.1810694
## pv
##          0     1
## [1,] 0.859 0.141
## 
## 
## [1] 48
## 
## 
##  sim range :
##  -----
## ev
##           mean        sd       50%      2.5%     97.5%
## [1,] 0.1389866 0.0199588 0.1379048 0.1042385 0.1811818
## pv
##          0     1
## [1,] 0.873 0.127
## 
## 
## [1] 49
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%      2.5%     97.5%
## [1,] 0.1388911 0.02005768 0.1378834 0.1041885 0.1812944
## pv
##          0     1
## [1,] 0.841 0.159
## 
## 
## [1] 50
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%      2.5%     97.5%
## [1,] 0.1387961 0.02015864 0.1377926 0.1041386 0.1816906
## pv
##          0     1
## [1,] 0.865 0.135
## 
## 
## [1] 51
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%      2.5%     97.5%
## [1,] 0.1387014 0.02026164 0.1376308 0.1037851 0.1818904
## pv
##          0     1
## [1,] 0.853 0.147
## 
## 
## [1] 52
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%      2.5%     97.5%
## [1,] 0.1386071 0.02036666 0.1376059 0.1033063 0.1818306
## pv
##          0     1
## [1,] 0.852 0.148
## 
## 
## [1] 53
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%      2.5%     97.5%
## [1,] 0.1385132 0.02047364 0.1376389 0.1028341 0.1817392
## pv
##          0     1
## [1,] 0.854 0.146
## 
## 
## [1] 54
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%      2.5%     97.5%
## [1,] 0.1384197 0.02058255 0.1375082 0.1023872 0.1818525
## pv
##          0     1
## [1,] 0.849 0.151
## 
## 
## [1] 55
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd      50%      2.5%     97.5%
## [1,] 0.1383267 0.02069335 0.137545 0.1022928 0.1820534
## pv
##          0     1
## [1,] 0.852 0.148
## 
## 
## [1] 56
## 
## 
##  sim range :
##  -----
## ev
##          mean         sd      50%      2.5%     97.5%
## [1,] 0.138234 0.02080601 0.137414 0.1021494 0.1821951
## pv
##          0     1
## [1,] 0.853 0.147
## 
## 
## [1] 57
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%      2.5%     97.5%
## [1,] 0.1381417 0.02092048 0.1372659 0.1017959 0.1825107
## pv
##          0     1
## [1,] 0.873 0.127
## 
## 
## [1] 58
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd      50%      2.5%     97.5%
## [1,] 0.1380498 0.02103674 0.137271 0.1014469 0.1827404
## pv
##          0     1
## [1,] 0.834 0.166
## 
## 
## [1] 59
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%      2.5%     97.5%
## [1,] 0.1379583 0.02115474 0.1371324 0.1009723 0.1829517
## pv
##          0     1
## [1,] 0.854 0.146
## 
## 
## [1] 60
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%     2.5%     97.5%
## [1,] 0.1378673 0.02127445 0.1369632 0.100497 0.1832018
## pv
##          0     1
## [1,] 0.882 0.118
## 
## 
## [1] 61
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd      50%      2.5%     97.5%
## [1,] 0.1377766 0.02139583 0.137027 0.1000236 0.1834365
## pv
##          0     1
## [1,] 0.856 0.144
## 
## 
## [1] 62
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%    97.5%
## [1,] 0.1376863 0.02151884 0.1368891 0.09955232 0.183661
## pv
##          0     1
## [1,] 0.873 0.127
## 
## 
## [1] 63
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1375964 0.02164346 0.1367886 0.09911478 0.1838857
## pv
##          0     1
## [1,] 0.851 0.149
## 
## 
## [1] 64
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1375069 0.02176965 0.1367182 0.09880655 0.1840655
## pv
##          0     1
## [1,] 0.872 0.128
## 
## 
## [1] 65
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%    97.5%
## [1,] 0.1374178 0.02189738 0.1366383 0.09838873 0.184104
## pv
##          0     1
## [1,] 0.865 0.135
## 
## 
## [1] 66
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1373291 0.02202661 0.1366759 0.09800122 0.1842012
## pv
##          0     1
## [1,] 0.858 0.142
## 
## 
## [1] 67
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1372408 0.02215731 0.1365134 0.09774716 0.1845225
## pv
##          0     1
## [1,] 0.842 0.158
## 
## 
## [1] 68
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1371529 0.02228944 0.1363943 0.09755292 0.1843402
## pv
##         0    1
## [1,] 0.86 0.14
## 
## 
## [1] 69
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1370654 0.02242299 0.1362753 0.09730215 0.1845285
## pv
##          0     1
## [1,] 0.848 0.152
## 
## 
## [1] 70
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1369783 0.02255791 0.1360451 0.09700421 0.1847597
## pv
##          0     1
## [1,] 0.868 0.132
## 
## 
## [1] 71
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%    97.5%
## [1,] 0.1368916 0.02269418 0.1359176 0.09673094 0.184973
## pv
##          0     1
## [1,] 0.859 0.141
## 
## 
## [1] 72
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1368052 0.02283177 0.1358102 0.09640769 0.1852109
## pv
##          0     1
## [1,] 0.857 0.143
## 
## 
## [1] 73
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1367193 0.02297064 0.1357864 0.09610854 0.1854593
## pv
##         0    1
## [1,] 0.86 0.14
## 
## 
## [1] 74
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1366338 0.02311078 0.1356521 0.09581021 0.1859891
## pv
##          0     1
## [1,] 0.859 0.141
## 
## 
## [1] 75
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%      2.5%     97.5%
## [1,] 0.1365486 0.02325214 0.1357192 0.0955158 0.1865415
## pv
##          0     1
## [1,] 0.869 0.131
## 
## 
## [1] 76
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1364638 0.02339471 0.1355203 0.09522257 0.1868781
## pv
##         0    1
## [1,] 0.87 0.13
## 
## 
## [1] 77
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1363794 0.02353845 0.1354304 0.09493014 0.1871221
## pv
##         0    1
## [1,] 0.87 0.13
## 
## 
## [1] 78
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd      50%       2.5%     97.5%
## [1,] 0.1362955 0.02368335 0.135389 0.09459381 0.1873577
## pv
##          0     1
## [1,] 0.865 0.135
## 
## 
## [1] 79
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd      50%       2.5%    97.5%
## [1,] 0.1362119 0.02382937 0.135152 0.09426887 0.187609
## pv
##         0    1
## [1,] 0.86 0.14
## 
## 
## [1] 80
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%    97.5%
## [1,] 0.1361287 0.02397649 0.1348774 0.09401282 0.188175
## pv
##          0     1
## [1,] 0.865 0.135
## 
## 
## [1] 81
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1360458 0.02412468 0.1348262 0.09370405 0.1885767
## pv
##          0     1
## [1,] 0.848 0.152
## 
## 
## [1] 82
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1359634 0.02427393 0.1347593 0.09338002 0.1889501
## pv
##         0    1
## [1,] 0.88 0.12
## 
## 
## [1] 83
## 
## 
##  sim range :
##  -----
## ev
##           mean        sd       50%       2.5%     97.5%
## [1,] 0.1358813 0.0244242 0.1346888 0.09305865 0.1892485
## pv
##         0    1
## [1,] 0.87 0.13
## 
## 
## [1] 84
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd      50%       2.5%     97.5%
## [1,] 0.1357997 0.02457548 0.134683 0.09282441 0.1895503
## pv
##          0     1
## [1,] 0.872 0.128
## 
## 
## [1] 85
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1357184 0.02472774 0.1346641 0.09260336 0.1898524
## pv
##          0     1
## [1,] 0.864 0.136
## 
## 
## [1] 86
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd      50%       2.5%     97.5%
## [1,] 0.1356375 0.02488095 0.134529 0.09232398 0.1901549
## pv
##          0     1
## [1,] 0.874 0.126
## 
## 
## [1] 87
## 
## 
##  sim range :
##  -----
## ev
##          mean        sd       50%      2.5%     97.5%
## [1,] 0.135557 0.0250351 0.1343201 0.0919097 0.1904578
## pv
##          0     1
## [1,] 0.877 0.123
## 
## 
## [1] 88
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%    97.5%
## [1,] 0.1354769 0.02519017 0.1342013 0.09145177 0.190761
## pv
##          0     1
## [1,] 0.849 0.151
## 
## 
## [1] 89
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%    97.5%
## [1,] 0.1353972 0.02534613 0.1340609 0.09113065 0.191064
## pv
##          0     1
## [1,] 0.867 0.133
## 
## 
## [1] 90
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1353178 0.02550297 0.1339825 0.09081607 0.1912412
## pv
##          0     1
## [1,] 0.868 0.132
## 
## 
## [1] 91
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1352388 0.02566067 0.1339219 0.09050246 0.1911604
## pv
##          0     1
## [1,] 0.854 0.146
## 
## 
## [1] 92
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1351602 0.02581919 0.1338004 0.09019864 0.1910162
## pv
##          0     1
## [1,] 0.869 0.131
## 
## 
## [1] 93
## 
## 
##  sim range :
##  -----
## ev
##          mean         sd       50%       2.5%    97.5%
## [1,] 0.135082 0.02597854 0.1335992 0.08982752 0.190879
## pv
##          0     1
## [1,] 0.875 0.125
## 
## 
## [1] 94
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd      50%       2.5%    97.5%
## [1,] 0.1350042 0.02613868 0.133433 0.08943768 0.191048
## pv
##          0     1
## [1,] 0.862 0.138
## 
## 
## [1] 95
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd      50%       2.5%     97.5%
## [1,] 0.1349268 0.02629961 0.133276 0.08904937 0.1910677
## pv
##          0     1
## [1,] 0.872 0.128
## 
## 
## [1] 96
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1348497 0.02646129 0.1330329 0.08866491 0.1915842
## pv
##          0     1
## [1,] 0.872 0.128
## 
## 
## [1] 97
## 
## 
##  sim range :
##  -----
## ev
##          mean         sd      50%       2.5%     97.5%
## [1,] 0.134773 0.02662372 0.132903 0.08828499 0.1918292
## pv
##          0     1
## [1,] 0.872 0.128
## 
## 
## [1] 98
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1346967 0.02678688 0.1327634 0.08790653 0.1920672
## pv
##          0     1
## [1,] 0.852 0.148
## 
## 
## [1] 99
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd     50%       2.5%     97.5%
## [1,] 0.1346208 0.02695076 0.13266 0.08752954 0.1925161
## pv
##          0     1
## [1,] 0.862 0.138
## 
## 
## [1] 100
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1345452 0.02711533 0.1325958 0.08717409 0.1926246
## pv
##          0     1
## [1,] 0.869 0.131
## 
## 
## [1] 101
## 
## 
##  sim range :
##  -----
## ev
##         mean         sd       50%       2.5%    97.5%
## [1,] 0.13447 0.02728057 0.1324869 0.08684837 0.192806
## pv
##          0     1
## [1,] 0.867 0.133
## 
## 
## [1] 102
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1343952 0.02744649 0.1324042 0.08652375 0.1930561
## pv
##          0     1
## [1,] 0.864 0.136
## 
## 
## [1] 103
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1343208 0.02761305 0.1322988 0.08620023 0.1933007
## pv
##          0     1
## [1,] 0.872 0.128
## 
## 
## [1] 104
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1342468 0.02778026 0.1322455 0.08587781 0.1935412
## pv
##          0     1
## [1,] 0.876 0.124
## 
## 
## [1] 105
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1341731 0.02794808 0.1322246 0.08555648 0.1937819
## pv
##          0     1
## [1,] 0.866 0.134
## 
## 
## [1] 106
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1340998 0.02811651 0.1320754 0.08523715 0.1940228
## pv
##          0     1
## [1,] 0.883 0.117
## 
## 
## [1] 107
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1340269 0.02828553 0.1319366 0.08492108 0.1942961
## pv
##          0     1
## [1,] 0.862 0.138
## 
## 
## [1] 108
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1339543 0.02845514 0.1318224 0.08460607 0.1948368
## pv
##          0     1
## [1,] 0.861 0.139
## 
## 
## [1] 109
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1338822 0.02862532 0.1318806 0.08429212 0.1953787
## pv
##          0     1
## [1,] 0.844 0.156
## 
## 
## [1] 110
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1338104 0.02879605 0.1318335 0.08400324 0.1959218
## pv
##          0     1
## [1,] 0.872 0.128
## 
## 
## [1] 111
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd      50%       2.5%    97.5%
## [1,] 0.1337389 0.02896732 0.131768 0.08376168 0.196466
## pv
##         0    1
## [1,] 0.87 0.13
## 
## 
## [1] 112
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1336679 0.02913913 0.1316335 0.08352076 0.1970113
## pv
##          0     1
## [1,] 0.873 0.127
## 
## 
## [1] 113
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1335972 0.02931146 0.1314716 0.08320374 0.1975578
## pv
##          0     1
## [1,] 0.878 0.122
## 
## 
## [1] 114
## 
## 
##  sim range :
##  -----
## ev
##           mean        sd       50%       2.5%     97.5%
## [1,] 0.1335268 0.0294843 0.1313939 0.08286785 0.1981054
## pv
##          0     1
## [1,] 0.877 0.123
## 
## 
## [1] 115
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1334569 0.02965763 0.1312263 0.08253319 0.1986542
## pv
##          0     1
## [1,] 0.867 0.133
## 
## 
## [1] 116
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1333873 0.02983145 0.1310727 0.08219977 0.1992041
## pv
##          0     1
## [1,] 0.858 0.142
## 
## 
## [1] 117
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1333181 0.03000575 0.1309096 0.08186757 0.1996804
## pv
##          0     1
## [1,] 0.878 0.122
## 
## 
## [1] 118
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%      2.5%    97.5%
## [1,] 0.1332493 0.03018052 0.1307467 0.0815366 0.199873
## pv
##          0     1
## [1,] 0.887 0.113
## 
## 
## [1] 119
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd      50%       2.5%     97.5%
## [1,] 0.1331808 0.03035574 0.130591 0.08120693 0.2000174
## pv
##          0     1
## [1,] 0.874 0.126
## 
## 
## [1] 120
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1331127 0.03053141 0.1304986 0.08101487 0.2001619
## pv
##          0     1
## [1,] 0.874 0.126
## 
## 
## [1] 121
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1330449 0.03070751 0.1303415 0.08065053 0.2003064
## pv
##          0     1
## [1,] 0.857 0.143
## 
## 
## [1] 122
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1329775 0.03088405 0.1301888 0.08033336 0.2004494
## pv
##          0     1
## [1,] 0.863 0.137
## 
## 
## [1] 123
## 
## 
##  sim range :
##  -----
## ev
##           mean       sd       50%       2.5%     97.5%
## [1,] 0.1329105 0.031061 0.1301842 0.08015321 0.2005903
## pv
##          0     1
## [1,] 0.872 0.128
## 
## 
## [1] 124
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1328439 0.03123836 0.1302017 0.07997343 0.2010466
## pv
##          0     1
## [1,] 0.881 0.119
## 
## 
## [1] 125
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1327776 0.03141613 0.1300574 0.07968147 0.2015725
## pv
##          0     1
## [1,] 0.884 0.116
## 
## 
## [1] 126
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%    97.5%
## [1,] 0.1327117 0.03159429 0.1298933 0.07936533 0.201841
## pv
##          0     1
## [1,] 0.873 0.127
## 
## 
## [1] 127
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd      50%       2.5%    97.5%
## [1,] 0.1326461 0.03177283 0.129806 0.07904643 0.202013
## pv
##          0     1
## [1,] 0.872 0.128
## 
## 
## [1] 128
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1325809 0.03195175 0.1297586 0.07866338 0.2025057
## pv
##          0     1
## [1,] 0.878 0.122
## 
## 
## [1] 129
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1325161 0.03213104 0.1296199 0.07828204 0.2030303
## pv
##          0     1
## [1,] 0.858 0.142
## 
## 
## [1] 130
## 
## 
##  sim range :
##  -----
## ev
##           mean        sd       50%       2.5%     97.5%
## [1,] 0.1324516 0.0323107 0.1295842 0.07790413 0.2035559
## pv
##          0     1
## [1,] 0.868 0.132
## 
## 
## [1] 131
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1323875 0.03249071 0.1294105 0.07760904 0.2040826
## pv
##          0     1
## [1,] 0.863 0.137
## 
## 
## [1] 132
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1323237 0.03267106 0.1292414 0.07731771 0.2044212
## pv
##          0     1
## [1,] 0.867 0.133
## 
## 
## [1] 133
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1322603 0.03285176 0.1290347 0.07702291 0.2047453
## pv
##          0     1
## [1,] 0.856 0.144
## 
## 
## [1] 134
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1321973 0.03303279 0.1288634 0.07673665 0.2050651
## pv
##          0     1
## [1,] 0.885 0.115
## 
## 
## [1] 135
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1321346 0.03321414 0.1287475 0.07644622 0.2053824
## pv
##          0     1
## [1,] 0.858 0.142
## 
## 
## [1] 136
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%      2.5%     97.5%
## [1,] 0.1320723 0.03339582 0.1286283 0.0761568 0.2056999
## pv
##          0     1
## [1,] 0.877 0.123
## 
## 
## [1] 137
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1320103 0.03357781 0.1284247 0.07586839 0.2060179
## pv
##          0     1
## [1,] 0.854 0.146
## 
## 
## [1] 138
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1319487 0.03376011 0.1283657 0.07558098 0.2063362
## pv
##          0     1
## [1,] 0.874 0.126
## 
## 
## [1] 139
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1318875 0.03394271 0.1284365 0.07529457 0.2066423
## pv
##          0     1
## [1,] 0.865 0.135
## 
## 
## [1] 140
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1318266 0.03412561 0.1284503 0.07500917 0.2068742
## pv
##          0     1
## [1,] 0.873 0.127
## 
## 
## [1] 141
## 
## 
##  sim range :
##  -----
## ev
##          mean        sd       50%       2.5%     97.5%
## [1,] 0.131766 0.0343088 0.1283593 0.07472479 0.2073021
## pv
##          0     1
## [1,] 0.891 0.109
## 
## 
## [1] 142
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1317058 0.03449228 0.1282006 0.07444229 0.2076313
## pv
##          0     1
## [1,] 0.883 0.117
## 
## 
## [1] 143
## 
## 
##  sim range :
##  -----
## ev
##          mean         sd       50%       2.5%    97.5%
## [1,] 0.131646 0.03467603 0.1280034 0.07415031 0.208209
## pv
##          0     1
## [1,] 0.882 0.118
## 
## 
## [1] 144
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1315865 0.03486006 0.1278806 0.07385378 0.2089623
## pv
##          0     1
## [1,] 0.874 0.126
## 
## 
## [1] 145
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1315274 0.03504436 0.1277529 0.07355835 0.2097177
## pv
##          0     1
## [1,] 0.874 0.126
## 
## 
## [1] 146
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%    97.5%
## [1,] 0.1314686 0.03522892 0.1276239 0.07326476 0.210475
## pv
##          0     1
## [1,] 0.851 0.149
## 
## 
## [1] 147
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1314102 0.03541374 0.1275586 0.07297227 0.2111294
## pv
##          0     1
## [1,] 0.864 0.136
## 
## 
## [1] 148
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1313521 0.03559882 0.1274528 0.07268086 0.2117503
## pv
##          0     1
## [1,] 0.884 0.116
## 
## 
## [1] 149
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1312944 0.03578414 0.1272788 0.07239052 0.2123726
## pv
##          0     1
## [1,] 0.848 0.152
## 
## 
## [1] 150
## 
## 
##  sim range :
##  -----
## ev
##          mean         sd       50%       2.5%    97.5%
## [1,] 0.131237 0.03596972 0.1270928 0.07210125 0.212988
## pv
##          0     1
## [1,] 0.869 0.131
## 
## 
## [1] 151
## 
## 
##  sim range :
##  -----
## ev
##         mean         sd      50%       2.5%     97.5%
## [1,] 0.13118 0.03615553 0.126907 0.07181305 0.2135797
## pv
##          0     1
## [1,] 0.874 0.126
## 
## 
## [1] 152
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%   97.5%
## [1,] 0.1311233 0.03634158 0.1268074 0.07152591 0.21396
## pv
##          0     1
## [1,] 0.872 0.128
## 
## 
## [1] 153
## 
## 
##  sim range :
##  -----
## ev
##          mean         sd       50%       2.5%     97.5%
## [1,] 0.131067 0.03652786 0.1267915 0.07123983 0.2143408
## pv
##          0     1
## [1,] 0.877 0.123
## 
## 
## [1] 154
## 
## 
##  sim range :
##  -----
## ev
##          mean         sd       50%       2.5%     97.5%
## [1,] 0.131011 0.03671437 0.1267031 0.07095481 0.2147221
## pv
##          0     1
## [1,] 0.851 0.149
## 
## 
## [1] 155
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%    97.5%
## [1,] 0.1309554 0.03690111 0.1266001 0.07067085 0.215095
## pv
##          0     1
## [1,] 0.891 0.109
## 
## 
## [1] 156
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1309001 0.03708807 0.1264587 0.07038793 0.2154673
## pv
##          0     1
## [1,] 0.859 0.141
## 
## 
## [1] 157
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1308451 0.03727524 0.1263944 0.07010606 0.2158399
## pv
##          0     1
## [1,] 0.849 0.151
## 
## 
## [1] 158
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1307905 0.03746263 0.1262917 0.06982523 0.2162131
## pv
##          0     1
## [1,] 0.859 0.141
## 
## 
## [1] 159
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1307363 0.03765023 0.1261891 0.06954545 0.2165867
## pv
##          0     1
## [1,] 0.873 0.127
## 
## 
## [1] 160
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%      2.5%     97.5%
## [1,] 0.1306824 0.03783803 0.1260865 0.0692667 0.2168706
## pv
##          0     1
## [1,] 0.847 0.153
## 
## 
## [1] 161
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd      50%       2.5%     97.5%
## [1,] 0.1306288 0.03802604 0.126012 0.06898899 0.2170995
## pv
##          0     1
## [1,] 0.865 0.135
## 
## 
## [1] 162
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1305756 0.03821424 0.1259619 0.06871231 0.2173285
## pv
##          0     1
## [1,] 0.868 0.132
## 
## 
## [1] 163
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1305227 0.03840264 0.1258814 0.06843666 0.2175577
## pv
##          0     1
## [1,] 0.855 0.145
## 
## 
## [1] 164
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%    97.5%
## [1,] 0.1304701 0.03859124 0.1257468 0.06811485 0.217787
## pv
##          0     1
## [1,] 0.878 0.122
## 
## 
## [1] 165
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%      2.5%     97.5%
## [1,] 0.1304179 0.03878003 0.1256999 0.0678099 0.2180166
## pv
##          0     1
## [1,] 0.883 0.117
## 
## 
## [1] 166
## 
## 
##  sim range :
##  -----
## ev
##           mean       sd       50%       2.5%     97.5%
## [1,] 0.1303661 0.038969 0.1255385 0.06743675 0.2182463
## pv
##          0     1
## [1,] 0.855 0.145
## 
## 
## [1] 167
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1303146 0.03915816 0.1254129 0.06709897 0.2184762
## pv
##          0     1
## [1,] 0.877 0.123
## 
## 
## [1] 168
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1302634 0.03934749 0.1252167 0.06676276 0.2187062
## pv
##          0     1
## [1,] 0.856 0.144
## 
## 
## [1] 169
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1302125 0.03953701 0.1250962 0.06642812 0.2189365
## pv
##          0     1
## [1,] 0.859 0.141
## 
## 
## [1] 170
## 
## 
##  sim range :
##  -----
## ev
##          mean         sd       50%       2.5%     97.5%
## [1,] 0.130162 0.03972671 0.1249598 0.06609504 0.2191669
## pv
##          0     1
## [1,] 0.872 0.128
## 
## 
## [1] 171
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1301118 0.03991657 0.1248433 0.06576477 0.2193975
## pv
##          0     1
## [1,] 0.881 0.119
## 
## 
## [1] 172
## 
## 
##  sim range :
##  -----
## ev
##          mean         sd       50%       2.5%     97.5%
## [1,] 0.130062 0.04010661 0.1246662 0.06543716 0.2196283
## pv
##          0     1
## [1,] 0.874 0.126
## 
## 
## [1] 173
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1300125 0.04029681 0.1244723 0.06511108 0.2198592
## pv
##          0     1
## [1,] 0.874 0.126
## 
## 
## [1] 174
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1299634 0.04048719 0.1243649 0.06481797 0.2200904
## pv
##          0     1
## [1,] 0.866 0.134
## 
## 
## [1] 175
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1299145 0.04067772 0.1242715 0.06454914 0.2203217
## pv
##          0     1
## [1,] 0.845 0.155
## 
## 
## [1] 176
## 
## 
##  sim range :
##  -----
## ev
##          mean         sd       50%       2.5%     97.5%
## [1,] 0.129866 0.04086842 0.1242309 0.06428136 0.2205531
## pv
##          0     1
## [1,] 0.895 0.105
## 
## 
## [1] 177
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%      2.5%     97.5%
## [1,] 0.1298179 0.04105927 0.1242072 0.0640146 0.2208292
## pv
##          0     1
## [1,] 0.855 0.145
## 
## 
## [1] 178
## 
## 
##  sim range :
##  -----
## ev
##         mean         sd       50%       2.5%     97.5%
## [1,] 0.12977 0.04125029 0.1242001 0.06374888 0.2213963
## pv
##          0     1
## [1,] 0.848 0.152
## 
## 
## [1] 179
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1297226 0.04144145 0.1240517 0.06348419 0.2219645
## pv
##          0     1
## [1,] 0.874 0.126
## 
## 
## [1] 180
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1296754 0.04163277 0.1239707 0.06322053 0.2225337
## pv
##          0     1
## [1,] 0.867 0.133
## 
## 
## [1] 181
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%    97.5%
## [1,] 0.1296286 0.04182424 0.1239712 0.06295789 0.223104
## pv
##          0     1
## [1,] 0.864 0.136
## 
## 
## [1] 182
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1295821 0.04201586 0.1239916 0.06269627 0.2236753
## pv
##          0     1
## [1,] 0.861 0.139
## 
## 
## [1] 183
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1295359 0.04220762 0.1239283 0.06243566 0.2242477
## pv
##          0     1
## [1,] 0.852 0.148
## 
## 
## [1] 184
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1294901 0.04239953 0.1238725 0.06217607 0.2248211
## pv
##          0     1
## [1,] 0.876 0.124
## 
## 
## [1] 185
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1294445 0.04259159 0.1238167 0.06191748 0.2253955
## pv
##          0     1
## [1,] 0.881 0.119
## 
## 
## [1] 186
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%      2.5%    97.5%
## [1,] 0.1293994 0.04278378 0.1238177 0.0616599 0.225971
## pv
##          0     1
## [1,] 0.872 0.128
## 
## 
## [1] 187
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%    97.5%
## [1,] 0.1293545 0.04297611 0.1237799 0.06140333 0.226381
## pv
##          0     1
## [1,] 0.873 0.127
## 
## 
## [1] 188
## 
## 
##  sim range :
##  -----
## ev
##         mean         sd       50%       2.5%     97.5%
## [1,] 0.12931 0.04316858 0.1237422 0.06114775 0.2266821
## pv
##          0     1
## [1,] 0.872 0.128
## 
## 
## [1] 189
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1292658 0.04336119 0.1236673 0.06089317 0.2269835
## pv
##          0     1
## [1,] 0.881 0.119
## 
## 
## [1] 190
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1292219 0.04355393 0.1235531 0.06063958 0.2272852
## pv
##          0     1
## [1,] 0.878 0.122
## 
## 
## [1] 191
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1291783 0.04374681 0.1234981 0.06038698 0.2275872
## pv
##         0    1
## [1,] 0.89 0.11
## 
## 
## [1] 192
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1291351 0.04393981 0.1233848 0.06013537 0.2280785
## pv
##          0     1
## [1,] 0.898 0.102
## 
## 
## [1] 193
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1290922 0.04413295 0.1231863 0.05988473 0.2285847
## pv
##          0     1
## [1,] 0.877 0.123
## 
## 
## [1] 194
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1290496 0.04432621 0.1229927 0.05963508 0.2290917
## pv
##          0     1
## [1,] 0.862 0.138
## 
## 
## [1] 195
## 
## 
##  sim range :
##  -----
## ev
##           mean        sd       50%       2.5%     97.5%
## [1,] 0.1290074 0.0445196 0.1228044 0.05938641 0.2295995
## pv
##          0     1
## [1,] 0.867 0.133
## 
## 
## [1] 196
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd      50%     2.5%     97.5%
## [1,] 0.1289655 0.04471312 0.122705 0.059125 0.2301081
## pv
##          0     1
## [1,] 0.878 0.122
## 
## 
## [1] 197
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1289238 0.04490676 0.1226308 0.05881206 0.2306174
## pv
##          0     1
## [1,] 0.884 0.116
## 
## 
## [1] 198
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1288826 0.04510053 0.1225567 0.05850066 0.2311276
## pv
##          0     1
## [1,] 0.882 0.118
## 
## 
## [1] 199
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%      2.5%     97.5%
## [1,] 0.1288416 0.04529441 0.1224826 0.0581941 0.2316385
## pv
##         0    1
## [1,] 0.88 0.12
## 
## 
## [1] 200
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%      2.5%     97.5%
## [1,] 0.1288009 0.04548842 0.1224086 0.0578896 0.2321503
## pv
##          0     1
## [1,] 0.895 0.105
## 
## 
## [1] 201
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1287606 0.04568254 0.1223098 0.05758662 0.2326628
## pv
##          0     1
## [1,] 0.882 0.118
## 
## 
## [1] 202
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1287206 0.04587679 0.1222451 0.05728513 0.2331761
## pv
##          0     1
## [1,] 0.878 0.122
## 
## 
## [1] 203
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1286809 0.04607115 0.1221805 0.05698514 0.2336642
## pv
##          0     1
## [1,] 0.883 0.117
## 
## 
## [1] 204
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%    97.5%
## [1,] 0.1286415 0.04626563 0.1221159 0.05668664 0.234066
## pv
##          0     1
## [1,] 0.876 0.124
## 
## 
## [1] 205
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1286025 0.04646022 0.1220513 0.05643281 0.2344683
## pv
##         0    1
## [1,] 0.87 0.13
## 
## 
## [1] 206
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1285637 0.04665492 0.1219868 0.05629452 0.2349828
## pv
##          0     1
## [1,] 0.857 0.143
## 
## 
## [1] 207
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1285253 0.04684974 0.1219177 0.05615657 0.2355014
## pv
##          0     1
## [1,] 0.875 0.125
## 
## 
## [1] 208
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1284872 0.04704467 0.1217606 0.05601894 0.2360208
## pv
##         0    1
## [1,] 0.86 0.14
## 
## 
## [1] 209
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1284494 0.04723971 0.1216979 0.05575609 0.2365409
## pv
##          0     1
## [1,] 0.884 0.116
## 
## 
## [1] 210
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1284119 0.04743486 0.1215881 0.05549055 0.2370619
## pv
##          0     1
## [1,] 0.875 0.125
## 
## 
## [1] 211
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1283748 0.04763012 0.1214784 0.05522621 0.2375836
## pv
##          0     1
## [1,] 0.866 0.134
## 
## 
## [1] 212
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1283379 0.04782549 0.1213511 0.05496305 0.2381062
## pv
##          0     1
## [1,] 0.878 0.122
## 
## 
## [1] 213
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1283014 0.04802096 0.1211863 0.05470107 0.2386295
## pv
##          0     1
## [1,] 0.872 0.128
## 
## 
## [1] 214
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1282651 0.04821654 0.1210177 0.05444027 0.2391536
## pv
##          0     1
## [1,] 0.887 0.113
## 
## 
## [1] 215
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1282292 0.04841223 0.1209049 0.05418064 0.2396785
## pv
##         0    1
## [1,] 0.87 0.13
## 
## 
## [1] 216
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1281936 0.04860802 0.1208511 0.05392218 0.2402042
## pv
##          0     1
## [1,] 0.891 0.109
## 
## 
## [1] 217
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1281583 0.04880391 0.1207633 0.05366489 0.2407304
## pv
##          0     1
## [1,] 0.877 0.123
## 
## 
## [1] 218
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd      50%       2.5%    97.5%
## [1,] 0.1281233 0.04899991 0.120682 0.05340875 0.241253
## pv
##         0    1
## [1,] 0.88 0.12
## 
## 
## [1] 219
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1280886 0.04919601 0.1205668 0.05315377 0.2416942
## pv
##          0     1
## [1,] 0.873 0.127
## 
## 
## [1] 220
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1280542 0.04939221 0.1204681 0.05289993 0.2420433
## pv
##          0     1
## [1,] 0.872 0.128
## 
## 
## [1] 221
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1280202 0.04958851 0.1204054 0.05264724 0.2423927
## pv
##         0    1
## [1,] 0.88 0.12
## 
## 
## [1] 222
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%      2.5%     97.5%
## [1,] 0.1279864 0.04978491 0.1202905 0.0523957 0.2427424
## pv
##          0     1
## [1,] 0.869 0.131
## 
## 
## [1] 223
## 
## 
##  sim range :
##  -----
## ev
##          mean         sd       50%       2.5%     97.5%
## [1,] 0.127953 0.04998141 0.1201918 0.05214529 0.2430925
## pv
##          0     1
## [1,] 0.885 0.115
## 
## 
## [1] 224
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%    97.5%
## [1,] 0.1279198 0.05017801 0.1200826 0.05189601 0.243443
## pv
##          0     1
## [1,] 0.878 0.122
## 
## 
## [1] 225
## 
## 
##  sim range :
##  -----
## ev
##          mean        sd       50%       2.5%     97.5%
## [1,] 0.127887 0.0503747 0.1199828 0.05164785 0.2437938
## pv
##          0     1
## [1,] 0.867 0.133
## 
## 
## [1] 226
## 
## 
##  sim range :
##  -----
## ev
##           mean        sd       50%       2.5%     97.5%
## [1,] 0.1278544 0.0505715 0.1199255 0.05140082 0.2441449
## pv
##          0     1
## [1,] 0.883 0.117
## 
## 
## [1] 227
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1278222 0.05076839 0.1198378 0.05115491 0.2444964
## pv
##          0     1
## [1,] 0.892 0.108
## 
## 
## [1] 228
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1277903 0.05096537 0.1197259 0.05091011 0.2448482
## pv
##          0     1
## [1,] 0.864 0.136
## 
## 
## [1] 229
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1277586 0.05116246 0.1195879 0.05066642 0.2452003
## pv
##          0     1
## [1,] 0.866 0.134
## 
## 
## [1] 230
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1277273 0.05135963 0.1194499 0.05042384 0.2455504
## pv
##          0     1
## [1,] 0.882 0.118
## 
## 
## [1] 231
## 
## 
##  sim range :
##  -----
## ev
##           mean        sd      50%       2.5%     97.5%
## [1,] 0.1276963 0.0515569 0.119312 0.05018236 0.2458991
## pv
##          0     1
## [1,] 0.879 0.121
## 
## 
## [1] 232
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%    97.5%
## [1,] 0.1276656 0.05175427 0.1192142 0.04994197 0.246248
## pv
##          0     1
## [1,] 0.879 0.121
## 
## 
## [1] 233
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1276351 0.05195173 0.1190647 0.04970306 0.2467121
## pv
##          0     1
## [1,] 0.847 0.153
## 
## 
## [1] 234
## 
## 
##  sim range :
##  -----
## ev
##          mean         sd       50%       2.5%    97.5%
## [1,] 0.127605 0.05214928 0.1189283 0.04946593 0.247303
## pv
##          0     1
## [1,] 0.894 0.106
## 
## 
## [1] 235
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1275752 0.05234692 0.1188111 0.04922987 0.2479029
## pv
##          0     1
## [1,] 0.876 0.124
## 
## 
## [1] 236
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1275457 0.05254465 0.1186939 0.04899499 0.2485038
## pv
##          0     1
## [1,] 0.883 0.117
## 
## 
## [1] 237
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1275164 0.05274248 0.1185768 0.04876121 0.2491057
## pv
##          0     1
## [1,] 0.881 0.119
## 
## 
## [1] 238
## 
## 
##  sim range :
##  -----
## ev
##           mean        sd       50%       2.5%     97.5%
## [1,] 0.1274875 0.0529404 0.1184258 0.04852849 0.2497085
## pv
##          0     1
## [1,] 0.874 0.126
## 
## 
## [1] 239
## 
## 
##  sim range :
##  -----
## ev
##           mean        sd       50%       2.5%     97.5%
## [1,] 0.1274589 0.0531384 0.1182835 0.04829682 0.2503123
## pv
##          0     1
## [1,] 0.881 0.119
## 
## 
## [1] 240
## 
## 
##  sim range :
##  -----
## ev
##           mean        sd       50%       2.5%     97.5%
## [1,] 0.1274305 0.0533365 0.1181703 0.04806621 0.2509171
## pv
##          0     1
## [1,] 0.876 0.124
## 
## 
## [1] 241
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1274025 0.05353468 0.1180633 0.04783664 0.2515229
## pv
##          0     1
## [1,] 0.852 0.148
## 
## 
## [1] 242
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd      50%       2.5%     97.5%
## [1,] 0.1273747 0.05373296 0.117993 0.04760811 0.2520713
## pv
##          0     1
## [1,] 0.887 0.113
## 
## 
## [1] 243
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1273473 0.05393132 0.1178868 0.04738062 0.2527472
## pv
##          0     1
## [1,] 0.865 0.135
## 
## 
## [1] 244
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1273201 0.05412977 0.1178198 0.04715416 0.2533639
## pv
##          0     1
## [1,] 0.894 0.106
## 
## 
## [1] 245
## 
## 
##  sim range :
##  -----
## ev
##           mean        sd       50%       2.5%     97.5%
## [1,] 0.1272932 0.0543283 0.1177314 0.04692873 0.2539815
## pv
##          0     1
## [1,] 0.878 0.122
## 
## 
## [1] 246
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1272667 0.05452693 0.1176085 0.04670433 0.2546001
## pv
##          0     1
## [1,] 0.853 0.147
## 
## 
## [1] 247
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1272404 0.05472564 0.1174857 0.04648095 0.2552197
## pv
##          0     1
## [1,] 0.878 0.122
## 
## 
## [1] 248
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1272144 0.05492444 0.1173762 0.04625858 0.2558403
## pv
##          0     1
## [1,] 0.878 0.122
## 
## 
## [1] 249
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1271887 0.05512332 0.1172701 0.04603723 0.2564619
## pv
##          0     1
## [1,] 0.871 0.129
## 
## 
## [1] 250
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1271633 0.05532229 0.1171641 0.04581689 0.2570845
## pv
##          0     1
## [1,] 0.882 0.118
## 
## 
## [1] 251
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1271382 0.05552134 0.1170581 0.04559755 0.2577081
## pv
##          0     1
## [1,] 0.893 0.107
## 
## 
## [1] 252
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1271133 0.05572048 0.1169968 0.04537921 0.2583326
## pv
##          0     1
## [1,] 0.873 0.127
## 
## 
## [1] 253
## 
## 
##  sim range :
##  -----
## ev
##           mean        sd       50%       2.5%     97.5%
## [1,] 0.1270888 0.0559197 0.1169724 0.04516187 0.2589582
## pv
##         0    1
## [1,] 0.87 0.13
## 
## 
## [1] 254
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1270645 0.05611901 0.1169797 0.04494552 0.2595847
## pv
##          0     1
## [1,] 0.875 0.125
## 
## 
## [1] 255
## 
## 
##  sim range :
##  -----
## ev
##           mean        sd       50%       2.5%     97.5%
## [1,] 0.1270405 0.0563184 0.1169728 0.04473015 0.2602122
## pv
##          0     1
## [1,] 0.877 0.123
## 
## 
## [1] 256
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1270169 0.05651787 0.1168877 0.04451577 0.2608407
## pv
##          0     1
## [1,] 0.877 0.123
## 
## 
## [1] 257
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%    97.5%
## [1,] 0.1269935 0.05671743 0.1168404 0.04430238 0.261467
## pv
##          0     1
## [1,] 0.891 0.109
## 
## 
## [1] 258
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1269703 0.05691707 0.1167558 0.04408995 0.2620937
## pv
##          0     1
## [1,] 0.865 0.135
## 
## 
## [1] 259
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%      2.5%     97.5%
## [1,] 0.1269475 0.05711679 0.1166543 0.0438785 0.2627213
## pv
##          0     1
## [1,] 0.884 0.116
## 
## 
## [1] 260
## 
## 
##  sim range :
##  -----
## ev
##          mean         sd       50%       2.5%   97.5%
## [1,] 0.126925 0.05731659 0.1165618 0.04366802 0.26335
## pv
##          0     1
## [1,] 0.881 0.119
## 
## 
## [1] 261
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%      2.5%     97.5%
## [1,] 0.1269027 0.05751648 0.1164855 0.0434585 0.2639796
## pv
##          0     1
## [1,] 0.879 0.121
## 
## 
## [1] 262
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1268807 0.05771644 0.1164093 0.04324994 0.2646101
## pv
##          0     1
## [1,] 0.878 0.122
## 
## 
## [1] 263
## 
## 
##  sim range :
##  -----
## ev
##          mean         sd       50%       2.5%     97.5%
## [1,] 0.126859 0.05791649 0.1163036 0.04304234 0.2652416
## pv
##         0    1
## [1,] 0.87 0.13
## 
## 
## [1] 264
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1268376 0.05811662 0.1161763 0.04283569 0.2658741
## pv
##          0     1
## [1,] 0.864 0.136
## 
## 
## [1] 265
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1268165 0.05831683 0.1160492 0.04262999 0.2665076
## pv
##         0    1
## [1,] 0.88 0.12
## 
## 
## [1] 266
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd      50%       2.5%    97.5%
## [1,] 0.1267956 0.05851711 0.115973 0.04242523 0.267142
## pv
##          0     1
## [1,] 0.875 0.125
## 
## 
## [1] 267
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1267751 0.05871748 0.1158993 0.04222141 0.2677774
## pv
##          0     1
## [1,] 0.863 0.137
## 
## 
## [1] 268
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1267548 0.05891793 0.1158097 0.04201853 0.2684137
## pv
##          0     1
## [1,] 0.861 0.139
## 
## 
## [1] 269
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1267347 0.05911845 0.1157029 0.04181658 0.2690495
## pv
##          0     1
## [1,] 0.846 0.154
## 
## 
## [1] 270
## 
## 
##  sim range :
##  -----
## ev
##          mean         sd       50%       2.5%     97.5%
## [1,] 0.126715 0.05931906 0.1155963 0.04161556 0.2694742
## pv
##          0     1
## [1,] 0.867 0.133
## 
## 
## [1] 271
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1266955 0.05951974 0.1154897 0.04141546 0.2698409
## pv
##          0     1
## [1,] 0.875 0.125
## 
## 
## [1] 272
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1266764 0.05972051 0.1154115 0.04121629 0.2702066
## pv
##          0     1
## [1,] 0.864 0.136
## 
## 
## [1] 273
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd     50%       2.5%     97.5%
## [1,] 0.1266574 0.05992135 0.11531 0.04101803 0.2705726
## pv
##          0     1
## [1,] 0.879 0.121
## 
## 
## [1] 274
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd      50%       2.5%     97.5%
## [1,] 0.1266388 0.06012226 0.115242 0.04082069 0.2710804
## pv
##          0     1
## [1,] 0.873 0.127
## 
## 
## [1] 275
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1266205 0.06032326 0.1151808 0.04062425 0.2716929
## pv
##          0     1
## [1,] 0.877 0.123
## 
## 
## [1] 276
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1266024 0.06052433 0.1150655 0.04042872 0.2723062
## pv
##          0     1
## [1,] 0.886 0.114
## 
## 
## [1] 277
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1265846 0.06072548 0.1149514 0.04023409 0.2729205
## pv
##          0     1
## [1,] 0.886 0.114
## 
## 
## [1] 278
## 
## 
##  sim range :
##  -----
## ev
##          mean         sd       50%       2.5%     97.5%
## [1,] 0.126567 0.06092671 0.1148128 0.04004036 0.2735355
## pv
##          0     1
## [1,] 0.872 0.128
## 
## 
## [1] 279
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1265498 0.06112801 0.1146885 0.03984753 0.2741515
## pv
##          0     1
## [1,] 0.875 0.125
## 
## 
## [1] 280
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1265328 0.06132939 0.1145958 0.03965558 0.2747683
## pv
##          0     1
## [1,] 0.872 0.128
## 
## 
## [1] 281
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%    97.5%
## [1,] 0.1265161 0.06153084 0.1145408 0.03946453 0.275386
## pv
##          0     1
## [1,] 0.885 0.115
## 
## 
## [1] 282
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd      50%       2.5%     97.5%
## [1,] 0.1264996 0.06173237 0.114457 0.03927435 0.2760045
## pv
##          0     1
## [1,] 0.875 0.125
## 
## 
## [1] 283
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1264834 0.06193398 0.1143605 0.03908505 0.2766239
## pv
##          0     1
## [1,] 0.857 0.143
## 
## 
## [1] 284
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1264675 0.06213566 0.1142658 0.03889663 0.2772441
## pv
##          0     1
## [1,] 0.872 0.128
## 
## 
## [1] 285
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1264519 0.06233741 0.1141858 0.03870909 0.2778652
## pv
##          0     1
## [1,] 0.873 0.127
## 
## 
## [1] 286
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1264365 0.06253924 0.1141059 0.03852241 0.2784872
## pv
##          0     1
## [1,] 0.883 0.117
## 
## 
## [1] 287
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd      50%       2.5%   97.5%
## [1,] 0.1264214 0.06274115 0.114026 0.03833659 0.27911
## pv
##          0     1
## [1,] 0.852 0.148
## 
## 
## [1] 288
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1264066 0.06294312 0.1139426 0.03815164 0.2797337
## pv
##         0    1
## [1,] 0.88 0.12
## 
## 
## [1] 289
## 
## 
##  sim range :
##  -----
## ev
##          mean         sd       50%       2.5%     97.5%
## [1,] 0.126392 0.06314518 0.1137723 0.03798244 0.2803582
## pv
##          0     1
## [1,] 0.889 0.111
## 
## 
## [1] 290
## 
## 
##  sim range :
##  -----
## ev
##           mean        sd       50%       2.5%     97.5%
## [1,] 0.1263777 0.0633473 0.1136454 0.03781508 0.2809835
## pv
##          0     1
## [1,] 0.877 0.123
## 
## 
## [1] 291
## 
## 
##  sim range :
##  -----
## ev
##           mean        sd       50%       2.5%     97.5%
## [1,] 0.1263637 0.0635495 0.1135493 0.03764843 0.2816098
## pv
##          0     1
## [1,] 0.876 0.124
## 
## 
## [1] 292
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1263499 0.06375177 0.1135055 0.03748248 0.2822368
## pv
##          0     1
## [1,] 0.858 0.142
## 
## 
## [1] 293
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1263364 0.06395411 0.1134672 0.03731724 0.2828647
## pv
##          0     1
## [1,] 0.869 0.131
## 
## 
## [1] 294
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1263231 0.06415653 0.1134038 0.03714848 0.2834935
## pv
##          0     1
## [1,] 0.872 0.128
## 
## 
## [1] 295
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1263101 0.06435902 0.1133352 0.03696048 0.2841231
## pv
##          0     1
## [1,] 0.882 0.118
## 
## 
## [1] 296
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1262974 0.06456158 0.1132666 0.03677341 0.2847517
## pv
##          0     1
## [1,] 0.849 0.151
## 
## 
## [1] 297
## 
## 
##  sim range :
##  -----
## ev
##          mean         sd       50%       2.5%     97.5%
## [1,] 0.126285 0.06476421 0.1131981 0.03658725 0.2853402
## pv
##          0     1
## [1,] 0.845 0.155
## 
## 
## [1] 298
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1262728 0.06496691 0.1131154 0.03640199 0.2859295
## pv
##          0     1
## [1,] 0.869 0.131
## 
## 
## [1] 299
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1262608 0.06516969 0.1130252 0.03621763 0.2865195
## pv
##          0     1
## [1,] 0.873 0.127
## 
## 
## [1] 300
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1262492 0.06537253 0.1129352 0.03603418 0.2871102
## pv
##         0    1
## [1,] 0.87 0.13
## 
## 
## [1] 301
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1262377 0.06557545 0.1128452 0.03585162 0.2877016
## pv
##          0     1
## [1,] 0.873 0.127
## 
## 
## [1] 302
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1262266 0.06577843 0.1127552 0.03566995 0.2882938
## pv
##          0     1
## [1,] 0.868 0.132
## 
## 
## [1] 303
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1262157 0.06598149 0.1126653 0.03548916 0.2888867
## pv
##          0     1
## [1,] 0.882 0.118
## 
## 
## [1] 304
## 
## 
##  sim range :
##  -----
## ev
##          mean         sd       50%       2.5%     97.5%
## [1,] 0.126205 0.06618461 0.1125755 0.03530926 0.2894803
## pv
##          0     1
## [1,] 0.883 0.117
## 
## 
## [1] 305
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1261947 0.06638781 0.1124858 0.03513024 0.2900747
## pv
##          0     1
## [1,] 0.878 0.122
## 
## 
## [1] 306
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%      2.5%     97.5%
## [1,] 0.1261845 0.06659107 0.1123961 0.0349584 0.2906697
## pv
##          0     1
## [1,] 0.876 0.124
## 
## 
## [1] 307
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1261747 0.06679441 0.1123065 0.03478857 0.2912645
## pv
##         0    1
## [1,] 0.87 0.13
## 
## 
## [1] 308
## 
## 
##  sim range :
##  -----
## ev
##          mean         sd       50%       2.5%     97.5%
## [1,] 0.126165 0.06699781 0.1122169 0.03461983 0.2918599
## pv
##          0     1
## [1,] 0.902 0.098
## 
## 
## [1] 309
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%    97.5%
## [1,] 0.1261557 0.06720128 0.1121274 0.03445258 0.292456
## pv
##         0    1
## [1,] 0.88 0.12
## 
## 
## [1] 310
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1261466 0.06740482 0.1120379 0.03429599 0.2930528
## pv
##          0     1
## [1,] 0.867 0.133
## 
## 
## [1] 311
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1261377 0.06760842 0.1119486 0.03414009 0.2936504
## pv
##          0     1
## [1,] 0.883 0.117
## 
## 
## [1] 312
## 
## 
##  sim range :
##  -----
## ev
##           mean        sd       50%       2.5%     97.5%
## [1,] 0.1261291 0.0678121 0.1119019 0.03398488 0.2942486
## pv
##          0     1
## [1,] 0.859 0.141
## 
## 
## [1] 313
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1261208 0.06801584 0.1118592 0.03383034 0.2948476
## pv
##          0     1
## [1,] 0.862 0.138
## 
## 
## [1] 314
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1261127 0.06821965 0.1118165 0.03367649 0.2954472
## pv
##          0     1
## [1,] 0.891 0.109
## 
## 
## [1] 315
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%      2.5%     97.5%
## [1,] 0.1261048 0.06842352 0.1117743 0.0335233 0.2960476
## pv
##          0     1
## [1,] 0.848 0.152
## 
## 
## [1] 316
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%      2.5%     97.5%
## [1,] 0.1260972 0.06862746 0.1117627 0.0333708 0.2966487
## pv
##          0     1
## [1,] 0.876 0.124
## 
## 
## [1] 317
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1260899 0.06883147 0.1117163 0.03321896 0.2972505
## pv
##          0     1
## [1,] 0.871 0.129
## 
## 
## [1] 318
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%    97.5%
## [1,] 0.1260828 0.06903555 0.1116699 0.03306779 0.297853
## pv
##          0     1
## [1,] 0.883 0.117
## 
## 
## [1] 319
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1260759 0.06923969 0.1116235 0.03291728 0.2984562
## pv
##          0     1
## [1,] 0.864 0.136
## 
## 
## [1] 320
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1260693 0.06944389 0.1115772 0.03276744 0.2990601
## pv
##          0     1
## [1,] 0.875 0.125
## 
## 
## [1] 321
## 
## 
##  sim range :
##  -----
## ev
##          mean         sd       50%       2.5%     97.5%
## [1,] 0.126063 0.06964816 0.1115309 0.03261825 0.2996646
## pv
##         0    1
## [1,] 0.88 0.12
## 
## 
## [1] 322
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1260569 0.06985249 0.1114846 0.03246972 0.3002699
## pv
##          0     1
## [1,] 0.871 0.129
## 
## 
## [1] 323
## 
## 
##  sim range :
##  -----
## ev
##          mean         sd       50%       2.5%     97.5%
## [1,] 0.126051 0.07005689 0.1114383 0.03232185 0.3008759
## pv
##          0     1
## [1,] 0.871 0.129
## 
## 
## [1] 324
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd      50%       2.5%     97.5%
## [1,] 0.1260454 0.07026136 0.111392 0.03217463 0.3014826
## pv
##          0     1
## [1,] 0.895 0.105
## 
## 
## [1] 325
## 
## 
##  sim range :
##  -----
## ev
##         mean         sd       50%       2.5%   97.5%
## [1,] 0.12604 0.07046588 0.1113458 0.03202811 0.30209
## pv
##          0     1
## [1,] 0.865 0.135
## 
## 
## [1] 326
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1260349 0.07067048 0.1112026 0.03188258 0.3026981
## pv
##          0     1
## [1,] 0.883 0.117
## 
## 
## [1] 327
## 
## 
##  sim range :
##  -----
## ev
##         mean         sd       50%       2.5%     97.5%
## [1,] 0.12603 0.07087513 0.1110525 0.03173769 0.3033068
## pv
##          0     1
## [1,] 0.872 0.128
## 
## 
## [1] 328
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1260254 0.07107985 0.1109027 0.03159344 0.3039163
## pv
##          0     1
## [1,] 0.884 0.116
## 
## 
## [1] 329
## 
## 
##  sim range :
##  -----
## ev
##          mean         sd       50%       2.5%     97.5%
## [1,] 0.126021 0.07128463 0.1108281 0.03144542 0.3045264
## pv
##          0     1
## [1,] 0.863 0.137
## 
## 
## [1] 330
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1260169 0.07148947 0.1107741 0.03128205 0.3051373
## pv
##          0     1
## [1,] 0.897 0.103
## 
## 
## [1] 331
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%      2.5%     97.5%
## [1,] 0.1260129 0.07169437 0.1107201 0.0311195 0.3057488
## pv
##          0     1
## [1,] 0.864 0.136
## 
## 
## [1] 332
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%    97.5%
## [1,] 0.1260093 0.07189934 0.1106661 0.03095777 0.306361
## pv
##          0     1
## [1,] 0.874 0.126
## 
## 
## [1] 333
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1260059 0.07210437 0.1106121 0.03079685 0.3069739
## pv
##          0     1
## [1,] 0.872 0.128
## 
## 
## [1] 334
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1260027 0.07230946 0.1105143 0.03063859 0.3075875
## pv
##         0    1
## [1,] 0.87 0.13
## 
## 
## [1] 335
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1259997 0.07251461 0.1103834 0.03050395 0.3082017
## pv
##          0     1
## [1,] 0.867 0.133
## 
## 
## [1] 336
## 
## 
##  sim range :
##  -----
## ev
##          mean         sd       50%       2.5%     97.5%
## [1,] 0.125997 0.07271982 0.1102965 0.03036988 0.3088166
## pv
##          0     1
## [1,] 0.892 0.108
## 
## 
## [1] 337
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1259945 0.07292509 0.1102628 0.03021865 0.3094323
## pv
##          0     1
## [1,] 0.894 0.106
## 
## 
## [1] 338
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1259923 0.07313042 0.1102425 0.03004797 0.3100485
## pv
##         0    1
## [1,] 0.89 0.11
## 
## 
## [1] 339
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1259903 0.07333581 0.1102055 0.02987821 0.3106655
## pv
##          0     1
## [1,] 0.867 0.133
## 
## 
## [1] 340
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1259886 0.07354125 0.1101646 0.02970939 0.3112831
## pv
##          0     1
## [1,] 0.877 0.123
## 
## 
## [1] 341
## 
## 
##  sim range :
##  -----
## ev
##          mean         sd       50%       2.5%     97.5%
## [1,] 0.125987 0.07374676 0.1101238 0.02954149 0.3119015
## pv
##          0     1
## [1,] 0.873 0.127
## 
## 
## [1] 342
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd      50%       2.5%     97.5%
## [1,] 0.1259857 0.07395233 0.110052 0.02937942 0.3125204
## pv
##          0     1
## [1,] 0.873 0.127
## 
## 
## [1] 343
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1259847 0.07415795 0.1099652 0.02922552 0.3131401
## pv
##          0     1
## [1,] 0.888 0.112
## 
## 
## [1] 344
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1259839 0.07436364 0.1098786 0.02907239 0.3137604
## pv
##          0     1
## [1,] 0.871 0.129
## 
## 
## [1] 345
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1259833 0.07456938 0.1097919 0.02892062 0.3143814
## pv
##          0     1
## [1,] 0.882 0.118
## 
## 
## [1] 346
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%    97.5%
## [1,] 0.1259829 0.07477518 0.1097053 0.02876961 0.315003
## pv
##          0     1
## [1,] 0.883 0.117
## 
## 
## [1] 347
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1259828 0.07498103 0.1096188 0.02862957 0.3156253
## pv
##          0     1
## [1,] 0.879 0.121
## 
## 
## [1] 348
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1259829 0.07518694 0.1095324 0.02850994 0.3162483
## pv
##          0     1
## [1,] 0.878 0.122
## 
## 
## [1] 349
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd      50%      2.5%    97.5%
## [1,] 0.1259833 0.07539291 0.109446 0.0283908 0.316872
## pv
##          0     1
## [1,] 0.884 0.116
## 
## 
## [1] 350
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1259838 0.07559893 0.1093597 0.02827215 0.3174962
## pv
##          0     1
## [1,] 0.877 0.123
## 
## 
## [1] 351
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1259846 0.07580501 0.1092734 0.02815397 0.3181212
## pv
##          0     1
## [1,] 0.886 0.114
## 
## 
## [1] 352
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1259857 0.07601114 0.1091872 0.02803628 0.3187468
## pv
##          0     1
## [1,] 0.884 0.116
## 
## 
## [1] 353
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1259869 0.07621733 0.1091011 0.02791907 0.3193731
## pv
##          0     1
## [1,] 0.872 0.128
## 
## 
## [1] 354
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd      50%       2.5% 97.5%
## [1,] 0.1259884 0.07642358 0.109015 0.02780233  0.32
## pv
##          0     1
## [1,] 0.871 0.129
## 
## 
## [1] 355
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1259901 0.07662987 0.1089394 0.02768607 0.3206275
## pv
##          0     1
## [1,] 0.866 0.134
## 
## 
## [1] 356
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1259921 0.07683623 0.1088862 0.02757028 0.3212557
## pv
##          0     1
## [1,] 0.894 0.106
## 
## 
## [1] 357
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd      50%       2.5%     97.5%
## [1,] 0.1259943 0.07704263 0.108833 0.02745496 0.3218846
## pv
##          0     1
## [1,] 0.879 0.121
## 
## 
## [1] 358
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1259967 0.07724909 0.1087798 0.02734011 0.3225141
## pv
##          0     1
## [1,] 0.874 0.126
## 
## 
## [1] 359
## 
## 
##  sim range :
##  -----
## ev
##           mean        sd       50%       2.5%     97.5%
## [1,] 0.1259993 0.0774556 0.1086734 0.02722573 0.3231443
## pv
##          0     1
## [1,] 0.878 0.122
## 
## 
## [1] 360
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1260021 0.07766216 0.1085483 0.02711181 0.3237751
## pv
##         0    1
## [1,] 0.89 0.11
## 
## 
## [1] 361
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1260052 0.07786878 0.1084292 0.02699835 0.3244065
## pv
##          0     1
## [1,] 0.873 0.127
## 
## 
## [1] 362
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1260085 0.07807544 0.1083592 0.02688536 0.3250386
## pv
##          0     1
## [1,] 0.872 0.128
## 
## 
## [1] 363
## 
## 
##  sim range :
##  -----
## ev
##          mean         sd       50%       2.5%     97.5%
## [1,] 0.126012 0.07828216 0.1082895 0.02677283 0.3256713
## pv
##          0     1
## [1,] 0.878 0.122
## 
## 
## [1] 364
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1260158 0.07848893 0.1082549 0.02666076 0.3263046
## pv
##          0     1
## [1,] 0.862 0.138
## 
## 
## [1] 365
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1260197 0.07869575 0.1082203 0.02654914 0.3269386
## pv
##          0     1
## [1,] 0.879 0.121
## 
## 
## [1] 366
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1260239 0.07890262 0.1081857 0.02643798 0.3275732
## pv
##          0     1
## [1,] 0.853 0.147
## 
## 
## [1] 367
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1260283 0.07910953 0.1081512 0.02632739 0.3282085
## pv
##         0    1
## [1,] 0.87 0.13
## 
## 
## [1] 368
## 
## 
##  sim range :
##  -----
## ev
##           mean        sd       50%       2.5%     97.5%
## [1,] 0.1260329 0.0793165 0.1081166 0.02619713 0.3288443
## pv
##         0    1
## [1,] 0.87 0.13
## 
## 
## [1] 369
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%      2.5%     97.5%
## [1,] 0.1260378 0.07952352 0.1080821 0.0260561 0.3294808
## pv
##          0     1
## [1,] 0.887 0.113
## 
## 
## [1] 370
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%      2.5%    97.5%
## [1,] 0.1260428 0.07973058 0.1080529 0.0259158 0.330118
## pv
##          0     1
## [1,] 0.873 0.127
## 
## 
## [1] 371
## 
## 
##  sim range :
##  -----
## ev
##           mean        sd       50%       2.5%     97.5%
## [1,] 0.1260481 0.0799377 0.1079948 0.02577624 0.3307557
## pv
##          0     1
## [1,] 0.867 0.133
## 
## 
## [1] 372
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1260536 0.08014486 0.1079313 0.02563742 0.3313941
## pv
##          0     1
## [1,] 0.878 0.122
## 
## 
## [1] 373
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1260594 0.08035207 0.1078679 0.02549932 0.3320331
## pv
##          0     1
## [1,] 0.882 0.118
## 
## 
## [1] 374
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1260653 0.08055932 0.1078045 0.02536194 0.3326727
## pv
##          0     1
## [1,] 0.892 0.108
## 
## 
## [1] 375
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%    97.5%
## [1,] 0.1260714 0.08076663 0.1077377 0.02522529 0.333313
## pv
##         0    1
## [1,] 0.88 0.12
## 
## 
## [1] 376
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd     50%       2.5%     97.5%
## [1,] 0.1260778 0.08097397 0.10763 0.02508936 0.3340081
## pv
##          0     1
## [1,] 0.882 0.118
## 
## 
## [1] 377
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1260844 0.08118137 0.1075224 0.02495414 0.3347218
## pv
##          0     1
## [1,] 0.861 0.139
## 
## 
## [1] 378
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1260912 0.08138881 0.1074149 0.02481963 0.3354362
## pv
##          0     1
## [1,] 0.866 0.134
## 
## 
## [1] 379
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1260982 0.08159629 0.1073076 0.02468582 0.3361513
## pv
##          0     1
## [1,] 0.864 0.136
## 
## 
## [1] 380
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1261054 0.08180382 0.1072003 0.02455272 0.3368672
## pv
##          0     1
## [1,] 0.854 0.146
## 
## 
## [1] 381
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1261129 0.08201139 0.1071068 0.02442032 0.3375839
## pv
##          0     1
## [1,] 0.865 0.135
## 
## 
## [1] 382
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1261205 0.08221901 0.1070211 0.02428862 0.3383013
## pv
##          0     1
## [1,] 0.884 0.116
## 
## 
## [1] 383
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1261284 0.08242667 0.1069355 0.02415761 0.3390194
## pv
##          0     1
## [1,] 0.874 0.126
## 
## 
## [1] 384
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd     50%       2.5%    97.5%
## [1,] 0.1261364 0.08263437 0.10685 0.02402729 0.339716
## pv
##          0     1
## [1,] 0.864 0.136
## 
## 
## [1] 385
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1261447 0.08284212 0.1067645 0.02389766 0.3403663
## pv
##          0     1
## [1,] 0.861 0.139
## 
## 
## [1] 386
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%      2.5%     97.5%
## [1,] 0.1261532 0.08304991 0.1066904 0.0237687 0.3410172
## pv
##          0     1
## [1,] 0.868 0.132
## 
## 
## [1] 387
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1261619 0.08325774 0.1066214 0.02364093 0.3416687
## pv
##          0     1
## [1,] 0.887 0.113
## 
## 
## [1] 388
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1261708 0.08346561 0.1065524 0.02353042 0.3423208
## pv
##          0     1
## [1,] 0.868 0.132
## 
## 
## [1] 389
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1261799 0.08367352 0.1064834 0.02342041 0.3429734
## pv
##          0     1
## [1,] 0.848 0.152
## 
## 
## [1] 390
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%      2.5%     97.5%
## [1,] 0.1261893 0.08388147 0.1064145 0.0233109 0.3436267
## pv
##          0     1
## [1,] 0.873 0.127
## 
## 
## [1] 391
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1261988 0.08408946 0.1063456 0.02320189 0.3442806
## pv
##          0     1
## [1,] 0.865 0.135
## 
## 
## [1] 392
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1262085 0.08429749 0.1062768 0.02309338 0.3449351
## pv
##          0     1
## [1,] 0.843 0.157
## 
## 
## [1] 393
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd      50%      2.5%     97.5%
## [1,] 0.1262185 0.08450556 0.106208 0.0229857 0.3455901
## pv
##          0     1
## [1,] 0.862 0.138
## 
## 
## [1] 394
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1262286 0.08471367 0.1061392 0.02287892 0.3462458
## pv
##          0     1
## [1,] 0.879 0.121
## 
## 
## [1] 395
## 
## 
##  sim range :
##  -----
## ev
##          mean         sd       50%       2.5%    97.5%
## [1,] 0.126239 0.08492182 0.1060705 0.02277262 0.346902
## pv
##          0     1
## [1,] 0.863 0.137
## 
## 
## [1] 396
## 
## 
##  sim range :
##  -----
## ev
##           mean      sd       50%       2.5%     97.5%
## [1,] 0.1262496 0.08513 0.1060018 0.02266681 0.3475588
## pv
##          0     1
## [1,] 0.876 0.124
## 
## 
## [1] 397
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1262603 0.08533822 0.1059331 0.02256147 0.3482162
## pv
##          0     1
## [1,] 0.856 0.144
## 
## 
## [1] 398
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1262713 0.08554648 0.1058645 0.02245662 0.3488742
## pv
##          0     1
## [1,] 0.858 0.142
## 
## 
## [1] 399
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd      50%       2.5%     97.5%
## [1,] 0.1262825 0.08575478 0.105796 0.02235224 0.3495327
## pv
##          0     1
## [1,] 0.894 0.106
## 
## 
## [1] 400
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1262938 0.08596311 0.1057274 0.02224833 0.3501919
## pv
##          0     1
## [1,] 0.879 0.121
## 
## 
## [1] 401
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1263054 0.08617148 0.1056589 0.02214982 0.3508516
## pv
##          0     1
## [1,] 0.887 0.113
## 
## 
## [1] 402
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1263172 0.08637988 0.1055905 0.02205801 0.3515118
## pv
##          0     1
## [1,] 0.891 0.109
## 
## 
## [1] 403
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1263291 0.08658831 0.1055221 0.02196658 0.3521727
## pv
##          0     1
## [1,] 0.875 0.125
## 
## 
## [1] 404
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1263413 0.08679679 0.1054537 0.02187551 0.3528341
## pv
##          0     1
## [1,] 0.883 0.117
## 
## 
## [1] 405
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%    97.5%
## [1,] 0.1263537 0.08700529 0.1053854 0.02178481 0.353496
## pv
##          0     1
## [1,] 0.893 0.107
## 
## 
## [1] 406
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1263663 0.08721383 0.1053171 0.02169448 0.3541585
## pv
##          0     1
## [1,] 0.882 0.118
## 
## 
## [1] 407
## 
## 
##  sim range :
##  -----
## ev
##          mean        sd       50%       2.5%     97.5%
## [1,] 0.126379 0.0874224 0.1052488 0.02160452 0.3548216
## pv
##          0     1
## [1,] 0.863 0.137
## 
## 
## [1] 408
## 
## 
##  sim range :
##  -----
## ev
##          mean       sd       50%       2.5%     97.5%
## [1,] 0.126392 0.087631 0.1051493 0.02151492 0.3554853
## pv
##          0     1
## [1,] 0.881 0.119
## 
## 
## [1] 409
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1264052 0.08783964 0.1050376 0.02142569 0.3561495
## pv
##          0     1
## [1,] 0.871 0.129
## 
## 
## [1] 410
## 
## 
##  sim range :
##  -----
## ev
##           mean        sd       50%       2.5%     97.5%
## [1,] 0.1264185 0.0880483 0.1049463 0.02133682 0.3568142
## pv
##          0     1
## [1,] 0.864 0.136
## 
## 
## [1] 411
## 
## 
##  sim range :
##  -----
## ev
##           mean       sd       50%       2.5%     97.5%
## [1,] 0.1264321 0.088257 0.1048747 0.02124852 0.3574795
## pv
##          0     1
## [1,] 0.873 0.127
## 
## 
## [1] 412
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1264459 0.08846573 0.1048031 0.02116061 0.3581454
## pv
##          0     1
## [1,] 0.871 0.129
## 
## 
## [1] 413
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1264598 0.08867449 0.1047306 0.02107306 0.3588118
## pv
##          0     1
## [1,] 0.875 0.125
## 
## 
## [1] 414
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd      50%       2.5%     97.5%
## [1,] 0.1264739 0.08888327 0.104644 0.02098586 0.3594788
## pv
##          0     1
## [1,] 0.869 0.131
## 
## 
## [1] 415
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1264883 0.08909209 0.1045574 0.02089901 0.3601463
## pv
##          0     1
## [1,] 0.881 0.119
## 
## 
## [1] 416
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1265028 0.08930094 0.1044709 0.02081251 0.3608143
## pv
##          0     1
## [1,] 0.871 0.129
## 
## 
## [1] 417
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1265175 0.08950981 0.1043845 0.02072637 0.3614829
## pv
##          0     1
## [1,] 0.876 0.124
## 
## 
## [1] 418
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%    97.5%
## [1,] 0.1265324 0.08971871 0.1042981 0.02064057 0.362152
## pv
##         0    1
## [1,] 0.88 0.12
## 
## 
## [1] 419
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1265476 0.08992764 0.1042118 0.02055512 0.3628216
## pv
##          0     1
## [1,] 0.892 0.108
## 
## 
## [1] 420
## 
## 
##  sim range :
##  -----
## ev
##           mean        sd       50%       2.5%     97.5%
## [1,] 0.1265629 0.0901366 0.1041375 0.02047002 0.3634918
## pv
##         0    1
## [1,] 0.87 0.13
## 
## 
## [1] 421
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1265783 0.09034558 0.1040783 0.02038526 0.3641625
## pv
##         0    1
## [1,] 0.88 0.12
## 
## 
## [1] 422
## 
## 
##  sim range :
##  -----
## ev
##          mean         sd       50%       2.5%     97.5%
## [1,] 0.126594 0.09055459 0.1040191 0.02030085 0.3648338
## pv
##          0     1
## [1,] 0.898 0.102
## 
## 
## [1] 423
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd     50%       2.5%     97.5%
## [1,] 0.1266099 0.09076362 0.10396 0.02021678 0.3655055
## pv
##          0     1
## [1,] 0.867 0.133
## 
## 
## [1] 424
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1266259 0.09097268 0.1039008 0.02013305 0.3661778
## pv
##          0     1
## [1,] 0.878 0.122
## 
## 
## [1] 425
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1266422 0.09118176 0.1038418 0.02004965 0.3668506
## pv
##          0     1
## [1,] 0.863 0.137
## 
## 
## [1] 426
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%      2.5%    97.5%
## [1,] 0.1266586 0.09139087 0.1037827 0.0199666 0.367524
## pv
##          0     1
## [1,] 0.882 0.118
## 
## 
## [1] 427
## 
## 
##  sim range :
##  -----
## ev
##           mean     sd       50%       2.5%     97.5%
## [1,] 0.1266752 0.0916 0.1037237 0.01988389 0.3681978
## pv
##          0     1
## [1,] 0.866 0.134
## 
## 
## [1] 428
## 
## 
##  sim range :
##  -----
## ev
##          mean         sd       50%       2.5%     97.5%
## [1,] 0.126692 0.09180915 0.1036647 0.01980151 0.3688722
## pv
##          0     1
## [1,] 0.888 0.112
## 
## 
## [1] 429
## 
## 
##  sim range :
##  -----
## ev
##          mean         sd       50%       2.5%    97.5%
## [1,] 0.126709 0.09201832 0.1036057 0.01971946 0.369547
## pv
##          0     1
## [1,] 0.859 0.141
## 
## 
## [1] 430
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1267262 0.09222752 0.1035468 0.01963775 0.3702224
## pv
##          0     1
## [1,] 0.872 0.128
## 
## 
## [1] 431
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1267436 0.09243674 0.1034879 0.01955637 0.3708983
## pv
##          0     1
## [1,] 0.874 0.126
## 
## 
## [1] 432
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd      50%       2.5%     97.5%
## [1,] 0.1267611 0.09264598 0.103429 0.01947532 0.3715747
## pv
##         0    1
## [1,] 0.87 0.13
## 
## 
## [1] 433
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%      2.5%     97.5%
## [1,] 0.1267789 0.09285524 0.1033702 0.0193946 0.3722516
## pv
##          0     1
## [1,] 0.879 0.121
## 
## 
## [1] 434
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%    97.5%
## [1,] 0.1267968 0.09306452 0.1033114 0.01931421 0.372929
## pv
##         0    1
## [1,] 0.87 0.13
## 
## 
## [1] 435
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1268149 0.09327382 0.1032526 0.01923414 0.3736069
## pv
##          0     1
## [1,] 0.877 0.123
## 
## 
## [1] 436
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%      2.5%     97.5%
## [1,] 0.1268331 0.09348314 0.1031938 0.0191544 0.3742853
## pv
##          0     1
## [1,] 0.875 0.125
## 
## 
## [1] 437
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1268516 0.09369248 0.1031351 0.01907499 0.3749642
## pv
##          0     1
## [1,] 0.861 0.139
## 
## 
## [1] 438
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1268702 0.09390183 0.1030764 0.01899589 0.3756436
## pv
##          0     1
## [1,] 0.873 0.127
## 
## 
## [1] 439
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1268891 0.09411121 0.1030178 0.01891712 0.3763235
## pv
##          0     1
## [1,] 0.858 0.142
## 
## 
## [1] 440
## 
## 
##  sim range :
##  -----
## ev
##           mean        sd       50%       2.5%     97.5%
## [1,] 0.1269081 0.0943206 0.1029592 0.01883321 0.3770039
## pv
##          0     1
## [1,] 0.874 0.126
## 
## 
## [1] 441
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1269273 0.09453001 0.1028802 0.01873386 0.3776847
## pv
##          0     1
## [1,] 0.887 0.113
## 
## 
## [1] 442
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%    97.5%
## [1,] 0.1269466 0.09473943 0.1027836 0.01863503 0.378366
## pv
##          0     1
## [1,] 0.875 0.125
## 
## 
## [1] 443
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1269662 0.09494887 0.1026704 0.01853671 0.3790479
## pv
##          0     1
## [1,] 0.867 0.133
## 
## 
## [1] 444
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%      2.5%     97.5%
## [1,] 0.1269859 0.09515832 0.1025555 0.0184389 0.3797302
## pv
##          0     1
## [1,] 0.864 0.136
## 
## 
## [1] 445
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%      2.5%     97.5%
## [1,] 0.1270058 0.09536779 0.1024407 0.0183416 0.3804129
## pv
##          0     1
## [1,] 0.857 0.143
## 
## 
## [1] 446
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd      50%      2.5%     97.5%
## [1,] 0.1270259 0.09557727 0.102326 0.0182448 0.3810962
## pv
##          0     1
## [1,] 0.869 0.131
## 
## 
## [1] 447
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1270461 0.09578677 0.1022272 0.01815815 0.3817799
## pv
##          0     1
## [1,] 0.871 0.129
## 
## 
## [1] 448
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1270665 0.09599628 0.1021439 0.01808098 0.3824641
## pv
##          0     1
## [1,] 0.876 0.124
## 
## 
## [1] 449
## 
## 
##  sim range :
##  -----
## ev
##           mean        sd       50%       2.5%     97.5%
## [1,] 0.1270871 0.0962058 0.1020608 0.01800413 0.3831487
## pv
##          0     1
## [1,] 0.876 0.124
## 
## 
## [1] 450
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%      2.5%     97.5%
## [1,] 0.1271079 0.09641534 0.1019662 0.0179276 0.3838338
## pv
##          0     1
## [1,] 0.867 0.133
## 
## 
## [1] 451
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1271289 0.09662488 0.1018437 0.01785139 0.3845194
## pv
##         0    1
## [1,] 0.88 0.12
## 
## 
## [1] 452
## 
## 
##  sim range :
##  -----
## ev
##         mean         sd       50%      2.5%     97.5%
## [1,] 0.12715 0.09683444 0.1017213 0.0177755 0.3852054
## pv
##          0     1
## [1,] 0.857 0.143
## 
## 
## [1] 453
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1271713 0.09704401 0.1015991 0.01769992 0.3858919
## pv
##          0     1
## [1,] 0.871 0.129
## 
## 
## [1] 454
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd      50%       2.5%     97.5%
## [1,] 0.1271927 0.09725359 0.101477 0.01762466 0.3865789
## pv
##         0    1
## [1,] 0.86 0.14
## 
## 
## [1] 455
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd      50%       2.5%     97.5%
## [1,] 0.1272144 0.09746318 0.101355 0.01754972 0.3872662
## pv
##          0     1
## [1,] 0.873 0.127
## 
## 
## [1] 456
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1272362 0.09767277 0.1012332 0.01747509 0.3879541
## pv
##          0     1
## [1,] 0.874 0.126
## 
## 
## [1] 457
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1272582 0.09788238 0.1011115 0.01740077 0.3886424
## pv
##          0     1
## [1,] 0.871 0.129
## 
## 
## [1] 458
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1272803 0.09809199 0.1009899 0.01732677 0.3893311
## pv
##          0     1
## [1,] 0.867 0.133
## 
## 
## [1] 459
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1273027 0.09830161 0.1008685 0.01725307 0.3900203
## pv
##          0     1
## [1,] 0.874 0.126
## 
## 
## [1] 460
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1273252 0.09851124 0.1007472 0.01717968 0.3907099
## pv
##          0     1
## [1,] 0.856 0.144
## 
## 
## [1] 461
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd      50%      2.5%  97.5%
## [1,] 0.1273478 0.09872088 0.100626 0.0171066 0.3914
## pv
##          0     1
## [1,] 0.863 0.137
## 
## 
## [1] 462
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1273707 0.09893052 0.1005065 0.01703383 0.3920904
## pv
##          0     1
## [1,] 0.882 0.118
## 
## 
## [1] 463
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1273937 0.09914017 0.1003938 0.01696136 0.3927814
## pv
##         0    1
## [1,] 0.86 0.14
## 
## 
## [1] 464
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1274168 0.09934982 0.1003098 0.01688919 0.3934727
## pv
##          0     1
## [1,] 0.875 0.125
## 
## 
## [1] 465
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1274402 0.09955948 0.1002261 0.01681732 0.3941645
## pv
##          0     1
## [1,] 0.867 0.133
## 
## 
## [1] 466
## 
## 
##  sim range :
##  -----
## ev
##           mean         sd       50%       2.5%     97.5%
## [1,] 0.1274637 0.09976914 0.1001425 0.01674139 0.3948567
## pv
##          0     1
## [1,] 0.875 0.125
## 
## 
## [1] 467
## 
## 
##  sim range :
##  -----
## ev
##           mean        sd       50%       2.5%     97.5%
## [1,] 0.1274873 0.0999788 0.1000655 0.01666376 0.3955493
## pv
##         0    1
## [1,] 0.86 0.14
## 
## 
## [1] 468
## 
## 
##  sim range :
##  -----
## ev
##           mean        sd        50%       2.5%     97.5%
## [1,] 0.1275112 0.1001885 0.09998926 0.01658649 0.3962424
## pv
##          0     1
## [1,] 0.879 0.121
## 
## 
## [1] 469
## 
## 
##  sim range :
##  -----
## ev
##           mean        sd        50%       2.5%     97.5%
## [1,] 0.1275352 0.1003981 0.09991305 0.01650957 0.3969358
## pv
##          0     1
## [1,] 0.875 0.125
## 
## 
## [1] 470
## 
## 
##  sim range :
##  -----
## ev
##           mean        sd       50%     2.5%     97.5%
## [1,] 0.1275593 0.1006078 0.0998369 0.016433 0.3976297
## pv
##          0     1
## [1,] 0.867 0.133
## 
## 
## [1] 471
## 
## 
##  sim range :
##  -----
## ev
##           mean        sd       50%       2.5%    97.5%
## [1,] 0.1275837 0.1008175 0.0997608 0.01635678 0.398324
## pv
##          0     1
## [1,] 0.873 0.127
## 
## 
## [1] 472
## 
## 
##  sim range :
##  -----
## ev
##           mean        sd        50%       2.5%     97.5%
## [1,] 0.1276082 0.1010272 0.09968618 0.01628091 0.3990187
## pv
##          0     1
## [1,] 0.881 0.119
## 
## 
## [1] 473
## 
## 
##  sim range :
##  -----
## ev
##           mean        sd        50%       2.5%     97.5%
## [1,] 0.1276328 0.1012368 0.09963949 0.01620538 0.3997138
## pv
##          0     1
## [1,] 0.875 0.125
## 
## 
## [1] 474
## 
## 
##  sim range :
##  -----
## ev
##           mean        sd        50%       2.5%     97.5%
## [1,] 0.1276576 0.1014465 0.09959282 0.01613039 0.4004093
## pv
##          0     1
## [1,] 0.877 0.123
## 
## 
## [1] 475
## 
## 
##  sim range :
##  -----
## ev
##           mean        sd        50%      2.5%     97.5%
## [1,] 0.1276826 0.1016562 0.09953612 0.0160558 0.4011052
## pv
##          0     1
## [1,] 0.865 0.135
## 
## 
## [1] 476
## 
## 
##  sim range :
##  -----
## ev
##           mean        sd        50%       2.5%     97.5%
## [1,] 0.1277078 0.1018659 0.09945855 0.01598155 0.4018015
## pv
##          0     1
## [1,] 0.865 0.135
## 
## 
## [1] 477
## 
## 
##  sim range :
##  -----
## ev
##           mean        sd       50%       2.5%     97.5%
## [1,] 0.1277331 0.1020755 0.0993736 0.01590763 0.4024982
## pv
##          0     1
## [1,] 0.878 0.122
## 
## 
## [1] 478
## 
## 
##  sim range :
##  -----
## ev
##           mean        sd        50%       2.5%     97.5%
## [1,] 0.1277585 0.1022852 0.09927237 0.01583405 0.4031953
## pv
##          0     1
## [1,] 0.865 0.135
## 
## 
## [1] 479
## 
## 
##  sim range :
##  -----
## ev
##           mean        sd        50%       2.5%     97.5%
## [1,] 0.1277841 0.1024949 0.09917766 0.01576081 0.4038928
## pv
##          0     1
## [1,] 0.879 0.121
## 
## 
## [1] 480
## 
## 
##  sim range :
##  -----
## ev
##           mean        sd        50%       2.5%     97.5%
## [1,] 0.1278099 0.1027045 0.09908305 0.01568789 0.4045906
## pv
##          0     1
## [1,] 0.863 0.137
## 
## 
## [1] 481
## 
## 
##  sim range :
##  -----
## ev
##           mean        sd        50%       2.5%     97.5%
## [1,] 0.1278359 0.1029142 0.09898852 0.01561531 0.4052889
## pv
##          0     1
## [1,] 0.871 0.129
## 
## 
## [1] 482
## 
## 
##  sim range :
##  -----
## ev
##           mean        sd        50%       2.5%     97.5%
## [1,] 0.1278619 0.1031239 0.09889408 0.01554307 0.4059875
## pv
##          0     1
## [1,] 0.877 0.123
## 
## 
## [1] 483
## 
## 
##  sim range :
##  -----
## ev
##           mean        sd       50%       2.5%     97.5%
## [1,] 0.1278882 0.1033335 0.0987874 0.01547115 0.4066866
## pv
##          0     1
## [1,] 0.877 0.123
## 
## 
## [1] 484
## 
## 
##  sim range :
##  -----
## ev
##           mean        sd        50%       2.5%    97.5%
## [1,] 0.1279146 0.1035432 0.09866446 0.01539955 0.407386
## pv
##          0     1
## [1,] 0.876 0.124
## 
## 
## [1] 485
## 
## 
##  sim range :
##  -----
## ev
##           mean        sd        50%       2.5%     97.5%
## [1,] 0.1279412 0.1037528 0.09854464 0.01532829 0.4080857
## pv
##          0     1
## [1,] 0.866 0.134
## 
## 
## [1] 486
## 
## 
##  sim range :
##  -----
## ev
##           mean        sd        50%       2.5%     97.5%
## [1,] 0.1279679 0.1039624 0.09843096 0.01525735 0.4087859
## pv
##          0     1
## [1,] 0.873 0.127
## 
## 
## [1] 487
## 
## 
##  sim range :
##  -----
## ev
##           mean        sd        50%       2.5%     97.5%
## [1,] 0.1279948 0.1041721 0.09832916 0.01518673 0.4094864
## pv
##          0     1
## [1,] 0.881 0.119
## 
## 
## [1] 488
## 
## 
##  sim range :
##  -----
## ev
##           mean        sd        50%       2.5%     97.5%
## [1,] 0.1280218 0.1043817 0.09822746 0.01511643 0.4101873
## pv
##          0     1
## [1,] 0.867 0.133
## 
## 
## [1] 489
## 
## 
##  sim range :
##  -----
## ev
##          mean        sd        50%       2.5%     97.5%
## [1,] 0.128049 0.1045913 0.09812586 0.01504645 0.4108886
## pv
##          0     1
## [1,] 0.883 0.117
## 
## 
## [1] 490
## 
## 
##  sim range :
##  -----
## ev
##           mean        sd        50%      2.5%     97.5%
## [1,] 0.1280764 0.1048009 0.09802436 0.0149768 0.4115902
## pv
##          0     1
## [1,] 0.859 0.141
## 
## 
## [1] 491
## 
## 
##  sim range :
##  -----
## ev
##           mean        sd        50%       2.5%     97.5%
## [1,] 0.1281039 0.1050105 0.09792296 0.01490746 0.4122921
## pv
##          0     1
## [1,] 0.869 0.131
## 
## 
## [1] 492
## 
## 
##  sim range :
##  -----
## ev
##           mean        sd        50%       2.5%     97.5%
## [1,] 0.1281315 0.1052201 0.09782167 0.01483844 0.4129945
## pv
##          0     1
## [1,] 0.881 0.119
## 
## 
## [1] 493
## 
## 
##  sim range :
##  -----
## ev
##           mean        sd        50%       2.5%     97.5%
## [1,] 0.1281593 0.1054297 0.09772047 0.01476973 0.4136972
## pv
##          0     1
## [1,] 0.865 0.135
## 
## 
## [1] 494
## 
## 
##  sim range :
##  -----
## ev
##           mean        sd        50%       2.5%     97.5%
## [1,] 0.1281873 0.1056392 0.09761938 0.01470133 0.4144002
## pv
##          0     1
## [1,] 0.876 0.124
## 
## 
## [1] 495
## 
## 
##  sim range :
##  -----
## ev
##           mean        sd        50%       2.5%     97.5%
## [1,] 0.1282154 0.1058488 0.09752294 0.01463325 0.4151036
## pv
##         0    1
## [1,] 0.85 0.15
## 
## 
## [1] 496
## 
## 
##  sim range :
##  -----
## ev
##           mean        sd        50%       2.5%     97.5%
## [1,] 0.1282436 0.1060584 0.09745061 0.01456548 0.4158073
## pv
##          0     1
## [1,] 0.868 0.132
## 
## 
## [1] 497
## 
## 
##  sim range :
##  -----
## ev
##           mean        sd        50%       2.5%     97.5%
## [1,] 0.1282721 0.1062679 0.09737833 0.01449801 0.4165114
## pv
##          0     1
## [1,] 0.883 0.117
## 
## 
## [1] 498
## 
## 
##  sim range :
##  -----
## ev
##           mean        sd        50%       2.5%     97.5%
## [1,] 0.1283006 0.1064774 0.09730609 0.01443086 0.4172158
## pv
##          0     1
## [1,] 0.862 0.138
## 
## 
## [1] 499
## 
## 
##  sim range :
##  -----
## ev
##           mean        sd       50%       2.5%     97.5%
## [1,] 0.1283293 0.1066869 0.0972339 0.01436401 0.4179206
## pv
##          0     1
## [1,] 0.872 0.128
## 
## 
## [1] 500
## 
## 
##  sim range :
##  -----
## ev
##           mean        sd        50%       2.5%     97.5%
## [1,] 0.1283582 0.1068964 0.09716176 0.01429747 0.4186256
## pv
##          0     1
## [1,] 0.861 0.139
fd <- z.tit$get_qi(xvalue="x1", qi="fd")
summary(fd)
##        V1        
##  Min.   :0.1072  
##  1st Qu.:0.2253  
##  Median :0.2547  
##  Mean   :0.2541  
##  3rd Qu.:0.2838  
##  Max.   :0.3950
z.tit$setx(sex = "male", pclass = "1st") 
z.tit$setx1(sex = "female", pclass = "1st")
z.tit$sim()
z.tit$graph()

sd1 <- z.tit$get_qi(xvalue="x1", qi="fd")
summary(sd1)
##        V1        
##  Min.   :0.3589  
##  1st Qu.:0.4863  
##  Median :0.5213  
##  Mean   :0.5196  
##  3rd Qu.:0.5512  
##  Max.   :0.6665
z.tit$setx(sex = "male", pclass = "2nd") 
z.tit$setx1(sex = "female", pclass = "2nd")
z.tit$sim()
z.tit$graph()

sd2 <- z.tit$get_qi(xvalue="x1", qi="fd")
summary(sd2)
##        V1        
##  Min.   :0.5549  
##  1st Qu.:0.7229  
##  Median :0.7523  
##  Mean   :0.7486  
##  3rd Qu.:0.7777  
##  Max.   :0.8481
z.tit$setx(sex = "male", pclass = "3rd") 
z.tit$setx1(sex = "female", pclass = "3rd")
z.tit$sim()
z.tit$graph()

sd3 <- z.tit$get_qi(xvalue="x1", qi="fd")
summary(sd3)
##        V1        
##  Min.   :0.1339  
##  1st Qu.:0.2237  
##  Median :0.2532  
##  Mean   :0.2546  
##  3rd Qu.:0.2851  
##  Max.   :0.4117
dfd <- as.data.frame(cbind(sd1, sd2, sd3))
head(dfd)
##          V1        V2        V3
## 1 0.4268664 0.7558929 0.2212160
## 2 0.5860067 0.7339617 0.2407380
## 3 0.5739906 0.6947813 0.2588275
## 4 0.4967655 0.7868532 0.2514984
## 5 0.5053193 0.7395004 0.2554678
## 6 0.5160091 0.7483637 0.3006390

We use the following code found above to put the class variations in sex difference using Zelig in one place.