Simulation Homework
library(magrittr)
library(Zelig)
library(dplyr)
library(texreg)
library(radiant.data)
data(titanic)
head(titanic)Use Zelig 5 syntax to recreate slides 5.2 -> 5.18
titanic <- mutate(titanic, survival = ifelse(survived == "No",0,1))
min(titanic$age)[1] 0.1667max(titanic$age)[1] 80min(titanic$fare)[1] 0max(titanic$fare)[1] 512.3292In this chunk I created a new variable called survival, which is the numerical version of the variable “survived”, where 0 is equivlenet to not surviving, and 1 is equivelent to surviving. Then, I obtained the maximum and minimum values for age and fare so that I could use them in my range for the following analyses.
Age effect Using Zelig 5:
zhw.tit <- zlogit$new()
zhw.tit$zelig(survival ~ age + sex*pclass + fare, data = titanic)
summary(zhw.tit)Model:
Call:
zhw.tit$zelig(formula = survival ~ age + sex * pclass + fare,
data = titanic)
Deviance Residuals:
Min 1Q Median 3Q Max
-3.0634 -0.6641 -0.4943 0.4336 2.4941
Coefficients:
Estimate Std. Error z value Pr(>|z|)
(Intercept) 4.8978215 0.6131092 7.988 0.00000000000000137
age -0.0387245 0.0068044 -5.691 0.00000001262563680
sexmale -3.8996177 0.5015659 -7.775 0.00000000000000755
pclass2nd -1.5923247 0.6024844 -2.643 0.00822
pclass3rd -4.1382715 0.5601819 -7.387 0.00000000000014976
fare -0.0009058 0.0020509 -0.442 0.65874
sexmale:pclass2nd -0.0600076 0.6372949 -0.094 0.92498
sexmale:pclass3rd 2.5019110 0.5479901 4.566 0.00000498035051247
(Dispersion parameter for binomial family taken to be 1)
Null deviance: 1409.99 on 1042 degrees of freedom
Residual deviance: 931.45 on 1035 degrees of freedom
AIC: 947.45
Number of Fisher Scoring iterations: 5
Next step: Use 'setx' methodzhw.tit$setrange(age = 0:80)
zhw.tit$sim()
summary(zhw.tit)
[1] 0
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.3408924 0.04764033 0.338573 0.2506044 0.4325741
pv
0 1
[1,] 0.638 0.362
[1] 1
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.3322111 0.04606172 0.3299581 0.24498 0.4214041
pv
0 1
[1,] 0.666 0.334
[1] 2
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.3236374 0.04450769 0.3209356 0.2393563 0.4096313
pv
0 1
[1,] 0.673 0.327
[1] 3
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.3151762 0.04298203 0.3128584 0.2341375 0.398604
pv
0 1
[1,] 0.687 0.313
[1] 4
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.3068322 0.0414884 0.3049756 0.2286534 0.3889693
pv
0 1
[1,] 0.7 0.3
[1] 5
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.2986097 0.04003024 0.296884 0.2235053 0.3789114
pv
0 1
[1,] 0.68 0.32
[1] 6
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.2905127 0.03861081 0.2883608 0.2185785 0.3673043
pv
0 1
[1,] 0.719 0.281
[1] 7
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.2825449 0.03723314 0.2804607 0.2136908 0.3564031
pv
0 1
[1,] 0.725 0.275
[1] 8
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.2747096 0.03590001 0.2726663 0.2087691 0.3485728
pv
0 1
[1,] 0.717 0.283
[1] 9
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.2670098 0.03461397 0.2651861 0.2038288 0.3404221
pv
0 1
[1,] 0.757 0.243
[1] 10
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.2594483 0.03337724 0.2580928 0.1982964 0.3297163
pv
0 1
[1,] 0.74 0.26
[1] 11
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.2520274 0.03219178 0.2510753 0.1931566 0.3187075
pv
0 1
[1,] 0.721 0.279
[1] 12
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.2447491 0.03105919 0.2440137 0.188478 0.308571
pv
0 1
[1,] 0.769 0.231
[1] 13
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.2376151 0.02998078 0.2371124 0.1829962 0.2988492
pv
0 1
[1,] 0.756 0.244
[1] 14
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.2306268 0.02895746 0.2295916 0.1778751 0.2906243
pv
0 1
[1,] 0.781 0.219
[1] 15
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.2237855 0.0279898 0.2228629 0.1725218 0.2812586
pv
0 1
[1,] 0.777 0.223
[1] 16
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.2170917 0.02707798 0.2161289 0.1672924 0.2717886
pv
0 1
[1,] 0.762 0.238
[1] 17
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.2105462 0.02622181 0.2099987 0.1621451 0.2632305
pv
0 1
[1,] 0.8 0.2
[1] 18
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.2041491 0.02542071 0.2034513 0.1566427 0.254988
pv
0 1
[1,] 0.799 0.201
[1] 19
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1979004 0.0246737 0.1974186 0.1513898 0.2475363
pv
0 1
[1,] 0.8 0.2
[1] 20
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1917999 0.02397947 0.1910858 0.1472841 0.2391261
pv
0 1
[1,] 0.823 0.177
[1] 21
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.185847 0.02333633 0.184897 0.142136 0.232736
pv
0 1
[1,] 0.814 0.186
[1] 22
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1800411 0.02274227 0.1792745 0.1376233 0.224976
pv
0 1
[1,] 0.821 0.179
[1] 23
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1743813 0.02219502 0.1736403 0.1329147 0.2186248
pv
0 1
[1,] 0.818 0.182
[1] 24
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1688663 0.02169203 0.1683477 0.128156 0.2132391
pv
0 1
[1,] 0.815 0.185
[1] 25
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.163495 0.02123055 0.1624726 0.123659 0.2073548
pv
0 1
[1,] 0.853 0.147
[1] 26
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1582658 0.02080771 0.1571929 0.1194621 0.2018142
pv
0 1
[1,] 0.852 0.148
[1] 27
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1531771 0.02042048 0.1524171 0.1151712 0.1964334
pv
0 1
[1,] 0.848 0.152
[1] 28
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1482271 0.02006583 0.1473966 0.1108243 0.1907328
pv
0 1
[1,] 0.855 0.145
[1] 29
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.143414 0.01974069 0.1425403 0.1067078 0.184952
pv
0 1
[1,] 0.86 0.14
[1] 30
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1387357 0.01944203 0.137839 0.1027338 0.1798054
pv
0 1
[1,] 0.854 0.146
[1] 31
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1341901 0.01916692 0.1332829 0.09892269 0.1750962
pv
0 1
[1,] 0.863 0.137
[1] 32
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.129775 0.01891252 0.1290234 0.09514884 0.170216
pv
0 1
[1,] 0.855 0.145
[1] 33
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1254881 0.01867614 0.1245432 0.09098166 0.1663792
pv
0 1
[1,] 0.893 0.107
[1] 34
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.121327 0.01845525 0.1202472 0.08701208 0.162725
pv
0 1
[1,] 0.89 0.11
[1] 35
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1172892 0.0182475 0.1162327 0.0839042 0.1589066
pv
0 1
[1,] 0.884 0.116
[1] 36
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1133724 0.01805073 0.1121403 0.08099865 0.1553696
pv
0 1
[1,] 0.866 0.134
[1] 37
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.109574 0.01786295 0.1083219 0.07798937 0.1514367
pv
0 1
[1,] 0.904 0.096
[1] 38
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1058914 0.01768239 0.1048028 0.07468479 0.1475735
pv
0 1
[1,] 0.89 0.11
[1] 39
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1023221 0.01750744 0.1012666 0.07145976 0.1438625
pv
0 1
[1,] 0.901 0.099
[1] 40
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.09886341 0.01733671 0.09771301 0.06852918 0.140397
pv
0 1
[1,] 0.892 0.108
[1] 41
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.09551277 0.01716895 0.09429206 0.06554115 0.137124
pv
0 1
[1,] 0.905 0.095
[1] 42
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.09226756 0.01700309 0.09126092 0.06267465 0.1329059
pv
0 1
[1,] 0.92 0.08
[1] 43
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.08912517 0.0168382 0.08798469 0.05971491 0.1292827
pv
0 1
[1,] 0.922 0.078
[1] 44
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.08608299 0.01667349 0.08493439 0.05666966 0.1256791
pv
0 1
[1,] 0.92 0.08
[1] 45
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.08313845 0.01650833 0.0819605 0.05405285 0.1223051
pv
0 1
[1,] 0.923 0.077
[1] 46
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.08028896 0.01634217 0.07915197 0.05172897 0.1189409
pv
0 1
[1,] 0.917 0.083
[1] 47
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.07753198 0.01617458 0.07648748 0.04960747 0.1160638
pv
0 1
[1,] 0.907 0.093
[1] 48
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.07486498 0.01600523 0.07371709 0.04760905 0.1127564
pv
0 1
[1,] 0.91 0.09
[1] 49
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.07228547 0.01583386 0.07116528 0.04564096 0.1095407
pv
0 1
[1,] 0.945 0.055
[1] 50
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.06979099 0.01566029 0.068587 0.04364744 0.1066857
pv
0 1
[1,] 0.931 0.069
[1] 51
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.06737911 0.01548441 0.06604288 0.04169408 0.1033801
pv
0 1
[1,] 0.93 0.07
[1] 52
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.06504744 0.01530617 0.06360829 0.03982451 0.1003921
pv
0 1
[1,] 0.933 0.067
[1] 53
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.06279364 0.01512555 0.06135914 0.03761477 0.09765145
pv
0 1
[1,] 0.93 0.07
[1] 54
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.0606154 0.01494259 0.05913281 0.03557768 0.09520395
pv
0 1
[1,] 0.931 0.069
[1] 55
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.05851046 0.01475736 0.05708026 0.03407753 0.09281149
pv
0 1
[1,] 0.944 0.056
[1] 56
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.05647659 0.01456996 0.05496943 0.03264022 0.09047314
pv
0 1
[1,] 0.945 0.055
[1] 57
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.05451163 0.0143805 0.05288393 0.03125827 0.08818798
pv
0 1
[1,] 0.936 0.064
[1] 58
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.05261344 0.01418914 0.05103357 0.0299346 0.08602259
pv
0 1
[1,] 0.941 0.059
[1] 59
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.05077995 0.01399602 0.04920966 0.02866532 0.08436905
pv
0 1
[1,] 0.955 0.045
[1] 60
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.04900914 0.01380133 0.04744387 0.02735175 0.08239429
pv
0 1
[1,] 0.949 0.051
[1] 61
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.04729901 0.01360524 0.04568749 0.02610953 0.08035663
pv
0 1
[1,] 0.953 0.047
[1] 62
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.04564763 0.01340794 0.04399322 0.02485707 0.07812202
pv
0 1
[1,] 0.963 0.037
[1] 63
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.04405312 0.01320961 0.04239603 0.02369232 0.07598909
pv
0 1
[1,] 0.945 0.055
[1] 64
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.04251365 0.01301046 0.04081985 0.0225031 0.07386137
pv
0 1
[1,] 0.952 0.048
[1] 65
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.04102741 0.01281068 0.03932936 0.02137849 0.07209718
pv
0 1
[1,] 0.961 0.039
[1] 66
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.03959267 0.01261045 0.03784948 0.02028571 0.07036413
pv
0 1
[1,] 0.965 0.035
[1] 67
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.03820774 0.01240996 0.0364661 0.01924816 0.06845363
pv
0 1
[1,] 0.958 0.042
[1] 68
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.03687096 0.01220941 0.03515598 0.01831083 0.06659131
pv
0 1
[1,] 0.968 0.032
[1] 69
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.03558075 0.01200896 0.03391262 0.01733884 0.06477614
pv
0 1
[1,] 0.967 0.033
[1] 70
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.03433554 0.01180881 0.03270166 0.01645521 0.06300337
pv
0 1
[1,] 0.969 0.031
[1] 71
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.03313382 0.0116091 0.03149383 0.0156159 0.06129065
pv
0 1
[1,] 0.973 0.027
[1] 72
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.03197414 0.01141002 0.03029042 0.0148571 0.05968853
pv
0 1
[1,] 0.974 0.026
[1] 73
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.03085506 0.01121171 0.02915377 0.01418001 0.05812936
pv
0 1
[1,] 0.966 0.034
[1] 74
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.02977521 0.01101432 0.02806034 0.01353337 0.05661157
pv
0 1
[1,] 0.964 0.036
[1] 75
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.02873326 0.01081799 0.02709099 0.01288839 0.05513708
pv
0 1
[1,] 0.978 0.022
[1] 76
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.0277279 0.01062286 0.02611991 0.01224973 0.05369711
pv
0 1
[1,] 0.978 0.022
[1] 77
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.02675789 0.01042905 0.02517552 0.0115985 0.05229188
pv
0 1
[1,] 0.974 0.026
[1] 78
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.02582201 0.01023669 0.02425094 0.01097764 0.05095567
pv
0 1
[1,] 0.962 0.038
[1] 79
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.02491908 0.01004588 0.02334606 0.01038967 0.04977603
pv
0 1
[1,] 0.976 0.024
[1] 80
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.02404796 0.009856723 0.0224781 0.009834989 0.04862231
pv
0 1
[1,] 0.986 0.014ci.plot(zhw.tit)
In the above analysis, I estimated the age effect of surviving the titanic using zelig 5. First, I estimated the model, then I set used the command “set range” to set the maximum and minimum values for age, and ultimately run the simulation that estimates the probability of surviving based on age.
The results show that there is a difference in the probability of surviving based on ones age, such that the older one gets, the less likely that they are to survive the titanic. There is an approximate .316 (31.6%) difference in the mean survival probability in 0 year olds as compared to 80 year olds.
Fare effect using zelig 5:
zhw.tit <- zlogit$new()
zhw.tit$zelig(survival ~ age + sex*pclass + fare, data = titanic)
zhw.tit$setrange(fare = 0:512)
zhw.tit$sim()
summary(zhw.tit)
[1] 0
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1442755 0.01906302 0.1433357 0.109647 0.1845318
pv
0 1
[1,] 0.848 0.152
[1] 1
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1441492 0.01901685 0.143177 0.1094387 0.1841484
pv
0 1
[1,] 0.845 0.155
[1] 2
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1440232 0.01897395 0.1429603 0.1094303 0.1837656
pv
0 1
[1,] 0.858 0.142
[1] 3
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1438977 0.01893433 0.1429317 0.1093683 0.1833821
pv
0 1
[1,] 0.854 0.146
[1] 4
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1437727 0.018898 0.1428719 0.1093475 0.1832709
pv
0 1
[1,] 0.857 0.143
[1] 5
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1436481 0.01886494 0.142819 0.1093267 0.1832169
pv
0 1
[1,] 0.863 0.137
[1] 6
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1435239 0.01883518 0.1427518 0.1089889 0.183142
pv
0 1
[1,] 0.85 0.15
[1] 7
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1434001 0.0188087 0.1425846 0.1088829 0.1828144
pv
0 1
[1,] 0.844 0.156
[1] 8
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1432768 0.01878551 0.1424181 0.1089386 0.1828405
pv
0 1
[1,] 0.86 0.14
[1] 9
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1431539 0.0187656 0.1423067 0.1089013 0.1824621
pv
0 1
[1,] 0.855 0.145
[1] 10
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1430315 0.01874897 0.1422091 0.1086962 0.1820812
pv
0 1
[1,] 0.858 0.142
[1] 11
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1429095 0.01873561 0.1421165 0.1085023 0.1817011
pv
0 1
[1,] 0.863 0.137
[1] 12
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1427879 0.01872551 0.1420775 0.1084628 0.1813399
pv
0 1
[1,] 0.87 0.13
[1] 13
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1426667 0.01871867 0.1419845 0.108489 0.1815834
pv
0 1
[1,] 0.852 0.148
[1] 14
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.142546 0.01871506 0.1421199 0.1085197 0.1814228
pv
0 1
[1,] 0.854 0.146
[1] 15
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1424258 0.01871469 0.1419527 0.1085283 0.1814929
pv
0 1
[1,] 0.845 0.155
[1] 16
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1423059 0.01871754 0.1417979 0.1082246 0.1816744
pv
0 1
[1,] 0.866 0.134
[1] 17
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1421865 0.01872358 0.1418154 0.1082301 0.1819223
pv
0 1
[1,] 0.867 0.133
[1] 18
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1420675 0.0187328 0.1415938 0.1082877 0.1820273
pv
0 1
[1,] 0.884 0.116
[1] 19
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1419489 0.01874519 0.1414432 0.1080748 0.182212
pv
0 1
[1,] 0.843 0.157
[1] 20
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1418308 0.01876072 0.1412979 0.1079171 0.182383
pv
0 1
[1,] 0.864 0.136
[1] 21
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1417131 0.01877937 0.1410688 0.1080168 0.182335
pv
0 1
[1,] 0.88 0.12
[1] 22
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1415959 0.01880112 0.140884 0.1081166 0.182287
pv
0 1
[1,] 0.87 0.13
[1] 23
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.141479 0.01882594 0.1407761 0.1081109 0.182237
pv
0 1
[1,] 0.865 0.135
[1] 24
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1413626 0.01885381 0.140691 0.1079614 0.1821821
pv
0 1
[1,] 0.851 0.149
[1] 25
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1412466 0.01888471 0.1405695 0.1078121 0.1822489
pv
0 1
[1,] 0.86 0.14
[1] 26
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1411311 0.01891859 0.1404214 0.1076965 0.1824328
pv
0 1
[1,] 0.833 0.167
[1] 27
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.141016 0.01895544 0.1404051 0.1074984 0.1821396
pv
0 1
[1,] 0.872 0.128
[1] 28
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1409013 0.01899523 0.1404247 0.1073377 0.1822926
pv
0 1
[1,] 0.859 0.141
[1] 29
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.140787 0.01903791 0.1402814 0.1071772 0.1819073
pv
0 1
[1,] 0.844 0.156
[1] 30
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1406731 0.01908347 0.1400835 0.1069562 0.1818524
pv
0 1
[1,] 0.864 0.136
[1] 31
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1405597 0.01913187 0.140079 0.10666 0.1817975
pv
0 1
[1,] 0.855 0.145
[1] 32
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1404467 0.01918306 0.139728 0.1063644 0.1817427
pv
0 1
[1,] 0.838 0.162
[1] 33
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1403341 0.01923703 0.1395777 0.1060702 0.1816878
pv
0 1
[1,] 0.847 0.153
[1] 34
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.140222 0.01929374 0.1395325 0.1058045 0.1816329
pv
0 1
[1,] 0.84 0.16
[1] 35
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1401103 0.01935314 0.1395436 0.105472 0.181657
pv
0 1
[1,] 0.868 0.132
[1] 36
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.139999 0.0194152 0.1394828 0.1051732 0.1815944
pv
0 1
[1,] 0.856 0.144
[1] 37
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1398881 0.01947989 0.1395641 0.1048751 0.1815074
pv
0 1
[1,] 0.864 0.136
[1] 38
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1397776 0.01954717 0.1394029 0.1045713 0.181445
pv
0 1
[1,] 0.859 0.141
[1] 39
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1396676 0.019617 0.1394221 0.1042856 0.181383
pv
0 1
[1,] 0.858 0.142
[1] 40
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1395579 0.01968934 0.13923 0.1039897 0.1813201
pv
0 1
[1,] 0.856 0.144
[1] 41
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1394487 0.01976415 0.1390724 0.1036946 0.1812573
pv
0 1
[1,] 0.871 0.129
[1] 42
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.13934 0.01984139 0.138904 0.1034001 0.181004
pv
0 1
[1,] 0.849 0.151
[1] 43
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1392316 0.01992103 0.1387651 0.1031086 0.1809076
pv
0 1
[1,] 0.865 0.135
[1] 44
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1391237 0.02000303 0.1385741 0.102819 0.1808113
pv
0 1
[1,] 0.862 0.138
[1] 45
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1390161 0.02008735 0.1384046 0.1025303 0.1809317
pv
0 1
[1,] 0.863 0.137
[1] 46
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.138909 0.02017394 0.1382545 0.1023053 0.1809896
pv
0 1
[1,] 0.863 0.137
[1] 47
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1388023 0.02026277 0.1380303 0.1022621 0.1809432
pv
0 1
[1,] 0.867 0.133
[1] 48
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1386961 0.02035381 0.1378295 0.1022188 0.1808947
pv
0 1
[1,] 0.857 0.143
[1] 49
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1385902 0.020447 0.1376953 0.1018195 0.1808371
pv
0 1
[1,] 0.857 0.143
[1] 50
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1384848 0.02054231 0.1376597 0.1014941 0.1807796
pv
0 1
[1,] 0.887 0.113
[1] 51
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1383797 0.02063971 0.1375414 0.1013617 0.1807222
pv
0 1
[1,] 0.863 0.137
[1] 52
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1382751 0.02073915 0.1373773 0.1012295 0.180702
pv
0 1
[1,] 0.86 0.14
[1] 53
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1381709 0.0208406 0.1371845 0.1009367 0.1807691
pv
0 1
[1,] 0.846 0.154
[1] 54
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1380671 0.02094402 0.1371252 0.1006217 0.1810383
pv
0 1
[1,] 0.882 0.118
[1] 55
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1379637 0.02104936 0.1369604 0.1003798 0.1813062
pv
0 1
[1,] 0.864 0.136
[1] 56
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1378608 0.0211566 0.136747 0.1001732 0.181565
pv
0 1
[1,] 0.863 0.137
[1] 57
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1377582 0.0212657 0.1366485 0.09992644 0.1818367
pv
0 1
[1,] 0.854 0.146
[1] 58
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1376561 0.02137661 0.1365102 0.09963561 0.182106
pv
0 1
[1,] 0.868 0.132
[1] 59
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1375544 0.02148931 0.1363722 0.09915953 0.1823602
pv
0 1
[1,] 0.855 0.145
[1] 60
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.137453 0.02160375 0.1362812 0.09873359 0.1821857
pv
0 1
[1,] 0.867 0.133
[1] 61
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1373521 0.0217199 0.1361913 0.09842106 0.1819767
pv
0 1
[1,] 0.839 0.161
[1] 62
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1372516 0.02183773 0.1361844 0.09813641 0.181935
pv
0 1
[1,] 0.86 0.14
[1] 63
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1371515 0.0219572 0.1360874 0.09789608 0.1816895
pv
0 1
[1,] 0.877 0.123
[1] 64
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1370518 0.02207828 0.1359951 0.09754171 0.1814971
pv
0 1
[1,] 0.853 0.147
[1] 65
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1369526 0.02220093 0.1358353 0.0971836 0.1815612
pv
0 1
[1,] 0.863 0.137
[1] 66
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1368537 0.02232512 0.1357026 0.096873 0.1816254
pv
0 1
[1,] 0.871 0.129
[1] 67
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1367552 0.02245082 0.135553 0.09651861 0.1816896
pv
0 1
[1,] 0.87 0.13
[1] 68
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1366572 0.022578 0.1354519 0.09615835 0.1817539
pv
0 1
[1,] 0.854 0.146
[1] 69
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1365595 0.02270662 0.1353298 0.0957993 0.1819427
pv
0 1
[1,] 0.872 0.128
[1] 70
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1364622 0.02283665 0.1352336 0.09549434 0.1822918
pv
0 1
[1,] 0.855 0.145
[1] 71
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1363654 0.02296806 0.1351505 0.09518596 0.1826415
pv
0 1
[1,] 0.857 0.143
[1] 72
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1362689 0.02310082 0.1350507 0.09475259 0.1829917
pv
0 1
[1,] 0.868 0.132
[1] 73
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1361729 0.02323491 0.1349006 0.09436603 0.1835872
pv
0 1
[1,] 0.859 0.141
[1] 74
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1360773 0.02337029 0.1347403 0.09400892 0.1841754
pv
0 1
[1,] 0.846 0.154
[1] 75
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.135982 0.02350693 0.1345561 0.09365301 0.1843711
pv
0 1
[1,] 0.864 0.136
[1] 76
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1358872 0.02364482 0.1345109 0.09325865 0.1845671
pv
0 1
[1,] 0.857 0.143
[1] 77
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1357927 0.02378391 0.1344696 0.09284827 0.1847874
pv
0 1
[1,] 0.882 0.118
[1] 78
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1356987 0.02392418 0.1343604 0.09259776 0.1851526
pv
0 1
[1,] 0.866 0.134
[1] 79
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1356051 0.02406561 0.1342803 0.09221738 0.1855173
pv
0 1
[1,] 0.887 0.113
[1] 80
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1355118 0.02420817 0.1341811 0.09186334 0.1858685
pv
0 1
[1,] 0.863 0.137
[1] 81
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.135419 0.02435184 0.1341089 0.09147888 0.1862195
pv
0 1
[1,] 0.866 0.134
[1] 82
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1353265 0.02449659 0.1340148 0.0910624 0.1865674
pv
0 1
[1,] 0.873 0.127
[1] 83
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1352345 0.02464239 0.1339753 0.09070423 0.1869159
pv
0 1
[1,] 0.854 0.146
[1] 84
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1351428 0.02478922 0.1339078 0.09049159 0.1872164
pv
0 1
[1,] 0.876 0.124
[1] 85
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1350516 0.02493707 0.1338123 0.09017395 0.1871131
pv
0 1
[1,] 0.867 0.133
[1] 86
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1349607 0.0250859 0.1337168 0.0898311 0.1870071
pv
0 1
[1,] 0.877 0.123
[1] 87
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1348702 0.0252357 0.1336491 0.08949529 0.1868963
pv
0 1
[1,] 0.865 0.135
[1] 88
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1347801 0.02538643 0.1335631 0.08916178 0.1867939
pv
0 1
[1,] 0.867 0.133
[1] 89
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1346905 0.02553809 0.1335439 0.0889535 0.1869767
pv
0 1
[1,] 0.845 0.155
[1] 90
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1346012 0.02569065 0.1335048 0.08857193 0.1876384
pv
0 1
[1,] 0.867 0.133
[1] 91
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1345123 0.02584409 0.133399 0.08818941 0.1881846
pv
0 1
[1,] 0.869 0.131
[1] 92
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1344238 0.02599839 0.1332468 0.08781109 0.1882462
pv
0 1
[1,] 0.868 0.132
[1] 93
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1343356 0.02615353 0.1331485 0.08743095 0.1882967
pv
0 1
[1,] 0.855 0.145
[1] 94
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1342479 0.02630949 0.1329488 0.0870523 0.1883603
pv
0 1
[1,] 0.864 0.136
[1] 95
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1341606 0.02646626 0.132835 0.08667943 0.1884357
pv
0 1
[1,] 0.871 0.129
[1] 96
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1340736 0.02662381 0.1328517 0.0864558 0.1885111
pv
0 1
[1,] 0.875 0.125
[1] 97
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1339871 0.02678213 0.1327584 0.08610243 0.1885866
pv
0 1
[1,] 0.868 0.132
[1] 98
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1339009 0.02694119 0.1326529 0.08577682 0.188709
pv
0 1
[1,] 0.881 0.119
[1] 99
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1338151 0.02710099 0.1325476 0.0855058 0.1891595
pv
0 1
[1,] 0.875 0.125
[1] 100
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1337297 0.02726151 0.1324423 0.08517963 0.1896117
pv
0 1
[1,] 0.866 0.134
[1] 101
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1336447 0.02742273 0.132337 0.0848216 0.1900647
pv
0 1
[1,] 0.858 0.142
[1] 102
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1335601 0.02758463 0.1321555 0.08442945 0.1905186
pv
0 1
[1,] 0.848 0.152
[1] 103
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1334758 0.0277472 0.1320124 0.08403894 0.1909733
pv
0 1
[1,] 0.87 0.13
[1] 104
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1333919 0.02791043 0.1318438 0.08365008 0.1914289
pv
0 1
[1,] 0.871 0.129
[1] 105
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1333085 0.02807429 0.1318277 0.08326436 0.1918853
pv
0 1
[1,] 0.868 0.132
[1] 106
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1332254 0.02823879 0.1317592 0.08288055 0.1923426
pv
0 1
[1,] 0.87 0.13
[1] 107
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1331427 0.02840389 0.1315663 0.08249834 0.1928006
pv
0 1
[1,] 0.855 0.145
[1] 108
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1330603 0.02856959 0.1314583 0.08220561 0.1932596
pv
0 1
[1,] 0.872 0.128
[1] 109
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1329784 0.02873588 0.1313067 0.0818954 0.1934985
pv
0 1
[1,] 0.863 0.137
[1] 110
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1328968 0.02890274 0.1311946 0.08161345 0.1936146
pv
0 1
[1,] 0.875 0.125
[1] 111
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1328156 0.02907015 0.1310923 0.08132996 0.1937308
pv
0 1
[1,] 0.862 0.138
[1] 112
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1327348 0.02923812 0.1309948 0.08104598 0.1938471
pv
0 1
[1,] 0.869 0.131
[1] 113
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1326544 0.02940662 0.1307863 0.08076291 0.1943215
pv
0 1
[1,] 0.867 0.133
[1] 114
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1325743 0.02957564 0.1307373 0.08048075 0.1948981
pv
0 1
[1,] 0.889 0.111
[1] 115
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1324946 0.02974517 0.1306103 0.08020143 0.1954759
pv
0 1
[1,] 0.871 0.129
[1] 116
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1324153 0.02991521 0.1304487 0.07992527 0.1960551
pv
0 1
[1,] 0.876 0.124
[1] 117
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1323364 0.03008574 0.1302719 0.07964997 0.1966309
pv
0 1
[1,] 0.884 0.116
[1] 118
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1322578 0.03025674 0.130207 0.07937555 0.1972024
pv
0 1
[1,] 0.854 0.146
[1] 119
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1321797 0.03042821 0.1301536 0.07902131 0.1974594
pv
0 1
[1,] 0.873 0.127
[1] 120
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1321018 0.03060015 0.1300831 0.0786386 0.1975382
pv
0 1
[1,] 0.867 0.133
[1] 121
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1320244 0.03077253 0.1298889 0.07840951 0.197617
pv
0 1
[1,] 0.884 0.116
[1] 122
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1319474 0.03094535 0.1298028 0.07818462 0.1979748
pv
0 1
[1,] 0.864 0.136
[1] 123
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1318707 0.0311186 0.1296971 0.07796033 0.1984476
pv
0 1
[1,] 0.879 0.121
[1] 124
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1317944 0.03129227 0.1295333 0.07770242 0.1989183
pv
0 1
[1,] 0.881 0.119
[1] 125
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1317184 0.03146636 0.1294643 0.07740252 0.1993898
pv
0 1
[1,] 0.859 0.141
[1] 126
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1316428 0.03164085 0.1294413 0.07710368 0.1998622
pv
0 1
[1,] 0.864 0.136
[1] 127
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1315676 0.03181573 0.1292945 0.07678952 0.2003354
pv
0 1
[1,] 0.868 0.132
[1] 128
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1314928 0.031991 0.1291234 0.07642593 0.2008094
pv
0 1
[1,] 0.869 0.131
[1] 129
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1314183 0.03216665 0.1290101 0.07593839 0.2012843
pv
0 1
[1,] 0.882 0.118
[1] 130
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1313442 0.03234267 0.1288978 0.07537793 0.2017006
pv
0 1
[1,] 0.865 0.135
[1] 131
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1312705 0.03251906 0.1287441 0.07483005 0.2019609
pv
0 1
[1,] 0.868 0.132
[1] 132
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1311971 0.0326958 0.1286109 0.07452659 0.2022182
pv
0 1
[1,] 0.877 0.123
[1] 133
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1311241 0.03287289 0.1285454 0.07423136 0.2024742
pv
0 1
[1,] 0.878 0.122
[1] 134
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1310515 0.03305032 0.1284513 0.07393721 0.2027304
pv
0 1
[1,] 0.871 0.129
[1] 135
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1309792 0.03322808 0.1283532 0.07358035 0.2029868
pv
0 1
[1,] 0.868 0.132
[1] 136
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1309073 0.03340618 0.128184 0.0732161 0.2032435
pv
0 1
[1,] 0.844 0.156
[1] 137
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1308357 0.03358459 0.1279954 0.07295158 0.2035004
pv
0 1
[1,] 0.873 0.127
[1] 138
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1307645 0.03376332 0.1278961 0.07268796 0.2037575
pv
0 1
[1,] 0.883 0.117
[1] 139
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1306937 0.03394236 0.1277771 0.07242522 0.2040149
pv
0 1
[1,] 0.886 0.114
[1] 140
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1306232 0.03412171 0.1276711 0.07216336 0.2042726
pv
0 1
[1,] 0.86 0.14
[1] 141
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1305531 0.03430135 0.1276155 0.07182321 0.2045305
pv
0 1
[1,] 0.872 0.128
[1] 142
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1304834 0.03448128 0.1275276 0.07147863 0.2047886
pv
0 1
[1,] 0.879 0.121
[1] 143
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.130414 0.0346615 0.1273873 0.07113558 0.205047
pv
0 1
[1,] 0.87 0.13
[1] 144
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.130345 0.03484199 0.1272344 0.07073266 0.2053056
pv
0 1
[1,] 0.89 0.11
[1] 145
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1302763 0.03502277 0.1271353 0.07030353 0.2055644
pv
0 1
[1,] 0.861 0.139
[1] 146
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.130208 0.03520381 0.127086 0.06987749 0.2058214
pv
0 1
[1,] 0.876 0.124
[1] 147
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.13014 0.03538512 0.1270367 0.06945385 0.2060784
pv
0 1
[1,] 0.864 0.136
[1] 148
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1300724 0.03556668 0.1269219 0.06903259 0.2063357
pv
0 1
[1,] 0.881 0.119
[1] 149
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1300052 0.03574851 0.1267579 0.06861369 0.2065932
pv
0 1
[1,] 0.886 0.114
[1] 150
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1299383 0.03593058 0.126594 0.06819716 0.2069249
pv
0 1
[1,] 0.872 0.128
[1] 151
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1298718 0.0361129 0.1264868 0.06788004 0.2075433
pv
0 1
[1,] 0.879 0.121
[1] 152
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1298056 0.03629546 0.1264136 0.06774489 0.2077961
pv
0 1
[1,] 0.885 0.115
[1] 153
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1297397 0.03647825 0.1262488 0.06761 0.2080165
pv
0 1
[1,] 0.89 0.11
[1] 154
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1296743 0.03666128 0.1261052 0.06747537 0.2084029
pv
0 1
[1,] 0.865 0.135
[1] 155
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1296091 0.03684454 0.1260066 0.06715577 0.2087898
pv
0 1
[1,] 0.86 0.14
[1] 156
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1295443 0.03702802 0.1259485 0.06683382 0.2091773
pv
0 1
[1,] 0.863 0.137
[1] 157
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1294799 0.03721173 0.1258737 0.06645527 0.2095653
pv
0 1
[1,] 0.874 0.126
[1] 158
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1294158 0.03739565 0.1257772 0.06605088 0.2099538
pv
0 1
[1,] 0.876 0.124
[1] 159
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1293521 0.03757978 0.1256722 0.06564879 0.2103429
pv
0 1
[1,] 0.847 0.153
[1] 160
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1292887 0.03776412 0.1255549 0.06524897 0.2107325
pv
0 1
[1,] 0.857 0.143
[1] 161
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1292257 0.03794867 0.1254091 0.06493905 0.2110866
pv
0 1
[1,] 0.876 0.124
[1] 162
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.129163 0.03813342 0.1252914 0.06464953 0.2113863
pv
0 1
[1,] 0.865 0.135
[1] 163
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1291006 0.03831837 0.1251599 0.06436121 0.2116864
pv
0 1
[1,] 0.857 0.143
[1] 164
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1290386 0.03850352 0.125063 0.06407668 0.2119868
pv
0 1
[1,] 0.878 0.122
[1] 165
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.128977 0.03868885 0.1249836 0.06379474 0.2122875
pv
0 1
[1,] 0.863 0.137
[1] 166
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1289157 0.03887438 0.1248248 0.06351396 0.2125885
pv
0 1
[1,] 0.884 0.116
[1] 167
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1288547 0.0390601 0.1247922 0.06323433 0.2128898
pv
0 1
[1,] 0.862 0.138
[1] 168
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1287941 0.039246 0.1247201 0.06295585 0.2131915
pv
0 1
[1,] 0.877 0.123
[1] 169
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1287338 0.03943207 0.1246002 0.06267851 0.2135826
pv
0 1
[1,] 0.869 0.131
[1] 170
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1286739 0.03961833 0.1245007 0.06240232 0.2140847
pv
0 1
[1,] 0.862 0.138
[1] 171
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1286143 0.03980476 0.1243897 0.06215503 0.2145876
pv
0 1
[1,] 0.864 0.136
[1] 172
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.128555 0.03999137 0.1242752 0.06187401 0.2150914
pv
0 1
[1,] 0.868 0.132
[1] 173
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1284961 0.04017814 0.1241589 0.06157736 0.215596
pv
0 1
[1,] 0.87 0.13
[1] 174
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1284375 0.04036508 0.1240243 0.06130388 0.2161015
pv
0 1
[1,] 0.876 0.124
[1] 175
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1283792 0.04055218 0.1238985 0.06103154 0.2166079
pv
0 1
[1,] 0.856 0.144
[1] 176
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1283213 0.04073945 0.1237376 0.06076033 0.2170762
pv
0 1
[1,] 0.861 0.139
[1] 177
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1282638 0.04092688 0.1235946 0.06049025 0.21748
pv
0 1
[1,] 0.88 0.12
[1] 178
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1282065 0.04111446 0.1234333 0.06022129 0.2178844
pv
0 1
[1,] 0.864 0.136
[1] 179
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1281496 0.04130221 0.1232668 0.05995345 0.2183564
pv
0 1
[1,] 0.858 0.142
[1] 180
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1280931 0.0414901 0.123159 0.05968673 0.2188806
pv
0 1
[1,] 0.855 0.145
[1] 181
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1280368 0.04167814 0.1230391 0.05942112 0.2194058
pv
0 1
[1,] 0.873 0.127
[1] 182
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1279809 0.04186634 0.12288 0.05915662 0.2199319
pv
0 1
[1,] 0.887 0.113
[1] 183
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1279253 0.04205468 0.1227401 0.05889322 0.2204589
pv
0 1
[1,] 0.871 0.129
[1] 184
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1278701 0.04224316 0.1225419 0.05863092 0.2209868
pv
0 1
[1,] 0.864 0.136
[1] 185
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1278152 0.04243179 0.122475 0.05836971 0.2215109
pv
0 1
[1,] 0.873 0.127
[1] 186
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1277606 0.04262056 0.1223813 0.0581096 0.2217536
pv
0 1
[1,] 0.863 0.137
[1] 187
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1277064 0.04280947 0.122169 0.05785058 0.2219523
pv
0 1
[1,] 0.877 0.123
[1] 188
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1276525 0.04299851 0.121944 0.05759264 0.2223987
pv
0 1
[1,] 0.87 0.13
[1] 189
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1275989 0.04318769 0.1217861 0.05733578 0.2229499
pv
0 1
[1,] 0.862 0.138
[1] 190
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1275456 0.04337701 0.1216297 0.05708 0.2235021
pv
0 1
[1,] 0.867 0.133
[1] 191
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1274927 0.04356646 0.1215155 0.0567797 0.2240463
pv
0 1
[1,] 0.874 0.126
[1] 192
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1274401 0.04375603 0.1213989 0.05646485 0.2245957
pv
0 1
[1,] 0.89 0.11
[1] 193
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1273878 0.04394574 0.121237 0.05615165 0.2251545
pv
0 1
[1,] 0.869 0.131
[1] 194
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1273359 0.04413557 0.1210437 0.05584008 0.2257143
pv
0 1
[1,] 0.884 0.116
[1] 195
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1272842 0.04432553 0.120953 0.05553014 0.2262751
pv
0 1
[1,] 0.874 0.126
[1] 196
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1272329 0.04451562 0.1208983 0.05522202 0.2268356
pv
0 1
[1,] 0.867 0.133
[1] 197
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1271819 0.04470582 0.1208058 0.05491614 0.2273945
pv
0 1
[1,] 0.891 0.109
[1] 198
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1271313 0.04489615 0.1207272 0.05461185 0.2279545
pv
0 1
[1,] 0.873 0.127
[1] 199
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1270809 0.0450866 0.1206487 0.05436659 0.2285154
pv
0 1
[1,] 0.867 0.133
[1] 200
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1270309 0.04527717 0.1205845 0.05413258 0.2290773
pv
0 1
[1,] 0.861 0.139
[1] 201
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1269812 0.04546785 0.1205381 0.05390032 0.2296402
pv
0 1
[1,] 0.878 0.122
[1] 202
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1269318 0.04565865 0.1205009 0.05366916 0.230204
pv
0 1
[1,] 0.858 0.142
[1] 203
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1268828 0.04584957 0.1204409 0.05343893 0.2307688
pv
0 1
[1,] 0.886 0.114
[1] 204
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1268341 0.04604059 0.1203445 0.05320964 0.2313346
pv
0 1
[1,] 0.867 0.133
[1] 205
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1267856 0.04623174 0.1202474 0.05298128 0.2319013
pv
0 1
[1,] 0.874 0.126
[1] 206
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1267375 0.04642299 0.120186 0.05275384 0.2324688
pv
0 1
[1,] 0.854 0.146
[1] 207
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1266897 0.04661435 0.1201246 0.05252732 0.2330371
pv
0 1
[1,] 0.875 0.125
[1] 208
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1266423 0.04680582 0.1200634 0.05230173 0.2336065
pv
0 1
[1,] 0.868 0.132
[1] 209
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1265951 0.0469974 0.119887 0.05207705 0.2341768
pv
0 1
[1,] 0.87 0.13
[1] 210
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1265483 0.04718908 0.1197476 0.05185328 0.2347481
pv
0 1
[1,] 0.872 0.128
[1] 211
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1265017 0.04738087 0.119681 0.05163042 0.2353203
pv
0 1
[1,] 0.863 0.137
[1] 212
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1264555 0.04757277 0.1196369 0.05140905 0.2358935
pv
0 1
[1,] 0.875 0.125
[1] 213
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1264096 0.04776476 0.1195984 0.05118956 0.2364677
pv
0 1
[1,] 0.87 0.13
[1] 214
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.126364 0.04795686 0.1195277 0.05097097 0.2370428
pv
0 1
[1,] 0.873 0.127
[1] 215
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1263188 0.04814906 0.119412 0.05071376 0.2376189
pv
0 1
[1,] 0.89 0.11
[1] 216
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1262738 0.04834137 0.1192599 0.0504481 0.238196
pv
0 1
[1,] 0.875 0.125
[1] 217
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1262291 0.04853377 0.1191022 0.05018377 0.2387691
pv
0 1
[1,] 0.862 0.138
[1] 218
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1261848 0.04872627 0.119 0.04992075 0.2393161
pv
0 1
[1,] 0.877 0.123
[1] 219
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1261407 0.04891886 0.1188801 0.04965904 0.239864
pv
0 1
[1,] 0.864 0.136
[1] 220
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.126097 0.04911156 0.1187211 0.04947034 0.2404128
pv
0 1
[1,] 0.876 0.124
[1] 221
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1260536 0.04930435 0.1185292 0.04928727 0.2409624
pv
0 1
[1,] 0.875 0.125
[1] 222
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1260105 0.04949723 0.1183855 0.04910485 0.2415129
pv
0 1
[1,] 0.879 0.121
[1] 223
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1259676 0.04969021 0.1182754 0.04892307 0.2420642
pv
0 1
[1,] 0.876 0.124
[1] 224
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1259251 0.04988328 0.1181654 0.04874194 0.2426162
pv
0 1
[1,] 0.859 0.141
[1] 225
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1258829 0.05007645 0.1180555 0.04856144 0.2431687
pv
0 1
[1,] 0.886 0.114
[1] 226
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.125841 0.0502697 0.1179457 0.04838158 0.2437221
pv
0 1
[1,] 0.883 0.117
[1] 227
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1257994 0.05046305 0.1178695 0.04819301 0.2442734
pv
0 1
[1,] 0.885 0.115
[1] 228
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1257581 0.05065649 0.1177855 0.04798463 0.2448253
pv
0 1
[1,] 0.894 0.106
[1] 229
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1257171 0.05085001 0.1176393 0.04777793 0.24531
pv
0 1
[1,] 0.869 0.131
[1] 230
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1256764 0.05104363 0.1174941 0.04757223 0.2457525
pv
0 1
[1,] 0.863 0.137
[1] 231
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1256361 0.05123733 0.117349 0.04736737 0.2461955
pv
0 1
[1,] 0.877 0.123
[1] 232
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.125596 0.05143112 0.1172042 0.04716335 0.2466391
pv
0 1
[1,] 0.878 0.122
[1] 233
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1255562 0.05162499 0.1170595 0.04696017 0.2470832
pv
0 1
[1,] 0.886 0.114
[1] 234
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1255167 0.05181896 0.1169149 0.04675781 0.2475279
pv
0 1
[1,] 0.886 0.114
[1] 235
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1254775 0.052013 0.1167964 0.04655629 0.2479699
pv
0 1
[1,] 0.873 0.127
[1] 236
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1254386 0.05220713 0.1167044 0.04635559 0.24841
pv
0 1
[1,] 0.877 0.123
[1] 237
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1254 0.05240135 0.1166126 0.04615572 0.2488506
pv
0 1
[1,] 0.884 0.116
[1] 238
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1253617 0.05259564 0.1165207 0.04595666 0.2492917
pv
0 1
[1,] 0.855 0.145
[1] 239
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1253237 0.05279002 0.116429 0.04575842 0.2497334
pv
0 1
[1,] 0.878 0.122
[1] 240
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1252859 0.05298448 0.1163373 0.045561 0.2501756
pv
0 1
[1,] 0.846 0.154
[1] 241
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1252485 0.05317902 0.1162193 0.04536439 0.2506183
pv
0 1
[1,] 0.88 0.12
[1] 242
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1252114 0.05337365 0.116113 0.04516859 0.2509668
pv
0 1
[1,] 0.875 0.125
[1] 243
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1251745 0.05356835 0.1160315 0.04497359 0.2513081
pv
0 1
[1,] 0.871 0.129
[1] 244
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.125138 0.05376313 0.11595 0.04477543 0.2518024
pv
0 1
[1,] 0.882 0.118
[1] 245
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1251017 0.05395799 0.1158982 0.04457352 0.2524061
pv
0 1
[1,] 0.889 0.111
[1] 246
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1250658 0.05415292 0.1158228 0.04437248 0.2528593
pv
0 1
[1,] 0.858 0.142
[1] 247
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1250301 0.05434794 0.1157441 0.0441723 0.253313
pv
0 1
[1,] 0.875 0.125
[1] 248
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1249947 0.05454303 0.1156373 0.04397298 0.2537672
pv
0 1
[1,] 0.88 0.12
[1] 249
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1249596 0.05473819 0.1155305 0.04377453 0.254222
pv
0 1
[1,] 0.841 0.159
[1] 250
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1249248 0.05493344 0.1154382 0.04357692 0.2546773
pv
0 1
[1,] 0.874 0.126
[1] 251
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1248903 0.05512875 0.1154 0.04338017 0.2551332
pv
0 1
[1,] 0.884 0.116
[1] 252
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.124856 0.05532414 0.1153651 0.04318427 0.2555896
pv
0 1
[1,] 0.866 0.134
[1] 253
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1248221 0.05551961 0.1152766 0.04298921 0.2560465
pv
0 1
[1,] 0.88 0.12
[1] 254
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1247884 0.05571514 0.1151941 0.042795 0.256504
pv
0 1
[1,] 0.87 0.13
[1] 255
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.124755 0.05591075 0.1150625 0.04260162 0.256962
pv
0 1
[1,] 0.88 0.12
[1] 256
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.124722 0.05610644 0.1149311 0.04240908 0.2574204
pv
0 1
[1,] 0.877 0.123
[1] 257
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1246891 0.05630219 0.1147998 0.04221737 0.2578741
pv
0 1
[1,] 0.886 0.114
[1] 258
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1246566 0.05649801 0.1146982 0.04202649 0.2583283
pv
0 1
[1,] 0.876 0.124
[1] 259
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1246244 0.05669391 0.1145976 0.04183643 0.2587831
pv
0 1
[1,] 0.874 0.126
[1] 260
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1245924 0.05688987 0.1144969 0.04164719 0.2592384
pv
0 1
[1,] 0.865 0.135
[1] 261
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1245607 0.05708591 0.1144258 0.04145949 0.2596942
pv
0 1
[1,] 0.885 0.115
[1] 262
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1245293 0.05728201 0.114387 0.04127263 0.2601505
pv
0 1
[1,] 0.879 0.121
[1] 263
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1244982 0.05747818 0.1143093 0.04108657 0.2606073
pv
0 1
[1,] 0.873 0.127
[1] 264
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1244673 0.05767442 0.1142026 0.04090132 0.2610646
pv
0 1
[1,] 0.879 0.121
[1] 265
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1244367 0.05787072 0.1141264 0.04071687 0.2615225
pv
0 1
[1,] 0.892 0.108
[1] 266
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1244064 0.0580671 0.1140523 0.04053321 0.2619809
pv
0 1
[1,] 0.868 0.132
[1] 267
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1243764 0.05826353 0.1139594 0.04035035 0.2624398
pv
0 1
[1,] 0.89 0.11
[1] 268
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1243467 0.05846004 0.113863 0.04016828 0.262929
pv
0 1
[1,] 0.874 0.126
[1] 269
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1243172 0.05865661 0.1137189 0.039987 0.2634977
pv
0 1
[1,] 0.877 0.123
[1] 270
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.124288 0.05885324 0.11357 0.0398065 0.2640672
pv
0 1
[1,] 0.878 0.122
[1] 271
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1242591 0.05904994 0.1134634 0.03962679 0.2646374
pv
0 1
[1,] 0.886 0.114
[1] 272
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1242305 0.0592467 0.1134113 0.03944076 0.2652085
pv
0 1
[1,] 0.892 0.108
[1] 273
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1242021 0.05944352 0.1133317 0.03922152 0.2657803
pv
0 1
[1,] 0.885 0.115
[1] 274
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.124174 0.0596404 0.1132428 0.03900344 0.2663529
pv
0 1
[1,] 0.901 0.099
[1] 275
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1241462 0.05983735 0.113154 0.03878654 0.2669263
pv
0 1
[1,] 0.872 0.128
[1] 276
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1241186 0.06003436 0.1130653 0.03858978 0.2675005
pv
0 1
[1,] 0.891 0.109
[1] 277
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1240913 0.06023143 0.1129991 0.03844208 0.2680755
pv
0 1
[1,] 0.886 0.114
[1] 278
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1240643 0.06042856 0.1129604 0.03829494 0.2686513
pv
0 1
[1,] 0.862 0.138
[1] 279
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1240375 0.06062575 0.1128828 0.03814834 0.2692278
pv
0 1
[1,] 0.876 0.124
[1] 280
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.124011 0.060823 0.1127715 0.03800228 0.2698051
pv
0 1
[1,] 0.879 0.121
[1] 281
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1239848 0.06102031 0.1126721 0.03785676 0.2703832
pv
0 1
[1,] 0.863 0.137
[1] 282
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1239589 0.06121768 0.1125402 0.0376898 0.2709621
pv
0 1
[1,] 0.868 0.132
[1] 283
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1239332 0.0614151 0.1124028 0.03751756 0.2715418
pv
0 1
[1,] 0.872 0.128
[1] 284
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1239078 0.06161258 0.1122807 0.03734608 0.2721222
pv
0 1
[1,] 0.874 0.126
[1] 285
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1238826 0.06181012 0.1121662 0.03717535 0.2727034
pv
0 1
[1,] 0.876 0.124
[1] 286
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1238577 0.06200772 0.1120535 0.03700538 0.2732854
pv
0 1
[1,] 0.876 0.124
[1] 287
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1238331 0.06220537 0.1119408 0.03683709 0.2737898
pv
0 1
[1,] 0.883 0.117
[1] 288
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1238087 0.06240307 0.1118283 0.0366696 0.2741349
pv
0 1
[1,] 0.867 0.133
[1] 289
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1237846 0.06260083 0.1117515 0.03650285 0.27448
pv
0 1
[1,] 0.884 0.116
[1] 290
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1237608 0.06279865 0.1116258 0.03633683 0.2748254
pv
0 1
[1,] 0.897 0.103
[1] 291
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1237372 0.06299652 0.1115262 0.03617153 0.275171
pv
0 1
[1,] 0.877 0.123
[1] 292
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1237139 0.06319444 0.1114126 0.03600695 0.2755169
pv
0 1
[1,] 0.88 0.12
[1] 293
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1236908 0.06339241 0.1112992 0.0358431 0.2760474
pv
0 1
[1,] 0.891 0.109
[1] 294
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.123668 0.06359044 0.1111859 0.03567997 0.2766412
pv
0 1
[1,] 0.865 0.135
[1] 295
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1236455 0.06378852 0.111071 0.03551755 0.2772359
pv
0 1
[1,] 0.883 0.117
[1] 296
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1236232 0.06398665 0.110937 0.03535584 0.2778313
pv
0 1
[1,] 0.877 0.123
[1] 297
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1236012 0.06418483 0.1108033 0.03519484 0.2784275
pv
0 1
[1,] 0.867 0.133
[1] 298
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1235794 0.06438306 0.1106696 0.03503455 0.2790245
pv
0 1
[1,] 0.864 0.136
[1] 299
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1235579 0.06458134 0.1105361 0.03485331 0.279505
pv
0 1
[1,] 0.881 0.119
[1] 300
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1235366 0.06477967 0.110407 0.03464535 0.2799798
pv
0 1
[1,] 0.857 0.143
[1] 301
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1235156 0.06497805 0.1102607 0.03443859 0.2804551
pv
0 1
[1,] 0.873 0.127
[1] 302
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1234949 0.06517648 0.1101531 0.03423302 0.2809309
pv
0 1
[1,] 0.887 0.113
[1] 303
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1234744 0.06537495 0.1100067 0.03402864 0.2814072
pv
0 1
[1,] 0.879 0.121
[1] 304
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1234541 0.06557347 0.1098924 0.03382543 0.281884
pv
0 1
[1,] 0.874 0.126
[1] 305
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1234341 0.06577204 0.10978 0.0336234 0.2823612
pv
0 1
[1,] 0.879 0.121
[1] 306
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1234144 0.06597065 0.1096858 0.03342253 0.282839
pv
0 1
[1,] 0.855 0.145
[1] 307
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1233949 0.06616931 0.1095711 0.03322283 0.2833172
pv
0 1
[1,] 0.888 0.112
[1] 308
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1233757 0.06636801 0.1094631 0.03302428 0.283796
pv
0 1
[1,] 0.891 0.109
[1] 309
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1233567 0.06656676 0.109356 0.03284336 0.2842752
pv
0 1
[1,] 0.862 0.138
[1] 310
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1233379 0.06676556 0.109249 0.03269319 0.2847549
pv
0 1
[1,] 0.857 0.143
[1] 311
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1233194 0.06696439 0.1091442 0.03254369 0.2852351
pv
0 1
[1,] 0.875 0.125
[1] 312
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1233012 0.06716327 0.109055 0.03239485 0.2857158
pv
0 1
[1,] 0.89 0.11
[1] 313
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1232832 0.06736219 0.108954 0.03224668 0.2861939
pv
0 1
[1,] 0.869 0.131
[1] 314
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1232654 0.06756115 0.1088309 0.03209915 0.2866709
pv
0 1
[1,] 0.893 0.107
[1] 315
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1232479 0.06776016 0.1087079 0.03195229 0.2871816
pv
0 1
[1,] 0.859 0.141
[1] 316
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1232306 0.0679592 0.1086012 0.03180607 0.2877323
pv
0 1
[1,] 0.877 0.123
[1] 317
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1232136 0.06815829 0.1085181 0.03166051 0.2882835
pv
0 1
[1,] 0.88 0.12
[1] 318
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1231968 0.06835741 0.1084607 0.03151559 0.2888355
pv
0 1
[1,] 0.868 0.132
[1] 319
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1231803 0.06855658 0.1084064 0.03137131 0.289388
pv
0 1
[1,] 0.866 0.134
[1] 320
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.123164 0.06875578 0.1083431 0.03122767 0.2899412
pv
0 1
[1,] 0.873 0.127
[1] 321
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1231479 0.06895502 0.1082544 0.03108467 0.290495
pv
0 1
[1,] 0.869 0.131
[1] 322
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1231321 0.0691543 0.1081658 0.03094231 0.2910494
pv
0 1
[1,] 0.879 0.121
[1] 323
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1231166 0.06935362 0.1080772 0.03080058 0.2916044
pv
0 1
[1,] 0.878 0.122
[1] 324
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1231012 0.06955297 0.1079887 0.03065948 0.2921601
pv
0 1
[1,] 0.897 0.103
[1] 325
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1230861 0.06975236 0.1079003 0.03051901 0.2927164
pv
0 1
[1,] 0.875 0.125
[1] 326
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1230713 0.06995178 0.1078119 0.03037916 0.2932733
pv
0 1
[1,] 0.859 0.141
[1] 327
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1230567 0.07015124 0.1077236 0.03023994 0.2938308
pv
0 1
[1,] 0.871 0.129
[1] 328
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1230423 0.07035073 0.1076354 0.03010134 0.294389
pv
0 1
[1,] 0.877 0.123
[1] 329
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1230281 0.07055026 0.1075472 0.02996335 0.294839
pv
0 1
[1,] 0.88 0.12
[1] 330
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1230142 0.07074981 0.1074591 0.02982598 0.2952729
pv
0 1
[1,] 0.865 0.135
[1] 331
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1230006 0.07094941 0.107371 0.02968922 0.2957071
pv
0 1
[1,] 0.869 0.131
[1] 332
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1229871 0.07114903 0.107283 0.02955306 0.2961416
pv
0 1
[1,] 0.865 0.135
[1] 333
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1229739 0.07134869 0.1071961 0.02941825 0.2965766
pv
0 1
[1,] 0.899 0.101
[1] 334
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1229609 0.07154837 0.1071139 0.02928478 0.2970119
pv
0 1
[1,] 0.87 0.13
[1] 335
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1229482 0.07174809 0.1070319 0.02915189 0.2974476
pv
0 1
[1,] 0.877 0.123
[1] 336
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1229357 0.07194784 0.1069498 0.02901959 0.2978836
pv
0 1
[1,] 0.866 0.134
[1] 337
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1229234 0.07214761 0.1068386 0.02888787 0.2983201
pv
0 1
[1,] 0.883 0.117
[1] 338
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1229114 0.07234742 0.1067536 0.02875673 0.2987569
pv
0 1
[1,] 0.873 0.127
[1] 339
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1228996 0.07254725 0.1066875 0.02862617 0.299194
pv
0 1
[1,] 0.862 0.138
[1] 340
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.122888 0.07274712 0.1066096 0.02849618 0.2996315
pv
0 1
[1,] 0.89 0.11
[1] 341
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1228766 0.072947 0.1065194 0.02836677 0.3000694
pv
0 1
[1,] 0.881 0.119
[1] 342
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1228655 0.07314692 0.1064292 0.02823792 0.3005077
pv
0 1
[1,] 0.863 0.137
[1] 343
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1228546 0.07334686 0.1063391 0.02810965 0.3009463
pv
0 1
[1,] 0.874 0.126
[1] 344
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1228439 0.07354683 0.1062491 0.02798194 0.3013853
pv
0 1
[1,] 0.883 0.117
[1] 345
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1228335 0.07374682 0.1061592 0.0278548 0.3018247
pv
0 1
[1,] 0.897 0.103
[1] 346
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1228233 0.07394683 0.106053 0.02772822 0.3022644
pv
0 1
[1,] 0.878 0.122
[1] 347
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1228133 0.07414687 0.1059735 0.02760219 0.3027892
pv
0 1
[1,] 0.894 0.106
[1] 348
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1228035 0.07434694 0.1058898 0.02747673 0.3033531
pv
0 1
[1,] 0.886 0.114
[1] 349
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.122794 0.07454702 0.1057783 0.02735181 0.3039175
pv
0 1
[1,] 0.88 0.12
[1] 350
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1227847 0.07474713 0.1056534 0.02722746 0.3044825
pv
0 1
[1,] 0.876 0.124
[1] 351
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1227756 0.07494726 0.105525 0.02710365 0.3050482
pv
0 1
[1,] 0.882 0.118
[1] 352
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1227667 0.07514741 0.1054234 0.02698038 0.3056144
pv
0 1
[1,] 0.876 0.124
[1] 353
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.122758 0.07534758 0.1053285 0.02685767 0.3061812
pv
0 1
[1,] 0.862 0.138
[1] 354
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1227496 0.07554777 0.1052336 0.02672965 0.3067485
pv
0 1
[1,] 0.874 0.126
[1] 355
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1227414 0.07574798 0.1051388 0.02658742 0.3073165
pv
0 1
[1,] 0.887 0.113
[1] 356
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1227334 0.07594821 0.1050441 0.02644593 0.3078851
pv
0 1
[1,] 0.874 0.126
[1] 357
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1227256 0.07614846 0.1049494 0.02630517 0.3084542
pv
0 1
[1,] 0.87 0.13
[1] 358
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1227181 0.07634872 0.1048548 0.02616514 0.3090239
pv
0 1
[1,] 0.872 0.128
[1] 359
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1227107 0.076549 0.1047603 0.02602584 0.3095916
pv
0 1
[1,] 0.887 0.113
[1] 360
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1227036 0.0767493 0.1046659 0.02588726 0.3101598
pv
0 1
[1,] 0.874 0.126
[1] 361
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1226967 0.07694961 0.1045715 0.0257494 0.3107286
pv
0 1
[1,] 0.884 0.116
[1] 362
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.12269 0.07714994 0.1044773 0.02561226 0.3112979
pv
0 1
[1,] 0.883 0.117
[1] 363
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1226836 0.07735029 0.1043831 0.02547583 0.3118678
pv
0 1
[1,] 0.876 0.124
[1] 364
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1226773 0.07755064 0.1042889 0.0253401 0.3124383
pv
0 1
[1,] 0.871 0.129
[1] 365
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1226713 0.07775101 0.1041949 0.02520509 0.3130094
pv
0 1
[1,] 0.883 0.117
[1] 366
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1226655 0.0779514 0.1041009 0.02507077 0.313581
pv
0 1
[1,] 0.887 0.113
[1] 367
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1226599 0.0781518 0.104007 0.02493716 0.3141532
pv
0 1
[1,] 0.887 0.113
[1] 368
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1226545 0.07835221 0.1039132 0.02480424 0.3147259
pv
0 1
[1,] 0.905 0.095
[1] 369
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1226493 0.07855263 0.1038194 0.02467201 0.3152993
pv
0 1
[1,] 0.887 0.113
[1] 370
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1226443 0.07875306 0.1037063 0.02454047 0.3158731
pv
0 1
[1,] 0.89 0.11
[1] 371
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1226395 0.0789535 0.1035884 0.02441968 0.3164476
pv
0 1
[1,] 0.874 0.126
[1] 372
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.122635 0.07915395 0.1034706 0.02432133 0.3170226
pv
0 1
[1,] 0.909 0.091
[1] 373
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1226306 0.07935441 0.1033584 0.02422337 0.3175981
pv
0 1
[1,] 0.866 0.134
[1] 374
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1226265 0.07955488 0.1032831 0.0241258 0.3181743
pv
0 1
[1,] 0.878 0.122
[1] 375
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1226226 0.07975535 0.1032078 0.0240286 0.318751
pv
0 1
[1,] 0.881 0.119
[1] 376
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1226189 0.07995584 0.1031327 0.0239318 0.3193282
pv
0 1
[1,] 0.886 0.114
[1] 377
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1226153 0.08015633 0.1030575 0.02383537 0.319906
pv
0 1
[1,] 0.883 0.117
[1] 378
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.122612 0.08035683 0.102979 0.02373932 0.3204843
pv
0 1
[1,] 0.89 0.11
[1] 379
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1226089 0.08055733 0.102886 0.02364366 0.3210632
pv
0 1
[1,] 0.89 0.11
[1] 380
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1226061 0.08075784 0.1027802 0.02354837 0.3216427
pv
0 1
[1,] 0.877 0.123
[1] 381
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1226034 0.08095835 0.1026684 0.02345345 0.3222227
pv
0 1
[1,] 0.888 0.112
[1] 382
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1226009 0.08115887 0.1025567 0.02335891 0.3228032
pv
0 1
[1,] 0.881 0.119
[1] 383
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1225986 0.08135939 0.1024921 0.02326475 0.3233843
pv
0 1
[1,] 0.875 0.125
[1] 384
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1225965 0.08155991 0.1024221 0.02317095 0.3239468
pv
0 1
[1,] 0.871 0.129
[1] 385
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1225947 0.08176044 0.1023295 0.02307753 0.3244324
pv
0 1
[1,] 0.882 0.118
[1] 386
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.122593 0.08196096 0.1022371 0.02298447 0.3249183
pv
0 1
[1,] 0.884 0.116
[1] 387
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1225915 0.08216149 0.1021446 0.02289178 0.3254047
pv
0 1
[1,] 0.904 0.096
[1] 388
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1225903 0.08236202 0.1020523 0.02279946 0.3258889
pv
0 1
[1,] 0.887 0.113
[1] 389
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1225892 0.08256255 0.10196 0.0227075 0.326372
pv
0 1
[1,] 0.883 0.117
[1] 390
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1225883 0.08276308 0.1018679 0.02261591 0.3268555
pv
0 1
[1,] 0.876 0.124
[1] 391
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1225877 0.08296361 0.1017757 0.02252468 0.3273394
pv
0 1
[1,] 0.863 0.137
[1] 392
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1225872 0.08316413 0.1016871 0.02243381 0.3278236
pv
0 1
[1,] 0.87 0.13
[1] 393
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1225869 0.08336466 0.101584 0.02234329 0.3283082
pv
0 1
[1,] 0.872 0.128
[1] 394
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1225869 0.08356518 0.1014998 0.02224388 0.3287827
pv
0 1
[1,] 0.871 0.129
[1] 395
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.122587 0.08376569 0.101408 0.02213731 0.329214
pv
0 1
[1,] 0.886 0.114
[1] 396
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1225873 0.08396621 0.1013163 0.02203124 0.3296456
pv
0 1
[1,] 0.868 0.132
[1] 397
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1225878 0.08416672 0.1012239 0.02192567 0.3300774
pv
0 1
[1,] 0.864 0.136
[1] 398
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1225885 0.08436722 0.1011127 0.02182059 0.3305095
pv
0 1
[1,] 0.883 0.117
[1] 399
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1225894 0.08456772 0.1010079 0.021716 0.330942
pv
0 1
[1,] 0.88 0.12
[1] 400
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1225905 0.08476822 0.1009229 0.02161191 0.3313747
pv
0 1
[1,] 0.875 0.125
[1] 401
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1225918 0.08496871 0.1008575 0.0215083 0.3318076
pv
0 1
[1,] 0.862 0.138
[1] 402
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1225933 0.08516919 0.1007673 0.02140518 0.3322409
pv
0 1
[1,] 0.869 0.131
[1] 403
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.122595 0.08536966 0.1006761 0.02130254 0.3326745
pv
0 1
[1,] 0.871 0.129
[1] 404
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1225969 0.08557012 0.1005849 0.02120039 0.3331083
pv
0 1
[1,] 0.869 0.131
[1] 405
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1225989 0.08577058 0.1004939 0.02109871 0.3335424
pv
0 1
[1,] 0.891 0.109
[1] 406
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1226012 0.08597103 0.1004119 0.02099751 0.3339768
pv
0 1
[1,] 0.861 0.139
[1] 407
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1226036 0.08617146 0.1003379 0.02089679 0.3344115
pv
0 1
[1,] 0.898 0.102
[1] 408
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1226063 0.08637189 0.100264 0.02079654 0.3348465
pv
0 1
[1,] 0.878 0.122
[1] 409
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1226091 0.08657231 0.1001701 0.02069676 0.3352818
pv
0 1
[1,] 0.887 0.113
[1] 410
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1226121 0.08677271 0.1000601 0.02059745 0.3357173
pv
0 1
[1,] 0.884 0.116
[1] 411
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1226153 0.0869731 0.0999502 0.02049861 0.3361531
pv
0 1
[1,] 0.896 0.104
[1] 412
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1226187 0.08717348 0.09986399 0.02040023 0.3365892
pv
0 1
[1,] 0.884 0.116
[1] 413
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1226223 0.08737385 0.09979677 0.02029959 0.3370256
pv
0 1
[1,] 0.91 0.09
[1] 414
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.122626 0.08757421 0.09969595 0.0201949 0.3374943
pv
0 1
[1,] 0.887 0.113
[1] 415
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.12263 0.08777455 0.09959521 0.02009073 0.3381891
pv
0 1
[1,] 0.861 0.139
[1] 416
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1226341 0.08797487 0.09949674 0.01998709 0.3388845
pv
0 1
[1,] 0.87 0.13
[1] 417
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1226385 0.08817518 0.09940653 0.01988398 0.3395806
pv
0 1
[1,] 0.875 0.125
[1] 418
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.122643 0.08837548 0.0993164 0.01978139 0.3402774
pv
0 1
[1,] 0.886 0.114
[1] 419
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1226476 0.08857576 0.09922633 0.01967931 0.3409749
pv
0 1
[1,] 0.882 0.118
[1] 420
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1226525 0.08877602 0.09913634 0.01957775 0.3415689
pv
0 1
[1,] 0.889 0.111
[1] 421
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1226576 0.08897627 0.09904643 0.01947671 0.3420701
pv
0 1
[1,] 0.884 0.116
[1] 422
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1226628 0.0891765 0.09895658 0.01937618 0.3425717
pv
0 1
[1,] 0.895 0.105
[1] 423
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1226682 0.08937671 0.09886681 0.01927615 0.3430737
pv
0 1
[1,] 0.881 0.119
[1] 424
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1226738 0.0895769 0.09877711 0.01917664 0.343576
pv
0 1
[1,] 0.845 0.155
[1] 425
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1226796 0.08977707 0.09868748 0.01907762 0.3440786
pv
0 1
[1,] 0.879 0.121
[1] 426
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1226856 0.08997722 0.09859793 0.01897911 0.3445816
pv
0 1
[1,] 0.876 0.124
[1] 427
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1226917 0.09017735 0.09850844 0.01888109 0.3450849
pv
0 1
[1,] 0.877 0.123
[1] 428
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.122698 0.09037747 0.09841903 0.01878358 0.345583
pv
0 1
[1,] 0.868 0.132
[1] 429
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1227045 0.09057756 0.09832969 0.01868655 0.346079
pv
0 1
[1,] 0.877 0.123
[1] 430
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1227112 0.09077763 0.09824043 0.01859002 0.3465753
pv
0 1
[1,] 0.88 0.12
[1] 431
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.122718 0.09097768 0.09815124 0.01849398 0.347072
pv
0 1
[1,] 0.898 0.102
[1] 432
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1227251 0.0911777 0.09806211 0.01839842 0.3475689
pv
0 1
[1,] 0.871 0.129
[1] 433
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1227323 0.0913777 0.09797306 0.01830335 0.3480662
pv
0 1
[1,] 0.882 0.118
[1] 434
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1227396 0.09157768 0.09788409 0.01820876 0.3486971
pv
0 1
[1,] 0.87 0.13
[1] 435
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1227472 0.09177764 0.09779518 0.01811466 0.3493365
pv
0 1
[1,] 0.864 0.136
[1] 436
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1227549 0.09197757 0.09772468 0.01802102 0.3499763
pv
0 1
[1,] 0.888 0.112
[1] 437
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1227628 0.09217747 0.0976484 0.01792787 0.3505939
pv
0 1
[1,] 0.87 0.13
[1] 438
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1227709 0.09237735 0.09754942 0.01783519 0.350989
pv
0 1
[1,] 0.892 0.108
[1] 439
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1227792 0.0925772 0.09745053 0.01774297 0.3513842
pv
0 1
[1,] 0.895 0.105
[1] 440
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1227876 0.09277703 0.09735174 0.01765123 0.3517797
pv
0 1
[1,] 0.889 0.111
[1] 441
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1227962 0.09297683 0.09727287 0.01755995 0.3521754
pv
0 1
[1,] 0.878 0.122
[1] 442
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1228049 0.0931766 0.09719694 0.01746913 0.3525898
pv
0 1
[1,] 0.873 0.127
[1] 443
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1228139 0.09337635 0.09712107 0.01737878 0.3530969
pv
0 1
[1,] 0.863 0.137
[1] 444
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.122823 0.09357607 0.09704525 0.01728889 0.3536044
pv
0 1
[1,] 0.868 0.132
[1] 445
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1228323 0.09377575 0.09696948 0.01719945 0.3541121
pv
0 1
[1,] 0.875 0.125
[1] 446
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1228417 0.09397541 0.09688009 0.01711047 0.3546202
pv
0 1
[1,] 0.88 0.12
[1] 447
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1228513 0.09417504 0.09678739 0.01702193 0.3551286
pv
0 1
[1,] 0.883 0.117
[1] 448
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1228611 0.09437464 0.09669478 0.01693385 0.3556374
pv
0 1
[1,] 0.852 0.148
[1] 449
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1228711 0.09457421 0.09660224 0.01684622 0.3561464
pv
0 1
[1,] 0.888 0.112
[1] 450
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1228812 0.09477375 0.09650979 0.01675904 0.3566558
pv
0 1
[1,] 0.871 0.129
[1] 451
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1228915 0.09497326 0.09643261 0.01667229 0.3571656
pv
0 1
[1,] 0.862 0.138
[1] 452
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.122902 0.09517273 0.09635872 0.01658599 0.3576756
pv
0 1
[1,] 0.866 0.134
[1] 453
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1229126 0.09537217 0.09628488 0.01650013 0.358186
pv
0 1
[1,] 0.877 0.123
[1] 454
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1229234 0.09557158 0.09621109 0.0164147 0.3586967
pv
0 1
[1,] 0.892 0.108
[1] 455
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1229343 0.09577096 0.09613736 0.01632971 0.3592077
pv
0 1
[1,] 0.864 0.136
[1] 456
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1229454 0.0959703 0.09606367 0.01624516 0.359719
pv
0 1
[1,] 0.892 0.108
[1] 457
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1229567 0.09616961 0.09599004 0.01616103 0.3602307
pv
0 1
[1,] 0.881 0.119
[1] 458
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1229682 0.09636888 0.09591646 0.01607733 0.3607427
pv
0 1
[1,] 0.874 0.126
[1] 459
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1229798 0.09656812 0.09584293 0.01599406 0.3612549
pv
0 1
[1,] 0.876 0.124
[1] 460
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1229915 0.09676733 0.09576946 0.01591121 0.3617675
pv
0 1
[1,] 0.888 0.112
[1] 461
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1230035 0.09696649 0.09569603 0.01582879 0.3622805
pv
0 1
[1,] 0.885 0.115
[1] 462
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1230156 0.09716563 0.09562266 0.01574678 0.3627937
pv
0 1
[1,] 0.872 0.128
[1] 463
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1230278 0.09736472 0.09554934 0.01566519 0.3633073
pv
0 1
[1,] 0.888 0.112
[1] 464
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1230402 0.09756378 0.09547607 0.01558402 0.3638211
pv
0 1
[1,] 0.878 0.122
[1] 465
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1230528 0.0977628 0.09540285 0.01550327 0.3643353
pv
0 1
[1,] 0.865 0.135
[1] 466
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1230655 0.09796178 0.09533108 0.01542292 0.3648498
pv
0 1
[1,] 0.892 0.108
[1] 467
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1230784 0.09816073 0.0952662 0.01534299 0.3653646
pv
0 1
[1,] 0.875 0.125
[1] 468
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1230915 0.09835963 0.09520136 0.01526346 0.3658797
pv
0 1
[1,] 0.879 0.121
[1] 469
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1231047 0.0985585 0.09512684 0.01518434 0.3663951
pv
0 1
[1,] 0.89 0.11
[1] 470
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1231181 0.09875733 0.09504608 0.01510562 0.3669108
pv
0 1
[1,] 0.864 0.136
[1] 471
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1231316 0.09895612 0.09496046 0.0150273 0.3674268
pv
0 1
[1,] 0.898 0.102
[1] 472
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1231453 0.09915486 0.09486944 0.01494939 0.3679431
pv
0 1
[1,] 0.848 0.152
[1] 473
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1231591 0.09935357 0.09477851 0.01487187 0.3684598
pv
0 1
[1,] 0.881 0.119
[1] 474
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1231731 0.09955224 0.09468766 0.01479475 0.3689767
pv
0 1
[1,] 0.862 0.138
[1] 475
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1231873 0.09975086 0.0945969 0.01471802 0.369555
pv
0 1
[1,] 0.896 0.104
[1] 476
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1232016 0.09994944 0.09450621 0.01464169 0.3702206
pv
0 1
[1,] 0.875 0.125
[1] 477
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.123216 0.100148 0.09441561 0.01456574 0.3708866
pv
0 1
[1,] 0.879 0.121
[1] 478
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1232306 0.1003465 0.0943251 0.01449018 0.3715531
pv
0 1
[1,] 0.887 0.113
[1] 479
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1232454 0.1005449 0.09424271 0.01441501 0.3722201
pv
0 1
[1,] 0.878 0.122
[1] 480
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1232603 0.1007433 0.09417462 0.01434022 0.3728876
pv
0 1
[1,] 0.879 0.121
[1] 481
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1232754 0.1009417 0.09410657 0.01426582 0.3735556
pv
0 1
[1,] 0.888 0.112
[1] 482
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1232906 0.10114 0.09403856 0.0141918 0.3742241
pv
0 1
[1,] 0.883 0.117
[1] 483
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.123306 0.1013383 0.0939706 0.01411815 0.374893
pv
0 1
[1,] 0.887 0.113
[1] 484
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1233215 0.1015365 0.09390268 0.01404488 0.3755624
pv
0 1
[1,] 0.865 0.135
[1] 485
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1233372 0.1017347 0.09382691 0.01397199 0.3762323
pv
0 1
[1,] 0.894 0.106
[1] 486
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.123353 0.1019329 0.09374732 0.01389947 0.3769027
pv
0 1
[1,] 0.884 0.116
[1] 487
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.123369 0.102131 0.0936678 0.01382732 0.3775736
pv
0 1
[1,] 0.866 0.134
[1] 488
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1233851 0.102329 0.09358833 0.01375554 0.3782449
pv
0 1
[1,] 0.874 0.126
[1] 489
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1234014 0.102527 0.09350893 0.01368412 0.3789167
pv
0 1
[1,] 0.869 0.131
[1] 490
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1234178 0.102725 0.09342959 0.01361308 0.3795889
pv
0 1
[1,] 0.878 0.122
[1] 491
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1234344 0.1029229 0.09335031 0.01354239 0.3802616
pv
0 1
[1,] 0.871 0.129
[1] 492
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1234511 0.1031208 0.09327109 0.01347207 0.3809348
pv
0 1
[1,] 0.884 0.116
[1] 493
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.123468 0.1033186 0.09319194 0.01340211 0.3816084
pv
0 1
[1,] 0.877 0.123
[1] 494
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.123485 0.1035163 0.0931135 0.01333251 0.3822825
pv
0 1
[1,] 0.869 0.131
[1] 495
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1235021 0.1037141 0.09302098 0.01326326 0.382957
pv
0 1
[1,] 0.884 0.116
[1] 496
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1235194 0.1039117 0.09292854 0.01319437 0.383632
pv
0 1
[1,] 0.873 0.127
[1] 497
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1235369 0.1041094 0.09283619 0.01312583 0.3843074
pv
0 1
[1,] 0.877 0.123
[1] 498
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1235545 0.1043069 0.09274392 0.01305765 0.3849833
pv
0 1
[1,] 0.866 0.134
[1] 499
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1235722 0.1045044 0.09265174 0.01298981 0.3856597
pv
0 1
[1,] 0.873 0.127
[1] 500
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1235901 0.1047019 0.09255965 0.01292232 0.3863364
pv
0 1
[1,] 0.881 0.119
[1] 501
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1236081 0.1048993 0.09247832 0.01285518 0.3870136
pv
0 1
[1,] 0.881 0.119
[1] 502
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1236263 0.1050967 0.09241622 0.01278838 0.3876913
pv
0 1
[1,] 0.883 0.117
[1] 503
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1236446 0.105294 0.09235416 0.01272192 0.388429
pv
0 1
[1,] 0.865 0.135
[1] 504
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.123663 0.1054913 0.09229214 0.01265581 0.3892345
pv
0 1
[1,] 0.883 0.117
[1] 505
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1236816 0.1056885 0.09223016 0.01259008 0.3900407
pv
0 1
[1,] 0.88 0.12
[1] 506
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1237004 0.1058857 0.09216822 0.01252477 0.3908474
pv
0 1
[1,] 0.88 0.12
[1] 507
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1237192 0.1060828 0.09210632 0.01245979 0.3916548
pv
0 1
[1,] 0.896 0.104
[1] 508
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1237382 0.1062798 0.09204445 0.01239515 0.3924627
pv
0 1
[1,] 0.865 0.135
[1] 509
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1237574 0.1064768 0.09198262 0.01233084 0.3932713
pv
0 1
[1,] 0.894 0.106
[1] 510
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1237767 0.1066738 0.09190652 0.01226686 0.3940804
pv
0 1
[1,] 0.877 0.123
[1] 511
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1237961 0.1068707 0.09181724 0.0122032 0.3948901
pv
0 1
[1,] 0.863 0.137
[1] 512
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1238157 0.1070675 0.09172804 0.01213988 0.3957004
pv
0 1
[1,] 0.876 0.124ci.plot(zhw.tit)
In the chunk above, I estimated the the effect of the price of ticket on surviving the titanic using zelig 5. First, I estimated the model, then I use the command “set range” to set the maximum and minimum values for fare, and then ran the simulate that estimates the probability of surviving based on fare price.
The results show that fare is not a significant contributor to one’s probability of surviving the titanic. There is only a .021 (2.1%) difference in the mean survival rate of those who paid 0 dollars for a ticket and those who paid 512 dollars for a ticket.
Sex difference using Zelig 5:
fd <- zhw.tit$getqi(xvalue="x1", qi="fd")
summary(fd)
V1
Min. :0.1169
1st Qu.:0.2249
Median :0.2553
Mean :0.2556
3rd Qu.:0.2858
Max. :0.3994 In the chunk above, I continued to extend my analyses to the probability of surviving the titanic based off one’s sex. First I estimated the model, then I set x and x1 as male and female, then proceeded to run the simulation. Last, I estimated the first difference of sex.
The results of the simulation show that females have a higher probability of surviving the titanic than their male counterparts, such that females have have a 39% chance of surviving the titanic and males have only a 14% chance of survival. The first difference tells us that the difference between survival for males and females is 25%.
Class differences
First class:
zhw.tit <- zlogit$new()
zhw.tit$zelig(survival ~ age + sex*pclass + fare, data = titanic)
zhw.tit$setx(sex = "male", pclass = "1st")
zhw.tit$setx1(sex = "female", pclass = "1st")
zhw.tit$sim()
summary(zhw.tit)
sim x :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.4530581 0.05060707 0.4524582 0.3592681 0.5521067
pv
0 1
[1,] 0.549 0.451
sim x1 :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.9730613 0.01434672 0.9760337 0.9391917 0.9910279
pv
0 1
[1,] 0.028 0.972
fd
mean sd 50% 2.5% 97.5%
[1,] 0.5200032 0.04949576 0.5218192 0.4260899 0.6155547In the above chunk, I ran a simulation to estimate the probability of sex AND class on surviving the titanic. In this simulation, I estimated the probability of surviving the titanic in first class, and estimated the difference between males and females.
The results show that there is a significant difference between the chance of survival for men and women in first class. Females have a 97% chance of survival if they were seated in first class, as comapred to males who have a 45% chance of survival. Taken together, males have a better chance at survival in first class than anywhere else.
Second class:
zhw.tit <- zlogit$new()
zhw.tit$zelig(survival ~ age + sex*pclass + fare, data = titanic)
zhw.tit$setx(sex = "male", pclass = "2nd")
zhw.tit$setx1(sex = "female", pclass = "2nd")
zhw.tit$sim()
summary(zhw.tit)
sim x :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1386963 0.02931324 0.1352395 0.09025659 0.2052227
pv
0 1
[1,] 0.865 0.135
sim x1 :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.889027 0.03279302 0.8915889 0.8155068 0.9417413
pv
0 1
[1,] 0.106 0.894
fd
mean sd 50% 2.5% 97.5%
[1,] 0.7503307 0.04351493 0.7529219 0.660709 0.8264288In this simulation, I estimated the probability of surviving the titanic in second class, and estimated the difference between males and females.
The results show, again, that females have a higher chance of surviving the titanic than males do, such that their probability of surviving is .89 (89%), and the chance of male survival is .14 (14%).
Third class:
zhw.tit <- zlogit$new()
zhw.tit$zelig(survival ~ age + sex*pclass + fare, data = titanic)
zhw.tit$setx(sex = "male", pclass = "3rd")
zhw.tit$setx1(sex = "female", pclass = "3rd")
zhw.tit$sim()
summary(zhw.tit)
sim x :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.1405366 0.02023464 0.1394446 0.1051416 0.1852217
pv
0 1
[1,] 0.855 0.145
sim x1 :
-----
ev
mean sd 50% 2.5% 97.5%
[1,] 0.3961808 0.04340501 0.3943631 0.3154749 0.4807446
pv
0 1
[1,] 0.623 0.377
fd
mean sd 50% 2.5% 97.5%
[1,] 0.2556442 0.04356916 0.2553489 0.1766789 0.3358499In this simulation, I estimated the probability of surviving the titanic in third class class, and estimated the difference between males and females.
The results show, again, that females have a higher chance of surviving the titanic than males do, such that their probability of surviving is .40 (40%), and the chance of male survival is .14 (14%). Taken with the other results, females in third class have a lower chance of survival than females in any other cabin. It is also worth noting that males do not have a different chance of surviving in the second or third class.
Regression using own data
library(readr)
health <- read_csv("/Users/sophia.halkitis/Desktop/R/Datasets/health.csv", col_names = TRUE)Parsed with column specification:
cols(
.default = col_double(),
Geo_FIPS = col_integer(),
Geo_NAME = col_character(),
Geo_QNAME = col_character(),
Geo_STATE = col_integer(),
Geo_COUNTY = col_character(),
SE_NV002_001 = col_integer(),
SE_T004_001 = col_integer(),
SE_T004_002 = col_integer(),
SE_T004_003 = col_integer(),
SE_NV005_001 = col_integer(),
SE_NV005_002 = col_integer(),
SE_NV005_003 = col_integer(),
SE_T007_001 = col_integer(),
SE_T008_001 = col_integer(),
SE_T008_002 = col_integer(),
SE_T008_003 = col_integer(),
SE_T008_004 = col_integer(),
SE_NV007_001 = col_character(),
SE_NV007_002 = col_integer(),
SE_T010_001 = col_integer()
# ... with 2 more columns
)
See spec(...) for full column specifications.head(health)healthsub <- subset(health, select=c(Geo_NAME, SE_T001_001, SE_T001_002, SE_NV003_001, SE_NV003_002, SE_NV005_002, SE_NV006_001, SE_NV006_002, SE_NV006_004, SE_NV008_001, SE_NV008_002, SE_NV008_003, SE_T011_001, SE_T011_002, SE_T012_003)) %>%
rename(
PhysUn = SE_T001_001,
MentUn = SE_T001_002,
PCPRate = SE_NV003_001,
MHPRate = SE_NV003_002,
NoInsR = SE_NV005_002,
InfMortR = SE_NV006_001,
ChldMortR = SE_NV006_002,
DrgMortR = SE_NV006_004,
TeenBirthR = SE_NV008_001,
ChylamRate = SE_NV008_002,
HIVRate = SE_NV008_003,
CurrentSmokP = SE_T011_001,
CurrentDrinkP = SE_T011_002,
ObeseP = SE_T012_003)
head(healthsub)
sapply(healthsub, max, na.rm=TRUE)
sapply(healthsub, min, na.rm=TRUE)
mean(healthsub$TeenBirthR)
healthsub <- mutate(healthsub, meanteenbirth = ifelse(TeenBirthR <= "23",0,1))Here, I created a subset of the data called “Health” which is county level health data that I obtained from social explorer. I then renamed the column headers to be more inutive, and used the sapply command to obtain the maximum and minimum values. Last, I obtained the mean value of the teen birth rate for each county, and created a new dichotmous variable that indicates whether a county had a teen birth rate either below or above the mean. I did this so that I could interepret the results of my simulation more clearly.
Estimating the model
zhealth <- zlogit$new()
zhealth$zelig(meanteenbirth ~ CurrentSmokP, data = healthsub)
summary(zhealth)Model:
Call:
zhealth$zelig(formula = meanteenbirth ~ CurrentSmokP, data = healthsub)
Deviance Residuals:
Min 1Q Median 3Q Max
-2.0312 -1.0522 0.5105 1.0110 1.9250
Coefficients:
Estimate Std. Error z value Pr(>|z|)
(Intercept) -10.5287 3.8338 -2.746 0.00603
CurrentSmokP 0.7077 0.2536 2.791 0.00526
(Dispersion parameter for binomial family taken to be 1)
Null deviance: 85.692 on 61 degrees of freedom
Residual deviance: 74.961 on 60 degrees of freedom
AIC: 78.961
Number of Fisher Scoring iterations: 4
Next step: Use 'setx' methodAfter the data was more tidy, I continued to estimate my linear regression using Zelig 5. I decided to investigate how the percentage of current smokers in a county effect a county’s teen birth rate (above or below average). The dependent variable is if the teen birth rate is above or below average, and the IV is the percent of current smokers in county. I had originally estimated this model with 3 other independent variables, but the only variable with significant results was the percentage of current smokers in the county.
Setting the parameters, running the simulation, and plotting
zhealth <- zls$new()
zhealth$zelig(meanteenbirth ~ CurrentSmokP, data = healthsub)
summary(zhealth)Model:
Call:
zhealth$zelig(formula = meanteenbirth ~ CurrentSmokP, data = healthsub)
Residuals:
Min 1Q Median 3Q Max
-0.88618 -0.44564 0.09984 0.41451 0.82707
Coefficients:
Estimate Std. Error t value Pr(>|t|)
(Intercept) -1.57524 0.63793 -2.469 0.01640
CurrentSmokP 0.13985 0.04215 3.318 0.00154
Residual standard error: 0.4662 on 60 degrees of freedom
Multiple R-squared: 0.155, Adjusted R-squared: 0.141
F-statistic: 11.01 on 1 and 60 DF, p-value: 0.001544
Next step: Use 'setx' methodzhealth$setrange(CurrentSmokP = 11:19)
zhealth$sim()
summary(zhealth)
[1] 11
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
1 -0.04952409 0.1785407 -0.04740265 -0.3974758 0.3066978
pv
mean sd 50% 2.5% 97.5%
[1,] -0.06137712 0.4904594 -0.05004501 -1.043983 0.9054191
[1] 12
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
1 0.09256927 0.1403152 0.0917177 -0.1820235 0.3619543
pv
mean sd 50% 2.5% 97.5%
[1,] 0.1024087 0.4917095 0.09850477 -0.8932502 1.066323
[1] 13
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
1 0.2346626 0.1043666 0.2312377 0.03283123 0.4352798
pv
mean sd 50% 2.5% 97.5%
[1,] 0.2435011 0.4689076 0.2177115 -0.6436969 1.18905
[1] 14
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
1 0.376756 0.07408701 0.3751693 0.2349771 0.5215725
pv
mean sd 50% 2.5% 97.5%
[1,] 0.3737993 0.4768082 0.3804816 -0.5604263 1.295684
[1] 15
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
1 0.5188494 0.05897324 0.5187428 0.4039926 0.6362471
pv
mean sd 50% 2.5% 97.5%
[1,] 0.5196384 0.4680793 0.5162193 -0.4063806 1.419462
[1] 16
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
1 0.6609427 0.0697084 0.6617376 0.5241665 0.7974846
pv
mean sd 50% 2.5% 97.5%
[1,] 0.6421691 0.4742686 0.6455761 -0.2958969 1.553411
[1] 17
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
1 0.8030361 0.09814856 0.8031085 0.600841 0.9811039
pv
mean sd 50% 2.5% 97.5%
[1,] 0.7948796 0.4711027 0.7823548 -0.08815457 1.742217
[1] 18
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
1 0.9451295 0.1334147 0.9475112 0.6746808 1.187507
pv
mean sd 50% 2.5% 97.5%
[1,] 0.939379 0.4768482 0.922559 0.01115446 1.788113
[1] 19
sim range :
-----
ev
mean sd 50% 2.5% 97.5%
1 1.087223 0.1713426 1.092677 0.7535076 1.3997
pv
mean sd 50% 2.5% 97.5%
[1,] 1.110659 0.4951587 1.08434 0.1533872 2.094216ci.plot(zhealth)
After I estimated the model, I set the range for the simulation as the maximum and minimum percent of smokers in the county. I then proceeded to run the simulation.
The results show a 1.04 change in means from the counties with the lowest percent of smokers to the counties with the most. This indicates that there is a higher chance of an above average teen birth rate in counties with a higher percent of current smokers.
---
title: "Simulation Homework"
output: html_notebook
---

```{r}
library(magrittr)
library(Zelig)
library(dplyr)
library(texreg)
library(radiant.data)
data(titanic)
head(titanic)
```


##Use Zelig 5 syntax to recreate slides 5.2 -> 5.18
```{r}
titanic <- mutate(titanic, survival = ifelse(survived == "No",0,1))

min(titanic$age)
max(titanic$age)

min(titanic$fare)
max(titanic$fare)
```
In this chunk I created a new variable called survival, which is the numerical version of the variable "survived", where 0 is equivlenet to not surviving, and 1 is equivelent to surviving. Then, I obtained the maximum and minimum values for age and fare so that I could use them in my range for the following analyses. 

###Age effect Using Zelig 5: 
```{r}
zhw.tit <- zlogit$new()
zhw.tit$zelig(survival ~ age + sex*pclass + fare, data = titanic)
summary(zhw.tit)


zhw.tit$setrange(age = 0:80)
zhw.tit$sim()
#summary(zhw.tit)

ci.plot(zhw.tit)
```
In the above analysis, I estimated the age effect of surviving the titanic using zelig 5. First, I estimated the model, then I set used the command "set range" to set the maximum and minimum values for age, and ultimately run the simulation that estimates the probability of surviving based on age.

The results show that there is a difference in the probability of surviving based on ones age, such that the older one gets, the less likely that they are to survive the titanic. There is an approximate .316 (31.6%) difference in the mean survival probability in 0 year olds as compared to 80 year olds. 

###Fare effect using zelig 5: 
```{r}
zhw.tit <- zlogit$new()
zhw.tit$zelig(survival ~ age + sex*pclass + fare, data = titanic)

zhw.tit$setrange(fare = 0:512)
zhw.tit$sim()
#summary(zhw.tit)

ci.plot(zhw.tit)

```
In the chunk above, I estimated the the effect of the price of ticket on surviving the titanic using zelig 5. First, I estimated the model, then I use the command "set range" to set the maximum and minimum values for fare, and then ran the simulate that estimates the probability of surviving based on fare price. 

The results show that fare is not a significant contributor to one's probability of surviving the titanic. There is only a .021 (2.1%) difference in the mean survival rate of those who paid 0 dollars for a ticket and those who paid 512 dollars for a ticket. 


###Sex difference using Zelig 5: 
```{r}
zhw.tit <- zlogit$new()
zhw.tit$zelig(survival ~ age + sex*pclass + fare, data = titanic)

zhw.tit$setx(sex = "female")
zhw.tit$setx1(sex = "male")
zhw.tit$sim()
summary(zhw.tit)

fd <- zhw.tit$getqi(xvalue="x1", qi="fd")
summary(fd)
```
In the chunk above, I continued to extend my analyses to the probability of surviving the titanic based off one's sex. First I estimated the model, then I set x and x1 as male and female, then proceeded to run the simulation. Last, I estimated the first difference  of sex. 

The results of the simulation show that females have a higher probability of surviving the titanic than their male counterparts, such that females have have a 39% chance of surviving the titanic and males have only a 14% chance of survival. The first difference tells us that the difference between survival for males and females is 25%. 


###Class differences 
__First class:__
```{r}
zhw.tit <- zlogit$new()
zhw.tit$zelig(survival ~ age + sex*pclass + fare, data = titanic)

zhw.tit$setx(sex = "male", pclass = "1st")
zhw.tit$setx1(sex = "female", pclass = "1st")
zhw.tit$sim()

summary(zhw.tit)

```
In the above chunk, I ran a simulation to estimate the probability of sex AND class on surviving the titanic. In this simulation, I estimated the probability of surviving the titanic in first class, and estimated the difference between males and females. 

The results show that there is a significant difference between the chance of survival for men and women in first class. Females have a 97% chance of survival if they were seated in first class, as comapred to males who have a 45% chance of survival. Taken together, males have a better chance at survival in first class than anywhere else. 

__Second class:__
```{r}
zhw.tit <- zlogit$new()
zhw.tit$zelig(survival ~ age + sex*pclass + fare, data = titanic)

zhw.tit$setx(sex = "male", pclass = "2nd")
zhw.tit$setx1(sex = "female", pclass = "2nd")
zhw.tit$sim()

summary(zhw.tit)

```
 In this simulation, I estimated the probability of surviving the titanic in second class, and estimated the difference between males and females. 
 
 The results show, again, that females have a higher chance of surviving the titanic than males do, such that their probability of surviving is .89 (89%), and the chance of male survival is .14 (14%).

__Third class:__
```{r}
zhw.tit <- zlogit$new()
zhw.tit$zelig(survival ~ age + sex*pclass + fare, data = titanic)

zhw.tit$setx(sex = "male", pclass = "3rd")
zhw.tit$setx1(sex = "female", pclass = "3rd")
zhw.tit$sim()

summary(zhw.tit)

```
In this simulation, I estimated the probability of surviving the titanic in third class class, and estimated the difference between males and females. 

The results show, again, that females have a higher chance of surviving the titanic than males do, such that their probability of surviving is .40 (40%), and the chance of male survival is .14 (14%). Taken with the other results, females in third class have a lower chance of survival than females in any other cabin. It is also worth noting that males do not have a different chance of surviving in the second or third class. 

###Regression using own data 
```{r}
library(readr)
health <- read_csv("/Users/sophia.halkitis/Desktop/R/Datasets/health.csv", col_names = TRUE)
head(health)
```

```{r}
healthsub <- subset(health, select=c(Geo_NAME, SE_T001_001, SE_T001_002, SE_NV003_001, SE_NV003_002, SE_NV005_002, SE_NV006_001, SE_NV006_002, SE_NV006_004, SE_NV008_001, SE_NV008_002, SE_NV008_003, SE_T011_001, SE_T011_002, SE_T012_003)) %>%
    rename(
      PhysUn = SE_T001_001,
      MentUn  = SE_T001_002,
      PCPRate = SE_NV003_001,
      MHPRate = SE_NV003_002,
      NoInsR = SE_NV005_002,
      InfMortR = SE_NV006_001,
      ChldMortR = SE_NV006_002,
      DrgMortR = SE_NV006_004,
      TeenBirthR = SE_NV008_001,
      ChylamRate = SE_NV008_002,
      HIVRate = SE_NV008_003, 
      CurrentSmokP = SE_T011_001,
      CurrentDrinkP = SE_T011_002,
      ObeseP = SE_T012_003)
head(healthsub)

sapply(healthsub, max, na.rm=TRUE)
sapply(healthsub, min, na.rm=TRUE)

mean(healthsub$TeenBirthR)
healthsub <- mutate(healthsub, meanteenbirth = ifelse(TeenBirthR <= "23",0,1))
```
Here, I created a subset of the data called "Health" which is county level health data that I obtained from social explorer. I then renamed the column headers to be more inutive, and used the sapply command to obtain the maximum and minimum values. Last, I obtained the mean value of the teen birth rate for each county, and created a new dichotmous variable that indicates whether a county had a teen birth rate either below or above the mean. I did this so that I could interepret the results of my simulation more clearly. 

###Estimating the model 
```{r}
zhealth <- zlogit$new()
zhealth$zelig(meanteenbirth ~ CurrentSmokP, data = healthsub)
summary(zhealth)
```
After the data was more tidy, I continued to estimate my linear regression using Zelig 5. I decided to investigate how the percentage of current smokers in a county effect a county's teen birth rate (above or below average). The dependent variable is if the teen birth rate is above or below average, and the IV is the percent of current smokers in county.  I had originally estimated this model with 3 other independent variables, but the only variable with significant results was the percentage of current smokers in the county. 

###Setting the parameters, running the simulation, and plotting
```{r}
zhealth <- zls$new()
zhealth$zelig(meanteenbirth ~ CurrentSmokP, data = healthsub)
summary(zhealth)

zhealth$setrange(CurrentSmokP = 11:19)
zhealth$sim()
summary(zhealth)

ci.plot(zhealth)
```
After I estimated the model, I set the range for the simulation as the maximum and minimum percent of smokers in the county. I then proceeded to run the simulation.

The results show a 1.04 change in means from the counties with the lowest percent of smokers to the counties with the most. This indicates that there is a higher chance of an above average teen birth rate in counties with a higher percent of current smokers. 
