ders_2_Öğrenme Günlüğü

Bu hafta derste işlediğimiz varsayım kontrollerini ve veri temizliği adımlarını, R üzerinde kendi başıma tekrar ederek pekiştirdim. Özellikle ders sırasında karmaşık gelen kısımlarında kodları tekrar çalıştırarak karşılaştığım hataları çözümledim.

Veri Bütünlüğü Analizi: Kayıp Gözlemlerin Yönetimi ve Hipotez Testleri

Veri setinin aktarılması

library(haven) 
setwd("C:/Users/User/OneDrive/Desktop/OLC_733")
TRUSA <- readRDS("TRUSA.RDS")

Veri setini özetleme ve izleme

summary(TRUSA)

##      IDSTUD            IDBOOK     M042182          M042081      
##  Min.   :  10210   Min.   :1   Min.   :0.0000   Min.   :0.0000  
##  1st Qu.: 590509   1st Qu.:1   1st Qu.:0.0000   1st Qu.:0.0000  
##  Median :1190515   Median :1   Median :1.0000   Median :0.0000  
##  Mean   :1185989   Mean   :1   Mean   :0.5639   Mean   :0.3753  
##  3rd Qu.:1770612   3rd Qu.:1   3rd Qu.:1.0000   3rd Qu.:1.0000  
##  Max.   :2460615   Max.   :1   Max.   :1.0000   Max.   :1.0000  
##     M042049          M042052          M042076          M042302A    
##  Min.   :0.0000   Min.   :0.0000   Min.   :0.0000   Min.   :0.000  
##  1st Qu.:0.0000   1st Qu.:0.0000   1st Qu.:0.0000   1st Qu.:0.000  
##  Median :1.0000   Median :1.0000   Median :0.0000   Median :0.000  
##  Mean   :0.6125   Mean   :0.6325   Mean   :0.4752   Mean   :0.364  
##  3rd Qu.:1.0000   3rd Qu.:1.0000   3rd Qu.:1.0000   3rd Qu.:1.000  
##  Max.   :1.0000   Max.   :1.0000   Max.   :1.0000   Max.   :1.000  
##     M042302B         M042302C         M042100         M042202      
##  Min.   :0.0000   Min.   :0.0000   Min.   :0.000   Min.   :0.0000  
##  1st Qu.:0.0000   1st Qu.:0.0000   1st Qu.:0.000   1st Qu.:0.0000  
##  Median :0.0000   Median :0.0000   Median :1.000   Median :1.0000  
##  Mean   :0.3136   Mean   :0.1164   Mean   :0.695   Mean   :0.6525  
##  3rd Qu.:1.0000   3rd Qu.:0.0000   3rd Qu.:1.000   3rd Qu.:1.0000  
##  Max.   :1.0000   Max.   :1.0000   Max.   :1.000   Max.   :1.0000  
##     M042240          M042093          M042271          M042268      
##  Min.   :0.0000   Min.   :0.0000   Min.   :0.0000   Min.   :0.0000  
##  1st Qu.:0.0000   1st Qu.:0.0000   1st Qu.:0.0000   1st Qu.:0.0000  
##  Median :1.0000   Median :0.0000   Median :1.0000   Median :0.0000  
##  Mean   :0.6368   Mean   :0.1781   Mean   :0.5578   Mean   :0.2815  
##  3rd Qu.:1.0000   3rd Qu.:0.0000   3rd Qu.:1.0000   3rd Qu.:1.0000  
##  Max.   :1.0000   Max.   :1.0000   Max.   :1.0000   Max.   :1.0000  
##     M042159          M042164           M042167          M062208      
##  Min.   :0.0000   Min.   :0.00000   Min.   :0.0000   Min.   :0.0000  
##  1st Qu.:0.0000   1st Qu.:0.00000   1st Qu.:0.0000   1st Qu.:0.0000  
##  Median :1.0000   Median :0.00000   Median :0.0000   Median :1.0000  
##  Mean   :0.6838   Mean   :0.01129   Mean   :0.3223   Mean   :0.5508  
##  3rd Qu.:1.0000   3rd Qu.:0.00000   3rd Qu.:1.0000   3rd Qu.:1.0000  
##  Max.   :1.0000   Max.   :1.00000   Max.   :1.0000   Max.   :1.0000  
##     M062208A         M062208B         M062208C         M062208D    
##  Min.   :0.0000   Min.   :0.0000   Min.   :0.0000   Min.   :0.000  
##  1st Qu.:1.0000   1st Qu.:0.0000   1st Qu.:1.0000   1st Qu.:0.000  
##  Median :1.0000   Median :1.0000   Median :1.0000   Median :1.000  
##  Mean   :0.8714   Mean   :0.6916   Mean   :0.7837   Mean   :0.689  
##  3rd Qu.:1.0000   3rd Qu.:1.0000   3rd Qu.:1.0000   3rd Qu.:1.000  
##  Max.   :1.0000   Max.   :1.0000   Max.   :1.0000   Max.   :1.000  
##     M062153          M062111A         M062111B         M062237     
##  Min.   :0.0000   Min.   :0.0000   Min.   :0.0000   Min.   :0.000  
##  1st Qu.:0.0000   1st Qu.:0.0000   1st Qu.:0.0000   1st Qu.:0.000  
##  Median :1.0000   Median :0.0000   Median :0.0000   Median :0.000  
##  Mean   :0.5334   Mean   :0.4162   Mean   :0.2919   Mean   :0.199  
##  3rd Qu.:1.0000   3rd Qu.:1.0000   3rd Qu.:1.0000   3rd Qu.:0.000  
##  Max.   :1.0000   Max.   :1.0000   Max.   :1.0000   Max.   :1.000  
##     M062314          M062074          M062183          M062202      
##  Min.   :0.0000   Min.   :0.0000   Min.   :0.0000   Min.   :0.0000  
##  1st Qu.:0.0000   1st Qu.:0.0000   1st Qu.:0.0000   1st Qu.:0.0000  
##  Median :0.0000   Median :0.0000   Median :0.0000   Median :1.0000  
##  Mean   :0.1755   Mean   :0.4092   Mean   :0.3632   Mean   :0.5604  
##  3rd Qu.:0.0000   3rd Qu.:1.0000   3rd Qu.:1.0000   3rd Qu.:1.0000  
##  Max.   :1.0000   Max.   :1.0000   Max.   :1.0000   Max.   :1.0000  
##     M062246          M062286           M062325          M062106     
##  Min.   :0.0000   Min.   :0.00000   Min.   :0.0000   Min.   :0.000  
##  1st Qu.:0.0000   1st Qu.:0.00000   1st Qu.:0.0000   1st Qu.:0.000  
##  Median :0.0000   Median :0.00000   Median :1.0000   Median :0.000  
##  Mean   :0.2693   Mean   :0.05647   Mean   :0.5117   Mean   :0.404  
##  3rd Qu.:1.0000   3rd Qu.:0.00000   3rd Qu.:1.0000   3rd Qu.:1.000  
##  Max.   :1.0000   Max.   :1.00000   Max.   :1.0000   Max.   :1.000  
##     M062124           CNT           
##  Min.   :0.0000   Length:1151       
##  1st Qu.:0.0000   Class :character  
##  Median :0.0000   Mode  :character  
##  Mean   :0.4387                     
##  3rd Qu.:1.0000                     
##  Max.   :1.0000

eksik veri kontrolü

library(naniar)

## Warning: package 'naniar' was built under R version 4.5.2

miss_var_table(TRUSA)

## # A tibble: 1 × 3
##   n_miss_in_var n_vars pct_vars
##           <int>  <int>    <dbl>
## 1             0     38      100

Toplam Değişkeni

library(dplyr)

## 
## Attaching package: 'dplyr'

## The following objects are masked from 'package:stats':
## 
##     filter, lag

## The following objects are masked from 'package:base':
## 
##     intersect, setdiff, setequal, union

SUM <-TRUSA %>% select(starts_with("M0")) %>% rowSums()
TRUSA$SUM <- SUM

Betimsel istatistikler

library(psych)

## Warning: package 'psych' was built under R version 4.5.2

library(dplyr)
TRUSA %>% 
  group_by(CNT) %>% summarise(n=n(), ort=mean(SUM), sd=sd(SUM), min=min(SUM), max=max(SUM))

## # A tibble: 2 × 6
##   CNT       n   ort    sd   min   max
##   <chr> <int> <dbl> <dbl> <dbl> <dbl>
## 1 TUR     435  13.5  7.57     2    32
## 2 USA     716  17.0  7.53     1    34

t-testi

library(effsize)# to calculate effect size

## Warning: package 'effsize' was built under R version 4.5.2

## 
## Attaching package: 'effsize'

## The following object is masked from 'package:psych':
## 
##     cohen.d

t_test_result <- t.test(SUM ~ CNT, data = TRUSA, var.equal = TRUE)
print(t_test_result)

## 
##  Two Sample t-test
## 
## data:  SUM by CNT
## t = -7.8348, df = 1149, p-value = 1.064e-14
## alternative hypothesis: true difference in means between group TUR and group USA is not equal to 0
## 95 percent confidence interval:
##  -4.493049 -2.693382
## sample estimates:
## mean in group TUR mean in group USA 
##          13.45287          17.04609

f)Veri Setinde Yüzde 5,10,15 değerinde eksik veri oluşturma

library(mvdalab)

## Warning: package 'mvdalab' was built under R version 4.5.2

## 
## Attaching package: 'mvdalab'

## The following object is masked from 'package:psych':
## 
##     smc

TRUSA_5 <- introNAs(TRUSA, percent = 5)
TRUSA_10 <- introNAs(TRUSA, percent = 10)
TRUSA_15 <- introNAs(TRUSA, percent = 15)

veri setlerinde her bir sütununda toplam kaç tane eksik (NA) olduğunu hesaplama

TRUSA_5%>%is.na() %>% colSums()

##   IDSTUD   IDBOOK  M042182  M042081  M042049  M042052  M042076 M042302A 
##       61       54       67       60       65       66       75       62 
## M042302B M042302C  M042100  M042202  M042240  M042093  M042271  M042268 
##       44       67       47       53       47       56       55       49 
##  M042159  M042164  M042167  M062208 M062208A M062208B M062208C M062208D 
##       54       47       60       48       55       60       63       60 
##  M062153 M062111A M062111B  M062237  M062314  M062074  M062183  M062202 
##       50       54       57       60       54       47       68       76 
##  M062246  M062286  M062325  M062106  M062124      CNT      SUM 
##       58       56       59       63       49       53       65

TRUSA_10%>% is.na() %>% colSums()

##   IDSTUD   IDBOOK  M042182  M042081  M042049  M042052  M042076 M042302A 
##      107      136      109      132      109      107      120      134 
## M042302B M042302C  M042100  M042202  M042240  M042093  M042271  M042268 
##      100      126      118      108      103      105      116      119 
##  M042159  M042164  M042167  M062208 M062208A M062208B M062208C M062208D 
##      119      123      109      107      118      111      111      102 
##  M062153 M062111A M062111B  M062237  M062314  M062074  M062183  M062202 
##      111      113      126      115      117      104      131      129 
##  M062246  M062286  M062325  M062106  M062124      CNT      SUM 
##      106      113      100      126      106      123      120

TRUSA_15%>% is.na() %>% colSums()

##   IDSTUD   IDBOOK  M042182  M042081  M042049  M042052  M042076 M042302A 
##      164      178      166      178      199      177      175      154 
## M042302B M042302C  M042100  M042202  M042240  M042093  M042271  M042268 
##      183      183      188      177      178      183      199      172 
##  M042159  M042164  M042167  M062208 M062208A M062208B M062208C M062208D 
##      166      168      180      167      155      164      157      185 
##  M062153 M062111A M062111B  M062237  M062314  M062074  M062183  M062202 
##      164      174      160      145      186      172      185      176 
##  M062246  M062286  M062325  M062106  M062124      CNT      SUM 
##      157      176      156      178      164      177      167

mcar_test (TRUSA_5); mcar_test (TRUSA_10); mcar_test (TRUSA_15).

TRUSA_5 %>%
  select(starts_with("M0")) %>%
  mcar_test()

## Warning in norm::prelim.norm(data): NAs introduced by coercion to integer range

## # A tibble: 1 × 4
##   statistic    df p.value missing.patterns
##       <dbl> <dbl>   <dbl>            <int>
## 1     1095. 18136       1              563

TRUSA_10 %>%
  select(starts_with("M0")) %>%
  mcar_test()

## Warning in norm::prelim.norm(data): NAs introduced by coercion to integer range

## # A tibble: 1 × 4
##   statistic    df p.value missing.patterns
##       <dbl> <dbl>   <dbl>            <int>
## 1   646728. 30637       0              985

TRUSA_15 %>%
  select(starts_with("M0")) %>%
  mcar_test()

## Warning in norm::prelim.norm(data): NAs introduced by coercion to integer range

## # A tibble: 1 × 4
##   statistic    df p.value missing.patterns
##       <dbl> <dbl>   <dbl>            <int>
## 1     7694. 33530       1             1131

Kayıp veri rastgele ve az sayıda ise liste bazı silme

TRUSA_5_lw<- na.omit(TRUSA_5)
TRUSA_10_lw<- na.omit(TRUSA_10)
TRUSA_15_lw<- na.omit(TRUSA_15)

Eksik veri olan veri setinde t-test ve etki büyüklüğü hesabı

t_test_result_1<- t.test(SUM ~ CNT, data=TRUSA_5_lw, var.equal = TRUE)
print(t_test_result_1)

## 
##  Two Sample t-test
## 
## data:  SUM by CNT
## t = -3.5094, df = 150, p-value = 0.0005932
## alternative hypothesis: true difference in means between group TUR and group USA is not equal to 0
## 95 percent confidence interval:
##  -6.701833 -1.873605
## sample estimates:
## mean in group TUR mean in group USA 
##          13.28070          17.56842

Veri setindeki %15’lik kayıp oranı, örneklem büyüklüğünü istatistiksel anlamlılık sınırının altına düşürmüştür. Özellikle t-testi gibi parametrik testlerin gerektirdiği alt grup hacimlerine ulaşılamadığı için, bu veri setiyle analiz yapmak sonuçların güvenirliğini zedeleyeceği gerekçesiyle uygun görülmemiştir.

cohen_d_result_1 <- effsize::cohen.d(TRUSA_5_lw$SUM[TRUSA_5_lw$CNT=="TUR"], 
                                     TRUSA_5_lw$SUM[TRUSA_5_lw$CNT=="USA"], 
                                     pooled=TRUE)

print(cohen_d_result_1)

## 
## Cohen's d
## 
## d estimate: -0.5879728 (medium)
## 95 percent confidence interval:
##      lower      upper 
## -0.9256584 -0.2502873

Kayıp veri fazlaysa multiple imputation

library(mice)

## Warning: package 'mice' was built under R version 4.5.2

## 
## Attaching package: 'mice'

## The following object is masked from 'package:stats':
## 
##     filter

## The following objects are masked from 'package:base':
## 
##     cbind, rbind

library(dplyr)

library(mice)
TRUSA_5_im1<- mice(TRUSA_5[,3:37], m=5, maxit=50, method='logreg', seed=500)

## Warning: Type mismatch for variable(s): M042182
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M042081
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M042049
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M042052
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M042076
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M042302A
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M042302B
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M042302C
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M042100
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M042202
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M042240
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M042093
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M042271
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M042268
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M042159
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M042164
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M042167
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M062208
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M062208A
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M062208B
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M062208C
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M062208D
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M062153
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M062111A
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M062111B
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M062237
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M062314
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M062074
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M062183
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M062202
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M062246
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M062286
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M062325
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M062106
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M062124
## Imputation method logreg is for categorical data.

## 
##  iter imp variable
##   1   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   1   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   1   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   1   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   1   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   2   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   2   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   2   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   2   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   2   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   3   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   3   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   3   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   3   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   3   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   4   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   4   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   4   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   4   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   4   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   5   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   5   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   5   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   5   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   5   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   6   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   6   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   6   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   6   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   6   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   7   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   7   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   7   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   7   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   7   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   8   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   8   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   8   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   8   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   8   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   9   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   9   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   9   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   9   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   9   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   10   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   10   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   10   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   10   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   10   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   11   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   11   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   11   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   11   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   11   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   12   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   12   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   12   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   12   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   12   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   13   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   13   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   13   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   13   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   13   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   14   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   14   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   14   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   14   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   14   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   15   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   15   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   15   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   15   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   15   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   16   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   16   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   16   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   16   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   16   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   17   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   17   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   17   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   17   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   17   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   18   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   18   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   18   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   18   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   18   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   19   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   19   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   19   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   19   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   19   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   20   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   20   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   20   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   20   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   20   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   21   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   21   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   21   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   21   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   21   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   22   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   22   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   22   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   22   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   22   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   23   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   23   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   23   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   23   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   23   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   24   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   24   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   24   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   24   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   24   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   25   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   25   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   25   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   25   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   25   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   26   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   26   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   26   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   26   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   26   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   27   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   27   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   27   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   27   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   27   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   28   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   28   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   28   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   28   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   28   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   29   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   29   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   29   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   29   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   29   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   30   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   30   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   30   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   30   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   30   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   31   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   31   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   31   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   31   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   31   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   32   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   32   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   32   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   32   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   32   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   33   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   33   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   33   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   33   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   33   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   34   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   34   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   34   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   34   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   34   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   35   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   35   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   35   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   35   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   35   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   36   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   36   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   36   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   36   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   36   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   37   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   37   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   37   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   37   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   37   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   38   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   38   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   38   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   38   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   38   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   39   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   39   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   39   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   39   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   39   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   40   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   40   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   40   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   40   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   40   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   41   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   41   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   41   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   41   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   41   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   42   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   42   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   42   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   42   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   42   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   43   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   43   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   43   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   43   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   43   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   44   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   44   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   44   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   44   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   44   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   45   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   45   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   45   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   45   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   45   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   46   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   46   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   46   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   46   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   46   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   47   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   47   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   47   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   47   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   47   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   48   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   48   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   48   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   48   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   48   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   49   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   49   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   49   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   49   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   49   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   50   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   50   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   50   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   50   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   50   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124

TRUSA_10_im1<- mice(TRUSA_5[,3:37], m=5, maxit=50, method='logreg', seed=500)

## Warning: Type mismatch for variable(s): M042182
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M042081
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M042049
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M042052
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M042076
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M042302A
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M042302B
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M042302C
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M042100
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M042202
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M042240
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M042093
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M042271
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M042268
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M042159
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M042164
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M042167
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M062208
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M062208A
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M062208B
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M062208C
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M062208D
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M062153
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M062111A
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M062111B
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M062237
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M062314
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M062074
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M062183
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M062202
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M062246
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M062286
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M062325
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M062106
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M062124
## Imputation method logreg is for categorical data.

## 
##  iter imp variable
##   1   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   1   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   1   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   1   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   1   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   2   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   2   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   2   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   2   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   2   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   3   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   3   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   3   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   3   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   3   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   4   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   4   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   4   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   4   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   4   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   5   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   5   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   5   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   5   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   5   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   6   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   6   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   6   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   6   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   6   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   7   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   7   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   7   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   7   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   7   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   8   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   8   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   8   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   8   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   8   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   9   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   9   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   9   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   9   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   9   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   10   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   10   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   10   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   10   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   10   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   11   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   11   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   11   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   11   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   11   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   12   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   12   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   12   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   12   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   12   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   13   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   13   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   13   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   13   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   13   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   14   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   14   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   14   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   14   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   14   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   15   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   15   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   15   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   15   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   15   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   16   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   16   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   16   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   16   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   16   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   17   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   17   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   17   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   17   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   17   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   18   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   18   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   18   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   18   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   18   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   19   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   19   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   19   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   19   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   19   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   20   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   20   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   20   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   20   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   20   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   21   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   21   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   21   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   21   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   21   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   22   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   22   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   22   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   22   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   22   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   23   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   23   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   23   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   23   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   23   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   24   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   24   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   24   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   24   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   24   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   25   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   25   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   25   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   25   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   25   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   26   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   26   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   26   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   26   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   26   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   27   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   27   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   27   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   27   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   27   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   28   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   28   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   28   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   28   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   28   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   29   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   29   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   29   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   29   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   29   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   30   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   30   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   30   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   30   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   30   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   31   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   31   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   31   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   31   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   31   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   32   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   32   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   32   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   32   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   32   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   33   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   33   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   33   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   33   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   33   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   34   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   34   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   34   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   34   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   34   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   35   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   35   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   35   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   35   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   35   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   36   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   36   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   36   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   36   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   36   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   37   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   37   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   37   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   37   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   37   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   38   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   38   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   38   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   38   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   38   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   39   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   39   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   39   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   39   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   39   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   40   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   40   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   40   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   40   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   40   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   41   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   41   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   41   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   41   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   41   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   42   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   42   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   42   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   42   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   42   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   43   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   43   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   43   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   43   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   43   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   44   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   44   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   44   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   44   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   44   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   45   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   45   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   45   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   45   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   45   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   46   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   46   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   46   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   46   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   46   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   47   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   47   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   47   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   47   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   47   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   48   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   48   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   48   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   48   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   48   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   49   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   49   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   49   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   49   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   49   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   50   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   50   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   50   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   50   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   50   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124

TRUSA_15_im1<- mice(TRUSA_5[,3:37], m=5, maxit=50, method='logreg', seed=500)

## Warning: Type mismatch for variable(s): M042182
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M042081
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M042049
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M042052
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M042076
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M042302A
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M042302B
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M042302C
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M042100
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M042202
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M042240
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M042093
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M042271
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M042268
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M042159
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M042164
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M042167
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M062208
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M062208A
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M062208B
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M062208C
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M062208D
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M062153
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M062111A
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M062111B
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M062237
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M062314
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M062074
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M062183
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M062202
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M062246
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M062286
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M062325
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M062106
## Imputation method logreg is for categorical data.

## Warning: Type mismatch for variable(s): M062124
## Imputation method logreg is for categorical data.

## 
##  iter imp variable
##   1   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   1   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   1   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   1   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   1   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   2   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   2   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   2   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   2   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   2   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   3   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   3   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   3   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   3   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   3   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   4   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   4   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   4   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   4   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   4   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   5   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   5   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   5   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   5   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   5   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   6   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   6   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   6   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   6   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   6   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   7   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   7   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   7   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   7   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   7   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   8   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   8   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   8   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   8   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   8   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   9   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   9   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   9   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   9   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   9   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   10   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   10   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   10   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   10   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   10   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   11   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   11   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   11   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   11   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   11   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   12   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   12   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   12   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   12   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   12   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   13   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   13   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   13   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   13   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   13   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   14   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   14   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   14   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   14   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   14   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   15   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   15   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   15   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   15   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   15   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   16   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   16   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   16   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   16   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   16   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   17   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   17   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   17   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   17   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   17   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   18   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   18   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   18   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   18   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   18   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   19   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   19   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   19   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   19   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   19   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   20   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   20   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   20   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   20   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   20   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   21   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   21   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   21   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   21   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   21   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   22   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   22   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   22   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   22   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   22   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   23   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   23   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   23   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   23   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   23   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   24   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   24   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   24   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   24   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   24   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   25   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   25   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   25   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   25   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   25   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   26   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   26   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   26   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   26   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   26   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   27   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   27   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   27   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   27   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   27   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   28   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   28   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   28   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   28   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   28   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   29   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   29   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   29   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   29   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   29   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   30   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   30   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   30   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   30   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   30   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   31   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   31   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   31   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   31   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   31   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   32   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   32   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   32   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   32   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   32   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   33   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   33   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   33   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   33   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   33   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   34   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   34   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   34   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   34   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   34   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   35   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   35   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   35   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   35   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   35   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   36   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   36   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   36   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   36   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   36   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   37   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   37   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   37   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   37   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   37   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   38   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   38   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   38   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   38   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   38   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   39   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   39   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   39   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   39   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   39   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   40   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   40   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   40   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   40   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   40   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   41   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   41   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   41   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   41   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   41   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   42   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   42   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   42   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   42   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   42   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   43   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   43   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   43   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   43   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   43   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   44   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   44   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   44   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   44   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   44   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   45   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   45   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   45   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   45   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   45   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   46   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   46   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   46   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   46   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   46   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   47   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   47   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   47   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   47   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   47   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   48   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   48   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   48   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   48   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   48   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   49   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   49   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   49   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   49   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   49   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   50   1  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   50   2  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   50   3  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   50   4  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124
##   50   5  M042182  M042081  M042049  M042052  M042076  M042302A  M042302B  M042302C  M042100  M042202  M042240  M042093  M042271  M042268  M042159  M042164  M042167  M062208  M062208A  M062208B  M062208C  M062208D  M062153  M062111A  M062111B  M062237  M062314  M062074  M062183  M062202  M062246  M062286  M062325  M062106  M062124

completed_data_1<-complete(TRUSA_5_im1,1)
completed_data_2<-complete(TRUSA_5_im1,2)
completed_data_3<-complete(TRUSA_5_im1,3)
completed_data_4<-complete(TRUSA_5_im1,4)
completed_data_5<-complete(TRUSA_5_im1,5)

Normallik

Veri Temizliği ve Analiz Öncesi Hazırlık Süreci

1. Adım: Eksik Veri ve Uç Değer YönetimiEksik verileri tamamladıktan sonra ilk işimiz uç değerleri (outliers) ayıklamak. Tek değişkenli uç değerler için Z puanlarına bakıyoruz; genellikle -3 ve +3 aralığını baz alsak da, örneklem 1000’i aşıyorsa bu sınırı -4 ve +4’e kadar esnetebiliriz. Eğer bir uç değer örneklemi temsil ediyorsa onu tutabiliriz ancak etkisini kırmak için logaritmik dönüşüm yapmak gerekebilir (tabii bu durumda yorumu da o dönüşüme göre yapmalıyız). Bazı değişkenler (örneğin madde kullanımı gibi) doğası gereği çarpık olabilir; bu durumda değişkeni olduğu gibi kabul edip sınırlılık olarak belirtmek en mantıklısı.

2. Adım: Çok Değişkenli Uç Değerler (Mahalanobis)Birden fazla değişkenin sıra dışı kombinasyonlarını yakalamak için Mahalanobis uzaklığını hesaplıyoruz. Kimin “uç değer” olduğuna karar vermek için ise Ki-Kare dağılımı üzerinden bir kritik değer belirleyip sınırı çiziyoruz.

3. Adım: Normallik ve Doğrusallık KontrolüAnaliz öncesi değişkenlerin normal dağılıp dağılmadığını incelemek şart. Eğer çok kritik olmayan bir değişken normalden sapıyorsa analiz dışı bırakabiliriz. Önemli bir değişkense dönüşüm yapılabilir ama yorumlaması zorlaştığı için genelde kaçındığımız bir yol. Normallik için sadece testlere güvenmiyoruz; çarpıklık/basıklık (skewness/kurtosis) değerlerini , histogram ve Q-Q plot grafiklerini inceliyoruz. Doğrusallık içinse scatter plot (saçılım grafiği) üzerinden gözlem yapıyoruz.

4. Adım: Çoklu Bağlantı (Multicollinearity) SorunuDeğişkenler arasında çok yüksek korelasyon olması sonuçları saptırabilir. Eğer böyle bir durum varsa, bu değişkenleri Temel Bileşenler Analizi (PCA) ile birleştirip tek bir yapı haline getirmek etkili bir çözüm.

Önemli Not: K-S ve Shapiro-Wilk gibi testler örneklem büyüklüğüne aşırı duyarlı olduğu için artık güncel literatürde (Howell, 2012) tek başına yeterli görülmüyor; görsel ve betimsel kanıtlar daha ön planda.

Veriyi tanıtma

library(tidyverse)

## Warning: package 'ggplot2' was built under R version 4.5.2

## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
## ✔ forcats   1.0.1     ✔ readr     2.1.5
## ✔ ggplot2   4.0.0     ✔ stringr   1.5.2
## ✔ lubridate 1.9.4     ✔ tibble    3.3.0
## ✔ purrr     1.1.0     ✔ tidyr     1.3.1
## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## ✖ ggplot2::%+%()   masks psych::%+%()
## ✖ ggplot2::alpha() masks psych::alpha()
## ✖ mice::filter()   masks dplyr::filter(), stats::filter()
## ✖ dplyr::lag()     masks stats::lag()
## ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errors

library(haven)
setwd("C:/Users/User/OneDrive/Desktop/OLC_733")
screen <- read_sav("SCREEN.sav")
head(screen)

## # A tibble: 6 × 8
##   SUBNO TIMEDRS ATTDRUG ATTHOUSE INCOME EMPLMNT      MSTATUS  RACE
##   <dbl>   <dbl>   <dbl>    <dbl>  <dbl> <dbl+lbl>      <dbl> <dbl>
## 1     1       1       8       27      5 1 [HOUSEWFE]       2     1
## 2     2       3       7       20      6 0 [PAIDWORK]       2     1
## 3     3       0       8       23      3 0 [PAIDWORK]       2     1
## 4     4      13       9       28      8 1 [HOUSEWFE]       2     1
## 5     5      15       7       24      1 1 [HOUSEWFE]       2     1
## 6     6       3       8       25      4 0 [PAIDWORK]       2     1

library(dplyr)
screen <- screen %>% 
mutate(INCOME = ifelse(is.na(INCOME), mean(INCOME, na.rm =TRUE),INCOME)) %>% na.omit()
summary(screen)

##      SUBNO          TIMEDRS          ATTDRUG         ATTHOUSE    
##  Min.   :  1.0   Min.   : 0.000   Min.   : 5.00   Min.   : 2.00  
##  1st Qu.:136.8   1st Qu.: 2.000   1st Qu.: 7.00   1st Qu.:21.00  
##  Median :313.5   Median : 4.000   Median : 8.00   Median :24.00  
##  Mean   :317.3   Mean   : 7.914   Mean   : 7.69   Mean   :23.54  
##  3rd Qu.:483.2   3rd Qu.:10.000   3rd Qu.: 9.00   3rd Qu.:27.00  
##  Max.   :758.0   Max.   :81.000   Max.   :10.00   Max.   :35.00  
##      INCOME          EMPLMNT         MSTATUS          RACE      
##  Min.   : 1.000   Min.   :0.000   Min.   :1.00   Min.   :1.000  
##  1st Qu.: 3.000   1st Qu.:0.000   1st Qu.:2.00   1st Qu.:1.000  
##  Median : 4.000   Median :0.000   Median :2.00   Median :1.000  
##  Mean   : 4.208   Mean   :0.472   Mean   :1.78   Mean   :1.086  
##  3rd Qu.: 6.000   3rd Qu.:1.000   3rd Qu.:2.00   3rd Qu.:1.000  
##  Max.   :10.000   Max.   :1.000   Max.   :2.00   Max.   :2.000

Kategorik değişkenlerde uç değer kontrolü

Kategorik Uç Değer Analizi (Örn: Irk Değişkeni) Frekans tablosu incelendiğinde, kategoriler arasında 10.1:1 (91/9) gibi oldukça yüksek bir oran olduğu görülmektedir. Bir kategorinin (ırkın) neredeyse hiç temsil edilmediği bu durum, veride ciddi bir dengesizliğe işaret eder. Bu noktada, evrendeki normal dağılım ile örneklemdeki temsil oranı kıyaslanmalıdır. Eğer bu değişken araştırma hipotezleri için kritik bir önem taşımıyorsa analizden çıkarılması, aksi takdirde sonuçlar yorumlanırken bu temsil kısıtlılığının mutlaka belirtilmesi gerekir.

table(screen$RACE)

## 
##   1   2 
## 424  40

library(summarytools)

## Warning: package 'summarytools' was built under R version 4.5.2

## 
## Attaching package: 'summarytools'

## The following object is masked from 'package:tibble':
## 
##     view

freq(screen$RACE, round.digits= 2, report.nas= FALSE, style="rmarkdown")

## setting plain.ascii to FALSE

## ### Frequencies  
## #### screen$RACE  
## **Type:** Numeric  
## 
## |      | Freq |      % | % Cum. |
## |----------:|-----:|-------:|-------:|
## |     **1** |  424 |  91.38 |  91.38 |
## |     **2** |   40 |   8.62 | 100.00 |
## | **Total** |  464 | 100.00 | 100.00 |

mstatus

library(knitr)
freq(screen$MSTATUS,report.nas = FALSE) %>%
  kable(format='markdown', 
      caption="Frekans Tablosu",digits = 2)

Frekans Tablosu

	Freq	% Valid	% Valid Cum.	% Total	% Total Cum.
1	102	21.98	21.98	21.98	21.98
2	362	78.02	100.00	78.02	100.00
	0	NA	NA	0.00	100.00
Total	464	100.00	100.00	100.00	100.00

Sürekli değişkenlerde uç değerler

Sürekli değişkenler için tek değişkenli uç değerleri belirlemenin bir yolu, değişkene ait bütün değerlerin ortalama 0, standart sapma 1 olacak şekilde standart değerlere (z puanlarına) dönüştürülmesidir. Tek değişkenli uç değerler çok büyük z puanlarına sahiptirler.

library(outliers)

## Warning: package 'outliers' was built under R version 4.5.2

## 
## Attaching package: 'outliers'

## The following object is masked from 'package:psych':
## 
##     outlier

z.scores <- screen %>%
  select(2:5) %>%
  scores(type= "z")%>%
  round(2)
head(z.scores)

##   TIMEDRS ATTDRUG ATTHOUSE INCOME
## 1   -0.63    0.27     0.77   0.34
## 2   -0.45   -0.60    -0.79   0.76
## 3   -0.72    0.27    -0.12  -0.51
## 4    0.46    1.13     0.99   1.61
## 5    0.65   -0.60     0.10  -1.36
## 6   -0.45    0.27     0.33  -0.09

summarytools::descr(z.scores,
 stats     = c("min", "max"),
 transpose = TRUE,
 headings  = FALSE) 

## 
##                    Min    Max
## -------------- ------- ------
##        ATTDRUG   -2.33   2.00
##       ATTHOUSE   -4.80   2.56
##         INCOME   -1.36   2.46
##        TIMEDRS   -0.72   6.67

library(DT)

## Warning: package 'DT' was built under R version 4.5.2

DT:: datatable(z.scores)

Tek değişkenli uç değerleri saptamak için grafiksel yöntemlerden de yararlanma

library(ggplot2)
ggplot(screen, aes(x = TIMEDRS)) +
  geom_histogram(bins = 30L, fill = "#0c4c8a")

Grafik üzerinde ortalamanın gösterilmesi

# library(ggpmisc)
ggplot(screen, aes(x = TIMEDRS)) + geom_histogram() + 
geom_vline(xintercept =7.914, color = "red", 
linetype = "dashed") + 
annotate("text", label = "Ort = 7.913", x = 10, y = 100,  color ="black")

## `stat_bin()` using `bins = 30`. Pick better value `binwidth`.

Yoğunluk grafiği

  ggplot(screen, aes(x = TIMEDRS)) +
 geom_histogram(aes(y=..density..))+
 geom_density(alpha=.5, fill="#0c4c8a") +
  theme_minimal()

## Warning: The dot-dot notation (`..density..`) was deprecated in ggplot2 3.4.0.
## ℹ Please use `after_stat(density)` instead.
## This warning is displayed once per session.
## Call `lifecycle::last_lifecycle_warnings()` to see where this warning was
## generated.

## `stat_bin()` using `bins = 30`. Pick better value `binwidth`.

Interaktif Grafik

library(plotly)

## Warning: package 'plotly' was built under R version 4.5.2

## 
## Attaching package: 'plotly'

## The following object is masked from 'package:ggplot2':
## 
##     last_plot

## The following object is masked from 'package:stats':
## 
##     filter

## The following object is masked from 'package:graphics':
## 
##     layout

plot_ly(x = screen$TIMEDRS,  type = "histogram", 
histnorm = "probability")

Kutu Grafik çizme

ggplot(screen, aes(y = TIMEDRS)) + 
  geom_boxplot() 

interaktif kutu grafiği çizme

out <- boxplot.stats(screen$TIMEDRS)$out
out

##  [1] 60 23 39 33 38 34 27 30 25 49 60 27 27 52 24 57 52 58 57 43 37 75 29 30 25
## [26] 37 56 29 37 81 27 23

out_ind <- which(screen$TIMEDRS %in% c(out))
out_ind

##  [1]  40  64  67  76  79  96 102 117 150 163 168 170 178 193 203 206 213 249 274
## [20] 278 285 289 309 342 344 362 367 374 388 404 408 443

timerds değişkenşnin mstatus değişkenine göre düzenlenmesi

ggplot(screen,aes(x= factor(MSTATUS),
                  y=TIMEDRS),fill= factor(MSTATUS))+
  theme_minimal()

## Warning in fortify(data, ...): Arguments in `...` must be used.
## ✖ Problematic argument:
## • fill = factor(MSTATUS)
## ℹ Did you misspell an argument name?

plot_ly(y = screen$TIMEDRS, type = 'box')  %>% 
  layout(title = 'Box Plot',
annotations = list( x = -0.01,  y = boxplot.stats(screen$TIMEDRS)$out, 
text = paste(out_ind), showarrow = FALSE,
xanchor = "right"))

ggplot(screen, aes(x = factor(MSTATUS), 
y = TIMEDRS, fill = factor(MSTATUS))) +
  geom_boxplot() +
  theme_minimal()

ggplot(screen) + aes(x =  ATTDRUG) +
  geom_histogram( bins = 6, fill = "#0c4c8a")+
theme_minimal()

atthouse değişkenin incelenemsi-tamamla

ggplot(screen) +
aes(x =  ATTHOUSE) +
geom_histogram( bins = 10, fill = "darkgreen") +
theme_minimal() 

plot_ly(y = screen$ATTHOUSE, type = 'box') 

uç değerlerin belirlenmesi

screen[c(260,298),]

## # A tibble: 2 × 8
##   SUBNO TIMEDRS ATTDRUG ATTHOUSE INCOME EMPLMNT      MSTATUS  RACE
##   <dbl>   <dbl>   <dbl>    <dbl>  <dbl> <dbl+lbl>      <dbl> <dbl>
## 1   346       2       8        2      1 0 [PAIDWORK]       1     1
## 2   407       2       8        2      4 0 [PAIDWORK]       1     1

screen2 <- screen[-c(260,298),]

mahalanois uzaklığı-0.1.3

library(psych)
veri <- screen2[,1:5]
md <- mahalanobis(veri, center = colMeans(veri), cov = cov(veri))
head(md,20)

##  [1]  3.785517  4.541493  3.501077  7.281365  5.457240  2.896550  5.807898
##  [8]  3.879478  4.751166  7.415405 10.602100  5.249121  6.073732  3.271885
## [15] 12.316463  4.440749  4.836160  6.362806  4.126524 10.797545

Mahalanobis uzaklığı kritik değer belirleme

library(psych)
alpha <- .001
cutoff <- (qchisq(p = 1 - alpha, df = ncol(veri)))
cutoff

## [1] 20.51501

ucdegerler <- which(md > cutoff)
veri[ucdegerler, ]

## # A tibble: 9 × 5
##   SUBNO TIMEDRS ATTDRUG ATTHOUSE INCOME
##   <dbl>   <dbl>   <dbl>    <dbl>  <dbl>
## 1    48      60       7       24      1
## 2   235      60      10       29      4
## 3   276      57       9       24      2
## 4   291      52       8       19      1
## 5   330      58       7       29      4
## 6   370      57       8       23      4
## 7   398      75       9       33      9
## 8   502      56       8       19      3
## 9   548      81       8       24      9

veri[40,]

## # A tibble: 1 × 5
##   SUBNO TIMEDRS ATTDRUG ATTHOUSE INCOME
##   <dbl>   <dbl>   <dbl>    <dbl>  <dbl>
## 1    48      60       7       24      1

data_temiz <- veri[-ucdegerler, ]

# 548, 398, 48, 235, 330, 502, 276, 291 ve 370 subno.lu bireyler için Mahalonobis uzaklık değerleri kritik değerden büyüktür. Bu gözlemler çok değişkenli uç değerler olarak değerlendirilir.

Çok değişkenli normallik sayıltısı

Çok degiskenli normallik sayıltısını test etmek için doğrudan bir test bulunmadığından, genellikle her bir değişken ayrı ayrı test edilir ve eğer her bir değişken normal dağılım gösteriyorsa çok değişkenli normal oldukları varsayılır.

Çok değişkenli normallik her bir değişkenin ve degiskenlerin bütün doğrusal kombinasyonlarının normal dağıldığı sayıltısıdır.

Normalliğin iki bileşeni vardır: Çarpıklık ve basıklık

Bir değişkene ait dağılım normal olduğunda, değişkenin çarpıklık ve basıklık değerleri sıfıra eşittir.

Kural olarak eğer değişkenin çarpıklık ve basıklık değerleri -1.0 ile +1.0 arasındaysa, değişkenin normale oldukça yakın olduğu söylenebilir.

Sayıltının karşılanması durumunda analizin artıkları (hataları-açıklayamadığımız kaynaklar) da normal dağılır.

Çok değişkenli normallik sayıltısı farklı çok değişkenli istatistikler için farklı ele alınır.

library(sur) 

## Warning: package 'sur' was built under R version 4.5.2

## 
## Attaching package: 'sur'

## The following object is masked from 'package:psych':
## 
##     skew

attach(screen)
skew(TIMEDRS)

## [1] 3.234045

skew(data_temiz$TIMEDRS)

## [1] 2.35295

se.skew(TIMEDRS) # standart hata

## [1] 0.1133494

skew.ratio(TIMEDRS) 

## [1] 28.53164

jarque.test- yeni nesil normallik testi)

library(moments)

## Warning: package 'moments' was built under R version 4.5.2

library(labelled)

## Warning: package 'labelled' was built under R version 4.5.2

jarque.test(remove_labels(TIMEDRS))

## 
##  Jarque-Bera Normality Test
## 
## data:  remove_labels(TIMEDRS)
## JB = 4034.9, p-value < 2.2e-16
## alternative hypothesis: greater

jarque.test(remove_labels(ATTDRUG))

## 
##  Jarque-Bera Normality Test
## 
## data:  remove_labels(ATTDRUG)
## JB = 5.0552, p-value = 0.07985
## alternative hypothesis: greater

jarque.test(remove_labels(ATTHOUSE)) # sapma var istatistiksel olarak anlamlı olduğu için 

## 
##  Jarque-Bera Normality Test
## 
## data:  remove_labels(ATTHOUSE)
## JB = 61.092, p-value = 5.418e-14
## alternative hypothesis: greater

jarque.test(remove_labels(data_temiz$ATTHOUSE))

## 
##  Jarque-Bera Normality Test
## 
## data:  remove_labels(data_temiz$ATTHOUSE)
## JB = 1.5383, p-value = 0.4634
## alternative hypothesis: greater

set.seed(0)
normal <- rnorm(200)
non_normal<- rexp(200, rate=3)
par(mfrow=c(1,2)) 
hist(normal, col='steelblue', main='Normal')
hist(non_normal, col='steelblue', main='Non-normal')

par(mfrow=c(1,2)) 
qqnorm(normal, main='Normal')
qqline(normal)
qqnorm(non_normal, main='Non-normal')
qqline(non_normal)

ggplot(data = screen, aes(sample = ATTHOUSE )) + 
  geom_qq()+
  geom_qq_line( ) 

Bu haftaki derste, çoklu regresyon analizi öncesinde verinin ‘sağlık kontrolünden’ geçirilmesinin ne kadar kritik olduğunu uygulamalı olarak gördük. Özellikle normallik varsayımını incelerken, gelenekselleşmiş Kolmogorov-Smirnov testinin güncel literatürdeki (Howell, 2012) zayıf yönlerini tartışmak ufkumu açtı. Bunun yerine Q-Q plot, histogram ve çarpıklık/basıklık değerleri üzerinden grafiksel bir okuma yapmanın daha güvenilir olduğunu fark ettim. Ayrıca, tek değişkenli normallik için Jarque-Bera testini sürece dahil etmek ve çok değişkenli uç değer tespiti için Mahalanobis uzaklığını hesaplamak, analiz öncesi veri temizliğinin ne kadar titiz bir ‘mutfak çalışması’ gerektirdiğini bana bir kez daha kanıtladı.