1. I have a definite sense of purpose in life.
  2. I have a firm sense of who I am.
  3. I have a set of basic beliefs and values that guide my actions and decisions.
  4. I know what I want out of life.
  5. I have a clear set of personal values or moral standards.
  6. I don’t know where I fit in the world.
  7. I have specific personal goals for the future.
  8. I have a clear sense of who I want to be when I am an adult.
##load packages
library(psych)
library(GPArotation)
library(plyr)
library(dplyr)
## 
## Attaching package: 'dplyr'
## The following objects are masked from 'package:plyr':
## 
##     arrange, count, desc, failwith, id, mutate, rename, summarise,
##     summarize
## The following objects are masked from 'package:stats':
## 
##     filter, lag
## The following objects are masked from 'package:base':
## 
##     intersect, setdiff, setequal, union
library(lavaan)
## This is lavaan 0.5-20
## lavaan is BETA software! Please report any bugs.
library(semPlot)
# data preparation
data <- read.csv("~/Dropbox/Git/stats/allsurveysYT1_Jan2016.csv", header=T)
APSI<-select(data,  APSI_1,  APSI_2,  APSI_3,  APSI_4,  APSI_5,  APSI_6, APSI_7,  APSI_8)
APSI$APSI_6  <-  6- APSI$APSI_6
APSI<- data.frame(apply(APSI,2, as.numeric))
str(APSI)
## 'data.frame':    1288 obs. of  8 variables:
##  $ APSI_1: num  4 3 3 3 4 5 4 4 5 4 ...
##  $ APSI_2: num  4 2 3 4 4 1 4 2 5 4 ...
##  $ APSI_3: num  2 5 3 4 3 5 4 4 4 4 ...
##  $ APSI_4: num  3 4 3 3 3 5 4 4 5 4 ...
##  $ APSI_5: num  5 2 3 5 5 5 4 2 3 4 ...
##  $ APSI_6: num  4 3 3 2 4 3 2 2 5 2 ...
##  $ APSI_7: num  1 4 3 3 1 4 4 3 3 4 ...
##  $ APSI_8: num  3 1 3 3 2 5 4 3 3 4 ...
#colnames(APSI) <- c("1","2", "3", "4", "5", "6", "7", "8")
#APSI<- APSI[complete.cases(APSI[,]),]

EFA

number of factors

parallal analysis and scree plot

parallel<-fa.parallel(APSI, fm="ml",fa="fa")

## Parallel analysis suggests that the number of factors =  4  and the number of components =  NA
#one factors are greater than one Eigenvalue scree plot says there are two factors. Paralel analysis suggests 4 factors
#eigenvalues (kaiser)
parallel$fa.values
## [1]  3.77011103  0.29181257  0.16222252  0.07077554 -0.01726720 -0.03946750
## [7] -0.08504040 -0.38762185
#over 1=1, over .7=0

doing aprincipal components analysis to see how many factors there might be using that method

Deal with NA doing principle componant analysis

princomp(na.omit(APSI), cor = TRUE)
## Call:
## princomp(x = na.omit(APSI), cor = TRUE)
## 
## Standard deviations:
##    Comp.1    Comp.2    Comp.3    Comp.4    Comp.5    Comp.6    Comp.7 
## 2.0411640 1.1059534 0.8978297 0.7346805 0.5850569 0.5673847 0.5552584 
##    Comp.8 
## 0.5404942 
## 
##  8  variables and  935 observations.
parallel2<-princomp(na.omit(APSI), cor = TRUE)
summary(parallel2)
## Importance of components:
##                           Comp.1    Comp.2    Comp.3     Comp.4     Comp.5
## Standard deviation     2.0411640 1.1059534 0.8978297 0.73468048 0.58505688
## Proportion of Variance 0.5207938 0.1528916 0.1007623 0.06746943 0.04278644
## Cumulative Proportion  0.5207938 0.6736854 0.7744477 0.84191713 0.88470358
##                            Comp.6     Comp.7     Comp.8
## Standard deviation     0.56738473 0.55525845 0.54049422
## Proportion of Variance 0.04024068 0.03853899 0.03651675
## Cumulative Proportion  0.92494426 0.96348325 1.00000000
plot(parallel2)##results show at least two factors

#simple structure

twofactor<-fa(APSI, nfactors=2, rotate="oblimin", fm="ml")
twofactor#not a good fit
## Factor Analysis using method =  ml
## Call: fa(r = APSI, nfactors = 2, rotate = "oblimin", fm = "ml")
## Standardized loadings (pattern matrix) based upon correlation matrix
##          ML2   ML1    h2    u2 com
## APSI_1  0.84 -0.03 0.693 0.307 1.0
## APSI_2  0.77  0.01 0.592 0.408 1.0
## APSI_3  0.00  1.00 0.995 0.005 1.0
## APSI_4  0.83 -0.02 0.672 0.328 1.0
## APSI_5  0.63  0.19 0.505 0.495 1.2
## APSI_6 -0.13  0.29 0.081 0.919 1.4
## APSI_7  0.76  0.03 0.599 0.401 1.0
## APSI_8  0.82 -0.05 0.658 0.342 1.0
## 
##                        ML2  ML1
## SS loadings           3.67 1.13
## Proportion Var        0.46 0.14
## Cumulative Var        0.46 0.60
## Proportion Explained  0.76 0.24
## Cumulative Proportion 0.76 1.00
## 
##  With factor correlations of 
##      ML2  ML1
## ML2 1.00 0.28
## ML1 0.28 1.00
## 
## Mean item complexity =  1.1
## Test of the hypothesis that 2 factors are sufficient.
## 
## The degrees of freedom for the null model are  28  and the objective function was  3.82 with Chi Square of  4898.41
## The degrees of freedom for the model are 13  and the objective function was  0.18 
## 
## The root mean square of the residuals (RMSR) is  0.04 
## The df corrected root mean square of the residuals is  0.06 
## 
## The harmonic number of observations is  935 with the empirical chi square  87.21  with prob <  4.8e-13 
## The total number of observations was  1288  with MLE Chi Square =  226.45  with prob <  4.9e-41 
## 
## Tucker Lewis Index of factoring reliability =  0.906
## RMSEA index =  0.113  and the 90 % confidence intervals are  0.1 0.126
## BIC =  133.35
## Fit based upon off diagonal values = 0.99
## Measures of factor score adequacy             
##                                                 ML2  ML1
## Correlation of scores with factors             0.95 1.00
## Multiple R square of scores with factors       0.91 0.99
## Minimum correlation of possible factor scores  0.82 0.99
1-((twofactor$STATISTIC - twofactor$dof)/(twofactor$null.chisq- twofactor$null.dof))
## [1] 0.956175
threefactor<-fa(APSI, nfactors=3, rotate="oblimin", fm="ml")
threefactor#Still not a great fit. 1, 2, 4, 7, 8 are one factor 3 and 5 seem to be thir own factors and 6 crossloads on all factors. 
## Factor Analysis using method =  ml
## Call: fa(r = APSI, nfactors = 3, rotate = "oblimin", fm = "ml")
## Standardized loadings (pattern matrix) based upon correlation matrix
##         ML3   ML1   ML2   h2    u2 com
## APSI_1 0.77 -0.03  0.09 0.68 0.324 1.0
## APSI_2 0.65  0.00  0.17 0.58 0.418 1.1
## APSI_3 0.00  0.99  0.02 1.00 0.005 1.0
## APSI_4 0.86  0.00 -0.04 0.69 0.308 1.0
## APSI_5 0.03  0.03  0.96 0.98 0.019 1.0
## APSI_6 0.09  0.35 -0.33 0.14 0.864 2.1
## APSI_7 0.79  0.06 -0.04 0.62 0.383 1.0
## APSI_8 0.85 -0.03 -0.04 0.67 0.326 1.0
## 
##                        ML3  ML1  ML2
## SS loadings           3.16 1.09 1.10
## Proportion Var        0.39 0.14 0.14
## Cumulative Var        0.39 0.53 0.67
## Proportion Explained  0.59 0.20 0.21
## Cumulative Proportion 0.59 0.79 1.00
## 
##  With factor correlations of 
##      ML3  ML1  ML2
## ML3 1.00 0.26 0.65
## ML1 0.26 1.00 0.33
## ML2 0.65 0.33 1.00
## 
## Mean item complexity =  1.2
## Test of the hypothesis that 3 factors are sufficient.
## 
## The degrees of freedom for the null model are  28  and the objective function was  3.82 with Chi Square of  4898.41
## The degrees of freedom for the model are 7  and the objective function was  0.07 
## 
## The root mean square of the residuals (RMSR) is  0.02 
## The df corrected root mean square of the residuals is  0.04 
## 
## The harmonic number of observations is  935 with the empirical chi square  26.21  with prob <  0.00046 
## The total number of observations was  1288  with MLE Chi Square =  93.76  with prob <  2.1e-17 
## 
## Tucker Lewis Index of factoring reliability =  0.929
## RMSEA index =  0.098  and the 90 % confidence intervals are  0.081 0.116
## BIC =  43.63
## Fit based upon off diagonal values = 1
## Measures of factor score adequacy             
##                                                 ML3  ML1  ML2
## Correlation of scores with factors             0.95 1.00 0.99
## Multiple R square of scores with factors       0.91 0.99 0.98
## Minimum correlation of possible factor scores  0.82 0.99 0.96
1-((threefactor$STATISTIC - threefactor$dof)/(threefactor$null.chisq- threefactor$null.dof))
## [1] 0.9821869
fourfactor<-fa(APSI, nfactors=4, rotate="oblimin", fm="ml")
fourfactor#An over fit
## Factor Analysis using method =  ml
## Call: fa(r = APSI, nfactors = 4, rotate = "oblimin", fm = "ml")
## Standardized loadings (pattern matrix) based upon correlation matrix
##          ML2   ML4   ML1   ML3   h2    u2 com
## APSI_1  0.31  0.59  0.02 -0.04 0.71 0.290 1.5
## APSI_2  0.04  0.80  0.05 -0.01 0.69 0.310 1.0
## APSI_3  0.05  0.01  0.12  0.70 0.56 0.435 1.1
## APSI_4  0.67  0.20  0.04 -0.03 0.69 0.313 1.2
## APSI_5  0.03  0.58 -0.18  0.34 0.64 0.362 1.8
## APSI_6 -0.01  0.01  0.99  0.03 1.00 0.005 1.0
## APSI_7  0.89 -0.10 -0.03  0.08 0.70 0.295 1.0
## APSI_8  0.65  0.21  0.00 -0.05 0.67 0.329 1.2
## 
##                        ML2  ML4  ML1  ML3
## SS loadings           2.11 1.81 1.04 0.69
## Proportion Var        0.26 0.23 0.13 0.09
## Cumulative Var        0.26 0.49 0.62 0.71
## Proportion Explained  0.37 0.32 0.18 0.12
## Cumulative Proportion 0.37 0.69 0.88 1.00
## 
##  With factor correlations of 
##       ML2   ML4   ML1  ML3
## ML2  1.00  0.80 -0.05 0.29
## ML4  0.80  1.00 -0.06 0.31
## ML1 -0.05 -0.06  1.00 0.17
## ML3  0.29  0.31  0.17 1.00
## 
## Mean item complexity =  1.2
## Test of the hypothesis that 4 factors are sufficient.
## 
## The degrees of freedom for the null model are  28  and the objective function was  3.82 with Chi Square of  4898.41
## The degrees of freedom for the model are 2  and the objective function was  0 
## 
## The root mean square of the residuals (RMSR) is  0 
## The df corrected root mean square of the residuals is  0.01 
## 
## The harmonic number of observations is  935 with the empirical chi square  0.29  with prob <  0.86 
## The total number of observations was  1288  with MLE Chi Square =  2.02  with prob <  0.36 
## 
## Tucker Lewis Index of factoring reliability =  1
## RMSEA index =  0.003  and the 90 % confidence intervals are  NA 0.055
## BIC =  -12.3
## Fit based upon off diagonal values = 1
## Measures of factor score adequacy             
##                                                 ML2  ML4  ML1  ML3
## Correlation of scores with factors             0.94 0.93 1.00 0.79
## Multiple R square of scores with factors       0.88 0.86 0.99 0.62
## Minimum correlation of possible factor scores  0.76 0.72 0.99 0.25
1-((fourfactor$STATISTIC - fourfactor$dof)/(fourfactor$null.chisq- fourfactor$null.dof))
## [1] 0.9999958
fa2latex(fa(APSI,2, rotate="oblimin", fm="ml"),heading="Table 2. Factor Loadings for Exploratory Factor Analysis with Oblimin Rotation 
of APSI")
## % Called in the psych package  fa2latex % Called in the psych package  fa(APSI, 2, rotate = "oblimin", fm = "ml") % Called in the psych package  Table 2. Factor Loadings for Exploratory Factor Analysis with Oblimin Rotation 
## of APSI 
## \begin{table}[htpb]\caption{fa2latex}
## \begin{center}
## \begin{scriptsize} 
## \begin{tabular} {l r r r r r }
##  \multicolumn{ 5 }{l}{ Table 2. Factor Loadings for Exploratory Factor Analysis with Oblimin Rotation 
## of APSI } \cr 
##  \hline Variable  &   ML2  &  ML1  &  h2  &  u2  &  com \cr 
##   \hline 
## APSI\_1   &  \bf{ 0.84}  &  -0.03  &  0.69  &  0.31  &  1.00 \cr 
##  APSI\_2   &  \bf{ 0.77}  &   0.01  &  0.59  &  0.41  &  1.00 \cr 
##  APSI\_3   &   0.00  &  \bf{ 1.00}  &  1.00  &  0.00  &  1.00 \cr 
##  APSI\_4   &  \bf{ 0.83}  &  -0.02  &  0.67  &  0.33  &  1.00 \cr 
##  APSI\_5   &  \bf{ 0.63}  &   0.19  &  0.51  &  0.49  &  1.19 \cr 
##  APSI\_6   &  -0.13  &   0.29  &  0.08  &  0.92  &  1.39 \cr 
##  APSI\_7   &  \bf{ 0.76}  &   0.03  &  0.60  &  0.40  &  1.00 \cr 
##  APSI\_8   &  \bf{ 0.82}  &  -0.05  &  0.66  &  0.34  &  1.01 \cr 
## \hline \cr SS loadings & 3.67 &  1.13 &  \cr  
## \cr 
##             \hline \cr 
## ML2   & 1.00 & 0.28 \cr 
##  ML1   & 0.28 & 1.00 \cr 
##  \hline 
## \end{tabular}
## \end{scriptsize}
## \end{center}
## \label{default}
## \end{table}
fa2latex(fa(APSI,3, rotate="oblimin", fm="ml"),heading="Table 3. Factor Loadings for Exploratory Factor Analysis with Oblimin Rotation 
of APSI")
## % Called in the psych package  fa2latex % Called in the psych package  fa(APSI, 3, rotate = "oblimin", fm = "ml") % Called in the psych package  Table 3. Factor Loadings for Exploratory Factor Analysis with Oblimin Rotation 
## of APSI 
## \begin{table}[htpb]\caption{fa2latex}
## \begin{center}
## \begin{scriptsize} 
## \begin{tabular} {l r r r r r r }
##  \multicolumn{ 6 }{l}{ Table 3. Factor Loadings for Exploratory Factor Analysis with Oblimin Rotation 
## of APSI } \cr 
##  \hline Variable  &   ML3  &  ML1  &  ML2  &  h2  &  u2  &  com \cr 
##   \hline 
## APSI\_1   &  \bf{0.77}  &  -0.03  &   0.09  &  0.68  &  0.32  &  1.03 \cr 
##  APSI\_2   &  \bf{0.65}  &   0.00  &   0.17  &  0.58  &  0.42  &  1.13 \cr 
##  APSI\_3   &  0.00  &  \bf{ 0.99}  &   0.02  &  1.00  &  0.00  &  1.00 \cr 
##  APSI\_4   &  \bf{0.86}  &   0.00  &  -0.04  &  0.69  &  0.31  &  1.00 \cr 
##  APSI\_5   &  0.03  &   0.03  &  \bf{ 0.96}  &  0.98  &  0.02  &  1.00 \cr 
##  APSI\_6   &  0.09  &  \bf{ 0.35}  &  \bf{-0.33}  &  0.14  &  0.86  &  2.14 \cr 
##  APSI\_7   &  \bf{0.79}  &   0.06  &  -0.04  &  0.62  &  0.38  &  1.02 \cr 
##  APSI\_8   &  \bf{0.85}  &  -0.03  &  -0.04  &  0.67  &  0.33  &  1.01 \cr 
## \hline \cr SS loadings & 3.16 &  1.09 &  1.1 &  \cr  
## \cr 
##             \hline \cr 
## ML3   & 1.00 & 0.26 & 0.65 \cr 
##  ML1   & 0.26 & 1.00 & 0.33 \cr 
##  ML2   & 0.65 & 0.33 & 1.00 \cr 
##  \hline 
## \end{tabular}
## \end{scriptsize}
## \end{center}
## \label{default}
## \end{table}
fa2latex(fa(APSI,4, rotate="oblimin", fm="ml"),heading="Table 4. Factor Loadings for Exploratory Factor Analysis with Oblimin Rotation 
of APSI")
## % Called in the psych package  fa2latex % Called in the psych package  fa(APSI, 4, rotate = "oblimin", fm = "ml") % Called in the psych package  Table 4. Factor Loadings for Exploratory Factor Analysis with Oblimin Rotation 
## of APSI 
## \begin{table}[htpb]\caption{fa2latex}
## \begin{center}
## \begin{scriptsize} 
## \begin{tabular} {l r r r r r r r }
##  \multicolumn{ 7 }{l}{ Table 4. Factor Loadings for Exploratory Factor Analysis with Oblimin Rotation 
## of APSI } \cr 
##  \hline Variable  &   ML2  &  ML4  &  ML1  &  ML3  &  h2  &  u2  &  com \cr 
##   \hline 
## APSI\_1   &  \bf{ 0.31}  &  \bf{ 0.59}  &   0.02  &  -0.04  &  0.71  &  0.29  &  1.52 \cr 
##  APSI\_2   &   0.04  &  \bf{ 0.80}  &   0.05  &  -0.01  &  0.69  &  0.31  &  1.01 \cr 
##  APSI\_3   &   0.05  &   0.01  &   0.12  &  \bf{ 0.70}  &  0.56  &  0.44  &  1.07 \cr 
##  APSI\_4   &  \bf{ 0.67}  &   0.20  &   0.04  &  -0.03  &  0.69  &  0.31  &  1.20 \cr 
##  APSI\_5   &   0.03  &  \bf{ 0.58}  &  -0.18  &  \bf{ 0.34}  &  0.64  &  0.36  &  1.84 \cr 
##  APSI\_6   &  -0.01  &   0.01  &  \bf{ 0.99}  &   0.03  &  1.00  &  0.00  &  1.00 \cr 
##  APSI\_7   &  \bf{ 0.89}  &  -0.10  &  -0.03  &   0.08  &  0.70  &  0.30  &  1.04 \cr 
##  APSI\_8   &  \bf{ 0.65}  &   0.21  &   0.00  &  -0.05  &  0.67  &  0.33  &  1.22 \cr 
## \hline \cr SS loadings & 2.11 &  1.81 &  1.04 &  0.69 &  \cr  
## \cr 
##             \hline \cr 
## ML2   &  1.00 &  0.80 & -0.05 &  0.29 \cr 
##  ML4   &  0.80 &  1.00 & -0.06 &  0.31 \cr 
##  ML1   & -0.05 & -0.06 &  1.00 &  0.17 \cr 
##  ML3   &  0.29 &  0.31 &  0.17 &  1.00 \cr 
##  \hline 
## \end{tabular}
## \end{scriptsize}
## \end{center}
## \label{default}
## \end{table}

question 1,4,7,8 seem to talk about purpose. so try as one factr

 APSI12478<-select(APSI,   APSI_1,  APSI_2,  APSI_4,  APSI_5, APSI_7,  APSI_8)
 APSI12478<-tbl_df(APSI12478)
  APSI12478
## Source: local data frame [1,288 x 6]
## 
##    APSI_1 APSI_2 APSI_4 APSI_5 APSI_7 APSI_8
##     (dbl)  (dbl)  (dbl)  (dbl)  (dbl)  (dbl)
## 1       4      4      3      5      1      3
## 2       3      2      4      2      4      1
## 3       3      3      3      3      3      3
## 4       3      4      3      5      3      3
## 5       4      4      3      5      1      2
## 6       5      1      5      5      4      5
## 7       4      4      4      4      4      4
## 8       4      2      4      2      3      3
## 9       5      5      5      3      3      3
## 10      4      4      4      4      4      4
## ..    ...    ...    ...    ...    ...    ...
onefactorAPSI12478<-fa(APSI12478, nfactors=1, rotate="varimax", fm="ml")
onefactorAPSI12478#The TLI is good but the RMSEA is a poor fit
## Factor Analysis using method =  ml
## Call: fa(r = APSI12478, nfactors = 1, rotate = "varimax", fm = "ml")
## Standardized loadings (pattern matrix) based upon correlation matrix
##         ML1   h2   u2 com
## APSI_1 0.83 0.69 0.31   1
## APSI_2 0.77 0.59 0.41   1
## APSI_4 0.82 0.67 0.33   1
## APSI_5 0.68 0.46 0.54   1
## APSI_7 0.77 0.60 0.40   1
## APSI_8 0.81 0.65 0.35   1
## 
##                 ML1
## SS loadings    3.67
## Proportion Var 0.61
## 
## Mean item complexity =  1
## Test of the hypothesis that 1 factor is sufficient.
## 
## The degrees of freedom for the null model are  15  and the objective function was  3.49 with Chi Square of  4487.49
## The degrees of freedom for the model are 9  and the objective function was  0.1 
## 
## The root mean square of the residuals (RMSR) is  0.03 
## The df corrected root mean square of the residuals is  0.04 
## 
## The harmonic number of observations is  935 with the empirical chi square  33.24  with prob <  0.00012 
## The total number of observations was  1288  with MLE Chi Square =  128.92  with prob <  2e-23 
## 
## Tucker Lewis Index of factoring reliability =  0.955
## RMSEA index =  0.102  and the 90 % confidence intervals are  0.087 0.118
## BIC =  64.47
## Fit based upon off diagonal values = 1
## Measures of factor score adequacy             
##                                                 ML1
## Correlation of scores with factors             0.95
## Multiple R square of scores with factors       0.91
## Minimum correlation of possible factor scores  0.82
fa2latex(fa(APSI12478,1, rotate="oblimin", fm="ml"),heading="Table 5. Factor Loadings for Exploratory Factor Analysis with Oblimin Rotation
of APSI")
## % Called in the psych package  fa2latex % Called in the psych package  fa(APSI12478, 1, rotate = "oblimin", fm = "ml") % Called in the psych package  Table 5. Factor Loadings for Exploratory Factor Analysis with Oblimin Rotation
## of APSI 
## \begin{table}[htpb]\caption{fa2latex}
## \begin{center}
## \begin{scriptsize} 
## \begin{tabular} {l r r r r }
##  \multicolumn{ 4 }{l}{ Table 5. Factor Loadings for Exploratory Factor Analysis with Oblimin Rotation
## of APSI } \cr 
##  \hline Variable  &   ML1  &  ML1.1  &  ML1.2  &  com \cr 
##   \hline 
## APSI\_1   &  \bf{0.83}  &  0.69  &  0.31  &  1 \cr 
##  APSI\_2   &  \bf{0.77}  &  0.59  &  0.41  &  1 \cr 
##  APSI\_4   &  \bf{0.82}  &  0.67  &  0.33  &  1 \cr 
##  APSI\_5   &  \bf{0.68}  &  0.46  &  0.54  &  1 \cr 
##  APSI\_7   &  \bf{0.77}  &  0.60  &  0.40  &  1 \cr 
##  APSI\_8   &  \bf{0.81}  &  0.65  &  0.35  &  1 \cr 
## \hline \cr SS loadings & 3.67 &  \cr  
##  \hline 
## \end{tabular}
## \end{scriptsize}
## \end{center}
## \label{default}
## \end{table}
#CFI
1-((onefactorAPSI12478$STATISTIC - onefactorAPSI12478$dof)/(onefactorAPSI12478$null.chisq- onefactorAPSI12478$null.dof))
## [1] 0.973187

A two factor model

twofactorAPSI124578<-fa(APSI, nfactors=2, rotate="varimax", fm="ml")
twofactorAPSI124578#The TLI is good but the RMSEA is a poor fit
## Factor Analysis using method =  ml
## Call: fa(r = APSI, nfactors = 2, rotate = "varimax", fm = "ml")
## Standardized loadings (pattern matrix) based upon correlation matrix
##          ML2   ML1    h2    u2 com
## APSI_1  0.83 -0.02 0.693 0.307 1.0
## APSI_2  0.77  0.02 0.592 0.408 1.0
## APSI_3  0.27  0.96 0.995 0.005 1.2
## APSI_4  0.82 -0.01 0.672 0.328 1.0
## APSI_5  0.68  0.20 0.505 0.495 1.2
## APSI_6 -0.05  0.28 0.081 0.919 1.1
## APSI_7  0.77  0.05 0.599 0.401 1.0
## APSI_8  0.81 -0.03 0.658 0.342 1.0
## 
##                        ML2  ML1
## SS loadings           3.75 1.04
## Proportion Var        0.47 0.13
## Cumulative Var        0.47 0.60
## Proportion Explained  0.78 0.22
## Cumulative Proportion 0.78 1.00
## 
## Mean item complexity =  1.1
## Test of the hypothesis that 2 factors are sufficient.
## 
## The degrees of freedom for the null model are  28  and the objective function was  3.82 with Chi Square of  4898.41
## The degrees of freedom for the model are 13  and the objective function was  0.18 
## 
## The root mean square of the residuals (RMSR) is  0.04 
## The df corrected root mean square of the residuals is  0.06 
## 
## The harmonic number of observations is  935 with the empirical chi square  87.21  with prob <  4.8e-13 
## The total number of observations was  1288  with MLE Chi Square =  226.45  with prob <  4.9e-41 
## 
## Tucker Lewis Index of factoring reliability =  0.906
## RMSEA index =  0.113  and the 90 % confidence intervals are  0.1 0.126
## BIC =  133.35
## Fit based upon off diagonal values = 0.99
## Measures of factor score adequacy             
##                                                 ML2  ML1
## Correlation of scores with factors             0.95 0.99
## Multiple R square of scores with factors       0.91 0.99
## Minimum correlation of possible factor scores  0.82 0.97
fa2latex(fa(APSI,2, rotate="oblimin", fm="ml"),heading="Table 5. Factor Loadings for Exploratory Factor Analysis with Oblimin Rotation of APSI")
## % Called in the psych package  fa2latex % Called in the psych package  fa(APSI, 2, rotate = "oblimin", fm = "ml") % Called in the psych package  Table 5. Factor Loadings for Exploratory Factor Analysis with Oblimin Rotation of APSI 
## \begin{table}[htpb]\caption{fa2latex}
## \begin{center}
## \begin{scriptsize} 
## \begin{tabular} {l r r r r r }
##  \multicolumn{ 5 }{l}{ Table 5. Factor Loadings for Exploratory Factor Analysis with Oblimin Rotation of APSI } \cr 
##  \hline Variable  &   ML2  &  ML1  &  h2  &  u2  &  com \cr 
##   \hline 
## APSI\_1   &  \bf{ 0.84}  &  -0.03  &  0.69  &  0.31  &  1.00 \cr 
##  APSI\_2   &  \bf{ 0.77}  &   0.01  &  0.59  &  0.41  &  1.00 \cr 
##  APSI\_3   &   0.00  &  \bf{ 1.00}  &  1.00  &  0.00  &  1.00 \cr 
##  APSI\_4   &  \bf{ 0.83}  &  -0.02  &  0.67  &  0.33  &  1.00 \cr 
##  APSI\_5   &  \bf{ 0.63}  &   0.19  &  0.51  &  0.49  &  1.19 \cr 
##  APSI\_6   &  -0.13  &   0.29  &  0.08  &  0.92  &  1.39 \cr 
##  APSI\_7   &  \bf{ 0.76}  &   0.03  &  0.60  &  0.40  &  1.00 \cr 
##  APSI\_8   &  \bf{ 0.82}  &  -0.05  &  0.66  &  0.34  &  1.01 \cr 
## \hline \cr SS loadings & 3.67 &  1.13 &  \cr  
## \cr 
##             \hline \cr 
## ML2   & 1.00 & 0.28 \cr 
##  ML1   & 0.28 & 1.00 \cr 
##  \hline 
## \end{tabular}
## \end{scriptsize}
## \end{center}
## \label{default}
## \end{table}
#CFI
1-((twofactorAPSI124578$STATISTIC - twofactorAPSI124578$dof)/(twofactorAPSI124578$null.chisq- twofactorAPSI124578$null.dof))
## [1] 0.956175

Finding Alpha

alpha(APSI, na.rm = TRUE, check.keys=TRUE)
## Warning in alpha(APSI, na.rm = TRUE, check.keys = TRUE): Some items were negatively correlated with total scale and were automatically reversed.
##  This is indicated by a negative sign for the variable name.
## 
## Reliability analysis   
## Call: alpha(x = APSI, na.rm = TRUE, check.keys = TRUE)
## 
##   raw_alpha std.alpha G6(smc) average_r S/N   ase mean   sd
##       0.82      0.83    0.86      0.38 4.9 0.012  3.7 0.78
## 
##  lower alpha upper     95% confidence boundaries
## 0.8 0.82 0.84 
## 
##  Reliability if an item is dropped:
##         raw_alpha std.alpha G6(smc) average_r S/N alpha se
## APSI_1       0.77      0.78    0.82      0.34 3.6    0.015
## APSI_2       0.78      0.79    0.83      0.35 3.8    0.015
## APSI_3       0.84      0.85    0.86      0.45 5.7    0.013
## APSI_4       0.77      0.79    0.82      0.34 3.7    0.015
## APSI_5       0.78      0.79    0.82      0.35 3.8    0.015
## APSI_6-      0.88      0.88    0.88      0.51 7.1    0.011
## APSI_7       0.78      0.79    0.82      0.35 3.7    0.015
## APSI_8       0.77      0.79    0.82      0.35 3.7    0.015
## 
##  Item statistics 
##           n raw.r std.r r.cor r.drop mean  sd
## APSI_1  935  0.83  0.82 0.815 0.7454  3.7 1.2
## APSI_2  935  0.78  0.79 0.762 0.6927  3.9 1.1
## APSI_3  935  0.37  0.41 0.292 0.2226  3.9 1.0
## APSI_4  935  0.81  0.81 0.796 0.7262  3.8 1.2
## APSI_5  935  0.77  0.78 0.750 0.6909  4.1 1.0
## APSI_6- 935  0.23  0.19 0.032 0.0075  2.9 1.4
## APSI_7  935  0.79  0.80 0.773 0.7105  3.9 1.1
## APSI_8  935  0.81  0.81 0.791 0.7257  3.8 1.2

Create dataset for Target rotation

data <- read.csv("~/Dropbox/Git/stats/allsurveysYT1_Jan2016.csv", header=T)
 APSI<-select(data,  APSI_1, APSI_2, APSI_4, APSI_7,  APSI_8,  APSI_5, APSI_3,  APSI_6)
APSI$APSI_6  <-  6- APSI$APSI_6
APSI<- data.frame(apply(APSI,2, as.numeric))

Load packedges

library(GPArotation)
library(psych)
library(dplyr)

colnames(APSI) <- c("1","2", "3", "4", "5", "6", "7", "8")

Trying to see whether we can make this into two factors. Having the two questions about personal values 3 and 5 and the negatively worded item (number 6) as one factor.

Targ_key <- make.keys(8,list(f1=1:5,f2=6:8))
Targ_key <- scrub(Targ_key,isvalue=1)  #fix the 0s, allow the NAs to be estimated
Targ_key <- list(Targ_key)
APSI_cor <- corFiml(APSI)
APSI_cor
##            1           2            3           4           5          6
## 1  1.0000000 0.686248357  0.673436529  0.61974433  0.65566219  0.5881005
## 2  0.6862484 1.000000000  0.607086624  0.53734103  0.61062409  0.5897553
## 3  0.6734365 0.607086624  1.000000000  0.67374287  0.67843958  0.5287717
## 4  0.6197443 0.537341028  0.673742874  1.00000000  0.66683390  0.5067699
## 5  0.6556622 0.610624090  0.678439576  0.66683390  1.00000000  0.5170080
## 6  0.5881005 0.589755314  0.528771683  0.50676991  0.51700800  1.0000000
## 7  0.2097511 0.228294887  0.215075960  0.25476260  0.18767318  0.3757412
## 8 -0.0277245 0.004749543 -0.005183542 -0.05011696 -0.05137862 -0.1385015
##           7            8
## 1 0.2097511 -0.027724499
## 2 0.2282949  0.004749543
## 3 0.2150760 -0.005183542
## 4 0.2547626 -0.050116959
## 5 0.1876732 -0.051378619
## 6 0.3757412 -0.138501481
## 7 1.0000000  0.254435806
## 8 0.2544358  1.000000000
out_targetQ <- fa(APSI_cor,2,rotate="TargetQ",n.obs = 1288,Target=Targ_key) #TargetT for orthogonal rotation
## Warning in fac(r = r, nfactors = nfactors, n.obs = n.obs, rotate =
## rotate, : A Heywood case was detected. Examine the loadings carefully.
out_targetQ[c("loadings", "score.cor", "TLI", "RMSEA")]
## $loadings
## 
## Loadings:
##   MR1    MR2   
## 1  0.828       
## 2  0.752       
## 3  0.812       
## 4  0.745       
## 5  0.813       
## 6  0.600  0.235
## 7         1.023
## 8 -0.157  0.293
## 
##                  MR1   MR2
## SS loadings    3.518 1.197
## Proportion Var 0.440 0.150
## Cumulative Var 0.440 0.589
## 
## $score.cor
##           [,1]      [,2]
## [1,] 1.0000000 0.1541564
## [2,] 0.1541564 1.0000000
## 
## $TLI
## [1] 0.905509
## 
## $RMSEA
##      RMSEA      lower      upper confidence 
##  0.1131745  0.1002634  0.1260428  0.1000000
fa2latex(fa(APSI_cor,2,rotate="TargetQ",n.obs = 1288,Target=Targ_key), heading="Table 9. Factor Loadings for Confirmatory Factor Analysis with Target Rotation of APSI")
## Warning in fac(r = r, nfactors = nfactors, n.obs = n.obs, rotate =
## rotate, : A Heywood case was detected. Examine the loadings carefully.
## % Called in the psych package  fa2latex % Called in the psych package  fa(APSI_cor, 2, rotate = "TargetQ", n.obs = 1288, Target = Targ_key) % Called in the psych package  Table 9. Factor Loadings for Confirmatory Factor Analysis with Target Rotation of APSI 
## \begin{table}[htpb]\caption{fa2latex}
## \begin{center}
## \begin{scriptsize} 
## \begin{tabular} {l r r r r r }
##  \multicolumn{ 5 }{l}{ Table 9. Factor Loadings for Confirmatory Factor Analysis with Target Rotation of APSI } \cr 
##  \hline Variable  &   MR1  &  MR2  &  h2  &  u2  &  com \cr 
##   \hline 
## 1   &  \bf{ 0.83}  &  0.01  &  0.69  &  0.31  &  1.00 \cr 
##  2   &  \bf{ 0.75}  &  0.05  &  0.59  &  0.41  &  1.01 \cr 
##  3   &  \bf{ 0.81}  &  0.02  &  0.67  &  0.33  &  1.00 \cr 
##  4   &  \bf{ 0.74}  &  0.08  &  0.60  &  0.40  &  1.02 \cr 
##  5   &  \bf{ 0.81}  &  0.00  &  0.66  &  0.34  &  1.00 \cr 
##  6   &  \bf{ 0.60}  &  0.24  &  0.50  &  0.50  &  1.30 \cr 
##  7   &  -0.09  &  \bf{1.02}  &  1.00  &  0.00  &  1.02 \cr 
##  8   &  -0.16  &  0.29  &  0.08  &  0.92  &  1.53 \cr 
## \hline \cr SS loadings & 3.56 &  1.24 &  \cr  
## \cr 
##             \hline \cr 
## MR1   & 1.00 & 0.32 \cr 
##  MR2   & 0.32 & 1.00 \cr 
##  \hline 
## \end{tabular}
## \end{scriptsize}
## \end{center}
## \label{default}
## \end{table}
out_targetQ#get a heywood case. really poor fit
## Factor Analysis using method =  minres
## Call: fa(r = APSI_cor, nfactors = 2, n.obs = 1288, rotate = "TargetQ", 
##     Target = Targ_key)
## 
##  Warning: A Heywood case was detected. 
## Standardized loadings (pattern matrix) based upon correlation matrix
##     MR1  MR2    h2    u2 com
## 1  0.83 0.01 0.694 0.306 1.0
## 2  0.75 0.05 0.592 0.408 1.0
## 3  0.81 0.02 0.672 0.328 1.0
## 4  0.74 0.08 0.599 0.401 1.0
## 5  0.81 0.00 0.659 0.341 1.0
## 6  0.60 0.24 0.505 0.495 1.3
## 7 -0.09 1.02 0.995 0.005 1.0
## 8 -0.16 0.29 0.081 0.919 1.5
## 
##                        MR1  MR2
## SS loadings           3.56 1.24
## Proportion Var        0.44 0.15
## Cumulative Var        0.44 0.60
## Proportion Explained  0.74 0.26
## Cumulative Proportion 0.74 1.00
## 
##  With factor correlations of 
##      MR1  MR2
## MR1 1.00 0.32
## MR2 0.32 1.00
## 
## Mean item complexity =  1.1
## Test of the hypothesis that 2 factors are sufficient.
## 
## The degrees of freedom for the null model are  28  and the objective function was  3.82 with Chi Square of  4898.39
## The degrees of freedom for the model are 13  and the objective function was  0.18 
## 
## The root mean square of the residuals (RMSR) is  0.04 
## The df corrected root mean square of the residuals is  0.06 
## 
## The harmonic number of observations is  1288 with the empirical chi square  120.2  with prob <  1.8e-19 
## The total number of observations was  1288  with MLE Chi Square =  226.44  with prob <  4.9e-41 
## 
## Tucker Lewis Index of factoring reliability =  0.906
## RMSEA index =  0.113  and the 90 % confidence intervals are  0.1 0.126
## BIC =  133.35
## Fit based upon off diagonal values = 0.99
## Measures of factor score adequacy             
##                                                 MR1  MR2
## Correlation of scores with factors             0.95 1.00
## Multiple R square of scores with factors       0.91 0.99
## Minimum correlation of possible factor scores  0.82 0.99

CFI

1-((out_targetQ$STATISTIC - out_targetQ$dof)/(out_targetQ$null.chisq- out_targetQ$null.dof))
## [1] 0.956175

Try in with two factors 3 (talks about belifs as well) and 6 (negative question) being a seperate factor.

data <- read.csv("~/Dropbox/Git/stats/allsurveysYT1_Jan2016.csv", header=T)
APSI<-select(data,  APSI_1, APSI_2, APSI_4, APSI_7,  APSI_8,    APSI_5, APSI_3,  APSI_6)
APSI$APSI_6  <-  6- APSI$APSI_6
APSI<- data.frame(apply(APSI,2, as.numeric))
colnames(APSI) <- c("1","2", "3", "4", "5", "6", "7","8")
#Target rotation: choose "simple structure" a priori and can be applied to oblique and orthogonal rotation based on 
#what paper says facotrs should be MLQ
Targ_key <- make.keys(8,list(f1=1:6,f2=7:8))
Targ_key <- scrub(Targ_key,isvalue=1)  #fix the 0s, allow the NAs to be estimated
Targ_key <- list(Targ_key)
APSI_cor <- corFiml(APSI)
APSI_cor
##            1           2            3           4           5          6
## 1  1.0000000 0.686248357  0.673436529  0.61974433  0.65566219  0.5881005
## 2  0.6862484 1.000000000  0.607086624  0.53734103  0.61062409  0.5897553
## 3  0.6734365 0.607086624  1.000000000  0.67374287  0.67843958  0.5287717
## 4  0.6197443 0.537341028  0.673742874  1.00000000  0.66683390  0.5067699
## 5  0.6556622 0.610624090  0.678439576  0.66683390  1.00000000  0.5170080
## 6  0.5881005 0.589755314  0.528771683  0.50676991  0.51700800  1.0000000
## 7  0.2097511 0.228294887  0.215075960  0.25476260  0.18767318  0.3757412
## 8 -0.0277245 0.004749543 -0.005183542 -0.05011696 -0.05137862 -0.1385015
##           7            8
## 1 0.2097511 -0.027724499
## 2 0.2282949  0.004749543
## 3 0.2150760 -0.005183542
## 4 0.2547626 -0.050116959
## 5 0.1876732 -0.051378619
## 6 0.3757412 -0.138501481
## 7 1.0000000  0.254435806
## 8 0.2544358  1.000000000
out_targetQ <- fa(APSI_cor,2,rotate="TargetQ",n.obs = 1288,Target=Targ_key) #TargetT for orthogonal rotation
out_targetQ[c("loadings", "score.cor", "TLI", "RMSEA")]#many cross loadings
## $loadings
## 
## Loadings:
##   MR1    MR2   
## 1  0.844       
## 2  0.771       
## 3  0.829       
## 4  0.768       
## 5  0.826       
## 6  0.641  0.181
## 7         0.984
## 8 -0.120  0.292
## 
##                  MR1   MR2
## SS loadings    3.694 1.095
## Proportion Var 0.462 0.137
## Cumulative Var 0.462 0.599
## 
## $score.cor
##           [,1]      [,2]
## [1,] 1.0000000 0.1541564
## [2,] 0.1541564 1.0000000
## 
## $TLI
## [1] 0.905509
## 
## $RMSEA
##      RMSEA      lower      upper confidence 
##  0.1131745  0.1002634  0.1260428  0.1000000
fa2latex(fa(APSI_cor,2,rotate="TargetQ",n.obs = 807,Target=Targ_key), heading="Table 10. Factor Loadings for Confirmatory Factor Analysis with Target Rotation of APSI")
## % Called in the psych package  fa2latex % Called in the psych package  fa(APSI_cor, 2, rotate = "TargetQ", n.obs = 807, Target = Targ_key) % Called in the psych package  Table 10. Factor Loadings for Confirmatory Factor Analysis with Target Rotation of APSI 
## \begin{table}[htpb]\caption{fa2latex}
## \begin{center}
## \begin{scriptsize} 
## \begin{tabular} {l r r r r r }
##  \multicolumn{ 5 }{l}{ Table 10. Factor Loadings for Confirmatory Factor Analysis with Target Rotation of APSI } \cr 
##  \hline Variable  &   MR1  &  MR2  &  h2  &  u2  &  com \cr 
##   \hline 
## 1   &  \bf{ 0.84}  &  -0.05  &  0.69  &  0.31  &  1.01 \cr 
##  2   &  \bf{ 0.77}  &  -0.01  &  0.59  &  0.41  &  1.00 \cr 
##  3   &  \bf{ 0.83}  &  -0.04  &  0.67  &  0.33  &  1.00 \cr 
##  4   &  \bf{ 0.77}  &   0.02  &  0.60  &  0.40  &  1.00 \cr 
##  5   &  \bf{ 0.83}  &  -0.06  &  0.66  &  0.34  &  1.01 \cr 
##  6   &  \bf{ 0.64}  &   0.18  &  0.50  &  0.50  &  1.16 \cr 
##  7   &   0.05  &  \bf{ 0.98}  &  1.00  &  0.00  &  1.00 \cr 
##  8   &  -0.12  &   0.29  &  0.08  &  0.92  &  1.33 \cr 
## \hline \cr SS loadings & 3.7 &  1.1 &  \cr  
## \cr 
##             \hline \cr 
## MR1   & 1.00 & 0.26 \cr 
##  MR2   & 0.26 & 1.00 \cr 
##  \hline 
## \end{tabular}
## \end{scriptsize}
## \end{center}
## \label{default}
## \end{table}
out_targetQ# no heyward case but still not a great fit
## Factor Analysis using method =  minres
## Call: fa(r = APSI_cor, nfactors = 2, n.obs = 1288, rotate = "TargetQ", 
##     Target = Targ_key)
## Standardized loadings (pattern matrix) based upon correlation matrix
##     MR1   MR2    h2    u2 com
## 1  0.84 -0.05 0.694 0.306 1.0
## 2  0.77 -0.01 0.592 0.408 1.0
## 3  0.83 -0.04 0.672 0.328 1.0
## 4  0.77  0.02 0.599 0.401 1.0
## 5  0.83 -0.06 0.659 0.341 1.0
## 6  0.64  0.18 0.505 0.495 1.2
## 7  0.05  0.98 0.995 0.005 1.0
## 8 -0.12  0.29 0.081 0.919 1.3
## 
##                        MR1  MR2
## SS loadings           3.70 1.10
## Proportion Var        0.46 0.14
## Cumulative Var        0.46 0.60
## Proportion Explained  0.77 0.23
## Cumulative Proportion 0.77 1.00
## 
##  With factor correlations of 
##      MR1  MR2
## MR1 1.00 0.26
## MR2 0.26 1.00
## 
## Mean item complexity =  1.1
## Test of the hypothesis that 2 factors are sufficient.
## 
## The degrees of freedom for the null model are  28  and the objective function was  3.82 with Chi Square of  4898.39
## The degrees of freedom for the model are 13  and the objective function was  0.18 
## 
## The root mean square of the residuals (RMSR) is  0.04 
## The df corrected root mean square of the residuals is  0.06 
## 
## The harmonic number of observations is  1288 with the empirical chi square  120.2  with prob <  1.8e-19 
## The total number of observations was  1288  with MLE Chi Square =  226.44  with prob <  4.9e-41 
## 
## Tucker Lewis Index of factoring reliability =  0.906
## RMSEA index =  0.113  and the 90 % confidence intervals are  0.1 0.126
## BIC =  133.35
## Fit based upon off diagonal values = 0.99
## Measures of factor score adequacy             
##                                                 MR1  MR2
## Correlation of scores with factors             0.95 1.00
## Multiple R square of scores with factors       0.91 0.99
## Minimum correlation of possible factor scores  0.82 0.99

CFI

1-((out_targetQ$STATISTIC - out_targetQ$dof)/(out_targetQ$null.chisq- out_targetQ$null.dof))
## [1] 0.956175

Create dataset for Target rotation dropping question 3 that talks about having belifes and values and loads on all factors and six as seperate factors

data <- read.csv("~/Dropbox/Git/stats/allsurveysYT1_Jan2016.csv", header=T)
APSI<-select(data,  APSI_1, APSI_2, APSI_4, APSI_5, APSI_7,  APSI_8,  APSI_6)
str(APSI)
## 'data.frame':    1288 obs. of  7 variables:
##  $ APSI_1: int  4 3 3 3 4 5 4 4 5 4 ...
##  $ APSI_2: int  4 2 3 4 4 1 4 2 5 4 ...
##  $ APSI_4: int  3 4 3 3 3 5 4 4 5 4 ...
##  $ APSI_5: int  5 2 3 5 5 5 4 2 3 4 ...
##  $ APSI_7: int  1 4 3 3 1 4 4 3 3 4 ...
##  $ APSI_8: int  3 1 3 3 2 5 4 3 3 4 ...
##  $ APSI_6: int  2 3 3 4 2 3 4 4 1 4 ...
APSI$APSI_6  <-  6- APSI$APSI_6
APSI<- data.frame(apply(APSI,2, as.numeric))
colnames(APSI) <- c("1","2", "3", "4", "5", "6", "7")
#Target rotation: choose "simple structure" a priori and can be applied to oblique and orthogonal rotation based on 
Targ_key <- make.keys(7,list(f1=1:6, f2=7))
Targ_key <- scrub(Targ_key,isvalue=1)  #fix the 0s, allow the NAs to be estimated
Targ_key <- list(Targ_key)
APSI_cor <- corFiml(APSI)
out_targetQ <- fa(APSI_cor,2,rotate="TargetQ",n.obs = 1288,Target=Targ_key) #TargetT for orthogonal rotation
out_targetQ[c("loadings", "score.cor", "TLI", "RMSEA")]
## $loadings
## 
## Loadings:
##   MR1    MR2   
## 1  0.834  0.106
## 2  0.792  0.286
## 3  0.818 -0.136
## 4  0.684  0.158
## 5  0.780 -0.268
## 6  0.807 -0.128
## 7              
## 
##                  MR1   MR2
## SS loadings    3.721 0.225
## Proportion Var 0.532 0.032
## Cumulative Var 0.532 0.564
## 
## $<NA>
## NULL
## 
## $TLI
## [1] 0.9756803
## 
## $RMSEA
##      RMSEA      lower      upper confidence 
## 0.06381216 0.04738116 0.08115708 0.10000000
fa2latex(fa(APSI_cor,2,rotate="TargetQ",n.obs = 1288,Target=Targ_key), heading="Table 11. Factor Loadings for Confirmatory Factor Analysis with Target Rotation of APSI")
## % Called in the psych package  fa2latex % Called in the psych package  fa(APSI_cor, 2, rotate = "TargetQ", n.obs = 1288, Target = Targ_key) % Called in the psych package  Table 11. Factor Loadings for Confirmatory Factor Analysis with Target Rotation of APSI 
## \begin{table}[htpb]\caption{fa2latex}
## \begin{center}
## \begin{scriptsize} 
## \begin{tabular} {l r r r r r }
##  \multicolumn{ 5 }{l}{ Table 11. Factor Loadings for Confirmatory Factor Analysis with Target Rotation of APSI } \cr 
##  \hline Variable  &   MR1  &  MR2  &  h2  &  u2  &  com \cr 
##   \hline 
## 1   &  \bf{ 0.83}  &   0.11  &  0.71  &  0.29  &  1.03 \cr 
##  2   &  \bf{ 0.79}  &   0.29  &  0.71  &  0.29  &  1.26 \cr 
##  3   &  \bf{ 0.82}  &  -0.14  &  0.69  &  0.31  &  1.06 \cr 
##  4   &  \bf{ 0.68}  &   0.16  &  0.49  &  0.51  &  1.11 \cr 
##  5   &  \bf{ 0.78}  &  -0.27  &  0.68  &  0.32  &  1.23 \cr 
##  6   &  \bf{ 0.81}  &  -0.13  &  0.67  &  0.33  &  1.05 \cr 
##  7   &  -0.04  &   0.02  &  0.00  &  1.00  &  1.36 \cr 
## \hline \cr SS loadings & 3.72 &  0.23 &  \cr  
## \cr 
##             \hline \cr 
## MR1   & 1.00 & 0.00 \cr 
##  MR2   & 0.00 & 1.00 \cr 
##  \hline 
## \end{tabular}
## \end{scriptsize}
## \end{center}
## \label{default}
## \end{table}
out_targetQ#its a good fit but the second factor APSI 6 (negatively worded item) does not load at all and is clearly problemtic. 
## Factor Analysis using method =  minres
## Call: fa(r = APSI_cor, nfactors = 2, n.obs = 1288, rotate = "TargetQ", 
##     Target = Targ_key)
## Standardized loadings (pattern matrix) based upon correlation matrix
##     MR1   MR2     h2   u2 com
## 1  0.83  0.11 0.7054 0.29 1.0
## 2  0.79  0.29 0.7069 0.29 1.3
## 3  0.82 -0.14 0.6882 0.31 1.1
## 4  0.68  0.16 0.4923 0.51 1.1
## 5  0.78 -0.27 0.6824 0.32 1.2
## 6  0.81 -0.13 0.6689 0.33 1.0
## 7 -0.04  0.02 0.0024 1.00 1.4
## 
##                        MR1  MR2
## SS loadings           3.72 0.23
## Proportion Var        0.53 0.03
## Cumulative Var        0.53 0.56
## Proportion Explained  0.94 0.06
## Cumulative Proportion 0.94 1.00
## 
##  With factor correlations of 
##     MR1 MR2
## MR1   1   0
## MR2   0   1
## 
## Mean item complexity =  1.2
## Test of the hypothesis that 2 factors are sufficient.
## 
## The degrees of freedom for the null model are  21  and the objective function was  3.53 with Chi Square of  4532.16
## The degrees of freedom for the model are 8  and the objective function was  0.04 
## 
## The root mean square of the residuals (RMSR) is  0.03 
## The df corrected root mean square of the residuals is  0.04 
## 
## The harmonic number of observations is  1288 with the empirical chi square  40.44  with prob <  2.7e-06 
## The total number of observations was  1288  with MLE Chi Square =  49.75  with prob <  4.6e-08 
## 
## Tucker Lewis Index of factoring reliability =  0.976
## RMSEA index =  0.064  and the 90 % confidence intervals are  0.047 0.081
## BIC =  -7.54
## Fit based upon off diagonal values = 1
## Measures of factor score adequacy             
##                                                 MR1   MR2
## Correlation of scores with factors             0.96  0.64
## Multiple R square of scores with factors       0.92  0.41
## Minimum correlation of possible factor scores  0.84 -0.18

CFI

1-((out_targetQ$STATISTIC - out_targetQ$dof)/(out_targetQ$null.chisq- out_targetQ$null.dof))
## [1] 0.990745

Create dataset for Target rotation as one factor

data <- read.csv("~/Dropbox/Git/stats/allsurveysYT1_Jan2016.csv", header=T)
APSI<-select(data,  APSI_1, APSI_2, APSI_3, APSI_4, APSI_5, APSI_6, APSI_7, APSI_8)
APSI$APSI_6  <-  6- APSI$APSI_6
APSI<- data.frame(apply(APSI,2, as.numeric))
colnames(APSI) <- c("1","2", "3", "4", "5", "6", "7", "8")
#Target rotation: choose "simple structure" a priori and can be applied to oblique and orthogonal rotation based on 
Targ_key <- make.keys(8,list(f1=1:8))
Targ_key <- scrub(Targ_key,isvalue=1)  #fix the 0s, allow the NAs to be estimated
Targ_key <- list(Targ_key)
APSI_cor <- corFiml(APSI)
out_targetQ <- fa(APSI_cor,1,rotate="TargetQ",n.obs = 807,Target=Targ_key) #TargetT for orthogonal rotation
fa2latex(fa(APSI_cor,1,rotate="TargetQ",n.obs = 807,Target=Targ_key), heading="Table 1. Factor Loadings for Confirmatory Factor Analysis with Target Rotation of APSI")
## % Called in the psych package  fa2latex % Called in the psych package  fa(APSI_cor, 1, rotate = "TargetQ", n.obs = 807, Target = Targ_key) % Called in the psych package  Table 1. Factor Loadings for Confirmatory Factor Analysis with Target Rotation of APSI 
## \begin{table}[htpb]\caption{fa2latex}
## \begin{center}
## \begin{scriptsize} 
## \begin{tabular} {l r r r r }
##  \multicolumn{ 4 }{l}{ Table 1. Factor Loadings for Confirmatory Factor Analysis with Target Rotation of APSI } \cr 
##  \hline Variable  &   MR1  &  MR1.1  &  MR1.2  &  com \cr 
##   \hline 
## 1   &  \bf{ 0.83}  &  0.69  &  0.31  &  1 \cr 
##  2   &  \bf{ 0.77}  &  0.59  &  0.41  &  1 \cr 
##  3   &   0.29  &  0.09  &  0.91  &  1 \cr 
##  4   &  \bf{ 0.82}  &  0.67  &  0.33  &  1 \cr 
##  5   &  \bf{ 0.69}  &  0.47  &  0.53  &  1 \cr 
##  6   &  -0.04  &  0.00  &  1.00  &  1 \cr 
##  7   &  \bf{ 0.77}  &  0.60  &  0.40  &  1 \cr 
##  8   &  \bf{ 0.81}  &  0.65  &  0.35  &  1 \cr 
## \hline \cr SS loadings & 3.77 &  \cr  
##  \hline 
## \end{tabular}
## \end{scriptsize}
## \end{center}
## \label{default}
## \end{table}
out_targetQ[c("loadings", "score.cor", "TLI", "RMSEA")]
## $loadings
## 
## Loadings:
##   MR1   
## 1  0.831
## 2  0.771
## 3  0.294
## 4  0.819
## 5  0.687
## 6       
## 7  0.774
## 8  0.807
## 
##                  MR1
## SS loadings    3.765
## Proportion Var 0.471
## 
## $<NA>
## NULL
## 
## $TLI
## [1] 0.8837613
## 
## $RMSEA
##      RMSEA      lower      upper confidence 
##  0.1253194  0.1119293  0.1383096  0.1000000
out_targetQ#a really poor fit, 3 and 6 causing mjor problems. 
## Factor Analysis using method =  minres
## Call: fa(r = APSI_cor, nfactors = 1, n.obs = 807, rotate = "TargetQ", 
##     Target = Targ_key)
## Standardized loadings (pattern matrix) based upon correlation matrix
##     MR1     h2   u2 com
## 1  0.83 0.6907 0.31   1
## 2  0.77 0.5941 0.41   1
## 3  0.29 0.0865 0.91   1
## 4  0.82 0.6705 0.33   1
## 5  0.69 0.4724 0.53   1
## 6 -0.04 0.0015 1.00   1
## 7  0.77 0.5987 0.40   1
## 8  0.81 0.6511 0.35   1
## 
##                 MR1
## SS loadings    3.77
## Proportion Var 0.47
## 
## Mean item complexity =  1
## Test of the hypothesis that 1 factor is sufficient.
## 
## The degrees of freedom for the null model are  28  and the objective function was  3.82 with Chi Square of  3062.69
## The degrees of freedom for the model are 20  and the objective function was  0.34 
## 
## The root mean square of the residuals (RMSR) is  0.07 
## The df corrected root mean square of the residuals is  0.08 
## 
## The harmonic number of observations is  807 with the empirical chi square  224.43  with prob <  1.6e-36 
## The total number of observations was  807  with MLE Chi Square =  271.75  with prob <  4.5e-46 
## 
## Tucker Lewis Index of factoring reliability =  0.884
## RMSEA index =  0.125  and the 90 % confidence intervals are  0.112 0.138
## BIC =  137.89
## Fit based upon off diagonal values = 0.98
## Measures of factor score adequacy             
##                                                 MR1
## Correlation of scores with factors             0.95
## Multiple R square of scores with factors       0.91
## Minimum correlation of possible factor scores  0.82

CFI

1-((out_targetQ$STATISTIC - out_targetQ$dof)/(out_targetQ$null.chisq- out_targetQ$null.dof))
## [1] 0.917042

``` #Create dataset for Target rotation droping 3 and 6 and the rest as one factor

data <- read.csv("~/Dropbox/Git/stats/allsurveysYT1_Jan2016.csv", header=T)
APSI<-select(data,  APSI_1, APSI_2, APSI_4, APSI_5, APSI_7, APSI_8)
APSI<- data.frame(apply(APSI,2, as.numeric))
colnames(APSI) <- c("1","2", "3", "4", "5", "6")
#Target rotation: choose "simple structure" a priori and can be applied to oblique and orthogonal rotation based on 
Targ_key <- make.keys(6,list(f1=1:6))
Targ_key <- scrub(Targ_key,isvalue=1)  #fix the 0s, allow the NAs to be estimated
Targ_key <- list(Targ_key)
APSI_cor <- corFiml(APSI)
out_targetQ <- fa(APSI_cor,1,rotate="TargetQ",n.obs = 807,Target=Targ_key) #TargetT for orthogonal rotation
fa2latex(fa(APSI_cor,1,rotate="TargetQ",n.obs = 807,Target=Targ_key), heading="Table 1. Factor Loadings for Confirmatory Factor Analysis with Target Rotation of APSI")
## % Called in the psych package  fa2latex % Called in the psych package  fa(APSI_cor, 1, rotate = "TargetQ", n.obs = 807, Target = Targ_key) % Called in the psych package  Table 1. Factor Loadings for Confirmatory Factor Analysis with Target Rotation of APSI 
## \begin{table}[htpb]\caption{fa2latex}
## \begin{center}
## \begin{scriptsize} 
## \begin{tabular} {l r r r r }
##  \multicolumn{ 4 }{l}{ Table 1. Factor Loadings for Confirmatory Factor Analysis with Target Rotation of APSI } \cr 
##  \hline Variable  &   MR1  &  MR1.1  &  MR1.2  &  com \cr 
##   \hline 
## 1   &  \bf{0.83}  &  0.69  &  0.31  &  1 \cr 
##  2   &  \bf{0.77}  &  0.59  &  0.41  &  1 \cr 
##  3   &  \bf{0.82}  &  0.67  &  0.33  &  1 \cr 
##  4   &  \bf{0.68}  &  0.46  &  0.54  &  1 \cr 
##  5   &  \bf{0.77}  &  0.60  &  0.40  &  1 \cr 
##  6   &  \bf{0.81}  &  0.65  &  0.35  &  1 \cr 
## \hline \cr SS loadings & 3.67 &  \cr  
##  \hline 
## \end{tabular}
## \end{scriptsize}
## \end{center}
## \label{default}
## \end{table}
out_targetQ[c("loadings", "score.cor", "TLI", "RMSEA")]
## $loadings
## 
## Loadings:
##   MR1  
## 1 0.833
## 2 0.771
## 3 0.820
## 4 0.680
## 5 0.773
## 6 0.809
## 
##                  MR1
## SS loadings    3.674
## Proportion Var 0.612
## 
## $<NA>
## NULL
## 
## $TLI
## [1] 0.9572134
## 
## $RMSEA
##      RMSEA      lower      upper confidence 
## 0.09959865 0.08005932 0.11973932 0.10000000
out_targetQ
## Factor Analysis using method =  minres
## Call: fa(r = APSI_cor, nfactors = 1, n.obs = 807, rotate = "TargetQ", 
##     Target = Targ_key)
## Standardized loadings (pattern matrix) based upon correlation matrix
##    MR1   h2   u2 com
## 1 0.83 0.69 0.31   1
## 2 0.77 0.59 0.41   1
## 3 0.82 0.67 0.33   1
## 4 0.68 0.46 0.54   1
## 5 0.77 0.60 0.40   1
## 6 0.81 0.65 0.35   1
## 
##                 MR1
## SS loadings    3.67
## Proportion Var 0.61
## 
## Mean item complexity =  1
## Test of the hypothesis that 1 factor is sufficient.
## 
## The degrees of freedom for the null model are  15  and the objective function was  3.49 with Chi Square of  2806.65
## The degrees of freedom for the model are 9  and the objective function was  0.1 
## 
## The root mean square of the residuals (RMSR) is  0.03 
## The df corrected root mean square of the residuals is  0.04 
## 
## The harmonic number of observations is  807 with the empirical chi square  28.69  with prob <  0.00073 
## The total number of observations was  807  with MLE Chi Square =  80.61  with prob <  1.2e-13 
## 
## Tucker Lewis Index of factoring reliability =  0.957
## RMSEA index =  0.1  and the 90 % confidence intervals are  0.08 0.12
## BIC =  20.37
## Fit based upon off diagonal values = 1
## Measures of factor score adequacy             
##                                                 MR1
## Correlation of scores with factors             0.95
## Multiple R square of scores with factors       0.91
## Minimum correlation of possible factor scores  0.82
#Good loadings and decent fit. RMSEA not that great 

CFI

1-((out_targetQ$STATISTIC - out_targetQ$dof)/(out_targetQ$null.chisq- out_targetQ$null.dof))
## [1] 0.9743495

``` #Create dataset for Target rotation with two factors of a six item scale. One focused on how one feels about life now (items 1,2 and 5) and the other about ones future (items 4, 7 and 8)

data <- read.csv("~/Dropbox/Git/stats/allsurveysYT1_Jan2016.csv", header=T)
APSI<-select(data,  APSI_1, APSI_2, APSI_5, APSI_4, APSI_7, APSI_8)
APSI<- data.frame(apply(APSI,2, as.numeric))
colnames(APSI) <- c("1","2", "3", "4", "5", "6")
#Target rotation: choose "simple structure" a priori and can be applied to oblique and orthogonal rotation based on 
Targ_key <- make.keys(6,list(f1=1:3, f2=4:6))
Targ_key <- scrub(Targ_key,isvalue=1)  #fix the 0s, allow the NAs to be estimated
Targ_key <- list(Targ_key)
APSI_cor <- corFiml(APSI)
out_targetQ <- fa(APSI_cor,2,rotate="TargetQ",n.obs = 1288,Target=Targ_key) #TargetT for orthogonal rotation
fa2latex(fa(APSI_cor,1,rotate="TargetQ",n.obs = 1288,Target=Targ_key), heading="Table 1. Factor Loadings for Confirmatory Factor Analysis with Target Rotation of APSI")
## % Called in the psych package  fa2latex % Called in the psych package  fa(APSI_cor, 1, rotate = "TargetQ", n.obs = 1288, Target = Targ_key) % Called in the psych package  Table 1. Factor Loadings for Confirmatory Factor Analysis with Target Rotation of APSI 
## \begin{table}[htpb]\caption{fa2latex}
## \begin{center}
## \begin{scriptsize} 
## \begin{tabular} {l r r r r }
##  \multicolumn{ 4 }{l}{ Table 1. Factor Loadings for Confirmatory Factor Analysis with Target Rotation of APSI } \cr 
##  \hline Variable  &   MR1  &  MR1.1  &  MR1.2  &  com \cr 
##   \hline 
## 1   &  \bf{0.83}  &  0.69  &  0.31  &  1 \cr 
##  2   &  \bf{0.77}  &  0.59  &  0.41  &  1 \cr 
##  3   &  \bf{0.68}  &  0.46  &  0.54  &  1 \cr 
##  4   &  \bf{0.82}  &  0.67  &  0.33  &  1 \cr 
##  5   &  \bf{0.77}  &  0.60  &  0.40  &  1 \cr 
##  6   &  \bf{0.81}  &  0.65  &  0.35  &  1 \cr 
## \hline \cr SS loadings & 3.67 &  \cr  
##  \hline 
## \end{tabular}
## \end{scriptsize}
## \end{center}
## \label{default}
## \end{table}
out_targetQ[c("loadings", "score.cor", "TLI", "RMSEA")]
## $loadings
## 
## Loadings:
##   MR2    MR1   
## 1  0.260  0.602
## 2 -0.151  0.976
## 3         0.640
## 4  0.706  0.139
## 5  0.936 -0.130
## 6  0.677  0.157
## 
##                  MR2   MR1
## SS loadings    1.929 1.785
## Proportion Var 0.321 0.298
## Cumulative Var 0.321 0.619
## 
## $score.cor
##          [,1]     [,2]
## [1,] 1.000000 0.763866
## [2,] 0.763866 1.000000
## 
## $TLI
## [1] 0.9980341
## 
## $RMSEA
##      RMSEA      lower      upper confidence 
## 0.02142399         NA 0.05101918 0.10000000
out_targetQ
## Factor Analysis using method =  minres
## Call: fa(r = APSI_cor, nfactors = 2, n.obs = 1288, rotate = "TargetQ", 
##     Target = Targ_key)
## Standardized loadings (pattern matrix) based upon correlation matrix
##     MR2   MR1   h2   u2 com
## 1  0.26  0.60 0.70 0.30 1.4
## 2 -0.15  0.98 0.72 0.28 1.0
## 3  0.07  0.64 0.49 0.51 1.0
## 4  0.71  0.14 0.69 0.31 1.1
## 5  0.94 -0.13 0.68 0.32 1.0
## 6  0.68  0.16 0.67 0.33 1.1
## 
##                        MR2  MR1
## SS loadings           2.05 1.90
## Proportion Var        0.34 0.32
## Cumulative Var        0.34 0.66
## Proportion Explained  0.52 0.48
## Cumulative Proportion 0.52 1.00
## 
##  With factor correlations of 
##      MR2  MR1
## MR2 1.00 0.87
## MR1 0.87 1.00
## 
## Mean item complexity =  1.1
## Test of the hypothesis that 2 factors are sufficient.
## 
## The degrees of freedom for the null model are  15  and the objective function was  3.49 with Chi Square of  4487.5
## The degrees of freedom for the model are 4  and the objective function was  0 
## 
## The root mean square of the residuals (RMSR) is  0.01 
## The df corrected root mean square of the residuals is  0.01 
## 
## The harmonic number of observations is  1288 with the empirical chi square  1.77  with prob <  0.78 
## The total number of observations was  1288  with MLE Chi Square =  6.34  with prob <  0.18 
## 
## Tucker Lewis Index of factoring reliability =  0.998
## RMSEA index =  0.021  and the 90 % confidence intervals are  NA 0.051
## BIC =  -22.3
## Fit based upon off diagonal values = 1
## Measures of factor score adequacy             
##                                                 MR2  MR1
## Correlation of scores with factors             0.94 0.94
## Multiple R square of scores with factors       0.89 0.88
## Minimum correlation of possible factor scores  0.78 0.77
#This is a great fit to the data and the loadings are also good.

CFI

1-((out_targetQ$STATISTIC - out_targetQ$dof)/(out_targetQ$null.chisq- out_targetQ$null.dof))
## [1] 0.9994763

Lavaan for one factor model

create the models

data <- read.csv("~/Dropbox/Git/stats/allsurveysYT1_Jan2016.csv", header=T)
APSI<-select(data,  APSI_1, APSI_2, APSI_3, APSI_4, APSI_5, APSI_6, APSI_7, APSI_8)
APSIone.model= ' Factor1  =~ APSI_1 + APSI_2 + APSI_3 + APSI_4 + APSI_5 + APSI_6 + APSI_7 + APSI_8'
APSIone.fit=cfa(APSIone.model, data=APSI, missing = "fiml")
## Warning in lav_data_full(data = data, group = group, group.label = group.label, : lavaan WARNING: some cases are empty and will be removed:
##   145 150 151 152 156 157 171 173 206 207 208 209 212 213 221 222 223 238 239 240 244 249 250 251 252 253 256 257 258 259 261 263 265 266 268 275 279 280 283 284 290 294 297 298 299 300 301 302 304 305 307 308 311 312 314 315 316 317 320 322 323 325 328 330 331 332 335 336 338 340 342 343 345 348 350 351 352 354 355 356 357 358 362 366 368 371 373 374 375 377 380 383 384 393 394 395 396 398 399 402 403 408 409 410 412 414 415 417 419 420 426 428 432 437 438 439 440 443 444 445 448 450 453 455 458 461 462 464 467 468 472 476 478 479 480 482 483 485 488 489 490 492 493 494 495 496 497 498 499 500 501 502 503 504 505 507 508 509 512 513 514 517 518 525 526 527 528 529 530 531 532 533 534 535 536 538 544 545 546 547 548 549 550 551 552 553 555 556 557 558 559 560 562 564 572 573 574 575 576 580 581 582 583 584 585 587 588 590 591 592 593 595 596 598 600 601 602 603 604 606 609 610 613 614 618 619 621 623 667 668 669 670 671 672 673 674 675 676 677 679 680 681 682 683 684 685 686 687 688 689 690 691 692 693 694 695 696 697 698 699 700 701 702 703 704 705 706 707 709 710 711 712 713 714 715 716 717 718 719 720 721 722 723 724 725 726 727 728 729 730 731 732 733 734 735 736 737 738 790 807 815 910 911 912 913 937 938 957 1031 1034 1035 1037 1038 1039 1237 1238 1239 1240 1241 1242 1244 1245 1248 1249 1250 1253 1254 1256 1257 1258 1259 1260 1262 1264 1265 1266 1267 1268 1271 1273 1274 1275 1276 1277 1278 1279 1280 1281 1282 1283 1285 1287 1288
## Found more than one class "Model" in cache; using the first, from namespace 'lavaan'
semPaths(APSIone.fit, whatLabels = "std", layout = "tree")

summary(APSIone.fit, standardized = TRUE, rsquare=TRUE)
## lavaan (0.5-20) converged normally after  22 iterations
## 
##                                                   Used       Total
##   Number of observations                           935        1288
## 
##   Number of missing patterns                         1
## 
##   Estimator                                         ML
##   Minimum Function Test Statistic              316.884
##   Degrees of freedom                                20
##   P-value (Chi-square)                           0.000
## 
## Parameter Estimates:
## 
##   Information                                 Observed
##   Standard Errors                             Standard
## 
## Latent Variables:
##                    Estimate  Std.Err  Z-value  P(>|z|)   Std.lv  Std.all
##   Factor1 =~                                                            
##     APSI_1            1.000                               0.999    0.831
##     APSI_2            0.860    0.032   27.122    0.000    0.859    0.771
##     APSI_3            0.293    0.034    8.733    0.000    0.293    0.294
##     APSI_4            0.972    0.034   28.927    0.000    0.970    0.819
##     APSI_5            0.722    0.031   23.001    0.000    0.721    0.687
##     APSI_6            0.054    0.048    1.135    0.257    0.054    0.039
##     APSI_7            0.878    0.033   26.533    0.000    0.877    0.774
##     APSI_8            0.976    0.035   28.262    0.000    0.975    0.807
## 
## Intercepts:
##                    Estimate  Std.Err  Z-value  P(>|z|)   Std.lv  Std.all
##     APSI_1            3.720    0.039   94.639    0.000    3.720    3.095
##     APSI_2            3.889    0.036  106.645    0.000    3.889    3.488
##     APSI_3            3.865    0.033  118.698    0.000    3.865    3.882
##     APSI_4            3.828    0.039   98.761    0.000    3.828    3.230
##     APSI_5            4.135    0.034  120.517    0.000    4.135    3.941
##     APSI_6            2.876    0.046   63.003    0.000    2.876    2.060
##     APSI_7            3.863    0.037  104.249    0.000    3.863    3.409
##     APSI_8            3.811    0.040   96.421    0.000    3.811    3.153
##     Factor1           0.000                               0.000    0.000
## 
## Variances:
##                    Estimate  Std.Err  Z-value  P(>|z|)   Std.lv  Std.all
##     APSI_1            0.447    0.027   16.564    0.000    0.447    0.309
##     APSI_2            0.505    0.028   18.240    0.000    0.505    0.406
##     APSI_3            0.906    0.042   21.409    0.000    0.906    0.914
##     APSI_4            0.463    0.027   17.063    0.000    0.463    0.330
##     APSI_5            0.581    0.030   19.577    0.000    0.581    0.528
##     APSI_6            1.945    0.090   21.618    0.000    1.945    0.998
##     APSI_7            0.515    0.028   18.192    0.000    0.515    0.401
##     APSI_8            0.510    0.029   17.441    0.000    0.510    0.349
##     Factor1           0.998    0.066   15.151    0.000    1.000    1.000
## 
## R-Square:
##                    Estimate
##     APSI_1            0.691
##     APSI_2            0.594
##     APSI_3            0.086
##     APSI_4            0.670
##     APSI_5            0.472
##     APSI_6            0.002
##     APSI_7            0.599
##     APSI_8            0.651
correl1 = residuals(APSIone.fit, type="cor")
correl1
## $type
## [1] "cor.bollen"
## 
## $cor
##        APSI_1 APSI_2 APSI_3 APSI_4 APSI_5 APSI_6 APSI_7 APSI_8
## APSI_1  0.000                                                 
## APSI_2  0.046  0.000                                          
## APSI_3 -0.035  0.002  0.000                                   
## APSI_4 -0.007 -0.024 -0.026  0.000                            
## APSI_5  0.017  0.060  0.174 -0.034  0.000                     
## APSI_6 -0.005 -0.035 -0.266 -0.027  0.112  0.000              
## APSI_7 -0.023 -0.059  0.027  0.040 -0.025  0.020  0.000       
## APSI_8 -0.015 -0.011 -0.050  0.018 -0.038  0.020  0.042  0.000
## 
## $mean
## APSI_1 APSI_2 APSI_3 APSI_4 APSI_5 APSI_6 APSI_7 APSI_8 
##      0      0      0      0      0      0      0      0
#View(correl1$cor)
modindices(APSIone.fit, sort. = TRUE, minimum.value = 3.84)
##       lhs op    rhs     mi    epc sepc.lv sepc.all sepc.nox
## 42 APSI_3 ~~ APSI_6 73.159 -0.373  -0.373   -0.268   -0.268
## 41 APSI_3 ~~ APSI_5 65.019  0.202   0.202    0.193    0.193
## 38 APSI_2 ~~ APSI_7 30.717 -0.114  -0.114   -0.091   -0.091
## 27 APSI_1 ~~ APSI_2 27.892  0.110   0.110    0.082    0.082
## 49 APSI_5 ~~ APSI_6 24.328  0.180   0.180    0.123    0.123
## 36 APSI_2 ~~ APSI_5 21.447  0.096   0.096    0.082    0.082
## 54 APSI_7 ~~ APSI_8 20.114  0.097   0.097    0.071    0.071
## 47 APSI_4 ~~ APSI_7 19.760  0.093   0.093    0.070    0.070
## 51 APSI_5 ~~ APSI_8 10.473 -0.070  -0.070   -0.055   -0.055
## 45 APSI_4 ~~ APSI_5  9.355 -0.064  -0.064   -0.051   -0.051
## 44 APSI_3 ~~ APSI_8  9.002 -0.074  -0.074   -0.062   -0.062
## 32 APSI_1 ~~ APSI_7  7.444 -0.058  -0.058   -0.042   -0.042
## 35 APSI_2 ~~ APSI_4  6.969 -0.055  -0.055   -0.041   -0.041
## 28 APSI_1 ~~ APSI_3  5.194 -0.054  -0.054   -0.045   -0.045
## 48 APSI_4 ~~ APSI_8  4.865  0.048   0.048    0.034    0.034
## 33 APSI_1 ~~ APSI_8  3.896 -0.044  -0.044   -0.030   -0.030
fitmeasures(APSIone.fit) 
##                npar                fmin               chisq 
##              24.000               0.169             316.884 
##                  df              pvalue      baseline.chisq 
##              20.000               0.000            3568.378 
##         baseline.df     baseline.pvalue                 cfi 
##              28.000               0.000               0.916 
##                 tli                nnfi                 rfi 
##               0.883               0.883               0.876 
##                 nfi                pnfi                 ifi 
##               0.911               0.651               0.916 
##                 rni                logl   unrestricted.logl 
##               0.916          -10066.917           -9908.475 
##                 aic                 bic              ntotal 
##           20181.834           20298.007             935.000 
##                bic2               rmsea      rmsea.ci.lower 
##           20221.785               0.126               0.114 
##      rmsea.ci.upper        rmsea.pvalue                 rmr 
##               0.138               0.000               0.074 
##          rmr_nomean                srmr        srmr_bentler 
##               0.082               0.056               0.056 
## srmr_bentler_nomean         srmr_bollen  srmr_bollen_nomean 
##               0.062               0.056               0.062 
##          srmr_mplus   srmr_mplus_nomean               cn_05 
##               0.056               0.062              93.680 
##               cn_01                 gfi                agfi 
##             111.843               0.991               0.981 
##                pgfi                 mfi                ecvi 
##               0.451               0.853                  NA
#Models as a single purpose factor--terrible fit

Three factors with 3 and 6 anmd seperate factors

data <- read.csv("~/Dropbox/Git/stats/allsurveysYT1_Jan2016.csv", header=T)
APSI<-select(data,  APSI_1, APSI_2, APSI_3, APSI_4, APSI_5, APSI_6, APSI_7, APSI_8)
APSI3.model= 'Factor1  =~ APSI_1 + APSI_2 + APSI_4 + APSI_5 + APSI_7 + APSI_8
Factor 2 =~ APSI_3  
Factor 3 =~ APSI_6'
APSI3.fit=cfa(APSI3.model, data=APSI, missing = "ML")
## Warning in lav_data_full(data = data, group = group, group.label = group.label, : lavaan WARNING: some cases are empty and will be removed:
##   145 150 151 152 156 157 171 173 206 207 208 209 212 213 221 222 223 238 239 240 244 249 250 251 252 253 256 257 258 259 261 263 265 266 268 275 279 280 283 284 290 294 297 298 299 300 301 302 304 305 307 308 311 312 314 315 316 317 320 322 323 325 328 330 331 332 335 336 338 340 342 343 345 348 350 351 352 354 355 356 357 358 362 366 368 371 373 374 375 377 380 383 384 393 394 395 396 398 399 402 403 408 409 410 412 414 415 417 419 420 426 428 432 437 438 439 440 443 444 445 448 450 453 455 458 461 462 464 467 468 472 476 478 479 480 482 483 485 488 489 490 492 493 494 495 496 497 498 499 500 501 502 503 504 505 507 508 509 512 513 514 517 518 525 526 527 528 529 530 531 532 533 534 535 536 538 544 545 546 547 548 549 550 551 552 553 555 556 557 558 559 560 562 564 572 573 574 575 576 580 581 582 583 584 585 587 588 590 591 592 593 595 596 598 600 601 602 603 604 606 609 610 613 614 618 619 621 623 667 668 669 670 671 672 673 674 675 676 677 679 680 681 682 683 684 685 686 687 688 689 690 691 692 693 694 695 696 697 698 699 700 701 702 703 704 705 706 707 709 710 711 712 713 714 715 716 717 718 719 720 721 722 723 724 725 726 727 728 729 730 731 732 733 734 735 736 737 738 790 807 815 910 911 912 913 937 938 957 1031 1034 1035 1037 1038 1039 1237 1238 1239 1240 1241 1242 1244 1245 1248 1249 1250 1253 1254 1256 1257 1258 1259 1260 1262 1264 1265 1266 1267 1268 1271 1273 1274 1275 1276 1277 1278 1279 1280 1281 1282 1283 1285 1287 1288
semPaths(APSI3.fit, whatLabels = "std", layout = "tree")

summary(APSI3.fit, standardized = TRUE, rsquare=TRUE)
## lavaan (0.5-20) converged normally after  39 iterations
## 
##                                                   Used       Total
##   Number of observations                           935        1288
## 
##   Number of missing patterns                         1
## 
##   Estimator                                         ML
##   Minimum Function Test Statistic              240.621
##   Degrees of freedom                                19
##   P-value (Chi-square)                           0.000
## 
## Parameter Estimates:
## 
##   Information                                 Observed
##   Standard Errors                             Standard
## 
## Latent Variables:
##                    Estimate  Std.Err  Z-value  P(>|z|)   Std.lv  Std.all
##   Factor1 =~                                                            
##     APSI_1            1.000                               0.998    0.831
##     APSI_2            0.860    0.032   27.083    0.000    0.859    0.770
##     APSI_4            0.971    0.034   28.883    0.000    0.969    0.818
##     APSI_5            0.725    0.031   23.076    0.000    0.723    0.690
##     APSI_7            0.879    0.033   26.536    0.000    0.877    0.774
##     APSI_8            0.977    0.035   28.244    0.000    0.975    0.807
##   Factor2 =~                                                            
##     APSI_3            1.000                               0.996    1.000
##   Factor3 =~                                                            
##     APSI_6            1.000                               1.396    1.000
## 
## Covariances:
##                    Estimate  Std.Err  Z-value  P(>|z|)   Std.lv  Std.all
##   Factor1 ~~                                                            
##     Factor2           0.294    0.036    8.166    0.000    0.295    0.295
##     Factor3           0.066    0.048    1.388    0.165    0.048    0.048
##   Factor2 ~~                                                            
##     Factor3          -0.354    0.047   -7.540    0.000   -0.254   -0.254
## 
## Intercepts:
##                    Estimate  Std.Err  Z-value  P(>|z|)   Std.lv  Std.all
##     APSI_1            3.720    0.039   94.639    0.000    3.720    3.095
##     APSI_2            3.889    0.036  106.645    0.000    3.889    3.488
##     APSI_4            3.828    0.039   98.761    0.000    3.828    3.230
##     APSI_5            4.135    0.034  120.517    0.000    4.135    3.941
##     APSI_7            3.863    0.037  104.249    0.000    3.863    3.409
##     APSI_8            3.811    0.040   96.421    0.000    3.811    3.153
##     APSI_3            3.865    0.033  118.698    0.000    3.865    3.882
##     APSI_6            2.876    0.046   63.003    0.000    2.876    2.060
##     Factor1           0.000                               0.000    0.000
##     Factor2           0.000                               0.000    0.000
##     Factor3           0.000                               0.000    0.000
## 
## Variances:
##                    Estimate  Std.Err  Z-value  P(>|z|)   Std.lv  Std.all
##     APSI_1            0.448    0.027   16.592    0.000    0.448    0.310
##     APSI_2            0.506    0.028   18.258    0.000    0.506    0.407
##     APSI_4            0.465    0.027   17.095    0.000    0.465    0.331
##     APSI_5            0.577    0.030   19.537    0.000    0.577    0.524
##     APSI_7            0.515    0.028   18.187    0.000    0.515    0.401
##     APSI_8            0.510    0.029   17.451    0.000    0.510    0.349
##     APSI_3            0.000                               0.000    0.000
##     APSI_6            0.000                               0.000    0.000
##     Factor1           0.997    0.066   15.139    0.000    1.000    1.000
##     Factor2           0.991    0.046   21.622    0.000    1.000    1.000
##     Factor3           1.948    0.090   21.622    0.000    1.000    1.000
## 
## R-Square:
##                    Estimate
##     APSI_1            0.690
##     APSI_2            0.593
##     APSI_4            0.669
##     APSI_5            0.476
##     APSI_7            0.599
##     APSI_8            0.651
##     APSI_3            1.000
##     APSI_6            1.000
correl1 = residuals(APSI3.fit, type="cor")
correl1
## $type
## [1] "cor.bollen"
## 
## $cor
##        APSI_1 APSI_2 APSI_4 APSI_5 APSI_7 APSI_8 APSI_3 APSI_6
## APSI_1  0.000                                                 
## APSI_2  0.046  0.000                                          
## APSI_4 -0.006 -0.023  0.000                                   
## APSI_5  0.015  0.059 -0.035  0.000                            
## APSI_7 -0.023 -0.059  0.041 -0.027  0.000                     
## APSI_8 -0.014 -0.011  0.018 -0.039  0.042  0.000              
## APSI_3 -0.036  0.001 -0.027  0.172  0.026 -0.051  0.000       
## APSI_6 -0.012 -0.041 -0.034  0.106  0.013  0.013  0.000  0.000
## 
## $mean
## APSI_1 APSI_2 APSI_4 APSI_5 APSI_7 APSI_8 APSI_3 APSI_6 
##      0      0      0      0      0      0      0      0
correl2 = residuals(APSI3.fit, type="standardized")
correl2$cov
##        APSI_1 APSI_2 APSI_4 APSI_5 APSI_7 APSI_8 APSI_3 APSI_6
## APSI_1     NA                                                 
## APSI_2  4.285     NA                                          
## APSI_4 -0.888 -2.953  0.000                                   
## APSI_5  1.402  3.972 -3.735  0.000                            
## APSI_7 -3.285 -7.773  3.710 -2.305     NA                     
## APSI_8 -2.201 -1.199  2.064 -4.003  3.726  0.000              
## APSI_3 -2.435  0.042 -1.714  7.314  1.422 -3.192     NA       
## APSI_6 -0.745 -2.162 -2.025  4.604  0.692  0.741  0.000  0.000
modindices(APSI3.fit, sort. = TRUE, minimum.value = 3.84)
##        lhs op    rhs     mi    epc sepc.lv sepc.all sepc.nox
## 70  APSI_5 ~~ APSI_3 95.097  0.234   0.234    0.224    0.224
## 39 Factor2 =~ APSI_5 64.355  0.221   0.220    0.210    0.210
## 71  APSI_5 ~~ APSI_6 52.222  0.252   0.252    0.172    0.172
## 59  APSI_2 ~~ APSI_7 30.503 -0.114  -0.114   -0.090   -0.090
## 50  APSI_1 ~~ APSI_2 28.642  0.111   0.111    0.083    0.083
## 46 Factor3 =~ APSI_5 21.928  0.088   0.122    0.116    0.116
## 58  APSI_2 ~~ APSI_5 20.544  0.094   0.094    0.080    0.080
## 64  APSI_4 ~~ APSI_7 19.996  0.094   0.094    0.070    0.070
## 72  APSI_7 ~~ APSI_8 19.987  0.097   0.097    0.071    0.071
## 69  APSI_5 ~~ APSI_8 11.554 -0.073  -0.073   -0.058   -0.058
## 63  APSI_4 ~~ APSI_5 10.133 -0.066  -0.066   -0.053   -0.053
## 41 Factor2 =~ APSI_8  9.390 -0.084  -0.084   -0.069   -0.069
## 75  APSI_8 ~~ APSI_3  8.872 -0.071  -0.071   -0.059   -0.059
## 53  APSI_1 ~~ APSI_7  7.358 -0.057  -0.057   -0.042   -0.042
## 55  APSI_1 ~~ APSI_3  7.095 -0.061  -0.061   -0.051   -0.051
## 67  APSI_4 ~~ APSI_6  6.717 -0.087  -0.087   -0.052   -0.052
## 57  APSI_2 ~~ APSI_4  6.306 -0.052  -0.052   -0.039   -0.039
## 36 Factor2 =~ APSI_1  5.483 -0.062  -0.061   -0.051   -0.051
## 66  APSI_4 ~~ APSI_3  5.468 -0.054  -0.054   -0.046   -0.046
## 65  APSI_4 ~~ APSI_8  5.256  0.050   0.050    0.035    0.035
## 62  APSI_2 ~~ APSI_6  5.006 -0.075  -0.075   -0.048   -0.048
## 44 Factor3 =~ APSI_2  4.648 -0.039  -0.054   -0.049   -0.049
## 68  APSI_5 ~~ APSI_7  4.472 -0.044  -0.044   -0.037   -0.037
## 45 Factor3 =~ APSI_4  4.070 -0.036  -0.050   -0.043   -0.043
summary(APSI3.fit)
## lavaan (0.5-20) converged normally after  39 iterations
## 
##                                                   Used       Total
##   Number of observations                           935        1288
## 
##   Number of missing patterns                         1
## 
##   Estimator                                         ML
##   Minimum Function Test Statistic              240.621
##   Degrees of freedom                                19
##   P-value (Chi-square)                           0.000
## 
## Parameter Estimates:
## 
##   Information                                 Observed
##   Standard Errors                             Standard
## 
## Latent Variables:
##                    Estimate  Std.Err  Z-value  P(>|z|)
##   Factor1 =~                                          
##     APSI_1            1.000                           
##     APSI_2            0.860    0.032   27.083    0.000
##     APSI_4            0.971    0.034   28.883    0.000
##     APSI_5            0.725    0.031   23.076    0.000
##     APSI_7            0.879    0.033   26.536    0.000
##     APSI_8            0.977    0.035   28.244    0.000
##   Factor2 =~                                          
##     APSI_3            1.000                           
##   Factor3 =~                                          
##     APSI_6            1.000                           
## 
## Covariances:
##                    Estimate  Std.Err  Z-value  P(>|z|)
##   Factor1 ~~                                          
##     Factor2           0.294    0.036    8.166    0.000
##     Factor3           0.066    0.048    1.388    0.165
##   Factor2 ~~                                          
##     Factor3          -0.354    0.047   -7.540    0.000
## 
## Intercepts:
##                    Estimate  Std.Err  Z-value  P(>|z|)
##     APSI_1            3.720    0.039   94.639    0.000
##     APSI_2            3.889    0.036  106.645    0.000
##     APSI_4            3.828    0.039   98.761    0.000
##     APSI_5            4.135    0.034  120.517    0.000
##     APSI_7            3.863    0.037  104.249    0.000
##     APSI_8            3.811    0.040   96.421    0.000
##     APSI_3            3.865    0.033  118.698    0.000
##     APSI_6            2.876    0.046   63.003    0.000
##     Factor1           0.000                           
##     Factor2           0.000                           
##     Factor3           0.000                           
## 
## Variances:
##                    Estimate  Std.Err  Z-value  P(>|z|)
##     APSI_1            0.448    0.027   16.592    0.000
##     APSI_2            0.506    0.028   18.258    0.000
##     APSI_4            0.465    0.027   17.095    0.000
##     APSI_5            0.577    0.030   19.537    0.000
##     APSI_7            0.515    0.028   18.187    0.000
##     APSI_8            0.510    0.029   17.451    0.000
##     APSI_3            0.000                           
##     APSI_6            0.000                           
##     Factor1           0.997    0.066   15.139    0.000
##     Factor2           0.991    0.046   21.622    0.000
##     Factor3           1.948    0.090   21.622    0.000
fitmeasures(APSI3.fit) 
##                npar                fmin               chisq 
##              25.000               0.129             240.621 
##                  df              pvalue      baseline.chisq 
##              19.000               0.000            3568.378 
##         baseline.df     baseline.pvalue                 cfi 
##              28.000               0.000               0.937 
##                 tli                nnfi                 rfi 
##               0.908               0.908               0.901 
##                 nfi                pnfi                 ifi 
##               0.933               0.633               0.938 
##                 rni                logl   unrestricted.logl 
##               0.937          -10028.786           -9908.475 
##                 aic                 bic              ntotal 
##           20107.571           20228.585             935.000 
##                bic2               rmsea      rmsea.ci.lower 
##           20149.187               0.112               0.099 
##      rmsea.ci.upper        rmsea.pvalue                 rmr 
##               0.125               0.000               0.048 
##          rmr_nomean                srmr        srmr_bentler 
##               0.053               0.039               0.039 
## srmr_bentler_nomean         srmr_bollen  srmr_bollen_nomean 
##               0.043               0.039               0.043 
##          srmr_mplus   srmr_mplus_nomean               cn_05 
##               0.039               0.043             118.131 
##               cn_01                 gfi                agfi 
##             141.630               0.993               0.985 
##                pgfi                 mfi                ecvi 
##               0.429               0.888                  NA
#Models as three factors also a poor fit
inspect(APSI3.fit,what="std")
## $lambda
##        Factr1 Factr2 Factr3
## APSI_1  0.831      0      0
## APSI_2  0.770      0      0
## APSI_4  0.818      0      0
## APSI_5  0.690      0      0
## APSI_7  0.774      0      0
## APSI_8  0.807      0      0
## APSI_3  0.000      1      0
## APSI_6  0.000      0      1
## 
## $theta
##        APSI_1 APSI_2 APSI_4 APSI_5 APSI_7 APSI_8 APSI_3 APSI_6
## APSI_1 0.310                                                  
## APSI_2 0.000  0.407                                           
## APSI_4 0.000  0.000  0.331                                    
## APSI_5 0.000  0.000  0.000  0.524                             
## APSI_7 0.000  0.000  0.000  0.000  0.401                      
## APSI_8 0.000  0.000  0.000  0.000  0.000  0.349               
## APSI_3 0.000  0.000  0.000  0.000  0.000  0.000  0.000        
## APSI_6 0.000  0.000  0.000  0.000  0.000  0.000  0.000  0.000 
## 
## $psi
##         Factr1 Factr2 Factr3
## Factor1  1.000              
## Factor2  0.295  1.000       
## Factor3  0.048 -0.254  1.000
## 
## $nu
##        intrcp
## APSI_1  3.095
## APSI_2  3.488
## APSI_4  3.230
## APSI_5  3.941
## APSI_7  3.409
## APSI_8  3.153
## APSI_3  3.882
## APSI_6  2.060
## 
## $alpha
##         intrcp
## Factor1      0
## Factor2      0
## Factor3      0
fitted(APSI3.fit)
## $cov
##        APSI_1 APSI_2 APSI_4 APSI_5 APSI_7 APSI_8 APSI_3 APSI_6
## APSI_1  1.444                                                 
## APSI_2  0.857  1.243                                          
## APSI_4  0.968  0.833  1.405                                   
## APSI_5  0.722  0.621  0.701  1.101                            
## APSI_7  0.876  0.753  0.850  0.635  1.284                     
## APSI_8  0.973  0.837  0.945  0.705  0.855  1.460              
## APSI_3  0.294  0.253  0.285  0.213  0.258  0.287  0.991       
## APSI_6  0.066  0.057  0.065  0.048  0.058  0.065 -0.354  1.948
## 
## $mean
## APSI_1 APSI_2 APSI_4 APSI_5 APSI_7 APSI_8 APSI_3 APSI_6 
##  3.720  3.889  3.828  4.135  3.863  3.811  3.865  2.876
cov2cor(inspect(APSI3.fit, "coefficients")$psi) 
##         Factr1 Factr2 Factr3
## Factor1  1.000              
## Factor2  0.295  1.000       
## Factor3  0.048 -0.254  1.000

Models one factor minus 3 and 6

data <- read.csv("~/Dropbox/Git/stats/allsurveysYT1_Jan2016.csv", header=T)
APSI<-select(data,  APSI_1, APSI_2, APSI_3, APSI_4, APSI_5, APSI_6, APSI_7, APSI_8)
APSIMinus36.model= 'Factor1  =~ APSI_1 + APSI_2 + APSI_4 + APSI_5 + APSI_7 + APSI_8'
APSIMinus36.fit=cfa(APSIMinus36.model, data=APSI, missing = "ML")
## Warning in lav_data_full(data = data, group = group, group.label = group.label, : lavaan WARNING: some cases are empty and will be removed:
##   145 150 151 152 156 157 171 173 206 207 208 209 212 213 221 222 223 238 239 240 244 249 250 251 252 253 256 257 258 259 261 263 265 266 268 275 279 280 283 284 290 294 297 298 299 300 301 302 304 305 307 308 311 312 314 315 316 317 320 322 323 325 328 330 331 332 335 336 338 340 342 343 345 348 350 351 352 354 355 356 357 358 362 366 368 371 373 374 375 377 380 383 384 393 394 395 396 398 399 402 403 408 409 410 412 414 415 417 419 420 426 428 432 437 438 439 440 443 444 445 448 450 453 455 458 461 462 464 467 468 472 476 478 479 480 482 483 485 488 489 490 492 493 494 495 496 497 498 499 500 501 502 503 504 505 507 508 509 512 513 514 517 518 525 526 527 528 529 530 531 532 533 534 535 536 538 544 545 546 547 548 549 550 551 552 553 555 556 557 558 559 560 562 564 572 573 574 575 576 580 581 582 583 584 585 587 588 590 591 592 593 595 596 598 600 601 602 603 604 606 609 610 613 614 618 619 621 623 667 668 669 670 671 672 673 674 675 676 677 679 680 681 682 683 684 685 686 687 688 689 690 691 692 693 694 695 696 697 698 699 700 701 702 703 704 705 706 707 709 710 711 712 713 714 715 716 717 718 719 720 721 722 723 724 725 726 727 728 729 730 731 732 733 734 735 736 737 738 790 807 815 910 911 912 913 937 938 957 1031 1034 1035 1037 1038 1039 1237 1238 1239 1240 1241 1242 1244 1245 1248 1249 1250 1253 1254 1256 1257 1258 1259 1260 1262 1264 1265 1266 1267 1268 1271 1273 1274 1275 1276 1277 1278 1279 1280 1281 1282 1283 1285 1287 1288
semPaths(APSIMinus36.fit, whatLabels = "std", layout = "tree")

summary(APSIMinus36.fit, standardized = TRUE, rsquare=TRUE)
## lavaan (0.5-20) converged normally after  17 iterations
## 
##                                                   Used       Total
##   Number of observations                           935        1288
## 
##   Number of missing patterns                         1
## 
##   Estimator                                         ML
##   Minimum Function Test Statistic               93.916
##   Degrees of freedom                                 9
##   P-value (Chi-square)                           0.000
## 
## Parameter Estimates:
## 
##   Information                                 Observed
##   Standard Errors                             Standard
## 
## Latent Variables:
##                    Estimate  Std.Err  Z-value  P(>|z|)   Std.lv  Std.all
##   Factor1 =~                                                            
##     APSI_1            1.000                               1.001    0.833
##     APSI_2            0.858    0.032   27.154    0.000    0.859    0.771
##     APSI_4            0.972    0.033   29.012    0.000    0.972    0.820
##     APSI_5            0.712    0.031   22.739    0.000    0.713    0.680
##     APSI_7            0.875    0.033   26.504    0.000    0.875    0.773
##     APSI_8            0.977    0.034   28.376    0.000    0.978    0.809
## 
## Intercepts:
##                    Estimate  Std.Err  Z-value  P(>|z|)   Std.lv  Std.all
##     APSI_1            3.720    0.039   94.639    0.000    3.720    3.095
##     APSI_2            3.889    0.036  106.645    0.000    3.889    3.488
##     APSI_4            3.828    0.039   98.761    0.000    3.828    3.230
##     APSI_5            4.135    0.034  120.517    0.000    4.135    3.941
##     APSI_7            3.863    0.037  104.249    0.000    3.863    3.409
##     APSI_8            3.811    0.040   96.421    0.000    3.811    3.153
##     Factor1           0.000                               0.000    0.000
## 
## Variances:
##                    Estimate  Std.Err  Z-value  P(>|z|)   Std.lv  Std.all
##     APSI_1            0.443    0.027   16.433    0.000    0.443    0.307
##     APSI_2            0.505    0.028   18.215    0.000    0.505    0.406
##     APSI_4            0.459    0.027   16.970    0.000    0.459    0.327
##     APSI_5            0.592    0.030   19.680    0.000    0.592    0.538
##     APSI_7            0.517    0.028   18.198    0.000    0.517    0.403
##     APSI_8            0.504    0.029   17.330    0.000    0.504    0.345
##     Factor1           1.002    0.066   15.186    0.000    1.000    1.000
## 
## R-Square:
##                    Estimate
##     APSI_1            0.693
##     APSI_2            0.594
##     APSI_4            0.673
##     APSI_5            0.462
##     APSI_7            0.597
##     APSI_8            0.655
correl1 = residuals(APSIMinus36.fit, type="cor")
correl1
## $type
## [1] "cor.bollen"
## 
## $cor
##        APSI_1 APSI_2 APSI_4 APSI_5 APSI_7 APSI_8
## APSI_1  0.000                                   
## APSI_2  0.045  0.000                            
## APSI_4 -0.010 -0.025  0.000                     
## APSI_5  0.022  0.066 -0.029  0.000              
## APSI_7 -0.024 -0.058  0.040 -0.018  0.000       
## APSI_8 -0.018 -0.013  0.014 -0.033  0.042  0.000
## 
## $mean
## APSI_1 APSI_2 APSI_4 APSI_5 APSI_7 APSI_8 
##      0      0      0      0      0      0
correl2 = residuals(APSIMinus36.fit, type="standardized")
correl2$cov
##        APSI_1 APSI_2 APSI_4 APSI_5 APSI_7 APSI_8
## APSI_1     NA                                   
## APSI_2  4.221  0.000                            
## APSI_4 -1.544 -3.340     NA                     
## APSI_5  1.957  4.347 -2.911  0.000              
## APSI_7 -3.394 -7.571  3.694 -1.483  0.000       
## APSI_8 -3.037 -1.490  1.706 -3.225  3.699  0.000
modindices(APSIMinus36.fit, sort. = TRUE, minimum.value = 3.84)
##       lhs op    rhs     mi    epc sepc.lv sepc.all sepc.nox
## 28 APSI_2 ~~ APSI_7 29.514 -0.113  -0.113   -0.089   -0.089
## 21 APSI_1 ~~ APSI_2 27.221  0.109   0.109    0.081    0.081
## 27 APSI_2 ~~ APSI_5 25.326  0.105   0.105    0.090    0.090
## 31 APSI_4 ~~ APSI_7 19.733  0.094   0.094    0.070    0.070
## 35 APSI_7 ~~ APSI_8 19.580  0.096   0.096    0.070    0.070
## 34 APSI_5 ~~ APSI_8  8.065 -0.061  -0.061   -0.048   -0.048
## 24 APSI_1 ~~ APSI_7  7.748 -0.059  -0.059   -0.043   -0.043
## 26 APSI_2 ~~ APSI_4  7.701 -0.058  -0.058   -0.044   -0.044
## 30 APSI_4 ~~ APSI_5  6.666 -0.054  -0.054   -0.043   -0.043
## 25 APSI_1 ~~ APSI_8  6.057 -0.055  -0.055   -0.038   -0.038
## 23 APSI_1 ~~ APSI_5  4.327  0.044   0.044    0.035    0.035
summary(APSIMinus36.fit)
## lavaan (0.5-20) converged normally after  17 iterations
## 
##                                                   Used       Total
##   Number of observations                           935        1288
## 
##   Number of missing patterns                         1
## 
##   Estimator                                         ML
##   Minimum Function Test Statistic               93.916
##   Degrees of freedom                                 9
##   P-value (Chi-square)                           0.000
## 
## Parameter Estimates:
## 
##   Information                                 Observed
##   Standard Errors                             Standard
## 
## Latent Variables:
##                    Estimate  Std.Err  Z-value  P(>|z|)
##   Factor1 =~                                          
##     APSI_1            1.000                           
##     APSI_2            0.858    0.032   27.154    0.000
##     APSI_4            0.972    0.033   29.012    0.000
##     APSI_5            0.712    0.031   22.739    0.000
##     APSI_7            0.875    0.033   26.504    0.000
##     APSI_8            0.977    0.034   28.376    0.000
## 
## Intercepts:
##                    Estimate  Std.Err  Z-value  P(>|z|)
##     APSI_1            3.720    0.039   94.639    0.000
##     APSI_2            3.889    0.036  106.645    0.000
##     APSI_4            3.828    0.039   98.761    0.000
##     APSI_5            4.135    0.034  120.517    0.000
##     APSI_7            3.863    0.037  104.249    0.000
##     APSI_8            3.811    0.040   96.421    0.000
##     Factor1           0.000                           
## 
## Variances:
##                    Estimate  Std.Err  Z-value  P(>|z|)
##     APSI_1            0.443    0.027   16.433    0.000
##     APSI_2            0.505    0.028   18.215    0.000
##     APSI_4            0.459    0.027   16.970    0.000
##     APSI_5            0.592    0.030   19.680    0.000
##     APSI_7            0.517    0.028   18.198    0.000
##     APSI_8            0.504    0.029   17.330    0.000
##     Factor1           1.002    0.066   15.186    0.000
fitmeasures(APSIMinus36.fit, c("chisq", "df", "pvalue", "cfi", "tli", "rmsea", "rmsea.ci.lower", "rmsea.ci.upper", "srmr")) #Models as a single purpose factor
##          chisq             df         pvalue            cfi            tli 
##         93.916          9.000          0.000          0.974          0.956 
##          rmsea rmsea.ci.lower rmsea.ci.upper           srmr 
##          0.100          0.083          0.119          0.026
inspect(APSIMinus36.fit,what="std")
## $lambda
##        Factr1
## APSI_1  0.833
## APSI_2  0.771
## APSI_4  0.820
## APSI_5  0.680
## APSI_7  0.773
## APSI_8  0.809
## 
## $theta
##        APSI_1 APSI_2 APSI_4 APSI_5 APSI_7 APSI_8
## APSI_1 0.307                                    
## APSI_2 0.000  0.406                             
## APSI_4 0.000  0.000  0.327                      
## APSI_5 0.000  0.000  0.000  0.538               
## APSI_7 0.000  0.000  0.000  0.000  0.403        
## APSI_8 0.000  0.000  0.000  0.000  0.000  0.345 
## 
## $psi
##         Factr1
## Factor1 1     
## 
## $nu
##        intrcp
## APSI_1  3.095
## APSI_2  3.488
## APSI_4  3.230
## APSI_5  3.941
## APSI_7  3.409
## APSI_8  3.153
## 
## $alpha
##         intrcp
## Factor1      0
fitted(APSIMinus36.fit)
## $cov
##        APSI_1 APSI_2 APSI_4 APSI_5 APSI_7 APSI_8
## APSI_1 1.444                                    
## APSI_2 0.860  1.243                             
## APSI_4 0.973  0.835  1.405                      
## APSI_5 0.714  0.613  0.693  1.101               
## APSI_7 0.876  0.752  0.851  0.624  1.284        
## APSI_8 0.979  0.840  0.951  0.697  0.856  1.460 
## 
## $mean
## APSI_1 APSI_2 APSI_4 APSI_5 APSI_7 APSI_8 
##  3.720  3.889  3.828  4.135  3.863  3.811
cov2cor(inspect(APSIMinus36.fit, "coefficients")$psi) 
##         Factr1
## Factor1 1
#Good fit and loadings but RMSEA not great

Two factors of the 6 item scale

data <- read.csv("~/Dropbox/Git/stats/allsurveysYT1_Jan2016.csv", header=T)
APSI<-select(data,  APSI_1, APSI_2, APSI_3, APSI_4, APSI_5, APSI_6, APSI_7, APSI_8)
twofactorAPSIMinus36.model = 'Feeling Now =~ APSI_1 + APSI_2 + APSI_5
                            Future goals =~ APSI_4 + APSI_7 + APSI_8'
twofactorAPSIMinus36.fit=cfa(twofactorAPSIMinus36.model, data=APSI, missing = "ML")
## Warning in lav_data_full(data = data, group = group, group.label = group.label, : lavaan WARNING: some cases are empty and will be removed:
##   145 150 151 152 156 157 171 173 206 207 208 209 212 213 221 222 223 238 239 240 244 249 250 251 252 253 256 257 258 259 261 263 265 266 268 275 279 280 283 284 290 294 297 298 299 300 301 302 304 305 307 308 311 312 314 315 316 317 320 322 323 325 328 330 331 332 335 336 338 340 342 343 345 348 350 351 352 354 355 356 357 358 362 366 368 371 373 374 375 377 380 383 384 393 394 395 396 398 399 402 403 408 409 410 412 414 415 417 419 420 426 428 432 437 438 439 440 443 444 445 448 450 453 455 458 461 462 464 467 468 472 476 478 479 480 482 483 485 488 489 490 492 493 494 495 496 497 498 499 500 501 502 503 504 505 507 508 509 512 513 514 517 518 525 526 527 528 529 530 531 532 533 534 535 536 538 544 545 546 547 548 549 550 551 552 553 555 556 557 558 559 560 562 564 572 573 574 575 576 580 581 582 583 584 585 587 588 590 591 592 593 595 596 598 600 601 602 603 604 606 609 610 613 614 618 619 621 623 667 668 669 670 671 672 673 674 675 676 677 679 680 681 682 683 684 685 686 687 688 689 690 691 692 693 694 695 696 697 698 699 700 701 702 703 704 705 706 707 709 710 711 712 713 714 715 716 717 718 719 720 721 722 723 724 725 726 727 728 729 730 731 732 733 734 735 736 737 738 790 807 815 910 911 912 913 937 938 957 1031 1034 1035 1037 1038 1039 1237 1238 1239 1240 1241 1242 1244 1245 1248 1249 1250 1253 1254 1256 1257 1258 1259 1260 1262 1264 1265 1266 1267 1268 1271 1273 1274 1275 1276 1277 1278 1279 1280 1281 1282 1283 1285 1287 1288
semPaths(twofactorAPSIMinus36.fit, whatLabels = "std", layout = "tree")

summary(twofactorAPSIMinus36.fit, standardized = TRUE, rsquare=TRUE)
## lavaan (0.5-20) converged normally after  24 iterations
## 
##                                                   Used       Total
##   Number of observations                           935        1288
## 
##   Number of missing patterns                         1
## 
##   Estimator                                         ML
##   Minimum Function Test Statistic               22.038
##   Degrees of freedom                                 8
##   P-value (Chi-square)                           0.005
## 
## Parameter Estimates:
## 
##   Information                                 Observed
##   Standard Errors                             Standard
## 
## Latent Variables:
##                    Estimate  Std.Err  Z-value  P(>|z|)   Std.lv  Std.all
##   FeelingNow =~                                                         
##     APSI_1            1.000                               1.035    0.862
##     APSI_2            0.861    0.031   28.164    0.000    0.892    0.800
##     APSI_5            0.709    0.030   23.351    0.000    0.734    0.700
##   Futuregoals =~                                                        
##     APSI_4            1.000                               0.993    0.838
##     APSI_7            0.907    0.033   27.687    0.000    0.901    0.795
##     APSI_8            1.005    0.035   28.739    0.000    0.998    0.826
## 
## Covariances:
##                    Estimate  Std.Err  Z-value  P(>|z|)   Std.lv  Std.all
##   FeelingNow ~~                                                         
##     Futuregoals       0.935    0.055   17.011    0.000    0.909    0.909
## 
## Intercepts:
##                    Estimate  Std.Err  Z-value  P(>|z|)   Std.lv  Std.all
##     APSI_1            3.720    0.039   94.639    0.000    3.720    3.095
##     APSI_2            3.889    0.036  106.645    0.000    3.889    3.488
##     APSI_5            4.135    0.034  120.517    0.000    4.135    3.941
##     APSI_4            3.828    0.039   98.761    0.000    3.828    3.230
##     APSI_7            3.863    0.037  104.249    0.000    3.863    3.409
##     APSI_8            3.811    0.040   96.421    0.000    3.811    3.153
##     FeelingNow        0.000                               0.000    0.000
##     Futuregoals       0.000                               0.000    0.000
## 
## Variances:
##                    Estimate  Std.Err  Z-value  P(>|z|)   Std.lv  Std.all
##     APSI_1            0.372    0.028   13.473    0.000    0.372    0.258
##     APSI_2            0.448    0.027   16.477    0.000    0.448    0.360
##     APSI_5            0.561    0.030   18.909    0.000    0.561    0.510
##     APSI_4            0.418    0.027   15.333    0.000    0.418    0.298
##     APSI_7            0.472    0.028   17.073    0.000    0.472    0.368
##     APSI_8            0.464    0.029   15.884    0.000    0.464    0.318
##     FeelingNow        1.072    0.068   15.751    0.000    1.000    1.000
##     Futuregoals       0.987    0.065   15.195    0.000    1.000    1.000
## 
## R-Square:
##                    Estimate
##     APSI_1            0.742
##     APSI_2            0.640
##     APSI_5            0.490
##     APSI_4            0.702
##     APSI_7            0.632
##     APSI_8            0.682
correl1 = residuals(twofactorAPSIMinus36.fit, type="cor")
correl1
## $type
## [1] "cor.bollen"
## 
## $cor
##        APSI_1 APSI_2 APSI_5 APSI_4 APSI_7 APSI_8
## APSI_1  0.000                                   
## APSI_2 -0.003  0.000                            
## APSI_5 -0.015  0.030  0.000                     
## APSI_4  0.017 -0.003 -0.005  0.000              
## APSI_7 -0.003 -0.041  0.000  0.007  0.000       
## APSI_8  0.008  0.010 -0.009 -0.014  0.010  0.000
## 
## $mean
## APSI_1 APSI_2 APSI_5 APSI_4 APSI_7 APSI_8 
##      0      0      0      0      0      0
correl2 = residuals(twofactorAPSIMinus36.fit, type="standardized")
correl2$cov
##        APSI_1 APSI_2 APSI_5 APSI_4 APSI_7 APSI_8
## APSI_1     NA                                   
## APSI_2 -0.670  0.000                            
## APSI_5 -2.237  2.591  0.000                     
## APSI_4  2.089 -0.277 -0.398     NA              
## APSI_7 -0.372 -4.307  0.035  1.063     NA       
## APSI_8  1.055  0.919 -0.715 -3.133  1.328     NA
modindices(twofactorAPSIMinus36.fit, sort. = TRUE, minimum.value = 3.84)
##            lhs op    rhs     mi    epc sepc.lv sepc.all sepc.nox
## 37      APSI_2 ~~ APSI_7 10.307 -0.063  -0.063   -0.050   -0.050
## 27 Futuregoals =~ APSI_1  7.895  0.511   0.507    0.422    0.422
## 35      APSI_2 ~~ APSI_5  7.895  0.061   0.061    0.052    0.052
## 43      APSI_4 ~~ APSI_8  6.411 -0.067  -0.067   -0.047   -0.047
## 25  FeelingNow =~ APSI_7  6.411 -0.310  -0.321   -0.283   -0.283
## 28 Futuregoals =~ APSI_2  4.116 -0.301  -0.299   -0.268   -0.268
## 31      APSI_1 ~~ APSI_5  4.116 -0.048  -0.048   -0.038   -0.038
summary(twofactorAPSIMinus36.fit, standardized=TRUE, rsquare=TRUE)
## lavaan (0.5-20) converged normally after  24 iterations
## 
##                                                   Used       Total
##   Number of observations                           935        1288
## 
##   Number of missing patterns                         1
## 
##   Estimator                                         ML
##   Minimum Function Test Statistic               22.038
##   Degrees of freedom                                 8
##   P-value (Chi-square)                           0.005
## 
## Parameter Estimates:
## 
##   Information                                 Observed
##   Standard Errors                             Standard
## 
## Latent Variables:
##                    Estimate  Std.Err  Z-value  P(>|z|)   Std.lv  Std.all
##   FeelingNow =~                                                         
##     APSI_1            1.000                               1.035    0.862
##     APSI_2            0.861    0.031   28.164    0.000    0.892    0.800
##     APSI_5            0.709    0.030   23.351    0.000    0.734    0.700
##   Futuregoals =~                                                        
##     APSI_4            1.000                               0.993    0.838
##     APSI_7            0.907    0.033   27.687    0.000    0.901    0.795
##     APSI_8            1.005    0.035   28.739    0.000    0.998    0.826
## 
## Covariances:
##                    Estimate  Std.Err  Z-value  P(>|z|)   Std.lv  Std.all
##   FeelingNow ~~                                                         
##     Futuregoals       0.935    0.055   17.011    0.000    0.909    0.909
## 
## Intercepts:
##                    Estimate  Std.Err  Z-value  P(>|z|)   Std.lv  Std.all
##     APSI_1            3.720    0.039   94.639    0.000    3.720    3.095
##     APSI_2            3.889    0.036  106.645    0.000    3.889    3.488
##     APSI_5            4.135    0.034  120.517    0.000    4.135    3.941
##     APSI_4            3.828    0.039   98.761    0.000    3.828    3.230
##     APSI_7            3.863    0.037  104.249    0.000    3.863    3.409
##     APSI_8            3.811    0.040   96.421    0.000    3.811    3.153
##     FeelingNow        0.000                               0.000    0.000
##     Futuregoals       0.000                               0.000    0.000
## 
## Variances:
##                    Estimate  Std.Err  Z-value  P(>|z|)   Std.lv  Std.all
##     APSI_1            0.372    0.028   13.473    0.000    0.372    0.258
##     APSI_2            0.448    0.027   16.477    0.000    0.448    0.360
##     APSI_5            0.561    0.030   18.909    0.000    0.561    0.510
##     APSI_4            0.418    0.027   15.333    0.000    0.418    0.298
##     APSI_7            0.472    0.028   17.073    0.000    0.472    0.368
##     APSI_8            0.464    0.029   15.884    0.000    0.464    0.318
##     FeelingNow        1.072    0.068   15.751    0.000    1.000    1.000
##     Futuregoals       0.987    0.065   15.195    0.000    1.000    1.000
## 
## R-Square:
##                    Estimate
##     APSI_1            0.742
##     APSI_2            0.640
##     APSI_5            0.490
##     APSI_4            0.702
##     APSI_7            0.632
##     APSI_8            0.682
fitmeasures(twofactorAPSIMinus36.fit, c("chisq", "df", "pvalue", "cfi", "tli", "rmsea", "rmsea.ci.lower", "rmsea.ci.upper", "srmr")) #Models as a single purpose factor
##          chisq             df         pvalue            cfi            tli 
##         22.038          8.000          0.005          0.996          0.992 
##          rmsea rmsea.ci.lower rmsea.ci.upper           srmr 
##          0.043          0.022          0.065          0.012
inspect(twofactorAPSIMinus36.fit,what="std")
## $lambda
##        FlngNw Ftrgls
## APSI_1  0.862  0.000
## APSI_2  0.800  0.000
## APSI_5  0.700  0.000
## APSI_4  0.000  0.838
## APSI_7  0.000  0.795
## APSI_8  0.000  0.826
## 
## $theta
##        APSI_1 APSI_2 APSI_5 APSI_4 APSI_7 APSI_8
## APSI_1 0.258                                    
## APSI_2 0.000  0.360                             
## APSI_5 0.000  0.000  0.510                      
## APSI_4 0.000  0.000  0.000  0.298               
## APSI_7 0.000  0.000  0.000  0.000  0.368        
## APSI_8 0.000  0.000  0.000  0.000  0.000  0.318 
## 
## $psi
##             FlngNw Ftrgls
## FeelingNow  1.000        
## Futuregoals 0.909  1.000 
## 
## $nu
##        intrcp
## APSI_1  3.095
## APSI_2  3.488
## APSI_5  3.941
## APSI_4  3.230
## APSI_7  3.409
## APSI_8  3.153
## 
## $alpha
##             intrcp
## FeelingNow       0
## Futuregoals      0
fitted(twofactorAPSIMinus36.fit)
## $cov
##        APSI_1 APSI_2 APSI_5 APSI_4 APSI_7 APSI_8
## APSI_1 1.444                                    
## APSI_2 0.924  1.243                             
## APSI_5 0.760  0.655  1.101                      
## APSI_4 0.935  0.806  0.663  1.405               
## APSI_7 0.848  0.731  0.602  0.895  1.284        
## APSI_8 0.940  0.810  0.667  0.992  0.899  1.460 
## 
## $mean
## APSI_1 APSI_2 APSI_5 APSI_4 APSI_7 APSI_8 
##  3.720  3.889  4.135  3.828  3.863  3.811
cov2cor(inspect(twofactorAPSIMinus36.fit, "coefficients")$psi) 
##             FlngNw Ftrgls
## FeelingNow  1.000        
## Futuregoals 0.909  1.000
#Great fit of the data and highly corrolated with each other
#Misc code for exportign tabel
#fa.results(out_targetQ)
#xtable(out_targetQ)

#source("http://bioconductor.org/biocLite.R")
#biocLite(c("graph", "RBGL", "Rgraphviz"))
library(Rgraphviz)
## Loading required package: graph
## 
## Attaching package: 'graph'
## The following object is masked from 'package:plyr':
## 
##     join
## Loading required package: grid
library(schoRsch)
## 
## Attaching package: 'schoRsch'
## The following object is masked from 'package:psych':
## 
##     outlier
library(xtable)
library(knitr)
## Warning: package 'knitr' was built under R version 3.2.3
library(xtable)
library(devtools)
## Warning: package 'devtools' was built under R version 3.2.3
fa2latex(fa(APSI,1,rotate="oblimin", fm="ml"),heading="Table 1. Factor analysis OF APSI as One Factor")
## % Called in the psych package  fa2latex % Called in the psych package  fa(APSI, 1, rotate = "oblimin", fm = "ml") % Called in the psych package  Table 1. Factor analysis OF APSI as One Factor 
## \begin{table}[htpb]\caption{fa2latex}
## \begin{center}
## \begin{scriptsize} 
## \begin{tabular} {l r r r r }
##  \multicolumn{ 4 }{l}{ Table 1. Factor analysis OF APSI as One Factor } \cr 
##  \hline Variable  &   ML1  &  ML1.1  &  ML1.2  &  com \cr 
##   \hline 
## APSI\_1   &  \bf{0.83}  &  0.69  &  0.31  &  1 \cr 
##  APSI\_2   &  \bf{0.77}  &  0.59  &  0.41  &  1 \cr 
##  APSI\_3   &  0.29  &  0.09  &  0.91  &  1 \cr 
##  APSI\_4   &  \bf{0.82}  &  0.67  &  0.33  &  1 \cr 
##  APSI\_5   &  \bf{0.69}  &  0.47  &  0.53  &  1 \cr 
##  APSI\_6   &  0.04  &  0.00  &  1.00  &  1 \cr 
##  APSI\_7   &  \bf{0.77}  &  0.60  &  0.40  &  1 \cr 
##  APSI\_8   &  \bf{0.81}  &  0.65  &  0.35  &  1 \cr 
## \hline \cr SS loadings & 3.77 &  \cr  
##  \hline 
## \end{tabular}
## \end{scriptsize}
## \end{center}
## \label{default}
## \end{table}

Higher order

data <- read.csv("~/Dropbox/Git/stats/allsurveysYT1_Jan2016.csv", header=T)
APSI<-select(data,  APSI_1, APSI_2, APSI_3, APSI_4, APSI_5, APSI_6, APSI_7, APSI_8)
higherAPSIMinus36.model = 'Feeling Now =~ APSI_1 + APSI_2 + APSI_5
                            Future goals =~ APSI_4 + APSI_7 + APSI_8
                            Purpose =~ NA*Feeling Now + Future goals
                            Purpose ~~ 1*Purpose
'
higherAPSIMinus36.fit=cfa(higherAPSIMinus36.model, data=APSI, missing = "ML")
## Warning in lav_data_full(data = data, group = group, group.label = group.label, : lavaan WARNING: some cases are empty and will be removed:
##   145 150 151 152 156 157 171 173 206 207 208 209 212 213 221 222 223 238 239 240 244 249 250 251 252 253 256 257 258 259 261 263 265 266 268 275 279 280 283 284 290 294 297 298 299 300 301 302 304 305 307 308 311 312 314 315 316 317 320 322 323 325 328 330 331 332 335 336 338 340 342 343 345 348 350 351 352 354 355 356 357 358 362 366 368 371 373 374 375 377 380 383 384 393 394 395 396 398 399 402 403 408 409 410 412 414 415 417 419 420 426 428 432 437 438 439 440 443 444 445 448 450 453 455 458 461 462 464 467 468 472 476 478 479 480 482 483 485 488 489 490 492 493 494 495 496 497 498 499 500 501 502 503 504 505 507 508 509 512 513 514 517 518 525 526 527 528 529 530 531 532 533 534 535 536 538 544 545 546 547 548 549 550 551 552 553 555 556 557 558 559 560 562 564 572 573 574 575 576 580 581 582 583 584 585 587 588 590 591 592 593 595 596 598 600 601 602 603 604 606 609 610 613 614 618 619 621 623 667 668 669 670 671 672 673 674 675 676 677 679 680 681 682 683 684 685 686 687 688 689 690 691 692 693 694 695 696 697 698 699 700 701 702 703 704 705 706 707 709 710 711 712 713 714 715 716 717 718 719 720 721 722 723 724 725 726 727 728 729 730 731 732 733 734 735 736 737 738 790 807 815 910 911 912 913 937 938 957 1031 1034 1035 1037 1038 1039 1237 1238 1239 1240 1241 1242 1244 1245 1248 1249 1250 1253 1254 1256 1257 1258 1259 1260 1262 1264 1265 1266 1267 1268 1271 1273 1274 1275 1276 1277 1278 1279 1280 1281 1282 1283 1285 1287 1288
## Found more than one class "Model" in cache; using the first, from namespace 'lavaan'
semPaths(higherAPSIMinus36.fit, whatLabels = "std", layout = "tree")

summary(higherAPSIMinus36.fit, standardized = TRUE, rsquare=TRUE)
## lavaan (0.5-20) converged normally after  16 iterations
## 
##                                                   Used       Total
##   Number of observations                           935        1288
## 
##   Number of missing patterns                         1
## 
##   Estimator                                         ML
##   Minimum Function Test Statistic               22.038
##   Degrees of freedom                                 7
##   P-value (Chi-square)                           0.003
## 
## Parameter Estimates:
## 
##   Information                                 Observed
##   Standard Errors                             Standard
## 
## Latent Variables:
##                    Estimate  Std.Err  Z-value  P(>|z|)   Std.lv  Std.all
##   FeelingNow =~                                                         
##     APSI_1            1.000                               1.035    0.862
##     APSI_2            0.861    0.031   28.164    0.000    0.892    0.800
##     APSI_5            0.709    0.030   23.351    0.000    0.734    0.700
##   Futuregoals =~                                                        
##     APSI_4            1.000                               0.993    0.838
##     APSI_7            0.907    0.033   27.687    0.000    0.901    0.795
##     APSI_8            1.005    0.035   28.739    0.000    0.998    0.826
##   Purpose =~                                                            
##     FeelingNow        0.983  238.312    0.004    0.997    0.950    0.950
##     Futuregoals       0.951  230.574    0.004    0.997    0.958    0.958
## 
## Intercepts:
##                    Estimate  Std.Err  Z-value  P(>|z|)   Std.lv  Std.all
##     APSI_1            3.720    0.039   94.639    0.000    3.720    3.095
##     APSI_2            3.889    0.036  106.645    0.000    3.889    3.488
##     APSI_5            4.135    0.034  120.517    0.000    4.135    3.941
##     APSI_4            3.828    0.039   98.761    0.000    3.828    3.230
##     APSI_7            3.863    0.037  104.249    0.000    3.863    3.409
##     APSI_8            3.811    0.040   96.421    0.000    3.811    3.153
##     FeelingNow        0.000                               0.000    0.000
##     Futuregoals       0.000                               0.000    0.000
##     Purpose           0.000                               0.000    0.000
## 
## Variances:
##                    Estimate  Std.Err  Z-value  P(>|z|)   Std.lv  Std.all
##     Purpose           1.000                               1.000    1.000
##     APSI_1            0.372    0.028   13.473    0.000    0.372    0.258
##     APSI_2            0.448    0.027   16.477    0.000    0.448    0.360
##     APSI_5            0.561    0.030   18.909    0.000    0.561    0.510
##     APSI_4            0.418    0.027   15.333    0.000    0.418    0.298
##     APSI_7            0.472    0.028   17.073    0.000    0.472    0.368
##     APSI_8            0.464    0.029   15.884    0.000    0.464    0.318
##     FeelingNow        0.105  468.641    0.000    1.000    0.098    0.098
##     Futuregoals       0.082  438.701    0.000    1.000    0.083    0.083
## 
## R-Square:
##                    Estimate
##     APSI_1            0.742
##     APSI_2            0.640
##     APSI_5            0.490
##     APSI_4            0.702
##     APSI_7            0.632
##     APSI_8            0.682
##     FeelingNow        0.902
##     Futuregoals       0.917
correl1 = residuals(higherAPSIMinus36.fit, type="cor")
correl1
## $type
## [1] "cor.bollen"
## 
## $cor
##        APSI_1 APSI_2 APSI_5 APSI_4 APSI_7 APSI_8
## APSI_1  0.000                                   
## APSI_2 -0.003  0.000                            
## APSI_5 -0.015  0.030  0.000                     
## APSI_4  0.017 -0.003 -0.005  0.000              
## APSI_7 -0.003 -0.041  0.000  0.007  0.000       
## APSI_8  0.008  0.010 -0.009 -0.014  0.010  0.000
## 
## $mean
## APSI_1 APSI_2 APSI_5 APSI_4 APSI_7 APSI_8 
##      0      0      0      0      0      0
correl2 = residuals(higherAPSIMinus36.fit, type="standardized")
correl2$cov
##        APSI_1 APSI_2 APSI_5 APSI_4 APSI_7 APSI_8
## APSI_1     NA                                   
## APSI_2 -0.670  0.000                            
## APSI_5 -2.237  2.591  0.000                     
## APSI_4  2.089 -0.277 -0.398  0.000              
## APSI_7 -0.372 -4.307  0.035  1.063     NA       
## APSI_8  1.055  0.919 -0.715 -3.133  1.328     NA
#modindices(higherAPSIMinus36.fit, sort. = TRUE, minimum.value = 3.84)
summary(higherAPSIMinus36.fit, standardized=TRUE, rsquare=TRUE)
## lavaan (0.5-20) converged normally after  16 iterations
## 
##                                                   Used       Total
##   Number of observations                           935        1288
## 
##   Number of missing patterns                         1
## 
##   Estimator                                         ML
##   Minimum Function Test Statistic               22.038
##   Degrees of freedom                                 7
##   P-value (Chi-square)                           0.003
## 
## Parameter Estimates:
## 
##   Information                                 Observed
##   Standard Errors                             Standard
## 
## Latent Variables:
##                    Estimate  Std.Err  Z-value  P(>|z|)   Std.lv  Std.all
##   FeelingNow =~                                                         
##     APSI_1            1.000                               1.035    0.862
##     APSI_2            0.861    0.031   28.164    0.000    0.892    0.800
##     APSI_5            0.709    0.030   23.351    0.000    0.734    0.700
##   Futuregoals =~                                                        
##     APSI_4            1.000                               0.993    0.838
##     APSI_7            0.907    0.033   27.687    0.000    0.901    0.795
##     APSI_8            1.005    0.035   28.739    0.000    0.998    0.826
##   Purpose =~                                                            
##     FeelingNow        0.983  238.312    0.004    0.997    0.950    0.950
##     Futuregoals       0.951  230.574    0.004    0.997    0.958    0.958
## 
## Intercepts:
##                    Estimate  Std.Err  Z-value  P(>|z|)   Std.lv  Std.all
##     APSI_1            3.720    0.039   94.639    0.000    3.720    3.095
##     APSI_2            3.889    0.036  106.645    0.000    3.889    3.488
##     APSI_5            4.135    0.034  120.517    0.000    4.135    3.941
##     APSI_4            3.828    0.039   98.761    0.000    3.828    3.230
##     APSI_7            3.863    0.037  104.249    0.000    3.863    3.409
##     APSI_8            3.811    0.040   96.421    0.000    3.811    3.153
##     FeelingNow        0.000                               0.000    0.000
##     Futuregoals       0.000                               0.000    0.000
##     Purpose           0.000                               0.000    0.000
## 
## Variances:
##                    Estimate  Std.Err  Z-value  P(>|z|)   Std.lv  Std.all
##     Purpose           1.000                               1.000    1.000
##     APSI_1            0.372    0.028   13.473    0.000    0.372    0.258
##     APSI_2            0.448    0.027   16.477    0.000    0.448    0.360
##     APSI_5            0.561    0.030   18.909    0.000    0.561    0.510
##     APSI_4            0.418    0.027   15.333    0.000    0.418    0.298
##     APSI_7            0.472    0.028   17.073    0.000    0.472    0.368
##     APSI_8            0.464    0.029   15.884    0.000    0.464    0.318
##     FeelingNow        0.105  468.641    0.000    1.000    0.098    0.098
##     Futuregoals       0.082  438.701    0.000    1.000    0.083    0.083
## 
## R-Square:
##                    Estimate
##     APSI_1            0.742
##     APSI_2            0.640
##     APSI_5            0.490
##     APSI_4            0.702
##     APSI_7            0.632
##     APSI_8            0.682
##     FeelingNow        0.902
##     Futuregoals       0.917
fitmeasures(higherAPSIMinus36.fit, c("chisq", "df", "pvalue", "cfi", "tli", "rmsea", "rmsea.ci.lower", "rmsea.ci.upper", "srmr")) #Models as a single purpose factor
##          chisq             df         pvalue            cfi            tli 
##         22.038          7.000          0.003          0.995          0.990 
##          rmsea rmsea.ci.lower rmsea.ci.upper           srmr 
##          0.048          0.026          0.071          0.012
inspect(higherAPSIMinus36.fit,what="std")
## $lambda
##        FlngNw Ftrgls Purpos
## APSI_1  0.862  0.000      0
## APSI_2  0.800  0.000      0
## APSI_5  0.700  0.000      0
## APSI_4  0.000  0.838      0
## APSI_7  0.000  0.795      0
## APSI_8  0.000  0.826      0
## 
## $theta
##        APSI_1 APSI_2 APSI_5 APSI_4 APSI_7 APSI_8
## APSI_1 0.258                                    
## APSI_2 0.000  0.360                             
## APSI_5 0.000  0.000  0.510                      
## APSI_4 0.000  0.000  0.000  0.298               
## APSI_7 0.000  0.000  0.000  0.000  0.368        
## APSI_8 0.000  0.000  0.000  0.000  0.000  0.318 
## 
## $psi
##             FlngNw Ftrgls Purpos
## FeelingNow  0.098               
## Futuregoals 0.000  0.083        
## Purpose     0.000  0.000  1.000 
## 
## $beta
##             FlngNw Ftrgls Purpos
## FeelingNow       0      0  0.950
## Futuregoals      0      0  0.958
## Purpose          0      0  0.000
## 
## $nu
##        intrcp
## APSI_1  3.095
## APSI_2  3.488
## APSI_5  3.941
## APSI_4  3.230
## APSI_7  3.409
## APSI_8  3.153
## 
## $alpha
##             intrcp
## FeelingNow       0
## Futuregoals      0
## Purpose          0
fitted(higherAPSIMinus36.fit)
## $cov
##        APSI_1 APSI_2 APSI_5 APSI_4 APSI_7 APSI_8
## APSI_1 1.444                                    
## APSI_2 0.924  1.243                             
## APSI_5 0.760  0.655  1.101                      
## APSI_4 0.935  0.806  0.663  1.405               
## APSI_7 0.848  0.731  0.602  0.895  1.284        
## APSI_8 0.940  0.810  0.667  0.992  0.899  1.460 
## 
## $mean
## APSI_1 APSI_2 APSI_5 APSI_4 APSI_7 APSI_8 
##  3.720  3.889  4.135  3.828  3.863  3.811
cov2cor(inspect(higherAPSIMinus36.fit, "coefficients")$psi) 
##             FlngNw Ftrgls Purpos
## FeelingNow  1                   
## Futuregoals 0      1            
## Purpose     0      0      1
#Great fit of the data and highly corrolated with each other
#Misc code for exportign tabel
#fa.results(out_targetQ)
#xtable(out_targetQ)

#source("http://bioconductor.org/biocLite.R")
#biocLite(c("graph", "RBGL", "Rgraphviz"))
library(Rgraphviz)
library(schoRsch)
library(xtable)
library(knitr)
library(xtable)
library(devtools)

fa2latex(fa(APSI,1,rotate="oblimin", fm="ml"),heading="Table 1. Factor analysis OF APSI as One Factor")
## % Called in the psych package  fa2latex % Called in the psych package  fa(APSI, 1, rotate = "oblimin", fm = "ml") % Called in the psych package  Table 1. Factor analysis OF APSI as One Factor 
## \begin{table}[htpb]\caption{fa2latex}
## \begin{center}
## \begin{scriptsize} 
## \begin{tabular} {l r r r r }
##  \multicolumn{ 4 }{l}{ Table 1. Factor analysis OF APSI as One Factor } \cr 
##  \hline Variable  &   ML1  &  ML1.1  &  ML1.2  &  com \cr 
##   \hline 
## APSI\_1   &  \bf{0.83}  &  0.69  &  0.31  &  1 \cr 
##  APSI\_2   &  \bf{0.77}  &  0.59  &  0.41  &  1 \cr 
##  APSI\_3   &  0.29  &  0.09  &  0.91  &  1 \cr 
##  APSI\_4   &  \bf{0.82}  &  0.67  &  0.33  &  1 \cr 
##  APSI\_5   &  \bf{0.69}  &  0.47  &  0.53  &  1 \cr 
##  APSI\_6   &  0.04  &  0.00  &  1.00  &  1 \cr 
##  APSI\_7   &  \bf{0.77}  &  0.60  &  0.40  &  1 \cr 
##  APSI\_8   &  \bf{0.81}  &  0.65  &  0.35  &  1 \cr 
## \hline \cr SS loadings & 3.77 &  \cr  
##  \hline 
## \end{tabular}
## \end{scriptsize}
## \end{center}
## \label{default}
## \end{table}

Bi-factor order

data <- read.csv("~/Dropbox/Git/stats/allsurveysYT1_Jan2016.csv", header=T)
APSI<-select(data,  APSI_1, APSI_2, APSI_3, APSI_4, APSI_5, APSI_6, APSI_7, APSI_8)
bifactorAPSIMinus36.model = 'Feeling Now =~ APSI_1 + APSI_2 + APSI_5
                            Future goals =~ APSI_4 + APSI_7 + APSI_8
                            Purpose =~ APSI_1 + APSI_2 + APSI_5 + APSI_4 + APSI_7 + APSI_8
'
bifactorAPSIMinus36.fit=cfa(bifactorAPSIMinus36.model, data=APSI, missing = "ML", orthogonal = TRUE)
## Warning in lav_data_full(data = data, group = group, group.label = group.label, : lavaan WARNING: some cases are empty and will be removed:
##   145 150 151 152 156 157 171 173 206 207 208 209 212 213 221 222 223 238 239 240 244 249 250 251 252 253 256 257 258 259 261 263 265 266 268 275 279 280 283 284 290 294 297 298 299 300 301 302 304 305 307 308 311 312 314 315 316 317 320 322 323 325 328 330 331 332 335 336 338 340 342 343 345 348 350 351 352 354 355 356 357 358 362 366 368 371 373 374 375 377 380 383 384 393 394 395 396 398 399 402 403 408 409 410 412 414 415 417 419 420 426 428 432 437 438 439 440 443 444 445 448 450 453 455 458 461 462 464 467 468 472 476 478 479 480 482 483 485 488 489 490 492 493 494 495 496 497 498 499 500 501 502 503 504 505 507 508 509 512 513 514 517 518 525 526 527 528 529 530 531 532 533 534 535 536 538 544 545 546 547 548 549 550 551 552 553 555 556 557 558 559 560 562 564 572 573 574 575 576 580 581 582 583 584 585 587 588 590 591 592 593 595 596 598 600 601 602 603 604 606 609 610 613 614 618 619 621 623 667 668 669 670 671 672 673 674 675 676 677 679 680 681 682 683 684 685 686 687 688 689 690 691 692 693 694 695 696 697 698 699 700 701 702 703 704 705 706 707 709 710 711 712 713 714 715 716 717 718 719 720 721 722 723 724 725 726 727 728 729 730 731 732 733 734 735 736 737 738 790 807 815 910 911 912 913 937 938 957 1031 1034 1035 1037 1038 1039 1237 1238 1239 1240 1241 1242 1244 1245 1248 1249 1250 1253 1254 1256 1257 1258 1259 1260 1262 1264 1265 1266 1267 1268 1271 1273 1274 1275 1276 1277 1278 1279 1280 1281 1282 1283 1285 1287 1288
semPaths(bifactorAPSIMinus36.fit, whatLabels = "std", layout = "tree")

summary(bifactorAPSIMinus36.fit, standardized = TRUE, rsquare=TRUE)
## lavaan (0.5-20) converged normally after  50 iterations
## 
##                                                   Used       Total
##   Number of observations                           935        1288
## 
##   Number of missing patterns                         1
## 
##   Estimator                                         ML
##   Minimum Function Test Statistic                7.322
##   Degrees of freedom                                 3
##   P-value (Chi-square)                           0.062
## 
## Parameter Estimates:
## 
##   Information                                 Observed
##   Standard Errors                             Standard
## 
## Latent Variables:
##                    Estimate  Std.Err  Z-value  P(>|z|)   Std.lv  Std.all
##   FeelingNow =~                                                         
##     APSI_1            1.000                               0.234    0.195
##     APSI_2            1.842       NA                      0.431    0.387
##     APSI_5            1.220       NA                      0.285    0.272
##   Futuregoals =~                                                        
##     APSI_4            1.000                               0.168    0.142
##     APSI_7            2.897       NA                      0.488    0.430
##     APSI_8            1.078       NA                      0.181    0.150
##   Purpose =~                                                            
##     APSI_1            1.000                               0.987    0.821
##     APSI_2            0.840    0.031   26.834    0.000    0.829    0.744
##     APSI_5            0.692    0.032   21.421    0.000    0.683    0.651
##     APSI_4            0.982       NA                      0.969    0.818
##     APSI_7            0.860       NA                      0.849    0.749
##     APSI_8            0.984       NA                      0.971    0.804
## 
## Covariances:
##                    Estimate  Std.Err  Z-value  P(>|z|)   Std.lv  Std.all
##   FeelingNow ~~                                                         
##     Futuregoals       0.000                               0.000    0.000
##     Purpose           0.000                               0.000    0.000
##   Futuregoals ~~                                                        
##     Purpose           0.000                               0.000    0.000
## 
## Intercepts:
##                    Estimate  Std.Err  Z-value  P(>|z|)   Std.lv  Std.all
##     APSI_1            3.720    0.039   94.639    0.000    3.720    3.095
##     APSI_2            3.889    0.036  106.645    0.000    3.889    3.488
##     APSI_5            4.135    0.034  120.517    0.000    4.135    3.941
##     APSI_4            3.828    0.039   98.761    0.000    3.828    3.230
##     APSI_7            3.863    0.037  104.249    0.000    3.863    3.409
##     APSI_8            3.811    0.040   96.421    0.000    3.811    3.153
##     FeelingNow        0.000                               0.000    0.000
##     Futuregoals       0.000                               0.000    0.000
##     Purpose           0.000                               0.000    0.000
## 
## Variances:
##                    Estimate  Std.Err  Z-value  P(>|z|)   Std.lv  Std.all
##     APSI_1            0.415       NA                      0.415    0.287
##     APSI_2            0.370       NA                      0.370    0.297
##     APSI_5            0.552       NA                      0.552    0.502
##     APSI_4            0.437       NA                      0.437    0.311
##     APSI_7            0.325       NA                      0.325    0.253
##     APSI_8            0.484       NA                      0.484    0.331
##     FeelingNow        0.055       NA                      1.000    1.000
##     Futuregoals       0.028       NA                      1.000    1.000
##     Purpose           0.975       NA                      1.000    1.000
## 
## R-Square:
##                    Estimate
##     APSI_1            0.713
##     APSI_2            0.703
##     APSI_5            0.498
##     APSI_4            0.689
##     APSI_7            0.747
##     APSI_8            0.669
correl1 = residuals(bifactorAPSIMinus36.fit, type="cor")
correl1
## $type
## [1] "cor.bollen"
## 
## $cor
##        APSI_1 APSI_2 APSI_5 APSI_4 APSI_7 APSI_8
## APSI_1  0.000                                   
## APSI_2  0.000  0.000                            
## APSI_5  0.000  0.000  0.000                     
## APSI_4  0.002 -0.001 -0.004  0.000              
## APSI_7  0.004 -0.020  0.019  0.000  0.000       
## APSI_8 -0.005  0.013 -0.007  0.000  0.000  0.000
## 
## $mean
## APSI_1 APSI_2 APSI_5 APSI_4 APSI_7 APSI_8 
##      0      0      0      0      0      0
correl2 = residuals(bifactorAPSIMinus36.fit, type="standardized")
correl2$cov
##        APSI_1 APSI_2 APSI_5 APSI_4 APSI_7 APSI_8
## APSI_1  0.000                                   
## APSI_2  0.000  0.000                            
## APSI_5  0.000  0.000  0.000                     
## APSI_4  0.415 -0.153 -0.438  0.000              
## APSI_7  0.718 -2.283  1.533  0.000     NA       
## APSI_8 -1.017  1.636 -0.696  0.000  0.000  0.000
#modindices(bifactorAPSIMinus36.fit, sort. = TRUE, minimum.value = 3.84)
summary(bifactorAPSIMinus36.fit, standardized=TRUE, rsquare=TRUE)
## lavaan (0.5-20) converged normally after  50 iterations
## 
##                                                   Used       Total
##   Number of observations                           935        1288
## 
##   Number of missing patterns                         1
## 
##   Estimator                                         ML
##   Minimum Function Test Statistic                7.322
##   Degrees of freedom                                 3
##   P-value (Chi-square)                           0.062
## 
## Parameter Estimates:
## 
##   Information                                 Observed
##   Standard Errors                             Standard
## 
## Latent Variables:
##                    Estimate  Std.Err  Z-value  P(>|z|)   Std.lv  Std.all
##   FeelingNow =~                                                         
##     APSI_1            1.000                               0.234    0.195
##     APSI_2            1.842       NA                      0.431    0.387
##     APSI_5            1.220       NA                      0.285    0.272
##   Futuregoals =~                                                        
##     APSI_4            1.000                               0.168    0.142
##     APSI_7            2.897       NA                      0.488    0.430
##     APSI_8            1.078       NA                      0.181    0.150
##   Purpose =~                                                            
##     APSI_1            1.000                               0.987    0.821
##     APSI_2            0.840    0.031   26.834    0.000    0.829    0.744
##     APSI_5            0.692    0.032   21.421    0.000    0.683    0.651
##     APSI_4            0.982       NA                      0.969    0.818
##     APSI_7            0.860       NA                      0.849    0.749
##     APSI_8            0.984       NA                      0.971    0.804
## 
## Covariances:
##                    Estimate  Std.Err  Z-value  P(>|z|)   Std.lv  Std.all
##   FeelingNow ~~                                                         
##     Futuregoals       0.000                               0.000    0.000
##     Purpose           0.000                               0.000    0.000
##   Futuregoals ~~                                                        
##     Purpose           0.000                               0.000    0.000
## 
## Intercepts:
##                    Estimate  Std.Err  Z-value  P(>|z|)   Std.lv  Std.all
##     APSI_1            3.720    0.039   94.639    0.000    3.720    3.095
##     APSI_2            3.889    0.036  106.645    0.000    3.889    3.488
##     APSI_5            4.135    0.034  120.517    0.000    4.135    3.941
##     APSI_4            3.828    0.039   98.761    0.000    3.828    3.230
##     APSI_7            3.863    0.037  104.249    0.000    3.863    3.409
##     APSI_8            3.811    0.040   96.421    0.000    3.811    3.153
##     FeelingNow        0.000                               0.000    0.000
##     Futuregoals       0.000                               0.000    0.000
##     Purpose           0.000                               0.000    0.000
## 
## Variances:
##                    Estimate  Std.Err  Z-value  P(>|z|)   Std.lv  Std.all
##     APSI_1            0.415       NA                      0.415    0.287
##     APSI_2            0.370       NA                      0.370    0.297
##     APSI_5            0.552       NA                      0.552    0.502
##     APSI_4            0.437       NA                      0.437    0.311
##     APSI_7            0.325       NA                      0.325    0.253
##     APSI_8            0.484       NA                      0.484    0.331
##     FeelingNow        0.055       NA                      1.000    1.000
##     Futuregoals       0.028       NA                      1.000    1.000
##     Purpose           0.975       NA                      1.000    1.000
## 
## R-Square:
##                    Estimate
##     APSI_1            0.713
##     APSI_2            0.703
##     APSI_5            0.498
##     APSI_4            0.689
##     APSI_7            0.747
##     APSI_8            0.669
fitmeasures(bifactorAPSIMinus36.fit, c("chisq", "df", "pvalue", "cfi", "tli", "rmsea", "rmsea.ci.lower", "rmsea.ci.upper", "srmr")) #Models as a single purpose factor
##          chisq             df         pvalue            cfi            tli 
##          7.322          3.000          0.062          0.999          0.993 
##          rmsea rmsea.ci.lower rmsea.ci.upper           srmr 
##          0.039          0.000          0.076          0.006
inspect(bifactorAPSIMinus36.fit,what="std")
## $lambda
##        FlngNw Ftrgls Purpos
## APSI_1  0.195  0.000  0.821
## APSI_2  0.387  0.000  0.744
## APSI_5  0.272  0.000  0.651
## APSI_4  0.000  0.142  0.818
## APSI_7  0.000  0.430  0.749
## APSI_8  0.000  0.150  0.804
## 
## $theta
##        APSI_1 APSI_2 APSI_5 APSI_4 APSI_7 APSI_8
## APSI_1 0.287                                    
## APSI_2 0.000  0.297                             
## APSI_5 0.000  0.000  0.502                      
## APSI_4 0.000  0.000  0.000  0.311               
## APSI_7 0.000  0.000  0.000  0.000  0.253        
## APSI_8 0.000  0.000  0.000  0.000  0.000  0.331 
## 
## $psi
##             FlngNw Ftrgls Purpos
## FeelingNow  1                   
## Futuregoals 0      1            
## Purpose     0      0      1     
## 
## $nu
##        intrcp
## APSI_1  3.095
## APSI_2  3.488
## APSI_5  3.941
## APSI_4  3.230
## APSI_7  3.409
## APSI_8  3.153
## 
## $alpha
##             intrcp
## FeelingNow       0
## Futuregoals      0
## Purpose          0
fitted(bifactorAPSIMinus36.fit)
## $cov
##        APSI_1 APSI_2 APSI_5 APSI_4 APSI_7 APSI_8
## APSI_1 1.444                                    
## APSI_2 0.920  1.243                             
## APSI_5 0.742  0.690  1.101                      
## APSI_4 0.957  0.804  0.662  1.405               
## APSI_7 0.838  0.704  0.580  0.905  1.284        
## APSI_8 0.959  0.806  0.664  0.972  0.913  1.460 
## 
## $mean
## APSI_1 APSI_2 APSI_5 APSI_4 APSI_7 APSI_8 
##  3.720  3.889  4.135  3.828  3.863  3.811
cov2cor(inspect(bifactorAPSIMinus36.fit, "coefficients")$psi) 
##             FlngNw Ftrgls Purpos
## FeelingNow  1                   
## Futuregoals 0      1            
## Purpose     0      0      1
#Great fit of the data and highly corrolated with each other
#Misc code for exportign tabel
#fa.results(out_targetQ)
#xtable(out_targetQ)

#source("http://bioconductor.org/biocLite.R")
#biocLite(c("graph", "RBGL", "Rgraphviz"))
library(Rgraphviz)
library(schoRsch)
library(xtable)
library(knitr)
library(xtable)
library(devtools)

fa2latex(fa(APSI,1,rotate="oblimin", fm="ml"),heading="Table 1. Factor analysis OF APSI as One Factor")
## % Called in the psych package  fa2latex % Called in the psych package  fa(APSI, 1, rotate = "oblimin", fm = "ml") % Called in the psych package  Table 1. Factor analysis OF APSI as One Factor 
## \begin{table}[htpb]\caption{fa2latex}
## \begin{center}
## \begin{scriptsize} 
## \begin{tabular} {l r r r r }
##  \multicolumn{ 4 }{l}{ Table 1. Factor analysis OF APSI as One Factor } \cr 
##  \hline Variable  &   ML1  &  ML1.1  &  ML1.2  &  com \cr 
##   \hline 
## APSI\_1   &  \bf{0.83}  &  0.69  &  0.31  &  1 \cr 
##  APSI\_2   &  \bf{0.77}  &  0.59  &  0.41  &  1 \cr 
##  APSI\_3   &  0.29  &  0.09  &  0.91  &  1 \cr 
##  APSI\_4   &  \bf{0.82}  &  0.67  &  0.33  &  1 \cr 
##  APSI\_5   &  \bf{0.69}  &  0.47  &  0.53  &  1 \cr 
##  APSI\_6   &  0.04  &  0.00  &  1.00  &  1 \cr 
##  APSI\_7   &  \bf{0.77}  &  0.60  &  0.40  &  1 \cr 
##  APSI\_8   &  \bf{0.81}  &  0.65  &  0.35  &  1 \cr 
## \hline \cr SS loadings & 3.77 &  \cr  
##  \hline 
## \end{tabular}
## \end{scriptsize}
## \end{center}
## \label{default}
## \end{table}

Discriminant analysis

data <- read.csv("~/Dropbox/Git/stats/allsurveysYT1_Jan2016.csv", header=T)
discriminantASDQII.model = '
                            Feeling Purpose Now =~ APSI_1 + APSI_2 + APSI_5
                            Future goals =~ APSI_4 + APSI_7 + APSI_8
                             English     =~  ASDQII_1 + ASDQII_2 + ASDQII_3 + ASDQII_4 + ASDQII_5
                              Math    =~  ASDQII_6 + ASDQII_7 + ASDQII_8 + ASDQII_9 + ASDQII_10
                             Science   =~  ASDQII_11 + ASDQII_12 + ASDQII_13 + ASDQII_14 + ASDQII_15
                            Subjects     =~  ASDQII_16 + ASDQII_17 + ASDQII_18 + ASDQII_19 + ASDQII_20
                            '
discriminantASDQII.fit=cfa(discriminantASDQII.model, data=data, missing = "ML")
## Warning in lav_data_full(data = data, group = group, group.label = group.label, : lavaan WARNING: some cases are empty and will be removed:
##   145 150 151 152 156 157 171 173 206 207 213 222 238 239 240 244 251 256 257 280 298 311 312 348 354 362 368 371 375 399 403 420 432 439 440 455 488 489 492 493 496 573 585 587 588 591 598 606 667 668 669 673 674 676 677 681 683 685 688 691 701 703 705 712 713 715 716 717 719 720 724 726 727 728 730 731 734 738 790 807 815 910 911 912 913 937 938 957 1031 1238 1241 1242 1245 1248 1253 1258 1274 1278 1287 1288
semPaths(discriminantASDQII.fit, whatLabels = "std", layout = "tree")

summary(discriminantASDQII.fit, standardized = TRUE, rsquare=TRUE)
## lavaan (0.5-20) converged normally after 121 iterations
## 
##                                                   Used       Total
##   Number of observations                          1188        1288
## 
##   Number of missing patterns                         2
## 
##   Estimator                                         ML
##   Minimum Function Test Statistic             1074.116
##   Degrees of freedom                               284
##   P-value (Chi-square)                           0.000
## 
## Parameter Estimates:
## 
##   Information                                 Observed
##   Standard Errors                             Standard
## 
## Latent Variables:
##                        Estimate  Std.Err  Z-value  P(>|z|)   Std.lv
##   FeelingPurposeNow =~                                             
##     APSI_1                1.000                               1.033
##     APSI_2                0.866    0.031   28.059    0.000    0.894
##     APSI_5                0.715    0.031   23.337    0.000    0.739
##   Futuregoals =~                                                   
##     APSI_4                1.000                               0.995
##     APSI_7                0.907    0.033   27.692    0.000    0.902
##     APSI_8                1.004    0.035   28.725    0.000    0.998
##   English =~                                                       
##     ASDQII_1              1.000                               1.036
##     ASDQII_2              0.990    0.025   40.149    0.000    1.026
##     ASDQII_3              1.008    0.024   41.533    0.000    1.044
##     ASDQII_4              0.988    0.026   38.283    0.000    1.024
##     ASDQII_5              1.012    0.025   40.280    0.000    1.048
##   Math =~                                                          
##     ASDQII_6              1.000                               1.313
##     ASDQII_7              1.025    0.021   49.123    0.000    1.346
##     ASDQII_8              1.046    0.020   51.299    0.000    1.373
##     ASDQII_9              1.004    0.021   48.894    0.000    1.318
##     ASDQII_10             0.990    0.020   49.055    0.000    1.300
##   Science =~                                                       
##     ASDQII_11             1.000                               1.211
##     ASDQII_12             0.986    0.020   49.915    0.000    1.195
##     ASDQII_13             1.037    0.021   49.729    0.000    1.256
##     ASDQII_14             0.997    0.020   50.166    0.000    1.208
##     ASDQII_15             1.001    0.020   49.484    0.000    1.212
##   Subjects =~                                                      
##     ASDQII_16             1.000                               0.979
##     ASDQII_17             1.009    0.027   36.910    0.000    0.988
##     ASDQII_18             0.983    0.027   36.729    0.000    0.962
##     ASDQII_19             0.937    0.027   34.685    0.000    0.917
##     ASDQII_20             0.994    0.028   35.630    0.000    0.972
##   Std.all
##          
##     0.858
##     0.802
##     0.704
##          
##     0.839
##     0.796
##     0.826
##          
##     0.881
##     0.855
##     0.872
##     0.833
##     0.851
##          
##     0.896
##     0.906
##     0.923
##     0.903
##     0.907
##          
##     0.912
##     0.899
##     0.899
##     0.899
##     0.893
##          
##     0.834
##     0.855
##     0.851
##     0.826
##     0.840
## 
## Covariances:
##                        Estimate  Std.Err  Z-value  P(>|z|)   Std.lv
##   FeelingPurposeNow ~~                                             
##     Futuregoals           0.934    0.055   16.950    0.000    0.910
##     English               0.194    0.041    4.765    0.000    0.181
##     Math                  0.195    0.050    3.881    0.000    0.144
##     Science               0.154    0.046    3.353    0.001    0.123
##     Subjects              0.169    0.039    4.366    0.000    0.168
##   Futuregoals ~~                                                   
##     English               0.176    0.039    4.520    0.000    0.171
##     Math                  0.182    0.048    3.784    0.000    0.139
##     Science               0.147    0.044    3.352    0.001    0.122
##     Subjects              0.153    0.037    4.139    0.000    0.158
##   English ~~                                                       
##     Math                  0.321    0.043    7.417    0.000    0.236
##     Science               0.503    0.042   11.879    0.000    0.401
##     Subjects              0.692    0.041   16.928    0.000    0.683
##   Math ~~                                                          
##     Science               0.825    0.056   14.791    0.000    0.519
##     Subjects              0.889    0.051   17.353    0.000    0.692
##   Science ~~                                                       
##     Subjects              0.832    0.047   17.549    0.000    0.701
##   Std.all
##          
##     0.910
##     0.181
##     0.144
##     0.123
##     0.168
##          
##     0.171
##     0.139
##     0.122
##     0.158
##          
##     0.236
##     0.401
##     0.683
##          
##     0.519
##     0.692
##          
##     0.701
## 
## Intercepts:
##                    Estimate  Std.Err  Z-value  P(>|z|)   Std.lv  Std.all
##     APSI_1            3.719    0.039   94.847    0.000    3.719    3.092
##     APSI_2            3.888    0.036  106.850    0.000    3.888    3.485
##     APSI_5            4.134    0.034  120.696    0.000    4.134    3.939
##     APSI_4            3.827    0.039   98.949    0.000    3.827    3.227
##     APSI_7            3.862    0.037  104.428    0.000    3.862    3.407
##     APSI_8            3.810    0.039   96.599    0.000    3.810    3.151
##     ASDQII_1          4.514    0.034  132.319    0.000    4.514    3.839
##     ASDQII_2          4.364    0.035  125.329    0.000    4.364    3.636
##     ASDQII_3          4.465    0.035  128.433    0.000    4.465    3.726
##     ASDQII_4          4.402    0.036  123.404    0.000    4.402    3.580
##     ASDQII_5          4.383    0.036  122.705    0.000    4.383    3.560
##     ASDQII_6          4.141    0.043   97.420    0.000    4.141    2.826
##     ASDQII_7          4.095    0.043   95.005    0.000    4.095    2.756
##     ASDQII_8          4.109    0.043   95.195    0.000    4.109    2.762
##     ASDQII_9          4.015    0.042   94.800    0.000    4.015    2.750
##     ASDQII_10         4.210    0.042  101.184    0.000    4.210    2.936
##     ASDQII_11         4.237    0.039  109.928    0.000    4.237    3.189
##     ASDQII_12         4.113    0.039  106.700    0.000    4.113    3.096
##     ASDQII_13         4.162    0.041  102.667    0.000    4.162    2.979
##     ASDQII_14         4.145    0.039  106.365    0.000    4.145    3.086
##     ASDQII_15         4.132    0.039  104.941    0.000    4.132    3.045
##     ASDQII_16         4.395    0.034  129.166    0.000    4.395    3.747
##     ASDQII_17         4.420    0.034  131.878    0.000    4.420    3.826
##     ASDQII_18         4.515    0.033  137.732    0.000    4.515    3.996
##     ASDQII_19         4.334    0.032  134.648    0.000    4.334    3.907
##     ASDQII_20         4.404    0.034  131.126    0.000    4.404    3.804
##     FeelingPurpsNw    0.000                               0.000    0.000
##     Futuregoals       0.000                               0.000    0.000
##     English           0.000                               0.000    0.000
##     Math              0.000                               0.000    0.000
##     Science           0.000                               0.000    0.000
##     Subjects          0.000                               0.000    0.000
## 
## Variances:
##                    Estimate  Std.Err  Z-value  P(>|z|)   Std.lv  Std.all
##     APSI_1            0.381    0.028   13.560    0.000    0.381    0.263
##     APSI_2            0.445    0.027   16.375    0.000    0.445    0.357
##     APSI_5            0.556    0.030   18.799    0.000    0.556    0.505
##     APSI_4            0.417    0.027   15.301    0.000    0.417    0.297
##     APSI_7            0.472    0.028   17.064    0.000    0.472    0.367
##     APSI_8            0.465    0.029   15.904    0.000    0.465    0.318
##     ASDQII_1          0.309    0.017   18.485    0.000    0.309    0.224
##     ASDQII_2          0.387    0.020   19.850    0.000    0.387    0.269
##     ASDQII_3          0.345    0.018   19.045    0.000    0.345    0.240
##     ASDQII_4          0.463    0.022   20.684    0.000    0.463    0.306
##     ASDQII_5          0.417    0.021   20.036    0.000    0.417    0.275
##     ASDQII_6          0.422    0.021   20.126    0.000    0.422    0.197
##     ASDQII_7          0.396    0.020   19.693    0.000    0.396    0.180
##     ASDQII_8          0.328    0.018   18.453    0.000    0.328    0.148
##     ASDQII_9          0.394    0.020   19.816    0.000    0.394    0.185
##     ASDQII_10         0.366    0.019   19.644    0.000    0.366    0.178
##     ASDQII_11         0.298    0.016   18.703    0.000    0.298    0.169
##     ASDQII_12         0.337    0.017   19.550    0.000    0.337    0.191
##     ASDQII_13         0.374    0.019   19.504    0.000    0.374    0.191
##     ASDQII_14         0.345    0.018   19.628    0.000    0.345    0.191
##     ASDQII_15         0.373    0.019   19.944    0.000    0.373    0.202
##     ASDQII_16         0.418    0.020   20.763    0.000    0.418    0.304
##     ASDQII_17         0.359    0.018   20.057    0.000    0.359    0.269
##     ASDQII_18         0.351    0.017   20.138    0.000    0.351    0.275
##     ASDQII_19         0.391    0.019   21.006    0.000    0.391    0.318
##     ASDQII_20         0.395    0.019   20.555    0.000    0.395    0.294
##     FeelingPurpsNw    1.066    0.068   15.627    0.000    1.000    1.000
##     Futuregoals       0.989    0.065   15.192    0.000    1.000    1.000
##     English           1.073    0.056   19.046    0.000    1.000    1.000
##     Math              1.724    0.087   19.780    0.000    1.000    1.000
##     Science           1.468    0.072   20.350    0.000    1.000    1.000
##     Subjects          0.958    0.055   17.481    0.000    1.000    1.000
## 
## R-Square:
##                    Estimate
##     APSI_1            0.737
##     APSI_2            0.643
##     APSI_5            0.495
##     APSI_4            0.703
##     APSI_7            0.633
##     APSI_8            0.682
##     ASDQII_1          0.776
##     ASDQII_2          0.731
##     ASDQII_3          0.760
##     ASDQII_4          0.694
##     ASDQII_5          0.725
##     ASDQII_6          0.803
##     ASDQII_7          0.820
##     ASDQII_8          0.852
##     ASDQII_9          0.815
##     ASDQII_10         0.822
##     ASDQII_11         0.831
##     ASDQII_12         0.809
##     ASDQII_13         0.809
##     ASDQII_14         0.809
##     ASDQII_15         0.798
##     ASDQII_16         0.696
##     ASDQII_17         0.731
##     ASDQII_18         0.725
##     ASDQII_19         0.682
##     ASDQII_20         0.706
correl1 = residuals(discriminantASDQII.fit, type="cor")
correl1
## $type
## [1] "cor.bollen"
## 
## $cor
##           APSI_1 APSI_2 APSI_5 APSI_4 APSI_7 APSI_8 ASDQII_1 ASDQII_2
## APSI_1     0.000                                                     
## APSI_2    -0.001  0.000                                              
## APSI_5    -0.014  0.027  0.000                                       
## APSI_4     0.019 -0.004 -0.007  0.000                                
## APSI_7    -0.001 -0.042 -0.001  0.007  0.000                         
## APSI_8     0.011  0.009 -0.011 -0.014  0.010  0.000                  
## ASDQII_1  -0.050 -0.006  0.099  0.001 -0.014 -0.011  0.000           
## ASDQII_2  -0.043  0.005  0.075  0.003 -0.017 -0.030 -0.009    0.000  
## ASDQII_3  -0.043  0.011  0.055  0.017  0.002 -0.001 -0.020    0.027  
## ASDQII_4  -0.043  0.030  0.093  0.049  0.011  0.018 -0.006    0.004  
## ASDQII_5  -0.036 -0.002  0.094  0.018 -0.004 -0.005  0.017   -0.016  
## ASDQII_6   0.007  0.033  0.058  0.036  0.040  0.002 -0.010   -0.077  
## ASDQII_7  -0.011  0.057  0.058  0.017  0.027 -0.023  0.043   -0.055  
## ASDQII_8  -0.040  0.020  0.038 -0.004  0.006 -0.011  0.051   -0.045  
## ASDQII_9  -0.033 -0.002  0.021 -0.006 -0.003 -0.031  0.017   -0.056  
## ASDQII_10 -0.065 -0.003  0.039  0.001  0.020 -0.018  0.087   -0.041  
## ASDQII_11 -0.038 -0.022  0.102 -0.018  0.017 -0.010  0.066    0.000  
## ASDQII_12  0.004 -0.012  0.079  0.007  0.020  0.003  0.012    0.009  
## ASDQII_13  0.019 -0.011  0.072  0.004  0.031  0.010  0.000   -0.024  
## ASDQII_14 -0.017 -0.016  0.079 -0.003  0.022  0.005 -0.002   -0.030  
## ASDQII_15 -0.030 -0.048  0.065 -0.034  0.021 -0.022  0.027   -0.011  
## ASDQII_16 -0.068 -0.002  0.064 -0.030 -0.005 -0.023  0.042   -0.038  
## ASDQII_17 -0.053  0.008  0.057 -0.005  0.013 -0.020  0.034   -0.059  
## ASDQII_18 -0.062  0.007  0.088 -0.011  0.030 -0.012  0.086   -0.052  
## ASDQII_19 -0.016  0.042  0.066  0.006 -0.007  0.003  0.031    0.007  
## ASDQII_20  0.003  0.053  0.113  0.057  0.058  0.034  0.039   -0.007  
##           ASDQII_3 ASDQII_4 ASDQII_5 ASDQII_6 ASDQII_7 ASDQII_8 ASDQII_9
## APSI_1                                                                  
## APSI_2                                                                  
## APSI_5                                                                  
## APSI_4                                                                  
## APSI_7                                                                  
## APSI_8                                                                  
## ASDQII_1                                                                
## ASDQII_2                                                                
## ASDQII_3   0.000                                                        
## ASDQII_4   0.007    0.000                                               
## ASDQII_5  -0.005    0.006    0.000                                      
## ASDQII_6  -0.034   -0.035   -0.005    0.000                             
## ASDQII_7  -0.030   -0.024    0.051    0.006    0.000                    
## ASDQII_8   0.002    0.014    0.036   -0.013    0.001    0.000           
## ASDQII_9  -0.041   -0.014    0.026    0.019   -0.010    0.003    0.000  
## ASDQII_10  0.004    0.002    0.063   -0.007    0.002    0.009   -0.009  
## ASDQII_11  0.003    0.018    0.025   -0.034   -0.001   -0.001   -0.018  
## ASDQII_12 -0.013   -0.012   -0.019   -0.010   -0.007   -0.004    0.010  
## ASDQII_13 -0.004   -0.017   -0.015    0.005    0.002    0.016    0.008  
## ASDQII_14 -0.015    0.018   -0.020   -0.005    0.020    0.045    0.014  
## ASDQII_15 -0.025   -0.002   -0.005   -0.030    0.000   -0.015   -0.002  
## ASDQII_16 -0.034   -0.017    0.040   -0.043    0.009   -0.006   -0.022  
## ASDQII_17 -0.036   -0.001   -0.021   -0.025    0.012    0.006   -0.010  
## ASDQII_18 -0.011   -0.026    0.001   -0.029   -0.008   -0.014   -0.033  
## ASDQII_19  0.016   -0.035    0.017   -0.013    0.003    0.001    0.011  
## ASDQII_20  0.010   -0.027   -0.010    0.029    0.006    0.022    0.016  
##           ASDQII_10 ASDQII_11 ASDQII_12 ASDQII_13 ASDQII_14 ASDQII_15
## APSI_1                                                               
## APSI_2                                                               
## APSI_5                                                               
## APSI_4                                                               
## APSI_7                                                               
## APSI_8                                                               
## ASDQII_1                                                             
## ASDQII_2                                                             
## ASDQII_3                                                             
## ASDQII_4                                                             
## ASDQII_5                                                             
## ASDQII_6                                                             
## ASDQII_7                                                             
## ASDQII_8                                                             
## ASDQII_9                                                             
## ASDQII_10  0.000                                                     
## ASDQII_11  0.018     0.000                                           
## ASDQII_12 -0.014    -0.009     0.000                                 
## ASDQII_13 -0.008    -0.018     0.025     0.000                       
## ASDQII_14  0.014     0.004    -0.011     0.009     0.000             
## ASDQII_15 -0.018     0.017     0.003    -0.010    -0.008     0.000   
## ASDQII_16  0.003     0.020    -0.049    -0.042    -0.001    -0.016   
## ASDQII_17  0.018     0.027    -0.032    -0.010     0.045    -0.005   
## ASDQII_18  0.036     0.023    -0.067    -0.071    -0.023    -0.031   
## ASDQII_19 -0.021     0.023     0.040     0.032     0.011    -0.005   
## ASDQII_20  0.040     0.039     0.017     0.034     0.035     0.002   
##           ASDQII_16 ASDQII_17 ASDQII_18 ASDQII_19 ASDQII_20
## APSI_1                                                     
## APSI_2                                                     
## APSI_5                                                     
## APSI_4                                                     
## APSI_7                                                     
## APSI_8                                                     
## ASDQII_1                                                   
## ASDQII_2                                                   
## ASDQII_3                                                   
## ASDQII_4                                                   
## ASDQII_5                                                   
## ASDQII_6                                                   
## ASDQII_7                                                   
## ASDQII_8                                                   
## ASDQII_9                                                   
## ASDQII_10                                                  
## ASDQII_11                                                  
## ASDQII_12                                                  
## ASDQII_13                                                  
## ASDQII_14                                                  
## ASDQII_15                                                  
## ASDQII_16  0.000                                           
## ASDQII_17  0.013     0.000                                 
## ASDQII_18  0.024     0.031     0.000                       
## ASDQII_19 -0.016    -0.014    -0.013     0.000             
## ASDQII_20 -0.008    -0.024    -0.024     0.028     0.000   
## 
## $mean
##    APSI_1    APSI_2    APSI_5    APSI_4    APSI_7    APSI_8  ASDQII_1 
##    -0.010    -0.010    -0.014    -0.012    -0.012    -0.008     0.000 
##  ASDQII_2  ASDQII_3  ASDQII_4  ASDQII_5  ASDQII_6  ASDQII_7  ASDQII_8 
##     0.000     0.000     0.000     0.000     0.000     0.000     0.000 
##  ASDQII_9 ASDQII_10 ASDQII_11 ASDQII_12 ASDQII_13 ASDQII_14 ASDQII_15 
##     0.000     0.000     0.000     0.000     0.000     0.000     0.000 
## ASDQII_16 ASDQII_17 ASDQII_18 ASDQII_19 ASDQII_20 
##     0.000     0.000     0.000     0.000     0.000
correl2 = residuals(discriminantASDQII.fit, type="standardized")
correl2$cov
##           APSI_1  APSI_2  APSI_5  APSI_4  APSI_7  APSI_8  ASDQII_1
## APSI_1         NA                                                 
## APSI_2         NA      NA                                         
## APSI_5         NA      NA      NA                                 
## APSI_4         NA      NA      NA      NA                         
## APSI_7         NA      NA      NA      NA      NA                 
## APSI_8         NA      NA      NA      NA      NA      NA         
## ASDQII_1  -10.500  -0.560   5.660   0.108  -1.152  -1.082   0.000 
## ASDQII_2   -5.096   0.426   4.144   0.246  -1.223  -2.569  -2.265 
## ASDQII_3   -6.827   0.893   3.182   1.771   0.190  -0.077      NA 
## ASDQII_4   -4.125   2.086   4.908   3.775   0.734   1.323  -1.231 
## ASDQII_5   -4.129  -0.147   5.116   1.594  -0.251  -0.447   2.640 
## ASDQII_6    1.069   2.821   3.333   3.784   3.083   0.168  -0.639 
## ASDQII_7   -2.592   4.990   3.412   1.958   2.233  -2.378   2.786 
## ASDQII_8       NA   2.080   2.323  -0.678   0.528  -1.386   3.441 
## ASDQII_9   -7.106  -0.194   1.252  -0.663  -0.218  -3.224   1.082 
## ASDQII_10 -18.838  -0.300   2.322   0.136   1.671  -1.943   5.403 
## ASDQII_11  -9.226  -1.961   5.861  -2.153   1.359  -0.982   4.342 
## ASDQII_12   0.642  -0.978   4.477   0.714   1.562   0.305   0.785 
## ASDQII_13   2.753  -0.895   4.106   0.391   2.379   0.940  -0.025 
## ASDQII_14  -2.661  -1.318   4.452  -0.351   1.684   0.424  -0.128 
## ASDQII_15  -4.247  -3.949   3.647  -3.453   1.554  -1.961   1.769 
## ASDQII_16  -7.278  -0.161   3.500  -2.559  -0.352  -1.853   2.913 
## ASDQII_17  -7.249   0.672   3.215  -0.489   0.970  -1.810   2.451 
## ASDQII_18  -8.095   0.591   4.883  -1.039   2.153  -0.996   5.559 
## ASDQII_19  -1.580   2.970   3.538   0.501  -0.462   0.197   2.141 
## ASDQII_20   0.331   3.908   6.052   4.743   3.966   2.711   2.737 
##           ASDQII_2 ASDQII_3 ASDQII_4 ASDQII_5 ASDQII_6 ASDQII_7 ASDQII_8
## APSI_1                                                                  
## APSI_2                                                                  
## APSI_5                                                                  
## APSI_4                                                                  
## APSI_7                                                                  
## APSI_8                                                                  
## ASDQII_1                                                                
## ASDQII_2    0.000                                                       
## ASDQII_3    3.632    0.000                                              
## ASDQII_4    0.562    1.068    0.000                                     
## ASDQII_5   -3.473   -1.062    0.893    0.000                            
## ASDQII_6   -4.773   -2.171   -2.070   -0.328       NA                   
## ASDQII_7   -3.462   -1.962   -1.409    3.042    1.204       NA          
## ASDQII_8   -2.938    0.130    0.839    2.242       NA    0.174       NA 
## ASDQII_9   -3.515   -2.676   -0.811    1.568    2.987   -6.111    0.787 
## ASDQII_10  -2.599    0.244    0.141    3.708   -2.267    0.400    1.980 
## ASDQII_11   0.016    0.194    1.117    1.585   -2.811   -0.059   -0.073 
## ASDQII_12   0.548   -0.851   -0.717   -1.236   -0.777   -0.559   -0.346 
## ASDQII_13  -1.611   -0.277   -1.026   -0.975    0.339    0.171    1.249 
## ASDQII_14  -1.962   -1.023    1.104   -1.321   -0.372    1.473    3.262 
## ASDQII_15  -0.711   -1.719   -0.126   -0.329   -2.302   -0.015   -1.258 
## ASDQII_16  -2.879   -2.665   -1.164    2.585   -3.640    0.712   -0.467 
## ASDQII_17  -4.914   -2.995   -0.099   -1.566   -2.082    0.915    0.483 
## ASDQII_18  -4.184   -0.825   -1.918    0.037   -2.475   -0.641   -1.216 
## ASDQII_19   0.474    1.105   -2.450    1.145   -0.996    0.199    0.047 
## ASDQII_20  -0.508    0.755   -1.905   -0.749    2.096    0.436    1.718 
##           ASDQII_9 ASDQII_10 ASDQII_11 ASDQII_12 ASDQII_13 ASDQII_14
## APSI_1                                                              
## APSI_2                                                              
## APSI_5                                                              
## APSI_4                                                              
## APSI_7                                                              
## APSI_8                                                              
## ASDQII_1                                                            
## ASDQII_2                                                            
## ASDQII_3                                                            
## ASDQII_4                                                            
## ASDQII_5                                                            
## ASDQII_6                                                            
## ASDQII_7                                                            
## ASDQII_8                                                            
## ASDQII_9    0.000                                                   
## ASDQII_10  -5.024       NA                                          
## ASDQII_11  -1.435    1.350     0.000                                
## ASDQII_12   0.769   -1.059    -6.562     0.000                      
## ASDQII_13   0.560   -0.618        NA     3.674     0.000            
## ASDQII_14   1.041    1.073     0.999    -6.065     1.702        NA  
## ASDQII_15  -0.168   -1.379     2.934     0.564    -4.479    -2.938  
## ASDQII_16  -1.823    0.258     1.500    -4.349    -3.651    -0.079  
## ASDQII_17  -0.829    1.409     2.118    -2.841    -0.861     3.234  
## ASDQII_18  -2.855    2.610     1.764    -6.564    -7.175    -1.933  
## ASDQII_19   0.790   -1.654     1.690     2.792     2.239     0.804  
## ASDQII_20   1.195    2.877     2.858     1.263     2.463     2.546  
##           ASDQII_15 ASDQII_16 ASDQII_17 ASDQII_18 ASDQII_19 ASDQII_20
## APSI_1                                                               
## APSI_2                                                               
## APSI_5                                                               
## APSI_4                                                               
## APSI_7                                                               
## APSI_8                                                               
## ASDQII_1                                                             
## ASDQII_2                                                             
## ASDQII_3                                                             
## ASDQII_4                                                             
## ASDQII_5                                                             
## ASDQII_6                                                             
## ASDQII_7                                                             
## ASDQII_8                                                             
## ASDQII_9                                                             
## ASDQII_10                                                            
## ASDQII_11                                                            
## ASDQII_12                                                            
## ASDQII_13                                                            
## ASDQII_14                                                            
## ASDQII_15   0.000                                                    
## ASDQII_16  -1.275     0.000                                          
## ASDQII_17  -0.422     1.731     0.000                                
## ASDQII_18  -2.607     2.862     3.754     0.000                      
## ASDQII_19  -0.354    -2.520    -2.468    -2.296     0.000            
## ASDQII_20   0.136    -1.263    -6.033    -5.462     3.131     0.000
modindices(discriminantASDQII.fit, sort. = TRUE, minimum.value = 3.84)
##                   lhs op       rhs     mi    epc sepc.lv sepc.all sepc.nox
## 387          ASDQII_1 ~~ ASDQII_18 51.373  0.084   0.084    0.064    0.064
## 522         ASDQII_11 ~~ ASDQII_18 37.935  0.071   0.071    0.047    0.047
## 525         ASDQII_12 ~~ ASDQII_13 37.678  0.086   0.086    0.047    0.047
## 531         ASDQII_12 ~~ ASDQII_19 36.899  0.076   0.076    0.051    0.051
## 221          Subjects =~  ASDQII_1 34.560  0.167   0.164    0.139    0.139
## 537         ASDQII_13 ~~ ASDQII_18 32.989 -0.073  -0.073   -0.046   -0.046
## 506         ASDQII_10 ~~ ASDQII_11 30.241  0.066   0.066    0.034    0.034
## 513         ASDQII_10 ~~ ASDQII_18 29.911  0.069   0.069    0.042    0.042
## 514         ASDQII_10 ~~ ASDQII_19 28.983 -0.070  -0.070   -0.044   -0.044
## 542         ASDQII_14 ~~ ASDQII_17 27.698  0.065   0.065    0.042    0.042
## 555         ASDQII_17 ~~ ASDQII_18 25.959  0.068   0.068    0.052    0.052
## 390          ASDQII_2 ~~  ASDQII_3 25.552  0.074   0.074    0.051    0.051
## 517         ASDQII_11 ~~ ASDQII_13 24.098 -0.068  -0.068   -0.036   -0.036
## 379          ASDQII_1 ~~ ASDQII_10 23.648  0.059   0.059    0.035    0.035
## 399          ASDQII_2 ~~ ASDQII_12 22.788  0.061   0.061    0.038    0.038
## 451          ASDQII_5 ~~ ASDQII_16 21.249  0.066   0.066    0.046    0.046
## 488          ASDQII_8 ~~ ASDQII_14 21.169  0.056   0.056    0.028    0.028
## 458          ASDQII_6 ~~  ASDQII_9 20.717  0.071   0.071    0.033    0.033
## 519         ASDQII_11 ~~ ASDQII_15 20.590  0.061   0.061    0.034    0.034
## 180              Math =~  ASDQII_2 19.715 -0.072  -0.094   -0.078   -0.078
## 372          ASDQII_1 ~~  ASDQII_3 19.333 -0.061  -0.061   -0.044   -0.044
## 154           English =~    APSI_5 19.062  0.119   0.124    0.118    0.118
## 434          ASDQII_4 ~~ ASDQII_14 19.041  0.060   0.060    0.037    0.037
## 469          ASDQII_6 ~~ ASDQII_20 18.879  0.061   0.061    0.036    0.036
## 215          Subjects =~    APSI_1 17.656 -0.129  -0.126   -0.105   -0.105
## 217          Subjects =~    APSI_5 17.608  0.121   0.118    0.113    0.113
## 380          ASDQII_1 ~~ ASDQII_11 17.606  0.047   0.047    0.030    0.030
## 196           Science =~    APSI_5 16.576  0.093   0.113    0.108    0.108
## 152           English =~    APSI_1 16.212 -0.117  -0.122   -0.101   -0.101
## 405          ASDQII_2 ~~ ASDQII_18 16.149 -0.051  -0.051   -0.038   -0.038
## 529         ASDQII_12 ~~ ASDQII_17 15.682 -0.048  -0.048   -0.031   -0.031
## 530         ASDQII_12 ~~ ASDQII_18 15.669 -0.048  -0.048   -0.032   -0.032
## 375          ASDQII_1 ~~  ASDQII_6 15.275 -0.050  -0.050   -0.029   -0.029
## 560         ASDQII_19 ~~ ASDQII_20 15.028  0.054   0.054    0.042    0.042
## 179              Math =~  ASDQII_1 14.967  0.058   0.076    0.064    0.064
## 437          ASDQII_4 ~~ ASDQII_17 14.896  0.054   0.054    0.038    0.038
## 538         ASDQII_13 ~~ ASDQII_19 14.556  0.050   0.050    0.032    0.032
## 222          Subjects =~  ASDQII_2 14.518 -0.117  -0.114   -0.095   -0.095
## 557         ASDQII_17 ~~ ASDQII_20 14.352 -0.053  -0.053   -0.039   -0.039
## 298            APSI_5 ~~ ASDQII_11 14.320  0.060   0.060    0.043    0.043
## 406          ASDQII_2 ~~ ASDQII_19 14.286  0.050   0.050    0.038    0.038
## 457          ASDQII_6 ~~  ASDQII_8 13.748 -0.056  -0.056   -0.026   -0.026
## 212           Science =~ ASDQII_18 13.690 -0.091  -0.110   -0.097   -0.097
## 231          Subjects =~ ASDQII_11 13.364  0.104   0.102    0.076    0.076
## 504          ASDQII_9 ~~ ASDQII_19 13.128  0.049   0.049    0.030    0.030
## 420          ASDQII_3 ~~ ASDQII_16 13.093 -0.048  -0.048   -0.034   -0.034
## 442          ASDQII_5 ~~  ASDQII_7 12.962  0.051   0.051    0.028    0.028
## 559         ASDQII_18 ~~ ASDQII_20 12.960 -0.049  -0.049   -0.038   -0.038
## 539         ASDQII_13 ~~ ASDQII_20 12.666  0.047   0.047    0.029    0.029
## 253            APSI_1 ~~ ASDQII_13 12.454  0.058   0.058    0.034    0.034
## 251            APSI_1 ~~ ASDQII_11 12.408 -0.053  -0.053   -0.033   -0.033
## 552         ASDQII_16 ~~ ASDQII_18 12.403  0.049   0.049    0.037    0.037
## 439          ASDQII_4 ~~ ASDQII_19 12.334 -0.050  -0.050   -0.037   -0.037
## 496          ASDQII_9 ~~ ASDQII_11 12.062 -0.043  -0.043   -0.022   -0.022
## 417          ASDQII_3 ~~ ASDQII_13 12.034  0.044   0.044    0.027    0.027
## 151       Futuregoals =~ ASDQII_20 11.879  0.085   0.085    0.073    0.073
## 250            APSI_1 ~~ ASDQII_10 11.787 -0.056  -0.056   -0.032   -0.032
## 129       Futuregoals =~    APSI_1 11.550  0.607   0.604    0.502    0.502
## 460          ASDQII_6 ~~ ASDQII_11 11.392 -0.043  -0.043   -0.022   -0.022
## 374          ASDQII_1 ~~  ASDQII_5 11.354  0.049   0.049    0.034    0.034
## 383          ASDQII_1 ~~ ASDQII_14 11.335 -0.040  -0.040   -0.025   -0.025
## 462          ASDQII_6 ~~ ASDQII_13 10.944  0.046   0.046    0.022    0.022
## 497          ASDQII_9 ~~ ASDQII_12 10.890  0.042   0.042    0.022    0.022
## 263            APSI_2 ~~    APSI_7 10.776 -0.064  -0.064   -0.051   -0.051
## 128 FeelingPurposeNow =~ ASDQII_20 10.428  0.077   0.080    0.069    0.069
## 528         ASDQII_12 ~~ ASDQII_16 10.379 -0.042  -0.042   -0.027   -0.027
## 482          ASDQII_7 ~~ ASDQII_20 10.262 -0.044  -0.044   -0.025   -0.025
## 271            APSI_2 ~~  ASDQII_7 10.248  0.054   0.054    0.033    0.033
## 158           English =~  ASDQII_6  9.459 -0.066  -0.068   -0.046   -0.046
## 424          ASDQII_3 ~~ ASDQII_20  9.371  0.040   0.040    0.028    0.028
## 163           English =~ ASDQII_11  9.347  0.061   0.063    0.047    0.047
## 503          ASDQII_9 ~~ ASDQII_18  9.305 -0.039  -0.039   -0.024   -0.024
## 523         ASDQII_11 ~~ ASDQII_19  9.093 -0.036  -0.036   -0.024   -0.024
## 544         ASDQII_14 ~~ ASDQII_19  9.067 -0.038  -0.038   -0.025   -0.025
## 407          ASDQII_2 ~~ ASDQII_20  8.285  0.039   0.039    0.028    0.028
## 535         ASDQII_13 ~~ ASDQII_16  8.247 -0.039  -0.039   -0.024   -0.024
## 478          ASDQII_7 ~~ ASDQII_16  8.158  0.040   0.040    0.023    0.023
## 484          ASDQII_8 ~~ ASDQII_10  8.141  0.042   0.042    0.020    0.020
## 214           Science =~ ASDQII_20  8.084  0.073   0.088    0.076    0.076
## 173              Math =~    APSI_1  7.891 -0.063  -0.083   -0.069   -0.069
## 465          ASDQII_6 ~~ ASDQII_16  7.808 -0.040  -0.040   -0.023   -0.023
## 423          ASDQII_3 ~~ ASDQII_19  7.728  0.035   0.035    0.027    0.027
## 508         ASDQII_10 ~~ ASDQII_13  7.726 -0.036  -0.036   -0.018   -0.018
## 183              Math =~  ASDQII_5  7.535  0.046   0.060    0.049    0.049
## 162           English =~ ASDQII_10  7.517  0.055   0.057    0.040    0.040
## 455          ASDQII_5 ~~ ASDQII_20  7.317 -0.038  -0.038   -0.026   -0.026
## 520         ASDQII_11 ~~ ASDQII_16  7.306  0.033   0.033    0.021    0.021
## 526         ASDQII_12 ~~ ASDQII_14  7.102 -0.036  -0.036   -0.020   -0.020
## 397          ASDQII_2 ~~ ASDQII_10  6.862 -0.035  -0.035   -0.020   -0.020
## 428          ASDQII_4 ~~  ASDQII_8  6.778  0.036   0.036    0.020    0.020
## 392          ASDQII_2 ~~  ASDQII_5  6.744 -0.040  -0.040   -0.027   -0.027
## 357            APSI_8 ~~  ASDQII_7  6.692 -0.046  -0.046   -0.025   -0.025
## 349            APSI_7 ~~ ASDQII_19  6.686 -0.043  -0.043   -0.034   -0.034
## 471          ASDQII_7 ~~  ASDQII_9  6.662 -0.040  -0.040   -0.018   -0.018
## 226          Subjects =~  ASDQII_6  6.547 -0.081  -0.080   -0.054   -0.054
## 107 FeelingPurposeNow =~    APSI_7  6.539 -0.315  -0.325   -0.287   -0.287
## 516         ASDQII_11 ~~ ASDQII_12  6.484 -0.033  -0.033   -0.019   -0.019
## 388          ASDQII_1 ~~ ASDQII_19  6.424 -0.031  -0.031   -0.024   -0.024
## 404          ASDQII_2 ~~ ASDQII_17  6.287 -0.033  -0.033   -0.023   -0.023
## 309            APSI_4 ~~    APSI_8  6.271 -0.066  -0.066   -0.046   -0.046
## 261            APSI_2 ~~    APSI_5  6.254  0.054   0.054    0.046    0.046
## 410          ASDQII_3 ~~  ASDQII_6  6.235  0.034   0.034    0.019    0.019
## 534         ASDQII_13 ~~ ASDQII_15  6.056 -0.036  -0.036   -0.019   -0.019
## 489          ASDQII_8 ~~ ASDQII_15  6.041 -0.031  -0.031   -0.015   -0.015
## 232          Subjects =~ ASDQII_12  6.030 -0.073  -0.071   -0.053   -0.053
## 246            APSI_1 ~~  ASDQII_6  5.945  0.042   0.042    0.024    0.024
## 411          ASDQII_3 ~~  ASDQII_7  5.869 -0.032  -0.032   -0.018   -0.018
## 495          ASDQII_9 ~~ ASDQII_10  5.857 -0.036  -0.036   -0.017   -0.017
## 415          ASDQII_3 ~~ ASDQII_11  5.847 -0.028  -0.028   -0.018   -0.018
## 230          Subjects =~ ASDQII_10  5.790  0.072   0.071    0.049    0.049
## 200           Science =~  ASDQII_1  5.781  0.042   0.051    0.043    0.043
## 382          ASDQII_1 ~~ ASDQII_13  5.728 -0.029  -0.029   -0.018   -0.018
## 193              Math =~ ASDQII_20  5.682  0.055   0.072    0.062    0.062
## 130       Futuregoals =~    APSI_2  5.546 -0.348  -0.346   -0.310   -0.310
## 288            APSI_5 ~~  ASDQII_1  5.510  0.038   0.038    0.031    0.031
## 244            APSI_1 ~~  ASDQII_4  5.417 -0.042  -0.042   -0.028   -0.028
## 290            APSI_5 ~~  ASDQII_3  5.330 -0.039  -0.039   -0.031   -0.031
## 419          ASDQII_3 ~~ ASDQII_15  5.299 -0.029  -0.029   -0.018   -0.018
## 427          ASDQII_4 ~~  ASDQII_7  5.297 -0.034  -0.034   -0.019   -0.019
## 398          ASDQII_2 ~~ ASDQII_11  5.186 -0.028  -0.028   -0.017   -0.017
## 187              Math =~ ASDQII_14  5.035  0.040   0.052    0.039    0.039
## 300            APSI_5 ~~ ASDQII_13  5.034 -0.039  -0.039   -0.027   -0.027
## 461          ASDQII_6 ~~ ASDQII_12  4.780  0.029   0.029    0.015    0.015
## 549         ASDQII_15 ~~ ASDQII_19  4.719 -0.028  -0.028   -0.019   -0.019
## 533         ASDQII_13 ~~ ASDQII_14  4.688  0.031   0.031    0.016    0.016
## 477          ASDQII_7 ~~ ASDQII_15  4.572  0.029   0.029    0.014    0.014
## 553         ASDQII_16 ~~ ASDQII_19  4.510 -0.030  -0.030   -0.023   -0.023
## 213           Science =~ ASDQII_19  4.505  0.053   0.065    0.058    0.058
## 413          ASDQII_3 ~~  ASDQII_9  4.495 -0.028  -0.028   -0.016   -0.016
## 452          ASDQII_5 ~~ ASDQII_17  4.479 -0.028  -0.028   -0.020   -0.020
## 147       Futuregoals =~ ASDQII_16  4.443 -0.053  -0.053   -0.045   -0.045
## 378          ASDQII_1 ~~  ASDQII_9  4.381 -0.026  -0.026   -0.015   -0.015
## 438          ASDQII_4 ~~ ASDQII_18  4.305 -0.029  -0.029   -0.021   -0.021
## 175              Math =~    APSI_5  4.279  0.044   0.057    0.055    0.055
## 237            APSI_1 ~~    APSI_5  4.257 -0.049  -0.049   -0.039   -0.039
## 124 FeelingPurposeNow =~ ASDQII_16  4.219 -0.050  -0.052   -0.044   -0.044
## 556         ASDQII_17 ~~ ASDQII_19  4.207 -0.028  -0.028   -0.022   -0.022
## 550         ASDQII_15 ~~ ASDQII_20  4.079 -0.027  -0.027   -0.017   -0.017
## 313            APSI_4 ~~  ASDQII_4  4.057  0.036   0.036    0.025    0.025
## 258            APSI_1 ~~ ASDQII_18  4.011 -0.032  -0.032   -0.023   -0.023
## 249            APSI_1 ~~  ASDQII_9  3.978  0.033   0.033    0.019    0.019
summary(discriminantASDQII.fit, standardized=TRUE, rsquare=TRUE)
## lavaan (0.5-20) converged normally after 121 iterations
## 
##                                                   Used       Total
##   Number of observations                          1188        1288
## 
##   Number of missing patterns                         2
## 
##   Estimator                                         ML
##   Minimum Function Test Statistic             1074.116
##   Degrees of freedom                               284
##   P-value (Chi-square)                           0.000
## 
## Parameter Estimates:
## 
##   Information                                 Observed
##   Standard Errors                             Standard
## 
## Latent Variables:
##                        Estimate  Std.Err  Z-value  P(>|z|)   Std.lv
##   FeelingPurposeNow =~                                             
##     APSI_1                1.000                               1.033
##     APSI_2                0.866    0.031   28.059    0.000    0.894
##     APSI_5                0.715    0.031   23.337    0.000    0.739
##   Futuregoals =~                                                   
##     APSI_4                1.000                               0.995
##     APSI_7                0.907    0.033   27.692    0.000    0.902
##     APSI_8                1.004    0.035   28.725    0.000    0.998
##   English =~                                                       
##     ASDQII_1              1.000                               1.036
##     ASDQII_2              0.990    0.025   40.149    0.000    1.026
##     ASDQII_3              1.008    0.024   41.533    0.000    1.044
##     ASDQII_4              0.988    0.026   38.283    0.000    1.024
##     ASDQII_5              1.012    0.025   40.280    0.000    1.048
##   Math =~                                                          
##     ASDQII_6              1.000                               1.313
##     ASDQII_7              1.025    0.021   49.123    0.000    1.346
##     ASDQII_8              1.046    0.020   51.299    0.000    1.373
##     ASDQII_9              1.004    0.021   48.894    0.000    1.318
##     ASDQII_10             0.990    0.020   49.055    0.000    1.300
##   Science =~                                                       
##     ASDQII_11             1.000                               1.211
##     ASDQII_12             0.986    0.020   49.915    0.000    1.195
##     ASDQII_13             1.037    0.021   49.729    0.000    1.256
##     ASDQII_14             0.997    0.020   50.166    0.000    1.208
##     ASDQII_15             1.001    0.020   49.484    0.000    1.212
##   Subjects =~                                                      
##     ASDQII_16             1.000                               0.979
##     ASDQII_17             1.009    0.027   36.910    0.000    0.988
##     ASDQII_18             0.983    0.027   36.729    0.000    0.962
##     ASDQII_19             0.937    0.027   34.685    0.000    0.917
##     ASDQII_20             0.994    0.028   35.630    0.000    0.972
##   Std.all
##          
##     0.858
##     0.802
##     0.704
##          
##     0.839
##     0.796
##     0.826
##          
##     0.881
##     0.855
##     0.872
##     0.833
##     0.851
##          
##     0.896
##     0.906
##     0.923
##     0.903
##     0.907
##          
##     0.912
##     0.899
##     0.899
##     0.899
##     0.893
##          
##     0.834
##     0.855
##     0.851
##     0.826
##     0.840
## 
## Covariances:
##                        Estimate  Std.Err  Z-value  P(>|z|)   Std.lv
##   FeelingPurposeNow ~~                                             
##     Futuregoals           0.934    0.055   16.950    0.000    0.910
##     English               0.194    0.041    4.765    0.000    0.181
##     Math                  0.195    0.050    3.881    0.000    0.144
##     Science               0.154    0.046    3.353    0.001    0.123
##     Subjects              0.169    0.039    4.366    0.000    0.168
##   Futuregoals ~~                                                   
##     English               0.176    0.039    4.520    0.000    0.171
##     Math                  0.182    0.048    3.784    0.000    0.139
##     Science               0.147    0.044    3.352    0.001    0.122
##     Subjects              0.153    0.037    4.139    0.000    0.158
##   English ~~                                                       
##     Math                  0.321    0.043    7.417    0.000    0.236
##     Science               0.503    0.042   11.879    0.000    0.401
##     Subjects              0.692    0.041   16.928    0.000    0.683
##   Math ~~                                                          
##     Science               0.825    0.056   14.791    0.000    0.519
##     Subjects              0.889    0.051   17.353    0.000    0.692
##   Science ~~                                                       
##     Subjects              0.832    0.047   17.549    0.000    0.701
##   Std.all
##          
##     0.910
##     0.181
##     0.144
##     0.123
##     0.168
##          
##     0.171
##     0.139
##     0.122
##     0.158
##          
##     0.236
##     0.401
##     0.683
##          
##     0.519
##     0.692
##          
##     0.701
## 
## Intercepts:
##                    Estimate  Std.Err  Z-value  P(>|z|)   Std.lv  Std.all
##     APSI_1            3.719    0.039   94.847    0.000    3.719    3.092
##     APSI_2            3.888    0.036  106.850    0.000    3.888    3.485
##     APSI_5            4.134    0.034  120.696    0.000    4.134    3.939
##     APSI_4            3.827    0.039   98.949    0.000    3.827    3.227
##     APSI_7            3.862    0.037  104.428    0.000    3.862    3.407
##     APSI_8            3.810    0.039   96.599    0.000    3.810    3.151
##     ASDQII_1          4.514    0.034  132.319    0.000    4.514    3.839
##     ASDQII_2          4.364    0.035  125.329    0.000    4.364    3.636
##     ASDQII_3          4.465    0.035  128.433    0.000    4.465    3.726
##     ASDQII_4          4.402    0.036  123.404    0.000    4.402    3.580
##     ASDQII_5          4.383    0.036  122.705    0.000    4.383    3.560
##     ASDQII_6          4.141    0.043   97.420    0.000    4.141    2.826
##     ASDQII_7          4.095    0.043   95.005    0.000    4.095    2.756
##     ASDQII_8          4.109    0.043   95.195    0.000    4.109    2.762
##     ASDQII_9          4.015    0.042   94.800    0.000    4.015    2.750
##     ASDQII_10         4.210    0.042  101.184    0.000    4.210    2.936
##     ASDQII_11         4.237    0.039  109.928    0.000    4.237    3.189
##     ASDQII_12         4.113    0.039  106.700    0.000    4.113    3.096
##     ASDQII_13         4.162    0.041  102.667    0.000    4.162    2.979
##     ASDQII_14         4.145    0.039  106.365    0.000    4.145    3.086
##     ASDQII_15         4.132    0.039  104.941    0.000    4.132    3.045
##     ASDQII_16         4.395    0.034  129.166    0.000    4.395    3.747
##     ASDQII_17         4.420    0.034  131.878    0.000    4.420    3.826
##     ASDQII_18         4.515    0.033  137.732    0.000    4.515    3.996
##     ASDQII_19         4.334    0.032  134.648    0.000    4.334    3.907
##     ASDQII_20         4.404    0.034  131.126    0.000    4.404    3.804
##     FeelingPurpsNw    0.000                               0.000    0.000
##     Futuregoals       0.000                               0.000    0.000
##     English           0.000                               0.000    0.000
##     Math              0.000                               0.000    0.000
##     Science           0.000                               0.000    0.000
##     Subjects          0.000                               0.000    0.000
## 
## Variances:
##                    Estimate  Std.Err  Z-value  P(>|z|)   Std.lv  Std.all
##     APSI_1            0.381    0.028   13.560    0.000    0.381    0.263
##     APSI_2            0.445    0.027   16.375    0.000    0.445    0.357
##     APSI_5            0.556    0.030   18.799    0.000    0.556    0.505
##     APSI_4            0.417    0.027   15.301    0.000    0.417    0.297
##     APSI_7            0.472    0.028   17.064    0.000    0.472    0.367
##     APSI_8            0.465    0.029   15.904    0.000    0.465    0.318
##     ASDQII_1          0.309    0.017   18.485    0.000    0.309    0.224
##     ASDQII_2          0.387    0.020   19.850    0.000    0.387    0.269
##     ASDQII_3          0.345    0.018   19.045    0.000    0.345    0.240
##     ASDQII_4          0.463    0.022   20.684    0.000    0.463    0.306
##     ASDQII_5          0.417    0.021   20.036    0.000    0.417    0.275
##     ASDQII_6          0.422    0.021   20.126    0.000    0.422    0.197
##     ASDQII_7          0.396    0.020   19.693    0.000    0.396    0.180
##     ASDQII_8          0.328    0.018   18.453    0.000    0.328    0.148
##     ASDQII_9          0.394    0.020   19.816    0.000    0.394    0.185
##     ASDQII_10         0.366    0.019   19.644    0.000    0.366    0.178
##     ASDQII_11         0.298    0.016   18.703    0.000    0.298    0.169
##     ASDQII_12         0.337    0.017   19.550    0.000    0.337    0.191
##     ASDQII_13         0.374    0.019   19.504    0.000    0.374    0.191
##     ASDQII_14         0.345    0.018   19.628    0.000    0.345    0.191
##     ASDQII_15         0.373    0.019   19.944    0.000    0.373    0.202
##     ASDQII_16         0.418    0.020   20.763    0.000    0.418    0.304
##     ASDQII_17         0.359    0.018   20.057    0.000    0.359    0.269
##     ASDQII_18         0.351    0.017   20.138    0.000    0.351    0.275
##     ASDQII_19         0.391    0.019   21.006    0.000    0.391    0.318
##     ASDQII_20         0.395    0.019   20.555    0.000    0.395    0.294
##     FeelingPurpsNw    1.066    0.068   15.627    0.000    1.000    1.000
##     Futuregoals       0.989    0.065   15.192    0.000    1.000    1.000
##     English           1.073    0.056   19.046    0.000    1.000    1.000
##     Math              1.724    0.087   19.780    0.000    1.000    1.000
##     Science           1.468    0.072   20.350    0.000    1.000    1.000
##     Subjects          0.958    0.055   17.481    0.000    1.000    1.000
## 
## R-Square:
##                    Estimate
##     APSI_1            0.737
##     APSI_2            0.643
##     APSI_5            0.495
##     APSI_4            0.703
##     APSI_7            0.633
##     APSI_8            0.682
##     ASDQII_1          0.776
##     ASDQII_2          0.731
##     ASDQII_3          0.760
##     ASDQII_4          0.694
##     ASDQII_5          0.725
##     ASDQII_6          0.803
##     ASDQII_7          0.820
##     ASDQII_8          0.852
##     ASDQII_9          0.815
##     ASDQII_10         0.822
##     ASDQII_11         0.831
##     ASDQII_12         0.809
##     ASDQII_13         0.809
##     ASDQII_14         0.809
##     ASDQII_15         0.798
##     ASDQII_16         0.696
##     ASDQII_17         0.731
##     ASDQII_18         0.725
##     ASDQII_19         0.682
##     ASDQII_20         0.706
fitmeasures(discriminantASDQII.fit, c("chisq", "df", "pvalue", "cfi", "tli", "rmsea", "rmsea.ci.lower", "rmsea.ci.upper", "srmr")) #Models as a single purpose factor
##          chisq             df         pvalue            cfi            tli 
##       1074.116        284.000          0.000          0.972          0.968 
##          rmsea rmsea.ci.lower rmsea.ci.upper           srmr 
##          0.048          0.045          0.051          0.029
inspect(discriminantASDQII.fit,what="std")
## $lambda
##           FlngPN Ftrgls Englsh  Math Scienc Sbjcts
## APSI_1     0.858  0.000  0.000 0.000  0.000  0.000
## APSI_2     0.802  0.000  0.000 0.000  0.000  0.000
## APSI_5     0.704  0.000  0.000 0.000  0.000  0.000
## APSI_4     0.000  0.839  0.000 0.000  0.000  0.000
## APSI_7     0.000  0.796  0.000 0.000  0.000  0.000
## APSI_8     0.000  0.826  0.000 0.000  0.000  0.000
## ASDQII_1   0.000  0.000  0.881 0.000  0.000  0.000
## ASDQII_2   0.000  0.000  0.855 0.000  0.000  0.000
## ASDQII_3   0.000  0.000  0.872 0.000  0.000  0.000
## ASDQII_4   0.000  0.000  0.833 0.000  0.000  0.000
## ASDQII_5   0.000  0.000  0.851 0.000  0.000  0.000
## ASDQII_6   0.000  0.000  0.000 0.896  0.000  0.000
## ASDQII_7   0.000  0.000  0.000 0.906  0.000  0.000
## ASDQII_8   0.000  0.000  0.000 0.923  0.000  0.000
## ASDQII_9   0.000  0.000  0.000 0.903  0.000  0.000
## ASDQII_10  0.000  0.000  0.000 0.907  0.000  0.000
## ASDQII_11  0.000  0.000  0.000 0.000  0.912  0.000
## ASDQII_12  0.000  0.000  0.000 0.000  0.899  0.000
## ASDQII_13  0.000  0.000  0.000 0.000  0.899  0.000
## ASDQII_14  0.000  0.000  0.000 0.000  0.899  0.000
## ASDQII_15  0.000  0.000  0.000 0.000  0.893  0.000
## ASDQII_16  0.000  0.000  0.000 0.000  0.000  0.834
## ASDQII_17  0.000  0.000  0.000 0.000  0.000  0.855
## ASDQII_18  0.000  0.000  0.000 0.000  0.000  0.851
## ASDQII_19  0.000  0.000  0.000 0.000  0.000  0.826
## ASDQII_20  0.000  0.000  0.000 0.000  0.000  0.840
## 
## $theta
##           APSI_1 APSI_2 APSI_5 APSI_4 APSI_7 APSI_8 ASDQII_1 ASDQII_2
## APSI_1    0.263                                                      
## APSI_2    0.000  0.357                                               
## APSI_5    0.000  0.000  0.505                                        
## APSI_4    0.000  0.000  0.000  0.297                                 
## APSI_7    0.000  0.000  0.000  0.000  0.367                          
## APSI_8    0.000  0.000  0.000  0.000  0.000  0.318                   
## ASDQII_1  0.000  0.000  0.000  0.000  0.000  0.000  0.224            
## ASDQII_2  0.000  0.000  0.000  0.000  0.000  0.000  0.000    0.269   
## ASDQII_3  0.000  0.000  0.000  0.000  0.000  0.000  0.000    0.000   
## ASDQII_4  0.000  0.000  0.000  0.000  0.000  0.000  0.000    0.000   
## ASDQII_5  0.000  0.000  0.000  0.000  0.000  0.000  0.000    0.000   
## ASDQII_6  0.000  0.000  0.000  0.000  0.000  0.000  0.000    0.000   
## ASDQII_7  0.000  0.000  0.000  0.000  0.000  0.000  0.000    0.000   
## ASDQII_8  0.000  0.000  0.000  0.000  0.000  0.000  0.000    0.000   
## ASDQII_9  0.000  0.000  0.000  0.000  0.000  0.000  0.000    0.000   
## ASDQII_10 0.000  0.000  0.000  0.000  0.000  0.000  0.000    0.000   
## ASDQII_11 0.000  0.000  0.000  0.000  0.000  0.000  0.000    0.000   
## ASDQII_12 0.000  0.000  0.000  0.000  0.000  0.000  0.000    0.000   
## ASDQII_13 0.000  0.000  0.000  0.000  0.000  0.000  0.000    0.000   
## ASDQII_14 0.000  0.000  0.000  0.000  0.000  0.000  0.000    0.000   
## ASDQII_15 0.000  0.000  0.000  0.000  0.000  0.000  0.000    0.000   
## ASDQII_16 0.000  0.000  0.000  0.000  0.000  0.000  0.000    0.000   
## ASDQII_17 0.000  0.000  0.000  0.000  0.000  0.000  0.000    0.000   
## ASDQII_18 0.000  0.000  0.000  0.000  0.000  0.000  0.000    0.000   
## ASDQII_19 0.000  0.000  0.000  0.000  0.000  0.000  0.000    0.000   
## ASDQII_20 0.000  0.000  0.000  0.000  0.000  0.000  0.000    0.000   
##           ASDQII_3 ASDQII_4 ASDQII_5 ASDQII_6 ASDQII_7 ASDQII_8 ASDQII_9
## APSI_1                                                                  
## APSI_2                                                                  
## APSI_5                                                                  
## APSI_4                                                                  
## APSI_7                                                                  
## APSI_8                                                                  
## ASDQII_1                                                                
## ASDQII_2                                                                
## ASDQII_3  0.240                                                         
## ASDQII_4  0.000    0.306                                                
## ASDQII_5  0.000    0.000    0.275                                       
## ASDQII_6  0.000    0.000    0.000    0.197                              
## ASDQII_7  0.000    0.000    0.000    0.000    0.180                     
## ASDQII_8  0.000    0.000    0.000    0.000    0.000    0.148            
## ASDQII_9  0.000    0.000    0.000    0.000    0.000    0.000    0.185   
## ASDQII_10 0.000    0.000    0.000    0.000    0.000    0.000    0.000   
## ASDQII_11 0.000    0.000    0.000    0.000    0.000    0.000    0.000   
## ASDQII_12 0.000    0.000    0.000    0.000    0.000    0.000    0.000   
## ASDQII_13 0.000    0.000    0.000    0.000    0.000    0.000    0.000   
## ASDQII_14 0.000    0.000    0.000    0.000    0.000    0.000    0.000   
## ASDQII_15 0.000    0.000    0.000    0.000    0.000    0.000    0.000   
## ASDQII_16 0.000    0.000    0.000    0.000    0.000    0.000    0.000   
## ASDQII_17 0.000    0.000    0.000    0.000    0.000    0.000    0.000   
## ASDQII_18 0.000    0.000    0.000    0.000    0.000    0.000    0.000   
## ASDQII_19 0.000    0.000    0.000    0.000    0.000    0.000    0.000   
## ASDQII_20 0.000    0.000    0.000    0.000    0.000    0.000    0.000   
##           ASDQII_10 ASDQII_11 ASDQII_12 ASDQII_13 ASDQII_14 ASDQII_15
## APSI_1                                                               
## APSI_2                                                               
## APSI_5                                                               
## APSI_4                                                               
## APSI_7                                                               
## APSI_8                                                               
## ASDQII_1                                                             
## ASDQII_2                                                             
## ASDQII_3                                                             
## ASDQII_4                                                             
## ASDQII_5                                                             
## ASDQII_6                                                             
## ASDQII_7                                                             
## ASDQII_8                                                             
## ASDQII_9                                                             
## ASDQII_10 0.178                                                      
## ASDQII_11 0.000     0.169                                            
## ASDQII_12 0.000     0.000     0.191                                  
## ASDQII_13 0.000     0.000     0.000     0.191                        
## ASDQII_14 0.000     0.000     0.000     0.000     0.191              
## ASDQII_15 0.000     0.000     0.000     0.000     0.000     0.202    
## ASDQII_16 0.000     0.000     0.000     0.000     0.000     0.000    
## ASDQII_17 0.000     0.000     0.000     0.000     0.000     0.000    
## ASDQII_18 0.000     0.000     0.000     0.000     0.000     0.000    
## ASDQII_19 0.000     0.000     0.000     0.000     0.000     0.000    
## ASDQII_20 0.000     0.000     0.000     0.000     0.000     0.000    
##           ASDQII_16 ASDQII_17 ASDQII_18 ASDQII_19 ASDQII_20
## APSI_1                                                     
## APSI_2                                                     
## APSI_5                                                     
## APSI_4                                                     
## APSI_7                                                     
## APSI_8                                                     
## ASDQII_1                                                   
## ASDQII_2                                                   
## ASDQII_3                                                   
## ASDQII_4                                                   
## ASDQII_5                                                   
## ASDQII_6                                                   
## ASDQII_7                                                   
## ASDQII_8                                                   
## ASDQII_9                                                   
## ASDQII_10                                                  
## ASDQII_11                                                  
## ASDQII_12                                                  
## ASDQII_13                                                  
## ASDQII_14                                                  
## ASDQII_15                                                  
## ASDQII_16 0.304                                            
## ASDQII_17 0.000     0.269                                  
## ASDQII_18 0.000     0.000     0.275                        
## ASDQII_19 0.000     0.000     0.000     0.318              
## ASDQII_20 0.000     0.000     0.000     0.000     0.294    
## 
## $psi
##                   FlngPN Ftrgls Englsh Math  Scienc Sbjcts
## FeelingPurposeNow 1.000                                   
## Futuregoals       0.910  1.000                            
## English           0.181  0.171  1.000                     
## Math              0.144  0.139  0.236  1.000              
## Science           0.123  0.122  0.401  0.519 1.000        
## Subjects          0.168  0.158  0.683  0.692 0.701  1.000 
## 
## $nu
##           intrcp
## APSI_1     3.092
## APSI_2     3.485
## APSI_5     3.939
## APSI_4     3.227
## APSI_7     3.407
## APSI_8     3.151
## ASDQII_1   3.839
## ASDQII_2   3.636
## ASDQII_3   3.726
## ASDQII_4   3.580
## ASDQII_5   3.560
## ASDQII_6   2.826
## ASDQII_7   2.756
## ASDQII_8   2.762
## ASDQII_9   2.750
## ASDQII_10  2.936
## ASDQII_11  3.189
## ASDQII_12  3.096
## ASDQII_13  2.979
## ASDQII_14  3.086
## ASDQII_15  3.045
## ASDQII_16  3.747
## ASDQII_17  3.826
## ASDQII_18  3.996
## ASDQII_19  3.907
## ASDQII_20  3.804
## 
## $alpha
##                   intrcp
## FeelingPurposeNow      0
## Futuregoals            0
## English                0
## Math                   0
## Science                0
## Subjects               0
fitted(discriminantASDQII.fit)
## $cov
##           APSI_1 APSI_2 APSI_5 APSI_4 APSI_7 APSI_8 ASDQII_1 ASDQII_2
## APSI_1    1.447                                                      
## APSI_2    0.923  1.245                                               
## APSI_5    0.763  0.661  1.102                                        
## APSI_4    0.934  0.809  0.668  1.406                                 
## APSI_7    0.847  0.734  0.606  0.897  1.285                          
## APSI_8    0.938  0.813  0.671  0.993  0.901  1.462                   
## ASDQII_1  0.194  0.168  0.139  0.176  0.159  0.176  1.383            
## ASDQII_2  0.192  0.166  0.137  0.174  0.158  0.175  1.063    1.440   
## ASDQII_3  0.195  0.169  0.140  0.177  0.161  0.178  1.082    1.072   
## ASDQII_4  0.191  0.166  0.137  0.174  0.157  0.174  1.061    1.050   
## ASDQII_5  0.196  0.170  0.140  0.178  0.161  0.178  1.086    1.076   
## ASDQII_6  0.195  0.169  0.140  0.182  0.165  0.183  0.321    0.318   
## ASDQII_7  0.200  0.173  0.143  0.187  0.169  0.187  0.329    0.326   
## ASDQII_8  0.204  0.177  0.146  0.190  0.173  0.191  0.336    0.332   
## ASDQII_9  0.196  0.170  0.140  0.183  0.166  0.183  0.322    0.319   
## ASDQII_10 0.193  0.167  0.138  0.180  0.163  0.181  0.318    0.315   
## ASDQII_11 0.154  0.134  0.110  0.147  0.133  0.148  0.503    0.498   
## ASDQII_12 0.152  0.132  0.109  0.145  0.132  0.146  0.496    0.492   
## ASDQII_13 0.160  0.138  0.114  0.153  0.138  0.153  0.522    0.517   
## ASDQII_14 0.154  0.133  0.110  0.147  0.133  0.147  0.502    0.497   
## ASDQII_15 0.154  0.134  0.110  0.147  0.134  0.148  0.504    0.499   
## ASDQII_16 0.169  0.147  0.121  0.153  0.139  0.154  0.692    0.685   
## ASDQII_17 0.171  0.148  0.122  0.155  0.140  0.155  0.699    0.692   
## ASDQII_18 0.166  0.144  0.119  0.151  0.137  0.151  0.680    0.674   
## ASDQII_19 0.159  0.137  0.113  0.144  0.130  0.144  0.648    0.642   
## ASDQII_20 0.168  0.146  0.120  0.152  0.138  0.153  0.688    0.681   
##           ASDQII_3 ASDQII_4 ASDQII_5 ASDQII_6 ASDQII_7 ASDQII_8 ASDQII_9
## APSI_1                                                                  
## APSI_2                                                                  
## APSI_5                                                                  
## APSI_4                                                                  
## APSI_7                                                                  
## APSI_8                                                                  
## ASDQII_1                                                                
## ASDQII_2                                                                
## ASDQII_3  1.436                                                         
## ASDQII_4  1.069    1.511                                                
## ASDQII_5  1.095    1.073    1.516                                       
## ASDQII_6  0.324    0.317    0.325    2.146                              
## ASDQII_7  0.332    0.325    0.333    1.767    2.207                     
## ASDQII_8  0.338    0.332    0.340    1.803    1.848    2.213            
## ASDQII_9  0.325    0.318    0.326    1.731    1.774    1.810    2.131   
## ASDQII_10 0.320    0.314    0.321    1.707    1.749    1.785    1.714   
## ASDQII_11 0.507    0.497    0.509    0.825    0.846    0.863    0.829   
## ASDQII_12 0.500    0.490    0.502    0.814    0.834    0.851    0.817   
## ASDQII_13 0.526    0.516    0.528    0.856    0.877    0.895    0.859   
## ASDQII_14 0.506    0.496    0.508    0.823    0.843    0.861    0.826   
## ASDQII_15 0.508    0.498    0.509    0.826    0.846    0.864    0.829   
## ASDQII_16 0.698    0.684    0.700    0.889    0.911    0.930    0.893   
## ASDQII_17 0.704    0.690    0.707    0.897    0.920    0.939    0.901   
## ASDQII_18 0.686    0.672    0.688    0.874    0.896    0.914    0.878   
## ASDQII_19 0.653    0.641    0.656    0.833    0.854    0.871    0.836   
## ASDQII_20 0.693    0.680    0.696    0.884    0.906    0.924    0.887   
##           ASDQII_10 ASDQII_11 ASDQII_12 ASDQII_13 ASDQII_14 ASDQII_15
## APSI_1                                                               
## APSI_2                                                               
## APSI_5                                                               
## APSI_4                                                               
## APSI_7                                                               
## APSI_8                                                               
## ASDQII_1                                                             
## ASDQII_2                                                             
## ASDQII_3                                                             
## ASDQII_4                                                             
## ASDQII_5                                                             
## ASDQII_6                                                             
## ASDQII_7                                                             
## ASDQII_8                                                             
## ASDQII_9                                                             
## ASDQII_10 2.056                                                      
## ASDQII_11 0.817     1.765                                            
## ASDQII_12 0.806     1.448     1.765                                  
## ASDQII_13 0.847     1.522     1.501     1.952                        
## ASDQII_14 0.815     1.463     1.443     1.517     1.804              
## ASDQII_15 0.818     1.468     1.448     1.523     1.464     1.842    
## ASDQII_16 0.880     0.832     0.820     0.862     0.829     0.832    
## ASDQII_17 0.889     0.839     0.828     0.870     0.837     0.840    
## ASDQII_18 0.865     0.817     0.806     0.848     0.815     0.818    
## ASDQII_19 0.825     0.779     0.768     0.808     0.776     0.779    
## ASDQII_20 0.875     0.826     0.815     0.857     0.824     0.827    
##           ASDQII_16 ASDQII_17 ASDQII_18 ASDQII_19 ASDQII_20
## APSI_1                                                     
## APSI_2                                                     
## APSI_5                                                     
## APSI_4                                                     
## APSI_7                                                     
## APSI_8                                                     
## ASDQII_1                                                   
## ASDQII_2                                                   
## ASDQII_3                                                   
## ASDQII_4                                                   
## ASDQII_5                                                   
## ASDQII_6                                                   
## ASDQII_7                                                   
## ASDQII_8                                                   
## ASDQII_9                                                   
## ASDQII_10                                                  
## ASDQII_11                                                  
## ASDQII_12                                                  
## ASDQII_13                                                  
## ASDQII_14                                                  
## ASDQII_15                                                  
## ASDQII_16 1.375                                            
## ASDQII_17 0.967     1.335                                  
## ASDQII_18 0.941     0.950     1.277                        
## ASDQII_19 0.897     0.905     0.882     1.231              
## ASDQII_20 0.952     0.960     0.935     0.891     1.340    
## 
## $mean
##    APSI_1    APSI_2    APSI_5    APSI_4    APSI_7    APSI_8  ASDQII_1 
##     3.719     3.888     4.134     3.827     3.862     3.810     4.514 
##  ASDQII_2  ASDQII_3  ASDQII_4  ASDQII_5  ASDQII_6  ASDQII_7  ASDQII_8 
##     4.364     4.465     4.402     4.383     4.141     4.095     4.109 
##  ASDQII_9 ASDQII_10 ASDQII_11 ASDQII_12 ASDQII_13 ASDQII_14 ASDQII_15 
##     4.015     4.210     4.237     4.113     4.162     4.145     4.132 
## ASDQII_16 ASDQII_17 ASDQII_18 ASDQII_19 ASDQII_20 
##     4.395     4.420     4.515     4.334     4.404
co<-cov2cor(inspect(discriminantASDQII.fit, "coefficients")$psi)
co
##                   FlngPN Ftrgls Englsh Math  Scienc Sbjcts
## FeelingPurposeNow 1.000                                   
## Futuregoals       0.910  1.000                            
## English           0.181  0.171  1.000                     
## Math              0.144  0.139  0.236  1.000              
## Science           0.123  0.122  0.401  0.519 1.000        
## Subjects          0.168  0.158  0.683  0.692 0.701  1.000

Convergant analysis

data <- read.csv("~/Dropbox/Git/stats/allsurveysYT1_Jan2016.csv", header=T)
View(data)
dput(data)
## structure(list(X.1 = 1:1288, Dataset = structure(c(191L, 191L, 
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## "DJT1", "EG", "Mariah", "Model", "PSF", "PSQUAL", "RH1", "SBW1"
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## 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
## 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
## 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
## 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
## 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
## 1L, 1L, 1L, 1L, 1L, 235L, 234L, 36L, 1L, 1L, 1L, 1L, 1L, 1L, 
## 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
## 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
## 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
## 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 343L, 37L, 301L, 
## 5L, 286L, 131L, 2L, 91L, 32L, 309L, 19L, 91L, 294L, 88L, 8L, 
## 277L, 300L, 51L, 173L, 37L, 48L, 92L, 262L, 19L, 28L, 269L, 286L, 
## 196L, 233L, 331L, 56L, 160L, 271L, 160L, 59L, 64L, 107L, 106L, 
## 319L, 290L, 73L, 67L, 17L, 191L, 73L, 176L, 217L, 135L, 251L, 
## 145L, 20L, 50L, 22L, 250L, 85L, 156L, 254L, 257L, 12L, 139L, 
## 241L, 90L, 337L, 172L, 98L, 297L, 61L, 194L, 148L, 218L, 12L, 
## 126L, 65L, 50L, 153L, 128L, 288L, 218L, 12L, 65L, 194L, 127L, 
## 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
## 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
## 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
## 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
## 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
## 1L, 1L, 1L, 258L, 39L, 38L, 215L, 9L, 333L, 160L, 122L, 139L, 
## 124L, 111L, 245L, 27L, 123L, 78L, 132L, 55L, 129L, 139L, 188L, 
## 319L, 66L, 326L, 192L, 37L, 11L, 170L, 156L, 175L, 243L, 162L, 
## 14L, 160L, 295L, 214L, 132L, 212L, 1L, 319L, 287L, 163L, 136L, 
## 281L, 120L, 249L, 46L, 187L, 323L, 61L, 139L, 82L, 274L, 139L, 
## 73L, 178L, 14L, 113L, 163L, 286L, 311L, 315L, 327L, 326L, 114L, 
## 15L, 186L, 159L, 286L, 109L, 279L, 103L, 257L, 132L, 72L, 178L, 
## 164L, 308L, 45L, 319L, 37L, 14L, 188L, 80L, 328L, 73L, 336L, 
## 320L, 55L, 245L, 275L, 118L, 332L, 227L, 150L, 1L, 1L, 264L, 
## 124L, 60L, 154L, 26L, 318L, 158L, 204L, 54L, 103L, 105L, 68L, 
## 118L, 3L, 55L, 14L, 259L, 325L, 42L, 1L, 140L, 335L, 325L, 1L, 
## 242L, 266L, 1L, 188L, 31L, 265L, 139L, 12L, 323L, 81L, 1L, 216L, 
## 151L, 189L, 104L, 1L, 117L, 84L, 22L, 336L, 118L, 132L, 1L, 252L, 
## 99L, 95L, 100L, 141L, 14L, 118L, 10L, 1L, 24L, 239L, 191L, 1L, 
## 101L, 212L, 144L, 120L, 13L, 12L, 6L, 1L, 1L, 1L), .Label = c("", 
## " Julian", "Aaron", "Abbi", "Abby", "Adam ", "Aditya", "Aida", 
## "Aksel", "Alby ", "Alec", "Alex", "Alex ", "Alexander", "Alexander ", 
## "Alexandra", "Alison", "Amalia", "Amber", "Andre", "andrew", 
## "Andrew", "Annaliese", "ANON", "Anthea", "Anthony", "Archie", 
## "Ariel", "Arvin", "ash", "Asha", "Astera", "Atabaris", "Augustinous", 
## "Barbara", "BDunkel000", "Ben", "Ben ", "Bertie", "Bethany", 
## "Bilel", "Bill", "Billy", "Bishoy", "Blake", "Boston", "brenton", 
## "Brigit", "Brigitte", "Bryana", "Carly", "Chaniru", "charbel", 
## "Charles", "Charlie", "Charlotte", "Charmie", "Chelsea", "Chloe", 
## "Christian", "Christopher", "Chuanting", "Cloey", "Codie", "Conglu", 
## "Connor", "Connor ", "Conor", "Daanish", "damian", "danial", 
## "daniel", "Daniel", "Daniela", "Danielle", "Danna", "david", 
## "David", "Deborah", "Declan", "Deklyn", "Dominic ", "Dovi", "Dylan", 
## "Eden", "Elaria", "Eli", "Ella", "Elleanor ", "Ellena", "Ellie", 
## "ellis", "Emily", "Emma", "Erick", "Ethan", "Etuusa", "Fanbo", 
## "Fanjun", "Fergus", "Finbar", "finley", "Finn", "finnbar", "Flynn", 
## "Francesca", "Gabby", "Gage", "Garth", "gemma", "George", "Georgia", 
## "Gianluca", "gordon", "Hannah", "Harold", "Harrison", "Harry", 
## "haziem", "Hector", "Helaina", "Henry", "Hugo", "Hunter", "Imogen", 
## "indi", "Indi", "India ", "inigo", "Isabell", "Isabella", "Jack", 
## "jackson", "Jacky", "Jacqui", "Jake", "Jamal", "james", "James", 
## "Jamie", "Jared", "jayden", "Jayden", "Jean-Claude", "Jeremy", 
## "Jesse", "jessica", "jessie", "Jessie", "joe", "Joe", "joel", 
## "Joel", "John", "jordan", "Jordan", "Jordyn", "Joseph", "josh", 
## "Joshua", "Julia ", "julian", "Julian", "Julio", "kaitlyn", "Katherine", 
## "Kathryn", "Kelleigh", "Kendall", "Kevin", "kiara", "Kiara", 
## "Kiarna", "Kirstyn", "Koby", "Kristy ", "Kyle", "Lachlan", "Lance", 
## "Landon", "lauren", "Lauren", "Leah", "Leigh", "Leila", "Leon", 
## "Leopold", "Lewis", "Lewis ", "Lexi", "Liam", "Linden", "Liz", 
## "louis", "lucas", "Lucas", "madeline", "madison", "Madison", 
## "Mal omak", "malorie", "Maneka", "Manwel", "Marco", "Margaret", 
## "marina", "Marina", "Marisa", "Marleen", "Marsil", "massoud", 
## "Matt", "Mattan ", "Matteo", "Matthew", "Max", "maxim", "Maximilian", 
## "Maya", "megan.clancy", "Mehak", "meina", "melissa", "Mia", "michael", 
## "Michael", "Michael ", "mikala", "Mitchell", "monica", "Monica", 
## "Monica ", "Morena", "Moriah ", "morris ", "nagi", "Natalia ", 
## "natasha", "Nate", "nathan", "Nathan", "Nelson", "Nic", "nicholas", 
## "Nick", "nicola", "nicos", "Nikki", "Nikolas", "Nina", "Nisha", 
## "Noah", "Ofisa", "Oliver", "Olivia", "osama", "Oscar", "Oska", 
## "Paddy", "Pavan", "Pavani", "Penny ", "Pete", "peter", "Peter", 
## "Philip ", "raesha", "Raphael", "Rebecca", "Regan", "Remy", "Reta", 
## "Riccardo", "richard", "Richard", "Richard ", "Ricky", "Riley", 
## "Rob", "Robbie", "Robert", "Roi", "rolf", "Ruben", "Ryan", "Sam", 
## "Sam ", "Samuel", "sandra", "Sara", "Sara ", "Sarah", "Sari", 
## "Savanna", "Scott", "Sean", "Seongin", "Sharbel ", "siahn", "Simran", 
## "Siobhan ", "sjj", "Sol", "sophie", "sophie ", "stephanie", "stephen", 
## "Stoli", "Summer", "Tahlia", "Taje", "Tarun ", "Tayla", "Taylor", 
## "Ted", "Teigan", "tepene", "Tex", "Thomas", "Thomas ", "Thorne", 
## "Tiara", "Tim", "timothy boulos ", "Toby", "Tom", "Travis", "Tyge", 
## "Tziporah", "Vanessa", "Weiliang ", "will", "Will", "william", 
## "William", "William ", "Xue", "Yarden ", "Yostina", "youssef", 
## "Zac", "Zach", "Zack", "ZEINAB"), class = "factor"), Last.Name = structure(c(361L, 
## 93L, 28L, 264L, 87L, 56L, 105L, 273L, 167L, 403L, 47L, 68L, 73L, 
## 11L, 44L, 45L, 88L, 188L, 94L, 391L, 143L, 256L, 156L, 374L, 
## 362L, 272L, 242L, 19L, 279L, 197L, 161L, 122L, 339L, 50L, 260L, 
## 101L, 154L, 289L, 252L, 295L, 267L, 75L, 121L, 412L, 228L, 134L, 
## 97L, 358L, 119L, 301L, 253L, 48L, 213L, 81L, 203L, 58L, 221L, 
## 86L, 193L, 324L, 270L, 36L, 212L, 355L, 71L, 176L, 398L, 195L, 
## 400L, 215L, 69L, 1L, 303L, 258L, 194L, 352L, 60L, 62L, 237L, 
## 10L, 235L, 224L, 157L, 231L, 96L, 286L, 238L, 168L, 375L, 99L, 
## 32L, 222L, 187L, 171L, 207L, 408L, 250L, 265L, 89L, 110L, 144L, 
## 276L, 180L, 294L, 85L, 191L, 257L, 82L, 164L, 148L, 7L, 214L, 
## 59L, 297L, 282L, 371L, 5L, 392L, 51L, 321L, 192L, 220L, 177L, 
## 386L, 153L, 29L, 181L, 327L, 376L, 232L, 354L, 406L, 341L, 230L, 
## 41L, 226L, 251L, 186L, 4L, 251L, 43L, 378L, 353L, 313L, 1L, 328L, 
## 245L, 326L, 325L, 1L, 1L, 1L, 248L, 248L, 189L, 1L, 1L, 405L, 
## 46L, 37L, 198L, 168L, 136L, 381L, 356L, 204L, 316L, 390L, 309L, 
## 334L, 1L, 218L, 1L, 283L, 346L, 285L, 127L, 147L, 107L, 239L, 
## 155L, 202L, 40L, 317L, 182L, 274L, 104L, 155L, 38L, 331L, 39L, 
## 261L, 106L, 83L, 407L, 131L, 287L, 206L, 91L, 14L, 130L, 149L, 
## 305L, 409L, 128L, 1L, 150L, 223L, 151L, 15L, 107L, 404L, 305L, 
## 25L, 84L, 245L, 365L, 34L, 315L, 150L, 150L, 84L, 255L, 385L, 
## 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
## 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
## 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
## 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
## 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
## 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
## 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
## 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
## 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
## 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
## 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
## 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
## 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
## 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
## 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
## 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
## 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
## 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
## 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
## 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
## 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
## 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
## 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
## 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
## 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
## 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
## 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
## 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
## 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
## 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
## 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
## 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
## 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
## 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
## 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
## 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
## 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
## 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
## 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
## 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
## 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
## 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 183L, 1L, 1L, 1L, 1L, 1L, 1L, 
## 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
## 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
## 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
## 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 369L, 
## 280L, 271L, 63L, 140L, 67L, 388L, 329L, 300L, 337L, 347L, 125L, 
## 61L, 2L, 16L, 307L, 259L, 76L, 100L, 310L, 332L, 335L, 413L, 
## 59L, 137L, 284L, 178L, 210L, 296L, 383L, 77L, 126L, 53L, 66L, 
## 138L, 72L, 133L, 78L, 175L, 65L, 142L, 281L, 185L, 357L, 190L, 
## 380L, 377L, 6L, 234L, 217L, 291L, 18L, 195L, 345L, 308L, 372L, 
## 249L, 95L, 55L, 113L, 379L, 70L, 212L, 90L, 240L, 278L, 170L, 
## 54L, 292L, 30L, 393L, 359L, 414L, 18L, 162L, 158L, 118L, 30L, 
## 372L, 414L, 54L, 360L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
## 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
## 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
## 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
## 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
## 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 298L, 319L, 160L, 396L, 343L, 
## 49L, 312L, 152L, 349L, 399L, 383L, 184L, 141L, 22L, 216L, 23L, 
## 394L, 64L, 373L, 52L, 199L, 350L, 103L, 269L, 299L, 146L, 344L, 
## 225L, 330L, 201L, 174L, 393L, 18L, 27L, 211L, 236L, 3L, 1L, 208L, 
## 306L, 165L, 42L, 338L, 336L, 367L, 322L, 20L, 24L, 402L, 323L, 
## 13L, 139L, 382L, 383L, 98L, 9L, 411L, 163L, 397L, 302L, 172L, 
## 135L, 340L, 227L, 254L, 318L, 348L, 117L, 304L, 262L, 389L, 266L, 
## 120L, 219L, 196L, 33L, 92L, 209L, 140L, 200L, 263L, 35L, 253L, 
## 31L, 241L, 21L, 26L, 368L, 395L, 57L, 159L, 366L, 275L, 277L, 
## 1L, 1L, 246L, 384L, 321L, 370L, 351L, 342L, 109L, 311L, 74L, 
## 236L, 102L, 169L, 293L, 244L, 111L, 79L, 80L, 108L, 124L, 1L, 
## 1L, 205L, 364L, 1L, 112L, 12L, 1L, 179L, 288L, 247L, 144L, 115L, 
## 243L, 410L, 1L, 290L, 192L, 35L, 1L, 1L, 116L, 123L, 132L, 21L, 
## 333L, 268L, 1L, 320L, 401L, 363L, 229L, 173L, 233L, 314L, 145L, 
## 1L, 8L, 166L, 17L, 1L, 387L, 129L, 415L, 336L, 114L, 55L, 244L, 
## 1L, 1L, 1L), .Label = c("", " Barlin ", "Abelev", "Abrams", "Akbari", 
## "Allen", "Anderson", "ANON", "Antonelli", "Arab", "Archer", "Arndt", 
## "Au-Yeung", "Awad", "Ayad", "Baez", "Baildon", "Bailey", "balada-gray", 
## "Balaz-Issa", "Banks", "Barry", "Barta", "Bassett", "Basta", 
## "Baynham", "Beattie", "Beckham", "beldham-collins ", "Bereny", 
## "Berger", "Bernard", "Betar", "Biji", "Blackburn ", "Blackman", 
## "Blakeslee", "bolis", "Boulos", "boulos ", "Brackman", "Broekhuizen", 
## "Browne", "Buchs", "Bunting", "Burck", "Burns", "Buttigieg", 
## "Cahill", "calabro", "camporeale", "Carmody", "Carr", "casey", 
## "Cavallaro", "chahine", "Chalik", "Chao", "Chen", "Chesson", 
## "Chilchik", "clancy", "Clark", "cole", "Collaery ", "Collins", 
## "Compton", "Connolly", "conry", "Constantinou ", "conway", "Cooper", 
## "Cosgrave", "Crammond", "Cramp", "Crawford", "Crowe", "Cuccurullo ", 
## "Cunio", "Curran", "Cvetkovski", "danishyar", "Dankha", "Daoud", 
## "Demartino", "Demos", "Denley", "Di Bon", "Di Donato", "Diamond", 
## "dimitri", "Dimopoulos", "djukic", "donnelley", "Doyle ", "Drakos", 
## "Duncan", "Dunn", "Durie", "Dymock", "Eden", "Eder", "Edwards", 
## "El-Rab", "Elgey", "Escandar", "fahmi", "Fellas", "Feller", "Findley", 
## "Fine", "Fishlock", "Flaherty", "Floyd", "Floyd ", "Flynn", "Folden", 
## "Fonteyn", "frost", "Frzop", "Ganter", "gapper", "Gardiner", 
## "Gates", "Gay", "Geller", "Gentleman", "gerges", "Gerrard", "Gibryal", 
## "Girgis", "Glastras", "Glazer", "Glendenning", "Glooger", "Goldstein", 
## "Gomel", "Goodlace", "goodman", "Goodman", "Gordon", "Gordos", 
## "Grant", "Gray", "Greaves", "Green", "Grinberg", "Grone", "Guirguis", 
## "habashy", "Habashy", "Halliday", "Hamilton", "Hanley", "Hanna", 
## "Harakos", "harries", "Harris ", "Hart", "Harvey", "Hay", "Hayman", 
## "Heath", "Henderson-Leong", "Henry", "Henty-Brown ", "hernady", 
## "Hill", "Hinds", "Hirshman", "Holland", "Hoot", "Horn", "hovenden", 
## "Howarth", "hoy", "hulme", "Hurwit ", "Hutcheon", "inglis", "Irvine", 
## "Jarayseh", "jarred", "Jewell-Tait", "Kagan", "Kamlet", "Kandan-Smith", 
## "Karanga", "Karr", "Katz", "kelly", "Kelly", "Kennett", "Kho", 
## "Kim", "Kinnaird", "Krampe", "Kreyman", "Lamens", "Langsam", 
## "Langsworth", "Latai", "Lavea", "Lawrence", "Lazaris", "Lazic ", 
## "leach", "Lee", "lees", "Leung", "Lewin", "Li", "Lim", "little", 
## "Lockhart", "Loewy", "Long", "Lucero", "macculloch", "Maestri", 
## "Maguire", "Mahmud", "Mal Ahlak", "maltby", "Maples", "Markowitz", 
## "marr", "Marsh", "Martin", "Mason", "masters", "mauthe", "Mayo", 
## "Mcarthur", "McDonald", "McGrath", "mckay", "McMillan", "Medhat Hanna", 
## "Meng", "Merson", "Mertens", "Messenger", "Meyer", "Michael", 
## "milios", "Milios", "Miller", "Mio", "monk", "Mor", "Morden", 
## "Morgan", "Morris-Mikardo", "Moussa", "moutter", "murray", "Nakayama", 
## "Nandan", "Nangia", "Nazir", "Nettle", "Nettleton", "Neville", 
## "newell", "Ng", "Nicholson", "North", "Norton", "Nowacka", "O'Leary", 
## "odonnell", "OLOMEY", "oraha", "Orfanos", "paine", "Pardey", 
## "Park", "Parker-Hull", "Pasternak", "Pattison ", "Paul", "Paz Muniz", 
## "Peisah", "pelaez", "Pelin", "Philips", "Phillipa", "Phillips1", 
## "Pinnegar", "Pires", "pistilli", "Plater", "Pope", "Pradeep", 
## "Prichard", "Pun", "Purcell", "Pysden", "Qi", "Raja", "Rastogi", 
## "Ratnayake", "Reynolds", "Riad", "Rich", "Ricky Gonzalez", "Riley", 
## "Risendal", "Roberts", "Romeo", "Ross-Rowan", "Rothman", "Round", 
## "Saad", "Sack", "Sadik", "Salvaggio", "Sanger", "Sant", "Saunders", 
## "Savvas", "Schiller", "Sedara", "Senkfor", "Senkfor ", "Serwadda", 
## "Sewald", "Shafir", "Shapiro", "Shenouda ", "Shkolnik", "Shutes", 
## "Siegrist", "silove", "Sinclair", "Singleton", "Sleight", "smith", 
## "Smith", "Smithling", "Smouha-Ho", "Soerensen", "Sohn", "Song", 
## "Sorenson", "Speller - Kearnan", "spinak", "Spira", "Sprague", 
## "Stamell", "Stani", "Stauffer", "Stern", "Storath", "Stoveall", 
## "Strang", "Subramaniam", "swinton", "Swinton", "taaka tekaute", 
## "tamrakar", "Tang", "Tasker", "tawedrous", "tearle", "Ternezis", 
## "Thaxter", "Tolkin", "Tsakiris", "Ukmed", "Ulis", "Ulm", "urquhart", 
## "van Doorene", "Vang", "vassiliev", "Vigil", "Vougdis", "Wachman", 
## "Waldstreicher", "Walker", "Wang", "Wardma", "Wasif", "waters", 
## "Watson", "Weiner-Angelopulo", "Weir", "Weujers", "whiting", 
## "Wilson", "Wong", "Wood", "Woollard", "Worden", "Worthington", 
## "wright", "Wright", "Xiong", "Xu", "Xuereb", "xweu", "Yassa", 
## "Yedidya", "Yedidya ", "yousif", "YouWillNeverKnow", "yowakem", 
## "Yu", "Zarfati", "zhang", "Zhang ", "Zhao", "Zust"), class = "factor"), 
##     Gender = c(1L, 1L, 1L, 2L, 1L, 1L, 2L, 2L, 1L, 1L, 2L, 1L, 
##     2L, 2L, 2L, 2L, 1L, 2L, 2L, 2L, 2L, 1L, 2L, 2L, 2L, 2L, 2L, 
##     1L, 2L, 1L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 1L, 1L, 1L, 1L, 2L, 
##     2L, 1L, 2L, 1L, 1L, 2L, 1L, 1L, 1L, 2L, 2L, 2L, 1L, 1L, 2L, 
##     1L, 1L, 1L, 2L, 1L, 2L, 1L, 2L, 2L, 1L, 2L, 1L, 1L, 1L, 1L, 
##     2L, 2L, 1L, 1L, 1L, 2L, 1L, 1L, 2L, 1L, 1L, 1L, 2L, 1L, 1L, 
##     2L, 1L, 2L, 2L, 1L, 1L, 1L, 2L, 1L, 1L, 2L, 1L, 2L, 1L, 2L, 
##     2L, 2L, 1L, 1L, 1L, 1L, 2L, 1L, 1L, 1L, 2L, 2L, 1L, 2L, 1L, 
##     2L, 1L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 1L, 1L, 2L, 2L, 1L, 1L, 
##     1L, 2L, 1L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 1L, 2L, NA, 1L, 1L, 
##     2L, 2L, NA, NA, NA, 1L, 1L, 2L, NA, NA, 2L, 2L, 1L, 1L, 1L, 
##     1L, 1L, 2L, 1L, 2L, 1L, 1L, 1L, NA, 2L, NA, 2L, 2L, 1L, 2L, 
##     2L, 1L, 2L, 2L, 2L, 1L, 1L, 1L, 1L, 1L, 2L, 1L, 1L, 1L, 2L, 
##     2L, 2L, 2L, 2L, 1L, 2L, 1L, 1L, 2L, 1L, 1L, 1L, 2L, NA, 1L, 
##     2L, 1L, 2L, 2L, 2L, 1L, 2L, 1L, 2L, 2L, 1L, 2L, 1L, 1L, 1L, 
##     1L, 1L, 2L, 2L, 2L, 1L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 1L, 
##     1L, 1L, 2L, 1L, 2L, 1L, 1L, 2L, 2L, 2L, 1L, 1L, 1L, 1L, 2L, 
##     1L, 2L, 2L, 2L, 1L, 1L, 1L, 2L, 1L, 2L, 2L, 2L, 1L, 2L, 2L, 
##     2L, 2L, 1L, 1L, 2L, 1L, 2L, 1L, 1L, 1L, 2L, 1L, 2L, 1L, 2L, 
##     2L, 2L, 2L, 2L, 2L, 1L, 1L, 1L, 2L, 2L, 1L, 2L, 2L, 2L, 1L, 
##     2L, 1L, 2L, 1L, 2L, 1L, 2L, 2L, 2L, 2L, 1L, 2L, 1L, 2L, 1L, 
##     2L, 2L, 1L, 2L, 1L, 1L, 2L, 2L, 1L, 2L, 2L, 2L, 1L, 2L, 1L, 
##     2L, 2L, 2L, 2L, 2L, 2L, 1L, 2L, 1L, 2L, 2L, 2L, 2L, 1L, 2L, 
##     2L, 2L, 2L, 2L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 2L, 1L, 2L, 
##     2L, 2L, 2L, 2L, 1L, 2L, 2L, 1L, 2L, 2L, 1L, 2L, 1L, 2L, 2L, 
##     1L, 1L, 1L, 2L, 2L, 2L, 2L, 1L, 2L, 2L, 1L, 1L, 1L, 2L, 1L, 
##     2L, 1L, 1L, 2L, 2L, 1L, 2L, 2L, 1L, 2L, 1L, 1L, 2L, 1L, 2L, 
##     1L, 2L, 1L, 2L, 2L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 1L, 2L, 
##     2L, 1L, 2L, 2L, 1L, 1L, 2L, 2L, 1L, 2L, 1L, 2L, 1L, 2L, 1L, 
##     1L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 1L, 1L, 2L, 1L, 2L, 2L, 
##     2L, 1L, 2L, 2L, 2L, 2L, 1L, 1L, 2L, 1L, 2L, 2L, 1L, 2L, 2L, 
##     1L, 2L, 1L, 1L, 2L, 1L, 2L, 2L, 2L, 1L, 2L, 1L, 2L, 1L, 2L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 2L, 1L, 1L, 1L, 2L, 1L, 1L, 2L, 2L, 
##     2L, 1L, 2L, 1L, 1L, 1L, 1L, 1L, 2L, 1L, 1L, 2L, 1L, 1L, 2L, 
##     1L, 2L, 1L, 1L, 2L, 2L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 
##     2L, 1L, 2L, 1L, 2L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     2L, 1L, 2L, 1L, 1L, 1L, 1L, 1L, 2L, 1L, 1L, 2L, 2L, 1L, 1L, 
##     1L, 2L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 
##     1L, 1L, 2L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 2L, 1L, 1L, 
##     1L, 2L, 2L, 1L, 2L, 2L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 2L, 1L, 1L, 2L, 1L, 1L, 2L, 2L, 1L, 1L, 2L, 
##     2L, 2L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, NA, 1L, NA, 2L, 1L, 1L, 
##     1L, NA, 1L, 2L, NA, 1L, 2L, 2L, NA, 1L, NA, 2L, NA, 1L, 2L, 
##     NA, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 1L, 1L, 1L, 1L, 2L, NA, 1L, 
##     NA, 2L, NA, 1L, 1L, 2L, 2L, 1L, 2L, 2L, 2L, 2L, 1L, NA, NA, 
##     2L, NA, 1L, 2L, 1L, 1L, 2L, 2L, 1L, 2L, 1L, 1L, 2L, NA, 1L, 
##     1L, NA, 2L, 2L, 2L, NA, 2L, 2L, 1L, 2L, 2L, 2L, 1L, 2L, 2L, 
##     1L, 1L, 2L, 1L, 1L, 2L, 2L, 2L, 1L, 1L, 2L, 2L, 1L, 1L, 1L, 
##     2L, 1L, 2L, 1L, 1L, 1L, 1L, 2L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     2L, 2L, 2L, 1L, 1L, 1L, 1L, 2L, 1L, 1L, 2L, 1L, 2L, 1L, 1L, 
##     2L, 1L, 2L, 1L, 1L, 2L, 2L, 2L, 1L, 2L, 1L, 2L, 2L, 2L, NA, 
##     2L, 1L, 2L, 2L, 2L, 2L, 1L, NA, 2L, 2L, 1L, 2L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 2L, 2L, 1L, 1L, 1L, 2L, 1L, 1L, 1L, 2L, 
##     2L, 1L, 1L, 2L, 1L, 1L, 2L, 1L, 1L, 1L, 1L, 2L, 1L, 1L, 1L, 
##     2L, 1L, 1L, 1L, 1L, 1L, 1L, 2L, 1L, 2L, 1L, 2L, 1L, 2L, 1L, 
##     1L, 2L, 2L, 1L, 1L, 2L, 1L, 2L, 1L, 1L, 1L, 1L, 1L, 2L, 1L, 
##     2L, 1L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 1L, 1L, 2L, 2L, 1L, 2L, 
##     1L, 2L, 2L, 2L, 2L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 1L, NA, NA, 
##     NA, 2L, 2L, 1L, 1L, 1L, 2L, 1L, 1L, 2L, 2L, 1L, 1L, 2L, 2L, 
##     1L, 2L, 1L, 2L, 2L, 1L, 2L, 2L, 1L, NA, NA, 1L, 1L, 2L, 1L, 
##     2L, 1L, 2L, 1L, 2L, 1L, 2L, 2L, 1L, 1L, 1L, 1L, 1L, 1L, NA, 
##     1L, 1L, 2L, 2L, 1L, 2L, 1L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 
##     1L, 2L, 2L, 2L, 1L, 2L, 1L, 2L, 2L, 1L, 2L, 1L, 1L, 2L, 1L, 
##     2L, 1L, 1L, 1L, 2L, 1L, 2L, 2L, 1L, 2L, 1L, 1L, 2L, 1L, 1L, 
##     2L, 1L, 2L, 2L, 1L, 1L, 2L, 1L, 2L, 2L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 2L, 2L, 2L, 1L, 1L, 1L, 1L, 2L, 1L, 2L, 2L, 2L, 2L, 1L, 
##     2L, 1L, 1L, 1L, 2L, 1L, 2L, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, NA, 1L, 1L, 1L, NA, 
##     1L, 1L, NA, 1L, 1L, 1L, 1L, 1L, 1L, 1L, NA, 1L, 1L, 1L, 1L, 
##     NA, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, NA, 1L, 1L, 1L, NA, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, NA, 
##     NA), Age = c(11L, 12L, 11L, 11L, 12L, 11L, 11L, 12L, 11L, 
##     11L, 12L, 11L, 12L, 12L, 12L, 12L, 11L, 12L, 11L, 11L, 11L, 
##     11L, 11L, 11L, 12L, 11L, 11L, 11L, 12L, 11L, 11L, 11L, 14L, 
##     11L, 12L, 11L, 11L, 12L, 12L, 11L, 11L, 11L, 11L, 12L, 11L, 
##     11L, 11L, 12L, 11L, 12L, 1L, 12L, 11L, 14L, 11L, 11L, 11L, 
##     12L, 11L, 12L, 11L, 12L, 11L, 11L, 11L, 11L, 11L, 12L, 11L, 
##     11L, 11L, 11L, 12L, 11L, 11L, 11L, 12L, 11L, 11L, 11L, 11L, 
##     11L, 12L, 11L, 12L, 11L, 11L, 11L, 11L, 12L, 11L, 12L, 11L, 
##     11L, 12L, 12L, 11L, 11L, 11L, 12L, 12L, 11L, 14L, 12L, 11L, 
##     11L, 12L, 11L, 11L, 11L, 14L, 12L, 12L, 12L, 11L, 14L, 12L, 
##     11L, 11L, 12L, 11L, 11L, 11L, 12L, 12L, 11L, 11L, 11L, 5L, 
##     4L, 6L, 5L, 3L, 3L, 2L, 5L, 3L, 4L, 4L, 3L, 7L, 4L, 5L, 6L, 
##     NA, 5L, 6L, 4L, 3L, NA, NA, NA, 5L, 3L, 4L, NA, NA, 4L, 5L, 
##     5L, 2L, 4L, 5L, 3L, 5L, 7L, 3L, 5L, 5L, 5L, NA, 7L, NA, 8L, 
##     9L, 8L, 9L, 5L, 10L, 11L, 11L, 10L, 9L, 11L, 11L, 11L, 10L, 
##     10L, 11L, 11L, 10L, 10L, 11L, 10L, 11L, 10L, 10L, 9L, 9L, 
##     11L, 9L, 11L, 11L, 9L, 7L, NA, 10L, 1L, 10L, 10L, 10L, 11L, 
##     11L, 11L, 10L, 11L, 8L, 10L, 10L, 10L, 10L, 10L, 11L, 11L, 
##     7L, 6L, 9L, 7L, 7L, 7L, 6L, 8L, 9L, 7L, 7L, 7L, 7L, 7L, 1L, 
##     5L, 6L, 10L, 4L, 6L, 6L, 9L, 9L, 10L, 8L, 7L, 6L, 7L, 10L, 
##     6L, 10L, 5L, 6L, 7L, 7L, 10L, 7L, 8L, 7L, 8L, 8L, 8L, 9L, 
##     7L, 8L, 8L, 8L, 6L, 9L, 8L, 7L, 7L, 8L, 8L, 7L, 9L, 9L, 8L, 
##     7L, 7L, 10L, 9L, 6L, 9L, 8L, 8L, 9L, 10L, 10L, 5L, 7L, 8L, 
##     10L, 1L, 7L, 9L, 9L, 7L, 7L, 7L, 9L, 8L, 7L, 8L, 6L, 6L, 
##     6L, 6L, 7L, 7L, 9L, 8L, 6L, 9L, 9L, 10L, 7L, 8L, 8L, 9L, 
##     10L, 8L, 6L, 9L, 8L, 10L, 7L, 3L, 9L, 10L, 9L, 6L, 6L, 5L, 
##     6L, 6L, 10L, 5L, 9L, 10L, 8L, 7L, 5L, 10L, 9L, 6L, 4L, 6L, 
##     8L, 8L, 8L, 9L, 6L, 7L, 7L, 7L, 6L, 2L, 7L, 8L, 9L, 10L, 
##     7L, 2L, 8L, 9L, 5L, 7L, 8L, 6L, 7L, 9L, 9L, 9L, 7L, 9L, 10L, 
##     9L, 10L, 8L, 10L, 7L, 8L, 9L, 10L, 7L, 7L, 9L, 8L, 9L, 7L, 
##     6L, 10L, 10L, 6L, 12L, 10L, 10L, 6L, 9L, 8L, 10L, 10L, 9L, 
##     7L, 9L, 8L, 10L, 9L, 8L, 8L, 8L, 7L, 8L, 8L, 1L, 9L, 9L, 
##     8L, 1L, 8L, 9L, 7L, 10L, 8L, 8L, 7L, 6L, 7L, 10L, 7L, 7L, 
##     7L, 7L, 6L, 6L, 9L, 10L, 6L, 7L, 9L, 6L, 9L, 9L, 10L, 8L, 
##     8L, 7L, 8L, 8L, 1L, 3L, 9L, 8L, 7L, 8L, 7L, 9L, 8L, 8L, 8L, 
##     7L, 8L, 9L, 10L, 8L, 8L, 10L, 8L, 6L, 7L, 7L, 10L, 8L, 7L, 
##     8L, 8L, 6L, 8L, 9L, 7L, 1L, 8L, 6L, 5L, 10L, 6L, 1L, 7L, 
##     6L, 6L, 9L, 6L, 5L, 7L, 6L, 8L, 4L, 7L, 8L, 7L, 8L, 5L, 7L, 
##     7L, 7L, 8L, 7L, 9L, 7L, 4L, 8L, 7L, 8L, 6L, 7L, 7L, 10L, 
##     9L, 6L, 8L, 9L, 6L, 9L, 7L, 8L, 10L, 8L, 7L, 8L, 7L, 7L, 
##     9L, 8L, 5L, 8L, 6L, 7L, 9L, 8L, 8L, 8L, 6L, 9L, 6L, 8L, 6L, 
##     10L, 6L, 6L, 9L, 8L, 8L, 7L, 7L, 8L, 8L, 10L, 5L, 9L, 8L, 
##     8L, 8L, 8L, 7L, 7L, 10L, 7L, 7L, 8L, 10L, 8L, 9L, 9L, 8L, 
##     10L, 7L, 8L, 7L, 8L, 9L, 9L, 9L, 8L, 7L, 9L, 9L, 2L, 10L, 
##     10L, 8L, 10L, 9L, 7L, 7L, 6L, 6L, 8L, 6L, 7L, 7L, 8L, 7L, 
##     9L, 6L, 7L, 8L, 9L, 9L, 8L, 7L, 8L, 10L, 7L, 10L, 6L, 6L, 
##     8L, 8L, 8L, 7L, 7L, 6L, 6L, 6L, 4L, 5L, 5L, 6L, 5L, 6L, 6L, 
##     5L, 5L, 5L, 7L, 7L, 6L, 6L, 6L, 6L, 7L, 7L, 6L, 6L, 5L, 4L, 
##     5L, 6L, 5L, 6L, 7L, 6L, 7L, 6L, 7L, 6L, 7L, 8L, 8L, 8L, 8L, 
##     NA, 5L, NA, 9L, 7L, 8L, 7L, NA, 7L, 7L, NA, 8L, 8L, 8L, NA, 
##     1L, NA, 8L, NA, 10L, 7L, NA, 8L, 10L, 8L, 10L, 9L, 8L, 8L, 
##     8L, 8L, 9L, 10L, 7L, NA, 8L, NA, 8L, NA, 7L, 7L, 7L, 8L, 
##     7L, 10L, 8L, 8L, 10L, 6L, NA, NA, 8L, NA, 6L, 7L, 7L, 7L, 
##     8L, 8L, 7L, 8L, 10L, 9L, 7L, NA, 9L, 8L, NA, 7L, 8L, 8L, 
##     NA, 9L, 6L, 6L, 9L, 8L, 8L, 9L, 8L, 7L, 8L, 6L, 8L, 7L, 6L, 
##     6L, 7L, 9L, 9L, 10L, 9L, 10L, 9L, 9L, 8L, 7L, 8L, 9L, 6L, 
##     6L, 6L, 7L, 6L, 6L, 7L, 5L, 7L, 5L, 6L, 6L, 6L, 7L, 7L, 6L, 
##     6L, 6L, 7L, 8L, 5L, 7L, 6L, 5L, 1L, 7L, 6L, 5L, 6L, 6L, 4L, 
##     6L, 5L, 6L, 5L, 7L, 7L, 7L, 7L, 5L, 6L, NA, 6L, 6L, 6L, 8L, 
##     6L, 7L, 6L, NA, 7L, 6L, 9L, 6L, 9L, 6L, 6L, 6L, 5L, 7L, 7L, 
##     5L, 6L, 8L, 7L, 7L, 7L, 7L, 6L, 7L, 6L, 5L, 5L, 7L, 6L, 8L, 
##     6L, 4L, 6L, 7L, 5L, 5L, 6L, 9L, 9L, 8L, 7L, 8L, 8L, 8L, 7L, 
##     10L, 5L, 6L, 6L, 8L, 5L, 6L, 8L, 7L, 5L, 6L, 5L, 5L, 7L, 
##     9L, 4L, 9L, 9L, 9L, 8L, 10L, 9L, 8L, 9L, 7L, 6L, 7L, 9L, 
##     8L, 8L, 13L, 9L, 9L, 10L, 10L, 10L, 11L, 7L, 9L, 10L, 8L, 
##     8L, 9L, 10L, 8L, 6L, 9L, 9L, 7L, 9L, 7L, 10L, 10L, 9L, NA, 
##     NA, NA, 10L, 10L, 7L, 8L, 7L, 7L, 9L, 9L, 9L, 8L, 9L, 9L, 
##     7L, 8L, 9L, 6L, 10L, 8L, 8L, 9L, 9L, 9L, 10L, NA, NA, 8L, 
##     9L, 9L, 10L, 6L, 10L, 7L, 10L, 10L, 8L, 10L, 10L, 9L, 9L, 
##     9L, 9L, 9L, 9L, NA, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 
##     10L, 11L, 10L, 11L, 10L, 10L, 11L, 11L, 10L, 10L, 11L, 11L, 
##     10L, 10L, 10L, 11L, 10L, 10L, 10L, 10L, 11L, 10L, 11L, 10L, 
##     11L, 11L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 11L, 2L, 10L, 
##     10L, 10L, 11L, 10L, 10L, 10L, 11L, 11L, 10L, 11L, 10L, 10L, 
##     11L, 10L, 10L, 10L, 10L, 11L, 10L, 10L, 10L, 10L, 10L, 11L, 
##     10L, 10L, 10L, 11L, 10L, 11L, 9L, 10L, 10L, 10L, 10L, 10L, 
##     11L, 11L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 10L, 10L, 10L, 
##     10L, 10L, 10L, 10L, 11L, 11L, 10L, 10L, 10L, 10L, 10L, 10L, 
##     10L, 11L, 10L, 10L, 10L, 9L, 10L, 11L, 11L, 10L, 10L, 10L, 
##     10L, 10L, 11L, 11L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 
##     10L, 10L, 10L, 11L, 11L, 10L, 10L, 10L, 11L, 11L, 10L, 10L, 
##     10L, 10L, 10L, 11L, 10L, 10L, 10L, 11L, 10L, 10L, 11L, 11L, 
##     10L, 10L, 10L, 11L, 10L, 10L, 10L, 9L, 10L, 10L, 10L, 10L, 
##     10L, 11L, 10L, 10L, 10L, 10L, 11L, 10L, 10L, 10L, 10L, 10L, 
##     10L, 10L, 11L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 
##     10L, 10L, 10L, 10L, 10L, 10L, 10L, 11L, 11L, 11L, 10L, 10L, 
##     10L, 10L, 10L, 10L, NA, 9L, 10L, 10L, NA, 1L, 9L, NA, 10L, 
##     10L, 10L, 1L, 10L, 10L, 10L, NA, 10L, 10L, 11L, 10L, NA, 
##     10L, 10L, 11L, 10L, 10L, 11L, 10L, 10L, 9L, 9L, 11L, 11L, 
##     11L, 10L, 10L, NA, 9L, 10L, 10L, NA, 10L, 10L, 10L, 11L, 
##     10L, 10L, 9L, 10L, NA, NA), Grade = c(9L, 9L, 9L, 9L, 9L, 
##     9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 
##     9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 
##     9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 
##     10L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 
##     9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 
##     9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 
##     9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 
##     9L, 9L, 9L, 9L, 9L, 9L, 12L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 
##     9L, 9L, 9L, 9L, 9L, 10L, 10L, 12L, 12L, 9L, 7L, 7L, 10L, 
##     9L, 9L, 10L, 9L, 12L, 9L, 10L, 12L, NA, 10L, 12L, 9L, 9L, 
##     NA, NA, NA, 10L, 9L, 9L, NA, NA, 10L, 10L, 10L, 7L, 9L, 10L, 
##     8L, 10L, 12L, 9L, 10L, 10L, 10L, NA, 12L, NA, 12L, 12L, 9L, 
##     12L, 12L, 11L, 10L, 10L, 10L, 11L, 10L, 10L, 10L, 10L, 11L, 
##     10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 11L, 11L, 10L, 10L, 
##     11L, 10L, 10L, 11L, 11L, NA, 11L, 12L, 11L, 11L, 10L, 10L, 
##     10L, 10L, 11L, 10L, 11L, 10L, 11L, 11L, 11L, 10L, 10L, 10L, 
##     12L, 12L, 10L, 12L, 12L, 12L, 12L, 11L, 10L, 12L, 12L, 12L, 
##     12L, NA, NA, NA, 12L, 9L, 11L, NA, 12L, 10L, 9L, 9L, 11L, 
##     12L, NA, 12L, 9L, 12L, 9L, NA, NA, 12L, 11L, 9L, 10L, 10L, 
##     12L, 11L, 11L, 11L, 10L, 12L, 10L, 11L, 11L, 12L, 9L, 11L, 
##     12L, 11L, 11L, 11L, 11L, NA, 10L, 11L, 12L, 12L, 9L, 10L, 
##     12L, 9L, 11L, 10L, 11L, 9L, 9L, 11L, 11L, 11L, 9L, NA, 12L, 
##     9L, 10L, 12L, 11L, 12L, 10L, 11L, 11L, 9L, 12L, 10L, NA, 
##     NA, 12L, 11L, 9L, 11L, 12L, 9L, 10L, 9L, 12L, 10L, 11L, 10L, 
##     9L, 11L, 11L, 9L, 11L, 9L, 11L, 11L, 10L, 9L, 10L, 12L, 11L, 
##     12L, 12L, 12L, 9L, 12L, 9L, 9L, 10L, 12L, 11L, NA, 10L, 12L, 
##     10L, 11L, 10L, NA, 11L, 9L, 12L, 10L, 12L, 12L, 9L, NA, 12L, 
##     11L, 9L, 9L, 12L, NA, 11L, 10L, NA, 12L, 11L, 12L, NA, 10L, 
##     9L, 9L, 11L, 10L, 9L, 10L, 9L, 10L, 9L, 12L, 11L, 10L, 9L, 
##     11L, 12L, 9L, 11L, 10L, 11L, 12L, 9L, 9L, NA, 9L, 9L, 9L, 
##     NA, 11L, 11L, 9L, 9L, 9L, 12L, 10L, 11L, 9L, 10L, 11L, 11L, 
##     10L, 11L, 10L, 11L, NA, 10L, 9L, 10L, 11L, 11L, 10L, 11L, 
##     9L, 10L, 10L, 11L, NA, 12L, 9L, 11L, 11L, 10L, 12L, NA, NA, 
##     9L, 9L, 12L, 12L, 10L, 12L, 10L, 10L, 9L, 11L, 10L, 12L, 
##     11L, 10L, NA, 10L, 10L, 11L, 12L, 12L, 10L, 10L, 10L, 11L, 
##     11L, 12L, 11L, 10L, 10L, 11L, 11L, 9L, 10L, 12L, 12L, 12L, 
##     9L, 11L, 12L, 11L, 11L, 12L, 11L, 9L, 12L, 11L, 11L, NA, 
##     NA, 9L, 12L, NA, NA, 12L, 12L, NA, 12L, 12L, 12L, 12L, 11L, 
##     12L, 11L, 10L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 11L, 10L, 
##     11L, 12L, 11L, 11L, 10L, 11L, 11L, 10L, 9L, 10L, 12L, 11L, 
##     10L, 12L, 9L, 12L, 10L, 9L, 10L, 12L, 9L, 11L, 10L, 9L, 10L, 
##     12L, 11L, 10L, 11L, 10L, 10L, 11L, 10L, 12L, 9L, 12L, 11L, 
##     12L, 9L, 12L, 11L, 10L, 10L, 10L, 11L, 11L, 10L, 11L, 9L, 
##     12L, 10L, 10L, 10L, 11L, 11L, 10L, 11L, 9L, 12L, NA, 11L, 
##     9L, 10L, 10L, 9L, 10L, 9L, 11L, 11L, 11L, 10L, NA, 10L, NA, 
##     NA, 11L, 10L, NA, 10L, 9L, 9L, 9L, 9L, 10L, NA, 11L, 12L, 
##     12L, 11L, 12L, 12L, 12L, NA, 12L, 10L, 12L, 11L, 9L, 10L, 
##     9L, 10L, 12L, 11L, 9L, 11L, 9L, 12L, 12L, 10L, 10L, 9L, 12L, 
##     12L, 10L, 11L, 12L, 11L, 12L, 12L, 12L, 12L, 12L, 10L, 12L, 
##     12L, 12L, 11L, 10L, 12L, 10L, 12L, 11L, 12L, 11L, 12L, 10L, 
##     12L, 12L, 12L, 12L, 11L, 12L, 11L, 12L, 12L, 10L, 11L, 12L, 
##     11L, 11L, 11L, 11L, 11L, NA, NA, NA, 10L, 11L, 11L, NA, NA, 
##     12L, 12L, NA, 11L, 12L, 11L, NA, 10L, NA, 11L, NA, 9L, 12L, 
##     NA, 10L, 9L, NA, 9L, 10L, 10L, 11L, 9L, 11L, 9L, 9L, 12L, 
##     NA, 10L, NA, 11L, NA, 12L, 12L, 12L, 11L, 12L, 9L, 11L, 11L, 
##     9L, 12L, NA, NA, 11L, NA, 11L, 9L, 9L, 12L, 11L, 11L, NA, 
##     11L, 9L, 10L, 10L, NA, 10L, 11L, NA, 12L, 11L, 11L, NA, 9L, 
##     12L, 12L, 9L, 12L, 12L, 10L, 9L, 11L, 11L, 12L, 11L, 12L, 
##     12L, 12L, 12L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 10L, 12L, 12L, 
##     9L, 12L, 12L, 12L, 11L, 12L, 10L, 12L, 12L, 12L, 12L, 12L, 
##     10L, 12L, 11L, 12L, 12L, 12L, 10L, 12L, 12L, 12L, 11L, 11L, 
##     12L, 12L, 11L, 12L, 12L, 12L, 11L, 12L, 11L, 12L, 12L, 11L, 
##     11L, 9L, 11L, 11L, 12L, 10L, NA, 10L, 11L, 12L, 10L, 12L, 
##     12L, 11L, NA, 11L, 12L, 10L, 12L, 10L, 11L, 11L, 10L, 12L, 
##     11L, 11L, 10L, 12L, 10L, 12L, 12L, 11L, 9L, 10L, 11L, 11L, 
##     12L, 11L, 11L, 10L, 12L, 12L, 12L, 10L, 11L, 11L, 12L, 12L, 
##     11L, 9L, 11L, 12L, 11L, 10L, 11L, 11L, 9L, 12L, 12L, 12L, 
##     10L, 12L, 12L, 12L, 12L, 11L, 11L, 12L, 11L, 12L, 10L, 12L, 
##     11L, 10L, 11L, 11L, 10L, 9L, 10L, 9L, 11L, 12L, 9L, 10L, 
##     11L, 10L, 9L, 10L, 10L, 10L, 10L, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 
##     10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 
##     10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 
##     10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 
##     10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 
##     10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 
##     10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 
##     10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 
##     10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 
##     10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 
##     10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 
##     10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 
##     10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 
##     10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 
##     10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 
##     10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 
##     NA, 9L, 10L, 10L, NA, 10L, 10L, NA, 10L, 10L, 10L, 10L, 10L, 
##     10L, 10L, NA, 10L, 10L, 10L, 10L, NA, 10L, 10L, 10L, 10L, 
##     10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, NA, 
##     10L, 10L, 10L, NA, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 
##     NA, NA), ASDQII_1 = c(5L, 5L, 6L, 5L, 6L, 1L, 1L, 6L, 5L, 
##     6L, 4L, 5L, 5L, 4L, 4L, 4L, 4L, 6L, 4L, 5L, 5L, 5L, 6L, 5L, 
##     5L, 6L, 6L, 5L, 4L, 6L, 5L, 5L, 3L, 5L, 4L, 5L, 5L, 4L, 5L, 
##     5L, 5L, 5L, 4L, 4L, 5L, 3L, 5L, 6L, 3L, 5L, 4L, 5L, 5L, 6L, 
##     5L, 4L, 6L, 4L, 6L, 5L, 5L, 5L, 4L, 3L, 3L, 5L, 4L, 4L, 3L, 
##     3L, 4L, 4L, 2L, 5L, 2L, 3L, 3L, 4L, 3L, 3L, 5L, 4L, 6L, 4L, 
##     6L, 5L, 5L, 5L, 6L, 5L, 4L, 5L, 5L, 5L, 5L, 6L, 2L, 4L, 2L, 
##     5L, 5L, 3L, 4L, 4L, 5L, 3L, 4L, 4L, 6L, 2L, 5L, 4L, 2L, 2L, 
##     6L, 1L, 6L, 6L, 3L, 5L, 4L, 6L, 6L, 6L, 3L, 6L, 6L, 6L, 6L, 
##     5L, 4L, 5L, 5L, 5L, 5L, 4L, 6L, 5L, 6L, 6L, 6L, 6L, 4L, 5L, 
##     NA, 4L, 5L, 6L, 5L, NA, NA, NA, 6L, 5L, 5L, NA, NA, 4L, 5L, 
##     3L, 6L, 5L, 3L, 6L, 6L, 6L, 6L, 6L, 6L, 5L, NA, 5L, NA, 6L, 
##     5L, 4L, 5L, 6L, 3L, 4L, 5L, 5L, 5L, 6L, 2L, 4L, 5L, 4L, 4L, 
##     3L, 6L, 6L, 6L, 4L, 4L, 4L, 4L, 5L, 5L, 3L, 5L, 3L, 4L, 4L, 
##     5L, NA, NA, 1L, 4L, 4L, 4L, 5L, NA, 6L, 5L, 3L, 4L, 4L, 4L, 
##     4L, 4L, NA, 5L, 3L, 6L, 5L, 4L, 6L, 5L, 6L, 6L, 5L, 6L, 6L, 
##     4L, 5L, 5L, NA, NA, NA, 3L, 6L, 6L, NA, 5L, 4L, 5L, 3L, 6L, 
##     6L, NA, 5L, 2L, 3L, 6L, NA, NA, 6L, 5L, 6L, 3L, 6L, 6L, 5L, 
##     6L, 4L, 4L, 5L, 4L, 5L, 6L, 1L, 6L, 5L, 4L, 6L, 6L, 4L, 3L, 
##     NA, 5L, 5L, 5L, 5L, 4L, 6L, 4L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 
##     6L, 6L, 4L, NA, 1L, 5L, 4L, 6L, 4L, 4L, 3L, 5L, 5L, 4L, 4L, 
##     5L, NA, NA, 5L, 5L, 5L, 3L, 3L, 4L, 5L, 6L, 5L, 6L, 6L, 4L, 
##     4L, 3L, 1L, 4L, 5L, 3L, 6L, 5L, 4L, 4L, 4L, 5L, 4L, 4L, 4L, 
##     5L, 4L, 3L, 6L, 4L, 5L, 4L, 2L, NA, 4L, 5L, 4L, 6L, 5L, NA, 
##     4L, 3L, 6L, 6L, 6L, 6L, 5L, NA, 6L, 5L, 5L, 5L, 6L, NA, 5L, 
##     6L, NA, 6L, 5L, 4L, NA, 6L, 6L, 6L, 5L, 5L, 6L, 6L, 6L, 6L, 
##     5L, 6L, 5L, 5L, 6L, 4L, 1L, 5L, 6L, 6L, 1L, 5L, 6L, 5L, NA, 
##     6L, 3L, 6L, NA, 6L, 2L, 6L, 6L, 6L, 6L, 3L, 4L, 6L, 6L, 6L, 
##     5L, 3L, 5L, 6L, 5L, NA, 6L, 5L, 5L, 5L, 4L, 6L, 6L, 6L, 5L, 
##     4L, 6L, NA, 5L, 6L, 4L, 6L, 5L, 6L, NA, NA, 5L, 2L, 5L, 6L, 
##     6L, 5L, 6L, 6L, 4L, 6L, 5L, 5L, 5L, 1L, NA, 4L, 5L, 5L, 6L, 
##     5L, 5L, 5L, 3L, 6L, 6L, 6L, 5L, 5L, 6L, 5L, 5L, 6L, 6L, 6L, 
##     5L, 6L, 5L, 3L, 4L, 5L, 2L, 4L, 4L, 6L, 5L, 3L, 5L, NA, NA, 
##     5L, 3L, NA, NA, 5L, 6L, NA, 5L, 3L, 6L, 3L, 3L, 3L, 5L, 2L, 
##     3L, 5L, 3L, 5L, 4L, 5L, 5L, 6L, 5L, 4L, 3L, 6L, 3L, 3L, 6L, 
##     5L, 4L, 5L, 3L, 6L, 5L, 4L, 5L, 5L, 5L, 3L, 3L, 4L, 4L, 3L, 
##     5L, 5L, 1L, 3L, 4L, 4L, 4L, 5L, 5L, 4L, 6L, 4L, 4L, 4L, 6L, 
##     3L, 5L, 3L, 4L, 5L, 5L, 6L, 5L, 6L, 5L, 6L, 5L, 5L, 5L, 3L, 
##     4L, 6L, 4L, 4L, 1L, 4L, 5L, 2L, NA, 3L, 6L, 6L, 2L, 4L, 6L, 
##     5L, 4L, 6L, 3L, 6L, NA, 4L, NA, NA, 6L, 5L, NA, 4L, 4L, 5L, 
##     3L, 6L, 4L, NA, 6L, 4L, 6L, 4L, 4L, 2L, 4L, NA, 4L, 6L, 5L, 
##     6L, 4L, 4L, 5L, 5L, 6L, 5L, 5L, 4L, 3L, 4L, 5L, 4L, 4L, 5L, 
##     6L, 3L, 5L, 5L, 5L, 6L, 4L, 5L, 2L, 5L, 4L, 3L, 5L, 4L, 6L, 
##     4L, 5L, 4L, 5L, 5L, 4L, 5L, 4L, 5L, 3L, 5L, 6L, 5L, 4L, 4L, 
##     3L, 4L, 3L, 5L, 4L, 4L, 6L, 4L, 2L, 3L, 5L, 5L, NA, NA, NA, 
##     6L, 5L, 2L, NA, NA, 5L, NA, NA, 6L, 5L, 1L, NA, 5L, NA, 3L, 
##     NA, 5L, 6L, NA, 2L, 4L, NA, 6L, 5L, 6L, 5L, 5L, 5L, 4L, 6L, 
##     5L, NA, 4L, NA, 1L, NA, 6L, 5L, 6L, 5L, 4L, 3L, NA, NA, 4L, 
##     NA, NA, NA, 4L, NA, NA, 6L, 5L, 3L, NA, 4L, NA, NA, NA, 6L, 
##     NA, NA, 6L, 4L, NA, 5L, 6L, 3L, NA, 1L, 6L, 5L, 3L, 4L, 5L, 
##     6L, 3L, 5L, 4L, 6L, 6L, 5L, 5L, 6L, 6L, 6L, 4L, 6L, 5L, 4L, 
##     5L, 4L, 6L, 4L, 5L, 2L, 5L, 6L, 5L, 4L, 5L, 3L, 5L, 4L, 4L, 
##     4L, 5L, 4L, 4L, 4L, 5L, 5L, 3L, 4L, 1L, 6L, 5L, 6L, 2L, 4L, 
##     NA, 5L, 5L, 6L, 4L, 5L, 5L, 5L, 6L, 4L, 3L, 4L, 4L, 4L, 4L, 
##     5L, 4L, NA, 4L, 4L, 6L, 3L, 6L, 4L, 3L, NA, 3L, 4L, 5L, 3L, 
##     4L, 5L, 5L, 3L, 4L, 4L, 5L, 5L, 5L, 2L, 5L, 5L, 5L, 5L, 4L, 
##     3L, 5L, 6L, 5L, 3L, 5L, 6L, 3L, 5L, 4L, 5L, 4L, 5L, 3L, 5L, 
##     4L, 3L, 4L, 5L, 4L, 3L, 4L, 3L, 4L, 6L, 5L, 5L, 6L, 4L, 6L, 
##     6L, 4L, 5L, 4L, 3L, 4L, 5L, 6L, 6L, 5L, 6L, 4L, 5L, 4L, 6L, 
##     4L, 4L, 2L, 5L, 1L, 4L, 5L, 5L, 4L, 1L, 4L, 6L, 4L, 3L, 5L, 
##     4L, 5L, 5L, 4L, 3L, 5L, 3L, 3L, 3L, 4L, 4L, 4L, 4L, 4L, 4L, 
##     NA, NA, NA, NA, 2L, 3L, 6L, 4L, 4L, 6L, 5L, 4L, 6L, 3L, 3L, 
##     6L, 5L, 4L, 4L, 5L, 2L, 5L, 5L, 4L, 4L, 5L, 6L, NA, NA, 2L, 
##     5L, 6L, 5L, 5L, 6L, 5L, 5L, 5L, 5L, 5L, 3L, 4L, 5L, 5L, 5L, 
##     4L, 6L, NA, 6L, 4L, 5L, 5L, 5L, 4L, 5L, 5L, 5L, 5L, 4L, 4L, 
##     6L, 5L, 5L, 5L, 5L, 3L, 4L, 4L, 6L, 6L, 5L, 6L, 5L, 6L, 6L, 
##     4L, 6L, 4L, 4L, 4L, 5L, 3L, 6L, 3L, 4L, 5L, 6L, 5L, 5L, 5L, 
##     4L, 5L, 5L, 5L, 6L, 5L, 5L, 3L, 4L, 5L, 5L, 5L, 6L, 4L, 4L, 
##     6L, 5L, 3L, 3L, 4L, 4L, 5L, 3L, 2L, 5L, 6L, 5L, 6L, 5L, 4L, 
##     3L, NA, 5L, 5L, 5L, 5L, 5L, 4L, 5L, 5L, 3L, 5L, 5L, 5L, 6L, 
##     4L, 5L, 2L, 5L, 4L, 3L, 5L, 4L, 6L, 4L, 5L, 4L, 5L, 5L, 4L, 
##     5L, 4L, 5L, 3L, 5L, 6L, 5L, 4L, 4L, 3L, 4L, 3L, 5L, 4L, 4L, 
##     6L, 4L, 6L, 5L, 5L, 3L, 4L, 5L, 4L, 4L, 4L, 4L, 4L, 5L, 4L, 
##     5L, 5L, 6L, 5L, 6L, 4L, 1L, 2L, 4L, 5L, 4L, 5L, 5L, 5L, 6L, 
##     5L, 6L, 3L, 4L, 4L, 4L, 4L, 4L, 3L, 5L, 4L, 6L, 6L, 4L, 4L, 
##     4L, 3L, 3L, 1L, 5L, 5L, 5L, 4L, 5L, 3L, 3L, 4L, 3L, 3L, 4L, 
##     6L, 3L, 5L, 5L, 3L, 5L, 5L, 4L, 4L, 4L, 6L, 4L, 4L, 5L, 6L, 
##     2L, 6L, 5L, 5L, 4L, 4L, 3L, 5L, 5L, 4L, 3L, 6L, 5L, 4L, 5L, 
##     4L, 5L, 6L, 4L, 4L, 6L, 2L, 3L, 5L, 4L, 6L, 5L, 4L, 5L, 4L, 
##     3L, 3L, 5L, 5L, 3L, 5L, 3L, 4L, 5L, 3L, 5L, 2L, 3L, 4L, 4L, 
##     4L, 5L, 5L, 4L, 2L, 4L, 4L, 5L, 4L, 3L, 1L, 2L, 5L, 2L, 2L, 
##     5L, 3L, 5L, 5L, 5L, 3L, 5L, 4L, 3L, 4L, 5L, 6L, 5L, 4L, 2L, 
##     5L, 3L, 4L, 2L, 3L, 5L, 6L, 6L, 6L, 4L, 4L, 4L, 5L, NA, 3L, 
##     4L, NA, NA, 3L, 2L, NA, 6L, 5L, NA, 3L, 4L, 2L, 4L, NA, 4L, 
##     3L, 3L, 3L, NA, 2L, 6L, 3L, 3L, 3L, 6L, 6L, 3L, 2L, 2L, 4L, 
##     5L, 4L, 5L, 5L, NA, 5L, 3L, 3L, NA, 4L, 5L, 3L, 5L, 4L, 6L, 
##     3L, 5L, NA, NA), ASDQII_2 = c(5L, 4L, 6L, 4L, 6L, 1L, 1L, 
##     6L, 5L, 5L, 4L, 5L, 5L, 3L, 4L, 5L, 5L, 4L, 4L, 6L, 4L, 5L, 
##     6L, 5L, 3L, 6L, 6L, 4L, 3L, 6L, 5L, 4L, 4L, 5L, 5L, 5L, 5L, 
##     5L, 5L, 5L, 5L, 5L, 5L, 3L, 5L, 3L, 4L, 5L, 2L, 5L, 4L, 4L, 
##     5L, 5L, 5L, 4L, 5L, 4L, 4L, 5L, 5L, 5L, 3L, 3L, 5L, 4L, 4L, 
##     1L, 3L, 3L, 4L, 5L, 3L, 4L, 2L, 3L, 4L, 4L, 5L, 5L, 5L, 4L, 
##     6L, 3L, 6L, 3L, 4L, 4L, 5L, 5L, 3L, 5L, 5L, 4L, 4L, 5L, 2L, 
##     3L, 3L, 5L, 4L, 4L, 5L, 4L, 5L, 3L, 4L, 4L, 6L, 2L, 5L, 4L, 
##     3L, 2L, 6L, 1L, 6L, 6L, 2L, 5L, 4L, 5L, 6L, 6L, 3L, 4L, 6L, 
##     6L, 6L, 5L, 3L, 5L, 4L, 5L, 3L, 4L, 5L, 1L, 6L, 6L, 6L, 5L, 
##     4L, 4L, NA, 5L, 5L, 5L, 4L, NA, NA, NA, 6L, 5L, 5L, NA, NA, 
##     4L, 5L, 5L, 5L, 5L, 4L, 6L, 5L, 6L, 5L, 5L, 5L, 6L, NA, 4L, 
##     NA, 6L, 5L, 4L, 4L, 5L, 3L, 4L, 4L, 5L, 4L, 6L, 2L, 4L, 4L, 
##     4L, 3L, 3L, 6L, 6L, 6L, 5L, 4L, 4L, 3L, 5L, 5L, 4L, 5L, 5L, 
##     4L, 4L, 5L, NA, NA, 1L, 4L, 4L, 3L, 6L, NA, 6L, 5L, 3L, 4L, 
##     4L, 3L, 4L, 5L, NA, 5L, 4L, 6L, 6L, 4L, 5L, 4L, 6L, 4L, 4L, 
##     6L, 6L, 4L, 5L, 5L, NA, NA, NA, 3L, 6L, 6L, NA, 6L, 5L, 5L, 
##     3L, 6L, 6L, NA, 6L, 2L, 4L, 6L, NA, NA, 6L, 5L, 6L, 3L, 5L, 
##     6L, 4L, 6L, 5L, 3L, 3L, 4L, 5L, 6L, 1L, 5L, 6L, 5L, 6L, 5L, 
##     4L, 3L, NA, 6L, 6L, 5L, 5L, 3L, 6L, 3L, 4L, 6L, 6L, 6L, 6L, 
##     5L, 3L, 6L, 4L, 4L, NA, 1L, 5L, 3L, 6L, 4L, 4L, 3L, 5L, 4L, 
##     4L, 3L, 5L, NA, NA, 5L, 6L, 5L, 4L, 4L, 4L, 5L, 6L, 2L, 5L, 
##     6L, 2L, 4L, 4L, 1L, 4L, 6L, 2L, 6L, 6L, 4L, 4L, 4L, 5L, 3L, 
##     4L, 4L, 5L, 5L, 3L, 5L, 4L, 5L, 4L, 3L, NA, 5L, 4L, 4L, 6L, 
##     4L, NA, 4L, 4L, 6L, 6L, 6L, 5L, 5L, NA, 6L, 5L, 3L, 5L, 5L, 
##     NA, 5L, 5L, NA, 6L, 5L, 4L, NA, 5L, 6L, 3L, 5L, 4L, 4L, 6L, 
##     6L, 6L, 6L, 4L, 6L, 5L, 6L, 4L, 3L, 5L, 6L, 5L, 1L, 4L, 6L, 
##     4L, NA, 6L, 3L, 5L, NA, 6L, 1L, 5L, 5L, 6L, 4L, 3L, 3L, 6L, 
##     5L, 4L, 4L, 2L, 4L, 6L, 5L, NA, 6L, 5L, 5L, 3L, 3L, 6L, 4L, 
##     4L, 5L, 3L, 6L, NA, 4L, 6L, 5L, 5L, 5L, 6L, NA, NA, 5L, 2L, 
##     5L, 6L, 5L, 5L, 6L, 4L, 4L, 6L, 5L, 5L, 3L, 2L, NA, 4L, 5L, 
##     5L, 6L, 5L, 6L, 5L, 4L, 6L, 5L, 6L, 5L, 4L, 6L, 4L, 4L, 6L, 
##     6L, 6L, 5L, 6L, 4L, 3L, 4L, 5L, 4L, 3L, 5L, 5L, 5L, 4L, 4L, 
##     NA, NA, 5L, 2L, NA, NA, 5L, 6L, NA, 6L, 3L, 6L, 4L, 5L, 2L, 
##     5L, 2L, 3L, 6L, 3L, 5L, 4L, 5L, 5L, 6L, 4L, 4L, 3L, 6L, 2L, 
##     3L, 6L, 3L, 4L, 5L, 3L, 6L, 5L, 6L, 5L, 6L, 5L, 4L, 5L, 3L, 
##     4L, 3L, 2L, 5L, 1L, 3L, 4L, 4L, 4L, 5L, 4L, 3L, 6L, 4L, 4L, 
##     3L, 5L, 4L, 4L, 3L, 4L, 4L, 5L, 6L, 5L, 6L, 4L, 6L, 6L, 6L, 
##     4L, 4L, 6L, 6L, 4L, 3L, 1L, 4L, 3L, 6L, NA, 4L, 6L, 6L, 2L, 
##     3L, 6L, 5L, 4L, 6L, 5L, 6L, NA, 4L, NA, NA, 6L, 4L, NA, 5L, 
##     4L, 4L, 3L, 6L, 5L, NA, 6L, 5L, 6L, 5L, 5L, 4L, 4L, NA, 5L, 
##     5L, 5L, 6L, 3L, 3L, 4L, 4L, 6L, 5L, 5L, 4L, 3L, 5L, 4L, 4L, 
##     5L, 6L, 6L, 3L, 4L, 5L, 3L, 5L, 4L, 5L, 1L, 5L, 4L, 3L, 6L, 
##     2L, 6L, 4L, 2L, 4L, 5L, 5L, 5L, 4L, 3L, 5L, 2L, 5L, 5L, 4L, 
##     4L, 4L, 3L, 3L, 4L, 5L, 5L, 4L, 5L, 4L, 2L, 3L, 1L, 5L, NA, 
##     NA, NA, 5L, 5L, 4L, NA, NA, 5L, NA, NA, 6L, 4L, 1L, NA, 5L, 
##     NA, 3L, NA, 4L, 6L, NA, 2L, 4L, NA, 4L, 5L, 6L, 4L, 5L, 5L, 
##     3L, 5L, 6L, NA, 3L, NA, 2L, NA, 6L, 5L, 5L, 4L, 4L, 2L, NA, 
##     NA, 5L, NA, NA, NA, 3L, NA, NA, 5L, 5L, 3L, NA, 3L, NA, NA, 
##     NA, 6L, NA, NA, 6L, 3L, NA, 4L, 6L, 6L, NA, 1L, 6L, 6L, 5L, 
##     4L, 5L, 6L, 3L, 5L, 3L, 5L, 6L, 5L, 4L, 6L, 6L, 6L, 4L, 6L, 
##     5L, 4L, 5L, 4L, 6L, 4L, 6L, 3L, 4L, 6L, 5L, 4L, 4L, 2L, 5L, 
##     4L, 5L, 4L, 6L, 4L, 4L, 4L, 5L, 5L, 2L, 4L, 3L, 6L, 3L, 6L, 
##     4L, 3L, NA, 4L, 4L, 6L, 5L, 6L, 5L, 5L, 6L, 3L, 1L, 3L, 4L, 
##     3L, 5L, 5L, 5L, NA, 4L, 5L, 6L, 2L, 4L, 5L, 3L, NA, 3L, 4L, 
##     4L, 3L, 3L, 5L, 5L, 2L, 4L, 4L, 5L, 5L, 5L, 3L, 5L, 6L, 5L, 
##     4L, 4L, 3L, 5L, 6L, 5L, 4L, 5L, 6L, 4L, 5L, 5L, 6L, 4L, 4L, 
##     3L, 5L, 4L, 5L, 3L, 5L, 4L, 4L, 5L, 5L, 4L, 4L, 5L, 5L, 6L, 
##     4L, 6L, 5L, 5L, 5L, 2L, 4L, 4L, 5L, 6L, 6L, 5L, 6L, 5L, 5L, 
##     4L, 6L, 4L, 6L, 2L, 5L, 1L, 3L, 6L, 4L, 4L, 2L, 4L, 6L, 2L, 
##     3L, 5L, 5L, 4L, 4L, 3L, 5L, 4L, 3L, 4L, 3L, 4L, 4L, 5L, 4L, 
##     5L, 3L, NA, NA, NA, NA, 3L, 4L, 5L, 4L, 4L, 6L, 5L, 4L, 6L, 
##     4L, 3L, 4L, 5L, 3L, 5L, 5L, 4L, 3L, 5L, 4L, 3L, 5L, 5L, NA, 
##     NA, 2L, 5L, 6L, 5L, 5L, 6L, 5L, 5L, 5L, 5L, 5L, 2L, 5L, 5L, 
##     5L, 5L, 4L, 6L, NA, 6L, 4L, 5L, 6L, 5L, 4L, 3L, 5L, 5L, 6L, 
##     2L, 1L, 5L, 4L, 5L, 5L, 4L, 3L, 4L, 4L, 6L, 6L, 4L, 5L, 5L, 
##     6L, 5L, 4L, 6L, 2L, 4L, 4L, 5L, 4L, 6L, 3L, 3L, 5L, 6L, 5L, 
##     3L, 4L, 4L, 5L, 5L, 5L, 4L, 5L, 4L, 3L, 5L, 4L, 5L, 4L, 6L, 
##     3L, 4L, 4L, 5L, 2L, 3L, 4L, 4L, 4L, 3L, 1L, 5L, 5L, 6L, 6L, 
##     5L, 4L, 3L, NA, 4L, 5L, 5L, 4L, 5L, 3L, 5L, 5L, 3L, 4L, 5L, 
##     3L, 5L, 4L, 5L, 1L, 5L, 4L, 3L, 6L, 2L, 6L, 4L, 2L, 4L, 5L, 
##     5L, 5L, 4L, 3L, 5L, 2L, 5L, 5L, 4L, 4L, 4L, 3L, 3L, 4L, 5L, 
##     5L, 4L, 5L, 4L, 6L, 5L, 4L, 2L, 4L, 5L, 4L, 4L, 4L, 4L, 5L, 
##     6L, 4L, 5L, 5L, 6L, 3L, 6L, 4L, 3L, 4L, 3L, 4L, 5L, 6L, 4L, 
##     5L, 6L, 5L, 6L, 1L, 4L, 3L, 3L, 3L, 5L, 2L, 5L, 4L, 4L, 6L, 
##     5L, 5L, 5L, 3L, 2L, 1L, 4L, 5L, 4L, 5L, 5L, 3L, 3L, 2L, 5L, 
##     4L, 4L, 5L, 5L, 5L, 4L, 3L, 4L, 5L, 4L, 4L, 4L, 5L, 4L, 4L, 
##     5L, 5L, 3L, 4L, 5L, 4L, 4L, 3L, 3L, 5L, 4L, 5L, 4L, 6L, 5L, 
##     3L, 5L, 4L, 4L, 6L, 3L, 4L, 5L, 2L, 3L, 5L, 4L, 3L, 5L, 4L, 
##     4L, 4L, 3L, 5L, 4L, 4L, 3L, 4L, 5L, 3L, 5L, 2L, 4L, 3L, 3L, 
##     4L, 4L, 4L, 5L, 3L, 4L, 3L, 4L, 3L, 6L, 4L, 3L, 1L, 2L, 5L, 
##     2L, 1L, 6L, 3L, 5L, 5L, 4L, 3L, 4L, 4L, 5L, 4L, 5L, 6L, 4L, 
##     3L, 2L, 5L, 3L, 5L, 3L, 4L, 5L, 4L, 5L, 4L, 3L, 4L, 4L, 5L, 
##     NA, 3L, 4L, NA, NA, 4L, 2L, NA, 5L, 3L, NA, 5L, 5L, 5L, 3L, 
##     NA, 3L, 3L, 3L, 4L, NA, 3L, 6L, 2L, 3L, 4L, 6L, 6L, 2L, 2L, 
##     3L, 6L, 5L, 4L, 5L, 5L, NA, 4L, 5L, 3L, NA, 4L, 4L, 3L, 3L, 
##     4L, 6L, 3L, 5L, NA, NA), ASDQII_3 = c(1L, 2L, 6L, 4L, 6L, 
##     1L, 1L, 6L, 5L, 6L, 4L, 5L, 5L, 4L, 5L, 4L, 4L, 6L, 5L, 5L, 
##     4L, 4L, 6L, 5L, 5L, 6L, 6L, 5L, 3L, 6L, 6L, 5L, 3L, 5L, 5L, 
##     5L, 5L, 5L, 5L, 2L, 5L, 5L, 5L, 4L, 5L, 3L, 5L, 5L, 2L, 5L, 
##     4L, 4L, 5L, 6L, 6L, 4L, 6L, 5L, 5L, 5L, 5L, 4L, 3L, 3L, 5L, 
##     5L, 4L, 5L, 5L, 3L, 4L, 5L, 5L, 4L, 2L, 3L, 3L, 4L, 3L, 3L, 
##     5L, 4L, 6L, 3L, 6L, 2L, 5L, 4L, 4L, 5L, 3L, 4L, 6L, 4L, 3L, 
##     5L, 4L, 3L, 2L, 4L, 5L, 4L, 5L, 5L, 5L, 3L, 3L, 4L, 5L, 2L, 
##     5L, 4L, 3L, 2L, 6L, 1L, 6L, 6L, 2L, 5L, 4L, 5L, 5L, 6L, 2L, 
##     6L, 6L, 6L, 5L, 5L, 5L, 5L, 5L, 5L, 5L, 3L, 5L, 2L, 6L, 6L, 
##     6L, 5L, 5L, 4L, NA, 4L, 5L, 5L, 4L, NA, NA, NA, 6L, 4L, 5L, 
##     NA, NA, 5L, 5L, 2L, 6L, 5L, 5L, 6L, 5L, 5L, 5L, 6L, 6L, 5L, 
##     NA, 5L, NA, 6L, 5L, 4L, 5L, 6L, 3L, 4L, 5L, 5L, 6L, 6L, 2L, 
##     4L, 4L, 4L, 3L, 1L, 6L, 6L, 5L, 5L, 4L, 4L, 3L, 5L, 5L, 3L, 
##     5L, 4L, 4L, 4L, 5L, NA, NA, 1L, 4L, 4L, 3L, 6L, NA, 6L, 5L, 
##     3L, 4L, 4L, 4L, 4L, 5L, NA, 5L, 5L, 6L, 6L, 4L, 6L, 5L, 6L, 
##     5L, 5L, 6L, 6L, 3L, 6L, 5L, NA, NA, NA, 4L, 6L, 3L, NA, 5L, 
##     4L, 5L, 4L, 5L, 6L, NA, 6L, 1L, 4L, 6L, NA, NA, 6L, 6L, 6L, 
##     3L, 5L, 6L, 5L, 5L, 4L, 3L, 3L, 4L, 6L, 6L, 2L, 4L, 6L, 6L, 
##     6L, 5L, 5L, 4L, NA, 6L, 4L, 5L, 5L, 2L, 6L, 4L, 5L, 6L, 6L, 
##     6L, 6L, 5L, 3L, 6L, 6L, 4L, NA, 2L, 5L, 4L, 6L, 4L, 4L, 2L, 
##     5L, 5L, 5L, 5L, 5L, NA, NA, 6L, 5L, 5L, 4L, 3L, 4L, 5L, 6L, 
##     3L, 5L, 6L, 3L, 5L, 4L, 1L, 5L, 6L, 3L, 4L, 5L, 4L, 4L, 3L, 
##     5L, 3L, 4L, 4L, 5L, 4L, 5L, 5L, 4L, 4L, 5L, 5L, NA, 4L, 4L, 
##     4L, 6L, 3L, NA, 4L, 4L, 6L, 6L, 6L, 5L, 5L, NA, 6L, 5L, 5L, 
##     5L, 5L, NA, 4L, 5L, NA, 6L, 4L, 5L, NA, 5L, 6L, 3L, 5L, 4L, 
##     5L, 6L, 6L, 6L, 5L, 4L, 6L, 6L, 6L, 4L, 3L, 5L, 6L, 4L, 1L, 
##     5L, 6L, 5L, NA, 6L, 3L, 6L, NA, 5L, 2L, 6L, 6L, 6L, 5L, 3L, 
##     4L, 6L, 6L, 6L, 4L, 3L, 5L, 6L, 4L, NA, 6L, 5L, 5L, 6L, 4L, 
##     6L, 5L, 5L, 5L, 4L, 6L, NA, 5L, 6L, 4L, 6L, 4L, 6L, NA, NA, 
##     5L, 2L, 5L, 6L, 6L, 5L, 6L, 4L, 4L, 6L, 4L, 4L, 4L, 3L, NA, 
##     4L, 5L, 5L, 6L, 4L, 4L, 5L, 5L, 6L, 5L, 6L, 4L, 4L, 6L, 5L, 
##     4L, 5L, 6L, 6L, 4L, 5L, 4L, 3L, 2L, 5L, 4L, 4L, 6L, 6L, 6L, 
##     3L, 4L, NA, NA, 4L, 3L, NA, NA, 5L, 6L, NA, 6L, 3L, 6L, 5L, 
##     3L, 1L, 6L, 3L, 3L, 6L, 5L, 4L, 3L, 5L, 5L, 6L, 4L, 4L, 3L, 
##     6L, 3L, 3L, 6L, 5L, 5L, 5L, 4L, 6L, 5L, 5L, 5L, 5L, 5L, 5L, 
##     3L, 4L, 4L, 3L, 6L, 5L, 1L, 3L, 4L, 3L, 4L, 5L, 5L, 4L, 6L, 
##     6L, 5L, 2L, 6L, 4L, 5L, 5L, 4L, 4L, 5L, 6L, 5L, 6L, 4L, 6L, 
##     4L, 6L, 5L, 4L, 6L, 6L, 4L, 4L, 5L, 4L, 3L, 3L, NA, 4L, 6L, 
##     6L, 4L, 3L, 6L, 5L, 4L, 6L, 4L, 6L, NA, 5L, NA, NA, 6L, 4L, 
##     NA, 5L, 3L, 4L, 3L, 6L, 5L, NA, 5L, 4L, 6L, 5L, 6L, 5L, 4L, 
##     NA, 4L, 5L, 6L, 6L, 4L, 3L, 5L, 5L, 6L, 5L, 5L, 4L, 2L, 5L, 
##     4L, 4L, 4L, 6L, 6L, 3L, 4L, 6L, 3L, 6L, 4L, 5L, 1L, 5L, 4L, 
##     3L, 5L, 4L, 6L, 4L, 4L, 4L, 4L, 6L, 4L, 4L, 3L, 5L, 2L, 5L, 
##     6L, 5L, 4L, 4L, 4L, 4L, 4L, 5L, 3L, 4L, 5L, 4L, 3L, 3L, 4L, 
##     5L, NA, NA, NA, 5L, 5L, 3L, NA, NA, 5L, NA, NA, 6L, 3L, 1L, 
##     NA, 5L, NA, 2L, NA, 3L, 6L, NA, 3L, 1L, NA, 4L, 5L, 6L, 4L, 
##     3L, 5L, 4L, 5L, 6L, NA, 4L, NA, 1L, NA, 6L, 5L, 6L, 4L, 4L, 
##     1L, NA, NA, 6L, NA, NA, NA, 3L, NA, NA, 6L, 5L, 3L, NA, 4L, 
##     NA, NA, NA, 5L, NA, NA, 6L, 4L, NA, 3L, 6L, 1L, NA, 1L, 5L, 
##     6L, 4L, 4L, 5L, 6L, 3L, 5L, 4L, 4L, 6L, 5L, 4L, 5L, 6L, 6L, 
##     4L, 4L, 5L, 5L, 5L, 5L, 6L, 5L, 5L, 2L, 5L, 6L, 6L, 4L, 5L, 
##     2L, 5L, 4L, 4L, 3L, 6L, 4L, 5L, 4L, 5L, 5L, 3L, 4L, 4L, 6L, 
##     4L, 6L, 3L, 3L, NA, 5L, 5L, 6L, 5L, 6L, 5L, 5L, 6L, 3L, 1L, 
##     3L, 4L, 5L, 4L, 4L, 5L, NA, 4L, 5L, 6L, 2L, 6L, 5L, 3L, NA, 
##     3L, 4L, 5L, 4L, 3L, 5L, 5L, 2L, 4L, 4L, 5L, 5L, 5L, 2L, 5L, 
##     6L, 5L, 5L, 4L, 3L, 5L, 6L, 5L, 3L, 5L, 6L, 4L, 5L, 4L, 5L, 
##     4L, 4L, 3L, 6L, 4L, 4L, 3L, 6L, 5L, 3L, 4L, 6L, 4L, 6L, 5L, 
##     5L, 6L, 4L, 6L, 5L, 5L, 6L, 4L, 4L, 5L, 5L, 6L, 6L, 5L, 6L, 
##     5L, 5L, 4L, 6L, 4L, 4L, 3L, 5L, 1L, 3L, 6L, 5L, 4L, 1L, 4L, 
##     6L, 5L, 2L, 5L, 3L, 4L, 5L, 4L, 5L, 4L, 4L, 3L, 4L, 4L, 4L, 
##     5L, 5L, 5L, 4L, NA, NA, NA, NA, 3L, 4L, 6L, 4L, 5L, 5L, 5L, 
##     4L, 5L, 3L, 3L, 5L, 5L, 4L, 5L, 6L, 4L, 4L, 4L, 4L, 4L, 5L, 
##     5L, NA, NA, 3L, 5L, 6L, 5L, 5L, 6L, 6L, 5L, 4L, 5L, 5L, 4L, 
##     4L, 5L, 4L, 5L, 4L, 6L, NA, 6L, 4L, 5L, 5L, 6L, 4L, 4L, 4L, 
##     5L, 6L, 3L, 3L, 6L, 5L, 5L, 5L, 4L, 3L, 4L, 3L, 6L, 6L, 4L, 
##     4L, 4L, 6L, 6L, 4L, 5L, 2L, 5L, 5L, 5L, 4L, 5L, 3L, 4L, 5L, 
##     6L, 5L, 4L, 5L, 4L, 5L, 5L, 4L, 4L, 5L, 4L, 3L, 5L, 4L, 6L, 
##     4L, 6L, 3L, 4L, 6L, 6L, 2L, 3L, 4L, 3L, 4L, 2L, 2L, 5L, 6L, 
##     6L, 6L, 5L, 4L, 3L, NA, 4L, 6L, 6L, 5L, 5L, 4L, 6L, 5L, 3L, 
##     4L, 6L, 3L, 6L, 4L, 5L, 1L, 5L, 4L, 3L, 5L, 4L, 6L, 4L, 4L, 
##     4L, 4L, 6L, 4L, 4L, 3L, 5L, 2L, 5L, 6L, 5L, 4L, 4L, 4L, 4L, 
##     4L, 5L, 3L, 4L, 5L, 4L, 6L, 6L, 5L, 2L, 4L, 5L, 4L, 3L, 4L, 
##     5L, 4L, 6L, 4L, 5L, 5L, 6L, 4L, 6L, 4L, 4L, 3L, 3L, 5L, 5L, 
##     6L, 5L, 5L, 6L, 5L, 6L, 1L, 4L, 3L, 5L, 3L, 4L, 3L, 4L, 4L, 
##     6L, 6L, 5L, 5L, 5L, 3L, 2L, 1L, 4L, 4L, 5L, 5L, 5L, 3L, 3L, 
##     4L, 3L, 3L, 5L, 5L, 3L, 5L, 5L, 3L, 4L, 6L, 4L, 4L, 4L, 6L, 
##     3L, 5L, 6L, 5L, 3L, 4L, 5L, 5L, 4L, 3L, 3L, 5L, 3L, 5L, 3L, 
##     6L, 5L, 3L, 5L, 4L, 4L, 6L, 4L, 4L, 4L, 2L, 2L, 6L, 4L, 4L, 
##     5L, 5L, 5L, 3L, 3L, 6L, 4L, 5L, 2L, 4L, 3L, 4L, 5L, 3L, 5L, 
##     4L, 3L, 4L, 4L, 3L, 5L, 5L, 4L, 3L, 4L, 4L, 6L, 5L, 3L, 1L, 
##     3L, 5L, 2L, 1L, 6L, 3L, 5L, 6L, 5L, 3L, 4L, 4L, 5L, 4L, 5L, 
##     5L, 4L, 4L, 3L, 5L, 3L, 5L, 3L, 4L, 5L, 6L, 5L, 4L, 3L, 4L, 
##     4L, 5L, NA, 4L, 3L, NA, NA, 5L, 3L, NA, 5L, 4L, NA, 4L, 4L, 
##     5L, 4L, NA, 3L, 4L, 3L, 5L, NA, 3L, 6L, 3L, 3L, 3L, 5L, 5L, 
##     2L, 3L, 3L, 6L, 6L, 5L, 6L, 3L, NA, 6L, 4L, 1L, NA, 4L, 5L, 
##     4L, 4L, 4L, 6L, 3L, 5L, NA, NA), ASDQII_4 = c(2L, 4L, 6L, 
##     4L, 3L, 1L, 1L, 6L, 5L, 6L, 4L, 6L, 4L, 4L, 5L, 4L, 4L, 6L, 
##     4L, 5L, 5L, 5L, 2L, 5L, 5L, 5L, 6L, 5L, 3L, 6L, 5L, 4L, 2L, 
##     5L, 5L, 5L, 5L, 5L, 5L, 4L, 5L, 5L, 6L, 4L, 2L, 3L, 6L, 6L, 
##     2L, 4L, 4L, 5L, 5L, 6L, 5L, 3L, 6L, 5L, 6L, 4L, 5L, 4L, 4L, 
##     2L, 5L, 4L, 4L, 1L, 4L, 3L, 4L, 4L, 2L, 3L, 2L, 3L, 3L, 5L, 
##     4L, 5L, 5L, 4L, 3L, 3L, 6L, 4L, 5L, 4L, 6L, 5L, 3L, 4L, 4L, 
##     4L, 3L, 6L, 4L, 4L, 2L, 4L, 4L, 2L, 4L, 4L, 5L, 4L, 4L, 4L, 
##     6L, 2L, 6L, 4L, 2L, 1L, 6L, 6L, 6L, 6L, 2L, 6L, 4L, 6L, 5L, 
##     6L, 2L, 6L, 6L, 6L, 6L, 4L, 3L, 5L, 5L, 5L, 3L, 4L, 5L, 2L, 
##     6L, 6L, 6L, 5L, 4L, 4L, NA, 4L, 5L, 5L, 3L, NA, NA, NA, 6L, 
##     4L, 6L, NA, NA, 4L, 5L, 2L, 6L, 4L, 4L, 6L, 4L, 6L, 6L, 6L, 
##     5L, 6L, NA, 4L, NA, 6L, 5L, 3L, 5L, 5L, 3L, 4L, 5L, 5L, 6L, 
##     6L, 2L, 4L, 4L, 6L, 3L, 2L, 6L, 6L, 6L, 5L, 3L, 4L, 3L, 4L, 
##     6L, 2L, 5L, 4L, 4L, 4L, 4L, NA, NA, 1L, 4L, 4L, 3L, 5L, NA, 
##     6L, 5L, 3L, 4L, 4L, 3L, 4L, 5L, NA, 5L, 5L, 6L, 6L, 4L, 6L, 
##     4L, 6L, 5L, 4L, 6L, 5L, 3L, 5L, 5L, NA, NA, NA, 4L, 6L, 6L, 
##     NA, 6L, 5L, 6L, 3L, 5L, 6L, NA, 6L, 2L, 5L, 6L, NA, NA, 6L, 
##     5L, 6L, 3L, 5L, 6L, 5L, 5L, 5L, 3L, 2L, 3L, 6L, 6L, 3L, 3L, 
##     6L, 4L, 6L, 6L, 5L, 3L, NA, 6L, 6L, 5L, 5L, 1L, 6L, 4L, 4L, 
##     6L, 6L, 6L, 6L, 5L, 5L, 6L, 6L, 5L, NA, 1L, 5L, 2L, 6L, 3L, 
##     4L, 1L, 5L, 5L, 5L, 4L, 4L, NA, NA, 4L, 6L, 5L, 3L, 4L, 4L, 
##     5L, 5L, 3L, 5L, 6L, 2L, 5L, 2L, 2L, 5L, 6L, 2L, 5L, 5L, 4L, 
##     4L, 3L, 4L, 4L, 4L, 4L, 6L, 4L, 6L, 5L, 5L, 6L, 5L, 3L, NA, 
##     4L, 5L, 4L, 6L, 4L, NA, 5L, 4L, 6L, 6L, 6L, 6L, 5L, NA, 6L, 
##     4L, 4L, 5L, 6L, NA, 4L, 6L, NA, 6L, 4L, 4L, NA, 5L, 6L, 4L, 
##     5L, 5L, 5L, 6L, 6L, 6L, 6L, 5L, 5L, 4L, 5L, 4L, 5L, 4L, 6L, 
##     4L, 1L, 3L, 6L, 4L, NA, 6L, 3L, 5L, NA, 6L, 2L, 6L, 6L, 6L, 
##     4L, 3L, 4L, 6L, 5L, 5L, 6L, 2L, 4L, 6L, 3L, NA, 6L, 5L, 5L, 
##     6L, 3L, 6L, 6L, 4L, 6L, 4L, 6L, NA, 5L, 6L, 5L, 6L, 4L, 6L, 
##     NA, NA, 5L, 3L, 5L, 6L, 5L, 5L, 6L, 4L, 3L, 6L, 4L, 4L, 4L, 
##     2L, NA, 4L, 5L, 5L, 5L, 4L, 5L, 5L, 3L, 6L, 6L, 6L, 6L, 4L, 
##     6L, 5L, 4L, 6L, 6L, 6L, 5L, 5L, 5L, 3L, 4L, 6L, 3L, 4L, 4L, 
##     5L, 6L, 4L, 4L, NA, NA, 4L, 2L, NA, NA, 5L, 6L, NA, 5L, 4L, 
##     6L, 5L, 3L, 1L, 5L, 2L, 3L, 6L, 4L, 6L, 4L, 5L, 5L, 6L, 4L, 
##     4L, 3L, 6L, 4L, 2L, 5L, 4L, 5L, 5L, 5L, 6L, 6L, 4L, 5L, 5L, 
##     5L, 4L, 3L, 3L, 4L, 3L, 4L, 5L, 1L, 4L, 4L, 4L, 4L, 5L, 4L, 
##     5L, 6L, 4L, 4L, 2L, 5L, 4L, 4L, 4L, 4L, 5L, 4L, 6L, 5L, 6L, 
##     4L, 6L, 5L, 5L, 6L, 5L, 6L, 6L, 4L, 4L, 1L, 4L, 5L, 4L, NA, 
##     4L, 4L, 5L, 3L, 3L, 5L, 5L, 4L, 6L, 2L, 6L, NA, 4L, NA, NA, 
##     2L, 3L, NA, 5L, 5L, 5L, 3L, 6L, 5L, NA, 6L, 4L, 6L, 5L, 6L, 
##     4L, 4L, NA, 4L, 5L, 6L, 6L, 3L, 4L, 5L, 5L, 6L, 5L, 5L, 4L, 
##     2L, 4L, 4L, 5L, 4L, 5L, 6L, 4L, 5L, 5L, 4L, 6L, 4L, 6L, 1L, 
##     6L, 4L, 4L, 6L, 5L, 6L, 4L, 4L, 4L, 4L, 4L, 5L, 4L, 4L, 4L, 
##     2L, 5L, 5L, 4L, 4L, 6L, 3L, 3L, 4L, 5L, 3L, 4L, 6L, 4L, 3L, 
##     3L, 5L, 5L, NA, NA, NA, 5L, 4L, 3L, NA, NA, 4L, NA, NA, 6L, 
##     4L, 2L, NA, 5L, NA, 3L, NA, 4L, 6L, NA, 2L, 1L, NA, 5L, 2L, 
##     6L, 5L, 2L, 5L, 4L, 6L, 4L, NA, 3L, NA, 1L, NA, 6L, 5L, 6L, 
##     5L, 3L, 2L, NA, NA, 6L, NA, NA, NA, 4L, NA, NA, 5L, 5L, 3L, 
##     NA, 3L, NA, NA, NA, 4L, NA, NA, 6L, 4L, NA, 5L, 6L, 6L, NA, 
##     1L, 4L, 5L, 4L, 4L, 5L, 4L, 3L, 5L, 4L, 4L, 6L, 5L, 4L, 6L, 
##     6L, 6L, 4L, 4L, 5L, 4L, 4L, 3L, 6L, 4L, 5L, 2L, 6L, 6L, 5L, 
##     4L, 5L, 3L, 5L, 3L, 4L, 3L, 5L, 4L, 5L, 4L, 6L, 4L, 3L, 3L, 
##     3L, 6L, 4L, 6L, 5L, 4L, NA, 5L, 3L, 6L, 4L, 5L, 5L, 5L, 6L, 
##     3L, 6L, 3L, 4L, 3L, 4L, 4L, 4L, NA, 4L, 4L, 6L, 3L, 6L, 5L, 
##     3L, NA, 4L, 5L, 5L, 3L, 4L, 5L, 5L, 2L, 4L, 4L, 5L, 5L, 5L, 
##     2L, 5L, 6L, 5L, 4L, 4L, 3L, 5L, 6L, 5L, 4L, 4L, 6L, 4L, 5L, 
##     4L, 6L, 4L, 5L, 3L, 6L, 4L, 5L, 4L, 5L, 4L, 4L, 4L, 6L, 4L, 
##     5L, 5L, 5L, 6L, 4L, 6L, 6L, 4L, 4L, 3L, 4L, 4L, 5L, 6L, 6L, 
##     5L, 6L, 4L, 5L, 4L, 5L, 4L, 4L, 2L, 4L, 1L, 5L, 5L, 4L, 4L, 
##     3L, 4L, 6L, 3L, 4L, 4L, 5L, 4L, 5L, 4L, 5L, 4L, 3L, 4L, 3L, 
##     4L, 5L, 4L, 5L, 4L, 4L, NA, NA, NA, NA, 3L, 3L, 6L, 5L, 4L, 
##     4L, 5L, 3L, 1L, 3L, 3L, 5L, 5L, 4L, 5L, 6L, 4L, 5L, 5L, 4L, 
##     4L, 5L, 5L, NA, NA, 3L, 4L, 5L, 6L, 4L, 6L, 5L, 5L, 4L, 4L, 
##     4L, 4L, 5L, 4L, 4L, 5L, 4L, 6L, NA, 6L, 1L, 5L, 5L, 6L, 6L, 
##     5L, 4L, 3L, 6L, 2L, 3L, 6L, 4L, 5L, 5L, 5L, 3L, 3L, 3L, 5L, 
##     6L, 4L, 5L, 4L, 6L, 6L, 4L, 6L, 4L, 4L, 5L, 5L, 5L, 6L, 3L, 
##     3L, 5L, 6L, 5L, 4L, 4L, 4L, 5L, 5L, 4L, 6L, 5L, 5L, 3L, 4L, 
##     5L, 4L, 3L, 6L, 4L, 4L, 5L, 6L, 2L, 3L, 4L, 4L, 4L, 1L, 2L, 
##     5L, 6L, 6L, 6L, 5L, 4L, 3L, NA, 4L, 5L, 6L, 5L, 4L, 4L, 6L, 
##     4L, 4L, 5L, 5L, 4L, 6L, 4L, 6L, 1L, 6L, 4L, 4L, 6L, 5L, 6L, 
##     4L, 4L, 4L, 4L, 4L, 5L, 4L, 4L, 4L, 2L, 5L, 5L, 4L, 4L, 6L, 
##     3L, 3L, 4L, 5L, 3L, 4L, 6L, 4L, 6L, 5L, 5L, 3L, 4L, 5L, 3L, 
##     3L, 4L, 5L, 4L, 5L, 4L, 4L, 6L, 6L, 4L, 6L, 3L, 3L, 5L, 4L, 
##     3L, 4L, 5L, 5L, 5L, 6L, 5L, 6L, 6L, 4L, 3L, 3L, 3L, 4L, 3L, 
##     4L, 4L, 6L, 6L, 4L, 4L, 5L, 3L, 3L, 2L, 5L, 5L, 6L, 4L, 6L, 
##     5L, 3L, 3L, 3L, 3L, 4L, 5L, 3L, 5L, 4L, 3L, 5L, 6L, 4L, 3L, 
##     4L, 6L, 4L, 5L, 5L, 6L, 3L, 4L, 5L, 4L, 4L, 3L, 3L, 5L, 4L, 
##     4L, 3L, 6L, 6L, 3L, 5L, 4L, 5L, 6L, 4L, 4L, 6L, 4L, 3L, 5L, 
##     4L, 5L, 5L, 4L, 5L, 3L, 3L, 3L, 5L, 4L, 2L, 4L, 3L, 4L, 4L, 
##     2L, 5L, 2L, 5L, 4L, 3L, 4L, 5L, 5L, 4L, 2L, 4L, 3L, 5L, 5L, 
##     3L, 1L, 2L, 5L, 2L, 1L, 6L, 3L, 6L, 5L, 4L, 3L, 5L, 4L, 4L, 
##     3L, 5L, 6L, 4L, 4L, 2L, 5L, 3L, 4L, 3L, 4L, 5L, 6L, 6L, 6L, 
##     3L, 3L, 5L, 5L, NA, 2L, 4L, NA, NA, 4L, 2L, NA, 5L, 5L, NA, 
##     4L, 4L, 3L, 3L, NA, 3L, 3L, 3L, 4L, NA, 2L, 6L, 3L, 3L, 3L, 
##     6L, 6L, 2L, 2L, 3L, 6L, 5L, 5L, 5L, 5L, NA, 5L, 3L, 2L, NA, 
##     4L, 4L, 2L, 3L, 4L, 6L, 3L, 5L, NA, NA), ASDQII_5 = c(1L, 
##     5L, 6L, 4L, 6L, 2L, 1L, 6L, 5L, 5L, 4L, 5L, 5L, 4L, 3L, 5L, 
##     4L, 6L, 4L, 6L, 4L, 5L, 5L, 5L, 4L, 6L, 6L, 4L, 4L, 6L, 5L, 
##     6L, 2L, 5L, 5L, 5L, 5L, 5L, 5L, 3L, 5L, 5L, 6L, 3L, 4L, 3L, 
##     6L, 6L, 2L, 4L, 4L, 4L, 5L, 6L, 4L, 3L, 6L, 3L, 6L, 4L, 5L, 
##     4L, 4L, 4L, 5L, 5L, 4L, 2L, 3L, 3L, 4L, 5L, 6L, 3L, 2L, 3L, 
##     3L, 4L, 4L, 5L, 5L, 3L, 3L, 3L, 6L, 5L, 4L, 5L, 6L, 5L, 3L, 
##     5L, 5L, 4L, 4L, 6L, 2L, 4L, 2L, 5L, 4L, 2L, 4L, 4L, 5L, 3L, 
##     4L, 4L, 4L, 2L, 5L, 4L, 3L, 2L, 6L, 1L, 6L, 6L, 1L, 6L, 4L, 
##     6L, 6L, 6L, 3L, 5L, 6L, 6L, 6L, 5L, 4L, 5L, 4L, 5L, 3L, 4L, 
##     5L, 1L, 6L, 6L, 6L, 6L, 4L, 4L, NA, 4L, 5L, 5L, 3L, NA, NA, 
##     NA, 6L, 5L, 4L, NA, NA, 4L, 5L, 3L, 5L, 3L, 4L, 6L, 6L, 5L, 
##     6L, 6L, 6L, 5L, NA, 5L, NA, 6L, 5L, 4L, 5L, 4L, 3L, 4L, 5L, 
##     5L, 5L, 4L, 3L, 4L, 4L, 5L, 4L, 3L, 6L, 6L, 6L, 5L, 3L, 5L, 
##     3L, 5L, 6L, 3L, 5L, 3L, 4L, 4L, 5L, NA, NA, 1L, 4L, 5L, 3L, 
##     6L, NA, 6L, 5L, 4L, 4L, 4L, 4L, 4L, 4L, NA, 4L, 4L, 6L, 6L, 
##     5L, 6L, 5L, 6L, 6L, 5L, 6L, 6L, 4L, 6L, 5L, NA, NA, NA, 3L, 
##     6L, 6L, NA, 4L, 4L, 6L, 3L, 5L, 6L, NA, 6L, 3L, 5L, 6L, NA, 
##     NA, 6L, 5L, 6L, 3L, 6L, 6L, 5L, 5L, 5L, 6L, 2L, 4L, 5L, 6L, 
##     1L, 4L, 5L, 5L, 6L, 5L, 4L, 4L, NA, 4L, 3L, 5L, 5L, 3L, 6L, 
##     4L, 6L, 6L, 6L, 6L, 6L, 4L, 5L, 6L, 6L, 4L, NA, 1L, 5L, 4L, 
##     6L, 4L, 5L, 3L, 5L, 5L, 6L, 3L, 5L, NA, NA, 5L, 4L, 5L, 3L, 
##     4L, 4L, 5L, 6L, 4L, 2L, 6L, 3L, 6L, 5L, 2L, 4L, 6L, 2L, 6L, 
##     6L, 4L, 4L, 5L, 4L, 4L, 4L, 4L, 5L, 5L, 5L, 5L, 5L, 6L, 5L, 
##     3L, NA, 4L, 4L, 4L, 6L, 5L, NA, 5L, 3L, 6L, 6L, 6L, 6L, 5L, 
##     NA, 6L, 5L, 5L, 6L, 5L, NA, 5L, 5L, NA, 6L, 5L, 5L, NA, 6L, 
##     6L, 4L, 6L, 5L, 6L, 4L, 6L, 6L, 3L, 5L, 6L, 5L, 6L, 4L, 4L, 
##     5L, 6L, 5L, 1L, 4L, 6L, 4L, NA, 6L, 3L, 6L, NA, 5L, 2L, 6L, 
##     6L, 6L, 5L, 4L, 4L, 6L, 6L, 5L, 6L, 2L, 6L, 6L, 5L, NA, 6L, 
##     6L, 5L, 6L, 4L, 6L, 6L, 4L, 5L, 4L, 6L, NA, 5L, 6L, 5L, 6L, 
##     3L, 6L, NA, NA, 5L, 2L, 5L, 6L, 6L, 3L, 6L, 5L, 3L, 6L, 4L, 
##     5L, 4L, 2L, NA, 4L, 5L, 5L, 6L, 4L, 4L, 6L, 5L, 6L, 6L, 6L, 
##     5L, 5L, 6L, 4L, 5L, 5L, 6L, 3L, 5L, 6L, 5L, 3L, 4L, 4L, 2L, 
##     3L, 5L, 5L, 5L, 6L, 5L, NA, NA, 4L, 3L, NA, NA, 5L, 6L, NA, 
##     6L, 3L, 6L, 5L, 4L, 1L, 5L, 3L, 3L, 5L, 2L, 4L, 3L, 5L, 5L, 
##     6L, 5L, 4L, 3L, 6L, 2L, 3L, 6L, 4L, 5L, 5L, 3L, 5L, 5L, 5L, 
##     5L, 5L, 5L, 4L, 3L, 4L, 5L, 3L, 5L, 5L, 1L, 4L, 4L, 4L, 4L, 
##     5L, 5L, 3L, 6L, 3L, 4L, 3L, 5L, 2L, 4L, 5L, 4L, 5L, 6L, 6L, 
##     5L, 6L, 5L, 6L, 5L, 5L, 5L, 4L, 4L, 6L, 4L, 4L, 2L, 4L, 4L, 
##     1L, NA, 5L, 4L, 6L, 1L, 4L, 4L, 5L, 4L, 6L, 2L, 6L, NA, 5L, 
##     NA, NA, 6L, 3L, NA, 4L, 3L, 5L, 3L, 6L, 5L, NA, 5L, 4L, 6L, 
##     5L, 6L, 2L, 4L, NA, 4L, 5L, 5L, 6L, 3L, 3L, 5L, 5L, 6L, 5L, 
##     5L, 4L, 2L, 4L, 5L, 4L, 4L, 5L, 5L, 3L, 5L, 5L, 4L, 4L, 3L, 
##     5L, 2L, 5L, 4L, 3L, 6L, 4L, 6L, 3L, 5L, 4L, 4L, 5L, 4L, 3L, 
##     3L, 5L, 2L, 5L, 5L, 3L, 3L, 4L, 3L, 4L, 3L, 5L, 3L, 4L, 6L, 
##     5L, 3L, 4L, 5L, 5L, NA, NA, NA, 6L, 5L, 3L, NA, NA, 5L, NA, 
##     NA, 6L, 4L, 1L, NA, 5L, NA, 2L, NA, 4L, 6L, NA, 3L, 1L, NA, 
##     6L, 4L, 6L, 4L, 5L, 5L, 4L, 6L, 6L, NA, 4L, NA, 1L, NA, 6L, 
##     5L, 6L, 5L, 4L, 2L, NA, NA, 5L, NA, NA, NA, 4L, NA, NA, 6L, 
##     5L, 3L, NA, 4L, NA, NA, NA, 6L, NA, NA, 6L, 4L, NA, 5L, 5L, 
##     1L, NA, 1L, 5L, 6L, 4L, 4L, 5L, 6L, 3L, 5L, 4L, 4L, 6L, 5L, 
##     4L, 6L, 6L, 6L, 4L, 6L, 6L, 5L, 5L, 3L, 6L, 4L, 5L, 1L, 4L, 
##     6L, 5L, 4L, 4L, 4L, 5L, 2L, 4L, 5L, 6L, 4L, 5L, 4L, 4L, 5L, 
##     2L, 3L, 1L, 6L, 3L, 4L, 4L, 3L, NA, 5L, 5L, 6L, 5L, 5L, 5L, 
##     5L, 6L, 3L, 3L, 3L, 4L, 4L, 4L, 5L, 4L, NA, 4L, 4L, 6L, 3L, 
##     5L, 5L, 3L, NA, 3L, 4L, 4L, 3L, 5L, 5L, 4L, 2L, 3L, 4L, 5L, 
##     5L, 5L, 2L, 5L, 5L, 5L, 4L, 4L, 3L, 5L, 6L, 5L, 6L, 5L, 6L, 
##     3L, 5L, 5L, 5L, 4L, 4L, 3L, 6L, 4L, 3L, 3L, 6L, 3L, 3L, 4L, 
##     4L, 4L, 6L, 5L, 5L, 4L, 4L, 6L, 5L, 3L, 5L, 3L, 4L, 5L, 5L, 
##     6L, 6L, 5L, 6L, 4L, 5L, 4L, 5L, 4L, 5L, 2L, 4L, 1L, 3L, 5L, 
##     4L, 4L, 2L, 4L, 6L, 3L, 3L, 5L, 4L, 4L, 5L, 4L, 5L, 4L, 4L, 
##     4L, 3L, 4L, 5L, 4L, 4L, 4L, 5L, NA, NA, NA, NA, 5L, 4L, 6L, 
##     4L, 4L, 5L, 5L, 4L, 6L, 2L, 3L, 5L, 5L, 4L, 5L, 5L, 3L, 5L, 
##     5L, 4L, 3L, 5L, 5L, NA, NA, 2L, 5L, 1L, 2L, 4L, 5L, 5L, 4L, 
##     5L, 6L, 5L, 2L, 5L, 5L, 5L, 5L, 4L, 6L, NA, 6L, 4L, 6L, 6L, 
##     6L, 5L, 5L, 5L, 5L, 6L, 2L, 3L, 5L, 5L, 4L, 5L, 4L, 4L, 5L, 
##     2L, 5L, 6L, 5L, 5L, 5L, 6L, 6L, 4L, 6L, 3L, 4L, 4L, 5L, 3L, 
##     6L, 3L, 3L, 5L, 6L, 5L, 5L, 5L, 4L, 5L, 5L, 4L, 5L, 5L, 5L, 
##     3L, 5L, 4L, 6L, 4L, 6L, 4L, 4L, 6L, 5L, 3L, 3L, 4L, 4L, 4L, 
##     4L, 4L, 5L, 6L, 5L, 6L, 5L, 4L, 3L, NA, 5L, 4L, 5L, 4L, 5L, 
##     4L, 4L, 4L, 3L, 5L, 5L, 4L, 4L, 3L, 5L, 2L, 5L, 4L, 3L, 6L, 
##     4L, 6L, 3L, 5L, 4L, 4L, 5L, 4L, 3L, 3L, 5L, 2L, 5L, 5L, 3L, 
##     3L, 4L, 3L, 4L, 3L, 5L, 3L, 4L, 6L, 5L, 6L, 5L, 4L, 4L, 4L, 
##     5L, 2L, 5L, 4L, 5L, 4L, 6L, 4L, 5L, 4L, 6L, 3L, 4L, 3L, 1L, 
##     4L, 3L, 5L, 5L, 5L, 5L, 5L, 6L, 5L, 6L, 3L, 4L, 3L, 4L, 3L, 
##     4L, 2L, 5L, 4L, 5L, 6L, 4L, 4L, 5L, 3L, 3L, 1L, 5L, 4L, 4L, 
##     5L, 5L, 4L, 3L, 4L, 2L, 3L, 3L, 6L, 3L, 5L, 4L, 3L, 4L, 6L, 
##     4L, 5L, 5L, 5L, 3L, 4L, 4L, 5L, 3L, 5L, 6L, 3L, 4L, 3L, 4L, 
##     4L, 4L, 3L, 3L, 6L, 6L, 3L, 5L, 4L, 4L, 5L, 4L, 4L, 4L, 2L, 
##     3L, 5L, 5L, 5L, 5L, 4L, 5L, 3L, 3L, 4L, 3L, 4L, 3L, 5L, 2L, 
##     4L, 5L, 3L, 4L, 2L, 3L, 4L, 4L, 4L, 1L, 5L, 4L, 2L, 3L, 4L, 
##     5L, 5L, 3L, 1L, 3L, 4L, 2L, 1L, 6L, 3L, 4L, 5L, 5L, 3L, 5L, 
##     4L, 4L, 4L, 5L, 6L, 4L, 3L, 2L, 5L, 3L, 4L, 2L, 4L, 4L, 5L, 
##     5L, 2L, 4L, 4L, 5L, 5L, NA, 3L, 3L, NA, NA, 4L, 2L, NA, 5L, 
##     4L, NA, 3L, 4L, 1L, 4L, NA, 3L, 3L, 3L, 4L, NA, 3L, 6L, 2L, 
##     3L, 4L, 6L, 6L, 2L, 3L, 3L, 5L, 5L, 4L, 5L, 5L, NA, 5L, 3L, 
##     2L, NA, 4L, 5L, 3L, 4L, 4L, 6L, 3L, 5L, NA, NA), ASDQII_6 = c(2L, 
##     4L, 6L, 1L, 1L, 5L, 1L, 3L, 5L, 5L, 4L, 4L, 1L, 4L, 3L, 3L, 
##     3L, 6L, 3L, 4L, 5L, 4L, 2L, 1L, 4L, 1L, 1L, 4L, 5L, 3L, 1L, 
##     3L, 5L, 1L, 5L, 4L, 3L, 5L, 4L, 4L, 4L, 3L, 1L, 5L, 2L, 3L, 
##     4L, 5L, 5L, 6L, 4L, 5L, 6L, 6L, 5L, 6L, 3L, 5L, 4L, 4L, 4L, 
##     4L, 3L, 5L, 1L, 4L, 4L, 6L, 4L, 4L, 4L, 5L, 4L, 4L, 5L, 3L, 
##     5L, 5L, 4L, 5L, 5L, 2L, 3L, 3L, 4L, 4L, 3L, 2L, 5L, 3L, 6L, 
##     6L, 2L, 5L, 4L, 6L, 4L, 4L, 5L, 2L, 4L, 2L, 1L, 4L, 5L, 5L, 
##     5L, 3L, 2L, 3L, 5L, 3L, 5L, 4L, 4L, 1L, 5L, 4L, 2L, 4L, 3L, 
##     5L, 3L, 5L, 5L, 5L, 6L, 5L, 5L, 4L, 6L, 6L, 2L, 5L, 5L, 6L, 
##     5L, 3L, 5L, 6L, 4L, 6L, 5L, 5L, NA, 6L, 6L, 5L, 6L, NA, NA, 
##     NA, 3L, 5L, 1L, NA, NA, 5L, 3L, 2L, 5L, 3L, 5L, 6L, 3L, 3L, 
##     6L, 6L, 5L, 5L, NA, 5L, NA, 5L, 1L, 3L, 3L, 2L, 5L, 4L, 6L, 
##     5L, 6L, 6L, 1L, 2L, 6L, 5L, 5L, 6L, 5L, 5L, 3L, 4L, 4L, 5L, 
##     6L, 4L, 6L, 3L, 3L, 5L, 5L, 4L, 3L, NA, NA, 2L, 5L, 4L, 4L, 
##     4L, NA, 4L, 5L, 3L, 5L, 5L, 5L, 4L, 5L, NA, 5L, 6L, 6L, 6L, 
##     2L, 6L, 5L, 6L, 6L, 6L, 3L, 6L, 4L, 6L, 5L, NA, NA, NA, 1L, 
##     5L, 6L, NA, 4L, 2L, 5L, 2L, 6L, 6L, NA, 5L, 2L, 3L, 4L, NA, 
##     NA, 6L, 6L, 6L, 6L, 5L, 3L, 5L, 5L, 4L, 4L, 3L, 5L, 6L, 6L, 
##     5L, 4L, 5L, 6L, 6L, 5L, 1L, 6L, NA, 6L, 4L, 5L, 6L, 6L, 1L, 
##     4L, 6L, 6L, 1L, 6L, 3L, 6L, 6L, 3L, 4L, 2L, NA, 1L, 2L, 4L, 
##     3L, 4L, 2L, 2L, 5L, 6L, 2L, 3L, 3L, NA, NA, 4L, 4L, 5L, 6L, 
##     3L, 6L, 5L, 6L, 5L, 1L, 1L, 5L, 3L, 3L, 3L, 4L, 6L, 2L, 5L, 
##     3L, 3L, 6L, 4L, 3L, 4L, 4L, 3L, 5L, 3L, 3L, 6L, 2L, 5L, 2L, 
##     4L, NA, 4L, 4L, 4L, 1L, 4L, NA, 2L, 3L, 6L, 1L, 4L, 6L, 5L, 
##     NA, 6L, 6L, 6L, 4L, 5L, NA, 6L, 6L, NA, 2L, 5L, 5L, NA, 5L, 
##     6L, 4L, 5L, 6L, 5L, 6L, 6L, 4L, 5L, 3L, 5L, 3L, 6L, 6L, 3L, 
##     6L, 6L, 6L, 1L, 5L, 5L, 2L, NA, 6L, 6L, 5L, NA, 4L, 4L, 6L, 
##     5L, 6L, 2L, 5L, 6L, 1L, 1L, 3L, 6L, 3L, 5L, 6L, 2L, NA, 4L, 
##     5L, 5L, 6L, 4L, 1L, 3L, 6L, 4L, 5L, 2L, NA, 5L, 4L, 5L, 5L, 
##     6L, 2L, NA, NA, 4L, 6L, 6L, 1L, 6L, 3L, 1L, 5L, 5L, 2L, 4L, 
##     3L, 4L, 5L, NA, 3L, 5L, 5L, 4L, 6L, 3L, 5L, 6L, 3L, 2L, 6L, 
##     6L, 5L, 3L, 4L, 4L, 4L, 3L, 2L, 1L, 2L, 6L, 2L, 6L, 3L, 4L, 
##     6L, 5L, 2L, 6L, 2L, 5L, NA, NA, 4L, 4L, NA, NA, 4L, 6L, NA, 
##     5L, 5L, 1L, 4L, 3L, 2L, 4L, 5L, 4L, 6L, 6L, 3L, 6L, 2L, 6L, 
##     5L, 4L, 1L, 4L, 4L, 2L, 4L, 6L, 4L, 2L, 3L, 4L, 6L, 2L, 4L, 
##     2L, 1L, 4L, 2L, 3L, 3L, 4L, 3L, 2L, 3L, 1L, 3L, 1L, 3L, 4L, 
##     4L, 6L, 4L, 6L, 4L, 4L, 2L, 3L, 3L, 4L, 2L, 3L, 5L, 6L, 6L, 
##     5L, 6L, 2L, 6L, 3L, 5L, 4L, 3L, 5L, 6L, 3L, 3L, 6L, 3L, 5L, 
##     1L, NA, 3L, 2L, 2L, 5L, 3L, 3L, 2L, 4L, 6L, 4L, 4L, NA, 6L, 
##     NA, NA, 3L, 3L, NA, 5L, 3L, 5L, 4L, 6L, 5L, NA, 2L, 3L, 5L, 
##     6L, 6L, 1L, 3L, NA, 5L, 4L, 3L, 6L, 3L, 3L, 4L, 5L, 1L, 5L, 
##     6L, 3L, 4L, 4L, 5L, 4L, 5L, 5L, 6L, 4L, 6L, 5L, 5L, 5L, 4L, 
##     2L, 4L, 4L, 5L, 4L, 3L, 5L, 5L, 4L, 1L, 3L, 5L, 6L, 6L, 5L, 
##     1L, 5L, 5L, 2L, 5L, 4L, 4L, 4L, 2L, 5L, 6L, 1L, 3L, 3L, 5L, 
##     4L, 5L, 5L, 1L, 3L, NA, NA, NA, 5L, 4L, 2L, NA, NA, 6L, NA, 
##     NA, 6L, 5L, 2L, NA, 5L, NA, 2L, NA, 6L, 6L, NA, 2L, 2L, NA, 
##     5L, 4L, 3L, 4L, 6L, 5L, 3L, 5L, 1L, NA, 5L, NA, 2L, NA, 2L, 
##     6L, 5L, 4L, 5L, 4L, NA, NA, 6L, NA, NA, NA, 3L, NA, NA, 6L, 
##     2L, 6L, NA, 5L, NA, NA, NA, 2L, NA, NA, 6L, 3L, NA, 1L, 6L, 
##     4L, NA, 1L, 6L, 6L, 2L, 5L, 6L, 2L, 3L, 4L, 3L, 3L, 6L, 5L, 
##     4L, 1L, 1L, 5L, 3L, 5L, 3L, 1L, 5L, 5L, 6L, 6L, 6L, 1L, 4L, 
##     1L, 5L, 5L, 2L, 5L, 3L, 3L, 2L, 4L, 6L, 4L, 6L, 4L, 2L, 2L, 
##     3L, 5L, 1L, 4L, 4L, 4L, 2L, 6L, NA, 3L, 6L, 4L, 2L, 4L, 4L, 
##     5L, 1L, 5L, 3L, 4L, 3L, 6L, 4L, 3L, 1L, NA, 2L, 5L, 6L, 6L, 
##     6L, 2L, 5L, NA, 1L, 4L, 5L, 3L, 6L, 5L, 5L, 4L, 2L, 5L, 5L, 
##     5L, 6L, 6L, 5L, 4L, 5L, 3L, 5L, 4L, 5L, 5L, 5L, 6L, 4L, 5L, 
##     2L, 4L, 2L, 5L, 6L, 5L, 2L, 5L, 3L, 3L, 5L, 3L, 5L, 3L, 4L, 
##     5L, 3L, 6L, 6L, 5L, 4L, 2L, 5L, 5L, 4L, 6L, 3L, 4L, 3L, 5L, 
##     5L, 6L, 5L, 6L, 4L, 5L, 3L, 6L, 3L, 2L, 2L, 4L, 3L, 4L, 5L, 
##     4L, 4L, 3L, 4L, 6L, 5L, 2L, 1L, 4L, 5L, 5L, 4L, 4L, 1L, 4L, 
##     4L, 4L, 4L, 5L, 4L, 5L, 5L, 5L, NA, NA, NA, NA, 3L, 4L, 5L, 
##     6L, 5L, 4L, 4L, 4L, 6L, 4L, 3L, 5L, 6L, 3L, 5L, 4L, 3L, 5L, 
##     4L, 2L, 4L, 3L, 1L, NA, NA, 3L, 2L, 4L, 1L, 6L, 6L, 6L, 2L, 
##     3L, 4L, 4L, 3L, 5L, 6L, 5L, 6L, 3L, 6L, NA, 5L, 1L, 4L, 4L, 
##     6L, 5L, 4L, 5L, 5L, 6L, 2L, 6L, 3L, 3L, 5L, 5L, 5L, 5L, 4L, 
##     4L, 4L, 6L, 5L, 6L, 5L, 6L, 5L, 6L, 3L, 5L, 6L, 6L, 4L, 3L, 
##     3L, 2L, 4L, 4L, 3L, 2L, 5L, 6L, 4L, 4L, 4L, 4L, 4L, 5L, 6L, 
##     4L, 5L, 4L, 4L, 6L, 6L, 4L, 6L, 4L, 6L, 5L, 4L, 4L, 6L, 2L, 
##     6L, 5L, 3L, 5L, 4L, 6L, 5L, 1L, 5L, NA, 3L, 2L, 4L, 5L, 5L, 
##     5L, 5L, 1L, 4L, 6L, 5L, 5L, 5L, 4L, 2L, 4L, 4L, 5L, 4L, 3L, 
##     5L, 5L, 4L, 1L, 3L, 5L, 6L, 6L, 5L, 1L, 5L, 5L, 2L, 5L, 4L, 
##     4L, 4L, 2L, 5L, 6L, 1L, 3L, 3L, 5L, 4L, 1L, 5L, 2L, 5L, 5L, 
##     3L, 3L, 4L, 4L, 6L, 2L, 6L, 4L, 2L, 2L, 4L, 4L, 4L, 5L, 1L, 
##     2L, 6L, 6L, 2L, 4L, 3L, 4L, 4L, 5L, 1L, 3L, 3L, 5L, 6L, 4L, 
##     4L, 3L, 3L, 2L, 6L, 6L, 1L, 5L, 2L, 5L, 6L, 1L, 3L, 5L, 4L, 
##     5L, 5L, 6L, 5L, 3L, 6L, 6L, 4L, 4L, 5L, 5L, 3L, 5L, 4L, 5L, 
##     5L, 6L, 6L, 4L, 5L, 4L, 5L, 2L, 5L, 6L, 5L, 6L, 5L, 5L, 4L, 
##     6L, 4L, 6L, 6L, 5L, 5L, 5L, 6L, 5L, 5L, 5L, 4L, 3L, 6L, 5L, 
##     6L, 5L, 3L, 5L, 6L, 2L, 6L, 4L, 6L, 3L, 5L, 6L, 4L, 4L, 4L, 
##     6L, 3L, 1L, 5L, 4L, 1L, 2L, 5L, 6L, 6L, 5L, 6L, 3L, 5L, 4L, 
##     5L, 6L, 4L, 3L, 5L, 6L, 4L, 5L, 2L, 4L, 6L, 6L, 2L, 5L, 4L, 
##     5L, 5L, 4L, 5L, 6L, 4L, 5L, 3L, 3L, 5L, 4L, 4L, 4L, 5L, 5L, 
##     6L, 4L, 4L, 4L, 6L, 5L, NA, 2L, 6L, NA, NA, 1L, 4L, NA, 4L, 
##     5L, NA, 4L, 3L, 4L, 3L, NA, 3L, 3L, 4L, 6L, NA, 4L, 3L, 4L, 
##     5L, 6L, 4L, 4L, 5L, 5L, 5L, 6L, 6L, 4L, 4L, 2L, NA, 5L, 4L, 
##     2L, NA, 2L, 4L, 5L, 5L, 3L, 6L, 5L, 5L, NA, NA), ASDQII_7 = c(4L, 
##     2L, 6L, 2L, 3L, 4L, 1L, 3L, 4L, 6L, 4L, 3L, 1L, 3L, 2L, 3L, 
##     2L, 5L, 4L, 4L, 4L, 4L, 2L, 1L, 4L, 1L, 1L, 4L, 5L, 3L, 3L, 
##     3L, 5L, 2L, 4L, 4L, 4L, 4L, 5L, 5L, 4L, 4L, 2L, 5L, 2L, 3L, 
##     5L, 6L, 5L, 6L, 4L, 6L, 6L, 6L, 3L, 5L, 4L, 5L, 5L, 4L, 4L, 
##     4L, 4L, 5L, 2L, 5L, 4L, 4L, 4L, 3L, 4L, 5L, 6L, 5L, 5L, 3L, 
##     6L, 4L, 3L, 3L, 5L, 4L, 3L, 3L, 5L, 5L, 4L, 4L, 6L, 5L, 6L, 
##     6L, 2L, 5L, 3L, 4L, 2L, 3L, 4L, 2L, 3L, 2L, 3L, 5L, 5L, 4L, 
##     4L, 3L, 2L, 3L, 5L, 4L, 4L, 4L, 4L, 1L, 3L, 4L, 2L, 4L, 3L, 
##     4L, 4L, 5L, 5L, 5L, 6L, 6L, 6L, 4L, 3L, 6L, 2L, 6L, 3L, 6L, 
##     6L, 2L, 6L, 6L, 4L, 6L, 5L, 5L, NA, 6L, 6L, 5L, 6L, NA, NA, 
##     NA, 2L, 6L, 1L, NA, NA, 5L, 4L, 1L, 6L, 5L, 5L, 6L, 2L, 3L, 
##     5L, 5L, 5L, 5L, NA, 5L, NA, 5L, 1L, 4L, 3L, 3L, 3L, 3L, 6L, 
##     5L, 6L, 4L, 1L, 2L, 6L, 5L, 1L, 6L, 6L, 5L, 3L, 4L, 4L, 4L, 
##     5L, 3L, 5L, 2L, 4L, 4L, 4L, 5L, 3L, NA, NA, 2L, 5L, 3L, 5L, 
##     4L, NA, 4L, 5L, 4L, 5L, 4L, 4L, 3L, 4L, NA, 5L, 5L, 6L, 5L, 
##     2L, 6L, 5L, 6L, 6L, 6L, 3L, 5L, 4L, 5L, 5L, NA, NA, NA, 1L, 
##     4L, 6L, NA, 3L, 3L, 5L, 3L, 6L, 6L, NA, 3L, 3L, 3L, 3L, NA, 
##     NA, 6L, 6L, 6L, 6L, 6L, 5L, 5L, 5L, 5L, 2L, 4L, 5L, 6L, 6L, 
##     5L, 6L, 6L, 6L, 6L, 5L, 1L, 5L, NA, 6L, 5L, 5L, 6L, 6L, 1L, 
##     3L, 6L, 6L, 1L, 6L, 5L, 5L, 6L, 3L, 3L, 4L, NA, 4L, 2L, 4L, 
##     2L, 4L, 2L, 3L, 5L, 6L, 4L, 3L, 1L, NA, NA, 4L, 5L, 5L, 6L, 
##     4L, 6L, 6L, 6L, 4L, 1L, 1L, 5L, 4L, 4L, 3L, 4L, 5L, 2L, 5L, 
##     2L, 4L, 6L, 3L, 3L, 5L, 4L, 5L, 5L, 3L, 4L, 5L, 3L, 5L, 1L, 
##     3L, NA, 3L, 4L, 4L, 1L, 4L, NA, 2L, 3L, 6L, 1L, 4L, 6L, 5L, 
##     NA, 6L, 6L, 5L, 4L, 6L, NA, 6L, 5L, NA, 3L, 4L, 4L, NA, 6L, 
##     6L, 5L, 6L, 6L, 6L, 6L, 6L, 4L, 5L, 3L, 6L, 3L, 6L, 6L, 1L, 
##     5L, 6L, 6L, 1L, 4L, 4L, 4L, NA, 6L, 6L, 4L, NA, 3L, 4L, 6L, 
##     5L, 6L, 1L, 6L, 6L, 1L, 1L, 4L, 6L, 2L, 6L, 6L, 2L, NA, 5L, 
##     5L, 4L, 6L, 4L, 1L, 5L, 6L, 5L, 6L, 1L, NA, 5L, 1L, 5L, 4L, 
##     6L, 3L, NA, NA, 3L, 6L, 6L, 1L, 6L, 5L, 1L, 5L, 4L, 3L, 5L, 
##     3L, 4L, 3L, NA, 2L, 5L, 5L, 5L, 5L, 1L, 6L, 5L, 4L, 5L, 6L, 
##     6L, 5L, 5L, 3L, 6L, 4L, 4L, 2L, 1L, 4L, 5L, 3L, 6L, 4L, 4L, 
##     6L, 5L, 6L, 6L, 4L, 6L, NA, NA, 5L, 5L, NA, NA, 4L, 6L, NA, 
##     5L, 4L, 1L, 5L, 3L, 4L, 1L, 5L, 4L, 6L, 4L, 4L, 6L, 2L, 6L, 
##     5L, 5L, 2L, 3L, 6L, 2L, 4L, 6L, 4L, 3L, 4L, 4L, 5L, 2L, 5L, 
##     2L, 1L, 5L, 2L, 4L, 3L, 5L, 3L, 2L, 3L, 1L, 3L, 1L, 2L, 4L, 
##     2L, 5L, 3L, 5L, 4L, 4L, 3L, 4L, 2L, 5L, 2L, 3L, 3L, 5L, 6L, 
##     5L, 6L, 3L, 6L, 3L, 6L, 4L, 3L, 5L, 6L, 3L, 4L, 3L, 4L, 4L, 
##     2L, NA, 4L, 2L, 4L, 5L, 3L, 3L, 5L, 4L, 6L, 2L, 5L, NA, 6L, 
##     NA, NA, 2L, 3L, NA, 5L, 3L, 6L, 4L, 6L, 5L, NA, 4L, 2L, 3L, 
##     6L, 4L, 1L, 4L, NA, 4L, 5L, 3L, 6L, 3L, 3L, 3L, 4L, 1L, 5L, 
##     6L, 3L, 2L, 5L, 5L, 3L, 5L, 4L, 6L, 4L, 6L, 5L, 5L, 5L, 4L, 
##     1L, 4L, 4L, 6L, 3L, 1L, 5L, 5L, 3L, 2L, 2L, 6L, 6L, 5L, 3L, 
##     2L, 5L, 6L, 4L, 6L, 3L, 4L, 6L, 2L, 5L, 4L, 2L, 3L, 3L, 6L, 
##     4L, 5L, 5L, 1L, 3L, NA, NA, NA, 5L, 4L, 3L, NA, NA, 6L, NA, 
##     NA, 6L, 5L, 3L, NA, 5L, NA, 3L, NA, 6L, 6L, NA, 2L, 4L, NA, 
##     5L, 5L, 3L, 3L, 5L, 5L, 5L, 6L, 1L, NA, 5L, NA, 2L, NA, 1L, 
##     6L, 6L, 5L, 4L, 5L, NA, NA, 6L, NA, NA, NA, 6L, NA, NA, 5L, 
##     2L, 6L, NA, 4L, NA, NA, NA, 3L, NA, NA, 6L, 3L, NA, 1L, 6L, 
##     1L, NA, 1L, 6L, 5L, 2L, 5L, 6L, 1L, 3L, 2L, 2L, 3L, 6L, 5L, 
##     5L, 1L, 1L, 3L, 4L, 6L, 3L, 1L, 3L, 5L, 6L, 6L, 6L, 2L, 3L, 
##     2L, 5L, 6L, 3L, 5L, 5L, 2L, 1L, 5L, 6L, 4L, 6L, 3L, 2L, 2L, 
##     3L, 5L, 1L, 4L, 4L, 3L, 2L, 6L, NA, 3L, 6L, 4L, 2L, 3L, 4L, 
##     5L, 3L, 5L, 1L, 3L, 3L, 6L, 4L, 4L, 1L, NA, 2L, 5L, 6L, 6L, 
##     6L, 2L, 4L, NA, 1L, 4L, 5L, 3L, 6L, 5L, 5L, 5L, 3L, 5L, 5L, 
##     5L, 6L, 6L, 5L, 2L, 5L, 3L, 5L, 3L, 5L, 4L, 4L, 6L, 5L, 5L, 
##     2L, 4L, 1L, 5L, 6L, 3L, 2L, 4L, 3L, 3L, 5L, 3L, 5L, 2L, 3L, 
##     5L, 4L, 6L, 6L, 6L, 4L, 3L, 5L, 5L, 4L, 5L, 3L, 4L, 3L, 5L, 
##     5L, 6L, 5L, 6L, 4L, 5L, 3L, 5L, 3L, 4L, 2L, 4L, 4L, 4L, 6L, 
##     2L, 4L, 2L, 4L, 6L, 3L, 4L, 2L, 4L, 6L, 5L, 4L, 3L, 1L, 4L, 
##     3L, 3L, 3L, 3L, 4L, 5L, 3L, 5L, NA, NA, NA, NA, 3L, 4L, 6L, 
##     6L, 3L, 4L, 4L, 4L, 6L, 3L, 3L, 6L, 6L, 4L, 6L, 4L, 4L, 4L, 
##     5L, 2L, 3L, 3L, 2L, NA, NA, 2L, 2L, 1L, 1L, 6L, 6L, 6L, 1L, 
##     4L, 4L, 5L, 3L, 5L, 5L, 3L, 6L, 4L, 6L, NA, 3L, 1L, 4L, 4L, 
##     6L, 4L, 5L, 5L, 5L, 4L, 3L, 5L, 3L, 2L, 4L, 4L, 5L, 4L, 5L, 
##     4L, 3L, 6L, 5L, 6L, 4L, 5L, 5L, 6L, 3L, 6L, 5L, 6L, 4L, 3L, 
##     3L, 2L, 4L, 4L, 4L, 3L, 3L, 6L, 5L, 4L, 4L, 3L, 4L, 3L, 6L, 
##     4L, 3L, 5L, 5L, 6L, 6L, 4L, 6L, 3L, 5L, 5L, 4L, 5L, 5L, 2L, 
##     6L, 5L, 3L, 5L, 4L, 6L, 5L, 1L, 5L, NA, 2L, 2L, 4L, 5L, 5L, 
##     5L, 4L, 1L, 4L, 6L, 5L, 5L, 5L, 4L, 1L, 4L, 4L, 6L, 3L, 1L, 
##     5L, 5L, 3L, 2L, 2L, 6L, 6L, 5L, 3L, 2L, 5L, 6L, 4L, 6L, 3L, 
##     4L, 6L, 2L, 5L, 4L, 2L, 3L, 3L, 6L, 4L, 2L, 5L, 3L, 5L, 6L, 
##     5L, 2L, 5L, 4L, 6L, 1L, 6L, 3L, 2L, 2L, 4L, 4L, 3L, 5L, 1L, 
##     2L, 6L, 6L, 2L, 3L, 3L, 4L, 4L, 5L, 3L, 1L, 3L, 5L, 6L, 3L, 
##     4L, 3L, 4L, 2L, 6L, 6L, 1L, 5L, 2L, 4L, 6L, 1L, 3L, 5L, 4L, 
##     6L, 6L, 5L, 3L, 4L, 6L, 5L, 4L, 6L, 4L, 5L, 3L, 4L, 5L, 5L, 
##     6L, 6L, 5L, 4L, 5L, 1L, 6L, 3L, 5L, 6L, 4L, 6L, 4L, 5L, 4L, 
##     6L, 3L, 5L, 6L, 5L, 6L, 6L, 6L, 5L, 5L, 5L, 5L, 3L, 3L, 3L, 
##     5L, 4L, 3L, 6L, 6L, 3L, 5L, 3L, 6L, 4L, 5L, 6L, 5L, 3L, 2L, 
##     6L, 3L, 2L, 4L, 3L, 1L, 2L, 3L, 6L, 6L, 4L, 6L, 2L, 5L, 5L, 
##     5L, 6L, 4L, 4L, 4L, 4L, 4L, 5L, 2L, 2L, 5L, 6L, 2L, 4L, 4L, 
##     5L, 4L, 5L, 6L, 6L, 5L, 5L, 2L, 3L, 5L, 4L, 3L, 4L, 3L, 4L, 
##     6L, 2L, 6L, 3L, 4L, 5L, NA, 1L, 6L, NA, NA, 1L, 2L, NA, 3L, 
##     6L, NA, 3L, 2L, 3L, 2L, NA, 3L, 4L, 4L, 5L, NA, 4L, 3L, 4L, 
##     5L, 5L, 4L, 5L, 6L, 5L, 4L, 6L, 5L, 4L, 5L, 2L, NA, 5L, 4L, 
##     1L, NA, 4L, 4L, 4L, 4L, 3L, 5L, 4L, 5L, NA, NA), ASDQII_8 = c(4L, 
##     1L, 6L, 2L, 3L, 5L, 1L, 4L, 4L, 4L, 4L, 4L, 1L, 4L, 1L, 3L, 
##     1L, 4L, 3L, 4L, 5L, 4L, 2L, 1L, 4L, 1L, 1L, 4L, 5L, 3L, 3L, 
##     2L, 4L, 1L, 5L, 5L, 3L, 4L, 4L, 5L, 4L, 1L, 2L, 5L, 1L, 3L, 
##     5L, 5L, 5L, 6L, 4L, 6L, 6L, 6L, 4L, 5L, 4L, 5L, 6L, 5L, 4L, 
##     5L, 3L, 3L, 1L, 4L, 4L, 5L, 4L, 3L, 4L, 4L, 4L, 4L, 5L, 3L, 
##     6L, 4L, 4L, 3L, 5L, 3L, 3L, 3L, 4L, 3L, 4L, 4L, 6L, 5L, 6L, 
##     6L, 3L, 5L, 2L, 6L, 4L, 4L, 3L, 2L, 4L, 2L, 5L, 4L, 5L, 5L, 
##     4L, 3L, 1L, 4L, 5L, 3L, 4L, 4L, 5L, 1L, 3L, 4L, 2L, 4L, 3L, 
##     5L, 3L, 5L, 4L, 5L, 6L, 6L, 5L, 4L, 6L, 6L, 4L, 5L, 5L, 5L, 
##     5L, 2L, 5L, 5L, 4L, 6L, 6L, 4L, NA, 6L, 6L, 5L, 6L, NA, NA, 
##     NA, 2L, 6L, 1L, NA, NA, 5L, 2L, 2L, 6L, 5L, 5L, 6L, 2L, 4L, 
##     6L, 5L, 5L, 5L, NA, 5L, NA, 5L, 1L, 3L, 3L, 2L, 4L, 4L, 6L, 
##     5L, 6L, 5L, 1L, 2L, 6L, 4L, 3L, 5L, 6L, 4L, 3L, 5L, 4L, 4L, 
##     5L, 2L, 5L, 3L, 4L, 5L, 4L, 5L, 3L, NA, NA, 2L, 5L, 3L, 4L, 
##     4L, NA, 4L, 5L, 3L, 4L, 5L, 4L, 4L, 5L, NA, 6L, 5L, 6L, 5L, 
##     2L, 6L, 5L, 6L, 6L, 5L, 3L, 4L, 3L, 5L, 5L, NA, NA, NA, 1L, 
##     4L, 6L, NA, 1L, 3L, 5L, 2L, 6L, 6L, NA, 6L, 3L, 3L, 3L, NA, 
##     NA, 6L, 6L, 6L, 6L, 5L, 3L, 5L, 6L, 4L, 5L, 3L, 5L, 6L, 6L, 
##     5L, 6L, 6L, 5L, 6L, 5L, 1L, 6L, NA, 6L, 3L, 6L, 6L, 5L, 1L, 
##     4L, 6L, 6L, 1L, 6L, 3L, 6L, 6L, 3L, 4L, 3L, NA, 4L, 3L, 4L, 
##     2L, 3L, 1L, 1L, 5L, 6L, 4L, 3L, 1L, NA, NA, 4L, 5L, 5L, 6L, 
##     4L, 6L, 6L, 6L, 5L, 3L, 1L, 5L, 5L, 3L, 4L, 4L, 5L, 3L, 4L, 
##     2L, 4L, 6L, 4L, 5L, 5L, 4L, 4L, 3L, 4L, 6L, 5L, 3L, 5L, 2L, 
##     4L, NA, 4L, 5L, 4L, 1L, 4L, NA, 1L, 4L, 6L, 6L, 4L, 4L, 5L, 
##     NA, 6L, 6L, 5L, 4L, 6L, NA, 6L, 5L, NA, 3L, 2L, 4L, NA, 5L, 
##     6L, 4L, 5L, 5L, 5L, 5L, 6L, 4L, 5L, 3L, 6L, 3L, 6L, 6L, 2L, 
##     6L, 6L, 6L, 1L, 5L, 5L, 3L, NA, 6L, 5L, 5L, NA, 4L, 3L, 6L, 
##     6L, 6L, 3L, 5L, 6L, 1L, 1L, 4L, 6L, 2L, 5L, 6L, 3L, NA, 5L, 
##     5L, 5L, 6L, 3L, 1L, 5L, 6L, 4L, 5L, 2L, NA, 6L, 4L, 5L, 5L, 
##     6L, 3L, NA, NA, 3L, 6L, 5L, 1L, 6L, 3L, 1L, 6L, 4L, 1L, 4L, 
##     4L, 4L, 3L, NA, 2L, 5L, 4L, 4L, 5L, 1L, 6L, 5L, 4L, 5L, 6L, 
##     6L, 4L, 4L, 3L, 5L, 2L, 3L, 4L, 1L, 3L, 6L, 2L, 6L, 4L, 4L, 
##     6L, 5L, 3L, 6L, 6L, 5L, NA, NA, 5L, 4L, NA, NA, 5L, 6L, NA, 
##     5L, 4L, 1L, 4L, 2L, 2L, 1L, 5L, 4L, 6L, 5L, 3L, 6L, 2L, 6L, 
##     5L, 4L, 1L, 3L, 6L, 3L, 5L, 6L, 3L, 1L, 5L, 3L, 6L, 4L, 5L, 
##     3L, 2L, 5L, 2L, 4L, 4L, 4L, 3L, 2L, 3L, 1L, 3L, 1L, 2L, 4L, 
##     3L, 5L, 4L, 6L, 4L, 3L, 3L, 4L, 2L, 4L, 2L, 3L, 4L, 5L, 6L, 
##     5L, 6L, 3L, 6L, 3L, 5L, 4L, 3L, 5L, 6L, 3L, 3L, 1L, 4L, 5L, 
##     3L, NA, 3L, 6L, 2L, 5L, 3L, 4L, 5L, 4L, 6L, 3L, 5L, NA, 6L, 
##     NA, NA, 1L, 3L, NA, 5L, 4L, 5L, 3L, 6L, 5L, NA, 3L, 3L, 4L, 
##     6L, 5L, 1L, 3L, NA, 4L, 6L, 2L, 6L, 3L, 3L, 4L, 4L, 1L, 5L, 
##     6L, 3L, 3L, 5L, 5L, 4L, 5L, 5L, 6L, 3L, 6L, 5L, 5L, 5L, 4L, 
##     1L, 4L, 4L, 5L, 3L, 3L, 4L, 4L, 4L, 3L, 2L, 5L, 6L, 5L, 5L, 
##     1L, 4L, 5L, 3L, 5L, 4L, 4L, 4L, 2L, 4L, 4L, 2L, 3L, 2L, 5L, 
##     4L, 5L, 5L, 1L, 2L, NA, NA, NA, 6L, 4L, 3L, NA, NA, 6L, NA, 
##     NA, 6L, 4L, 3L, NA, 5L, NA, 2L, NA, 6L, 6L, NA, 3L, 1L, NA, 
##     5L, 5L, 2L, 4L, 6L, 5L, 4L, 6L, 1L, NA, 5L, NA, 2L, NA, 2L, 
##     6L, 6L, 5L, 4L, 4L, NA, NA, 6L, NA, NA, NA, 5L, NA, NA, 4L, 
##     2L, 6L, NA, 4L, NA, NA, NA, 2L, NA, NA, 6L, 3L, NA, 2L, 6L, 
##     1L, NA, 1L, 6L, 4L, 2L, 5L, 6L, 3L, 3L, 4L, 3L, 4L, 6L, 5L, 
##     4L, 1L, 1L, 6L, 4L, 4L, 4L, 1L, 3L, 5L, 6L, 6L, 6L, 3L, 4L, 
##     2L, 5L, 5L, 4L, 4L, 3L, 2L, 2L, 3L, 5L, 5L, 6L, 4L, 2L, 2L, 
##     3L, 5L, 1L, 4L, 5L, 5L, 3L, 6L, NA, 3L, 6L, 4L, 2L, 4L, 4L, 
##     5L, 3L, 5L, 1L, 4L, 2L, 6L, 4L, 3L, 1L, NA, 1L, 5L, 6L, 5L, 
##     6L, 2L, 4L, NA, 1L, 3L, 4L, 3L, 6L, 5L, 5L, 4L, 3L, 5L, 5L, 
##     5L, 6L, 6L, 5L, 3L, 5L, 3L, 5L, 4L, 5L, 5L, 1L, 6L, 5L, 5L, 
##     2L, 4L, 1L, 5L, 6L, 4L, 3L, 5L, 3L, 3L, 5L, 4L, 5L, 5L, 3L, 
##     6L, 4L, 6L, 6L, 5L, 4L, 2L, 4L, 5L, 4L, 5L, 3L, 4L, 3L, 5L, 
##     5L, 6L, 6L, 6L, 4L, 5L, 4L, 5L, 3L, 2L, 3L, 4L, 1L, 4L, 1L, 
##     2L, 4L, 1L, 4L, 6L, 4L, 3L, 2L, 4L, 5L, 5L, 5L, 4L, 2L, 4L, 
##     3L, 3L, 4L, 5L, 4L, 5L, 1L, 5L, NA, NA, NA, NA, 2L, 4L, 6L, 
##     6L, 4L, 5L, 4L, 4L, 6L, 4L, 3L, 5L, 6L, 3L, 6L, 4L, 3L, 4L, 
##     5L, 2L, 3L, 3L, 1L, NA, NA, 2L, 2L, 1L, 1L, 6L, 6L, 6L, 1L, 
##     3L, 5L, 4L, 3L, 5L, 5L, 3L, 6L, 3L, 6L, NA, 5L, 1L, 5L, 4L, 
##     6L, 5L, 6L, 5L, 5L, 5L, 3L, 5L, 1L, 3L, 4L, 4L, 5L, 4L, 4L, 
##     5L, 4L, 6L, 4L, 6L, 5L, 5L, 6L, 6L, 3L, 6L, 5L, 6L, 5L, 3L, 
##     4L, 1L, 4L, 4L, 4L, 2L, 6L, 5L, 5L, 5L, 4L, 4L, 5L, 2L, 6L, 
##     4L, 3L, 5L, 5L, 6L, 6L, 4L, 5L, 4L, 6L, 6L, 4L, 4L, 5L, 1L, 
##     6L, 5L, 3L, 5L, 5L, 6L, 6L, 1L, 5L, NA, 2L, 2L, 5L, 5L, 4L, 
##     5L, 5L, 1L, 3L, 6L, 5L, 5L, 5L, 4L, 1L, 4L, 4L, 5L, 3L, 3L, 
##     4L, 4L, 4L, 3L, 2L, 5L, 6L, 5L, 5L, 1L, 4L, 5L, 3L, 5L, 4L, 
##     4L, 4L, 2L, 4L, 4L, 2L, 3L, 2L, 5L, 4L, 2L, 5L, 4L, 4L, 5L, 
##     3L, 2L, 3L, 5L, 6L, 2L, 5L, 4L, 2L, 2L, 4L, 5L, 5L, 5L, 1L, 
##     3L, 6L, 6L, 2L, 4L, 3L, 4L, 4L, 5L, 3L, 1L, 2L, 5L, 6L, 4L, 
##     4L, 3L, 3L, 1L, 6L, 6L, 1L, 5L, 2L, 4L, 5L, 2L, 5L, 6L, 4L, 
##     6L, 6L, 6L, 3L, 2L, 6L, 6L, 4L, 6L, 5L, 5L, 2L, 4L, 5L, 5L, 
##     6L, 6L, 5L, 4L, 5L, 4L, 6L, 3L, 6L, 6L, 5L, 6L, 4L, 4L, 4L, 
##     6L, 3L, 5L, 5L, 6L, 6L, 6L, 6L, 4L, 5L, 5L, 5L, 4L, 5L, 4L, 
##     5L, 4L, 3L, 6L, 6L, 1L, 6L, 3L, 6L, 4L, 6L, 6L, 4L, 3L, 3L, 
##     6L, 5L, 2L, 6L, 5L, 2L, 2L, 3L, 5L, 6L, 3L, 6L, 3L, 5L, 5L, 
##     6L, 6L, 4L, 4L, 2L, 6L, 5L, 6L, 2L, 2L, 6L, 6L, 4L, 5L, 3L, 
##     5L, 5L, 5L, 5L, 6L, 6L, 6L, 2L, 2L, 5L, 5L, 4L, 3L, 5L, 6L, 
##     6L, 4L, 6L, 3L, 5L, 5L, NA, 1L, 6L, NA, NA, 1L, 3L, NA, 4L, 
##     4L, NA, 3L, 3L, 3L, 2L, NA, 3L, 3L, 5L, 3L, NA, 3L, 3L, 4L, 
##     5L, 5L, 4L, 5L, 6L, 5L, 5L, 6L, 3L, 5L, 5L, 2L, NA, 6L, 3L, 
##     1L, NA, 4L, 5L, 5L, 4L, 3L, 6L, 5L, 5L, NA, NA), ASDQII_9 = c(6L, 
##     3L, 6L, 1L, 1L, 4L, 1L, 3L, 4L, 4L, 4L, 4L, 1L, 4L, 2L, 3L, 
##     3L, 6L, 1L, 3L, 4L, 4L, 2L, 1L, 3L, 1L, 1L, 4L, 5L, 4L, 3L, 
##     3L, 5L, 2L, 5L, 4L, 4L, 4L, 4L, 6L, 5L, 2L, 1L, 5L, 2L, 3L, 
##     4L, 5L, 5L, 6L, 4L, 5L, 6L, 5L, 3L, 4L, 3L, 5L, 3L, 4L, 5L, 
##     4L, 3L, 5L, 1L, 4L, 4L, 6L, 3L, 4L, 4L, 5L, 4L, 4L, 5L, 3L, 
##     5L, 4L, 5L, 5L, 4L, 3L, 3L, 4L, 4L, 2L, 4L, 3L, 5L, 5L, 6L, 
##     5L, 2L, 4L, 3L, 6L, 4L, 4L, 4L, 2L, 4L, 2L, 3L, 4L, 5L, 5L, 
##     5L, 3L, 3L, 3L, 5L, 3L, 4L, 4L, 4L, 1L, 4L, 5L, 2L, 3L, 3L, 
##     4L, 2L, 5L, 5L, 4L, 6L, 6L, 5L, 4L, 5L, 6L, 3L, 5L, 4L, 6L, 
##     6L, 1L, 5L, 5L, 4L, 6L, 5L, 4L, NA, 6L, 6L, 4L, 6L, NA, NA, 
##     NA, 2L, 6L, 1L, NA, NA, 5L, 3L, 2L, 5L, 4L, 5L, 6L, 2L, 4L, 
##     6L, 6L, 4L, 5L, NA, 5L, NA, 5L, 1L, 4L, 3L, 2L, 3L, 4L, 6L, 
##     4L, 6L, 4L, 1L, 3L, 5L, 4L, 4L, 6L, 5L, 4L, 3L, 4L, 3L, 4L, 
##     5L, 3L, 6L, 2L, 3L, 5L, 6L, 5L, 3L, NA, NA, 2L, 4L, 4L, 5L, 
##     4L, NA, 4L, 5L, 3L, 4L, 4L, 5L, 3L, 4L, NA, 5L, 5L, 6L, 6L, 
##     2L, 6L, 5L, 5L, 6L, 5L, 3L, 5L, 4L, 6L, 5L, NA, NA, NA, 1L, 
##     4L, 6L, NA, 1L, 2L, 5L, 1L, 5L, 6L, NA, 4L, 2L, 3L, 4L, NA, 
##     NA, 6L, 6L, 6L, 6L, 5L, 3L, 4L, 6L, 4L, 5L, 4L, 6L, 6L, 6L, 
##     4L, 6L, 6L, 6L, 6L, 5L, 1L, 5L, NA, 6L, 3L, 5L, 6L, 6L, 1L, 
##     3L, 6L, 6L, 1L, 6L, 3L, 6L, 6L, 3L, 3L, 3L, NA, 4L, 2L, 4L, 
##     2L, 3L, 4L, 2L, 5L, 6L, 2L, 2L, 1L, NA, NA, 4L, 6L, 5L, 6L, 
##     3L, 5L, 6L, 6L, 5L, 4L, 1L, 3L, 3L, 4L, 3L, 4L, 5L, 3L, 6L, 
##     3L, 4L, 6L, 5L, 5L, 5L, 4L, 3L, 3L, 3L, 3L, 5L, 3L, 5L, 2L, 
##     3L, NA, 4L, 4L, 4L, 1L, 4L, NA, 2L, 3L, 6L, 6L, 3L, 5L, 5L, 
##     NA, 6L, 6L, 4L, 3L, 5L, NA, 5L, 5L, NA, 3L, 3L, 4L, NA, 6L, 
##     6L, 3L, 5L, 5L, 4L, 6L, 5L, 4L, 5L, 3L, 5L, 3L, 6L, 6L, 2L, 
##     6L, 6L, 6L, 1L, 5L, 4L, 5L, NA, 6L, 6L, 4L, NA, 3L, 4L, 5L, 
##     4L, 6L, 2L, 6L, 6L, 1L, 1L, 4L, 6L, 2L, 5L, 6L, 2L, NA, 5L, 
##     5L, 5L, 6L, 3L, 1L, 3L, 6L, 4L, 4L, 1L, NA, 6L, 3L, 5L, 4L, 
##     6L, 3L, NA, NA, 4L, 6L, 5L, 1L, 6L, 5L, 1L, 5L, 5L, 2L, 4L, 
##     3L, 4L, 4L, NA, 1L, 4L, 5L, 4L, 4L, 1L, 6L, 5L, 3L, 5L, 6L, 
##     6L, 4L, 4L, 4L, 5L, 4L, 3L, 2L, 1L, 1L, 6L, 3L, 6L, 5L, 4L, 
##     6L, 5L, 4L, 6L, 4L, 5L, NA, NA, 5L, 5L, NA, NA, 4L, 6L, NA, 
##     5L, 4L, 4L, 5L, 3L, 3L, 1L, 6L, 4L, 6L, 5L, 3L, 6L, 2L, 6L, 
##     5L, 5L, 2L, 3L, 3L, 1L, 4L, 6L, 3L, 1L, 3L, 3L, 6L, 5L, 5L, 
##     4L, 1L, 5L, 3L, 3L, 4L, 3L, 3L, 1L, 3L, 1L, 4L, 1L, 3L, 5L, 
##     3L, 5L, 4L, 6L, 3L, 4L, 1L, 5L, 2L, 4L, 2L, 3L, 4L, 6L, 6L, 
##     5L, 6L, 3L, 6L, 2L, 5L, 5L, 4L, 5L, 6L, 3L, 4L, 1L, 3L, 4L, 
##     1L, NA, 4L, 4L, 2L, 5L, 3L, 4L, 3L, 4L, 6L, 2L, 5L, NA, 6L, 
##     NA, NA, 2L, 3L, NA, 5L, 3L, 4L, 4L, 6L, 5L, NA, 3L, 3L, 4L, 
##     6L, 4L, 1L, 3L, NA, 2L, 4L, 3L, 6L, 3L, 3L, 4L, 3L, 1L, 5L, 
##     6L, 3L, 3L, 4L, 5L, 3L, 5L, 5L, 6L, 3L, 5L, 3L, 5L, 4L, 4L, 
##     1L, 4L, 4L, 4L, 4L, 3L, 5L, 5L, 4L, 2L, 2L, 4L, 6L, 5L, 4L, 
##     1L, 5L, 5L, 2L, 5L, 3L, 4L, 4L, 1L, 5L, 5L, 1L, 1L, 3L, 5L, 
##     4L, 5L, 5L, 1L, 2L, NA, NA, NA, 5L, 4L, 3L, NA, NA, 5L, NA, 
##     NA, 6L, 4L, 1L, NA, 5L, NA, 3L, NA, 6L, 6L, NA, 2L, 2L, NA, 
##     4L, 3L, 3L, 4L, 6L, 6L, 5L, 5L, 1L, NA, 5L, NA, 2L, NA, 2L, 
##     6L, 5L, 5L, 4L, 3L, NA, NA, 6L, NA, NA, NA, 3L, NA, NA, 5L, 
##     2L, 6L, NA, 5L, NA, NA, NA, 2L, NA, NA, 6L, 3L, NA, 1L, 6L, 
##     1L, NA, 1L, 6L, 5L, 2L, 5L, 6L, 2L, 3L, 5L, 3L, 3L, 6L, 5L, 
##     4L, 1L, 1L, 5L, 4L, 6L, 4L, 1L, 4L, 5L, 6L, 6L, 6L, 1L, 3L, 
##     2L, 5L, 5L, 3L, 4L, 5L, 2L, 1L, 5L, 4L, 4L, 6L, 3L, 3L, 2L, 
##     3L, 5L, 1L, 4L, 3L, 5L, 2L, 6L, NA, 3L, 6L, 4L, 2L, 4L, 4L, 
##     5L, 1L, 6L, 6L, 5L, 3L, 6L, 5L, 3L, 1L, NA, 1L, 5L, 6L, 5L, 
##     6L, 3L, 4L, NA, 1L, 3L, 4L, 2L, 6L, 5L, 5L, 5L, 3L, 5L, 5L, 
##     5L, 6L, 6L, 5L, 3L, 5L, 5L, 5L, 4L, 5L, 5L, 4L, 6L, 5L, 5L, 
##     2L, 4L, 2L, 4L, 6L, 4L, 2L, 5L, 3L, 3L, 5L, 4L, 5L, 5L, 3L, 
##     4L, 4L, 6L, 6L, 5L, 3L, 2L, 5L, 4L, 5L, 4L, 3L, 4L, 3L, 5L, 
##     5L, 6L, 6L, 6L, 4L, 5L, 3L, 3L, 3L, 1L, 3L, 4L, 2L, 4L, 1L, 
##     4L, 4L, 2L, 4L, 6L, 2L, 4L, 2L, 4L, 5L, 5L, 5L, 4L, 1L, 4L, 
##     4L, 3L, 4L, 4L, 4L, 5L, 1L, 5L, NA, NA, NA, NA, 5L, 4L, 6L, 
##     5L, 4L, 4L, 5L, 3L, 6L, 3L, 3L, 5L, 6L, 3L, 6L, 4L, 2L, 5L, 
##     5L, 3L, 3L, 2L, 5L, NA, NA, 3L, 2L, 1L, 1L, 6L, 6L, 6L, 1L, 
##     3L, 5L, 2L, 2L, 5L, 5L, 5L, 6L, 3L, 6L, NA, 5L, 1L, 5L, 4L, 
##     5L, 4L, 4L, 5L, 4L, 6L, 3L, 5L, 3L, 3L, 4L, 4L, 4L, 5L, 4L, 
##     4L, 4L, 6L, 5L, 5L, 4L, 5L, 5L, 5L, 3L, 5L, 5L, 6L, 5L, 3L, 
##     3L, 2L, 4L, 4L, 4L, 2L, 5L, 3L, 4L, 4L, 4L, 4L, 4L, 2L, 5L, 
##     4L, 5L, 4L, 5L, 6L, 6L, 4L, 5L, 4L, 6L, 6L, 4L, 3L, 5L, 1L, 
##     5L, 5L, 3L, 5L, 4L, 6L, 5L, 1L, 5L, NA, 2L, 2L, 4L, 4L, 4L, 
##     6L, 4L, 1L, 3L, 5L, 3L, 5L, 4L, 4L, 1L, 4L, 4L, 4L, 4L, 3L, 
##     5L, 5L, 4L, 2L, 2L, 4L, 6L, 5L, 4L, 1L, 5L, 5L, 2L, 5L, 3L, 
##     4L, 4L, 1L, 5L, 5L, 1L, 1L, 3L, 5L, 4L, 2L, 5L, 3L, 4L, 5L, 
##     5L, 2L, 5L, 4L, 6L, 1L, 4L, 3L, 2L, 3L, 4L, 3L, 5L, 5L, 1L, 
##     2L, 6L, 6L, 2L, 4L, 3L, 4L, 4L, 5L, 1L, 6L, 3L, 6L, 6L, 5L, 
##     5L, 3L, 3L, 1L, 6L, 6L, 1L, 5L, 3L, 4L, 5L, 2L, 3L, 5L, 3L, 
##     6L, 5L, 4L, 4L, 3L, 6L, 6L, 5L, 5L, 5L, 5L, 2L, 5L, 5L, 5L, 
##     5L, 6L, 5L, 4L, 4L, 4L, 6L, 3L, 5L, 5L, 5L, 6L, 5L, 4L, 4L, 
##     6L, 3L, 6L, 6L, 4L, 5L, 5L, 5L, 5L, 5L, 5L, 4L, 3L, 5L, 4L, 
##     5L, 4L, 3L, 5L, 6L, 1L, 4L, 3L, 6L, 5L, 5L, 6L, 4L, 4L, 3L, 
##     6L, 5L, 2L, 4L, 2L, 1L, 2L, 3L, 6L, 6L, 4L, 6L, 3L, 5L, 4L, 
##     4L, 5L, 4L, 3L, 5L, 5L, 4L, 5L, 2L, 2L, 6L, 5L, 2L, 3L, 3L, 
##     5L, 5L, 4L, 5L, 5L, 4L, 5L, 2L, 3L, 5L, 4L, 4L, 5L, 4L, 4L, 
##     5L, 4L, 4L, 4L, 4L, 5L, NA, 1L, 6L, NA, NA, 1L, 3L, NA, 4L, 
##     5L, NA, 4L, 3L, 4L, 2L, NA, 3L, 4L, 4L, 6L, NA, 4L, 3L, 4L, 
##     4L, 5L, 4L, 4L, 6L, 5L, 4L, 6L, 5L, 4L, 4L, 2L, NA, 5L, 3L, 
##     1L, NA, 3L, 4L, 4L, 4L, 4L, 6L, 4L, 4L, NA, NA), ASDQII_10 = c(1L, 
##     6L, 6L, 1L, 3L, 3L, 1L, 4L, 3L, 5L, 4L, 4L, 1L, 4L, 2L, 4L, 
##     1L, 5L, 4L, 4L, 4L, 3L, 2L, 3L, 5L, 1L, 1L, 4L, 5L, 3L, 3L, 
##     4L, 5L, 2L, 4L, 4L, 4L, 4L, 5L, 6L, 4L, 3L, 1L, 5L, 1L, 4L, 
##     5L, 6L, 5L, 6L, 4L, 6L, 6L, 6L, 3L, 6L, 4L, 5L, 5L, 4L, 4L, 
##     5L, 3L, 4L, 2L, 5L, 4L, 5L, 4L, 3L, 4L, 4L, 5L, 4L, 5L, 3L, 
##     5L, 4L, 4L, 3L, 5L, 3L, 3L, 3L, 5L, 4L, 4L, 4L, 5L, 4L, 6L, 
##     6L, 2L, 4L, 3L, 6L, 4L, 4L, 5L, 4L, 5L, 2L, 4L, 3L, 5L, 5L, 
##     4L, 3L, 3L, 4L, 5L, 4L, 4L, 4L, 4L, 1L, 3L, 4L, 2L, 4L, 3L, 
##     5L, 3L, 5L, 5L, 4L, 6L, 6L, 6L, 4L, 5L, 6L, 2L, 5L, 4L, 6L, 
##     6L, 5L, 5L, 6L, 4L, 6L, 5L, 3L, NA, 6L, 6L, 6L, 6L, NA, NA, 
##     NA, 3L, 6L, 2L, NA, NA, 5L, 4L, 2L, 5L, 5L, 5L, 6L, 3L, 3L, 
##     6L, 6L, 5L, 5L, NA, 5L, NA, 5L, 1L, 4L, 3L, 3L, 4L, 4L, 6L, 
##     5L, 5L, 3L, 1L, 2L, 5L, 5L, 5L, 5L, 5L, 5L, 3L, 5L, 4L, 5L, 
##     5L, 3L, 6L, 3L, 4L, 3L, 4L, 5L, 3L, NA, NA, 1L, 5L, 3L, 5L, 
##     4L, NA, 4L, 5L, 3L, 5L, 4L, 4L, 3L, 5L, NA, 6L, 5L, 6L, 5L, 
##     2L, 6L, 5L, 5L, 6L, 6L, 3L, 5L, 4L, 6L, 6L, NA, NA, NA, 1L, 
##     4L, 6L, NA, 1L, 3L, 6L, 3L, 6L, 6L, NA, 6L, 3L, 3L, 4L, NA, 
##     NA, 6L, 6L, 6L, 6L, 6L, 3L, 5L, 6L, 5L, 5L, 5L, 6L, 6L, 6L, 
##     5L, 6L, 6L, 6L, 6L, 6L, 1L, 5L, NA, 6L, 3L, 6L, 6L, 6L, 1L, 
##     5L, 6L, 6L, 1L, 6L, 4L, 6L, 6L, 3L, 4L, 4L, NA, 5L, 3L, 3L, 
##     3L, 4L, 3L, 2L, 5L, 6L, 1L, 5L, 1L, NA, NA, 5L, 5L, 5L, 6L, 
##     3L, 6L, 5L, 6L, 5L, 5L, 1L, 5L, 4L, 4L, 4L, 4L, 5L, 3L, 6L, 
##     3L, 4L, 6L, 5L, 4L, 5L, 4L, 4L, 5L, 4L, 3L, 6L, 3L, 5L, 3L, 
##     3L, NA, 4L, 4L, 4L, 2L, 5L, NA, 1L, 4L, 6L, 5L, 4L, 6L, 4L, 
##     NA, 5L, 6L, 5L, 4L, 6L, NA, 5L, 6L, NA, 3L, 5L, 4L, NA, 6L, 
##     6L, 4L, 6L, 5L, 6L, 6L, 6L, 4L, 6L, 4L, 5L, 5L, 6L, 6L, 2L, 
##     5L, 6L, 6L, 1L, 4L, 5L, 3L, NA, 6L, 6L, 4L, NA, 3L, 4L, 6L, 
##     6L, 6L, 6L, 6L, 6L, 1L, 1L, 4L, 6L, 2L, 6L, 6L, 3L, NA, 5L, 
##     5L, 6L, 6L, 5L, 2L, 4L, 6L, 4L, 6L, 2L, NA, 6L, 3L, 3L, 5L, 
##     6L, 2L, NA, NA, 3L, 6L, 6L, 3L, 6L, 3L, 3L, 5L, 5L, 3L, 4L, 
##     4L, 4L, 3L, NA, 3L, 4L, 5L, 6L, 6L, 2L, 5L, 5L, 5L, 5L, 6L, 
##     6L, 6L, 4L, 4L, 6L, 4L, 2L, 5L, 1L, 3L, 6L, 2L, 6L, 4L, 4L, 
##     6L, 5L, 4L, 6L, 6L, 6L, NA, NA, 6L, 5L, NA, NA, 5L, 6L, NA, 
##     5L, 4L, 4L, 3L, 2L, 2L, 4L, 5L, 4L, 6L, 5L, 4L, 6L, 2L, 5L, 
##     5L, 4L, 2L, 3L, 6L, 1L, 4L, 6L, 4L, 3L, 5L, 4L, 6L, 5L, 4L, 
##     2L, 1L, 5L, 2L, 4L, 4L, 4L, 3L, 4L, 4L, 1L, 3L, 3L, 4L, 4L, 
##     3L, 5L, 4L, 6L, 4L, 4L, 3L, 5L, 3L, 5L, 2L, 2L, 4L, 6L, 6L, 
##     5L, 6L, 4L, 6L, 3L, 5L, 4L, 3L, 6L, 6L, 3L, 3L, 1L, 4L, 5L, 
##     3L, NA, 2L, 2L, 2L, 6L, 4L, 4L, 5L, 4L, 6L, 4L, 5L, NA, 6L, 
##     NA, NA, 3L, 2L, NA, 5L, 3L, 5L, 4L, 6L, 4L, NA, 4L, 4L, 3L, 
##     6L, 4L, 1L, 4L, NA, 4L, 4L, 4L, 5L, 3L, 3L, 4L, 5L, 1L, 5L, 
##     6L, 3L, 3L, 4L, 5L, 4L, 4L, 4L, 6L, 3L, 5L, 4L, 5L, 5L, 4L, 
##     2L, 4L, 4L, 6L, 3L, 2L, 5L, 5L, 4L, 3L, 3L, 5L, 6L, 5L, 6L, 
##     3L, 5L, 5L, 4L, 5L, 4L, 5L, 4L, 2L, 4L, 4L, 1L, 1L, 3L, 5L, 
##     4L, 5L, 4L, 1L, 2L, NA, NA, NA, 5L, 4L, 3L, NA, NA, 6L, NA, 
##     NA, 6L, 5L, 1L, NA, 5L, NA, 3L, NA, 6L, 6L, NA, 3L, 1L, NA, 
##     6L, 4L, 3L, 3L, 6L, 5L, 4L, 5L, 1L, NA, 5L, NA, 2L, NA, 4L, 
##     6L, 6L, 5L, 5L, 5L, NA, NA, 6L, NA, NA, NA, 6L, NA, NA, 5L, 
##     2L, 6L, NA, 5L, NA, NA, NA, 3L, NA, NA, 6L, 3L, NA, 1L, 6L, 
##     1L, NA, 1L, 6L, 6L, 2L, 5L, 6L, 2L, 3L, 5L, 3L, 4L, 6L, 5L, 
##     4L, 1L, 1L, 6L, 4L, 6L, 4L, 1L, 3L, 5L, 6L, 5L, 6L, 1L, 4L, 
##     2L, 5L, 5L, 4L, 5L, 3L, 2L, 2L, 4L, 6L, 4L, 6L, 3L, 2L, 3L, 
##     4L, 5L, 1L, 4L, 4L, 4L, 2L, 6L, NA, 3L, 6L, 4L, 2L, 4L, 5L, 
##     5L, 1L, 4L, 1L, 4L, 3L, 6L, 4L, 4L, 1L, NA, 2L, 5L, 6L, 5L, 
##     6L, 2L, 4L, NA, 1L, 4L, 4L, 2L, 6L, 5L, 5L, 5L, 3L, 5L, 5L, 
##     5L, 6L, 6L, 5L, 3L, 5L, 3L, 5L, 4L, 5L, 5L, 4L, 6L, 5L, 5L, 
##     2L, 4L, 1L, 4L, 6L, 3L, 3L, 4L, 3L, 5L, 5L, 4L, 4L, 4L, 3L, 
##     4L, 4L, 6L, 6L, 5L, 4L, 3L, 5L, 6L, 4L, 5L, 4L, 4L, 4L, 6L, 
##     5L, 6L, 6L, 6L, 4L, 5L, 5L, 4L, 3L, 4L, 4L, 4L, 1L, 4L, 6L, 
##     4L, 4L, 2L, 4L, 6L, 1L, 2L, 2L, 4L, 6L, 5L, 3L, 4L, 2L, 4L, 
##     4L, 4L, 4L, 5L, 4L, 5L, 1L, 5L, NA, NA, NA, NA, 3L, 4L, 6L, 
##     6L, 3L, 4L, 5L, 4L, 6L, 3L, 3L, 4L, 6L, 4L, 4L, 4L, 3L, 4L, 
##     4L, 3L, 3L, 3L, 2L, NA, NA, 2L, 2L, 1L, 1L, 6L, 6L, 6L, 1L, 
##     4L, 4L, 3L, 4L, 5L, 6L, 3L, 6L, 3L, 6L, NA, 5L, 1L, 4L, 5L, 
##     6L, 4L, 5L, 5L, 5L, 5L, 2L, 5L, 3L, 2L, 4L, 4L, 5L, 5L, 5L, 
##     5L, 4L, 6L, 5L, 5L, 5L, 5L, 5L, 6L, 3L, 5L, 5L, 6L, 5L, 3L, 
##     3L, 1L, 5L, 4L, 4L, 3L, 6L, 6L, 5L, 5L, 4L, 4L, 5L, 3L, 6L, 
##     4L, 3L, 5L, 4L, 6L, 6L, 4L, 5L, 4L, 6L, 5L, 4L, 4L, 5L, 2L, 
##     6L, 5L, 4L, 5L, 5L, 6L, 5L, 1L, 5L, NA, 4L, 2L, 5L, 5L, 4L, 
##     6L, 5L, 1L, 3L, 5L, 4L, 5L, 5L, 4L, 2L, 4L, 4L, 6L, 3L, 2L, 
##     5L, 5L, 4L, 3L, 3L, 5L, 6L, 5L, 6L, 3L, 5L, 5L, 4L, 5L, 4L, 
##     5L, 4L, 2L, 4L, 4L, 1L, 1L, 3L, 5L, 4L, 2L, 5L, 4L, 5L, 5L, 
##     3L, 2L, 4L, 4L, 6L, 2L, 6L, 3L, 3L, 2L, 4L, 4L, 4L, 5L, 1L, 
##     2L, 6L, 6L, 2L, 4L, 3L, 5L, 4L, 5L, 1L, 1L, 3L, 4L, 6L, 4L, 
##     4L, 4L, 4L, 2L, 6L, 6L, 1L, 5L, 2L, 4L, 5L, 1L, 3L, 6L, 4L, 
##     6L, 5L, 5L, 3L, 3L, 6L, 5L, 4L, 6L, 5L, 5L, 2L, 5L, 5L, 5L, 
##     5L, 6L, 5L, 4L, 4L, 4L, 6L, 2L, 5L, 6L, 5L, 6L, 4L, 5L, 4L, 
##     6L, 3L, 6L, 6L, 5L, 6L, 5L, 6L, 5L, 6L, 5L, 5L, 4L, 5L, 4L, 
##     5L, 5L, 3L, 6L, 6L, 1L, 6L, 3L, 6L, 4L, 5L, 6L, 4L, 3L, 2L, 
##     5L, 5L, 3L, 6L, 5L, 1L, 2L, 4L, 6L, 6L, 3L, 6L, 3L, 5L, 5L, 
##     6L, 5L, 4L, 4L, 5L, 6L, 4L, 6L, 2L, 2L, 6L, 5L, 3L, 4L, 3L, 
##     5L, 5L, 4L, 5L, 6L, 6L, 6L, 2L, 3L, 5L, 5L, 4L, 4L, 5L, 5L, 
##     6L, 6L, 5L, 3L, 4L, 5L, NA, 1L, 6L, NA, NA, 1L, 4L, NA, 3L, 
##     5L, NA, 2L, 3L, 3L, 3L, NA, 4L, 4L, 4L, 4L, NA, 4L, 2L, 4L, 
##     4L, 6L, 5L, 5L, 6L, 4L, 4L, 6L, 4L, 3L, 4L, 1L, NA, 5L, 4L, 
##     1L, NA, 3L, 5L, 5L, 5L, 3L, 3L, 5L, 4L, NA, NA), ASDQII_11 = c(2L, 
##     2L, 6L, 5L, 3L, 5L, 1L, 1L, 4L, 5L, 4L, 6L, 4L, 5L, 3L, 5L, 
##     3L, 3L, 4L, 3L, 4L, 3L, 6L, 1L, 4L, 4L, 5L, 5L, 2L, 4L, 3L, 
##     2L, 2L, 4L, 6L, 6L, 5L, 5L, 5L, 6L, 5L, 5L, 3L, 5L, 4L, 4L, 
##     6L, 6L, 6L, 6L, 4L, 6L, 6L, 6L, 6L, 5L, 4L, 2L, 6L, 4L, 5L, 
##     6L, 3L, 2L, 6L, 3L, 4L, 2L, 3L, 1L, 4L, 6L, 2L, 5L, 4L, 3L, 
##     6L, 2L, 4L, 3L, 5L, 3L, 3L, 3L, 6L, 1L, 4L, 4L, 6L, 2L, 6L, 
##     5L, 5L, 5L, 2L, 6L, 2L, 4L, 2L, 4L, 3L, 2L, 2L, 3L, 5L, 4L, 
##     2L, 5L, 1L, 4L, 4L, 5L, 2L, 2L, 4L, 1L, 6L, 4L, 5L, 5L, 1L, 
##     5L, 3L, 5L, 5L, 4L, 6L, 6L, 6L, 3L, 5L, 5L, 3L, 5L, 6L, 5L, 
##     6L, 5L, 5L, 5L, 5L, 6L, 5L, 4L, NA, 5L, 5L, 5L, 6L, NA, NA, 
##     NA, 4L, 6L, 4L, NA, NA, 4L, 4L, 3L, 6L, 1L, 2L, 6L, 5L, 3L, 
##     5L, 6L, 6L, 5L, NA, 5L, NA, 5L, 5L, 6L, 5L, 4L, 4L, 3L, 6L, 
##     5L, 5L, 5L, 5L, 3L, 4L, 6L, 4L, 4L, 6L, 6L, 6L, 4L, 4L, 3L, 
##     6L, 4L, 5L, 6L, 6L, 3L, 5L, 5L, 4L, NA, NA, 2L, 5L, 6L, 5L, 
##     5L, NA, 5L, 4L, 3L, 5L, 6L, 3L, 4L, 5L, NA, 5L, 4L, 6L, 6L, 
##     2L, 6L, 3L, 6L, 6L, 6L, 2L, 6L, 5L, 4L, 6L, NA, NA, NA, 2L, 
##     3L, 5L, NA, 5L, 4L, 3L, 2L, 6L, 6L, NA, 3L, 3L, 4L, 5L, NA, 
##     NA, 5L, 5L, 6L, 4L, 6L, 6L, 5L, 5L, 4L, 5L, 4L, 3L, 5L, 6L, 
##     1L, 6L, 5L, 5L, 6L, 6L, 3L, 5L, NA, 6L, 5L, 5L, 5L, 3L, 1L, 
##     4L, 5L, 6L, 5L, 5L, 6L, 6L, 6L, 4L, 3L, 6L, NA, 1L, 5L, 4L, 
##     2L, 3L, 4L, 5L, 5L, 4L, 4L, 5L, 3L, NA, NA, 5L, 6L, 5L, 6L, 
##     3L, 6L, 4L, 3L, 6L, 3L, 1L, 3L, 5L, 3L, 3L, 3L, 5L, 3L, 4L, 
##     3L, 4L, 5L, 2L, 4L, 4L, 4L, 4L, 2L, 4L, 4L, 6L, 4L, 4L, 3L, 
##     4L, NA, 5L, 4L, 4L, 4L, 5L, NA, 3L, 3L, 6L, 6L, 3L, 4L, 5L, 
##     NA, 5L, 6L, 5L, 3L, 6L, NA, 5L, 6L, NA, 5L, 4L, 4L, NA, 6L, 
##     6L, 6L, 5L, 6L, 6L, 6L, 6L, 5L, 6L, 3L, 6L, 4L, 6L, 6L, 2L, 
##     5L, 6L, 5L, 1L, 5L, 5L, 4L, NA, 6L, 6L, 4L, NA, 5L, 4L, 6L, 
##     6L, 6L, 4L, 4L, 5L, 6L, 3L, 4L, 2L, 3L, 5L, 6L, 2L, NA, 5L, 
##     5L, 5L, 5L, 4L, 2L, 5L, 6L, 6L, 6L, 4L, NA, 5L, 5L, 2L, 4L, 
##     6L, 5L, NA, NA, 5L, 4L, 6L, 4L, 6L, 5L, 6L, 6L, 5L, 5L, 5L, 
##     5L, 5L, 4L, NA, 4L, 4L, 4L, 5L, 5L, 3L, 5L, 4L, 5L, 5L, 6L, 
##     6L, 4L, 3L, 4L, 5L, 3L, 6L, 5L, 3L, 3L, 5L, 5L, 4L, 6L, 5L, 
##     6L, 4L, 5L, 6L, 2L, 5L, NA, NA, 4L, 4L, NA, NA, 4L, 6L, NA, 
##     5L, 4L, 6L, 4L, 4L, 1L, 2L, 6L, 3L, 6L, 4L, 5L, 5L, 3L, 5L, 
##     6L, 4L, 2L, 3L, 6L, 2L, 6L, 6L, 4L, 3L, 5L, 1L, 5L, 5L, 5L, 
##     4L, 3L, 5L, 2L, 2L, 1L, 3L, 3L, 4L, 5L, 1L, 2L, 3L, 4L, 3L, 
##     4L, 5L, 5L, 4L, 3L, 4L, 4L, 5L, 4L, 6L, 2L, 4L, 3L, 5L, 6L, 
##     5L, 6L, 3L, 6L, 4L, 6L, 5L, 3L, 5L, 6L, 3L, 4L, 1L, 5L, 4L, 
##     2L, NA, 4L, 4L, 4L, 6L, 5L, 6L, 5L, 4L, 6L, 4L, 6L, NA, 6L, 
##     NA, NA, 4L, 4L, NA, 4L, 4L, 5L, 3L, 6L, 5L, NA, 5L, 4L, 5L, 
##     5L, 6L, 1L, 4L, NA, 5L, 6L, 4L, 5L, 2L, 3L, 3L, 4L, 5L, 4L, 
##     5L, 3L, 2L, 5L, 5L, 4L, 3L, 5L, 4L, 3L, 6L, 4L, 5L, 4L, 4L, 
##     3L, 3L, 4L, 4L, 3L, 5L, 6L, 6L, 5L, 5L, 3L, 5L, 5L, 3L, 5L, 
##     2L, 5L, 2L, 2L, 5L, 5L, 4L, 6L, 4L, 4L, 2L, 2L, 3L, 4L, 6L, 
##     5L, 3L, 5L, 4L, 3L, NA, NA, NA, 5L, 4L, 3L, NA, NA, 6L, NA, 
##     NA, 6L, 5L, 2L, NA, 5L, NA, 2L, NA, 6L, 6L, NA, 3L, 4L, NA, 
##     4L, 3L, 4L, 4L, 3L, 5L, 5L, 5L, 5L, NA, 4L, NA, 1L, NA, 4L, 
##     5L, 5L, 3L, 5L, 5L, NA, NA, 6L, NA, NA, NA, 3L, NA, NA, 3L, 
##     2L, 3L, NA, 3L, NA, NA, NA, 6L, NA, NA, 6L, 4L, NA, 5L, 6L, 
##     5L, NA, 1L, 4L, 6L, 2L, 4L, 6L, 3L, 3L, 4L, 5L, 5L, 6L, 5L, 
##     4L, 2L, 6L, 6L, 4L, 6L, 6L, 5L, 4L, 5L, 6L, 6L, 5L, 3L, 4L, 
##     6L, 4L, 4L, 6L, 2L, 5L, 5L, 5L, 5L, 6L, 4L, 5L, 4L, 2L, 5L, 
##     4L, 5L, 4L, 5L, 5L, 4L, 3L, 5L, NA, 3L, 5L, 5L, 4L, 5L, 5L, 
##     5L, 1L, 4L, 3L, 2L, 4L, 4L, 4L, 6L, 3L, NA, 4L, 4L, 5L, 4L, 
##     2L, 5L, 3L, NA, 4L, 5L, 5L, 3L, 4L, 5L, 4L, 2L, 5L, 4L, 5L, 
##     5L, 5L, 3L, 5L, 6L, 5L, 5L, 5L, 3L, 6L, 2L, 4L, 2L, 5L, 6L, 
##     4L, 5L, 2L, 3L, 5L, 6L, 3L, 5L, 4L, 3L, 3L, 4L, 3L, 5L, 4L, 
##     2L, 4L, 6L, 6L, 5L, 4L, 4L, 6L, 6L, 4L, 4L, 5L, 3L, 3L, 4L, 
##     5L, 6L, 5L, 6L, 3L, 5L, 4L, 4L, 4L, 4L, 3L, 5L, 3L, 2L, 6L, 
##     2L, 4L, 3L, 3L, 6L, 1L, 3L, 3L, 2L, 4L, 4L, 3L, 4L, 4L, 4L, 
##     3L, 3L, 3L, 5L, 4L, 2L, 1L, 3L, NA, NA, NA, NA, 4L, 4L, 6L, 
##     2L, 1L, 4L, 5L, 3L, 1L, 3L, 3L, 5L, 6L, 3L, 5L, 4L, 2L, 4L, 
##     4L, 4L, 3L, 2L, 2L, NA, NA, 2L, 3L, 1L, 3L, 5L, 6L, 4L, 5L, 
##     2L, 4L, 4L, 3L, 5L, 4L, 4L, 3L, 4L, 6L, NA, 4L, 2L, 6L, 4L, 
##     5L, 3L, 5L, 3L, 2L, 2L, 2L, 4L, 2L, 3L, 4L, 4L, 3L, 5L, 2L, 
##     5L, 4L, 6L, 5L, 3L, 3L, 5L, 6L, 6L, 3L, 5L, 6L, 5L, 6L, 2L, 
##     3L, 2L, 2L, 5L, 4L, 1L, 4L, 4L, 3L, 5L, 2L, 3L, 6L, 3L, 4L, 
##     3L, 4L, 5L, 4L, 5L, 6L, 3L, 5L, 4L, 2L, 5L, 4L, 4L, 4L, 2L, 
##     5L, 3L, 5L, 6L, 4L, 6L, 4L, 2L, 2L, NA, 2L, 2L, 6L, 3L, 5L, 
##     2L, 6L, 1L, 3L, 6L, 4L, 5L, 4L, 4L, 3L, 3L, 4L, 4L, 3L, 5L, 
##     6L, 6L, 5L, 5L, 3L, 5L, 5L, 3L, 5L, 2L, 5L, 2L, 2L, 5L, 5L, 
##     4L, 6L, 4L, 4L, 2L, 2L, 3L, 4L, 6L, 5L, 6L, 4L, 6L, 2L, 4L, 
##     5L, 5L, 5L, 4L, 5L, 5L, 6L, 4L, 5L, 2L, 5L, 5L, 4L, 5L, 4L, 
##     3L, 5L, 5L, 4L, 5L, 3L, 5L, 5L, 5L, 1L, 3L, 4L, 4L, 4L, 2L, 
##     4L, 4L, 6L, 4L, 2L, 5L, 3L, 4L, 5L, 3L, 4L, 4L, 4L, 6L, 5L, 
##     6L, 5L, 4L, 5L, 6L, 4L, 5L, 4L, 5L, 3L, 5L, 4L, 3L, 3L, 3L, 
##     4L, 5L, 5L, 3L, 4L, 4L, 4L, 4L, 5L, 4L, 5L, 6L, 5L, 3L, 3L, 
##     6L, 6L, 6L, 5L, 2L, 5L, 3L, 6L, 3L, 5L, 5L, 1L, 4L, 5L, 6L, 
##     4L, 6L, 6L, 6L, 5L, 5L, 5L, 6L, 4L, 5L, 6L, 6L, 4L, 4L, 2L, 
##     6L, 5L, 3L, 6L, 5L, 2L, 3L, 4L, 5L, 6L, 5L, 5L, 3L, 5L, 4L, 
##     6L, 3L, 4L, 4L, 2L, 4L, 4L, 5L, 4L, 3L, 4L, 5L, 2L, 4L, 4L, 
##     4L, 4L, 3L, 6L, 5L, 4L, 6L, 3L, 6L, 5L, 5L, 3L, 4L, 5L, 4L, 
##     6L, 1L, 6L, 4L, 5L, 5L, NA, 2L, 5L, NA, NA, 3L, 3L, NA, 4L, 
##     5L, NA, 3L, 4L, 5L, 4L, NA, 6L, 2L, 4L, 4L, NA, 3L, 6L, 3L, 
##     5L, 5L, 5L, 5L, 6L, 4L, 3L, 6L, 6L, 5L, 5L, 3L, NA, 6L, 3L, 
##     4L, NA, 3L, 5L, 5L, 4L, 4L, 1L, 4L, 4L, NA, NA), ASDQII_12 = c(2L, 
##     3L, 6L, 4L, 4L, 6L, 1L, 2L, 4L, 5L, 4L, 5L, 2L, 4L, 2L, 5L, 
##     2L, 6L, 4L, 2L, 4L, 4L, 5L, 1L, 2L, 5L, 3L, 4L, 2L, 5L, 3L, 
##     3L, 2L, 4L, 5L, 5L, 4L, 5L, 4L, 6L, 5L, 5L, 3L, 5L, 4L, 5L, 
##     6L, 5L, 6L, 5L, 4L, 5L, 6L, 6L, 6L, 4L, 4L, 2L, 5L, 5L, 6L, 
##     5L, 3L, 2L, 6L, 3L, 4L, 6L, 3L, 1L, 4L, 6L, 3L, 5L, 3L, 3L, 
##     6L, 2L, 5L, 3L, 5L, 4L, 3L, 4L, 6L, 1L, 4L, 4L, 5L, 3L, 6L, 
##     4L, 4L, 5L, 3L, 5L, 2L, 3L, 1L, 4L, 4L, 2L, 2L, 3L, 5L, 4L, 
##     3L, 4L, 1L, 5L, 4L, 5L, 2L, 3L, 4L, 1L, 6L, 3L, 4L, 6L, 3L, 
##     5L, 4L, 5L, 5L, 4L, 6L, 6L, 5L, 3L, 5L, 6L, 3L, 5L, 6L, 5L, 
##     5L, 1L, 3L, 5L, 4L, 4L, 6L, 3L, NA, 5L, 5L, 4L, 6L, NA, NA, 
##     NA, 3L, 6L, 4L, NA, NA, 5L, 2L, 2L, 5L, 5L, 3L, 5L, 4L, 3L, 
##     4L, 6L, 5L, 5L, NA, 5L, NA, 5L, 4L, 6L, 5L, 3L, 4L, 1L, 5L, 
##     5L, 5L, 6L, 4L, 3L, 4L, 5L, 4L, 4L, 6L, 6L, 6L, 3L, 4L, 4L, 
##     6L, 3L, 4L, 5L, 6L, 4L, 6L, 5L, 4L, NA, NA, 1L, 5L, 5L, 5L, 
##     6L, NA, 5L, 4L, 3L, 5L, 6L, 2L, 4L, 5L, NA, 5L, 4L, 6L, 5L, 
##     2L, 6L, 3L, 6L, 5L, 5L, 3L, 6L, 5L, 4L, 5L, NA, NA, NA, 1L, 
##     2L, 6L, NA, 5L, 2L, 4L, 3L, 6L, 6L, NA, 2L, 3L, 3L, 4L, NA, 
##     NA, 5L, 5L, 6L, 3L, 6L, 6L, 4L, 5L, 4L, 4L, 5L, 2L, 6L, 6L, 
##     2L, 5L, 4L, 5L, 6L, 6L, 3L, 5L, NA, 6L, 4L, 4L, 5L, 3L, 1L, 
##     2L, 4L, 6L, 5L, 3L, 5L, 5L, 6L, 4L, 5L, 5L, NA, 1L, 4L, 4L, 
##     2L, 4L, 3L, 5L, 5L, 3L, 4L, 5L, 2L, NA, NA, 5L, 6L, 5L, 6L, 
##     4L, 6L, 4L, 3L, 4L, 5L, 3L, 2L, 4L, 3L, 3L, 3L, 6L, 3L, 3L, 
##     4L, 4L, 5L, 2L, 5L, 3L, 4L, 2L, 2L, 3L, 5L, 6L, 4L, 3L, 4L, 
##     4L, NA, 6L, 4L, 4L, 5L, 3L, NA, 2L, 4L, 6L, 6L, 3L, 4L, 5L, 
##     NA, 5L, 6L, 5L, 5L, 5L, NA, 5L, 6L, NA, 5L, 3L, 3L, NA, 6L, 
##     6L, 4L, 5L, 6L, 4L, 6L, 5L, 6L, 6L, 4L, 6L, 3L, 6L, 6L, 1L, 
##     6L, 6L, 5L, 1L, 4L, 5L, 3L, NA, 6L, 6L, 4L, NA, 4L, 4L, 6L, 
##     5L, 6L, 4L, 3L, 5L, 6L, 2L, 4L, 1L, 2L, 3L, 5L, 2L, NA, 4L, 
##     5L, 4L, 5L, 3L, 2L, 3L, 6L, 5L, 4L, 4L, NA, 6L, 3L, 1L, 3L, 
##     5L, 3L, NA, NA, 5L, 4L, 6L, 3L, 6L, 5L, 5L, 5L, 5L, 5L, 5L, 
##     4L, 5L, 2L, NA, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 5L, 4L, 6L, 
##     5L, 3L, 3L, 3L, 3L, 3L, 6L, 4L, 2L, 4L, 5L, 5L, 4L, 6L, 5L, 
##     6L, 4L, 6L, 6L, 3L, 4L, NA, NA, 4L, 4L, NA, NA, 3L, 6L, NA, 
##     6L, 4L, 5L, 5L, 4L, 2L, 2L, 6L, 3L, 6L, 4L, 4L, 4L, 3L, 6L, 
##     6L, 4L, 3L, 3L, 6L, 2L, 6L, 6L, 3L, 3L, 5L, 3L, 5L, 4L, 3L, 
##     4L, 3L, 5L, 4L, 2L, 3L, 3L, 3L, 1L, 5L, 1L, 3L, 1L, 3L, 3L, 
##     5L, 5L, 4L, 4L, 3L, 5L, 3L, 5L, 3L, 4L, 3L, 5L, 3L, 4L, 6L, 
##     5L, 6L, 3L, 6L, 2L, 6L, 5L, 4L, 5L, 6L, 3L, 5L, 1L, 4L, 2L, 
##     2L, NA, 4L, 3L, 3L, 6L, 4L, 6L, 5L, 4L, 6L, 4L, 6L, NA, 6L, 
##     NA, NA, 3L, 3L, NA, 4L, 5L, 5L, 3L, 6L, 5L, NA, 5L, 5L, 5L, 
##     5L, 5L, 2L, 4L, NA, 4L, 6L, 4L, 6L, 2L, 3L, 4L, 3L, 6L, 4L, 
##     5L, 4L, 4L, 4L, 5L, 3L, 5L, 5L, 3L, 3L, 6L, 4L, 6L, 2L, 2L, 
##     2L, 3L, 4L, 4L, 3L, 5L, 5L, 6L, 5L, 2L, 4L, 5L, 5L, 4L, 5L, 
##     2L, 5L, 2L, 4L, 5L, 5L, 4L, 4L, 4L, 4L, 3L, 1L, 3L, 4L, 6L, 
##     4L, 3L, 4L, 4L, 3L, NA, NA, NA, 5L, 5L, 2L, NA, NA, 6L, NA, 
##     NA, 6L, 4L, 1L, NA, 5L, NA, 2L, NA, 6L, 6L, NA, 2L, 4L, NA, 
##     3L, 4L, 3L, 4L, 3L, 5L, 5L, 4L, 5L, NA, 4L, NA, 1L, NA, 3L, 
##     5L, 4L, 4L, 5L, 5L, NA, NA, 6L, NA, NA, NA, 3L, NA, NA, 3L, 
##     2L, 4L, NA, 3L, NA, NA, NA, 6L, NA, NA, 6L, 3L, NA, 5L, 5L, 
##     6L, NA, 1L, 3L, 6L, 2L, 4L, 6L, 1L, 3L, 2L, 5L, 4L, 6L, 5L, 
##     4L, 1L, 6L, 4L, 4L, 6L, 5L, 6L, 4L, 5L, 6L, 4L, 5L, 3L, 4L, 
##     6L, 4L, 3L, 4L, 2L, 5L, 5L, 6L, 4L, 6L, 4L, 5L, 4L, 2L, 5L, 
##     3L, 5L, 3L, 5L, 5L, 5L, 4L, 5L, NA, 3L, 5L, 6L, 4L, 6L, 5L, 
##     5L, 1L, 5L, 3L, 4L, 5L, 4L, 4L, 6L, 1L, NA, 4L, 4L, 5L, 4L, 
##     2L, 5L, 4L, NA, 4L, 4L, 4L, 2L, 4L, 5L, 5L, 2L, 5L, 4L, 5L, 
##     5L, 5L, 2L, 5L, 6L, 5L, 5L, 5L, 4L, 6L, 2L, 4L, 2L, 5L, 6L, 
##     5L, 5L, 2L, 5L, 5L, 6L, 3L, 5L, 4L, 3L, 3L, 3L, 5L, 3L, 5L, 
##     1L, 4L, 5L, 6L, 5L, 3L, 3L, 6L, 6L, 3L, 4L, 5L, 3L, 3L, 5L, 
##     6L, 6L, 6L, 6L, 3L, 5L, 5L, 5L, 4L, 5L, 3L, 6L, 1L, 3L, 5L, 
##     2L, 4L, 4L, 3L, 5L, 3L, 4L, 2L, 5L, 3L, 4L, 5L, 4L, 4L, 3L, 
##     3L, 4L, 4L, 4L, 4L, 3L, 1L, 3L, NA, NA, NA, NA, 3L, 4L, 5L, 
##     3L, 1L, 4L, 5L, 3L, 2L, 3L, 3L, 5L, 5L, 3L, 5L, 4L, 3L, 4L, 
##     4L, 4L, 3L, 3L, 3L, NA, NA, 2L, 5L, 1L, 3L, 4L, 6L, 4L, 5L, 
##     3L, 4L, 4L, 3L, 5L, 4L, 5L, 3L, 3L, 6L, NA, 4L, 1L, 5L, 3L, 
##     5L, 3L, 4L, 3L, 2L, 2L, 1L, 4L, 2L, 3L, 3L, 4L, 3L, 5L, 3L, 
##     5L, 3L, 6L, 5L, 4L, 3L, 5L, 5L, 5L, 2L, 4L, 6L, 5L, 5L, 2L, 
##     3L, 2L, 2L, 5L, 4L, 1L, 4L, 4L, 3L, 5L, 3L, 3L, 5L, 3L, 4L, 
##     3L, 3L, 4L, 4L, 5L, 6L, 5L, 6L, 4L, 4L, 5L, 4L, 4L, 4L, 2L, 
##     6L, 2L, 4L, 6L, 4L, 5L, 3L, 1L, 2L, NA, 4L, 3L, 6L, 3L, 5L, 
##     2L, 5L, 1L, 3L, 6L, 4L, 6L, 2L, 2L, 2L, 3L, 4L, 4L, 3L, 5L, 
##     5L, 6L, 5L, 2L, 4L, 5L, 5L, 4L, 5L, 2L, 5L, 2L, 4L, 5L, 5L, 
##     4L, 4L, 4L, 4L, 3L, 1L, 3L, 4L, 6L, 4L, 6L, 4L, 4L, 2L, 3L, 
##     5L, 5L, 4L, 4L, 5L, 6L, 6L, 4L, 5L, 2L, 5L, 5L, 5L, 5L, 3L, 
##     4L, 5L, 5L, 4L, 6L, 3L, 5L, 6L, 5L, 1L, 3L, 5L, 5L, 4L, 4L, 
##     4L, 3L, 6L, 4L, 2L, 5L, 1L, 4L, 5L, 4L, 4L, 5L, 3L, 5L, 5L, 
##     5L, 5L, 4L, 4L, 5L, 4L, 6L, 4L, 5L, 5L, 5L, 2L, 3L, 3L, 2L, 
##     5L, 5L, 5L, 3L, 4L, 4L, 3L, 4L, 5L, 3L, 4L, 5L, 5L, 3L, 3L, 
##     6L, 6L, 6L, 5L, 3L, 4L, 3L, 6L, 4L, 4L, 4L, 2L, 4L, 6L, 5L, 
##     4L, 6L, 6L, 5L, 5L, 5L, 5L, 6L, 4L, 5L, 6L, 6L, 4L, 4L, 4L, 
##     6L, 4L, 3L, 5L, 4L, 3L, 4L, 5L, 4L, 6L, 5L, 5L, 4L, 5L, 4L, 
##     5L, 4L, 4L, 3L, 2L, 3L, 4L, 4L, 4L, 3L, 4L, 6L, 2L, 4L, 3L, 
##     4L, 4L, 4L, 6L, 5L, 4L, 5L, 3L, 6L, 5L, 4L, 3L, 4L, 5L, 6L, 
##     5L, 1L, 3L, 4L, 5L, 5L, NA, 3L, 6L, NA, NA, 2L, 2L, NA, 4L, 
##     4L, NA, 5L, 3L, 5L, 4L, NA, 5L, 2L, 4L, 5L, NA, 3L, 3L, 2L, 
##     5L, 4L, 4L, 4L, 5L, 5L, 3L, 5L, 6L, 5L, 6L, 2L, NA, 6L, 3L, 
##     5L, NA, 1L, 4L, 4L, 4L, 3L, 1L, 3L, 3L, NA, NA), ASDQII_13 = c(5L, 
##     4L, 6L, 4L, 3L, 5L, 1L, 5L, 4L, 5L, 4L, 6L, 3L, 4L, 2L, 5L, 
##     4L, 5L, 4L, 2L, 5L, 3L, 5L, 1L, 2L, 6L, 1L, 4L, 3L, 5L, 1L, 
##     1L, 2L, 4L, 6L, 5L, 3L, 6L, 4L, 4L, 4L, 5L, 3L, 5L, 3L, 4L, 
##     6L, 5L, 6L, 5L, 4L, 5L, 6L, 6L, 6L, 5L, 3L, 2L, 6L, 4L, 6L, 
##     6L, 3L, 2L, 6L, 2L, 4L, 6L, 3L, 1L, 4L, 6L, 1L, 4L, 3L, 3L, 
##     6L, 2L, 3L, 3L, 5L, 3L, 3L, 3L, 6L, 1L, 3L, 4L, 6L, 3L, 6L, 
##     4L, 5L, 5L, 2L, 6L, 2L, 4L, 1L, 4L, 4L, 2L, 3L, 3L, 5L, 5L, 
##     3L, 4L, 1L, 5L, 4L, 5L, 3L, 2L, 4L, 1L, 6L, 3L, 3L, 6L, 1L, 
##     5L, 4L, 5L, 5L, 3L, 6L, 6L, 4L, 4L, 6L, 5L, 3L, 5L, 4L, 5L, 
##     4L, 1L, 4L, 5L, 5L, 4L, 6L, 3L, NA, 5L, 5L, 4L, 6L, NA, NA, 
##     NA, 2L, 5L, 4L, NA, NA, 4L, 2L, 2L, 5L, 2L, 3L, 6L, 4L, 4L, 
##     3L, 6L, 6L, 4L, NA, 5L, NA, 6L, 5L, 6L, 5L, 3L, 1L, 1L, 5L, 
##     5L, 6L, 6L, 5L, 3L, 3L, 5L, 4L, 5L, 6L, 6L, 5L, 3L, 4L, 3L, 
##     6L, 4L, 6L, 5L, 5L, 4L, 6L, 5L, 5L, NA, NA, 2L, 5L, 5L, 5L, 
##     5L, NA, 5L, 4L, 3L, 5L, 6L, 3L, 4L, 5L, NA, 5L, 4L, 6L, 6L, 
##     2L, 6L, 3L, 6L, 5L, 5L, 3L, 6L, 4L, 5L, 6L, NA, NA, NA, 1L, 
##     3L, 6L, NA, 5L, 3L, 4L, 2L, 6L, 6L, NA, 1L, 2L, 4L, 4L, NA, 
##     NA, 5L, 5L, 6L, 3L, 5L, 6L, 4L, 6L, 4L, 4L, 4L, 3L, 5L, 6L, 
##     1L, 5L, 5L, 5L, 6L, 6L, 3L, 5L, NA, 6L, 3L, 5L, 5L, 1L, 1L, 
##     3L, 6L, 6L, 5L, 3L, 6L, 6L, 6L, 4L, 3L, 6L, NA, 1L, 3L, 6L, 
##     2L, 4L, 3L, 4L, 5L, 4L, 4L, 5L, 3L, NA, NA, 5L, 6L, 5L, 6L, 
##     4L, 6L, 4L, 2L, 5L, 4L, 2L, 2L, 4L, 4L, 3L, 3L, 6L, 2L, 3L, 
##     3L, 4L, 6L, 2L, 4L, 3L, 4L, 3L, 2L, 3L, 4L, 6L, 4L, 3L, 3L, 
##     3L, NA, 6L, 4L, 4L, 5L, 3L, NA, 2L, 4L, 6L, 6L, 4L, 3L, 5L, 
##     NA, 5L, 6L, 6L, 2L, 5L, NA, 5L, 6L, NA, 4L, 4L, 5L, NA, 5L, 
##     6L, 5L, 4L, 6L, 4L, 5L, 5L, 6L, 6L, 3L, 6L, 3L, 6L, 6L, 1L, 
##     6L, 6L, 4L, 1L, 4L, 5L, 5L, NA, 6L, 6L, 4L, NA, 5L, 4L, 5L, 
##     5L, 6L, 4L, 3L, 5L, 6L, 1L, 3L, 4L, 2L, 3L, 6L, 2L, NA, 5L, 
##     5L, 4L, 5L, 4L, 2L, 2L, 6L, 5L, 4L, 4L, NA, 5L, 5L, 1L, 1L, 
##     6L, 3L, NA, NA, 5L, 4L, 6L, 3L, 6L, 5L, 5L, 5L, 5L, 5L, 4L, 
##     4L, 5L, 3L, NA, 3L, 4L, 4L, 5L, 4L, 5L, 5L, 4L, 5L, 4L, 6L, 
##     5L, 1L, 3L, 3L, 3L, 4L, 6L, 5L, 2L, 4L, 5L, 5L, 4L, 6L, 6L, 
##     6L, 6L, 5L, 6L, 5L, 4L, NA, NA, 3L, 4L, NA, NA, 3L, 6L, NA, 
##     5L, 4L, 5L, 4L, 4L, 1L, 1L, 6L, 3L, 6L, 5L, 4L, 4L, 2L, 5L, 
##     6L, 5L, 2L, 3L, 6L, 1L, 6L, 6L, 5L, 3L, 5L, 3L, 5L, 5L, 4L, 
##     4L, 4L, 5L, 2L, 1L, 2L, 4L, 3L, 5L, 5L, 2L, 2L, 1L, 3L, 3L, 
##     5L, 6L, 5L, 5L, 3L, 5L, 2L, 4L, 2L, 5L, 2L, 4L, 3L, 3L, 6L, 
##     5L, 6L, 3L, 6L, 2L, 6L, 5L, 3L, 6L, 6L, 3L, 4L, 1L, 5L, 3L, 
##     2L, NA, 4L, 2L, 3L, 6L, 4L, 6L, 5L, 4L, 6L, 3L, 6L, NA, 6L, 
##     NA, NA, 4L, 4L, NA, 4L, 5L, 5L, 3L, 6L, 4L, NA, 3L, 4L, 5L, 
##     5L, 5L, 1L, 4L, NA, 5L, 6L, 4L, 6L, 2L, 3L, 3L, 4L, 5L, 4L, 
##     5L, 3L, 2L, 4L, 5L, 4L, 3L, 5L, 3L, 4L, 6L, 5L, 5L, 3L, 1L, 
##     4L, 3L, 5L, 4L, 3L, 5L, 6L, 6L, 5L, 4L, 4L, 4L, 6L, 4L, 4L, 
##     1L, 5L, 3L, 2L, 6L, 5L, 4L, 6L, 5L, 4L, 2L, 1L, 3L, 3L, 6L, 
##     5L, 3L, 5L, 4L, 3L, NA, NA, NA, 5L, 5L, 3L, NA, NA, 6L, NA, 
##     NA, 6L, 5L, 2L, NA, 5L, NA, 2L, NA, 6L, 6L, NA, 2L, 6L, NA, 
##     4L, 4L, 3L, 4L, 3L, 6L, 5L, 5L, 5L, NA, 4L, NA, 1L, NA, 2L, 
##     5L, 4L, 5L, 5L, 5L, NA, NA, 6L, NA, NA, NA, 3L, NA, NA, 4L, 
##     2L, 4L, NA, 3L, NA, NA, NA, 6L, NA, NA, 6L, 4L, NA, 5L, 6L, 
##     4L, NA, 1L, 3L, 6L, 2L, 4L, 6L, 3L, 3L, 2L, 5L, 4L, 6L, 5L, 
##     3L, 1L, 5L, 6L, 4L, 4L, 6L, 6L, 4L, 5L, 6L, 4L, 5L, 3L, 4L, 
##     5L, 4L, 4L, 5L, 2L, 5L, 4L, 6L, 4L, 6L, 4L, 5L, 4L, 2L, 5L, 
##     4L, 5L, 5L, 5L, 5L, 5L, 4L, 6L, NA, 2L, 6L, 6L, 4L, 6L, 5L, 
##     5L, 1L, 5L, 1L, 4L, 5L, 5L, 5L, 6L, 3L, NA, 4L, 4L, 4L, 4L, 
##     3L, 5L, 3L, NA, 4L, 5L, 4L, 3L, 6L, 5L, 5L, 1L, 5L, 3L, 5L, 
##     5L, 5L, 2L, 5L, 6L, 5L, 5L, 5L, 4L, 6L, 5L, 4L, 4L, 5L, 6L, 
##     4L, 6L, 2L, 4L, 6L, 6L, 4L, 5L, 4L, 3L, 3L, 2L, 5L, 4L, 4L, 
##     2L, 3L, 6L, 5L, 5L, 3L, 4L, 6L, 6L, 2L, 5L, 6L, 4L, 2L, 6L, 
##     5L, 6L, 5L, 6L, 3L, 4L, 4L, 6L, 4L, 4L, 2L, 5L, 2L, 3L, 5L, 
##     2L, 4L, 4L, 3L, 5L, 5L, 4L, 1L, 3L, 4L, 4L, 4L, 4L, 2L, 2L, 
##     3L, 3L, 3L, 5L, 4L, 3L, 4L, 3L, NA, NA, NA, NA, 3L, 4L, 6L, 
##     1L, 2L, 4L, 5L, 4L, 1L, 3L, 3L, 5L, 5L, 3L, 5L, 4L, 3L, 4L, 
##     4L, 4L, 3L, 3L, 4L, NA, NA, 3L, 4L, 1L, 2L, 5L, 6L, 5L, 5L, 
##     3L, 4L, 3L, 3L, 5L, 4L, 4L, 4L, 3L, 6L, NA, 4L, 1L, 6L, 4L, 
##     5L, 3L, 4L, 3L, 2L, 2L, 2L, 4L, 2L, 3L, 3L, 3L, 3L, 4L, 3L, 
##     5L, 4L, 6L, 5L, 5L, 3L, 6L, 5L, 6L, 3L, 4L, 6L, 5L, 5L, 2L, 
##     3L, 1L, 3L, 5L, 4L, 1L, 4L, 4L, 3L, 5L, 3L, 3L, 6L, 3L, 5L, 
##     3L, 3L, 5L, 5L, 5L, 6L, 5L, 5L, 4L, 4L, 5L, 4L, 5L, 3L, 3L, 
##     5L, 3L, 5L, 6L, 4L, 6L, 3L, 1L, 2L, NA, 4L, 2L, 6L, 3L, 4L, 
##     2L, 6L, 1L, 4L, 6L, 5L, 5L, 3L, 1L, 4L, 3L, 5L, 4L, 3L, 5L, 
##     6L, 6L, 5L, 4L, 4L, 4L, 6L, 4L, 4L, 1L, 5L, 3L, 2L, 6L, 5L, 
##     4L, 6L, 5L, 4L, 2L, 1L, 3L, 3L, 6L, 5L, 5L, 4L, 5L, 2L, 4L, 
##     5L, 4L, 4L, 4L, 5L, 6L, 6L, 4L, 5L, 2L, 5L, 5L, 5L, 5L, 5L, 
##     4L, 6L, 6L, 4L, 6L, 2L, 5L, 6L, 5L, 1L, 1L, 5L, 5L, 5L, 4L, 
##     5L, 4L, 6L, 4L, 3L, 4L, 3L, 4L, 5L, 3L, 4L, 6L, 3L, 4L, 5L, 
##     6L, 5L, 4L, 5L, 5L, 2L, 5L, 5L, 5L, 5L, 5L, 4L, 3L, 3L, 5L, 
##     5L, 4L, 5L, 3L, 5L, 4L, 4L, 3L, 5L, 3L, 4L, 6L, 5L, 3L, 3L, 
##     6L, 6L, 6L, 5L, 3L, 5L, 3L, 6L, 3L, 5L, 5L, 2L, 4L, 5L, 6L, 
##     5L, 6L, 6L, 6L, 5L, 5L, 5L, 6L, 5L, 5L, 6L, 6L, 6L, 3L, 2L, 
##     6L, 4L, 2L, 6L, 5L, 3L, 3L, 4L, 4L, 6L, 5L, 5L, 4L, 4L, 3L, 
##     6L, 5L, 4L, 2L, 4L, 3L, 5L, 5L, 4L, 2L, 4L, 5L, 3L, 5L, 4L, 
##     4L, 5L, 2L, 6L, 5L, 4L, 5L, 3L, 6L, 4L, 6L, 3L, 4L, 5L, 5L, 
##     5L, 1L, 4L, 4L, 5L, 5L, NA, 4L, 5L, NA, NA, 1L, 2L, NA, 5L, 
##     5L, NA, 5L, 3L, 6L, 5L, NA, 5L, 3L, 4L, 2L, NA, 3L, 4L, 2L, 
##     5L, 5L, 5L, 5L, 6L, 5L, 4L, 5L, 6L, 5L, 5L, 3L, NA, 6L, 3L, 
##     3L, NA, 2L, 5L, 4L, 4L, 3L, 1L, 4L, 4L, NA, NA), ASDQII_14 = c(3L, 
##     1L, 6L, 4L, 4L, 5L, 1L, 4L, 4L, 5L, 4L, 5L, 2L, 4L, 3L, 5L, 
##     3L, 4L, 4L, 2L, 5L, 4L, 5L, 1L, 3L, 5L, 4L, 4L, 2L, 4L, 1L, 
##     2L, 2L, 4L, 6L, 6L, 4L, 5L, 5L, 5L, 5L, 5L, 2L, 5L, 2L, 3L, 
##     6L, 5L, 5L, 6L, 4L, 6L, 6L, 5L, 5L, 5L, 4L, 2L, 6L, 4L, 5L, 
##     5L, 3L, 1L, 6L, 3L, 4L, 3L, 3L, 1L, 4L, 6L, 2L, 4L, 4L, 3L, 
##     6L, 2L, 5L, 3L, 5L, 3L, 3L, 3L, 6L, 1L, 4L, 4L, 6L, 4L, 6L, 
##     4L, 4L, 4L, 2L, 6L, 2L, 3L, 2L, 4L, 4L, 2L, 4L, 3L, 5L, 4L, 
##     4L, 4L, 1L, 4L, 4L, 5L, 2L, 2L, 4L, 3L, 5L, 3L, 5L, 5L, 1L, 
##     5L, 3L, 5L, 4L, 4L, 6L, 6L, 5L, 3L, 6L, 6L, 3L, 6L, 6L, 5L, 
##     5L, 3L, 5L, 5L, 5L, 5L, 6L, 3L, NA, 5L, 5L, 4L, 6L, NA, NA, 
##     NA, 2L, 5L, 4L, NA, NA, 4L, 1L, 3L, 5L, 1L, 5L, 6L, 4L, 3L, 
##     4L, 6L, 5L, 5L, NA, 5L, NA, 5L, 5L, 6L, 5L, 3L, 3L, 3L, 6L, 
##     5L, 4L, 6L, 4L, 3L, 3L, 5L, 3L, 3L, 6L, 6L, 5L, 3L, 4L, 3L, 
##     6L, 4L, 5L, 5L, 5L, 2L, 6L, 5L, 3L, NA, NA, 2L, 4L, 5L, 4L, 
##     5L, NA, 5L, 4L, 3L, 5L, 6L, 3L, 3L, 4L, NA, 6L, 4L, 6L, 5L, 
##     2L, 6L, 2L, 6L, 6L, 6L, 3L, 4L, 4L, 4L, 5L, NA, NA, NA, 1L, 
##     2L, 6L, NA, 4L, 3L, 4L, 2L, 5L, 6L, NA, 1L, 3L, 4L, 3L, NA, 
##     NA, 5L, 5L, 6L, 3L, 5L, 5L, 4L, 5L, 4L, 5L, 3L, 3L, 5L, 6L, 
##     2L, 6L, 4L, 5L, 6L, 6L, 3L, 6L, NA, 6L, 5L, 5L, 5L, 1L, 1L, 
##     4L, 5L, 6L, 5L, 4L, 6L, 5L, 6L, 4L, 3L, 6L, NA, 1L, 4L, 4L, 
##     2L, 3L, 3L, 4L, 5L, 4L, 4L, 5L, 2L, NA, NA, 4L, 6L, 5L, 6L, 
##     3L, 6L, 4L, 3L, 5L, 5L, 1L, 3L, 5L, 2L, 3L, 3L, 6L, 3L, 3L, 
##     3L, 4L, 5L, 3L, 5L, 3L, 4L, 2L, 2L, 3L, 5L, 6L, 5L, 4L, 4L, 
##     4L, NA, 6L, 4L, 4L, 4L, 3L, NA, 3L, 3L, 6L, 6L, 4L, 4L, 4L, 
##     NA, 5L, 4L, 5L, 3L, 6L, NA, 5L, 6L, NA, 5L, 4L, 4L, NA, 6L, 
##     6L, 6L, 5L, 6L, 4L, 6L, 6L, 5L, 6L, 3L, 6L, 3L, 6L, 6L, 1L, 
##     5L, 6L, 6L, 1L, 4L, 5L, 5L, NA, 6L, 6L, 4L, NA, 5L, 4L, 6L, 
##     6L, 6L, 5L, 3L, 5L, 6L, 2L, 3L, 4L, 3L, 4L, 6L, 2L, NA, 5L, 
##     4L, 4L, 4L, 4L, 2L, 3L, 6L, 5L, 5L, 5L, NA, 6L, 6L, 4L, 1L, 
##     6L, 4L, NA, NA, 5L, 5L, 6L, 2L, 6L, 4L, 5L, 5L, 5L, 5L, 5L, 
##     4L, 5L, 3L, NA, 3L, 5L, 4L, 4L, 4L, 3L, 5L, 4L, 4L, 4L, 6L, 
##     5L, 2L, 4L, 3L, 4L, 4L, 6L, 5L, 2L, 3L, 5L, 5L, 4L, 6L, 6L, 
##     6L, 5L, 5L, 6L, 6L, 5L, NA, NA, 4L, 4L, NA, NA, 4L, 6L, NA, 
##     5L, 4L, 6L, 4L, 4L, 2L, 1L, 6L, 3L, 6L, 4L, 4L, 5L, 5L, 5L, 
##     6L, 5L, 4L, 3L, 6L, 1L, 6L, 6L, 4L, 3L, 5L, 1L, 5L, 5L, 4L, 
##     2L, 3L, 5L, 2L, 2L, 3L, 4L, 3L, 5L, 4L, 1L, 2L, 1L, 3L, 3L, 
##     5L, 5L, 5L, 4L, 3L, 4L, 3L, 5L, 2L, 4L, 3L, 3L, 3L, 3L, 6L, 
##     5L, 6L, 2L, 6L, 2L, 6L, 5L, 3L, 5L, 6L, 3L, 5L, 4L, 4L, 3L, 
##     4L, NA, 3L, 3L, 3L, 4L, 4L, 6L, 5L, 4L, 6L, 4L, 6L, NA, 6L, 
##     NA, NA, 1L, 3L, NA, 4L, 6L, 5L, 3L, 6L, 4L, NA, 4L, 5L, 4L, 
##     5L, 5L, 2L, 4L, NA, 4L, 6L, 4L, 6L, 3L, 3L, 5L, 4L, 4L, 4L, 
##     5L, 3L, 4L, 5L, 5L, 4L, 5L, 5L, 4L, 4L, 6L, 6L, 5L, 4L, 4L, 
##     3L, 2L, 3L, 4L, 3L, 5L, 6L, 6L, 4L, 4L, 3L, 4L, 5L, 4L, 5L, 
##     2L, 4L, 3L, 2L, 5L, 6L, 4L, 6L, 4L, 3L, 2L, 1L, 4L, 3L, 4L, 
##     4L, 3L, 4L, 3L, 4L, NA, NA, NA, 5L, 4L, 2L, NA, NA, 5L, NA, 
##     NA, 6L, 5L, 1L, NA, 5L, NA, 3L, NA, 6L, 6L, NA, 4L, 6L, NA, 
##     4L, 2L, 3L, 4L, 3L, 6L, 6L, 5L, 4L, NA, 4L, NA, 1L, NA, 2L, 
##     5L, 6L, 4L, 4L, 5L, NA, NA, 6L, NA, NA, NA, 3L, NA, NA, 3L, 
##     2L, 4L, NA, 2L, NA, NA, NA, 6L, NA, NA, 6L, 4L, NA, 5L, 5L, 
##     5L, NA, 1L, 4L, 5L, 2L, 4L, 6L, 1L, 3L, 2L, 5L, 3L, 6L, 5L, 
##     3L, 4L, 6L, 6L, 5L, 6L, 5L, 6L, 4L, 5L, 6L, 4L, 5L, 2L, 4L, 
##     6L, 4L, 4L, 5L, 2L, 5L, 4L, 5L, 5L, 5L, 4L, 5L, 4L, 2L, 5L, 
##     3L, 4L, 5L, 5L, 4L, 5L, 3L, 6L, NA, 4L, 5L, 6L, 4L, 6L, 5L, 
##     5L, 1L, 5L, 3L, 3L, 5L, 4L, 4L, 5L, 2L, NA, 4L, 4L, 5L, 3L, 
##     3L, 5L, 3L, NA, 4L, 4L, 5L, 3L, 4L, 5L, 4L, 3L, 5L, 4L, 5L, 
##     5L, 5L, 2L, 5L, 6L, 5L, 4L, 5L, 3L, 6L, 2L, 4L, 5L, 5L, 6L, 
##     4L, 5L, 1L, 5L, 6L, 5L, 4L, 5L, 4L, 3L, 3L, 2L, 3L, 3L, 4L, 
##     1L, 4L, 5L, 5L, 5L, 3L, 3L, 6L, 5L, 6L, 5L, 5L, 1L, 3L, 5L, 
##     5L, 6L, 5L, 6L, 3L, 5L, 4L, 5L, 4L, 4L, 3L, 5L, 3L, 2L, 6L, 
##     2L, 4L, 4L, 3L, 6L, 4L, 3L, 2L, 2L, 4L, 4L, 5L, 4L, 4L, 6L, 
##     3L, 3L, 4L, 5L, 5L, 3L, 4L, 3L, NA, NA, NA, NA, 5L, 4L, 6L, 
##     2L, 2L, 4L, 5L, 3L, 1L, 4L, 3L, 4L, 5L, 3L, 5L, 4L, 3L, 5L, 
##     4L, 3L, 3L, 3L, 2L, NA, NA, 4L, 3L, 1L, 2L, 4L, 6L, 4L, 5L, 
##     3L, 5L, 4L, 3L, 4L, 4L, 4L, 4L, 4L, 6L, NA, 4L, 1L, 6L, 3L, 
##     5L, 3L, 5L, 3L, 2L, 3L, 1L, 4L, 3L, 3L, 5L, 4L, 3L, 5L, 3L, 
##     5L, 3L, 6L, 5L, 3L, 3L, 5L, 5L, 6L, 2L, 6L, 6L, 6L, 5L, 3L, 
##     3L, 2L, 3L, 4L, 4L, 1L, 4L, 4L, 3L, 5L, 3L, 3L, 5L, 2L, 5L, 
##     3L, 3L, 5L, 4L, 5L, 6L, 4L, 5L, 4L, 3L, 5L, 4L, 4L, 3L, 2L, 
##     6L, 3L, 4L, 6L, 5L, 6L, 4L, 1L, 2L, NA, 2L, 3L, 6L, 4L, 2L, 
##     3L, 6L, 1L, 4L, 6L, 6L, 5L, 4L, 4L, 3L, 2L, 3L, 4L, 3L, 5L, 
##     6L, 6L, 4L, 4L, 3L, 4L, 5L, 4L, 5L, 2L, 4L, 3L, 2L, 5L, 6L, 
##     4L, 6L, 4L, 3L, 2L, 1L, 4L, 3L, 4L, 4L, 6L, 4L, 5L, 2L, 4L, 
##     5L, 4L, 5L, 4L, 5L, 5L, 5L, 4L, 5L, 2L, 5L, 4L, 5L, 4L, 5L, 
##     3L, 6L, 5L, 4L, 6L, 4L, 5L, 6L, 5L, 1L, 3L, 5L, 5L, 4L, 3L, 
##     4L, 3L, 5L, 4L, 3L, 5L, 2L, 4L, 5L, 3L, 3L, 4L, 4L, 5L, 5L, 
##     6L, 6L, 5L, 5L, 6L, 3L, 5L, 4L, 6L, 3L, 5L, 3L, 3L, 3L, 4L, 
##     5L, 5L, 6L, 2L, 4L, 4L, 4L, 4L, 5L, 3L, 5L, 5L, 4L, 3L, 3L, 
##     6L, 6L, 6L, 5L, 3L, 5L, 3L, 6L, 3L, 4L, 4L, 2L, 4L, 5L, 6L, 
##     4L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 4L, 4L, 6L, 6L, 4L, 4L, 3L, 
##     6L, 5L, 3L, 6L, 5L, 3L, 4L, 4L, 4L, 6L, 2L, 5L, 3L, 5L, 4L, 
##     6L, 4L, 4L, 3L, 2L, 4L, 4L, 4L, 4L, 4L, 4L, 6L, 2L, 5L, 3L, 
##     4L, 4L, 3L, 6L, 6L, 4L, 5L, 2L, 6L, 4L, 6L, 3L, 4L, 5L, 5L, 
##     5L, 1L, 5L, 4L, 5L, 5L, NA, 2L, 5L, NA, NA, 1L, 2L, NA, 4L, 
##     4L, NA, 3L, 4L, 5L, 4L, NA, 5L, 3L, 5L, 3L, NA, 3L, 5L, 3L, 
##     5L, 5L, 5L, 5L, 5L, 6L, 3L, 6L, 5L, 5L, 6L, 1L, NA, 6L, 3L, 
##     3L, NA, 3L, 5L, 4L, 3L, 4L, 1L, 4L, 3L, NA, NA), ASDQII_15 = c(6L, 
##     6L, 6L, 4L, 3L, 6L, 1L, 2L, 4L, 5L, 4L, 5L, 3L, 4L, 2L, 5L, 
##     3L, 4L, 4L, 2L, 5L, 4L, 5L, 1L, 3L, 5L, 4L, 5L, 3L, 4L, 3L, 
##     2L, 2L, 4L, 5L, 5L, 5L, 5L, 4L, 6L, 5L, 6L, 3L, 5L, 4L, 4L, 
##     6L, 6L, 5L, 5L, 4L, 6L, 6L, 6L, 6L, 5L, 5L, 2L, 6L, 5L, 5L, 
##     5L, 3L, 2L, 6L, 3L, 4L, 3L, 4L, 1L, 4L, 6L, 1L, 5L, 3L, 3L, 
##     6L, 2L, 5L, 3L, 5L, 3L, 3L, 3L, 6L, 1L, 4L, 4L, 6L, 3L, 6L, 
##     4L, 4L, 4L, 2L, 6L, 2L, 3L, 1L, 5L, 3L, 2L, 3L, 3L, 5L, 5L, 
##     3L, 5L, 1L, 4L, 4L, 5L, 2L, 3L, 4L, 1L, 6L, 3L, 5L, 5L, 3L, 
##     5L, 3L, 5L, 5L, 4L, 6L, 6L, 6L, 4L, 3L, 6L, 3L, 5L, 6L, 5L, 
##     5L, 1L, 4L, 6L, 5L, 6L, 6L, 3L, NA, 4L, 5L, 4L, 6L, NA, NA, 
##     NA, 4L, 6L, 5L, NA, NA, 4L, 3L, 2L, 6L, 3L, 4L, 6L, 4L, 3L, 
##     4L, 6L, 6L, 5L, NA, 5L, NA, 5L, 5L, 6L, 5L, 3L, 2L, 1L, 6L, 
##     5L, 5L, 6L, 3L, 3L, 4L, 5L, 2L, 4L, 6L, 6L, 6L, 4L, 4L, 4L, 
##     6L, 4L, 5L, 6L, 5L, 3L, 5L, 6L, 4L, NA, NA, 2L, 5L, 5L, 3L, 
##     5L, NA, 5L, 4L, 3L, 5L, 6L, 3L, 4L, 5L, NA, 6L, 4L, 6L, 5L, 
##     2L, 6L, 3L, 5L, 6L, 5L, 2L, 6L, 4L, 2L, 6L, NA, NA, NA, 1L, 
##     3L, 6L, NA, 6L, 3L, 3L, 3L, 6L, 6L, NA, 3L, 3L, 4L, 5L, NA, 
##     NA, 5L, 5L, 6L, 3L, 6L, 6L, 4L, 6L, 5L, 4L, 3L, 3L, 5L, 6L, 
##     1L, 6L, 4L, 5L, 6L, 6L, 3L, 5L, NA, 6L, 3L, 5L, 5L, 2L, 1L, 
##     4L, 6L, 6L, 5L, 5L, 6L, 5L, 6L, 5L, 4L, 6L, NA, 1L, 4L, 4L, 
##     2L, 3L, 4L, 4L, 5L, 4L, 3L, 5L, 2L, NA, NA, 6L, 6L, 5L, 6L, 
##     3L, 6L, 4L, 1L, 4L, 4L, 3L, 2L, 4L, 3L, 4L, 4L, 5L, 3L, 4L, 
##     3L, 4L, 5L, 2L, 5L, 4L, 4L, 4L, 3L, 3L, 4L, 6L, 4L, 3L, 2L, 
##     3L, NA, 6L, 4L, 4L, 5L, 3L, NA, 2L, 3L, 6L, 2L, 3L, 4L, 4L, 
##     NA, 5L, 5L, 4L, 3L, 6L, NA, 5L, 6L, NA, 5L, 4L, 5L, NA, 6L, 
##     6L, 6L, 4L, 6L, 5L, 6L, 5L, 5L, 6L, 3L, 6L, 3L, 6L, 6L, 1L, 
##     6L, 6L, 5L, 1L, 4L, 5L, 5L, NA, 6L, 6L, 4L, NA, 4L, 4L, 6L, 
##     6L, 6L, 5L, 3L, 5L, 6L, 2L, 3L, 2L, 3L, 5L, 5L, 2L, NA, 5L, 
##     5L, 6L, 5L, 4L, 2L, 5L, 6L, 5L, 4L, 4L, NA, 5L, 3L, 1L, 4L, 
##     6L, 4L, NA, NA, 5L, 4L, 6L, 3L, 5L, 5L, 5L, 5L, 5L, 5L, 5L, 
##     5L, 5L, 4L, NA, 3L, 4L, 4L, 4L, 5L, 3L, 4L, 4L, 5L, 6L, 6L, 
##     6L, 3L, 3L, 3L, 4L, 3L, 6L, 1L, 3L, 3L, 6L, 4L, 4L, 6L, 5L, 
##     6L, 5L, 3L, 6L, 4L, 5L, NA, NA, 4L, 4L, NA, NA, 4L, 6L, NA, 
##     5L, 4L, 5L, 5L, 4L, 1L, 3L, 6L, 3L, 6L, 4L, 4L, 5L, 4L, 5L, 
##     5L, 4L, 3L, 4L, 6L, 2L, 6L, 6L, 4L, 3L, 5L, 1L, 5L, 5L, 5L, 
##     2L, 3L, 5L, 2L, 1L, 2L, 4L, 3L, 4L, 5L, 2L, 2L, 1L, 4L, 3L, 
##     4L, 6L, 5L, 3L, 3L, 5L, 3L, 5L, 4L, 5L, 3L, 4L, 3L, 4L, 6L, 
##     5L, 6L, 3L, 6L, 2L, 6L, 6L, 4L, 5L, 6L, 3L, 4L, 2L, 3L, 4L, 
##     5L, NA, 2L, 4L, 4L, 6L, 5L, 6L, 5L, 4L, 6L, 4L, 6L, NA, 6L, 
##     NA, NA, 3L, 3L, NA, 4L, 5L, 5L, 3L, 6L, 5L, NA, 4L, 5L, 5L, 
##     5L, 5L, 1L, 4L, NA, 4L, 6L, 4L, 6L, 3L, 3L, 3L, 3L, 5L, 3L, 
##     5L, 3L, 3L, 4L, 5L, 4L, 5L, 5L, 3L, 4L, 5L, 4L, 5L, 3L, 4L, 
##     3L, 3L, 3L, 4L, 3L, 6L, 5L, 6L, 3L, 4L, 4L, 4L, 5L, 4L, 4L, 
##     1L, 5L, 3L, 3L, 5L, 6L, 4L, 4L, 4L, 5L, 2L, 3L, 3L, 3L, 6L, 
##     5L, 3L, 5L, 4L, 3L, NA, NA, NA, 5L, 4L, 3L, NA, NA, 6L, NA, 
##     NA, 6L, 5L, 1L, NA, 5L, NA, 2L, NA, 6L, 6L, NA, 2L, 6L, NA, 
##     4L, 4L, 3L, 4L, 5L, 5L, 5L, 6L, 5L, NA, 4L, NA, 1L, NA, 4L, 
##     5L, 5L, 4L, 5L, 5L, NA, NA, 6L, NA, NA, NA, 2L, NA, NA, 5L, 
##     2L, 4L, NA, 3L, NA, NA, NA, 6L, NA, NA, 6L, 4L, NA, 5L, 6L, 
##     3L, NA, 1L, 4L, 6L, 2L, 4L, 6L, 1L, 3L, 3L, 5L, 4L, 6L, 5L, 
##     4L, 1L, 6L, 6L, 4L, 6L, 5L, 5L, 3L, 5L, 6L, 6L, 6L, 3L, 4L, 
##     6L, 4L, 4L, 5L, 2L, 5L, 5L, 5L, 4L, 6L, 4L, 5L, 4L, 2L, 5L, 
##     3L, 5L, 4L, 5L, 4L, 3L, 4L, 6L, NA, 4L, 4L, 6L, 4L, 6L, 5L, 
##     5L, 1L, 4L, 5L, 4L, 5L, 3L, 5L, 6L, 3L, NA, 4L, 4L, 5L, 4L, 
##     3L, 5L, 3L, NA, 4L, 4L, 5L, 3L, 3L, 5L, 4L, 2L, 5L, 4L, 5L, 
##     5L, 5L, 2L, 5L, 6L, 5L, 4L, 5L, 3L, 6L, 3L, 4L, 2L, 5L, 6L, 
##     5L, 5L, 1L, 2L, 5L, 5L, 3L, 4L, 4L, 3L, 5L, 2L, 4L, 2L, 4L, 
##     2L, 4L, 5L, 5L, 5L, 3L, 3L, 6L, 1L, 5L, 4L, 5L, 4L, 3L, 5L, 
##     5L, 6L, 5L, 6L, 3L, 4L, 4L, 4L, 4L, 3L, 3L, 5L, 4L, 2L, 4L, 
##     2L, 4L, 2L, 3L, 6L, 3L, 3L, 2L, 3L, 4L, 4L, 5L, 3L, 4L, 2L, 
##     4L, 3L, 4L, 5L, 4L, 2L, 1L, 3L, NA, NA, NA, NA, 4L, 3L, 6L, 
##     2L, 1L, 3L, 5L, 3L, 1L, 2L, 3L, 5L, 5L, 3L, 5L, 4L, 4L, 2L, 
##     3L, 4L, 3L, 2L, 2L, NA, NA, 3L, 2L, 3L, 3L, 5L, 6L, 5L, 5L, 
##     3L, 5L, 5L, 4L, 5L, 4L, 4L, 3L, 4L, 6L, NA, 4L, 1L, 6L, 3L, 
##     4L, 4L, 5L, 4L, 2L, 3L, 1L, 4L, 3L, 3L, 3L, 4L, 3L, 4L, 2L, 
##     5L, 3L, 6L, 5L, 3L, 4L, 5L, 5L, 5L, 1L, 4L, 6L, 5L, 6L, 2L, 
##     3L, 2L, 2L, 5L, 3L, 1L, 3L, 4L, 3L, 5L, 2L, 3L, 5L, 2L, 4L, 
##     3L, 3L, 4L, 5L, 4L, 6L, 4L, 5L, 4L, 3L, 5L, 4L, 4L, 3L, 2L, 
##     5L, 4L, 4L, 6L, 3L, 6L, 3L, 1L, 2L, NA, 3L, 2L, 6L, 2L, 5L, 
##     3L, 6L, 1L, 4L, 5L, 4L, 5L, 3L, 4L, 3L, 3L, 3L, 4L, 3L, 6L, 
##     5L, 6L, 3L, 4L, 4L, 4L, 5L, 4L, 4L, 1L, 5L, 3L, 3L, 5L, 6L, 
##     4L, 4L, 4L, 5L, 2L, 3L, 3L, 3L, 6L, 5L, 6L, 4L, 5L, 2L, 4L, 
##     5L, 5L, 4L, 4L, 5L, 5L, 6L, 4L, 5L, 2L, 5L, 4L, 3L, 5L, 4L, 
##     4L, 6L, 4L, 4L, 6L, 4L, 5L, 6L, 5L, 1L, 5L, 5L, 4L, 3L, 4L, 
##     5L, 3L, 6L, 4L, 3L, 5L, 3L, 4L, 5L, 3L, 4L, 6L, 3L, 5L, 5L, 
##     6L, 5L, 3L, 5L, 6L, 3L, 5L, 4L, 4L, 4L, 5L, 4L, 3L, 3L, 3L, 
##     4L, 5L, 5L, 2L, 4L, 4L, 4L, 4L, 4L, 2L, 4L, 5L, 4L, 3L, 3L, 
##     6L, 6L, 6L, 5L, 3L, 5L, 3L, 6L, 3L, 4L, 4L, 1L, 3L, 6L, 6L, 
##     4L, 4L, 6L, 6L, 5L, 5L, 6L, 6L, 5L, 5L, 6L, 6L, 5L, 4L, 3L, 
##     6L, 5L, 1L, 3L, 5L, 1L, 3L, 5L, 5L, 6L, 5L, 5L, 3L, 3L, 4L, 
##     6L, 3L, 4L, 3L, 1L, 3L, 5L, 4L, 3L, 3L, 3L, 5L, 2L, 4L, 4L, 
##     4L, 3L, 2L, 6L, 6L, 4L, 5L, 2L, 6L, 4L, 4L, 2L, 4L, 4L, 5L, 
##     5L, 1L, 5L, 4L, 4L, 5L, NA, 3L, 5L, NA, NA, 2L, 2L, NA, 4L, 
##     5L, NA, 3L, 3L, 5L, 5L, NA, 6L, 2L, 5L, 2L, NA, 3L, 4L, 2L, 
##     5L, 4L, 5L, 5L, 5L, 5L, 3L, 6L, 6L, 5L, 5L, 3L, NA, 6L, 3L, 
##     4L, NA, 2L, 5L, 5L, 4L, 3L, 1L, 4L, 4L, NA, NA), ASDQII_16 = c(4L, 
##     2L, 6L, 4L, 3L, 2L, 1L, 3L, 5L, 5L, 4L, 3L, 5L, 4L, 4L, 4L, 
##     1L, 4L, 4L, 4L, 5L, 4L, 4L, 5L, 5L, 4L, 5L, 4L, 4L, 4L, 1L, 
##     5L, 4L, 4L, 5L, 6L, 5L, 6L, 5L, 5L, 4L, 4L, 2L, 5L, 4L, 4L, 
##     6L, 6L, 4L, 5L, 4L, 6L, 6L, 6L, 5L, 4L, 5L, 4L, 5L, 4L, 5L, 
##     4L, 3L, 3L, 6L, 5L, 4L, 2L, 5L, 3L, 4L, 5L, 4L, 4L, 3L, 3L, 
##     5L, 3L, 4L, 3L, 5L, 4L, 3L, 3L, 5L, 5L, 5L, 5L, 6L, 6L, 6L, 
##     5L, 4L, 5L, 3L, 5L, 3L, 4L, 4L, 3L, 4L, 3L, 3L, 4L, 5L, 4L, 
##     4L, 5L, 2L, 3L, 5L, 5L, 3L, 3L, 5L, 1L, 4L, 6L, 2L, 5L, 3L, 
##     5L, 5L, 6L, 4L, 4L, 6L, 6L, 6L, 5L, 4L, 6L, 4L, 6L, 4L, 5L, 
##     6L, 6L, 5L, 6L, 5L, 6L, 5L, 4L, NA, 5L, 5L, 6L, 5L, NA, NA, 
##     NA, 5L, 5L, 4L, NA, NA, 4L, 4L, 3L, 6L, 3L, 4L, 6L, 5L, 4L, 
##     6L, 6L, 5L, 5L, NA, 5L, NA, 6L, 4L, 4L, 5L, 4L, 3L, 4L, 6L, 
##     5L, 5L, 6L, 2L, 3L, 4L, 5L, 4L, 4L, 5L, 6L, 6L, 5L, 3L, 4L, 
##     6L, 4L, 5L, 4L, 5L, 3L, 5L, 5L, 4L, NA, NA, 2L, 4L, 5L, 3L, 
##     6L, NA, 5L, 5L, 3L, 5L, 5L, 2L, 4L, 5L, NA, 5L, 4L, 6L, 6L, 
##     3L, 6L, 4L, 5L, 6L, 5L, 3L, 5L, 4L, 6L, 6L, NA, NA, NA, 3L, 
##     5L, 6L, NA, 3L, 5L, 4L, 3L, 5L, 6L, NA, 4L, 4L, 4L, 4L, NA, 
##     NA, 6L, 5L, 6L, 3L, 6L, 5L, 5L, 6L, 5L, 4L, 5L, 4L, 5L, 5L, 
##     1L, 6L, 5L, 5L, 6L, 6L, 1L, 5L, NA, 6L, 5L, 6L, 6L, 3L, 6L, 
##     5L, 4L, 6L, 4L, 6L, 6L, 6L, 6L, 6L, 4L, 4L, NA, 1L, 6L, 4L, 
##     5L, 4L, 4L, 3L, 5L, 6L, 4L, 5L, 2L, NA, NA, 6L, 5L, 5L, 6L, 
##     5L, 6L, 5L, 5L, 4L, 3L, 3L, 3L, 5L, 3L, 3L, 5L, 6L, 2L, 2L, 
##     4L, 4L, 5L, 4L, 4L, 5L, 4L, 5L, 6L, 3L, 4L, 6L, 4L, 6L, 4L, 
##     4L, NA, 5L, 5L, 4L, 5L, 6L, NA, 4L, 3L, 6L, 6L, 3L, 6L, 5L, 
##     NA, 6L, 6L, 5L, 3L, 6L, NA, 6L, 6L, NA, 5L, 5L, 5L, NA, 6L, 
##     6L, 6L, 6L, 6L, 6L, 4L, 5L, 6L, 5L, 4L, 6L, 5L, 6L, 5L, 1L, 
##     5L, 6L, 5L, 1L, 5L, 5L, 6L, NA, 6L, 4L, 5L, NA, 4L, 3L, 6L, 
##     6L, 6L, 4L, 4L, 5L, 4L, 4L, 6L, 5L, 3L, 5L, 6L, 1L, NA, 6L, 
##     5L, 5L, 6L, 5L, 3L, 5L, 6L, 6L, 6L, 5L, NA, 5L, 5L, 5L, 4L, 
##     6L, 6L, NA, NA, 4L, 4L, 6L, 4L, 6L, 5L, 6L, 6L, 4L, 5L, 5L, 
##     4L, 5L, 3L, NA, 4L, 5L, 5L, 6L, 5L, 5L, 6L, 5L, 5L, 3L, 6L, 
##     6L, 4L, 6L, 4L, 5L, 4L, 6L, 3L, 3L, 4L, 6L, 3L, 4L, 3L, 4L, 
##     6L, 4L, 6L, 5L, 4L, 6L, NA, NA, 5L, 4L, NA, NA, 5L, 6L, NA, 
##     5L, 4L, 6L, 5L, 3L, 2L, 2L, 3L, 4L, 6L, 4L, 4L, 3L, 4L, 5L, 
##     6L, 4L, 4L, 3L, 6L, 2L, 4L, 6L, 4L, 3L, 5L, 4L, 6L, 4L, 5L, 
##     4L, 4L, 5L, 4L, 3L, 3L, 5L, 3L, 5L, 4L, 1L, 4L, 1L, 4L, 4L, 
##     6L, 5L, 5L, 5L, 5L, 4L, 2L, 6L, 3L, 5L, 4L, 4L, 4L, 5L, 6L, 
##     5L, 6L, 3L, 6L, 4L, 6L, 5L, 4L, 5L, 6L, 4L, 4L, 3L, 4L, 4L, 
##     5L, NA, 4L, 4L, 4L, 3L, 5L, 4L, 5L, 5L, 6L, 3L, 6L, NA, 6L, 
##     NA, NA, 4L, 4L, NA, 4L, 3L, 6L, 3L, 6L, 5L, NA, 4L, 3L, 5L, 
##     6L, 6L, 4L, 4L, NA, 5L, 5L, 5L, 6L, 3L, 4L, 4L, 5L, 6L, 5L, 
##     5L, 3L, 4L, 5L, 5L, 3L, 5L, 5L, 5L, 3L, 6L, 3L, 4L, 4L, 4L, 
##     3L, 3L, 6L, 4L, 4L, 4L, 3L, 5L, 3L, 4L, 3L, 4L, 5L, 4L, 5L, 
##     3L, 5L, 3L, 2L, 5L, 3L, 4L, 4L, 3L, 4L, 4L, 3L, 3L, 4L, 5L, 
##     4L, 4L, 5L, 1L, 4L, NA, NA, NA, 5L, 4L, 3L, NA, NA, 6L, NA, 
##     NA, 6L, 6L, 2L, NA, 5L, NA, 4L, NA, 6L, 6L, NA, 2L, 3L, NA, 
##     6L, 5L, 5L, 4L, 5L, 6L, 6L, 6L, 4L, NA, 4L, NA, 2L, NA, 2L, 
##     5L, 6L, 5L, 4L, 3L, NA, NA, 6L, NA, NA, NA, 4L, NA, NA, 6L, 
##     4L, 3L, NA, 3L, NA, NA, NA, 5L, NA, NA, 6L, 4L, NA, 2L, 5L, 
##     4L, NA, 2L, 5L, 5L, 4L, 5L, 6L, 4L, 3L, 2L, 3L, 4L, 6L, 5L, 
##     4L, 3L, 6L, 6L, 5L, 6L, 6L, 4L, 4L, 5L, 6L, 4L, 5L, 2L, 4L, 
##     3L, 4L, 5L, 4L, 3L, 5L, 4L, 3L, 4L, 6L, 4L, 5L, 4L, 4L, 5L, 
##     4L, 5L, 2L, 5L, 3L, 4L, 1L, 5L, NA, 4L, 6L, 5L, 2L, 4L, 5L, 
##     4L, 4L, 4L, 3L, 3L, 4L, 2L, 5L, 4L, 3L, NA, 4L, 4L, 6L, 3L, 
##     6L, 3L, 2L, NA, 2L, 4L, 5L, 3L, 6L, 5L, 5L, 3L, 5L, 4L, 5L, 
##     5L, 6L, 3L, 5L, 4L, 4L, 3L, 4L, 4L, 5L, 5L, 5L, 4L, 5L, 6L, 
##     3L, 5L, 1L, 3L, 5L, 3L, 4L, 5L, 4L, 4L, 5L, 4L, 1L, 6L, 3L, 
##     3L, 4L, 6L, 6L, 5L, 4L, 3L, 6L, 2L, 4L, 4L, 4L, 4L, 6L, 5L, 
##     6L, 6L, 5L, 6L, 4L, 5L, 4L, 5L, 4L, 3L, 3L, 5L, 1L, 4L, 1L, 
##     4L, 4L, 1L, 5L, 6L, 2L, 2L, 6L, 4L, 5L, 4L, 5L, 4L, 4L, 3L, 
##     4L, 3L, 4L, 4L, 4L, 3L, 5L, 3L, NA, NA, NA, NA, 3L, 4L, 6L, 
##     4L, 3L, 4L, 5L, 4L, 6L, 2L, 3L, 6L, 5L, 4L, 4L, 5L, 2L, 4L, 
##     5L, 4L, 3L, 5L, 3L, NA, NA, 2L, 5L, 1L, 4L, 5L, 6L, 5L, 5L, 
##     4L, 4L, 5L, 2L, 5L, 5L, 4L, 5L, 4L, 6L, NA, 4L, 1L, 6L, 5L, 
##     6L, 5L, 5L, 4L, 5L, 4L, 3L, 4L, 4L, 4L, 5L, 5L, 4L, 4L, 4L, 
##     4L, 5L, 6L, 5L, 4L, 5L, 6L, 5L, 5L, 4L, 5L, 6L, 5L, 6L, 2L, 
##     6L, 3L, 4L, 5L, 5L, 4L, 4L, 5L, 3L, 5L, 4L, 5L, 5L, 2L, 6L, 
##     3L, 4L, 5L, 5L, 6L, 6L, 5L, 4L, 4L, 6L, 4L, 4L, 5L, 4L, 2L, 
##     4L, 4L, 5L, 5L, 5L, 6L, 5L, 3L, 4L, NA, 5L, 4L, 5L, 6L, 5L, 
##     3L, 4L, 3L, 3L, 6L, 3L, 4L, 4L, 4L, 3L, 3L, 6L, 4L, 4L, 4L, 
##     3L, 5L, 3L, 4L, 3L, 4L, 5L, 4L, 5L, 3L, 5L, 3L, 2L, 5L, 3L, 
##     4L, 4L, 3L, 4L, 4L, 3L, 3L, 4L, 5L, 4L, 3L, 4L, 4L, 3L, 5L, 
##     5L, 4L, 4L, 4L, 5L, 3L, 6L, 4L, 5L, 4L, 5L, 3L, 4L, 5L, 2L, 
##     1L, 5L, 6L, 2L, 4L, 4L, 5L, 5L, 4L, 4L, 3L, 4L, 4L, 2L, 3L, 
##     5L, 4L, 4L, 4L, 6L, 6L, 3L, 4L, 3L, 2L, 3L, 3L, 4L, 5L, 5L, 
##     5L, 5L, 5L, 4L, 4L, 6L, 4L, 3L, 5L, 4L, 6L, 4L, 4L, 4L, 5L, 
##     6L, 5L, 5L, 6L, 5L, 4L, 5L, 5L, 4L, 6L, 5L, 5L, 4L, 4L, 4L, 
##     6L, 4L, 5L, 5L, 5L, 6L, 4L, 6L, 5L, 4L, 5L, 5L, 4L, 4L, 5L, 
##     4L, 5L, 5L, 6L, 5L, 4L, 5L, 4L, 6L, 5L, 5L, 6L, 3L, 5L, 4L, 
##     5L, 5L, 3L, 6L, 4L, 3L, 2L, 4L, 5L, 6L, 5L, 5L, 4L, 4L, 5L, 
##     6L, 5L, 4L, 2L, 4L, 3L, 3L, 4L, 5L, 4L, 5L, 6L, 5L, 5L, 4L, 
##     4L, 3L, 5L, 5L, 6L, 6L, 5L, 3L, 5L, 3L, 4L, 3L, 5L, 5L, 6L, 
##     5L, 2L, 6L, 5L, 5L, 5L, NA, 3L, 5L, NA, NA, 3L, 2L, NA, 5L, 
##     5L, NA, 4L, 5L, 3L, 4L, NA, 4L, 4L, 4L, 5L, NA, 4L, 6L, 5L, 
##     4L, 5L, 6L, 5L, 5L, 4L, 3L, 3L, 5L, 5L, 4L, 4L, NA, 5L, 3L, 
##     4L, NA, 3L, 5L, 4L, 4L, 4L, 6L, 5L, 5L, NA, NA), ASDQII_17 = c(5L, 
##     5L, 6L, 4L, 3L, 2L, 1L, 2L, 4L, 5L, 4L, 4L, 4L, 4L, 4L, 5L, 
##     4L, 5L, 4L, 4L, 5L, 4L, 4L, 4L, 4L, 3L, 3L, 4L, 4L, 5L, 1L, 
##     4L, 4L, 3L, 5L, 5L, 4L, 6L, 5L, 5L, 4L, 5L, 2L, 5L, 3L, 3L, 
##     6L, 6L, 4L, 5L, 4L, 6L, 6L, 5L, 5L, 3L, 6L, 4L, 5L, 4L, 5L, 
##     4L, 3L, 2L, 3L, 5L, 4L, 6L, 4L, 2L, 4L, 5L, 3L, 4L, 4L, 3L, 
##     6L, 2L, 4L, 3L, 4L, 3L, 6L, 3L, 5L, 4L, 5L, 4L, 6L, 5L, 5L, 
##     5L, 4L, 4L, 2L, 6L, 4L, 4L, 3L, 4L, 4L, 3L, 2L, 4L, 5L, 4L, 
##     4L, 4L, 2L, 3L, 4L, 4L, 3L, 3L, 5L, 1L, 5L, 6L, 2L, 5L, 3L, 
##     5L, 4L, 6L, 4L, 4L, 6L, 6L, 6L, 4L, 4L, 5L, 3L, 6L, 5L, 5L, 
##     5L, 6L, 5L, 6L, 6L, 6L, 5L, 5L, NA, 5L, 4L, 5L, 6L, NA, NA, 
##     NA, 4L, 5L, 4L, NA, NA, 4L, 5L, 2L, 6L, 4L, 5L, 6L, 5L, 4L, 
##     6L, 6L, 5L, 5L, NA, 5L, NA, 6L, 4L, 4L, 4L, 4L, 3L, 4L, 6L, 
##     5L, 6L, 5L, 2L, 4L, 3L, 5L, 4L, 4L, 6L, 6L, 5L, 4L, 4L, 5L, 
##     6L, 3L, 5L, 4L, 5L, 3L, 5L, 5L, 4L, NA, NA, 2L, 4L, 5L, 4L, 
##     6L, NA, 6L, 5L, 3L, 5L, 5L, 4L, 4L, 5L, NA, 5L, 4L, 6L, 6L, 
##     4L, 6L, 5L, 5L, 5L, 5L, 4L, 4L, 4L, 5L, 5L, NA, NA, NA, 3L, 
##     5L, 6L, NA, 6L, 6L, 5L, 4L, 5L, 6L, NA, 3L, 1L, 4L, 5L, NA, 
##     NA, 6L, 6L, 6L, 3L, 6L, 6L, 4L, 6L, 5L, 5L, 3L, 4L, 5L, 6L, 
##     2L, 5L, 6L, 5L, 6L, 6L, 2L, 5L, NA, 6L, 6L, 6L, 6L, 3L, 5L, 
##     4L, 6L, 6L, 4L, 5L, 6L, 6L, 6L, 6L, 3L, 5L, NA, 4L, 4L, 4L, 
##     5L, 3L, 4L, 1L, 5L, 6L, 4L, 4L, 2L, NA, NA, 4L, 5L, 5L, 6L, 
##     4L, 5L, 5L, 4L, 4L, 5L, 4L, 4L, 4L, 3L, 4L, 5L, 6L, 4L, 3L, 
##     5L, 5L, 4L, 4L, 4L, 5L, 4L, 4L, 4L, 4L, 6L, 5L, 4L, 6L, 3L, 
##     6L, NA, 6L, 5L, 4L, 4L, 6L, NA, 3L, 3L, 6L, 3L, 4L, 5L, 4L, 
##     NA, 6L, 4L, 6L, 4L, 6L, NA, 6L, 6L, NA, 5L, 5L, 4L, NA, 6L, 
##     6L, 6L, 6L, 4L, 5L, 6L, 6L, 6L, 5L, 5L, 6L, 4L, 6L, 5L, 1L, 
##     5L, 6L, 6L, 1L, 3L, 5L, 4L, NA, 6L, 5L, 5L, NA, 6L, 3L, 6L, 
##     6L, 6L, 5L, 4L, 5L, 3L, 4L, 5L, 5L, 4L, 5L, 6L, 2L, NA, 6L, 
##     4L, 5L, 6L, 4L, 3L, 6L, 6L, 5L, 4L, 5L, NA, 6L, 3L, 6L, 5L, 
##     6L, 6L, NA, NA, 5L, 5L, 6L, 4L, 6L, 5L, 5L, 6L, 4L, 4L, 4L, 
##     5L, 4L, 4L, NA, 4L, 4L, 5L, 6L, 4L, 4L, 5L, 5L, 5L, 5L, 6L, 
##     6L, 5L, 6L, 4L, 5L, 4L, 6L, 5L, 2L, 5L, 6L, 3L, 4L, 5L, 5L, 
##     5L, 4L, 6L, 6L, 4L, 5L, NA, NA, 4L, 4L, NA, NA, 5L, 6L, NA, 
##     5L, 4L, 6L, 4L, 3L, 2L, 2L, 2L, 4L, 6L, 4L, 5L, 4L, 5L, 5L, 
##     6L, 4L, 2L, 4L, 6L, 2L, 5L, 6L, 4L, 4L, 5L, 4L, 5L, 5L, 4L, 
##     3L, 4L, 5L, 3L, 2L, 3L, 5L, 3L, 6L, 4L, 1L, 3L, 4L, 4L, 3L, 
##     5L, 4L, 4L, 5L, 4L, 4L, 3L, 6L, 4L, 5L, 4L, 4L, 6L, 4L, 6L, 
##     5L, 6L, 3L, 6L, 4L, 6L, 5L, 5L, 5L, 6L, 4L, 4L, 1L, 5L, 4L, 
##     2L, NA, 3L, 4L, 5L, 2L, 5L, 4L, 5L, 4L, 6L, 3L, 6L, NA, 6L, 
##     NA, NA, 1L, 4L, NA, 5L, 5L, 6L, 3L, 6L, 4L, NA, 4L, 4L, 1L, 
##     6L, 6L, 3L, 4L, NA, 5L, 5L, 5L, 6L, 3L, 3L, 3L, 4L, 6L, 5L, 
##     5L, 4L, 2L, 6L, 5L, 4L, 4L, 6L, 6L, 4L, 5L, 3L, 4L, 4L, 5L, 
##     3L, 2L, 5L, 4L, 3L, 5L, 4L, 5L, 4L, 4L, 3L, 4L, 5L, 3L, 5L, 
##     4L, 4L, 4L, 3L, 5L, 4L, 5L, 6L, 3L, 4L, 4L, 1L, 3L, 3L, 5L, 
##     3L, 4L, 4L, 1L, 4L, NA, NA, NA, 6L, 4L, 3L, NA, NA, 6L, NA, 
##     NA, 6L, 5L, 1L, NA, 5L, NA, 4L, NA, 6L, 6L, NA, 3L, 4L, NA, 
##     6L, 5L, 4L, 5L, 5L, 5L, 6L, 6L, 5L, NA, 4L, NA, 2L, NA, 4L, 
##     5L, 6L, 4L, 5L, 4L, NA, NA, 6L, NA, NA, NA, 4L, NA, NA, 6L, 
##     2L, 3L, NA, 3L, NA, NA, NA, 5L, NA, NA, 6L, 4L, NA, 3L, 5L, 
##     1L, NA, 1L, 5L, 5L, 4L, 5L, 6L, 4L, 3L, 3L, 3L, 4L, 6L, 5L, 
##     5L, 3L, 6L, 6L, 4L, 6L, 5L, 4L, 5L, 5L, 6L, 4L, 5L, 1L, 4L, 
##     3L, 4L, 4L, 4L, 3L, 5L, 3L, 4L, 5L, 5L, 4L, 5L, 4L, 4L, 5L, 
##     3L, 5L, 3L, 5L, 4L, 6L, 1L, 5L, NA, 3L, 6L, 5L, 3L, 5L, 5L, 
##     4L, 4L, 4L, 3L, 3L, 4L, 4L, 5L, 5L, 3L, NA, 4L, 5L, 6L, 4L, 
##     5L, 4L, 3L, NA, 3L, 4L, 4L, 3L, 6L, 5L, 5L, 3L, 4L, 3L, 5L, 
##     5L, 5L, 4L, 5L, 4L, 5L, 4L, 4L, 3L, 6L, 5L, 4L, 5L, 5L, 6L, 
##     3L, 5L, 2L, 5L, 5L, 4L, 3L, 5L, 4L, 4L, 5L, 4L, 3L, 4L, 4L, 
##     3L, 4L, 6L, 6L, 6L, 4L, 3L, 6L, 6L, 4L, 5L, 3L, 3L, 3L, 5L, 
##     5L, 6L, 5L, 6L, 5L, 5L, 4L, 6L, 4L, 4L, 3L, 4L, 2L, 4L, 4L, 
##     4L, 4L, 3L, 4L, 6L, 6L, 4L, 4L, 2L, 5L, 4L, 5L, 4L, 4L, 5L, 
##     4L, 4L, 5L, 5L, 4L, 4L, 3L, 4L, NA, NA, NA, NA, 3L, 4L, 6L, 
##     5L, 4L, 5L, 5L, 4L, 3L, 5L, 3L, 5L, 5L, 4L, 6L, 5L, 3L, 5L, 
##     4L, 4L, 4L, 4L, 5L, NA, NA, 2L, 4L, 4L, 6L, 5L, 6L, 6L, 4L, 
##     4L, 4L, 6L, 3L, 5L, 5L, 5L, 5L, 4L, 6L, NA, 4L, 1L, 6L, 5L, 
##     6L, 5L, 5L, 5L, 5L, 5L, 2L, 4L, 5L, 4L, 5L, 5L, 5L, 5L, 3L, 
##     4L, 4L, 6L, 5L, 4L, 5L, 6L, 5L, 5L, 4L, 6L, 5L, 4L, 5L, 2L, 
##     6L, 4L, 4L, 5L, 5L, 3L, 5L, 5L, 3L, 5L, 4L, 4L, 5L, 3L, 6L, 
##     2L, 4L, 5L, 5L, 6L, 6L, 4L, 4L, 4L, 6L, 4L, 4L, 4L, 4L, 2L, 
##     4L, 3L, 5L, 6L, 5L, 6L, 5L, 1L, 3L, NA, 4L, 4L, 5L, 6L, 5L, 
##     3L, 6L, 4L, 4L, 5L, 3L, 4L, 4L, 5L, 3L, 2L, 5L, 4L, 3L, 5L, 
##     4L, 5L, 4L, 4L, 3L, 4L, 5L, 3L, 5L, 4L, 4L, 4L, 3L, 5L, 4L, 
##     5L, 6L, 3L, 4L, 4L, 1L, 3L, 3L, 5L, 3L, 3L, 4L, 4L, 3L, 4L, 
##     5L, 3L, 5L, 4L, 5L, 4L, 5L, 4L, 5L, 4L, 5L, 4L, 6L, 5L, 3L, 
##     1L, 5L, 6L, 3L, 5L, 3L, 5L, 5L, 4L, 4L, 3L, 4L, 4L, 4L, 3L, 
##     5L, 3L, 5L, 4L, 5L, 6L, 3L, 5L, 4L, 3L, 4L, 3L, 5L, 5L, 5L, 
##     6L, 6L, 5L, 4L, 4L, 5L, 4L, 4L, 6L, 3L, 6L, 4L, 4L, 4L, 5L, 
##     5L, 6L, 5L, 5L, 4L, 4L, 6L, 4L, 4L, 6L, 5L, 5L, 4L, 5L, 4L, 
##     6L, 3L, 5L, 6L, 5L, 6L, 4L, 5L, 4L, 4L, 5L, 4L, 4L, 5L, 5L, 
##     4L, 5L, 5L, 6L, 6L, 5L, 6L, 5L, 5L, 5L, 5L, 6L, 3L, 4L, 4L, 
##     5L, 5L, 3L, 6L, 5L, 1L, 3L, 4L, 5L, 6L, 4L, 5L, 3L, 4L, 4L, 
##     6L, 5L, 4L, 3L, 3L, 5L, 3L, 5L, 5L, 5L, 6L, 5L, 4L, 4L, 4L, 
##     4L, 4L, 4L, 6L, 6L, 3L, 5L, 3L, 5L, 5L, 4L, 3L, 5L, 5L, 6L, 
##     6L, 4L, 6L, 4L, 6L, 5L, NA, 3L, 5L, NA, NA, 3L, 2L, NA, 5L, 
##     5L, NA, 4L, 4L, 4L, 3L, NA, 5L, 3L, 4L, 6L, NA, 3L, 6L, 4L, 
##     4L, 5L, 6L, 6L, 5L, 3L, 3L, 5L, 5L, 5L, 5L, 4L, NA, 5L, 3L, 
##     3L, NA, 3L, 5L, 4L, 4L, 4L, 6L, 5L, 5L, NA, NA), ASDQII_18 = c(4L, 
##     3L, 6L, 4L, 4L, 3L, 1L, 2L, 4L, 5L, 4L, 4L, 4L, 4L, 5L, 5L, 
##     4L, 4L, 4L, 4L, 5L, 4L, 5L, 5L, 5L, 4L, 5L, 4L, 4L, 5L, 3L, 
##     5L, 4L, 4L, 4L, 6L, 5L, 5L, 5L, 5L, 5L, 5L, 2L, 4L, 4L, 4L, 
##     6L, 6L, 4L, 6L, 4L, 6L, 6L, 5L, 5L, 4L, 5L, 5L, 6L, 4L, 5L, 
##     4L, 3L, 3L, 4L, 4L, 4L, 6L, 3L, 2L, 4L, 5L, 3L, 4L, 4L, 3L, 
##     5L, 4L, 5L, 3L, 5L, 4L, 3L, 3L, 5L, 5L, 5L, 5L, 6L, 6L, 6L, 
##     5L, 5L, 5L, 3L, 6L, 4L, 3L, 5L, 5L, 5L, 5L, 2L, 3L, 5L, 4L, 
##     4L, 4L, 2L, 4L, 5L, 4L, 3L, 2L, 5L, 1L, 4L, 6L, 2L, 5L, 3L, 
##     5L, 5L, 6L, 5L, 6L, 6L, 5L, 6L, 4L, 4L, 5L, 3L, 6L, 5L, 5L, 
##     6L, 6L, 5L, 6L, 5L, 6L, 5L, 5L, NA, 5L, 5L, 6L, 6L, NA, NA, 
##     NA, 5L, 5L, 4L, NA, NA, 4L, 4L, 3L, 6L, 4L, 4L, 6L, 5L, 3L, 
##     6L, 6L, 5L, 5L, NA, 5L, NA, 6L, 4L, 4L, 4L, 4L, 4L, 4L, 6L, 
##     5L, 6L, 6L, 3L, 3L, 4L, 4L, 5L, 4L, 6L, 6L, 5L, 5L, 4L, 5L, 
##     5L, 4L, 5L, 4L, 5L, 3L, 5L, 5L, 3L, NA, NA, 2L, 5L, 6L, 3L, 
##     5L, NA, 6L, 4L, 3L, 5L, 5L, 2L, 4L, 5L, NA, 5L, 5L, 6L, 6L, 
##     4L, 6L, 4L, 5L, 6L, 6L, 4L, 6L, 4L, 5L, 6L, NA, NA, NA, 3L, 
##     5L, 6L, NA, 4L, 4L, 4L, 4L, 5L, 6L, NA, 5L, 3L, 4L, 5L, NA, 
##     NA, 6L, 6L, 6L, 4L, 6L, 5L, 4L, 6L, 5L, 6L, 5L, 4L, 6L, 6L, 
##     2L, 5L, 6L, 5L, 6L, 6L, 3L, 5L, NA, 6L, 6L, 5L, 6L, 4L, 5L, 
##     5L, 6L, 6L, 4L, 6L, 6L, 6L, 6L, 5L, 4L, 3L, NA, 1L, 5L, 3L, 
##     3L, 4L, 4L, 3L, 5L, 6L, 4L, 5L, 2L, NA, NA, 6L, 6L, 5L, 6L, 
##     3L, 6L, 5L, 6L, 5L, 5L, 3L, 4L, 3L, 4L, 4L, 4L, 5L, 2L, 2L, 
##     5L, 4L, 5L, 3L, 4L, 5L, 4L, 4L, 6L, 4L, 4L, 6L, 4L, 6L, 4L, 
##     2L, NA, 5L, 4L, 4L, 4L, 5L, NA, 3L, 4L, 6L, 1L, 4L, 6L, 4L, 
##     NA, 6L, 6L, 5L, 4L, 6L, NA, 6L, 6L, NA, 5L, 6L, 5L, NA, 6L, 
##     6L, 6L, 6L, 6L, 6L, 6L, 6L, 5L, 6L, 5L, 6L, 5L, 6L, 6L, 2L, 
##     5L, 6L, 6L, 1L, 5L, 5L, 4L, NA, 6L, 4L, 6L, NA, 6L, 4L, 6L, 
##     6L, 6L, 5L, 6L, 5L, 3L, 4L, 4L, 5L, 4L, 6L, 6L, 2L, NA, 6L, 
##     5L, 6L, 6L, 4L, 4L, 6L, 6L, 5L, 6L, 5L, NA, 5L, 4L, 5L, 5L, 
##     6L, 6L, NA, NA, 5L, 4L, 6L, 5L, 6L, 5L, 6L, 6L, 5L, 5L, 5L, 
##     4L, 5L, 2L, NA, 4L, 5L, 5L, 6L, 6L, 4L, 5L, 5L, 6L, 5L, 6L, 
##     6L, 5L, 6L, 4L, 6L, 4L, 6L, 5L, 5L, 5L, 6L, 3L, 4L, 4L, 4L, 
##     6L, 6L, 3L, 5L, 3L, 5L, NA, NA, 5L, 4L, NA, NA, 5L, 6L, NA, 
##     4L, 3L, 6L, 5L, 3L, 2L, 5L, 2L, 4L, 6L, 4L, 5L, 5L, 4L, 5L, 
##     6L, 5L, 2L, 4L, 6L, 2L, 5L, 6L, 4L, 3L, 5L, 3L, 6L, 5L, 5L, 
##     3L, 3L, 5L, 3L, 3L, 3L, 4L, 3L, 5L, 4L, 1L, 3L, 4L, 4L, 3L, 
##     6L, 5L, 4L, 5L, 4L, 4L, 2L, 6L, 3L, 6L, 4L, 4L, 5L, 5L, 6L, 
##     5L, 6L, 3L, 6L, 4L, 6L, 5L, 3L, 5L, 6L, 4L, 2L, 1L, 5L, 5L, 
##     1L, NA, 3L, 5L, 5L, 4L, 5L, 5L, 5L, 4L, 6L, 4L, 6L, NA, 6L, 
##     NA, NA, 4L, 4L, NA, 5L, 3L, 6L, 3L, 6L, 5L, NA, 4L, 4L, 4L, 
##     6L, 4L, 4L, 4L, NA, 5L, 5L, 4L, 5L, 3L, 4L, 4L, 4L, 6L, 5L, 
##     5L, 4L, 4L, 4L, 5L, 4L, 6L, 5L, 6L, 3L, 6L, 4L, 5L, 5L, 4L, 
##     3L, 3L, 5L, 4L, 2L, 4L, 3L, 5L, 4L, 5L, 3L, 5L, 5L, 3L, 5L, 
##     4L, 5L, 4L, 2L, 6L, 5L, 5L, 6L, 3L, 4L, 3L, 3L, 3L, 4L, 6L, 
##     4L, 4L, 4L, 1L, 4L, NA, NA, NA, 6L, 5L, 3L, NA, NA, 6L, NA, 
##     NA, 6L, 6L, 2L, NA, 5L, NA, 4L, NA, 6L, 6L, NA, 2L, 1L, NA, 
##     6L, 5L, 5L, 5L, 4L, 5L, 6L, 6L, 4L, NA, 5L, NA, 2L, NA, 4L, 
##     5L, 6L, 5L, 4L, 3L, NA, NA, 6L, NA, NA, NA, 4L, NA, NA, 6L, 
##     5L, 4L, NA, 4L, NA, NA, NA, 5L, NA, NA, 6L, 4L, NA, 1L, 5L, 
##     1L, NA, 1L, 5L, 5L, 3L, 5L, 6L, 4L, 4L, 5L, 4L, 5L, 6L, 5L, 
##     4L, 4L, 6L, 6L, 5L, 6L, 6L, 4L, 4L, 5L, 6L, 4L, 5L, 1L, 3L, 
##     4L, 4L, 4L, 4L, 3L, 5L, 4L, 4L, 5L, 5L, 4L, 5L, 4L, 4L, 4L, 
##     3L, 5L, 3L, 5L, 4L, 6L, 2L, 5L, NA, 4L, 6L, 5L, 4L, 5L, 5L, 
##     4L, 4L, 4L, 3L, 3L, 4L, 5L, 5L, 4L, 3L, NA, 4L, 4L, 6L, 4L, 
##     6L, 4L, 2L, NA, 3L, 4L, 5L, 3L, 5L, 5L, 4L, 3L, 4L, 4L, 5L, 
##     5L, 5L, 3L, 5L, 3L, 5L, 4L, 4L, 4L, 5L, 4L, 4L, 5L, 5L, 6L, 
##     4L, 5L, 1L, 4L, 5L, 4L, 3L, 4L, 4L, 3L, 5L, 5L, 4L, 3L, 4L, 
##     2L, 4L, 5L, 6L, 5L, 5L, 4L, 6L, 3L, 5L, 4L, 5L, 4L, 3L, 5L, 
##     6L, 6L, 5L, 6L, 4L, 5L, 4L, 6L, 4L, 3L, 4L, 5L, 2L, 4L, 6L, 
##     4L, 4L, 2L, 5L, 6L, 5L, 2L, 4L, 2L, 5L, 4L, 4L, 4L, 5L, 6L, 
##     4L, 5L, 4L, 5L, 4L, 3L, 1L, 3L, NA, NA, NA, NA, 4L, 4L, 6L, 
##     6L, 5L, 5L, 5L, 4L, 6L, 3L, 3L, 5L, 5L, 4L, 4L, 6L, 3L, 5L, 
##     5L, 4L, 4L, 3L, 5L, NA, NA, 2L, 5L, 4L, 5L, 4L, 6L, 6L, 5L, 
##     4L, 4L, 5L, 3L, 5L, 5L, 4L, 5L, 4L, 6L, NA, 5L, 2L, 6L, 5L, 
##     6L, 5L, 5L, 5L, 5L, 5L, 4L, 4L, 5L, 4L, 4L, 4L, 4L, 4L, 3L, 
##     4L, 5L, 6L, 5L, 4L, 4L, 6L, 6L, 5L, 4L, 6L, 5L, 6L, 6L, 3L, 
##     6L, 3L, 4L, 5L, 5L, 4L, 5L, 5L, 3L, 5L, 4L, 4L, 5L, 4L, 5L, 
##     3L, 5L, 5L, 5L, 5L, 6L, 4L, 5L, 4L, 6L, 4L, 4L, 5L, 4L, 3L, 
##     5L, 2L, 5L, 6L, 4L, 6L, 5L, 4L, 4L, NA, 5L, 4L, 5L, 6L, 5L, 
##     4L, 5L, 4L, 3L, 6L, 4L, 5L, 5L, 4L, 3L, 3L, 5L, 4L, 2L, 4L, 
##     3L, 5L, 4L, 5L, 3L, 5L, 5L, 3L, 5L, 4L, 5L, 4L, 2L, 6L, 5L, 
##     5L, 6L, 3L, 4L, 3L, 3L, 3L, 4L, 6L, 4L, 4L, 4L, 4L, 3L, 4L, 
##     5L, 4L, 5L, 4L, 5L, 4L, 5L, 4L, 4L, 4L, 5L, 4L, 6L, 5L, 3L, 
##     2L, 5L, 6L, 4L, 5L, 4L, 5L, 5L, 4L, 4L, 3L, 4L, 4L, 5L, 3L, 
##     5L, 3L, 4L, 4L, 6L, 6L, 3L, 4L, 4L, 2L, 4L, 3L, 5L, 6L, 4L, 
##     6L, 5L, 4L, 4L, 4L, 6L, 4L, 5L, 5L, 4L, 6L, 4L, 4L, 5L, 6L, 
##     5L, 4L, 5L, 6L, 4L, 4L, 6L, 4L, 4L, 6L, 5L, 6L, 4L, 5L, 4L, 
##     6L, 4L, 5L, 5L, 5L, 5L, 3L, 5L, 4L, 5L, 6L, 5L, 3L, 5L, 5L, 
##     4L, 5L, 5L, 6L, 5L, 5L, 5L, 5L, 5L, 4L, 5L, 6L, 3L, 4L, 4L, 
##     5L, 5L, 4L, 6L, 5L, 3L, 5L, 5L, 5L, 6L, 5L, 5L, 3L, 5L, 5L, 
##     6L, 6L, 5L, 3L, 3L, 6L, 3L, 5L, 5L, 5L, 5L, 5L, 5L, 4L, 4L, 
##     4L, 3L, 5L, 6L, 5L, 6L, 5L, 3L, 5L, 5L, 5L, 3L, 5L, 5L, 6L, 
##     6L, 5L, 4L, 4L, 5L, 5L, NA, 3L, 5L, NA, NA, 2L, 3L, NA, 5L, 
##     5L, NA, 4L, 5L, 4L, 3L, NA, 4L, 4L, 4L, 4L, NA, 4L, 6L, 5L, 
##     4L, 4L, 6L, 6L, 6L, 3L, 3L, 5L, 5L, 5L, 5L, 5L, NA, 5L, 3L, 
##     4L, NA, 4L, 5L, 4L, 4L, 4L, 6L, 5L, 5L, NA, NA), ASDQII_19 = c(3L, 
##     3L, 6L, 3L, 4L, 3L, 1L, 4L, 5L, 5L, 4L, 4L, 4L, 4L, 3L, 3L, 
##     4L, 4L, 4L, 5L, 5L, 4L, 5L, 4L, 4L, 4L, 2L, 4L, 4L, 6L, 1L, 
##     5L, 4L, 3L, 5L, 5L, 5L, 5L, 4L, 5L, 5L, 5L, 2L, 5L, 4L, 4L, 
##     6L, 5L, 4L, 5L, 4L, 5L, 6L, 5L, 5L, 4L, 4L, 5L, 5L, 5L, 5L, 
##     5L, 3L, 3L, 3L, 4L, 4L, 6L, 4L, 3L, 4L, 5L, 3L, 4L, 4L, 3L, 
##     5L, 3L, 6L, 3L, 5L, 4L, 3L, 3L, 5L, 3L, 5L, 3L, 6L, 5L, 5L, 
##     4L, 4L, 5L, 3L, 6L, 3L, 3L, 4L, 4L, 4L, 2L, 2L, 4L, 5L, 4L, 
##     4L, 3L, 1L, 3L, 5L, 5L, 3L, 3L, 5L, 1L, 5L, 5L, 2L, 4L, 4L, 
##     4L, 5L, 5L, 5L, 4L, 6L, 6L, 5L, 4L, 4L, 5L, 4L, 5L, 4L, 5L, 
##     5L, 3L, 5L, 5L, 5L, 5L, 5L, 4L, NA, 5L, 5L, 5L, 6L, NA, NA, 
##     NA, 5L, 5L, 4L, NA, NA, 4L, 4L, 2L, 5L, 2L, 4L, 5L, 4L, 4L, 
##     5L, 6L, 4L, 5L, NA, 5L, NA, 6L, 4L, 4L, 5L, 4L, 3L, 3L, 5L, 
##     5L, 5L, 6L, 1L, 4L, 3L, 4L, 4L, 4L, 5L, 6L, 5L, 5L, 3L, 4L, 
##     6L, 3L, 5L, 4L, 4L, 4L, 5L, 5L, 4L, NA, NA, 2L, 5L, 5L, 4L, 
##     6L, NA, 5L, 5L, 4L, 4L, 5L, 3L, 4L, 5L, NA, 5L, 4L, 6L, 6L, 
##     3L, 5L, 5L, 5L, 6L, 5L, 3L, 5L, 4L, 5L, 4L, NA, NA, NA, 2L, 
##     4L, 4L, NA, 3L, 3L, 4L, 3L, 5L, 6L, NA, 4L, 2L, 3L, 4L, NA, 
##     NA, 6L, 6L, 6L, 4L, 6L, 5L, 4L, 6L, 5L, 5L, 4L, 4L, 5L, 6L, 
##     1L, 4L, 4L, 5L, 6L, 5L, 3L, 5L, NA, 6L, 5L, 4L, 5L, 3L, 6L, 
##     3L, 5L, 6L, 4L, 5L, 5L, 6L, 6L, 5L, 5L, 5L, NA, 3L, 4L, 4L, 
##     3L, 4L, 4L, 2L, 5L, 5L, 6L, 5L, 2L, NA, NA, 4L, 6L, 5L, 6L, 
##     3L, 5L, 5L, 4L, 4L, 2L, 3L, 3L, 4L, 4L, 4L, 4L, 5L, 4L, 2L, 
##     4L, 4L, 4L, 2L, 5L, 4L, 4L, 5L, 5L, 3L, 5L, 6L, 4L, 5L, 3L, 
##     2L, NA, 5L, 4L, 4L, 4L, 5L, NA, 3L, 3L, 6L, 6L, 4L, 5L, 5L, 
##     NA, 6L, 6L, 5L, 5L, 5L, NA, 6L, 6L, NA, 5L, 4L, 4L, NA, 5L, 
##     6L, 4L, 5L, 6L, 4L, 6L, 5L, 5L, 6L, 3L, 6L, 4L, 6L, 6L, 4L, 
##     5L, 6L, 6L, 1L, 5L, 6L, 3L, NA, 6L, 5L, 5L, NA, 5L, 3L, 5L, 
##     5L, 6L, 2L, 4L, 4L, 3L, 4L, 4L, 5L, 4L, 5L, 6L, 4L, NA, 5L, 
##     5L, 5L, 6L, 3L, 3L, 6L, 6L, 5L, 3L, 6L, NA, 5L, 3L, 6L, 2L, 
##     5L, 6L, NA, NA, 5L, 4L, 6L, 5L, 6L, 5L, 5L, 6L, 5L, 5L, 5L, 
##     3L, 5L, 4L, NA, 3L, 4L, 4L, 6L, 5L, 4L, 5L, 4L, 5L, 5L, 6L, 
##     5L, 4L, 6L, 4L, 5L, 4L, 5L, 5L, 1L, 4L, 5L, 4L, 4L, 3L, 4L, 
##     6L, 5L, 6L, 5L, 3L, 5L, NA, NA, 5L, 4L, NA, NA, 5L, 6L, NA, 
##     6L, 4L, 6L, 5L, 4L, 2L, 4L, 4L, 4L, 6L, 4L, 5L, 4L, 2L, 5L, 
##     5L, 5L, 2L, 3L, 6L, 2L, 5L, 6L, 4L, 2L, 4L, 4L, 6L, 5L, 6L, 
##     5L, 4L, 5L, 4L, 2L, 3L, 4L, 3L, 2L, 4L, 1L, 4L, 2L, 2L, 4L, 
##     5L, 4L, 3L, 5L, 3L, 4L, 3L, 6L, 3L, 4L, 3L, 4L, 5L, 6L, 6L, 
##     5L, 6L, 3L, 6L, 4L, 6L, 4L, 4L, 4L, 6L, 4L, 5L, 4L, 4L, 4L, 
##     1L, NA, 2L, 3L, 4L, 3L, 5L, 4L, 5L, 4L, 6L, 3L, 6L, NA, 6L, 
##     NA, NA, 5L, 4L, NA, 4L, 4L, 5L, 3L, 6L, 5L, NA, 4L, 3L, 5L, 
##     6L, 6L, 2L, 4L, NA, 5L, 5L, 4L, 6L, 3L, 3L, 3L, 4L, 6L, 5L, 
##     5L, 4L, 2L, 5L, 5L, 4L, 5L, 6L, 6L, 4L, 6L, 3L, 5L, 4L, 3L, 
##     2L, 3L, 3L, 4L, 3L, 4L, 3L, 5L, 4L, 5L, 4L, 4L, 5L, 5L, 5L, 
##     3L, 5L, 2L, 2L, 5L, 3L, 4L, 4L, 5L, 4L, 3L, 3L, 3L, 4L, 6L, 
##     3L, 4L, 4L, 1L, 4L, NA, NA, NA, 5L, 4L, 2L, NA, NA, 6L, NA, 
##     NA, 6L, 4L, 2L, NA, 5L, NA, 3L, NA, 6L, 6L, NA, 3L, 4L, NA, 
##     5L, 4L, 5L, 4L, 5L, 6L, 6L, 4L, 4L, NA, 4L, NA, 2L, NA, 3L, 
##     5L, 4L, 5L, 4L, 4L, NA, NA, 6L, NA, NA, NA, 3L, NA, NA, 5L, 
##     5L, 4L, NA, 3L, NA, NA, NA, 5L, NA, NA, 6L, 4L, NA, 3L, 5L, 
##     1L, NA, 1L, 5L, 5L, 4L, 4L, 6L, 4L, 3L, 4L, 4L, 6L, 6L, 5L, 
##     4L, 3L, 6L, 5L, 5L, 6L, 6L, 4L, 4L, 4L, 6L, 5L, 5L, 2L, 4L, 
##     5L, 5L, 4L, 4L, 3L, 5L, 4L, 3L, 4L, 6L, 4L, 5L, 4L, 4L, 4L, 
##     3L, 5L, 2L, 5L, 4L, 6L, 4L, 4L, NA, 3L, 6L, 5L, 3L, 5L, 5L, 
##     4L, 4L, 5L, 1L, 3L, 5L, 4L, 5L, 5L, 4L, NA, 4L, 5L, 6L, 3L, 
##     6L, 5L, 3L, NA, 3L, 4L, 4L, 3L, 6L, 5L, 5L, 2L, 5L, 4L, 5L, 
##     5L, 5L, 4L, 5L, 4L, 5L, 5L, 4L, 4L, 5L, 5L, 4L, 4L, 5L, 6L, 
##     5L, 5L, 2L, 5L, 5L, 6L, 4L, 5L, 4L, 3L, 5L, 4L, 4L, 3L, 4L, 
##     4L, 4L, 6L, 6L, 6L, 5L, 3L, 6L, 5L, 5L, 6L, 4L, 4L, 3L, 6L, 
##     6L, 6L, 5L, 6L, 5L, 5L, 4L, 5L, 4L, 4L, 2L, 5L, 1L, 4L, 6L, 
##     4L, 4L, 2L, 4L, 6L, 3L, 4L, 5L, 4L, 5L, 4L, 5L, 5L, 5L, 3L, 
##     4L, 3L, 5L, 4L, 4L, 4L, 3L, 5L, NA, NA, NA, NA, 3L, 3L, 6L, 
##     5L, 4L, 5L, 5L, 4L, 6L, 3L, 3L, 6L, 5L, 3L, 6L, 5L, 3L, 5L, 
##     5L, 4L, 3L, 5L, 5L, NA, NA, 2L, 5L, 6L, 5L, 5L, 6L, 6L, 5L, 
##     4L, 4L, 6L, 2L, 5L, 5L, 4L, 5L, 3L, 6L, NA, 4L, 1L, 5L, 5L, 
##     5L, 5L, 4L, 4L, 5L, 5L, 3L, 4L, 4L, 4L, 6L, 5L, 4L, 5L, 4L, 
##     4L, 4L, 6L, 5L, 4L, 5L, 6L, 5L, 5L, 4L, 5L, 5L, 4L, 5L, 3L, 
##     5L, 3L, 5L, 5L, 6L, 4L, 5L, 5L, 4L, 4L, 5L, 4L, 3L, 4L, 4L, 
##     3L, 4L, 5L, 6L, 4L, 6L, 4L, 5L, 4L, 6L, 4L, 4L, 4L, 3L, 3L, 
##     5L, 2L, 5L, 5L, 5L, 6L, 4L, 3L, 3L, NA, 4L, 4L, 4L, 4L, 4L, 
##     3L, 5L, 3L, 4L, 6L, 3L, 5L, 4L, 3L, 2L, 3L, 3L, 4L, 3L, 4L, 
##     3L, 5L, 4L, 5L, 4L, 4L, 5L, 5L, 5L, 3L, 5L, 2L, 2L, 5L, 3L, 
##     4L, 4L, 5L, 4L, 3L, 3L, 3L, 4L, 6L, 3L, 5L, 5L, 4L, 3L, 4L, 
##     5L, 4L, 4L, 4L, 5L, 3L, 6L, 4L, 4L, 4L, 5L, 4L, 6L, 5L, 2L, 
##     4L, 4L, 6L, 3L, 5L, 3L, 5L, 5L, 4L, 4L, 1L, 5L, 5L, 4L, 3L, 
##     5L, 3L, 5L, 4L, 6L, 6L, 4L, 5L, 5L, 3L, 3L, 1L, 4L, 4L, 5L, 
##     5L, 5L, 5L, 4L, 4L, 5L, 4L, 5L, 4L, 5L, 5L, 4L, 4L, 4L, 5L, 
##     5L, 5L, 4L, 5L, 4L, 4L, 5L, 5L, 5L, 5L, 5L, 5L, 5L, 4L, 4L, 
##     5L, 4L, 5L, 5L, 4L, 5L, 4L, 5L, 4L, 4L, 5L, 3L, 4L, 5L, 4L, 
##     4L, 5L, 5L, 6L, 6L, 4L, 5L, 5L, 5L, 6L, 5L, 5L, 4L, 4L, 4L, 
##     5L, 5L, 3L, 5L, 4L, 2L, 4L, 5L, 4L, 6L, 4L, 5L, 3L, 4L, 5L, 
##     6L, 5L, 4L, 3L, 4L, 4L, 4L, 4L, 5L, 4L, 5L, 5L, 4L, 4L, 3L, 
##     4L, 3L, 4L, 5L, 5L, 3L, 4L, 3L, 5L, 5L, 5L, 3L, 5L, 5L, 5L, 
##     5L, 4L, 4L, 5L, 4L, 5L, NA, 4L, 5L, NA, NA, 2L, 2L, NA, 5L, 
##     5L, NA, 5L, 5L, 4L, 3L, NA, 4L, 4L, 6L, 4L, NA, 4L, 4L, 4L, 
##     4L, 5L, 6L, 4L, 5L, 3L, 3L, 5L, 5L, 5L, 5L, 5L, NA, 6L, 3L, 
##     3L, NA, 4L, 4L, 5L, 4L, 4L, 6L, 4L, 4L, NA, NA), ASDQII_20 = c(3L, 
##     5L, 6L, 4L, 3L, 4L, 1L, 5L, 4L, 5L, 4L, 5L, 3L, 4L, 4L, 4L, 
##     4L, 5L, 4L, 4L, 5L, 5L, 5L, 4L, 4L, 3L, 4L, 4L, 4L, 5L, 1L, 
##     4L, 4L, 4L, 5L, 5L, 4L, 6L, 5L, 3L, 4L, 4L, 3L, 5L, 4L, 3L, 
##     5L, 5L, 4L, 5L, 4L, 5L, 6L, 5L, 5L, 5L, 4L, 4L, 5L, 4L, 5L, 
##     4L, 3L, 2L, 5L, 4L, 4L, 6L, 4L, 3L, 4L, 5L, 5L, 4L, 3L, 3L, 
##     5L, 3L, 4L, 3L, 4L, 2L, 3L, 3L, 5L, 3L, 5L, 4L, 6L, 4L, 5L, 
##     5L, 5L, 5L, 4L, 6L, 3L, 3L, 4L, 3L, 4L, 2L, 2L, 3L, 5L, 5L, 
##     4L, 3L, 1L, 2L, 5L, 5L, 3L, 3L, 5L, 1L, 4L, 4L, 4L, 4L, 4L, 
##     5L, 5L, 5L, 5L, 5L, 6L, 6L, 5L, 5L, 5L, 5L, 2L, 5L, 6L, 5L, 
##     5L, 3L, 4L, 5L, 5L, 5L, 5L, 5L, NA, 5L, 5L, 5L, 6L, NA, NA, 
##     NA, 6L, 5L, 5L, NA, NA, 5L, 4L, 3L, 5L, 4L, 4L, 6L, 4L, 4L, 
##     5L, 6L, 5L, 5L, NA, 5L, NA, 6L, 4L, 4L, 4L, 3L, 2L, 4L, 6L, 
##     5L, 5L, 6L, 2L, 3L, 5L, 4L, 4L, 4L, 5L, 6L, 4L, 4L, 4L, 3L, 
##     5L, 4L, 6L, 5L, 5L, 4L, 5L, 5L, 3L, NA, NA, 1L, 5L, 5L, 4L, 
##     6L, NA, 5L, 5L, 4L, 5L, 5L, 3L, 4L, 5L, NA, 5L, 4L, 6L, 6L, 
##     4L, 6L, 5L, 5L, 6L, 5L, 3L, 6L, 4L, 6L, 6L, NA, NA, NA, 3L, 
##     5L, 6L, NA, 3L, 3L, 5L, 4L, 5L, 6L, NA, 5L, 2L, 4L, 5L, NA, 
##     NA, 6L, 5L, 6L, 5L, 6L, 5L, 5L, 6L, 5L, 4L, 5L, 3L, 5L, 6L, 
##     1L, 5L, 5L, 5L, 6L, 5L, 4L, 5L, NA, 6L, 6L, 5L, 6L, 4L, 1L, 
##     4L, 4L, 6L, 5L, 5L, 6L, 6L, 6L, 5L, 4L, 5L, NA, 1L, 3L, 4L, 
##     4L, 4L, 4L, 2L, 5L, 5L, 4L, 4L, 2L, NA, NA, 5L, 5L, 5L, 6L, 
##     2L, 5L, 5L, 4L, 5L, 5L, 3L, 3L, 5L, 4L, 2L, 5L, 6L, 2L, 3L, 
##     4L, 4L, 4L, 3L, 4L, 4L, 4L, 4L, 5L, 3L, 4L, 6L, 4L, 5L, 2L, 
##     4L, NA, 6L, 4L, 4L, 5L, 5L, NA, 3L, 4L, 6L, 6L, 5L, 6L, 5L, 
##     NA, 6L, 5L, 5L, 4L, 5L, NA, 5L, 6L, NA, 5L, 5L, 3L, NA, 5L, 
##     6L, 5L, 5L, 6L, 4L, 6L, 6L, 6L, 6L, 5L, 5L, 4L, 6L, 6L, 1L, 
##     6L, 6L, 6L, 1L, 5L, 6L, 3L, NA, 6L, 4L, 5L, NA, 5L, 3L, 6L, 
##     6L, 6L, 3L, 4L, 6L, 3L, 4L, 5L, 3L, 5L, 5L, 6L, 3L, NA, 5L, 
##     5L, 5L, 4L, 4L, 3L, 5L, 6L, 5L, 6L, 5L, NA, 6L, 4L, 4L, 4L, 
##     6L, 6L, NA, NA, 3L, 5L, 5L, 3L, 6L, 5L, 6L, 6L, 5L, 5L, 5L, 
##     4L, 5L, 3L, NA, 3L, 4L, 5L, 6L, 4L, 4L, 5L, 5L, 4L, 3L, 6L, 
##     6L, 4L, 6L, 4L, 5L, 5L, 6L, 6L, 1L, 3L, 6L, 3L, 2L, 3L, 4L, 
##     6L, 4L, 5L, 6L, 5L, 4L, NA, NA, 4L, 3L, NA, NA, 5L, 6L, NA, 
##     6L, 3L, 6L, 5L, 3L, 3L, 3L, 3L, 4L, 6L, 4L, 4L, 5L, 4L, 5L, 
##     5L, 5L, 3L, 3L, 6L, 2L, 5L, 6L, 5L, 3L, 5L, 4L, 6L, 5L, 6L, 
##     5L, 4L, 5L, 2L, 3L, 4L, 4L, 3L, 5L, 4L, 1L, 3L, 4L, 2L, 3L, 
##     5L, 4L, 5L, 6L, 4L, 4L, 2L, 5L, 3L, 4L, 3L, 4L, 5L, 6L, 6L, 
##     5L, 6L, 3L, 6L, 4L, 5L, 4L, 4L, 6L, 6L, 4L, 5L, 1L, 3L, 4L, 
##     4L, NA, 2L, 2L, 5L, 2L, 4L, 4L, 5L, 4L, 6L, 3L, 6L, NA, 6L, 
##     NA, NA, 4L, 3L, NA, 5L, 3L, 5L, 3L, 6L, 4L, NA, 4L, 3L, 5L, 
##     5L, 6L, 3L, 5L, NA, 4L, 5L, 5L, 6L, 3L, 4L, 3L, 5L, 6L, 5L, 
##     5L, 3L, 5L, 5L, 5L, 4L, 5L, 6L, 6L, 4L, 6L, 6L, 4L, 5L, 4L, 
##     3L, 1L, 6L, 4L, 3L, 5L, 4L, 5L, 4L, 4L, 3L, 5L, 6L, 6L, 6L, 
##     3L, 5L, 3L, 3L, 6L, 4L, 5L, 4L, 4L, 4L, 3L, 3L, 3L, 4L, 5L, 
##     4L, 4L, 5L, 2L, 4L, NA, NA, NA, 6L, 5L, 2L, NA, NA, 6L, NA, 
##     NA, 6L, 5L, 1L, NA, 5L, NA, 2L, NA, 6L, 6L, NA, 2L, 5L, NA, 
##     5L, 5L, 5L, 5L, 5L, 5L, 5L, 5L, 4L, NA, 4L, NA, 2L, NA, 2L, 
##     5L, 6L, 5L, 5L, 2L, NA, NA, 6L, NA, NA, NA, 3L, NA, NA, 5L, 
##     2L, 4L, NA, 4L, NA, NA, NA, 5L, NA, NA, 6L, 4L, NA, 2L, 5L, 
##     1L, NA, 1L, 5L, 6L, 4L, 4L, 6L, 4L, 3L, 4L, 4L, 4L, 6L, 5L, 
##     4L, 3L, 6L, 6L, 4L, 5L, 5L, 4L, 4L, 5L, 6L, 5L, 6L, 2L, 5L, 
##     3L, 5L, 4L, 4L, 2L, 5L, 4L, 3L, 4L, 6L, 4L, 5L, 4L, 4L, 5L, 
##     4L, 5L, 2L, 5L, 4L, 5L, 3L, 5L, NA, 3L, 6L, 5L, 2L, 5L, 5L, 
##     4L, 4L, 5L, 3L, 3L, 5L, 5L, 5L, 4L, 3L, NA, 4L, 6L, 6L, 3L, 
##     6L, 4L, 3L, NA, 4L, 5L, 4L, 3L, 6L, 5L, 5L, 2L, 4L, 4L, 5L, 
##     5L, 5L, 3L, 5L, 4L, 5L, 5L, 4L, 4L, 5L, 5L, 4L, 4L, 5L, 6L, 
##     3L, 5L, 2L, 5L, 5L, 5L, 3L, 4L, 4L, 5L, 5L, 5L, 3L, 4L, 3L, 
##     3L, 4L, 6L, 6L, 5L, 4L, 3L, 6L, 6L, 4L, 4L, 5L, 4L, 4L, 5L, 
##     6L, 6L, 5L, 6L, 5L, 5L, 4L, 6L, 4L, 3L, 3L, 5L, 2L, 2L, 5L, 
##     5L, 4L, 1L, 4L, 6L, 1L, 2L, 3L, 4L, 5L, 4L, 2L, 4L, 4L, 6L, 
##     4L, 3L, 4L, 5L, 4L, 3L, 2L, 4L, NA, NA, NA, NA, 3L, 4L, 6L, 
##     5L, 3L, 5L, 5L, 4L, 6L, 3L, 3L, 5L, 6L, 4L, 6L, 5L, 4L, 5L, 
##     5L, 4L, 4L, 4L, 2L, NA, NA, 3L, 4L, 6L, 3L, 5L, 6L, 6L, 5L, 
##     4L, 5L, 4L, 2L, 5L, 5L, 5L, 5L, 4L, 6L, NA, 4L, 4L, 6L, 6L, 
##     6L, 5L, 4L, 4L, 5L, 6L, 3L, 5L, 4L, 4L, 5L, 4L, 4L, 5L, 3L, 
##     5L, 5L, 6L, 4L, 4L, 5L, 6L, 6L, 5L, 4L, 4L, 5L, 5L, 6L, 3L, 
##     5L, 4L, 4L, 5L, 6L, 3L, 5L, 5L, 4L, 5L, 4L, 3L, 4L, 5L, 5L, 
##     3L, 5L, 5L, 5L, 5L, 6L, 4L, 4L, 4L, 6L, 4L, 4L, 4L, 4L, 3L, 
##     5L, 3L, 5L, 5L, 5L, 6L, 4L, 3L, 3L, NA, 4L, 4L, 5L, 4L, 5L, 
##     2L, 5L, 3L, 4L, 6L, 6L, 4L, 5L, 4L, 3L, 1L, 6L, 4L, 3L, 5L, 
##     4L, 5L, 4L, 4L, 3L, 5L, 6L, 6L, 6L, 3L, 5L, 3L, 3L, 6L, 4L, 
##     5L, 4L, 4L, 4L, 3L, 3L, 3L, 4L, 5L, 4L, 3L, 5L, 4L, 2L, 4L, 
##     5L, 4L, 4L, 4L, 5L, 3L, 6L, 4L, 5L, 4L, 5L, 4L, 5L, 5L, 2L, 
##     3L, 5L, 6L, 2L, 5L, 3L, 5L, 5L, 4L, 4L, 3L, 5L, 5L, 5L, 3L, 
##     5L, 4L, 4L, 4L, 6L, 6L, 3L, 6L, 4L, 3L, 3L, 2L, 3L, 6L, 5L, 
##     5L, 5L, 6L, 3L, 4L, 6L, 5L, 4L, 5L, 5L, 6L, 4L, 4L, 5L, 5L, 
##     5L, 5L, 5L, 6L, 5L, 4L, 5L, 4L, 5L, 6L, 5L, 5L, 5L, 4L, 4L, 
##     6L, 5L, 6L, 5L, 6L, 6L, 4L, 5L, 5L, 4L, 5L, 4L, 3L, 6L, 5L, 
##     4L, 4L, 5L, 6L, 6L, 3L, 5L, 4L, 5L, 4L, 5L, 6L, 5L, 5L, 4L, 
##     5L, 4L, 4L, 6L, 4L, 3L, 3L, 5L, 5L, 6L, 5L, 5L, 4L, 4L, 5L, 
##     6L, 5L, 4L, 2L, 4L, 5L, 2L, 5L, 4L, 3L, 5L, 6L, 5L, 4L, 4L, 
##     4L, 4L, 3L, 5L, 5L, 4L, 4L, 3L, 5L, 5L, 5L, 3L, 4L, 6L, 5L, 
##     5L, 4L, 5L, 4L, 5L, 5L, NA, 4L, 5L, NA, NA, 2L, 2L, NA, 6L, 
##     4L, NA, 4L, 5L, 6L, 4L, NA, 5L, 4L, 3L, 4L, NA, 4L, 6L, 5L, 
##     4L, 5L, 5L, 5L, 5L, 4L, 3L, 6L, 5L, 5L, 5L, 5L, NA, 6L, 4L, 
##     3L, NA, 5L, 4L, 4L, 4L, 4L, 6L, 4L, 5L, NA, NA), MLQ_1 = c(2L, 
##     1L, 6L, 5L, 7L, 1L, 4L, 4L, 6L, 6L, 6L, 4L, 5L, 4L, 6L, 1L, 
##     4L, 1L, 5L, 4L, 1L, 4L, 4L, 2L, 7L, 4L, 7L, 4L, 4L, 5L, 2L, 
##     4L, 7L, 2L, 6L, 5L, 1L, 7L, 3L, 4L, 5L, 7L, 7L, 6L, 3L, 3L, 
##     5L, 1L, 4L, 4L, 5L, 4L, 1L, 4L, 6L, 4L, 5L, 3L, 4L, 6L, 7L, 
##     4L, 4L, 4L, 7L, 5L, 1L, 1L, 5L, 3L, 3L, 1L, 4L, 2L, 6L, 4L, 
##     6L, 5L, 4L, 4L, 6L, 1L, 7L, 7L, 4L, 7L, 5L, 4L, 5L, 7L, 7L, 
##     4L, 4L, 5L, 5L, 7L, 4L, 4L, 7L, 4L, 6L, 6L, 1L, 5L, 6L, 5L, 
##     7L, 6L, 1L, 3L, 6L, 4L, 5L, 2L, 7L, 1L, 7L, 7L, 2L, 7L, 3L, 
##     5L, 7L, 7L, 4L, 6L, 1L, 4L, 4L, 3L, 4L, 5L, 4L, 5L, 6L, 3L, 
##     6L, 1L, 1L, 6L, 2L, 7L, 3L, 6L, NA, 4L, 6L, 4L, 5L, NA, NA, 
##     NA, 7L, 7L, 3L, NA, NA, 1L, 4L, 4L, 6L, 6L, 4L, 1L, 3L, 4L, 
##     2L, 6L, 6L, 4L, NA, 4L, NA, 6L, 5L, 5L, 4L, 1L, 2L, 4L, 3L, 
##     1L, 6L, 7L, 4L, 3L, 5L, 4L, 4L, 6L, 6L, 7L, 5L, 6L, 6L, 5L, 
##     5L, 7L, 6L, 5L, 5L, 5L, 5L, 6L, 5L, NA, NA, NA, NA, 5L, 6L, 
##     4L, NA, 6L, 7L, 4L, 6L, 7L, 3L, 6L, 6L, NA, 4L, 4L, 3L, 6L, 
##     5L, 4L, 4L, 7L, 4L, 5L, 5L, 5L, 4L, 5L, 4L, NA, NA, NA, 2L, 
##     7L, 6L, NA, 3L, 2L, 4L, 2L, NA, NA, NA, NA, NA, 4L, 3L, NA, 
##     NA, NA, NA, 3L, NA, 6L, NA, 3L, NA, NA, 6L, NA, 6L, 6L, 3L, 
##     2L, 4L, 7L, NA, 7L, 7L, 4L, NA, NA, 1L, 2L, NA, NA, 2L, 6L, 
##     2L, 6L, 7L, NA, 5L, 5L, 5L, NA, 1L, 4L, NA, NA, NA, NA, NA, 
##     NA, 6L, NA, NA, 1L, NA, NA, 3L, 3L, NA, NA, 4L, NA, NA, NA, 
##     NA, 3L, 1L, NA, 4L, NA, NA, 3L, NA, 4L, 6L, NA, 5L, NA, NA, 
##     NA, 4L, 7L, NA, NA, 3L, NA, 3L, NA, 4L, NA, NA, 5L, NA, 7L, 
##     3L, NA, 5L, NA, NA, NA, 6L, NA, NA, NA, NA, NA, 3L, 4L, 5L, 
##     NA, 4L, 4L, 6L, NA, 4L, NA, 6L, 5L, NA, 6L, NA, NA, NA, 5L, 
##     NA, 3L, 3L, NA, 5L, 7L, NA, NA, 6L, 3L, 3L, 3L, 4L, 6L, 6L, 
##     1L, NA, NA, NA, NA, 6L, NA, NA, 7L, 4L, NA, NA, 5L, 2L, 7L, 
##     5L, NA, NA, NA, 5L, NA, 3L, NA, NA, 4L, NA, 4L, NA, NA, 4L, 
##     4L, 5L, 4L, 2L, NA, 2L, NA, 3L, 1L, 7L, NA, 3L, 2L, 1L, 2L, 
##     NA, NA, NA, NA, 6L, 5L, NA, NA, NA, 6L, 4L, NA, 1L, NA, 4L, 
##     3L, NA, 6L, NA, 5L, 6L, NA, 2L, 5L, NA, NA, 5L, NA, 1L, 6L, 
##     NA, NA, 7L, 7L, 6L, NA, 6L, 4L, 2L, NA, 1L, NA, NA, NA, 6L, 
##     NA, NA, 1L, NA, 3L, 4L, NA, NA, NA, 7L, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, 5L, NA, NA, NA, 7L, 4L, 
##     NA, NA, NA, 3L, 6L, NA, NA, 7L, 7L, 6L, 7L, 7L, 7L, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 1L, NA, 5L, 1L, 4L, 
##     6L, 5L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 4L, NA, NA, 
##     NA, NA, NA, NA, 6L, NA, 5L, NA, 7L, 7L, 5L, 4L, 1L, 5L, 7L, 
##     NA, NA, NA, NA, NA, 4L, 5L, 6L, NA, NA, NA, NA, NA, NA, 7L, 
##     NA, NA, 3L, NA, NA, NA, NA, 4L, NA, NA, 4L, NA, 1L, NA, NA, 
##     NA, NA, NA, 7L, NA, 6L, 4L, NA, NA, 5L, 4L, NA, NA, 7L, 6L, 
##     6L, NA, NA, 5L, NA, 3L, NA, 6L, 6L, 4L, 4L, 1L, 1L, 2L, 4L, 
##     3L, 3L, 3L, 5L, 5L, 5L, 4L, 6L, 6L, 6L, 5L, 3L, 7L, 7L, 6L, 
##     5L, 4L, 1L, 5L, 5L, 5L, 6L, 4L, 4L, 2L, 6L, 5L, 1L, 6L, 7L, 
##     6L, 6L, 4L, 1L, 6L, NA, NA, NA, NA, NA, NA, NA, NA, 2L, NA, 
##     NA, 6L, 5L, NA, NA, 6L, NA, 7L, NA, 7L, NA, NA, NA, NA, NA, 
##     7L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 3L, NA, NA, 2L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 7L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 6L, 5L, 
##     NA, NA, 4L, 7L, 4L, 4L, 6L, 7L, 4L, 6L, 4L, 6L, 5L, 6L, 5L, 
##     6L, 4L, 6L, 6L, 7L, 7L, 7L, 5L, 6L, 6L, 6L, 5L, 6L, 5L, 7L, 
##     4L, 6L, 4L, 4L, 2L, 6L, 1L, 4L, 4L, 6L, 7L, 7L, 6L, 4L, 6L, 
##     5L, 4L, 1L, 6L, 7L, 7L, 4L, 7L, NA, 6L, 4L, 6L, 4L, 7L, 6L, 
##     4L, 7L, 6L, 5L, 5L, 6L, 7L, 5L, 5L, 1L, NA, 6L, 6L, 5L, 4L, 
##     7L, 6L, 4L, NA, 7L, 6L, 7L, 4L, 7L, 7L, 6L, 2L, 4L, 4L, 6L, 
##     6L, 7L, 4L, 7L, 7L, 5L, 4L, 4L, 4L, 6L, 5L, 4L, 7L, 1L, 6L, 
##     3L, 5L, 2L, 6L, 7L, 7L, 6L, 6L, 6L, 2L, 6L, 2L, 6L, 5L, 5L, 
##     6L, 5L, 7L, 7L, 7L, 5L, 6L, 6L, 7L, 5L, 7L, 2L, 4L, 5L, 6L, 
##     7L, 7L, 7L, 7L, 6L, 6L, 5L, 7L, 7L, 7L, 5L, 5L, 6L, 5L, 6L, 
##     6L, 7L, 3L, 6L, 6L, 6L, 3L, 6L, 7L, 6L, 6L, 5L, 7L, 3L, 7L, 
##     7L, 5L, 6L, 5L, 6L, 4L, 7L, 6L, NA, NA, NA, NA, 5L, 6L, 6L, 
##     5L, 5L, 6L, 6L, 4L, 7L, 3L, 3L, 5L, 6L, 4L, 4L, 4L, 4L, 6L, 
##     6L, 6L, 4L, 4L, 5L, NA, NA, 3L, 6L, 5L, 6L, 6L, 6L, 7L, 5L, 
##     4L, 7L, 6L, 4L, 5L, 6L, 6L, 6L, 4L, 5L, NA, 7L, 7L, 5L, 4L, 
##     7L, 4L, 6L, 5L, 4L, 7L, 5L, 4L, 7L, 5L, 5L, 4L, 4L, 5L, 4L, 
##     5L, 6L, 1L, 5L, 6L, 5L, 7L, 4L, 3L, 5L, 4L, 7L, 5L, 3L, 2L, 
##     7L, 4L, 4L, 3L, 6L, 2L, 4L, 3L, 4L, 5L, 6L, 5L, 5L, 5L, 5L, 
##     6L, 7L, 6L, 5L, 6L, 6L, 5L, 4L, 6L, 4L, 5L, 2L, 5L, 6L, 2L, 
##     7L, 1L, 3L, 7L, 7L, 4L, 5L, 7L, 5L, NA, 4L, 6L, NA, NA, 6L, 
##     NA, 7L, NA, 2L, 4L, 2L, 2L, 6L, 3L, 4L, 1L, 3L, 2L, 5L, 1L, 
##     6L, 5L, 4L, 1L, 6L, 6L, 8L, 5L, 3L, 5L, 6L, 1L, 7L, 5L, 8L, 
##     2L, 7L, 5L, 6L, 3L, 4L, 5L, 1L, 2L, 3L, 4L, 6L, 4L, 2L, 4L, 
##     6L, 1L, 4L, 7L, 7L, 4L, 6L, 6L, 6L, 4L, 6L, 7L, 7L, 4L, 1L, 
##     4L, 7L, 4L, 4L, 7L, 6L, 6L, 6L, 4L, 7L, 5L, 6L, 6L, 7L, 5L, 
##     5L, 5L, 5L, 6L, 7L, 5L, 1L, 6L, 6L, 4L, 4L, 1L, 4L, 5L, 4L, 
##     4L, 3L, 7L, 3L, 4L, 6L, 6L, 4L, 4L, 2L, 2L, 2L, 2L, 5L, 2L, 
##     3L, 4L, 4L, 5L, 6L, 2L, 5L, 6L, 3L, 4L, 3L, 2L, 5L, 3L, 6L, 
##     6L, 4L, 6L, 3L, 5L, 6L, 4L, 5L, 1L, 4L, 6L, 4L, 2L, 2L, 4L, 
##     7L, 4L, 4L, 6L, 6L, 5L, 5L, 4L, 2L, 4L, 3L, 2L, 3L, 5L, 1L, 
##     4L, 1L, 3L, 6L, 2L, 5L, 3L, 5L, 6L, 6L, 7L, 7L, 5L, 5L, 4L, 
##     6L, 2L, 6L, 1L, 4L, 6L, 3L, 1L, 2L, 2L, 3L, 3L, 5L, 3L, 4L, 
##     6L, 5L, 5L, 5L, 2L, 4L, 5L, 4L, 2L, 2L, 4L, 4L, 4L, 5L, 4L, 
##     5L, 7L, 1L, 4L, 7L, 6L, NA, 6L, 4L, NA, NA, 5L, NA, NA, 4L, 
##     6L, NA, 6L, 3L, 6L, 4L, NA, 4L, 1L, NA, NA, NA, 6L, 3L, 3L, 
##     3L, 4L, 5L, 4L, 5L, NA, NA, 6L, 7L, 4L, 4L, 2L, NA, 6L, 3L, 
##     5L, NA, NA, 5L, 5L, NA, 2L, 3L, 4L, 5L, NA, NA), MLQ_2 = c(2L, 
##     5L, 7L, 6L, 7L, 1L, 4L, 6L, 2L, 6L, 6L, 4L, 4L, 4L, 6L, 4L, 
##     7L, 6L, 6L, 4L, 6L, 7L, 4L, 6L, 4L, 4L, 1L, 4L, 6L, 5L, 3L, 
##     4L, 1L, 5L, 6L, 5L, 6L, 6L, 4L, 4L, 6L, 5L, 5L, 6L, 5L, 1L, 
##     4L, 6L, 5L, 4L, 5L, 4L, 1L, 7L, 6L, 4L, 4L, 3L, 4L, 6L, 7L, 
##     4L, 3L, 5L, 7L, 4L, 4L, 7L, 7L, 3L, 3L, 1L, 6L, 5L, 7L, 4L, 
##     4L, 7L, 4L, 4L, 7L, 3L, 7L, 7L, 6L, 1L, 7L, 4L, 6L, 3L, 6L, 
##     4L, 4L, 5L, 7L, 7L, 5L, 4L, 7L, 4L, 4L, 4L, 1L, 2L, 6L, 5L, 
##     1L, 5L, 6L, 5L, 6L, 6L, 6L, 7L, 5L, 1L, 7L, 7L, 5L, 7L, 5L, 
##     5L, 5L, 7L, 4L, 6L, 7L, 4L, 7L, 5L, 7L, 6L, 6L, 5L, 2L, 7L, 
##     5L, 7L, 6L, 7L, 7L, 5L, 4L, 5L, NA, 1L, 7L, 7L, 7L, NA, NA, 
##     NA, 7L, 6L, 6L, NA, NA, 6L, 6L, 7L, 2L, 4L, 5L, 6L, 6L, 5L, 
##     7L, 6L, 4L, 6L, NA, 6L, NA, 7L, 7L, 7L, 7L, 6L, 1L, 4L, 7L, 
##     6L, 7L, 4L, 7L, 3L, 1L, 4L, 7L, 7L, 6L, 7L, 4L, 5L, 3L, 4L, 
##     6L, 4L, 1L, 6L, 7L, 5L, 7L, 6L, 7L, NA, NA, NA, NA, 7L, 5L, 
##     6L, NA, 6L, 4L, 7L, 5L, 4L, 5L, 7L, 6L, NA, 3L, 4L, 5L, 6L, 
##     5L, 5L, 4L, 5L, 1L, 3L, 5L, 1L, 4L, 2L, 5L, NA, NA, NA, 4L, 
##     7L, 5L, NA, 1L, 5L, 6L, 7L, NA, NA, NA, NA, NA, 3L, 7L, NA, 
##     NA, NA, NA, 5L, NA, 6L, NA, 7L, NA, NA, 3L, NA, 7L, 5L, 5L, 
##     7L, 4L, 6L, NA, 2L, 5L, 7L, NA, NA, 7L, 4L, NA, NA, 4L, 1L, 
##     7L, 6L, 7L, NA, 5L, 6L, 5L, NA, 7L, 6L, NA, NA, NA, NA, NA, 
##     NA, 6L, NA, NA, 1L, NA, NA, 7L, 4L, NA, NA, 6L, NA, NA, NA, 
##     NA, 6L, 5L, NA, 6L, NA, NA, 5L, NA, 4L, 5L, NA, 4L, NA, NA, 
##     NA, 5L, 1L, NA, NA, 4L, NA, 5L, NA, 4L, NA, NA, 5L, NA, 3L, 
##     4L, NA, 6L, NA, NA, NA, 6L, NA, NA, NA, NA, NA, 6L, 5L, 4L, 
##     NA, 4L, 1L, 3L, NA, 4L, NA, 6L, 3L, NA, 6L, NA, NA, NA, 7L, 
##     NA, 6L, 4L, NA, 4L, 7L, NA, NA, 5L, 4L, 6L, 6L, 6L, 7L, 6L, 
##     7L, NA, NA, NA, NA, 5L, NA, NA, 1L, 5L, NA, NA, 4L, 2L, 1L, 
##     7L, NA, NA, NA, 2L, NA, 7L, NA, NA, 4L, NA, 5L, NA, NA, 7L, 
##     6L, 6L, 6L, 5L, NA, 6L, NA, 5L, 7L, 2L, NA, 5L, 7L, 4L, 6L, 
##     NA, NA, NA, NA, 7L, 7L, NA, NA, NA, 7L, 7L, NA, 4L, NA, 6L, 
##     7L, NA, 3L, NA, 3L, 7L, NA, 7L, 6L, NA, NA, 5L, NA, 6L, 2L, 
##     NA, NA, 1L, 7L, 5L, NA, 6L, 2L, 7L, NA, 7L, NA, NA, NA, 5L, 
##     NA, NA, 6L, NA, 4L, 4L, NA, NA, NA, 4L, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, 7L, NA, NA, NA, 7L, 7L, 
##     NA, NA, NA, 5L, 4L, NA, NA, 7L, 7L, 3L, 7L, 1L, 7L, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 1L, NA, 6L, 7L, 6L, 
##     6L, 3L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 4L, NA, NA, 
##     NA, NA, NA, NA, 4L, NA, 7L, NA, 7L, 7L, 5L, 6L, 7L, 6L, 6L, 
##     NA, NA, NA, NA, NA, 5L, 6L, 4L, NA, NA, NA, NA, NA, NA, 7L, 
##     NA, NA, 7L, NA, NA, NA, NA, 4L, NA, NA, 4L, NA, 5L, NA, NA, 
##     NA, NA, NA, 7L, NA, 6L, 5L, NA, NA, 4L, 6L, NA, NA, 7L, 6L, 
##     2L, NA, NA, 5L, NA, 5L, NA, 6L, 6L, 4L, 6L, 7L, 1L, 5L, 7L, 
##     6L, 7L, 5L, 4L, 5L, 7L, 3L, 6L, 6L, 7L, 6L, 4L, 7L, 6L, 7L, 
##     7L, 5L, 7L, 7L, 6L, 5L, 4L, 4L, 6L, 5L, 6L, 6L, 7L, 6L, 4L, 
##     2L, 6L, 7L, 7L, 5L, NA, NA, NA, NA, NA, NA, NA, NA, 6L, NA, 
##     NA, 6L, 7L, NA, NA, 6L, NA, 7L, NA, 7L, NA, NA, NA, NA, NA, 
##     1L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 5L, NA, NA, 4L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 5L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 6L, 7L, 
##     NA, NA, 4L, 7L, 4L, 6L, 7L, 6L, 4L, 6L, 7L, 5L, 5L, 5L, 5L, 
##     6L, 4L, 5L, 3L, 7L, 7L, 7L, 7L, 6L, 7L, 6L, 5L, 4L, 7L, 3L, 
##     7L, 7L, 6L, 6L, 6L, 6L, 7L, 6L, 7L, 6L, 7L, 4L, 6L, 4L, 6L, 
##     6L, 7L, 1L, 6L, 6L, 6L, 5L, 6L, NA, 6L, 7L, 6L, 6L, 7L, 6L, 
##     3L, 1L, 7L, 4L, 6L, 6L, 2L, 6L, 6L, 7L, NA, 6L, 4L, 4L, 6L, 
##     3L, 7L, 5L, NA, 7L, 7L, 7L, 6L, 1L, 5L, 4L, 6L, 6L, 6L, 6L, 
##     6L, 4L, 4L, 7L, 4L, 5L, 7L, 4L, 6L, 7L, 6L, 4L, 6L, 6L, 6L, 
##     3L, 6L, 6L, 2L, 4L, 4L, 5L, 7L, 6L, 6L, 6L, 6L, 4L, 1L, 5L, 
##     7L, 7L, 7L, 7L, 7L, 6L, 5L, 6L, 4L, 5L, 7L, 7L, 4L, 4L, 6L, 
##     6L, 7L, 7L, 7L, 6L, 6L, 2L, 6L, 5L, 6L, 5L, 7L, 6L, 4L, 6L, 
##     6L, 7L, 5L, 7L, 7L, 2L, 2L, 6L, 7L, 6L, 6L, 4L, 6L, 5L, 7L, 
##     6L, 6L, 6L, 5L, 6L, 6L, 7L, 6L, NA, NA, NA, NA, 3L, 5L, 6L, 
##     6L, 5L, 6L, 6L, 5L, 7L, 5L, 3L, 5L, 6L, 4L, 7L, 6L, 5L, 6L, 
##     6L, 6L, 5L, 7L, 7L, NA, NA, 3L, 6L, 5L, 2L, 6L, 1L, 7L, 5L, 
##     6L, 7L, 4L, 5L, 5L, 6L, 4L, 6L, 4L, 5L, NA, 6L, 7L, 6L, 6L, 
##     1L, 6L, 5L, 6L, 5L, 6L, 7L, 5L, 1L, 6L, 7L, 4L, 5L, 5L, 1L, 
##     4L, 7L, 6L, 6L, 6L, 6L, 2L, 5L, 2L, 6L, 4L, 7L, 6L, 6L, 6L, 
##     7L, 7L, 7L, 3L, 6L, 7L, 7L, 4L, 6L, 7L, 6L, 5L, 4L, 7L, 6L, 
##     7L, 7L, 2L, 6L, 7L, 6L, 7L, 3L, 6L, 7L, 6L, 5L, 4L, 5L, 6L, 
##     7L, 7L, 5L, 2L, 7L, 7L, 6L, 4L, 4L, NA, 5L, 6L, NA, NA, 5L, 
##     NA, 2L, NA, 4L, 4L, 5L, 8L, 5L, 8L, 6L, 8L, 8L, 8L, 5L, 8L, 
##     7L, 6L, 5L, 4L, 7L, 5L, 8L, 8L, 7L, 5L, 6L, 7L, 8L, 6L, 7L, 
##     5L, 4L, 6L, 8L, 7L, 5L, 8L, 7L, 6L, 5L, 7L, 7L, 6L, 6L, 6L, 
##     6L, 7L, 7L, 7L, 4L, 6L, 6L, 6L, 6L, 4L, 6L, 6L, 6L, 7L, 1L, 
##     5L, 6L, 7L, 6L, 7L, 6L, 6L, 6L, 3L, 1L, 4L, 6L, 7L, 2L, 6L, 
##     6L, 6L, 6L, 6L, 3L, 4L, 7L, 4L, 7L, 5L, 6L, 7L, 4L, 6L, 7L, 
##     7L, 6L, 5L, 6L, 7L, 7L, 6L, 4L, 6L, 6L, 4L, 4L, 5L, 7L, 2L, 
##     3L, 5L, 6L, 3L, 3L, 4L, 6L, 6L, 5L, 5L, 5L, 6L, 5L, 7L, 7L, 
##     6L, 4L, 4L, 6L, 4L, 3L, 5L, 7L, 5L, 7L, 3L, 7L, 5L, 3L, 7L, 
##     4L, 6L, 5L, 7L, 6L, 7L, 7L, 2L, 5L, 5L, 5L, 7L, 6L, 3L, 3L, 
##     5L, 7L, 3L, 1L, 6L, 5L, 6L, 3L, 5L, 2L, 7L, 7L, 5L, 6L, 7L, 
##     7L, 5L, 7L, 5L, 7L, 7L, 6L, 7L, 7L, 4L, 4L, 6L, 2L, 6L, 6L, 
##     3L, 6L, 6L, 6L, 6L, 7L, 6L, 5L, 5L, 4L, 3L, 6L, 6L, 3L, 2L, 
##     4L, 1L, 6L, 2L, 1L, 6L, NA, 7L, 6L, NA, NA, 5L, NA, NA, 5L, 
##     6L, NA, 1L, 5L, 2L, 6L, NA, 5L, 6L, NA, NA, NA, 7L, 2L, 7L, 
##     5L, 6L, 7L, 7L, 6L, NA, NA, 7L, 7L, 5L, 7L, 5L, NA, 6L, 5L, 
##     7L, NA, NA, 2L, 7L, NA, 5L, 4L, 5L, 4L, NA, NA), MLQ_3 = c(1L, 
##     6L, 7L, 6L, 7L, 1L, 4L, 5L, 6L, 6L, 5L, 5L, 4L, 5L, 6L, 2L, 
##     7L, 3L, 6L, 4L, 1L, 7L, 3L, 6L, 2L, 5L, 4L, 4L, 5L, 5L, 4L, 
##     4L, 1L, 7L, 6L, 5L, 5L, 1L, 2L, 4L, 6L, 5L, 6L, 4L, 5L, 1L, 
##     4L, 4L, 5L, 4L, 5L, 5L, 1L, 4L, 4L, 4L, 5L, 2L, 4L, 6L, 7L, 
##     4L, 3L, 6L, 7L, 4L, 4L, 1L, 7L, 3L, 3L, 1L, 6L, 2L, 4L, 4L, 
##     5L, 6L, 4L, 4L, 5L, 6L, 7L, 1L, 2L, 2L, 6L, 4L, 5L, 4L, 7L, 
##     4L, 5L, 5L, 6L, 7L, 5L, 4L, 7L, 4L, 4L, 7L, 4L, 1L, 6L, 6L, 
##     6L, 5L, 6L, 5L, 6L, 4L, 5L, 7L, 5L, 1L, 6L, 7L, 5L, 5L, 7L, 
##     5L, 4L, 3L, 2L, 6L, 1L, 4L, 7L, 5L, 5L, 7L, 5L, 3L, 2L, 7L, 
##     2L, 1L, 5L, 7L, 5L, 6L, 4L, 4L, NA, 5L, 7L, 6L, 6L, NA, NA, 
##     NA, 7L, 4L, 6L, NA, NA, 5L, 5L, 6L, 2L, 2L, 4L, 6L, 4L, 5L, 
##     3L, 5L, 2L, 6L, NA, 7L, NA, 7L, 6L, 6L, 6L, 5L, 3L, 4L, 7L, 
##     5L, 6L, 3L, 7L, 3L, 6L, 5L, 7L, 7L, 6L, 7L, 5L, 2L, 6L, 4L, 
##     6L, 4L, 1L, 7L, 7L, 7L, 7L, 6L, 7L, NA, NA, NA, NA, 7L, 3L, 
##     6L, NA, 7L, 4L, 7L, 7L, 3L, 4L, 5L, 6L, NA, 5L, 5L, 7L, 7L, 
##     5L, 5L, 5L, 6L, 4L, 6L, 5L, 2L, 7L, 7L, 6L, NA, NA, NA, 4L, 
##     7L, 3L, NA, 1L, 5L, 5L, 4L, NA, NA, NA, NA, NA, 3L, 4L, NA, 
##     NA, NA, NA, 6L, NA, 4L, NA, 5L, NA, NA, 4L, NA, 6L, 6L, 6L, 
##     5L, 4L, 1L, NA, 7L, 5L, 7L, NA, NA, 7L, 5L, NA, NA, 4L, 3L, 
##     7L, 7L, 7L, NA, 5L, 6L, 6L, NA, 7L, 5L, NA, NA, NA, NA, NA, 
##     NA, 6L, NA, NA, 1L, NA, NA, 7L, 4L, NA, NA, 5L, NA, NA, NA, 
##     NA, 4L, 4L, NA, 5L, NA, NA, 5L, NA, 6L, 5L, NA, 5L, NA, NA, 
##     NA, 4L, 1L, NA, NA, 5L, NA, 5L, NA, 1L, NA, NA, 5L, NA, 2L, 
##     4L, NA, 7L, NA, NA, NA, 7L, NA, NA, NA, NA, NA, 4L, 4L, 5L, 
##     NA, 3L, 2L, 5L, NA, 5L, NA, 5L, 3L, NA, 6L, NA, NA, NA, 5L, 
##     NA, 4L, 5L, NA, 5L, 1L, NA, NA, 4L, 5L, 5L, 7L, 5L, 5L, 6L, 
##     4L, NA, NA, NA, NA, 5L, NA, NA, 1L, 3L, NA, NA, 1L, 2L, 1L, 
##     7L, NA, NA, NA, 2L, NA, 6L, NA, NA, 6L, NA, 5L, NA, NA, 6L, 
##     4L, 6L, 7L, 2L, NA, 6L, NA, 3L, 7L, 1L, NA, 5L, 7L, 2L, 6L, 
##     NA, NA, NA, NA, 7L, 2L, NA, NA, NA, 5L, 7L, NA, 7L, NA, 5L, 
##     7L, NA, 6L, NA, 5L, 7L, NA, 6L, 6L, NA, NA, 6L, NA, 5L, 6L, 
##     NA, NA, 3L, 7L, 5L, NA, 7L, 2L, 7L, NA, 7L, NA, NA, NA, 5L, 
##     NA, NA, 5L, NA, 6L, 4L, NA, NA, NA, 4L, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, 5L, NA, NA, NA, 7L, 5L, 
##     NA, NA, NA, 6L, 4L, NA, NA, 6L, 7L, 6L, 7L, 7L, 7L, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 1L, NA, 5L, 5L, 5L, 
##     6L, 4L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 4L, NA, NA, 
##     NA, NA, NA, NA, 7L, NA, 7L, NA, 7L, 7L, 4L, 5L, 7L, 5L, 6L, 
##     NA, NA, NA, NA, NA, 5L, 6L, 6L, NA, NA, NA, NA, NA, NA, 2L, 
##     NA, NA, 7L, NA, NA, NA, NA, 4L, NA, NA, 6L, NA, 5L, NA, NA, 
##     NA, NA, NA, 7L, NA, 5L, 4L, NA, NA, 5L, 5L, NA, NA, 7L, 6L, 
##     2L, NA, NA, 4L, NA, 5L, NA, 4L, 6L, 4L, 7L, 3L, 6L, 3L, 5L, 
##     6L, 7L, 7L, 4L, 5L, 7L, 6L, 6L, 5L, 7L, 6L, 5L, 7L, 6L, 3L, 
##     7L, 4L, 7L, 6L, 6L, 4L, 3L, 4L, 5L, 3L, 6L, 7L, 4L, 7L, 7L, 
##     3L, 6L, 7L, 7L, 7L, NA, NA, NA, NA, NA, NA, NA, NA, 7L, NA, 
##     NA, 7L, 6L, NA, NA, 6L, NA, 7L, NA, 7L, NA, NA, NA, NA, NA, 
##     1L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 5L, NA, NA, 2L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 1L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 5L, 5L, 
##     NA, NA, 4L, 7L, 4L, 5L, 7L, 7L, 4L, 6L, 6L, 7L, 5L, 6L, 5L, 
##     6L, 6L, 7L, 6L, 7L, 7L, 7L, 6L, 5L, 7L, 7L, 6L, 4L, 6L, 6L, 
##     6L, 6L, 6L, 6L, 6L, 6L, 7L, 5L, 4L, 5L, 7L, 5L, 6L, 5L, 5L, 
##     4L, 6L, 1L, 6L, 6L, 1L, 5L, 6L, NA, 7L, 7L, 7L, 5L, 7L, 6L, 
##     4L, 7L, 4L, 5L, 6L, 6L, 2L, 5L, 6L, 6L, NA, 6L, 4L, 4L, 6L, 
##     7L, 6L, 5L, NA, 7L, 6L, 7L, 4L, 1L, 6L, 6L, 5L, 7L, 5L, 6L, 
##     6L, 4L, 6L, 7L, 5L, 5L, 6L, 4L, 5L, 5L, 6L, 4L, 6L, 6L, 6L, 
##     4L, 6L, 6L, 2L, 4L, 7L, 4L, 7L, 6L, 6L, 6L, 7L, 4L, 3L, 5L, 
##     7L, 5L, 7L, 4L, 7L, 6L, 6L, 6L, 5L, 5L, 7L, 7L, 5L, 2L, 5L, 
##     6L, 7L, 7L, 7L, 6L, 6L, 6L, 1L, 4L, 7L, 5L, 7L, 6L, 5L, 7L, 
##     6L, 7L, 6L, 6L, 7L, 4L, 4L, 6L, 5L, 6L, 7L, 6L, 7L, 5L, 7L, 
##     7L, 5L, 6L, 6L, 6L, 6L, 7L, 5L, NA, NA, NA, NA, 5L, 4L, 6L, 
##     5L, 6L, 4L, 6L, 5L, 7L, 5L, 3L, 5L, 6L, 4L, 7L, 6L, 4L, 6L, 
##     5L, 5L, 5L, 6L, 7L, NA, NA, 3L, 4L, 5L, 2L, 5L, 2L, 7L, 6L, 
##     5L, 7L, 7L, 7L, 6L, 6L, 6L, 4L, 4L, 5L, NA, 5L, 7L, 3L, 5L, 
##     1L, 6L, 6L, 7L, 5L, 7L, 7L, 5L, 6L, 6L, 7L, 3L, 5L, 6L, 3L, 
##     6L, 7L, 3L, 5L, 4L, 6L, 6L, 4L, 2L, 6L, 4L, 6L, 6L, 5L, 6L, 
##     6L, 5L, 5L, 3L, 4L, 6L, 5L, 5L, 6L, 6L, 5L, 6L, 5L, 7L, 6L, 
##     7L, 1L, 2L, 6L, 7L, 3L, 5L, 3L, 5L, 7L, 6L, 5L, 4L, 6L, 6L, 
##     6L, 7L, 3L, 1L, 7L, 4L, 5L, 2L, 6L, NA, 5L, 6L, NA, NA, 6L, 
##     NA, 2L, NA, 2L, 5L, 6L, 8L, 6L, 7L, 8L, 8L, 6L, 8L, 5L, 8L, 
##     8L, 7L, 6L, 7L, 5L, 5L, 8L, 7L, 7L, 3L, 5L, 7L, 8L, 7L, 5L, 
##     7L, 8L, 7L, 8L, 7L, 7L, 8L, 7L, 5L, 4L, 6L, 6L, 6L, 6L, 6L, 
##     6L, 7L, 4L, 7L, 5L, 5L, 5L, 6L, 5L, 5L, 6L, 6L, 1L, 6L, 1L, 
##     5L, 6L, 7L, 5L, 7L, 7L, 6L, 7L, 4L, 7L, 5L, 6L, 4L, 2L, 6L, 
##     5L, 4L, 6L, 6L, 7L, 4L, 6L, 4L, 6L, 5L, 6L, 5L, 4L, 6L, 5L, 
##     7L, 6L, 4L, 3L, 5L, 7L, 6L, 4L, 6L, 5L, 6L, 5L, 5L, 6L, 2L, 
##     3L, 4L, 7L, 5L, 2L, 4L, 7L, 6L, 4L, 2L, 5L, 5L, 5L, 6L, 4L, 
##     5L, 5L, 7L, 5L, 7L, 6L, 5L, 5L, 2L, 6L, 6L, 4L, 3L, 6L, 7L, 
##     2L, 5L, 4L, 6L, 6L, 5L, 7L, 2L, 6L, 5L, 5L, 6L, 4L, 3L, 3L, 
##     5L, 7L, 3L, 2L, 3L, 5L, 5L, 4L, 5L, 4L, 5L, 6L, 6L, 6L, 6L, 
##     7L, 4L, 7L, 4L, 5L, 7L, 5L, 6L, 5L, 5L, 5L, 5L, 2L, 5L, 6L, 
##     3L, 6L, 6L, 6L, 5L, 7L, 7L, 6L, 5L, 4L, 4L, 4L, 5L, 5L, 2L, 
##     7L, 1L, 6L, 2L, 1L, 6L, NA, 5L, 5L, NA, NA, 5L, NA, NA, 5L, 
##     6L, NA, 5L, 4L, 6L, 5L, NA, 5L, 5L, NA, NA, NA, 7L, 1L, 6L, 
##     4L, 5L, 6L, 6L, 5L, NA, NA, 6L, 7L, 4L, 7L, 5L, NA, 6L, 5L, 
##     7L, NA, NA, 4L, 7L, NA, 5L, 7L, 5L, 4L, NA, NA), MLQ_4 = c(6L, 
##     4L, 7L, 5L, 7L, 1L, 4L, 6L, 7L, 6L, 6L, 6L, 5L, 4L, 6L, 1L, 
##     4L, 1L, 4L, 4L, 4L, 4L, 4L, 3L, 7L, 3L, 5L, 4L, 4L, 5L, 6L, 
##     4L, 7L, 3L, 6L, 5L, 3L, 7L, 4L, 4L, 5L, 7L, 5L, 3L, 4L, 2L, 
##     5L, 2L, 5L, 4L, 5L, 4L, 1L, 5L, 5L, 6L, 5L, 4L, 4L, 6L, 4L, 
##     4L, 4L, 4L, 7L, 6L, 4L, 1L, 4L, 2L, 3L, 1L, 5L, 5L, 5L, 4L, 
##     6L, 3L, 4L, 4L, 6L, 2L, 7L, 6L, 4L, 7L, 4L, 4L, 5L, 4L, 7L, 
##     4L, 5L, 6L, 6L, 7L, 4L, 4L, 7L, 4L, 4L, 4L, 7L, 7L, 6L, 5L, 
##     7L, 5L, 1L, 6L, 6L, 4L, 4L, 3L, 6L, 1L, 4L, 5L, 1L, 7L, 6L, 
##     4L, 7L, 7L, 2L, 7L, 1L, 4L, 5L, 5L, 4L, 3L, 4L, 4L, 3L, 5L, 
##     7L, 3L, 2L, 6L, 5L, 7L, 4L, 5L, NA, 4L, 7L, 4L, 5L, NA, NA, 
##     NA, 6L, 6L, 2L, NA, NA, 5L, 7L, 4L, 6L, 6L, 5L, 1L, 2L, 3L, 
##     3L, 6L, 7L, 6L, NA, 5L, NA, 6L, 4L, 6L, 6L, 2L, 7L, 4L, 5L, 
##     1L, 6L, 6L, 2L, 3L, 4L, 4L, 4L, 7L, 6L, 7L, 5L, 6L, 7L, 4L, 
##     5L, 7L, 7L, 4L, 4L, 4L, 4L, 6L, 4L, NA, NA, NA, NA, 6L, 3L, 
##     6L, NA, 6L, 6L, 4L, 6L, 5L, 4L, 6L, 6L, NA, 5L, 4L, 3L, 7L, 
##     4L, 4L, 3L, 7L, 7L, 7L, 5L, 7L, 7L, 7L, 2L, NA, NA, NA, 4L, 
##     5L, 6L, NA, 1L, 2L, 4L, 3L, NA, NA, NA, NA, NA, 4L, 6L, NA, 
##     NA, NA, NA, 5L, NA, 6L, NA, 3L, NA, NA, 6L, NA, 2L, 7L, 3L, 
##     3L, 3L, 6L, NA, 7L, 5L, 6L, NA, NA, 1L, 3L, NA, NA, 5L, 6L, 
##     2L, 6L, 7L, NA, 5L, 5L, 5L, NA, 2L, 6L, NA, NA, NA, NA, NA, 
##     NA, 5L, NA, NA, 1L, NA, NA, 3L, 4L, NA, NA, 4L, NA, NA, NA, 
##     NA, 4L, 1L, NA, 2L, NA, NA, 4L, NA, 5L, 4L, NA, 4L, NA, NA, 
##     NA, 4L, 6L, NA, NA, 3L, NA, 3L, NA, 4L, NA, NA, 5L, NA, 6L, 
##     5L, NA, 6L, NA, NA, NA, 5L, NA, NA, NA, NA, NA, 1L, 6L, 5L, 
##     NA, 5L, 7L, 6L, NA, 5L, NA, 5L, 6L, NA, 6L, NA, NA, NA, 5L, 
##     NA, 5L, 3L, NA, 5L, 7L, NA, NA, 5L, 3L, 5L, 3L, 5L, 6L, 5L, 
##     1L, NA, NA, NA, NA, 6L, NA, NA, 1L, 4L, NA, NA, 4L, 2L, 7L, 
##     3L, NA, NA, NA, 6L, NA, 3L, NA, NA, 4L, NA, 3L, NA, NA, 2L, 
##     6L, 1L, 4L, 2L, NA, 1L, NA, 2L, 1L, 7L, NA, 3L, 1L, 5L, 2L, 
##     NA, NA, NA, NA, 6L, 6L, NA, NA, NA, 5L, 4L, NA, 2L, NA, 3L, 
##     4L, NA, 6L, NA, 4L, 6L, NA, 3L, 6L, NA, NA, 5L, NA, 2L, 5L, 
##     NA, NA, 7L, 7L, 4L, NA, 6L, 6L, 3L, NA, 6L, NA, NA, NA, 4L, 
##     NA, NA, 3L, NA, 3L, 4L, NA, NA, NA, 6L, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, 6L, NA, NA, NA, 7L, 7L, 
##     NA, NA, NA, 5L, 1L, NA, NA, 7L, 7L, 7L, 7L, 7L, 7L, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 1L, NA, 7L, 2L, 5L, 
##     6L, 5L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 5L, NA, NA, 
##     NA, NA, NA, NA, 5L, NA, 5L, NA, 7L, 7L, 5L, 4L, 4L, 5L, 6L, 
##     NA, NA, NA, NA, NA, 2L, 5L, 6L, NA, NA, NA, NA, NA, NA, 4L, 
##     NA, NA, 3L, NA, NA, NA, NA, 4L, NA, NA, 5L, NA, 4L, NA, NA, 
##     NA, NA, NA, 6L, NA, 6L, 4L, NA, NA, 4L, 4L, NA, NA, 7L, 6L, 
##     6L, NA, NA, 4L, NA, 4L, NA, 5L, 6L, 4L, 4L, 7L, 6L, 2L, 4L, 
##     3L, 3L, 5L, 6L, 5L, 7L, 4L, 6L, 5L, 7L, 5L, 4L, 7L, 7L, 4L, 
##     5L, 4L, 1L, 6L, 5L, 7L, 6L, 4L, 2L, 4L, 5L, 4L, 4L, 7L, 7L, 
##     5L, 5L, 5L, 6L, 6L, NA, NA, NA, NA, NA, NA, NA, NA, 3L, NA, 
##     NA, 6L, 3L, NA, NA, 6L, NA, 7L, NA, 7L, NA, NA, NA, NA, NA, 
##     7L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 5L, NA, NA, 2L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 7L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 2L, 5L, 
##     NA, NA, 4L, 5L, 4L, 5L, 6L, 7L, 4L, 6L, 4L, 5L, 5L, 5L, 5L, 
##     6L, 4L, 5L, 6L, 7L, 7L, 6L, 6L, 6L, 7L, 7L, 7L, 7L, 5L, 7L, 
##     7L, 5L, 4L, 4L, 1L, 6L, 4L, 4L, 4L, 6L, 5L, 7L, 6L, 5L, 5L, 
##     4L, 2L, 1L, 6L, 6L, 7L, 4L, 7L, NA, 6L, 4L, 6L, 4L, 7L, 5L, 
##     3L, 7L, 6L, 6L, 4L, 5L, 7L, 4L, 5L, 4L, NA, 7L, 6L, 5L, 6L, 
##     7L, 6L, 4L, NA, 7L, 5L, 7L, 5L, 1L, 7L, 6L, 6L, 4L, 5L, 6L, 
##     6L, 6L, 6L, 7L, 6L, 5L, 6L, 4L, 5L, 6L, 6L, 4L, 6L, 3L, 6L, 
##     5L, 5L, 4L, 6L, 7L, 7L, 6L, 7L, 6L, 5L, 6L, 4L, 7L, 5L, 5L, 
##     7L, 5L, 7L, 7L, 7L, 5L, 6L, 6L, 7L, 5L, 7L, 4L, 5L, 6L, 6L, 
##     7L, 7L, 7L, 7L, 6L, 6L, 6L, 7L, 6L, 7L, 4L, 4L, 5L, 5L, 7L, 
##     1L, 7L, 4L, 7L, 6L, 4L, 3L, 6L, 5L, 6L, 6L, 5L, 5L, 4L, 6L, 
##     6L, 4L, 6L, 5L, 6L, 5L, 7L, 6L, NA, NA, NA, NA, 5L, 4L, 7L, 
##     7L, 5L, 5L, 6L, 4L, 7L, 6L, 3L, 5L, 5L, 4L, 4L, 6L, 5L, 6L, 
##     4L, 7L, 4L, 5L, 4L, NA, NA, 3L, 6L, 5L, 6L, 7L, 6L, 7L, 5L, 
##     4L, 7L, 6L, 4L, 6L, 6L, 5L, 6L, 4L, 5L, NA, 6L, 7L, 3L, 6L, 
##     1L, 4L, 6L, 5L, 5L, 7L, 4L, 4L, 7L, 5L, 5L, 4L, 4L, 6L, 5L, 
##     7L, 6L, 1L, 5L, 5L, 6L, 7L, 4L, 5L, 6L, 4L, 7L, 5L, 7L, 3L, 
##     7L, 6L, 4L, 3L, 4L, 5L, 5L, 2L, 6L, 6L, 4L, 5L, 6L, 5L, 6L, 
##     5L, 7L, 7L, 5L, 6L, 7L, 5L, 5L, 6L, 5L, 6L, 2L, 4L, 5L, 2L, 
##     6L, 1L, 4L, 7L, 1L, 5L, 6L, 7L, 5L, NA, 4L, 6L, NA, NA, 6L, 
##     NA, 7L, NA, 4L, 6L, 8L, 7L, 5L, 6L, 8L, 5L, 7L, 7L, 5L, 8L, 
##     8L, 7L, 5L, 8L, 6L, 5L, 8L, 7L, 7L, 8L, 6L, 6L, 6L, 6L, 6L, 
##     7L, 5L, 7L, 6L, 5L, 6L, 5L, 6L, 8L, 5L, 7L, 5L, 4L, 1L, 4L, 
##     6L, 4L, 4L, 5L, 7L, 4L, 6L, 6L, 5L, 5L, 6L, 6L, 7L, 2L, 1L, 
##     4L, 7L, 4L, 4L, 7L, 6L, 5L, 6L, 3L, 7L, 6L, 5L, 6L, 7L, 4L, 
##     4L, 4L, 5L, 7L, 7L, 5L, 4L, 6L, 6L, 4L, 6L, 1L, 7L, 5L, 4L, 
##     6L, 3L, 5L, 3L, 3L, 6L, 5L, 4L, 6L, 2L, 2L, 6L, 3L, 6L, 6L, 
##     2L, 4L, 6L, 5L, 6L, 3L, 6L, 6L, 5L, 5L, 3L, 2L, 5L, 4L, 5L, 
##     7L, 5L, 6L, 2L, 7L, 6L, 5L, 5L, 2L, 5L, 6L, 5L, 4L, 5L, 4L, 
##     7L, 4L, 4L, 6L, 7L, 5L, 6L, 3L, 4L, 4L, 3L, 3L, 4L, 3L, 6L, 
##     4L, 1L, 2L, 7L, 6L, 3L, 6L, 4L, 5L, 4L, 6L, 7L, 5L, 5L, 4L, 
##     6L, 4L, 5L, 1L, 4L, 7L, 4L, 1L, 4L, 5L, 2L, 3L, 5L, 3L, 5L, 
##     4L, 6L, 5L, 6L, 3L, 2L, 5L, 6L, 2L, 3L, 3L, 6L, 4L, 5L, 6L, 
##     5L, 7L, 6L, 6L, 7L, 6L, NA, 5L, 4L, NA, NA, 2L, NA, NA, 4L, 
##     5L, NA, 6L, 3L, 6L, 4L, NA, 4L, 5L, NA, NA, NA, 7L, 3L, 5L, 
##     3L, 5L, 5L, 5L, 4L, NA, NA, 7L, 7L, 5L, 6L, 4L, NA, 6L, 4L, 
##     3L, NA, NA, 6L, 6L, NA, 4L, 5L, 4L, 4L, NA, NA), MLQ_5 = c(7L, 
##     7L, 6L, 5L, 7L, 1L, 4L, 6L, 6L, 6L, 6L, 6L, 4L, 4L, 6L, 2L, 
##     4L, 4L, 6L, 6L, 4L, 7L, 4L, 3L, 6L, 5L, 5L, 4L, 4L, 5L, 3L, 
##     6L, 7L, 7L, 7L, 7L, 4L, 7L, 6L, 4L, 6L, 7L, 5L, 4L, 5L, 2L, 
##     5L, 5L, 5L, 5L, 5L, 4L, 2L, 5L, 5L, 5L, 5L, 3L, 4L, 6L, 6L, 
##     6L, 4L, 4L, 7L, 4L, 4L, 1L, 4L, 3L, 3L, 4L, 6L, 5L, 5L, 4L, 
##     6L, 5L, 4L, 4L, 6L, 2L, 7L, 7L, 6L, 6L, 5L, 4L, 5L, 5L, 7L, 
##     5L, 4L, 5L, 5L, 7L, 5L, 4L, 7L, 4L, 6L, 4L, 1L, 7L, 6L, 6L, 
##     7L, 4L, 1L, 5L, 6L, 4L, 4L, 4L, 4L, 1L, 7L, 7L, 2L, 7L, 6L, 
##     5L, 6L, 6L, 3L, 6L, 1L, 4L, 6L, 4L, 4L, 5L, 4L, 5L, 6L, 5L, 
##     6L, 5L, 5L, 7L, 6L, 7L, 6L, 6L, NA, 7L, 6L, 3L, 6L, NA, NA, 
##     NA, 7L, 5L, 3L, NA, NA, 4L, 6L, 6L, 6L, 6L, 5L, 4L, 6L, 4L, 
##     5L, 6L, 7L, 6L, NA, 5L, NA, 6L, 5L, 1L, 6L, 4L, 6L, 4L, 4L, 
##     4L, 6L, 7L, 2L, 2L, 7L, 6L, 6L, 6L, 5L, 7L, 5L, 6L, 6L, 4L, 
##     6L, 7L, 6L, 7L, 5L, 4L, 4L, 6L, 4L, NA, NA, NA, NA, 6L, 6L, 
##     4L, NA, 6L, 6L, 5L, 6L, 6L, 4L, 7L, 6L, NA, 4L, 4L, 3L, 7L, 
##     4L, 6L, 4L, 7L, 7L, 4L, 5L, 7L, 7L, 6L, 5L, NA, NA, NA, 6L, 
##     7L, 6L, NA, 6L, 4L, 6L, 5L, NA, NA, NA, NA, NA, 5L, 6L, NA, 
##     NA, NA, NA, 6L, NA, 6L, NA, 3L, NA, NA, 5L, NA, 5L, 6L, 4L, 
##     3L, 7L, 5L, NA, 7L, 6L, 6L, NA, NA, 1L, 7L, NA, NA, 3L, 7L, 
##     2L, 7L, 7L, NA, 5L, 5L, 5L, NA, 2L, 5L, NA, NA, NA, NA, NA, 
##     NA, 6L, NA, NA, 1L, NA, NA, 3L, 3L, NA, NA, 6L, NA, NA, NA, 
##     NA, 3L, 2L, NA, 2L, NA, NA, 3L, NA, 4L, 2L, NA, 5L, NA, NA, 
##     NA, 6L, 6L, NA, NA, 3L, NA, 7L, NA, 4L, NA, NA, 5L, NA, 5L, 
##     5L, NA, 6L, NA, NA, NA, 6L, NA, NA, NA, NA, NA, 2L, 5L, 5L, 
##     NA, 5L, 7L, 6L, NA, 5L, NA, 5L, 6L, NA, 6L, NA, NA, NA, 6L, 
##     NA, 4L, 3L, NA, 5L, 7L, NA, NA, 5L, 3L, 6L, 5L, 5L, 6L, 6L, 
##     2L, NA, NA, NA, NA, 6L, NA, NA, 4L, 3L, NA, NA, 6L, 2L, 7L, 
##     5L, NA, NA, NA, 6L, NA, 3L, NA, NA, 4L, NA, 5L, NA, NA, 5L, 
##     6L, 7L, 6L, 5L, NA, 2L, NA, 3L, 1L, 7L, NA, 4L, 3L, 7L, 5L, 
##     NA, NA, NA, NA, 7L, 7L, NA, NA, NA, 5L, 4L, NA, 4L, NA, 6L, 
##     5L, NA, 6L, NA, 4L, 7L, NA, 6L, 6L, NA, NA, 5L, NA, 1L, 5L, 
##     NA, NA, 5L, 7L, 6L, NA, 7L, 5L, 4L, NA, 5L, NA, NA, NA, 5L, 
##     NA, NA, 3L, NA, 4L, 4L, NA, NA, NA, 6L, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, 7L, NA, NA, NA, 7L, 7L, 
##     NA, NA, NA, 5L, 4L, NA, NA, 7L, 7L, 7L, 7L, 7L, 7L, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 1L, NA, 6L, 3L, 5L, 
##     6L, 6L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 5L, NA, NA, 
##     NA, NA, NA, NA, 6L, NA, 5L, NA, 7L, 7L, 5L, 4L, 7L, 6L, 6L, 
##     NA, NA, NA, NA, NA, 3L, 5L, 7L, NA, NA, NA, NA, NA, NA, 7L, 
##     NA, NA, 5L, NA, NA, NA, NA, 5L, NA, NA, 4L, NA, 2L, NA, NA, 
##     NA, NA, NA, 6L, NA, 6L, 4L, NA, NA, 5L, 5L, NA, NA, 7L, 6L, 
##     2L, NA, NA, 4L, NA, 6L, NA, 7L, 5L, 4L, 5L, 7L, 6L, 2L, 5L, 
##     4L, 2L, 6L, 7L, 5L, 7L, 5L, 6L, 6L, 6L, 5L, 5L, 7L, 7L, 5L, 
##     5L, 4L, 1L, 5L, 6L, 7L, 6L, 4L, 6L, 5L, 4L, 4L, 4L, 7L, 7L, 
##     6L, 6L, 6L, 7L, 6L, NA, NA, NA, NA, NA, NA, NA, NA, 5L, NA, 
##     NA, 6L, 7L, NA, NA, 6L, NA, 7L, NA, 7L, NA, NA, NA, NA, NA, 
##     7L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 5L, NA, NA, 2L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 7L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 6L, 6L, 
##     NA, NA, 4L, 7L, 4L, 4L, 6L, 7L, 4L, 6L, 5L, 6L, 5L, 5L, 5L, 
##     5L, 4L, 5L, 6L, 7L, 7L, 7L, 7L, 5L, 7L, 6L, 5L, 7L, 4L, 7L, 
##     7L, 6L, 5L, 6L, 3L, 6L, 2L, 6L, 4L, 7L, 7L, 6L, 6L, 6L, 5L, 
##     5L, 4L, 3L, 6L, 6L, 6L, 5L, 7L, NA, 6L, 4L, 6L, 4L, 7L, 6L, 
##     6L, 7L, 6L, 5L, 4L, 6L, 7L, 5L, 6L, 1L, NA, 6L, 7L, 5L, 6L, 
##     7L, 6L, 4L, NA, 7L, 6L, 7L, 4L, 7L, 7L, 6L, 6L, 4L, 5L, 6L, 
##     6L, 6L, 6L, 6L, 6L, 5L, 4L, 4L, 4L, 7L, 5L, 4L, 7L, 4L, 6L, 
##     4L, 6L, 4L, 6L, 7L, 7L, 6L, 6L, 6L, 1L, 6L, 4L, 6L, 7L, 5L, 
##     4L, 5L, 7L, 7L, 7L, 5L, 6L, 6L, 7L, 5L, 7L, 4L, 5L, 7L, 6L, 
##     6L, 7L, 7L, 7L, 6L, 6L, 6L, 7L, 6L, 7L, 5L, 6L, 6L, 5L, 6L, 
##     7L, 7L, 3L, 6L, 7L, 7L, 4L, 6L, 5L, 6L, 6L, 5L, 7L, 4L, 5L, 
##     7L, 4L, 6L, 5L, 6L, 6L, 7L, 5L, NA, NA, NA, NA, 4L, 4L, 6L, 
##     5L, 4L, 5L, 7L, 5L, 7L, 6L, 3L, 5L, 6L, 4L, 6L, 7L, 4L, 6L, 
##     6L, 6L, 5L, 5L, 5L, NA, NA, 3L, 6L, 5L, 6L, 7L, 6L, 7L, 5L, 
##     5L, 7L, 6L, 5L, 6L, 6L, 5L, 6L, 4L, 5L, NA, 6L, 7L, 6L, 6L, 
##     7L, 7L, 7L, 5L, 5L, 6L, 7L, 4L, 7L, 6L, 5L, 4L, 5L, 6L, 2L, 
##     6L, 7L, 5L, 6L, 5L, 5L, 7L, 3L, 2L, 7L, 5L, 6L, 4L, 3L, 3L, 
##     7L, 5L, 4L, 3L, 7L, 2L, 6L, 2L, 5L, 5L, 4L, 6L, 6L, 6L, 6L, 
##     6L, 7L, 6L, 6L, 7L, 6L, 6L, 5L, 7L, 6L, 6L, 3L, 5L, 7L, 2L, 
##     6L, 4L, 6L, 7L, 7L, 6L, 6L, 7L, 4L, NA, 5L, 6L, NA, NA, 6L, 
##     NA, 7L, NA, 3L, 7L, 7L, 7L, 6L, 8L, 4L, 5L, 4L, 3L, 5L, 2L, 
##     5L, 3L, 3L, 2L, 5L, 7L, 4L, 6L, 2L, 1L, 6L, 4L, 7L, 5L, 6L, 
##     1L, 7L, 6L, 8L, 3L, 6L, 5L, 3L, 3L, 2L, 7L, 6L, 6L, 3L, 5L, 
##     6L, 2L, 4L, 7L, 6L, 6L, 7L, 6L, 5L, 6L, 6L, 6L, 6L, 4L, 3L, 
##     5L, 7L, 4L, 4L, 7L, 6L, 6L, 6L, 6L, 7L, 5L, 6L, 6L, 7L, 4L, 
##     5L, 5L, 6L, 6L, 7L, 5L, 1L, 7L, 6L, 4L, 6L, 1L, 7L, 6L, 6L, 
##     5L, 5L, 5L, 3L, 4L, 6L, 5L, 4L, 6L, 2L, 2L, 5L, 5L, 6L, 6L, 
##     3L, 5L, 7L, 4L, 5L, 2L, 6L, 6L, 4L, 6L, 4L, 3L, 5L, 4L, 4L, 
##     7L, 5L, 7L, 4L, 4L, 7L, 4L, 6L, 2L, 5L, 6L, 5L, 5L, 6L, 5L, 
##     7L, 4L, 4L, 6L, 6L, 5L, 7L, 5L, 5L, 5L, 4L, 6L, 5L, 5L, 5L, 
##     3L, 2L, 3L, 7L, 4L, 7L, 4L, 5L, 5L, 5L, 4L, 7L, 4L, 6L, 5L, 
##     6L, 4L, 5L, 1L, 4L, 6L, 5L, 1L, 3L, 2L, 3L, 5L, 5L, 5L, 6L, 
##     6L, 7L, 5L, 6L, 5L, 5L, 5L, 6L, 2L, 3L, 3L, 6L, 5L, 6L, 4L, 
##     6L, 7L, 4L, 7L, 7L, 6L, NA, 5L, 5L, NA, NA, 2L, NA, NA, 4L, 
##     7L, NA, 7L, 5L, 6L, 5L, NA, 4L, 5L, NA, NA, NA, 7L, 2L, 5L, 
##     3L, 4L, 5L, 6L, 5L, NA, NA, 6L, 7L, 4L, 5L, 4L, NA, 6L, 3L, 
##     6L, NA, NA, 5L, 6L, NA, 2L, 6L, 5L, 5L, NA, NA), MLQ_6 = c(3L, 
##     3L, 3L, 4L, 7L, 1L, 4L, 7L, 5L, 6L, 6L, 4L, 4L, 4L, 4L, 2L, 
##     4L, 1L, 5L, 4L, 4L, 7L, 4L, 3L, 7L, 3L, 5L, 4L, 4L, 5L, 4L, 
##     5L, 6L, 3L, 7L, 7L, 2L, 7L, 4L, 4L, 5L, 6L, 5L, 3L, 4L, 2L, 
##     5L, 4L, 4L, 4L, 5L, 4L, 1L, 5L, 7L, 4L, 6L, 6L, 4L, 6L, 4L, 
##     4L, 3L, 4L, 7L, 4L, 4L, 1L, 5L, 4L, 3L, 1L, 4L, 2L, 5L, 4L, 
##     5L, 4L, 4L, 4L, 6L, 3L, 7L, 7L, 4L, 6L, 4L, 4L, 6L, 3L, 7L, 
##     4L, 5L, 5L, 4L, 7L, 4L, 4L, 7L, 4L, 5L, 4L, 2L, 7L, 6L, 5L, 
##     4L, 4L, 1L, 5L, 6L, 5L, 4L, 4L, 7L, 1L, 5L, 4L, 2L, 7L, 6L, 
##     4L, 6L, 7L, 1L, 7L, 1L, 5L, 4L, 3L, 4L, 5L, 4L, 5L, 3L, 4L, 
##     6L, 1L, 2L, 7L, 4L, 7L, 3L, 6L, NA, 4L, 6L, 4L, 4L, NA, NA, 
##     NA, 7L, 4L, 1L, NA, NA, 1L, 4L, 5L, 6L, 1L, 5L, 1L, 2L, 3L, 
##     3L, 6L, 6L, 4L, NA, 2L, NA, 6L, 4L, 1L, 6L, 2L, 4L, 4L, 3L, 
##     4L, 7L, 7L, 1L, 2L, 6L, 4L, 4L, 6L, 4L, 6L, 5L, 6L, 6L, 4L, 
##     4L, 7L, 7L, 7L, 4L, 5L, 4L, 5L, 3L, NA, NA, NA, NA, 5L, 5L, 
##     5L, NA, 6L, 5L, 5L, 7L, 5L, 3L, 6L, 6L, NA, 7L, 4L, 3L, 5L, 
##     5L, 5L, 6L, 7L, 7L, 6L, 5L, 6L, 5L, 6L, 3L, NA, NA, NA, 4L, 
##     7L, 4L, NA, 4L, 3L, 5L, 3L, NA, NA, NA, NA, NA, 4L, 6L, NA, 
##     NA, NA, NA, 3L, NA, 6L, NA, 3L, NA, NA, 6L, NA, 3L, 6L, 3L, 
##     3L, 7L, 6L, NA, 6L, 3L, 5L, NA, NA, 1L, 4L, NA, NA, 1L, 4L, 
##     2L, 6L, 7L, NA, 5L, 5L, 7L, NA, 3L, 1L, NA, NA, NA, NA, NA, 
##     NA, 6L, NA, NA, 1L, NA, NA, 3L, 3L, NA, NA, 4L, NA, NA, NA, 
##     NA, 4L, 2L, NA, 4L, NA, NA, 4L, NA, 4L, 4L, NA, 4L, NA, NA, 
##     NA, 3L, 7L, NA, NA, 3L, NA, 4L, NA, 4L, NA, NA, 5L, NA, 7L, 
##     4L, NA, 6L, NA, NA, NA, 6L, NA, NA, NA, NA, NA, 1L, 4L, 4L, 
##     NA, 5L, 4L, 6L, NA, 5L, NA, 5L, 6L, NA, 6L, NA, NA, NA, 5L, 
##     NA, 3L, 3L, NA, 5L, 7L, NA, NA, 4L, 3L, 4L, 3L, 4L, 5L, 4L, 
##     3L, NA, NA, NA, NA, 6L, NA, NA, 7L, 5L, NA, NA, 6L, 3L, 7L, 
##     3L, NA, NA, NA, 4L, NA, 3L, NA, NA, 5L, NA, 3L, NA, NA, 2L, 
##     6L, 7L, 5L, 1L, NA, 4L, NA, 2L, 1L, 6L, NA, 2L, 2L, 2L, 1L, 
##     NA, NA, NA, NA, 7L, 7L, NA, NA, NA, 6L, 4L, NA, 6L, NA, 2L, 
##     4L, NA, 7L, NA, 3L, 6L, NA, 2L, 4L, NA, NA, 5L, NA, 2L, 6L, 
##     NA, NA, 4L, 7L, 4L, NA, 7L, 6L, 1L, NA, 1L, NA, NA, NA, 6L, 
##     NA, NA, 5L, NA, 4L, 4L, NA, NA, NA, 6L, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, 4L, NA, NA, NA, 7L, 4L, 
##     NA, NA, NA, 5L, 5L, NA, NA, 4L, 7L, 7L, 7L, 7L, 7L, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 1L, NA, 6L, 2L, 4L, 
##     5L, 6L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 4L, NA, NA, 
##     NA, NA, NA, NA, 4L, NA, 5L, NA, 7L, 7L, 5L, 2L, 5L, 6L, 5L, 
##     NA, NA, NA, NA, NA, 1L, 6L, 4L, NA, NA, NA, NA, NA, NA, 7L, 
##     NA, NA, 4L, NA, NA, NA, NA, 2L, NA, NA, 4L, NA, 1L, NA, NA, 
##     NA, NA, NA, 6L, NA, 5L, 3L, NA, NA, 4L, 4L, NA, NA, 7L, 7L, 
##     6L, NA, NA, 4L, NA, 4L, NA, 4L, 6L, 4L, 4L, 7L, 7L, 1L, 2L, 
##     4L, 2L, 4L, 6L, 5L, 6L, 4L, 7L, 5L, 5L, 5L, 4L, 5L, 7L, 3L, 
##     3L, 4L, 2L, 6L, 4L, 5L, 5L, 4L, 6L, 5L, 5L, 4L, 1L, 6L, 7L, 
##     5L, 5L, 5L, 7L, 5L, NA, NA, NA, NA, NA, NA, NA, NA, 4L, NA, 
##     NA, 3L, 4L, NA, NA, 6L, NA, 7L, NA, 7L, NA, NA, NA, NA, NA, 
##     7L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 5L, NA, NA, 2L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 7L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 3L, 3L, 
##     NA, NA, 4L, 5L, 4L, 4L, 7L, 7L, 4L, 6L, 4L, 5L, 5L, 5L, 5L, 
##     5L, 4L, 5L, 6L, 7L, 7L, 6L, 6L, 5L, 7L, 7L, 5L, 4L, 4L, 7L, 
##     7L, 7L, 4L, 4L, 4L, 6L, 4L, 4L, 4L, 6L, 7L, 7L, 6L, 4L, 6L, 
##     5L, 5L, 1L, 6L, 6L, 6L, 4L, 7L, NA, 7L, 1L, 5L, 4L, 7L, 5L, 
##     5L, 7L, 6L, 5L, 4L, 5L, 7L, 4L, 6L, 1L, NA, 6L, 7L, 5L, 6L, 
##     7L, 6L, 4L, NA, 7L, 4L, 7L, 4L, 7L, 7L, 6L, 6L, 5L, 4L, 6L, 
##     6L, 6L, 5L, 7L, 6L, 5L, 4L, 7L, 4L, 6L, 5L, 4L, 7L, 2L, 6L, 
##     4L, 6L, 6L, 6L, 7L, 7L, 6L, 6L, 6L, 3L, 6L, 4L, 6L, 5L, 5L, 
##     5L, 4L, 7L, 7L, 7L, 5L, 7L, 6L, 7L, 5L, 7L, 1L, 1L, 6L, 6L, 
##     5L, 5L, 7L, 7L, 4L, 6L, 6L, 6L, 5L, 6L, 4L, 5L, 6L, 5L, 7L, 
##     5L, 7L, 5L, 6L, 4L, 3L, 3L, 6L, 5L, 6L, 5L, 6L, 6L, 3L, 5L, 
##     7L, 4L, 6L, 1L, 6L, 4L, 7L, 5L, NA, NA, NA, NA, 3L, 3L, 6L, 
##     7L, 5L, 4L, 6L, 4L, 7L, 3L, 3L, 5L, 5L, 4L, 6L, 6L, 5L, 6L, 
##     5L, 5L, 5L, 3L, 4L, NA, NA, 3L, 4L, 5L, 7L, 6L, 7L, 7L, 5L, 
##     4L, 7L, 6L, 6L, 6L, 6L, 6L, 6L, 5L, 5L, NA, 6L, 7L, 6L, 4L, 
##     7L, 7L, 5L, 4L, 5L, 6L, 4L, 4L, 7L, 5L, 4L, 3L, 4L, 3L, 2L, 
##     4L, 6L, 1L, 5L, 6L, 6L, 7L, 6L, 2L, 6L, 7L, 7L, 5L, 3L, 4L, 
##     7L, 7L, 4L, 3L, 4L, 1L, 6L, 2L, 4L, 3L, 4L, 5L, 5L, 3L, 5L, 
##     6L, 7L, 6L, 5L, 7L, 5L, 7L, 6L, 4L, 2L, 5L, 3L, 4L, 5L, 7L, 
##     5L, 4L, 5L, 7L, 7L, 4L, 6L, 7L, 3L, NA, 2L, 6L, NA, NA, 5L, 
##     NA, 7L, NA, 2L, 7L, 8L, 6L, 5L, 6L, 6L, 5L, 7L, 7L, 5L, 8L, 
##     7L, 6L, 5L, 8L, 5L, 6L, 8L, 6L, 7L, 8L, 6L, 5L, 6L, 7L, 6L, 
##     5L, 4L, 6L, 6L, 6L, 6L, 5L, 6L, 8L, 5L, 7L, 7L, 4L, 4L, 4L, 
##     6L, 4L, 4L, 7L, 7L, 4L, 6L, 6L, 6L, 4L, 6L, 6L, 6L, 5L, 1L, 
##     4L, 7L, 1L, 4L, 7L, 7L, 5L, 5L, 5L, 7L, 5L, 5L, 6L, 7L, 4L, 
##     4L, 5L, 6L, 6L, 7L, 5L, 1L, 7L, 6L, 4L, 6L, 1L, 4L, 4L, 4L, 
##     5L, 5L, 6L, 3L, 3L, 6L, 4L, 4L, 6L, 3L, 2L, 5L, 4L, 5L, 2L, 
##     3L, 5L, 4L, 4L, 6L, 1L, 4L, 6L, 3L, 1L, 3L, 2L, 5L, 4L, 5L, 
##     6L, 5L, 7L, 2L, 7L, 6L, 4L, 4L, 2L, 4L, 5L, 5L, 4L, 7L, 1L, 
##     7L, 4L, 5L, 6L, 4L, 5L, 6L, 4L, 5L, 5L, 3L, 2L, 2L, 2L, 2L, 
##     3L, 1L, 4L, 7L, 7L, 7L, 3L, 5L, 4L, 6L, 7L, 7L, 5L, 4L, 4L, 
##     4L, 2L, 5L, 1L, 3L, 4L, 3L, 1L, 5L, 2L, 1L, 3L, 5L, 4L, 3L, 
##     5L, 7L, 2L, 6L, 2L, 2L, 4L, 4L, 2L, 5L, 2L, 3L, 3L, 6L, 5L, 
##     5L, 7L, 4L, 2L, 6L, 6L, NA, 4L, 2L, NA, NA, 5L, NA, NA, 4L, 
##     5L, NA, 7L, 3L, 5L, 4L, NA, 5L, 3L, NA, NA, NA, 7L, 3L, 6L, 
##     3L, 5L, 4L, 5L, 2L, NA, NA, 6L, 7L, 4L, 4L, 2L, NA, 6L, 2L, 
##     7L, NA, NA, 3L, 7L, NA, 5L, 1L, 5L, 3L, NA, NA), MLQ_7 = c(3L, 
##     5L, 7L, 6L, 7L, 1L, 4L, 6L, 2L, 6L, 5L, 5L, 5L, 5L, 6L, 5L, 
##     7L, 6L, 6L, 4L, 7L, 7L, 5L, 6L, 6L, 4L, 1L, 4L, 5L, 5L, 3L, 
##     4L, 1L, 5L, 6L, 4L, 7L, 6L, 2L, 4L, 5L, 6L, 7L, 6L, 4L, 1L, 
##     4L, 6L, 6L, 5L, 5L, 5L, 1L, 5L, 5L, 5L, 6L, 2L, 4L, 6L, 7L, 
##     6L, 3L, 6L, 7L, 6L, 4L, 1L, 5L, 3L, 3L, 1L, 6L, 5L, 4L, 4L, 
##     4L, 4L, 4L, 2L, 4L, 4L, 7L, 1L, 5L, 7L, 6L, 4L, 6L, 4L, 6L, 
##     5L, 1L, 4L, 4L, 7L, 5L, 4L, 7L, 4L, 4L, 6L, 2L, 1L, 6L, 5L, 
##     4L, 5L, 6L, 5L, 6L, 6L, 6L, 6L, 5L, 1L, 7L, 7L, 4L, 6L, 5L, 
##     4L, 4L, 3L, 3L, 7L, 7L, 2L, 5L, 5L, 4L, 5L, 5L, 3L, 5L, 5L, 
##     5L, 5L, 6L, 7L, 6L, 2L, 3L, 5L, NA, 1L, 7L, 6L, 7L, NA, NA, 
##     NA, 7L, 6L, 7L, NA, NA, 6L, 6L, 7L, 2L, 6L, 7L, 7L, 5L, 6L, 
##     7L, 5L, 4L, 6L, NA, 5L, NA, 7L, 7L, 5L, 6L, 6L, 5L, 4L, 7L, 
##     7L, 6L, 5L, 7L, 3L, 1L, 6L, 4L, 7L, 6L, 7L, 5L, 5L, 3L, 4L, 
##     6L, 4L, 5L, 6L, 7L, 4L, 7L, 6L, 7L, NA, NA, NA, NA, 7L, 3L, 
##     7L, NA, 6L, 5L, 6L, 7L, 6L, 5L, 6L, 6L, NA, 5L, 5L, 3L, 6L, 
##     5L, 4L, 5L, 3L, 1L, 7L, 5L, 1L, 1L, 6L, 5L, NA, NA, NA, 4L, 
##     7L, 4L, NA, 1L, 4L, 6L, 6L, NA, NA, NA, NA, NA, 5L, 6L, NA, 
##     NA, NA, NA, 6L, NA, 6L, NA, 5L, NA, NA, 1L, NA, 6L, 6L, 6L, 
##     5L, 7L, 5L, NA, 7L, 3L, 7L, NA, NA, 7L, 5L, NA, NA, 5L, 4L, 
##     7L, 7L, 7L, NA, 5L, 3L, 6L, NA, 5L, 7L, NA, NA, NA, NA, NA, 
##     NA, 7L, NA, NA, 1L, NA, NA, 7L, 3L, NA, NA, 5L, NA, NA, NA, 
##     NA, 3L, 7L, NA, 4L, NA, NA, 5L, NA, 5L, 5L, NA, 5L, NA, NA, 
##     NA, 5L, 6L, NA, NA, 3L, NA, 3L, NA, 4L, NA, NA, 5L, NA, 3L, 
##     2L, NA, 6L, NA, NA, NA, 6L, NA, NA, NA, NA, NA, 6L, 5L, 2L, 
##     NA, 5L, 3L, 4L, NA, 4L, NA, 5L, 3L, NA, 6L, NA, NA, NA, 4L, 
##     NA, 7L, 5L, NA, 5L, 7L, NA, NA, 5L, 4L, 4L, 6L, 6L, 5L, 6L, 
##     6L, NA, NA, NA, NA, 6L, NA, NA, 1L, 5L, NA, NA, 3L, 2L, 1L, 
##     7L, NA, NA, NA, 6L, NA, 7L, NA, NA, 6L, NA, 7L, NA, NA, 7L, 
##     2L, 4L, 6L, 4L, NA, 6L, NA, 3L, 7L, 1L, NA, 3L, 7L, 4L, 4L, 
##     NA, NA, NA, NA, 7L, 6L, NA, NA, NA, 4L, 7L, NA, 6L, NA, 5L, 
##     6L, NA, 6L, NA, 2L, 7L, NA, 7L, 6L, NA, NA, 4L, NA, 5L, 5L, 
##     NA, NA, 2L, 7L, 6L, NA, 7L, 2L, 4L, NA, 7L, NA, NA, NA, 5L, 
##     NA, NA, 7L, NA, 4L, 4L, NA, NA, NA, 4L, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, 7L, NA, NA, NA, 7L, 4L, 
##     NA, NA, NA, 5L, 6L, NA, NA, 6L, 7L, 2L, 7L, 7L, 7L, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 1L, NA, 6L, 5L, 4L, 
##     6L, 3L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 2L, NA, NA, 
##     NA, NA, NA, NA, 6L, NA, 6L, NA, 7L, 7L, 5L, 4L, 7L, 5L, 6L, 
##     NA, NA, NA, NA, NA, 6L, 6L, 6L, NA, NA, NA, NA, NA, NA, 1L, 
##     NA, NA, 7L, NA, NA, NA, NA, 5L, NA, NA, 7L, NA, 5L, NA, NA, 
##     NA, NA, NA, 7L, NA, 6L, 3L, NA, NA, 5L, 4L, NA, NA, 7L, 6L, 
##     2L, NA, NA, 5L, NA, 4L, NA, 6L, 5L, 4L, 7L, 7L, 1L, 3L, 6L, 
##     6L, 7L, 6L, 6L, 5L, 7L, 7L, 6L, 6L, 7L, 5L, 4L, 7L, 6L, 6L, 
##     7L, 4L, 4L, 7L, 6L, 7L, 3L, 4L, 6L, 6L, 6L, 6L, 5L, 6L, 7L, 
##     5L, 5L, 6L, 6L, 6L, NA, NA, NA, NA, NA, NA, NA, NA, 6L, NA, 
##     NA, 6L, 6L, NA, NA, 6L, NA, 7L, NA, 7L, NA, NA, NA, NA, NA, 
##     5L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 5L, NA, NA, 3L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 6L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 6L, 7L, 
##     NA, NA, 4L, 6L, 4L, 6L, 7L, 7L, 4L, 6L, 6L, 6L, 5L, 6L, 5L, 
##     5L, 4L, 7L, 3L, 7L, 7L, 7L, 6L, 6L, 6L, 6L, 5L, 6L, 6L, 5L, 
##     7L, 7L, 5L, 7L, 6L, 6L, 5L, 6L, 4L, 6L, 7L, 6L, 6L, 4L, 6L, 
##     4L, 7L, 1L, 6L, 6L, 4L, 6L, 6L, NA, 6L, 4L, 6L, 6L, 7L, 6L, 
##     3L, 1L, 4L, 5L, 6L, 6L, 4L, 5L, 7L, 5L, NA, 6L, 7L, 5L, 6L, 
##     2L, 7L, 5L, NA, 7L, 7L, 7L, 6L, 1L, 4L, 7L, 5L, 5L, 4L, 6L, 
##     6L, 4L, 4L, 6L, 6L, 5L, 6L, 4L, 4L, 3L, 6L, 4L, 6L, 7L, 6L, 
##     4L, 6L, 5L, 6L, 5L, 5L, 5L, 7L, 6L, 4L, 6L, 7L, 5L, 3L, 5L, 
##     6L, 5L, 7L, 4L, 7L, 6L, 6L, 6L, 5L, 5L, 7L, 7L, 4L, 3L, 6L, 
##     6L, 7L, 7L, 7L, 5L, 6L, 6L, 6L, 7L, 5L, 6L, 6L, 5L, 5L, 7L, 
##     6L, 7L, 5L, 5L, 7L, 3L, 4L, 6L, 5L, 6L, 6L, 6L, 5L, 4L, 5L, 
##     6L, 5L, 5L, 5L, 6L, 7L, 7L, 6L, NA, NA, NA, NA, 5L, 4L, 7L, 
##     6L, 6L, 4L, 6L, 5L, 7L, 6L, 3L, 5L, 6L, 4L, 5L, 6L, 5L, 6L, 
##     5L, 5L, 5L, 6L, 4L, NA, NA, 3L, 6L, 5L, 2L, 5L, 2L, 7L, 7L, 
##     5L, 7L, 6L, 7L, 7L, 6L, 4L, 6L, 5L, 5L, NA, 7L, 7L, 3L, 5L, 
##     1L, 4L, 6L, 7L, 5L, 6L, 7L, 6L, 7L, 6L, 7L, 3L, 5L, 5L, 3L, 
##     5L, 7L, 1L, 6L, 7L, 6L, 1L, 7L, 3L, 4L, 6L, 4L, 7L, 5L, 5L, 
##     7L, 7L, 4L, 3L, 5L, 6L, 6L, 2L, 7L, 6L, 6L, 6L, 3L, 7L, 4L, 
##     7L, 4L, 2L, 6L, 7L, 3L, 7L, 4L, 4L, 6L, 6L, 4L, 4L, 6L, 4L, 
##     6L, 5L, 2L, 1L, 7L, 6L, 5L, 4L, 3L, NA, 5L, 2L, NA, NA, 5L, 
##     NA, 2L, NA, 3L, 6L, 6L, 5L, 6L, 8L, 2L, 5L, 7L, 4L, 5L, 8L, 
##     5L, 5L, 5L, 6L, 6L, 5L, 8L, 6L, 5L, 1L, 3L, 5L, 8L, 6L, 8L, 
##     5L, 6L, 1L, 8L, 5L, 7L, 8L, 4L, 5L, 5L, 7L, 7L, 7L, 6L, 5L, 
##     6L, 5L, 4L, 7L, 6L, 6L, 6L, 6L, 6L, 4L, 6L, 6L, 4L, 7L, 1L, 
##     6L, 6L, 4L, 6L, 7L, 6L, 6L, 6L, 3L, 1L, 5L, 6L, 4L, 4L, 6L, 
##     5L, 4L, 7L, 6L, 2L, 5L, 5L, 7L, 7L, 5L, 6L, 7L, 4L, 7L, 3L, 
##     7L, 5L, 5L, 4L, 5L, 6L, 5L, 4L, 6L, 6L, 5L, 5L, 4L, 5L, 2L, 
##     3L, 5L, 6L, 5L, 3L, 4L, 5L, 6L, 4L, 3L, 5L, 5L, 1L, 7L, 5L, 
##     6L, 6L, 4L, 6L, 5L, 3L, 3L, 6L, 5L, 6L, 3L, 5L, 2L, 6L, 7L, 
##     2L, 3L, 5L, 6L, 6L, 7L, 3L, 2L, 6L, 5L, 6L, 6L, 5L, 4L, 3L, 
##     6L, 6L, 4L, 1L, 4L, 3L, 5L, 5L, 5L, 3L, 7L, 2L, 6L, 7L, 4L, 
##     7L, 5L, 5L, 2L, 7L, 4L, 3L, 6L, 5L, 5L, 4L, 5L, 2L, 5L, 6L, 
##     3L, 7L, 7L, 6L, 6L, 6L, 6L, 6L, 5L, 3L, 3L, 6L, 5L, 4L, 2L, 
##     4L, 7L, 6L, 2L, 1L, 6L, NA, 6L, 5L, NA, NA, 5L, NA, NA, 5L, 
##     6L, NA, 1L, 5L, 6L, 6L, NA, 5L, 2L, NA, NA, NA, 7L, 2L, 4L, 
##     5L, 4L, 7L, 7L, 4L, NA, NA, 7L, 7L, 3L, 7L, 6L, NA, 5L, 6L, 
##     1L, NA, NA, 4L, 7L, NA, 5L, 4L, 6L, 3L, NA, NA), MLQ_8 = c(5L, 
##     4L, 7L, 4L, 7L, 1L, 4L, 7L, 3L, 6L, 7L, 6L, 4L, 4L, 6L, 1L, 
##     7L, 6L, 6L, 4L, 6L, 7L, 4L, 6L, 5L, 4L, 7L, 4L, 5L, 5L, 7L, 
##     4L, 7L, 6L, 6L, 7L, 6L, 2L, 2L, 4L, 5L, 7L, 6L, 6L, 5L, 1L, 
##     5L, 5L, 3L, 6L, 5L, 6L, 1L, 5L, 4L, 4L, 7L, 2L, 4L, 6L, 7L, 
##     4L, 3L, 4L, 6L, 7L, 4L, 1L, 5L, 2L, 3L, 1L, 5L, 3L, 5L, 4L, 
##     7L, 4L, 4L, 4L, 6L, 2L, 7L, 4L, 5L, 6L, 7L, 5L, 6L, 5L, 6L, 
##     4L, 6L, 5L, 5L, 7L, 5L, 4L, 7L, 4L, 1L, 4L, 1L, 5L, 6L, 5L, 
##     4L, 4L, 6L, 6L, 6L, 5L, 6L, 4L, 7L, 1L, 5L, 7L, 4L, 6L, 6L, 
##     5L, 7L, 7L, 4L, 4L, 7L, 4L, 7L, 4L, 5L, 5L, 5L, 4L, 4L, 7L, 
##     7L, 5L, 6L, 7L, 6L, 6L, 5L, 5L, NA, 1L, 7L, 7L, 7L, NA, NA, 
##     NA, 6L, 4L, 6L, NA, NA, 6L, 6L, 7L, 2L, 3L, 5L, 6L, 4L, 5L, 
##     7L, 5L, 7L, 5L, NA, 7L, NA, 7L, 5L, 7L, 4L, 4L, 3L, 4L, 6L, 
##     5L, 7L, 7L, 5L, 2L, 6L, 7L, 4L, 7L, 6L, 7L, 6L, 1L, 2L, 4L, 
##     7L, 4L, 1L, 7L, 6L, 2L, 7L, 6L, 6L, NA, NA, NA, NA, 6L, 5L, 
##     7L, NA, 7L, 4L, 5L, 6L, 3L, 7L, 7L, 6L, NA, 5L, 4L, 5L, 7L, 
##     5L, 5L, 5L, 5L, 4L, 5L, 5L, 1L, 7L, 6L, 6L, NA, NA, NA, 4L, 
##     7L, 5L, NA, 1L, 4L, 6L, 6L, NA, NA, NA, NA, NA, 5L, 7L, NA, 
##     NA, NA, NA, 7L, NA, 4L, NA, 7L, NA, NA, 4L, NA, 5L, 6L, 6L, 
##     6L, 6L, 1L, NA, 7L, 3L, 7L, NA, NA, 7L, 5L, NA, NA, 5L, 1L, 
##     7L, 6L, 7L, NA, 5L, 4L, 6L, NA, 7L, 4L, NA, NA, NA, NA, NA, 
##     NA, 6L, NA, NA, 3L, NA, NA, 6L, 5L, NA, NA, 7L, NA, NA, NA, 
##     NA, 6L, 5L, NA, 6L, NA, NA, 4L, NA, 5L, 4L, NA, 3L, NA, NA, 
##     NA, 4L, 1L, NA, NA, 4L, NA, 4L, NA, 4L, NA, NA, 5L, NA, 2L, 
##     4L, NA, 6L, NA, NA, NA, 6L, NA, NA, NA, NA, NA, 4L, 5L, 1L, 
##     NA, 4L, 1L, 2L, NA, 5L, NA, 5L, 6L, NA, 6L, NA, NA, NA, 7L, 
##     NA, 7L, 4L, NA, 4L, 7L, NA, NA, 3L, 4L, 5L, 7L, 6L, 6L, 6L, 
##     7L, NA, NA, NA, NA, 5L, NA, NA, 7L, 5L, NA, NA, 1L, 2L, 7L, 
##     7L, NA, NA, NA, 2L, NA, 6L, NA, NA, 4L, NA, 5L, NA, NA, 4L, 
##     2L, 5L, 7L, 2L, NA, 6L, NA, 3L, 7L, 1L, NA, 7L, 7L, 2L, 6L, 
##     NA, NA, NA, NA, 7L, 7L, NA, NA, NA, 5L, 7L, NA, 5L, NA, 6L, 
##     7L, NA, 6L, NA, 4L, 7L, NA, 6L, 5L, NA, NA, 6L, NA, 7L, 6L, 
##     NA, NA, 3L, 7L, 5L, NA, 7L, 1L, 7L, NA, 7L, NA, NA, NA, 6L, 
##     NA, NA, 5L, NA, 7L, 4L, NA, NA, NA, 3L, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, 7L, NA, NA, NA, 7L, 7L, 
##     NA, NA, NA, 6L, 6L, NA, NA, 6L, 7L, 6L, 7L, 1L, 7L, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 1L, NA, 6L, 7L, 5L, 
##     6L, 5L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 6L, NA, NA, 
##     NA, NA, NA, NA, 5L, NA, 6L, NA, 5L, 7L, 5L, 5L, 6L, 6L, 6L, 
##     NA, NA, NA, NA, NA, 4L, 6L, 6L, NA, NA, NA, NA, NA, NA, 4L, 
##     NA, NA, 7L, NA, NA, NA, NA, 5L, NA, NA, 5L, NA, 4L, NA, NA, 
##     NA, NA, NA, 6L, NA, 6L, 5L, NA, NA, 4L, 5L, NA, NA, 7L, 6L, 
##     2L, NA, NA, 5L, NA, 4L, NA, 6L, 5L, 4L, 7L, 3L, 5L, 5L, 6L, 
##     7L, 7L, 7L, 4L, 5L, 7L, 4L, 6L, 6L, 7L, 5L, 4L, 7L, 7L, 6L, 
##     7L, 4L, 4L, 7L, 6L, 4L, 6L, 4L, 5L, 3L, 5L, 7L, 7L, 6L, 6L, 
##     6L, 6L, 7L, 7L, 7L, NA, NA, NA, NA, NA, NA, NA, NA, 7L, NA, 
##     NA, 6L, 7L, NA, NA, 6L, NA, 7L, NA, 5L, NA, NA, NA, NA, NA, 
##     4L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 5L, NA, NA, 3L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 7L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 6L, 7L, 
##     NA, NA, 4L, 7L, 4L, 6L, 6L, 6L, 4L, 6L, 7L, 6L, 5L, 5L, 5L, 
##     6L, 4L, 5L, 3L, 7L, 7L, 7L, 7L, 6L, 7L, 7L, 6L, 4L, 6L, 1L, 
##     7L, 4L, 7L, 6L, 6L, 6L, 7L, 7L, 6L, 5L, 7L, 4L, 6L, 5L, 5L, 
##     4L, 7L, 3L, 6L, 7L, 6L, 5L, 7L, NA, 7L, 7L, 7L, 5L, 7L, 7L, 
##     3L, 1L, 7L, 5L, 6L, 6L, 2L, 5L, 6L, 5L, NA, 6L, 5L, 4L, 4L, 
##     7L, 6L, 5L, NA, 7L, 7L, 7L, 4L, 5L, 5L, 4L, 6L, 4L, 4L, 6L, 
##     6L, 6L, 4L, 7L, 4L, 5L, 7L, 4L, 6L, 7L, 6L, 4L, 7L, 6L, 6L, 
##     4L, 6L, 6L, 6L, 4L, 4L, 4L, 7L, 7L, 6L, 6L, 7L, 6L, 4L, 5L, 
##     6L, 6L, 7L, 7L, 7L, 5L, 4L, 6L, 4L, 5L, 7L, 7L, 7L, 3L, 7L, 
##     7L, 7L, 7L, 7L, 6L, 6L, 5L, 7L, 5L, 7L, 4L, 7L, 5L, 5L, 6L, 
##     7L, 7L, 5L, 6L, 7L, 5L, 5L, 6L, 5L, 6L, 6L, 6L, 6L, 5L, 7L, 
##     6L, 5L, 6L, 6L, 6L, 7L, 7L, 6L, NA, NA, NA, NA, 4L, 4L, 6L, 
##     6L, 6L, 6L, 6L, 5L, 7L, 6L, 3L, 5L, 6L, 4L, 5L, 6L, 4L, 6L, 
##     5L, 7L, 5L, 7L, 4L, NA, NA, 3L, 6L, 5L, 5L, 6L, 2L, 7L, 7L, 
##     5L, 7L, 7L, 7L, 6L, 6L, 6L, 6L, 6L, 5L, NA, 7L, 7L, 4L, 6L, 
##     1L, 6L, 6L, 6L, 4L, 7L, 6L, 6L, 1L, 5L, 5L, 5L, 5L, 6L, 4L, 
##     6L, 7L, 3L, 6L, 3L, 1L, 7L, 5L, 2L, 6L, 5L, 7L, 6L, 7L, 4L, 
##     7L, 6L, 4L, 3L, 6L, 4L, 5L, 1L, 6L, 6L, 5L, 5L, 7L, 7L, 6L, 
##     6L, 7L, 4L, 5L, 6L, 5L, 6L, 2L, 7L, 7L, 6L, 6L, 5L, 6L, 4L, 
##     6L, 4L, 2L, 1L, 7L, 7L, 6L, 4L, 2L, NA, 5L, 6L, NA, NA, 3L, 
##     NA, 1L, NA, 4L, 8L, 5L, 5L, 4L, 8L, 1L, 5L, 8L, 6L, 5L, 8L, 
##     6L, 6L, 4L, 7L, 6L, 6L, 8L, 6L, 7L, 1L, 4L, 3L, 6L, 6L, 8L, 
##     8L, 5L, 2L, 8L, 5L, 8L, 8L, 7L, 6L, 5L, 7L, 4L, 6L, 6L, 7L, 
##     6L, 7L, 6L, 7L, 4L, 7L, 5L, 6L, 5L, 5L, 6L, 7L, 6L, 7L, 3L, 
##     5L, 7L, 7L, 5L, 7L, 7L, 7L, 7L, 3L, 1L, 5L, 6L, 7L, 2L, 6L, 
##     5L, 4L, 6L, 6L, 7L, 4L, 5L, 5L, 6L, 5L, 4L, 6L, 7L, 6L, 4L, 
##     7L, 6L, 4L, 5L, 5L, 7L, 6L, 4L, 5L, 6L, 4L, 5L, 5L, 6L, 2L, 
##     2L, 4L, 6L, 3L, 4L, 4L, 6L, 6L, 6L, 5L, 5L, 6L, 1L, 7L, 7L, 
##     5L, 5L, 6L, 7L, 7L, 6L, 5L, 7L, 3L, 6L, 5L, 5L, 3L, 7L, 4L, 
##     2L, 2L, 5L, 7L, 4L, 5L, 5L, 4L, 5L, 4L, 3L, 6L, 6L, 4L, 3L, 
##     6L, 7L, 3L, 2L, 6L, 2L, 5L, 4L, 5L, 4L, 7L, 4L, 5L, 6L, 5L, 
##     7L, 6L, 5L, 3L, 5L, 7L, 4L, 6L, 7L, 4L, 6L, 5L, 2L, 4L, 3L, 
##     3L, 6L, 5L, 6L, 6L, 5L, 6L, 6L, 5L, 3L, 5L, 6L, 6L, 3L, 7L, 
##     5L, 1L, 6L, 2L, 1L, 6L, NA, 5L, 6L, NA, NA, 6L, NA, NA, 4L, 
##     5L, NA, 1L, 5L, 4L, 6L, NA, 6L, 5L, NA, NA, NA, 7L, 2L, 5L, 
##     3L, 5L, 6L, 6L, 4L, NA, NA, 7L, 7L, 6L, 7L, 3L, NA, 6L, 5L, 
##     7L, NA, NA, 5L, 5L, NA, 3L, 7L, 5L, 4L, NA, NA), MLQ_9 = c(4L, 
##     6L, 1L, 2L, 7L, 1L, 4L, 6L, 1L, 6L, 2L, 1L, 3L, 4L, 2L, 6L, 
##     4L, 4L, 4L, 4L, 4L, 7L, 4L, 6L, 1L, 5L, 1L, 4L, 4L, 2L, 5L, 
##     4L, 4L, 3L, 1L, 4L, 6L, 1L, 4L, 4L, 3L, 4L, 2L, 5L, 4L, 2L, 
##     1L, 4L, 2L, 6L, 5L, 2L, 7L, 2L, 1L, 4L, 1L, 4L, 4L, 5L, 5L, 
##     4L, 4L, 3L, 1L, 4L, 4L, 1L, 2L, 4L, 3L, 7L, 1L, 3L, 2L, 4L, 
##     1L, 4L, 4L, 4L, 3L, 4L, 7L, 1L, 5L, 1L, 4L, 4L, 5L, 3L, 1L, 
##     3L, 1L, 3L, 2L, 7L, 2L, 4L, 7L, 4L, 2L, 4L, 7L, 2L, 6L, 3L, 
##     1L, 4L, 6L, 1L, 3L, 5L, 3L, 5L, 1L, 1L, 1L, 1L, 5L, 1L, 5L, 
##     4L, 1L, 1L, 6L, 2L, 7L, 4L, 5L, 5L, 4L, 5L, 3L, 1L, 3L, 4L, 
##     1L, 2L, 6L, 1L, 2L, 1L, 4L, 1L, NA, 1L, 1L, 5L, 4L, NA, NA, 
##     NA, 1L, 4L, 4L, NA, NA, 3L, 1L, 4L, 2L, 1L, 2L, 4L, 6L, 5L, 
##     5L, 2L, 1L, 2L, NA, 4L, NA, 1L, 5L, 2L, 2L, 3L, 1L, 4L, 5L, 
##     6L, 7L, 1L, 2L, 2L, 1L, 4L, 4L, 1L, 4L, 2L, 1L, 2L, 3L, 3L, 
##     2L, 1L, 1L, 1L, 4L, 4L, 6L, 2L, 7L, NA, NA, NA, NA, 2L, 4L, 
##     4L, NA, 6L, 1L, 4L, 1L, 1L, 4L, 1L, 1L, NA, 5L, 4L, 2L, 1L, 
##     5L, 2L, 1L, 1L, 1L, 1L, 2L, 1L, 1L, 1L, 1L, NA, NA, NA, 4L, 
##     4L, 2L, NA, 1L, 1L, 5L, 1L, NA, NA, NA, NA, NA, 3L, 5L, NA, 
##     NA, NA, NA, 4L, NA, 1L, NA, 7L, NA, NA, 4L, NA, 2L, 1L, 5L, 
##     6L, 3L, 1L, NA, 1L, 1L, 2L, NA, NA, 7L, 3L, NA, NA, 1L, 1L, 
##     6L, 2L, 1L, NA, 3L, 3L, 4L, NA, 7L, 1L, NA, NA, NA, NA, NA, 
##     NA, 4L, NA, NA, 6L, NA, NA, 4L, 4L, NA, NA, 1L, NA, NA, NA, 
##     NA, 4L, 6L, NA, 7L, NA, NA, 4L, NA, 5L, 5L, NA, 4L, NA, NA, 
##     NA, 4L, 1L, NA, NA, 2L, NA, 2L, NA, 4L, NA, NA, 5L, NA, 1L, 
##     3L, NA, 1L, NA, NA, NA, 2L, NA, NA, NA, NA, NA, 6L, 4L, 1L, 
##     NA, 3L, 1L, 1L, NA, 3L, NA, 3L, 3L, NA, 3L, NA, NA, NA, 2L, 
##     NA, 5L, 5L, NA, 1L, 1L, NA, NA, 3L, 5L, 2L, 5L, 4L, 3L, 1L, 
##     7L, NA, NA, NA, NA, 1L, NA, NA, 1L, 2L, NA, NA, 1L, 4L, 1L, 
##     6L, NA, NA, NA, 2L, NA, 4L, NA, NA, 2L, NA, 1L, NA, NA, 7L, 
##     2L, 1L, 4L, 6L, NA, 6L, NA, 5L, 7L, 1L, NA, 2L, 7L, 1L, 5L, 
##     NA, NA, NA, NA, 1L, 1L, NA, NA, NA, 3L, 1L, NA, 6L, NA, 4L, 
##     4L, NA, 1L, NA, 5L, 1L, NA, 5L, 2L, NA, NA, 1L, NA, 4L, 1L, 
##     NA, NA, 3L, 1L, 2L, NA, 1L, 2L, 5L, NA, 6L, NA, NA, NA, 5L, 
##     NA, NA, 6L, NA, 5L, 4L, NA, NA, NA, 2L, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, 4L, NA, NA, NA, 7L, 1L, 
##     NA, NA, NA, 4L, 1L, NA, NA, 1L, 1L, 1L, 1L, 1L, 1L, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 1L, NA, 6L, 3L, 1L, 
##     2L, 2L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 2L, NA, NA, 
##     NA, NA, NA, NA, 1L, NA, 5L, NA, 5L, 7L, 5L, 4L, 2L, 2L, 1L, 
##     NA, NA, NA, NA, NA, 6L, 5L, 1L, NA, NA, NA, NA, NA, NA, 1L, 
##     NA, NA, 7L, NA, NA, NA, NA, 3L, NA, NA, 4L, NA, 6L, NA, NA, 
##     NA, NA, NA, 2L, NA, 2L, 6L, NA, NA, 5L, 5L, NA, NA, 1L, 2L, 
##     2L, NA, NA, 5L, NA, 6L, NA, 2L, 6L, 4L, 5L, 7L, 2L, 7L, 5L, 
##     2L, 2L, 1L, 2L, 5L, 1L, 4L, 1L, 1L, 1L, 4L, 4L, 1L, 1L, 4L, 
##     2L, 4L, 2L, 3L, 2L, 1L, 1L, 4L, 2L, 2L, 2L, 3L, 7L, 1L, 1L, 
##     4L, 4L, 6L, 1L, 1L, NA, NA, NA, NA, NA, NA, NA, NA, 1L, NA, 
##     NA, 2L, 1L, NA, NA, 6L, NA, 1L, NA, 1L, NA, NA, NA, NA, NA, 
##     1L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 3L, NA, NA, 6L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 1L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 2L, 1L, 
##     NA, NA, 4L, 1L, 4L, 3L, 4L, 1L, 4L, 6L, 2L, 1L, 5L, 2L, 5L, 
##     5L, 4L, 5L, 1L, 1L, 7L, 6L, 1L, 2L, 3L, 7L, 1L, 2L, 6L, 1L, 
##     1L, 6L, 2L, 4L, 1L, 6L, 6L, 3L, 2L, 6L, 1L, 1L, 1L, 4L, 4L, 
##     7L, 7L, 1L, 1L, 1L, 1L, 5L, 1L, NA, 1L, 4L, 4L, 4L, 1L, 1L, 
##     3L, 1L, 4L, 5L, 5L, 4L, 1L, 4L, 4L, 7L, NA, 1L, 4L, 1L, 1L, 
##     1L, 1L, 4L, NA, 4L, 4L, 2L, 4L, 1L, 2L, 1L, 7L, 5L, 2L, 6L, 
##     6L, 1L, 3L, 7L, 1L, 5L, 1L, 1L, 5L, 1L, 1L, 4L, 6L, 6L, 1L, 
##     4L, 1L, 7L, 1L, 1L, 1L, 3L, 1L, 1L, 5L, 2L, 4L, 2L, 6L, 5L, 
##     1L, 1L, 7L, 1L, 7L, 1L, 2L, 1L, 1L, 5L, 1L, 3L, 7L, 2L, 6L, 
##     1L, 1L, 7L, 1L, 1L, 6L, 1L, 2L, 1L, 1L, 3L, 1L, 4L, 4L, 7L, 
##     1L, 7L, 4L, 1L, 2L, 1L, 2L, 1L, 5L, 2L, 3L, 6L, 1L, 4L, 1L, 
##     1L, 4L, 4L, 1L, 6L, 4L, 7L, 2L, NA, NA, NA, NA, 5L, 6L, 1L, 
##     7L, 4L, 4L, 2L, 4L, 7L, 6L, 3L, 5L, 1L, 4L, 4L, 1L, 4L, 2L, 
##     3L, 1L, 5L, 3L, 4L, NA, NA, 3L, 4L, 5L, 1L, 1L, 1L, 1L, 7L, 
##     2L, 7L, 1L, 7L, 5L, 3L, 3L, 1L, 2L, 5L, NA, 1L, 1L, 2L, 2L, 
##     7L, 6L, 1L, 2L, 5L, 1L, 1L, 4L, 1L, 5L, 5L, 3L, 3L, 2L, 3L, 
##     1L, 1L, 7L, 4L, 1L, 2L, 2L, 4L, 2L, 2L, 4L, 1L, 3L, 5L, 1L, 
##     1L, 1L, 4L, 3L, 4L, 4L, 2L, 3L, 2L, 2L, 3L, 2L, 7L, 5L, 2L, 
##     5L, 1L, 1L, 1L, 2L, 1L, 3L, 1L, 1L, 3L, 3L, 5L, 2L, 4L, 5L, 
##     5L, 7L, 5L, 1L, 1L, 1L, 2L, 1L, 4L, NA, 2L, 2L, NA, NA, 2L, 
##     NA, 2L, NA, 2L, 6L, 2L, 6L, 5L, 8L, 8L, 4L, 6L, 5L, 5L, 5L, 
##     5L, 6L, 5L, 8L, 6L, 5L, 8L, 8L, 4L, 2L, 7L, 5L, 8L, 5L, 6L, 
##     5L, 6L, 8L, 8L, 8L, 5L, 8L, 7L, 3L, 3L, 1L, 6L, 4L, 1L, 2L, 
##     6L, 6L, 2L, 1L, 1L, 3L, 6L, 1L, 4L, 4L, 1L, 1L, 1L, 7L, 1L, 
##     5L, 1L, 4L, 4L, 1L, 1L, 1L, 4L, 3L, 1L, 5L, 4L, 4L, 1L, 5L, 
##     4L, 7L, 4L, 1L, 1L, 1L, 7L, 4L, 1L, 4L, 1L, 7L, 3L, 4L, 3L, 
##     2L, 6L, 2L, 6L, 5L, 2L, 5L, 3L, 2L, 6L, 4L, 1L, 5L, 2L, 4L, 
##     4L, 3L, 2L, 1L, 2L, 7L, 1L, 2L, 5L, 2L, 5L, 6L, 2L, 5L, 3L, 
##     1L, 2L, 3L, 6L, 1L, 1L, 3L, 2L, 7L, 4L, 6L, 3L, 2L, 1L, 2L, 
##     2L, 2L, 2L, 1L, 1L, 5L, 2L, 5L, 5L, 7L, 2L, 5L, 5L, 3L, 5L, 
##     4L, 6L, 3L, 1L, 2L, 2L, 4L, 4L, 3L, 3L, 3L, 1L, 4L, 1L, 2L, 
##     1L, 3L, 1L, 6L, 3L, 2L, 5L, 6L, 2L, 2L, 5L, 4L, 2L, 1L, 2L, 
##     4L, 2L, 3L, 2L, 5L, 6L, 4L, 2L, 2L, 4L, 4L, 4L, 5L, 5L, 2L, 
##     3L, 1L, 1L, 5L, 1L, 1L, NA, 3L, 5L, NA, NA, 2L, NA, NA, 2L, 
##     3L, NA, 1L, 3L, 1L, 5L, NA, 2L, 3L, NA, NA, NA, 1L, 1L, 2L, 
##     5L, 4L, 5L, 2L, 3L, NA, NA, 1L, 1L, 3L, 1L, 5L, NA, 1L, 5L, 
##     3L, NA, NA, 2L, 2L, NA, 4L, 3L, 1L, 4L, NA, NA), MLQ_10 = c(4L, 
##     2L, 7L, 6L, 7L, 1L, 4L, 7L, 3L, 6L, 6L, 4L, 4L, 4L, 5L, 4L, 
##     7L, 6L, 6L, 4L, 6L, 7L, 3L, 6L, 2L, 4L, 7L, 4L, 4L, 4L, 6L, 
##     4L, 1L, 6L, 6L, 5L, 5L, 2L, 2L, 4L, 5L, 4L, 5L, 6L, 5L, 1L, 
##     5L, 5L, 4L, 4L, 5L, 4L, 1L, 4L, 7L, 4L, 5L, 2L, 4L, 6L, 7L, 
##     4L, 3L, 5L, 7L, 4L, 4L, 1L, 5L, 2L, 3L, 1L, 5L, 4L, 6L, 4L, 
##     4L, 4L, 4L, 6L, 5L, 6L, 7L, 1L, 2L, 1L, 7L, 4L, 5L, 5L, 7L, 
##     4L, 4L, 5L, 5L, 7L, 5L, 4L, 7L, 4L, 4L, 4L, 5L, 1L, 6L, 5L, 
##     4L, 4L, 6L, 5L, 6L, 4L, 4L, 6L, 6L, 1L, 6L, 7L, 4L, 6L, 4L, 
##     4L, 5L, 7L, 3L, 6L, 7L, 4L, 7L, 5L, 4L, 6L, 5L, 3L, 4L, 5L, 
##     2L, 1L, 6L, 7L, 6L, 1L, 5L, 5L, NA, 1L, 6L, 7L, 6L, NA, NA, 
##     NA, 5L, 5L, 6L, NA, NA, 6L, 5L, 7L, 2L, 3L, 5L, 7L, 6L, 6L, 
##     3L, 5L, 2L, 6L, NA, 7L, NA, 7L, 5L, 6L, 6L, 6L, 2L, 4L, 7L, 
##     6L, 7L, 2L, 7L, 2L, 1L, 5L, 4L, 7L, 4L, 7L, 6L, 1L, 3L, 3L, 
##     5L, 4L, 1L, 5L, 7L, 5L, 7L, 6L, 7L, NA, NA, NA, NA, 6L, 6L, 
##     7L, NA, 6L, 4L, 4L, 5L, 3L, 6L, 5L, 6L, NA, 5L, 5L, 5L, 6L, 
##     5L, 5L, 5L, 5L, 1L, 6L, 5L, 1L, 7L, 1L, 7L, NA, NA, NA, 5L, 
##     7L, 5L, NA, 1L, 5L, 6L, 4L, NA, NA, NA, NA, NA, 5L, 6L, NA, 
##     NA, NA, NA, 6L, NA, 4L, NA, 7L, NA, NA, 4L, NA, 7L, 5L, 6L, 
##     7L, 4L, 1L, NA, 7L, 3L, 7L, NA, NA, 7L, 5L, NA, NA, 3L, 1L, 
##     7L, 5L, 7L, NA, 6L, 4L, 6L, NA, 6L, 7L, NA, NA, NA, NA, NA, 
##     NA, 6L, NA, NA, 1L, NA, NA, 7L, 4L, NA, NA, 5L, NA, NA, NA, 
##     NA, 3L, 7L, NA, 6L, NA, NA, 5L, NA, 4L, 1L, NA, 4L, NA, NA, 
##     NA, 5L, 2L, NA, NA, 3L, NA, 2L, NA, 4L, NA, NA, 5L, NA, 2L, 
##     2L, NA, 6L, NA, NA, NA, 6L, NA, NA, NA, NA, NA, 4L, 7L, 4L, 
##     NA, 4L, 2L, 3L, NA, 5L, NA, 5L, 2L, NA, 6L, NA, NA, NA, 5L, 
##     NA, 4L, 5L, NA, 5L, 1L, NA, NA, 4L, 4L, 6L, 7L, 5L, 4L, 5L, 
##     5L, NA, NA, NA, NA, 5L, NA, NA, 2L, 3L, NA, NA, 1L, 4L, 1L, 
##     7L, NA, NA, NA, 2L, NA, 5L, NA, NA, 4L, NA, 5L, NA, NA, 7L, 
##     2L, 5L, 6L, 5L, NA, 7L, NA, 3L, 7L, 1L, NA, 5L, 7L, 5L, 6L, 
##     NA, NA, NA, NA, 7L, 1L, NA, NA, NA, 6L, 7L, NA, 7L, NA, 6L, 
##     6L, NA, 3L, NA, 5L, 6L, NA, 7L, 7L, NA, NA, 4L, NA, 7L, 2L, 
##     NA, NA, 3L, 7L, 6L, NA, 7L, 1L, 7L, NA, 7L, NA, NA, NA, 3L, 
##     NA, NA, 6L, NA, 6L, 4L, NA, NA, NA, 4L, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, 7L, NA, NA, NA, 7L, 6L, 
##     NA, NA, NA, 6L, 5L, NA, NA, 5L, 7L, 6L, 7L, 1L, 7L, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 1L, NA, 4L, 7L, 5L, 
##     6L, 3L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 3L, NA, NA, 
##     NA, NA, NA, NA, 4L, NA, 7L, NA, 5L, 7L, 5L, 4L, 7L, 5L, 5L, 
##     NA, NA, NA, NA, NA, 7L, 6L, 4L, NA, NA, NA, NA, NA, NA, 4L, 
##     NA, NA, 7L, NA, NA, NA, NA, 4L, NA, NA, 6L, NA, 5L, NA, NA, 
##     NA, NA, NA, 6L, NA, 6L, 5L, NA, NA, 5L, 6L, NA, NA, 7L, 7L, 
##     2L, NA, NA, 5L, NA, 3L, NA, 7L, 5L, 4L, 7L, 7L, 5L, 5L, 4L, 
##     6L, 7L, 6L, 3L, 5L, 7L, 5L, 6L, 6L, 3L, 5L, 5L, 7L, 6L, 3L, 
##     7L, 5L, 7L, 6L, 6L, 3L, 4L, 4L, 2L, 1L, 5L, 7L, 7L, 7L, 4L, 
##     3L, 6L, 7L, 7L, 6L, NA, NA, NA, NA, NA, NA, NA, NA, 7L, NA, 
##     NA, 6L, 7L, NA, NA, 6L, NA, 7L, NA, 5L, NA, NA, NA, NA, NA, 
##     1L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 5L, NA, NA, 2L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 1L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 6L, 5L, 
##     NA, NA, 4L, 7L, 4L, 6L, 7L, 6L, 4L, 6L, 7L, 3L, 5L, 4L, 5L, 
##     5L, 4L, 5L, 3L, 7L, 7L, 7L, 7L, 5L, 7L, 6L, 5L, 3L, 6L, 3L, 
##     7L, 4L, 6L, 6L, 7L, 6L, 7L, 7L, 7L, 6L, 7L, 4L, 6L, 4L, 6L, 
##     4L, 7L, 1L, 6L, 5L, 2L, 5L, 6L, NA, 7L, 7L, 6L, 5L, 7L, 7L, 
##     4L, 1L, 4L, 5L, 6L, 6L, 2L, 5L, 6L, 6L, NA, 6L, 4L, 4L, 4L, 
##     5L, 7L, 5L, NA, 7L, 4L, 7L, 4L, 1L, 5L, 4L, 5L, 7L, 5L, 6L, 
##     6L, 4L, 5L, 7L, 5L, 5L, 6L, 4L, 6L, 4L, 6L, 3L, 6L, 6L, 6L, 
##     4L, 7L, 7L, 1L, 4L, 3L, 4L, 6L, 7L, 4L, 3L, 7L, 6L, 7L, 5L, 
##     5L, 5L, 7L, 4L, 7L, 6L, 4L, 6L, 5L, 5L, 7L, 7L, 7L, 2L, 6L, 
##     6L, 7L, 7L, 7L, 5L, 6L, 5L, 6L, 7L, 1L, 4L, 7L, 5L, 5L, 7L, 
##     6L, 7L, 4L, 6L, 7L, 5L, 4L, 4L, 6L, 6L, 6L, 4L, 4L, 5L, 7L, 
##     6L, 5L, 6L, 6L, 6L, 6L, 7L, 6L, NA, NA, NA, NA, 4L, 4L, 6L, 
##     6L, 5L, 6L, 7L, 4L, 7L, 5L, 3L, 5L, 6L, 4L, 5L, 6L, 5L, 6L, 
##     3L, 6L, 5L, 7L, 5L, NA, NA, 3L, 4L, 5L, 2L, 7L, 2L, 7L, 6L, 
##     5L, 7L, 1L, 7L, 4L, 6L, 5L, 4L, 4L, 5L, NA, 7L, 7L, 4L, 5L, 
##     1L, 6L, 7L, 7L, 5L, 7L, 7L, 6L, 1L, 5L, 7L, 5L, 5L, 4L, 4L, 
##     7L, 7L, 5L, 6L, 3L, 5L, 2L, 5L, 3L, 5L, 4L, 4L, 7L, 7L, 7L, 
##     7L, 7L, 4L, 3L, 6L, 6L, 5L, 3L, 5L, 6L, 5L, 5L, 7L, 7L, 6L, 
##     7L, 1L, 1L, 5L, 6L, 4L, 5L, 1L, 5L, 7L, 6L, 4L, 4L, 5L, 4L, 
##     7L, 7L, 2L, 2L, 6L, 2L, 6L, 4L, 6L, NA, 5L, 6L, NA, NA, 5L, 
##     NA, 2L, NA, 3L, 7L, 1L, 4L, 7L, 5L, 6L, 8L, 7L, 3L, 5L, 5L, 
##     5L, 8L, 4L, 1L, 8L, 5L, 8L, 7L, 4L, 8L, 6L, 5L, 8L, 5L, 6L, 
##     3L, 6L, 4L, 8L, 7L, 6L, 8L, 3L, 1L, 5L, 7L, 4L, 6L, 7L, 6L, 
##     6L, 7L, 7L, 7L, 4L, 7L, 6L, 6L, 6L, 4L, 6L, 5L, 2L, 7L, 1L, 
##     5L, 6L, 7L, 5L, 7L, 7L, 7L, 6L, 4L, 1L, 5L, 6L, 4L, 2L, 6L, 
##     5L, 4L, 6L, 6L, 5L, 4L, 6L, 4L, 7L, 5L, 4L, 7L, 4L, 6L, 7L, 
##     7L, 7L, 4L, 5L, 5L, 7L, 7L, 4L, 6L, 5L, 5L, 5L, 5L, 6L, 2L, 
##     3L, 5L, 7L, 3L, 2L, 4L, 5L, 7L, 5L, 3L, 5L, 6L, 1L, 7L, 6L, 
##     6L, 5L, 4L, 7L, 5L, 3L, 3L, 5L, 4L, 6L, 5L, 5L, 3L, 3L, 7L, 
##     6L, 4L, 5L, 1L, 4L, 5L, 2L, 4L, 5L, 5L, 4L, 6L, 7L, 4L, 6L, 
##     5L, 7L, 4L, 2L, 7L, 5L, 5L, 4L, 4L, 2L, 5L, 6L, 6L, 7L, 5L, 
##     7L, 6L, 7L, 4L, 6L, 7L, 4L, 6L, 7L, 4L, 4L, 6L, 2L, 5L, 6L, 
##     4L, 7L, 6L, 6L, 5L, 6L, 5L, 6L, 5L, 3L, 4L, 6L, 6L, 3L, 2L, 
##     6L, 1L, 6L, 2L, 1L, 6L, NA, 4L, 6L, NA, NA, 5L, NA, NA, 5L, 
##     6L, NA, 2L, 5L, 4L, 4L, NA, 5L, 2L, NA, NA, NA, 7L, 2L, 7L, 
##     4L, 5L, 7L, 6L, 5L, NA, NA, 7L, 7L, 4L, 6L, 6L, NA, 6L, 5L, 
##     7L, NA, NA, 5L, 6L, NA, 5L, 3L, 5L, 3L, NA, NA), LET_1 = c(3L, 
##     4L, 3L, 2L, 2L, 5L, 3L, 3L, 1L, 4L, 1L, 2L, 3L, 4L, 2L, 3L, 
##     3L, 5L, 4L, 2L, 2L, 3L, 2L, 5L, 1L, 4L, 1L, 3L, 2L, 2L, 4L, 
##     1L, 1L, 3L, 1L, 3L, 4L, 1L, 3L, 3L, 3L, 1L, 2L, 4L, 2L, 4L, 
##     2L, 3L, 2L, 3L, 3L, 2L, 5L, 1L, 1L, 3L, 1L, 2L, 3L, 4L, 2L, 
##     2L, 3L, 3L, 1L, 3L, 3L, 3L, 3L, 2L, 4L, 3L, 3L, 3L, 2L, 4L, 
##     1L, 3L, 3L, 4L, 2L, 5L, 3L, 1L, 3L, 2L, 2L, 2L, 2L, 2L, 1L, 
##     3L, 1L, 2L, 1L, 5L, 1L, 3L, 1L, 3L, 2L, 3L, 3L, 2L, 4L, 2L, 
##     1L, 2L, 4L, 2L, 2L, 1L, 2L, 3L, 2L, 1L, 2L, 2L, 3L, 1L, 1L, 
##     2L, 1L, 1L, 3L, 2L, 5L, 5L, 2L, 3L, 3L, 5L, 3L, 1L, 3L, 3L, 
##     1L, 3L, 4L, 2L, 3L, 1L, 3L, 2L, NA, 1L, 2L, 3L, 3L, NA, NA, 
##     NA, 2L, 2L, 3L, NA, NA, 4L, 2L, 2L, 1L, 4L, 2L, 5L, 3L, 4L, 
##     2L, 1L, 1L, 1L, NA, 4L, NA, 1L, 3L, 2L, 2L, 3L, 1L, 3L, 4L, 
##     4L, 5L, 1L, 4L, 3L, 1L, 3L, 3L, 1L, 1L, 5L, 2L, 1L, 1L, 3L, 
##     3L, 1L, 1L, 1L, 3L, 4L, 3L, 1L, 5L, NA, NA, NA, NA, 2L, 1L, 
##     2L, NA, 2L, 1L, 3L, 2L, 1L, 3L, 1L, NA, NA, NA, 3L, 2L, 1L, 
##     3L, 2L, 3L, 1L, 2L, 2L, 2L, 1L, 1L, 1L, 3L, NA, NA, NA, 2L, 
##     1L, 2L, NA, 2L, 4L, 2L, 2L, NA, NA, NA, NA, NA, 2L, 5L, NA, 
##     NA, NA, NA, 2L, NA, 1L, NA, 5L, NA, NA, 2L, NA, 4L, 1L, 3L, 
##     5L, 2L, 1L, NA, 1L, 1L, 3L, NA, NA, 1L, 3L, NA, NA, 1L, 1L, 
##     5L, 1L, 1L, NA, 4L, 1L, 2L, NA, 4L, 4L, NA, NA, NA, NA, NA, 
##     NA, 2L, NA, NA, 5L, NA, NA, 3L, 3L, NA, NA, 1L, NA, NA, NA, 
##     NA, 4L, 4L, NA, 4L, NA, NA, 2L, NA, 2L, 1L, NA, 3L, NA, NA, 
##     NA, 3L, 2L, NA, NA, 4L, NA, 2L, NA, 3L, NA, NA, 2L, NA, 2L, 
##     3L, NA, 2L, NA, NA, NA, 1L, NA, NA, NA, NA, NA, 4L, 1L, 1L, 
##     NA, 2L, 1L, 1L, NA, 2L, NA, 3L, 1L, NA, 3L, NA, NA, NA, 2L, 
##     NA, 4L, 4L, NA, 1L, 3L, NA, NA, 2L, 4L, 2L, 3L, 3L, 1L, 1L, 
##     4L, NA, NA, NA, NA, 2L, NA, NA, 1L, 1L, NA, NA, 2L, 2L, 1L, 
##     5L, NA, NA, NA, 1L, NA, 2L, NA, NA, 4L, NA, 3L, NA, NA, 4L, 
##     2L, 1L, 4L, 3L, NA, 5L, NA, 2L, 5L, 1L, NA, 2L, 5L, 3L, 4L, 
##     NA, NA, NA, NA, 5L, 1L, NA, NA, NA, 2L, 3L, NA, 3L, NA, 4L, 
##     3L, NA, 1L, NA, 2L, 1L, NA, 4L, 2L, NA, NA, 1L, NA, 3L, 1L, 
##     NA, NA, 1L, 1L, 2L, NA, 1L, 1L, 4L, NA, 5L, NA, NA, NA, 2L, 
##     NA, NA, 4L, NA, 4L, 2L, NA, NA, NA, 2L, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, 2L, NA, NA, NA, 3L, 1L, 
##     NA, NA, NA, 4L, 2L, NA, NA, 1L, 2L, 1L, 2L, 1L, 1L, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 2L, NA, 5L, 3L, 1L, 
##     2L, 2L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 2L, NA, NA, 
##     NA, NA, NA, NA, 2L, NA, 4L, NA, 1L, 5L, 3L, 2L, 3L, 2L, 3L, 
##     NA, NA, NA, NA, NA, 2L, 3L, 1L, NA, NA, NA, NA, NA, NA, 1L, 
##     NA, NA, 5L, NA, NA, NA, NA, 1L, NA, NA, 3L, NA, 4L, NA, NA, 
##     NA, NA, NA, 1L, NA, 1L, 3L, NA, NA, 3L, 3L, NA, NA, 3L, 1L, 
##     1L, NA, NA, 3L, NA, 1L, NA, 1L, 4L, 4L, 4L, 1L, 3L, 4L, 2L, 
##     4L, 4L, 5L, 1L, 4L, 1L, 2L, 2L, 2L, 1L, 3L, 5L, 2L, 1L, 4L, 
##     3L, 5L, 2L, 4L, 1L, 1L, 1L, 5L, 2L, 1L, 2L, 3L, 4L, 1L, 1L, 
##     2L, 4L, 4L, 1L, 4L, NA, NA, NA, NA, NA, NA, NA, NA, 4L, NA, 
##     NA, 1L, 4L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 3L, NA, NA, 2L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 1L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, 3L, 2L, 3L, 3L, 3L, 4L, 3L, 3L, 2L, 2L, 1L, 2L, 1L, 
##     2L, 3L, 5L, 2L, 1L, 1L, 2L, 4L, 2L, 2L, 3L, 2L, 1L, 5L, 3L, 
##     1L, 2L, 2L, 2L, 1L, 2L, 3L, 3L, 3L, 1L, 3L, 1L, 2L, 1L, 3L, 
##     2L, 5L, 3L, 2L, 1L, 1L, 3L, 3L, NA, 2L, 5L, 3L, 4L, 5L, 1L, 
##     3L, 1L, 2L, 4L, 1L, 2L, 1L, 1L, 3L, 3L, NA, 2L, 1L, 1L, 1L, 
##     1L, 1L, 2L, NA, 3L, 2L, 1L, 3L, 1L, 2L, 3L, 1L, 2L, 3L, 4L, 
##     5L, 1L, 2L, 2L, 2L, 2L, 3L, 1L, 1L, 1L, 2L, 1L, 1L, 4L, 2L, 
##     3L, 1L, 5L, 1L, 3L, 1L, 2L, 1L, 1L, 2L, 2L, 3L, 2L, 3L, 5L, 
##     1L, 2L, 1L, 1L, 1L, 3L, 2L, 2L, 1L, 1L, 1L, 4L, 5L, 2L, 4L, 
##     1L, 1L, 5L, 1L, 1L, 1L, 2L, 5L, 2L, 1L, 2L, 3L, 2L, 3L, 5L, 
##     1L, 5L, 2L, 1L, 3L, 4L, 3L, 1L, 3L, 2L, 1L, 4L, 1L, 3L, 1L, 
##     1L, 3L, 3L, 4L, 4L, 3L, 1L, 1L, NA, NA, NA, NA, 2L, 1L, 1L, 
##     1L, 2L, 2L, 2L, 3L, 1L, 1L, 3L, 2L, 1L, 3L, 3L, 4L, 3L, 1L, 
##     3L, 1L, 3L, 3L, 3L, NA, NA, 3L, 3L, 2L, 1L, 1L, 1L, 1L, 4L, 
##     2L, 2L, 1L, 4L, 4L, 2L, 3L, 1L, 2L, 4L, NA, 1L, 1L, 1L, 2L, 
##     1L, 2L, 1L, 4L, 2L, 1L, 1L, 3L, 1L, 2L, 1L, 2L, 3L, 2L, 3L, 
##     1L, 1L, 4L, 4L, 1L, 2L, 2L, 4L, 1L, 2L, 3L, 2L, 3L, 3L, 2L, 
##     1L, 2L, 1L, 3L, 3L, 4L, 2L, 4L, 1L, 2L, 2L, 2L, 1L, 4L, 3L, 
##     2L, 2L, 2L, 2L, 4L, 3L, 3L, 1L, 1L, 4L, 1L, 3L, 2L, 2L, 5L, 
##     2L, 4L, 3L, 1L, 1L, 1L, 2L, 1L, 3L, NA, 3L, 2L, NA, NA, 5L, 
##     NA, 3L, NA, 2L, 3L, 1L, 4L, 5L, 7L, 7L, 7L, 2L, 3L, 5L, 1L, 
##     4L, 8L, 5L, 4L, 2L, 4L, 4L, 4L, 3L, 6L, 6L, 6L, 8L, 5L, 8L, 
##     3L, 7L, 2L, 6L, 8L, 8L, 8L, 3L, 6L, 3L, 1L, 2L, 2L, 1L, 2L, 
##     2L, 3L, 3L, 3L, 1L, 3L, 1L, 2L, 3L, 1L, 2L, 1L, 1L, 5L, 3L, 
##     3L, 3L, 5L, 4L, 5L, 2L, 1L, 3L, 3L, 1L, 4L, 2L, 2L, 1L, 1L, 
##     1L, 2L, 3L, 2L, 1L, 1L, 3L, 1L, 1L, 2L, 1L, 5L, 4L, 3L, 1L, 
##     5L, 4L, 1L, 5L, 4L, 2L, 1L, 2L, 2L, 4L, 2L, 1L, 1L, 2L, 2L, 
##     3L, 2L, 2L, 2L, 1L, 5L, 2L, 1L, 4L, 4L, 3L, 2L, 3L, 3L, 2L, 
##     1L, 3L, 2L, 4L, 1L, 1L, 3L, 2L, 2L, 2L, 1L, 2L, 2L, 2L, 4L, 
##     2L, 3L, 3L, 2L, 3L, 4L, 1L, 2L, 4L, 1L, 3L, 3L, 4L, 2L, 3L, 
##     3L, 5L, 1L, 1L, 4L, 5L, 4L, 2L, 3L, 2L, 3L, 1L, 2L, 1L, 2L, 
##     1L, 2L, 2L, 3L, 3L, 4L, 3L, 4L, 3L, 3L, 3L, 4L, 2L, 3L, 1L, 
##     2L, 2L, 2L, 2L, 4L, 3L, 3L, 2L, 4L, 3L, 4L, 2L, 3L, 1L, 2L, 
##     2L, 1L, 1L, 1L, 1L, 2L, NA, 3L, 3L, NA, NA, 5L, NA, NA, 2L, 
##     2L, NA, 1L, NA, 3L, 3L, NA, NA, 4L, NA, NA, NA, NA, 4L, 1L, 
##     4L, 3L, 2L, 3L, 3L, NA, NA, 1L, 1L, 2L, 3L, NA, NA, 1L, 4L, 
##     4L, NA, NA, 2L, 2L, NA, NA, 2L, 2L, 3L, NA, NA), LET_2 = c(3L, 
##     2L, 5L, 4L, 3L, 3L, 3L, 2L, 5L, 4L, 4L, 3L, 3L, 3L, 4L, 3L, 
##     5L, 3L, 2L, 3L, 2L, 5L, 4L, 3L, 5L, 3L, 5L, 4L, 4L, 4L, 3L, 
##     5L, 4L, 3L, 4L, 3L, 4L, 5L, 2L, 4L, 3L, 5L, 4L, 3L, 4L, 2L, 
##     4L, 4L, 4L, 4L, 3L, 4L, 3L, 3L, 5L, 3L, 5L, 4L, 3L, 4L, 4L, 
##     4L, 3L, 3L, 5L, 3L, 3L, 3L, 3L, 4L, 4L, 1L, 2L, 2L, 4L, 4L, 
##     5L, 3L, 3L, 3L, 5L, 1L, 3L, 2L, 4L, 5L, 3L, 3L, 4L, 5L, 4L, 
##     3L, 4L, 3L, 2L, 5L, 4L, 3L, 1L, 3L, 4L, 3L, 1L, 4L, 4L, 2L, 
##     5L, 4L, 3L, 4L, 4L, 4L, 3L, 3L, 3L, 1L, 5L, 5L, 3L, 5L, 5L, 
##     3L, 5L, 5L, 4L, 5L, 1L, 4L, 4L, 3L, 4L, 4L, 2L, 5L, 4L, 4L, 
##     4L, 3L, 4L, 5L, 3L, 4L, 2L, 4L, NA, 4L, 4L, 4L, 4L, NA, NA, 
##     NA, 4L, 5L, 2L, NA, NA, 3L, 4L, 3L, 3L, 2L, 3L, 4L, 3L, 3L, 
##     4L, 5L, 4L, 4L, NA, 2L, NA, 5L, 4L, 4L, 4L, 2L, 3L, 3L, 5L, 
##     2L, 4L, 4L, 2L, 3L, 5L, 4L, 3L, 5L, 4L, 5L, 4L, 4L, 3L, 3L, 
##     4L, 3L, 3L, 4L, 3L, 3L, 5L, 4L, 3L, NA, NA, NA, NA, 4L, 5L, 
##     4L, NA, 2L, 4L, 3L, 4L, 3L, 3L, 5L, NA, NA, NA, 4L, 3L, 5L, 
##     3L, 2L, 3L, 2L, 5L, 4L, 3L, 4L, 5L, 5L, 4L, NA, NA, NA, 5L, 
##     4L, 3L, NA, 2L, 3L, 4L, 5L, NA, NA, NA, NA, NA, 2L, 3L, NA, 
##     NA, NA, NA, 3L, NA, 5L, NA, 2L, NA, NA, 4L, NA, 1L, 5L, 4L, 
##     2L, 4L, 5L, NA, 5L, 5L, 4L, NA, NA, 5L, 4L, NA, NA, 2L, 5L, 
##     2L, 5L, 4L, NA, 2L, 4L, 5L, NA, 3L, 3L, NA, NA, NA, NA, NA, 
##     NA, 3L, NA, NA, 1L, NA, NA, 3L, 3L, NA, NA, 4L, NA, NA, NA, 
##     NA, 3L, 3L, NA, 4L, NA, NA, 4L, NA, 5L, 5L, NA, 3L, NA, NA, 
##     NA, 5L, 3L, NA, NA, 3L, NA, 5L, NA, 3L, NA, NA, 4L, NA, 2L, 
##     3L, NA, 4L, NA, NA, NA, 4L, NA, NA, NA, NA, NA, 2L, 5L, 5L, 
##     NA, 4L, 5L, 5L, NA, 3L, NA, 3L, 5L, NA, 3L, NA, NA, NA, 4L, 
##     NA, 2L, 4L, NA, 5L, 3L, NA, NA, 5L, 2L, 4L, 4L, 4L, 5L, 5L, 
##     3L, NA, NA, NA, NA, 4L, NA, NA, 5L, 1L, NA, NA, 3L, 3L, 5L, 
##     4L, NA, NA, NA, 4L, NA, 4L, NA, NA, 2L, NA, 4L, NA, NA, 1L, 
##     3L, 4L, 3L, 4L, NA, 1L, NA, 2L, 1L, 5L, NA, 4L, 3L, 2L, 1L, 
##     NA, NA, NA, NA, 4L, 5L, NA, NA, NA, 4L, 3L, NA, 3L, NA, 4L, 
##     3L, NA, 5L, NA, 3L, 4L, NA, 1L, 3L, NA, NA, 5L, NA, 4L, 4L, 
##     NA, NA, 5L, 4L, 5L, NA, 4L, 5L, 2L, NA, 2L, NA, NA, NA, 3L, 
##     NA, NA, 3L, NA, 5L, 4L, NA, NA, NA, 3L, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, 5L, NA, NA, NA, 3L, 5L, 
##     NA, NA, NA, 4L, 4L, NA, NA, 4L, 3L, 5L, 4L, 5L, 5L, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 2L, NA, 5L, 4L, 5L, 
##     4L, 3L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 4L, NA, NA, 
##     NA, NA, NA, NA, 4L, NA, 3L, NA, 5L, 5L, 4L, 4L, 3L, 4L, 3L, 
##     NA, NA, NA, NA, NA, 3L, 4L, 3L, NA, NA, NA, NA, NA, NA, 5L, 
##     NA, NA, 3L, NA, NA, NA, NA, 3L, NA, NA, 4L, NA, 1L, NA, NA, 
##     NA, NA, NA, 4L, NA, 5L, 4L, NA, NA, 3L, 3L, NA, NA, 4L, 4L, 
##     4L, NA, NA, 4L, NA, 3L, NA, 5L, 4L, 4L, 3L, 5L, 5L, 2L, 4L, 
##     3L, 3L, 4L, 5L, 4L, 5L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 5L, 4L, 
##     2L, 1L, 4L, 4L, 4L, 5L, 5L, 2L, 3L, 4L, 4L, 4L, 3L, 4L, 4L, 
##     2L, 2L, 3L, 4L, 4L, NA, NA, NA, NA, NA, NA, NA, NA, 3L, NA, 
##     NA, 4L, 2L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 4L, NA, NA, 3L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 5L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, 3L, 4L, 3L, 3L, 4L, 5L, 5L, 3L, 3L, 3L, 5L, 4L, 4L, 
##     3L, 3L, 5L, 5L, 4L, 5L, 4L, 3L, 4L, 5L, 5L, 4L, 5L, 3L, 5L, 
##     4L, 4L, 4L, 4L, 2L, 4L, 3L, 5L, 3L, 5L, 4L, 5L, 4L, 4L, 5L, 
##     4L, 3L, 5L, 4L, 4L, 4L, 3L, 4L, NA, 5L, 3L, 3L, 4L, 5L, 4L, 
##     4L, 5L, 5L, 4L, 5L, 3L, 5L, 4L, 4L, 5L, NA, 5L, 4L, 4L, 4L, 
##     5L, 4L, 4L, NA, 5L, 4L, 5L, 3L, 5L, 5L, 5L, 4L, 4L, 4L, 4L, 
##     5L, 5L, 3L, 4L, 5L, 4L, 3L, 4L, 5L, 4L, 4L, 2L, 4L, 2L, 4L, 
##     1L, 5L, 4L, 4L, 4L, 5L, 4L, 3L, 4L, 3L, 4L, 4L, 2L, 3L, 5L, 
##     4L, 4L, 5L, 5L, 5L, 4L, 4L, 4L, 5L, 4L, 5L, 3L, 5L, 5L, 5L, 
##     5L, 5L, 5L, 5L, 5L, 4L, 4L, 4L, 4L, 5L, 4L, 4L, 3L, 4L, 4L, 
##     5L, 5L, 4L, 5L, 4L, 1L, 2L, 4L, 5L, 4L, 4L, 4L, 3L, 3L, 5L, 
##     5L, 4L, 5L, 5L, 4L, 4L, 1L, 4L, NA, NA, NA, NA, 3L, 2L, 5L, 
##     4L, 4L, 4L, 5L, 3L, 5L, 4L, 3L, 4L, 4L, 5L, 4L, 4L, 4L, 4L, 
##     3L, 4L, 3L, 3L, 4L, NA, NA, 3L, 4L, 4L, 4L, 5L, 4L, 5L, 4L, 
##     3L, 5L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, NA, 5L, 5L, 5L, 4L, 
##     5L, 3L, 4L, 4L, 3L, 4L, 5L, 4L, 5L, 3L, 5L, 4L, 3L, 3L, 5L, 
##     5L, 4L, 2L, 3L, 4L, 4L, 5L, 2L, 5L, 5L, 2L, 4L, 5L, 3L, 4L, 
##     5L, 4L, 5L, 3L, 4L, 3L, 3L, 3L, 4L, 3L, 4L, 4L, 5L, 4L, 4L, 
##     3L, 5L, 5L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 5L, 3L, 4L, 3L, 3L, 
##     4L, 3L, 3L, 5L, 5L, 4L, 4L, 5L, 3L, NA, 3L, 4L, NA, NA, 5L, 
##     NA, 4L, NA, 3L, 6L, 8L, 7L, 4L, 8L, 8L, 4L, 7L, 8L, 5L, 8L, 
##     7L, 7L, 1L, 8L, 3L, 6L, 8L, 5L, 7L, 2L, 6L, 7L, 6L, 7L, 6L, 
##     8L, 6L, 7L, 7L, 1L, 3L, 5L, 5L, 8L, 4L, 4L, 4L, 4L, 2L, 4L, 
##     4L, 3L, 3L, 4L, 5L, 5L, 5L, 4L, 5L, 4L, 4L, 4L, 4L, 3L, 5L, 
##     3L, 4L, 3L, 4L, 5L, 5L, 4L, 3L, 4L, 5L, 4L, 3L, 5L, 5L, 5L, 
##     4L, 4L, 4L, 5L, 5L, 4L, 5L, 4L, 4L, 4L, 4L, 3L, 2L, 4L, 5L, 
##     4L, 2L, 3L, 4L, 3L, 3L, 4L, 3L, 3L, 2L, 3L, 4L, 4L, 4L, 5L, 
##     3L, 4L, 4L, 3L, 5L, 1L, 5L, 5L, 4L, 3L, 3L, 2L, 4L, 4L, 4L, 
##     4L, 3L, 5L, 4L, 2L, 3L, 3L, 4L, 3L, 4L, 5L, 2L, 3L, 2L, 5L, 
##     4L, 5L, 4L, 4L, 4L, 3L, 5L, 5L, 3L, 2L, 4L, 5L, 4L, 4L, 4L, 
##     2L, 3L, 3L, 5L, 2L, 3L, 3L, 5L, 4L, 3L, 4L, 5L, 4L, 4L, 4L, 
##     5L, 4L, 4L, 2L, 4L, 3L, 3L, 2L, 3L, 2L, 3L, 4L, 4L, 4L, 4L, 
##     4L, 4L, 4L, 5L, 4L, 4L, 5L, 4L, 3L, 3L, 4L, 4L, 3L, 4L, 4L, 
##     5L, 4L, 4L, 5L, 5L, 3L, NA, 4L, 4L, NA, NA, 1L, NA, NA, 4L, 
##     5L, NA, 4L, NA, 4L, 4L, NA, NA, 4L, NA, NA, NA, NA, 4L, 3L, 
##     3L, 4L, 3L, 3L, 4L, NA, NA, 4L, 5L, 4L, 4L, NA, NA, 4L, 3L, 
##     3L, NA, NA, 4L, 3L, NA, NA, 5L, 3L, 4L, NA, NA), LET_3 = c(4L, 
##     4L, 4L, 3L, 3L, 4L, 3L, 4L, 2L, 4L, 2L, 2L, 3L, 3L, 2L, 3L, 
##     2L, 3L, 3L, 2L, 4L, 1L, 3L, 3L, 1L, 4L, 1L, 3L, 3L, 2L, 4L, 
##     2L, 1L, 2L, 2L, 3L, 2L, 1L, 2L, 3L, 2L, 3L, 3L, 3L, 3L, 4L, 
##     2L, 4L, 2L, 4L, 3L, 2L, 4L, 3L, 2L, 3L, 1L, 2L, 3L, 3L, 4L, 
##     2L, 4L, 3L, 1L, 3L, 3L, 5L, 3L, 3L, 4L, 3L, 2L, 4L, 2L, 4L, 
##     1L, 3L, 3L, 3L, 2L, 5L, 3L, 3L, 3L, 2L, 3L, 3L, 1L, 2L, 1L, 
##     3L, 4L, 2L, 2L, 5L, 4L, 3L, 1L, 3L, 2L, 3L, 5L, 2L, 4L, 2L, 
##     2L, 3L, 2L, 3L, 2L, 3L, 1L, 3L, 3L, 1L, 4L, 3L, 5L, 1L, 1L, 
##     3L, 1L, 2L, 3L, 2L, 5L, 3L, 2L, 2L, 3L, 2L, 3L, 1L, 4L, 3L, 
##     1L, 1L, 1L, 1L, 2L, 1L, 4L, 2L, NA, 1L, 1L, 3L, 2L, NA, NA, 
##     NA, 2L, 2L, 2L, NA, NA, 3L, 1L, 4L, 2L, 2L, 2L, 3L, 4L, 5L, 
##     1L, 1L, 1L, 1L, NA, 2L, NA, 1L, 2L, 2L, 2L, 4L, 5L, 3L, 2L, 
##     2L, 5L, 3L, 5L, 3L, 3L, 4L, 1L, 2L, 2L, 1L, 1L, 4L, 3L, 3L, 
##     3L, 3L, 1L, 1L, 3L, 3L, 3L, 4L, 3L, NA, NA, NA, NA, 2L, 1L, 
##     3L, NA, 2L, 3L, 3L, 1L, 2L, 4L, 1L, NA, NA, NA, 3L, 2L, 1L, 
##     3L, 4L, 3L, 1L, 2L, 2L, 3L, 1L, 1L, 1L, 1L, NA, NA, NA, 2L, 
##     2L, 4L, NA, 1L, 4L, 2L, 2L, NA, NA, NA, NA, NA, 2L, 1L, NA, 
##     NA, NA, NA, 2L, NA, 1L, NA, 4L, NA, NA, 1L, NA, 3L, 1L, 2L, 
##     4L, 1L, 1L, NA, 1L, 1L, 3L, NA, NA, 1L, 2L, NA, NA, 2L, 1L, 
##     5L, 1L, 4L, NA, 3L, 1L, 2L, NA, 4L, 2L, NA, NA, NA, NA, NA, 
##     NA, 5L, NA, NA, 4L, NA, NA, 4L, 3L, NA, NA, 1L, NA, NA, NA, 
##     NA, 3L, 4L, NA, 3L, NA, NA, 2L, NA, 2L, 2L, NA, 3L, NA, NA, 
##     NA, 1L, 3L, NA, NA, 2L, NA, 1L, NA, 3L, NA, NA, 2L, NA, 4L, 
##     1L, NA, 2L, NA, NA, NA, 2L, NA, NA, NA, NA, NA, 4L, 3L, 1L, 
##     NA, 2L, 1L, 2L, NA, 2L, NA, 3L, 1L, NA, 3L, NA, NA, NA, 2L, 
##     NA, 3L, 4L, NA, 1L, 4L, NA, NA, 3L, 4L, 1L, 3L, 3L, 1L, 1L, 
##     4L, NA, NA, NA, NA, 2L, NA, NA, 1L, 2L, NA, NA, 2L, 4L, 1L, 
##     3L, NA, NA, NA, 2L, NA, 3L, NA, NA, 4L, NA, 2L, NA, NA, 5L, 
##     2L, 1L, 1L, 3L, NA, 5L, NA, 4L, 5L, 2L, NA, 2L, 4L, 3L, 4L, 
##     NA, NA, NA, NA, 1L, 2L, NA, NA, NA, 2L, 1L, NA, 3L, NA, 2L, 
##     3L, NA, 1L, NA, 2L, 1L, NA, 5L, 2L, NA, NA, 2L, NA, 3L, 1L, 
##     NA, NA, 4L, 2L, 3L, NA, 2L, 1L, 4L, NA, 3L, NA, NA, NA, 3L, 
##     NA, NA, 4L, NA, 4L, 2L, NA, NA, NA, 3L, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, 2L, NA, NA, NA, 4L, 1L, 
##     NA, NA, NA, 3L, 3L, NA, NA, 4L, 3L, 1L, 1L, 1L, 2L, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 2L, NA, 5L, 2L, 1L, 
##     2L, 2L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 2L, NA, NA, 
##     NA, NA, NA, NA, 3L, NA, 4L, NA, 1L, 5L, 3L, 3L, 3L, 2L, 1L, 
##     NA, NA, NA, NA, NA, 1L, 4L, 2L, NA, NA, NA, NA, NA, NA, 1L, 
##     NA, NA, 3L, NA, NA, NA, NA, 2L, NA, NA, 2L, NA, 4L, NA, NA, 
##     NA, NA, NA, 1L, NA, 1L, 2L, NA, NA, 3L, 3L, NA, NA, 1L, 1L, 
##     1L, NA, NA, 4L, NA, 2L, NA, 1L, 3L, 4L, 5L, 3L, 1L, 5L, 3L, 
##     2L, 3L, 3L, 1L, 4L, 1L, 4L, 2L, 2L, 2L, 2L, 3L, 1L, 2L, 3L, 
##     2L, 4L, 3L, 4L, 2L, 1L, 1L, 2L, 2L, 3L, 4L, 2L, 3L, 1L, 1L, 
##     2L, 2L, 2L, 1L, 2L, NA, NA, NA, NA, NA, NA, NA, NA, 1L, NA, 
##     NA, 2L, 2L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 2L, NA, NA, 3L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 1L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, 3L, 2L, 2L, 3L, 2L, 2L, 4L, 3L, 1L, 1L, 5L, 3L, 1L, 
##     2L, 3L, 5L, 2L, 2L, 1L, 1L, 3L, 2L, 2L, 3L, 2L, 1L, 4L, 2L, 
##     1L, 4L, 3L, 2L, 3L, 2L, 3L, 4L, 2L, 3L, 3L, 1L, 2L, 2L, 2L, 
##     3L, 5L, 1L, 2L, 1L, 2L, 3L, 2L, NA, 2L, 5L, 3L, 3L, 1L, 1L, 
##     3L, 1L, 2L, 4L, 1L, 2L, 1L, 2L, 2L, 3L, NA, 2L, 2L, 1L, 3L, 
##     1L, 3L, 2L, NA, 4L, 3L, 1L, 3L, 1L, 2L, 2L, 2L, 3L, 2L, 4L, 
##     5L, 2L, 3L, 1L, 3L, 3L, 2L, 1L, 1L, 2L, 2L, 1L, 4L, 4L, 2L, 
##     2L, 1L, 3L, 1L, 2L, 1L, 2L, 3L, 1L, 4L, 4L, 2L, 2L, 1L, 5L, 
##     2L, 3L, 5L, 1L, 1L, 3L, 4L, 2L, 1L, 1L, 1L, 3L, 5L, 2L, 4L, 
##     1L, 1L, 5L, 1L, 1L, 3L, 2L, 3L, 2L, 4L, 3L, 2L, 2L, 3L, 4L, 
##     2L, 4L, 3L, 2L, 4L, 5L, 2L, 3L, 3L, 2L, 1L, 4L, 1L, 3L, 2L, 
##     1L, 3L, 1L, 4L, 4L, 3L, 1L, 4L, NA, NA, NA, NA, 4L, 1L, 1L, 
##     2L, 2L, 2L, 4L, 3L, 5L, 3L, 3L, 2L, 2L, 1L, 3L, 1L, 3L, 2L, 
##     2L, 2L, 3L, 2L, 4L, NA, NA, 3L, 4L, 2L, 2L, 3L, 1L, 1L, 2L, 
##     3L, 2L, 1L, 4L, 4L, 2L, 2L, 1L, 2L, 4L, NA, 2L, 1L, 1L, 2L, 
##     2L, 2L, 1L, 2L, 3L, 3L, 1L, 2L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 
##     3L, 1L, 4L, 3L, 1L, 2L, 2L, 4L, 1L, 2L, 4L, 2L, 1L, 2L, 2L, 
##     1L, 2L, 1L, 3L, 2L, 4L, 2L, 2L, 1L, 2L, 2L, 3L, 1L, 2L, 2L, 
##     2L, 2L, 1L, 1L, 2L, 2L, 3L, 2L, 1L, 3L, 3L, 2L, 3L, 2L, 3L, 
##     3L, 3L, 3L, 1L, 1L, 2L, 2L, 1L, 2L, NA, 3L, 2L, NA, NA, 2L, 
##     NA, 2L, NA, 3L, 6L, 7L, 8L, 6L, 4L, 8L, 2L, 7L, 8L, 5L, 4L, 
##     6L, 6L, 5L, 3L, 6L, 7L, 8L, 6L, 6L, 3L, 4L, 3L, 8L, 6L, 8L, 
##     8L, 7L, 7L, 5L, 3L, 7L, 8L, 6L, 5L, 5L, 1L, 4L, 2L, 3L, 3L, 
##     2L, 3L, 2L, 3L, 1L, 4L, 3L, 2L, 2L, 2L, 2L, 1L, 2L, 5L, 1L, 
##     3L, 2L, 5L, 3L, 1L, 2L, 1L, 3L, 3L, 1L, 4L, 2L, 2L, 1L, 1L, 
##     2L, 3L, 2L, 2L, 1L, 1L, 3L, 2L, 3L, 2L, 3L, 1L, 3L, 2L, 1L, 
##     2L, 4L, 3L, 4L, 3L, 3L, 2L, 2L, 2L, 3L, 3L, 2L, 1L, 2L, 2L, 
##     2L, 2L, 2L, 2L, 1L, 5L, 3L, 4L, 3L, 2L, 2L, 4L, 2L, 2L, 2L, 
##     4L, 3L, 2L, 3L, 2L, 1L, 3L, 2L, 2L, 2L, 1L, 4L, 2L, 1L, 2L, 
##     2L, 2L, 1L, 5L, 2L, 4L, 1L, 2L, 3L, 3L, 3L, 2L, 4L, 3L, 4L, 
##     2L, 4L, 2L, 1L, 2L, 5L, 3L, 3L, 3L, 3L, 2L, 1L, 2L, 2L, 4L, 
##     1L, 2L, 1L, 3L, 3L, 2L, 2L, 4L, 2L, 3L, 4L, 2L, 2L, 1L, 2L, 
##     3L, 4L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 2L, 4L, 2L, 2L, 2L, 1L, 
##     2L, 1L, 1L, 2L, 3L, 2L, NA, 3L, 2L, NA, NA, 3L, NA, NA, 3L, 
##     2L, NA, 1L, NA, 3L, 3L, NA, NA, 2L, NA, NA, NA, NA, 4L, 3L, 
##     4L, 3L, 3L, 3L, 3L, NA, NA, 1L, 1L, 2L, 1L, NA, NA, 2L, 2L, 
##     3L, NA, NA, 2L, 3L, NA, NA, 2L, 2L, 3L, NA, NA), LET_4 = c(1L, 
##     3L, 5L, 4L, 4L, 2L, 3L, 3L, 5L, 4L, 4L, 4L, 2L, 3L, 5L, 3L, 
##     5L, 3L, 1L, 4L, 4L, 5L, 2L, 2L, 4L, 4L, 1L, 4L, 4L, 4L, 4L, 
##     5L, 4L, 4L, 5L, 4L, 4L, 5L, 4L, 5L, 4L, 1L, 2L, 3L, 3L, 2L, 
##     4L, 4L, 5L, 4L, 3L, 4L, 2L, 5L, 5L, 4L, 5L, 3L, 4L, 3L, 4L, 
##     4L, 3L, 4L, 5L, 3L, 3L, 1L, 4L, 4L, 4L, 3L, 4L, 2L, 3L, 4L, 
##     5L, 4L, 3L, 4L, 5L, 3L, 3L, 5L, 5L, 5L, 4L, 3L, 4L, 4L, 5L, 
##     4L, 4L, 4L, 4L, 5L, 4L, 3L, 3L, 3L, 4L, 3L, 1L, 4L, 4L, 5L, 
##     3L, 3L, 4L, 4L, 5L, 4L, 4L, 3L, 4L, 1L, 5L, 5L, 3L, 5L, 5L, 
##     3L, 5L, 5L, 3L, 5L, 1L, 1L, 5L, 4L, 4L, 4L, 4L, 5L, 3L, 4L, 
##     5L, 5L, 5L, 4L, 4L, 4L, 3L, 5L, NA, 5L, 5L, 5L, 5L, NA, NA, 
##     NA, 4L, 5L, 4L, NA, NA, 4L, 5L, 4L, 3L, 4L, 5L, 4L, 4L, 3L, 
##     5L, 5L, 5L, 5L, NA, 3L, NA, 5L, 4L, 5L, 4L, 4L, 4L, 5L, 5L, 
##     3L, 5L, 5L, 3L, 4L, 4L, 5L, 5L, 5L, 4L, 5L, 4L, 4L, 5L, 3L, 
##     4L, 3L, 4L, 5L, 4L, 4L, 5L, 3L, 4L, NA, NA, NA, NA, 4L, 5L, 
##     3L, NA, 1L, 4L, 3L, 5L, 4L, 3L, 5L, NA, NA, NA, 4L, 3L, 5L, 
##     3L, 4L, 5L, 4L, 4L, 5L, 4L, 5L, 5L, 4L, 4L, NA, NA, NA, 4L, 
##     5L, 3L, NA, 3L, 4L, 5L, 4L, NA, NA, NA, NA, NA, 4L, 4L, NA, 
##     NA, NA, NA, 2L, NA, 4L, NA, 3L, NA, NA, 4L, NA, 2L, 5L, 4L, 
##     4L, 4L, 4L, NA, 5L, 5L, 4L, NA, NA, 5L, 3L, NA, NA, 3L, 5L, 
##     2L, 1L, 5L, NA, 3L, 5L, 4L, NA, 2L, 3L, NA, NA, NA, NA, NA, 
##     NA, 5L, NA, NA, 2L, NA, NA, 4L, 3L, NA, NA, 4L, NA, NA, NA, 
##     NA, 4L, 2L, NA, 5L, NA, NA, 4L, NA, 5L, 5L, NA, 3L, NA, NA, 
##     NA, 5L, 4L, NA, NA, 3L, NA, 5L, NA, 3L, NA, NA, 4L, NA, 4L, 
##     2L, NA, 5L, NA, NA, NA, 5L, NA, NA, NA, NA, NA, 2L, 5L, 3L, 
##     NA, 4L, 5L, 5L, NA, 4L, NA, 3L, 5L, NA, 4L, NA, NA, NA, 5L, 
##     NA, 4L, 4L, NA, 5L, 3L, NA, NA, 4L, 3L, 4L, 4L, 3L, 4L, 4L, 
##     3L, NA, NA, NA, NA, 4L, NA, NA, 5L, 4L, NA, NA, 5L, 4L, 5L, 
##     4L, NA, NA, NA, 4L, NA, 3L, NA, NA, 2L, NA, 5L, NA, NA, 3L, 
##     3L, 5L, 5L, 4L, NA, 1L, NA, 4L, 4L, 5L, NA, 4L, 3L, 3L, 2L, 
##     NA, NA, NA, NA, 4L, 5L, NA, NA, NA, 4L, 5L, NA, 4L, NA, 4L, 
##     4L, NA, 5L, NA, 3L, 4L, NA, 1L, 4L, NA, NA, 4L, NA, 4L, 4L, 
##     NA, NA, 4L, 4L, 4L, NA, 4L, 4L, 3L, NA, 3L, NA, NA, NA, 4L, 
##     NA, NA, 4L, NA, 3L, 4L, NA, NA, NA, 3L, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, 4L, NA, NA, NA, 3L, 5L, 
##     NA, NA, NA, 5L, 4L, NA, NA, 4L, 5L, 5L, 4L, 5L, 5L, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 2L, NA, 5L, 3L, 4L, 
##     4L, 4L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 4L, NA, NA, 
##     NA, NA, NA, NA, 4L, NA, 5L, NA, 4L, 5L, 4L, 3L, 3L, 4L, 5L, 
##     NA, NA, NA, NA, NA, 2L, 4L, 4L, NA, NA, NA, NA, NA, NA, 5L, 
##     NA, NA, 3L, NA, NA, NA, NA, 4L, NA, NA, 4L, NA, 2L, NA, NA, 
##     NA, NA, NA, 4L, NA, 4L, 4L, NA, NA, 4L, 4L, NA, NA, 4L, 5L, 
##     5L, NA, NA, 4L, NA, 4L, NA, 5L, 4L, 4L, 2L, 5L, 4L, 4L, 4L, 
##     3L, 3L, 4L, 5L, 4L, 5L, 3L, 4L, 4L, 4L, 4L, 4L, 2L, 5L, 4L, 
##     3L, 3L, 3L, 4L, 4L, 4L, 5L, 5L, 4L, 3L, 2L, 4L, 5L, 4L, 4L, 
##     4L, 3L, 3L, 4L, 4L, NA, NA, NA, NA, NA, NA, NA, NA, 4L, NA, 
##     NA, 4L, 4L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 5L, NA, NA, 3L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 5L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, 3L, 5L, 4L, 4L, 5L, 5L, 5L, 3L, 4L, 4L, 5L, 4L, 4L, 
##     4L, 3L, 5L, 5L, 5L, 5L, 5L, 3L, 4L, 5L, 3L, 4L, 5L, 2L, 5L, 
##     5L, 4L, 4L, 5L, 4L, 4L, 4L, 5L, 4L, 5L, 4L, 5L, 3L, 4L, 5L, 
##     5L, 3L, 5L, 4L, 5L, 4L, 3L, 5L, NA, 4L, 1L, 5L, 4L, 5L, 4L, 
##     4L, 4L, 5L, 5L, 5L, 3L, 5L, 5L, 4L, 4L, NA, 4L, 5L, 4L, 3L, 
##     5L, 4L, 4L, NA, 5L, 4L, 5L, 3L, 5L, 5L, 5L, 4L, 4L, 3L, 4L, 
##     5L, 5L, 2L, 4L, 4L, 4L, 4L, 4L, 4L, 5L, 4L, 5L, 4L, 2L, 4L, 
##     4L, 5L, 4L, 4L, 4L, 5L, 4L, 5L, 4L, 2L, 4L, 5L, 3L, 4L, 5L, 
##     5L, 4L, 5L, 5L, 5L, 4L, 4L, 4L, 5L, 4L, 5L, 4L, 5L, 4L, 5L, 
##     5L, 5L, 5L, 5L, 4L, 4L, 4L, 5L, 4L, 5L, 4L, 4L, 4L, 4L, 4L, 
##     4L, 5L, 4L, 5L, 4L, 4L, 2L, 5L, 5L, 4L, 5L, 4L, 1L, 2L, 5L, 
##     5L, 4L, 4L, 5L, 4L, 4L, 1L, 4L, NA, NA, NA, NA, 3L, 4L, 5L, 
##     5L, 3L, 5L, 4L, 3L, 5L, 4L, 3L, 4L, 5L, 3L, 4L, 4L, 4L, 4L, 
##     4L, 4L, 3L, 4L, 4L, NA, NA, 3L, 4L, 4L, 4L, 5L, 4L, 4L, 4L, 
##     4L, 5L, 4L, 4L, 5L, 4L, 4L, 4L, 4L, 4L, NA, 4L, 5L, 5L, 4L, 
##     5L, 4L, 4L, 4L, 2L, 4L, 5L, 4L, 5L, 4L, 5L, 4L, 4L, 3L, 5L, 
##     4L, 4L, 2L, 4L, 5L, 4L, 5L, 5L, 4L, 5L, 3L, 4L, 5L, 5L, 4L, 
##     4L, 5L, 5L, 3L, 4L, 3L, 4L, 3L, 4L, 4L, 4L, 4L, 5L, 4L, 4L, 
##     4L, 5L, 4L, 4L, 5L, 5L, 4L, 4L, 4L, 5L, 5L, 3L, 4L, 4L, 3L, 
##     4L, 3L, 4L, 5L, 5L, 5L, 4L, 5L, 3L, NA, 4L, 4L, NA, NA, 5L, 
##     NA, 5L, NA, 2L, 8L, 8L, 8L, 6L, 4L, 8L, 8L, 8L, 8L, 5L, 2L, 
##     8L, 8L, 5L, 2L, 7L, 4L, 3L, 7L, 7L, 1L, 5L, 4L, 6L, 6L, 8L, 
##     4L, 8L, 7L, 3L, 3L, 6L, 8L, 7L, 6L, 5L, 5L, 4L, 5L, 4L, 4L, 
##     4L, 4L, 4L, 4L, 5L, 5L, 5L, 3L, 5L, 4L, 4L, 5L, 4L, 3L, 5L, 
##     3L, 5L, 1L, 4L, 5L, 4L, 4L, 5L, 4L, 4L, 5L, 3L, 5L, 5L, 5L, 
##     5L, 5L, 4L, 4L, 5L, 4L, 4L, 5L, 4L, 4L, 3L, 3L, 4L, 4L, 5L, 
##     5L, 4L, 3L, 4L, 4L, 5L, 3L, 3L, 4L, 2L, 4L, 4L, 5L, 4L, 4L, 
##     4L, 4L, 4L, 4L, 5L, 3L, 4L, 5L, 4L, 5L, 3L, 3L, 4L, 4L, 4L, 
##     5L, 4L, 5L, 3L, 5L, 4L, 5L, 4L, 3L, 5L, 5L, 4L, 5L, 4L, 4L, 
##     5L, 5L, 4L, 5L, 4L, 4L, 5L, 4L, 4L, 5L, 5L, 4L, 4L, 4L, 4L, 
##     4L, 4L, 4L, 5L, 4L, 5L, 4L, 4L, 4L, 5L, 5L, 5L, 4L, 4L, 4L, 
##     5L, 5L, 5L, 3L, 4L, 4L, 3L, 2L, 4L, 3L, 4L, 4L, 4L, 4L, 4L, 
##     3L, 4L, 5L, 5L, 4L, 4L, 4L, 4L, 3L, 4L, 4L, 4L, 4L, 2L, 5L, 
##     4L, 4L, 4L, 5L, 4L, 3L, NA, 4L, 4L, NA, NA, 4L, NA, NA, 4L, 
##     4L, NA, 4L, NA, 3L, 4L, NA, NA, 4L, NA, NA, NA, NA, 4L, 4L, 
##     3L, 3L, 5L, 4L, 5L, NA, NA, 5L, 5L, 5L, 5L, NA, NA, 4L, 4L, 
##     5L, NA, NA, 5L, 5L, NA, NA, 5L, 3L, 4L, NA, NA), LET_5 = c(2L, 
##     5L, 4L, 1L, 3L, 2L, 3L, 4L, 2L, 4L, 2L, 1L, 3L, 2L, 2L, 2L, 
##     1L, 4L, 2L, 2L, 2L, 1L, 2L, 3L, 1L, 3L, 1L, 4L, 1L, 2L, 4L, 
##     1L, 3L, 3L, 1L, 2L, 3L, 1L, 2L, 4L, 2L, 2L, 2L, 3L, 4L, 4L, 
##     3L, 4L, 1L, 5L, 3L, 2L, 4L, 2L, 1L, 3L, 1L, 3L, 3L, 3L, 3L, 
##     2L, 4L, 4L, 1L, 3L, 3L, 3L, 2L, 2L, 4L, 1L, 2L, 4L, 2L, 4L, 
##     1L, 2L, 3L, 2L, 1L, 4L, 3L, 2L, 2L, 1L, 1L, 3L, 1L, 1L, 1L, 
##     4L, 3L, 2L, 2L, 5L, 1L, 3L, 3L, 3L, 2L, 2L, 5L, 1L, 4L, 2L, 
##     2L, 1L, 3L, 2L, 1L, 2L, 2L, 2L, 2L, 1L, 1L, 2L, 2L, 1L, 1L, 
##     2L, 2L, 1L, 1L, 1L, 5L, 5L, 1L, 2L, 2L, 2L, 4L, 1L, 3L, 2L, 
##     1L, 1L, 2L, 1L, 2L, 1L, 5L, 2L, NA, 1L, 1L, 1L, 1L, NA, NA, 
##     NA, 2L, 2L, 1L, NA, NA, 3L, 1L, 2L, 2L, 2L, 1L, 1L, 1L, 3L, 
##     1L, 1L, 2L, 1L, NA, 3L, NA, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 1L, 
##     3L, 4L, 2L, 4L, 3L, 3L, 1L, 1L, 1L, 2L, 1L, 1L, 2L, 2L, 3L, 
##     2L, 3L, 1L, 2L, 4L, 2L, 2L, 2L, 2L, NA, NA, NA, NA, 2L, 1L, 
##     3L, NA, 2L, 3L, 4L, 1L, 2L, 4L, 1L, NA, NA, NA, 4L, 2L, 1L, 
##     3L, 2L, 2L, 1L, 1L, 2L, 2L, 1L, 1L, 1L, 1L, NA, NA, NA, 3L, 
##     1L, 3L, NA, 1L, 1L, 2L, 1L, NA, NA, NA, NA, NA, 2L, 1L, NA, 
##     NA, NA, NA, 2L, NA, 1L, NA, 4L, NA, NA, 2L, NA, 2L, 1L, 3L, 
##     2L, 1L, 1L, NA, 1L, 1L, 2L, NA, NA, 1L, 1L, NA, NA, 2L, 1L, 
##     4L, 1L, 1L, NA, 2L, 1L, 1L, NA, 4L, 4L, NA, NA, NA, NA, NA, 
##     NA, 3L, NA, NA, 4L, NA, NA, 3L, 3L, NA, NA, 1L, NA, NA, NA, 
##     NA, 3L, 4L, NA, 2L, NA, NA, 2L, NA, 2L, 4L, NA, 2L, NA, NA, 
##     NA, 2L, 1L, NA, NA, 2L, NA, 1L, NA, 3L, NA, NA, 3L, NA, 2L, 
##     4L, NA, 1L, NA, NA, NA, 2L, NA, NA, NA, NA, NA, 3L, 1L, 2L, 
##     NA, 1L, 1L, 1L, NA, 2L, NA, 4L, 1L, NA, 3L, NA, NA, NA, 1L, 
##     NA, 1L, 3L, NA, 1L, 3L, NA, NA, 1L, 3L, 2L, 1L, 2L, 1L, 1L, 
##     3L, NA, NA, NA, NA, 2L, NA, NA, 5L, 1L, NA, NA, 1L, 3L, 1L, 
##     2L, NA, NA, NA, 2L, NA, 2L, NA, NA, 4L, NA, 2L, NA, NA, 5L, 
##     2L, 1L, 3L, 3L, NA, 5L, NA, 2L, 2L, 1L, NA, 2L, 3L, 2L, 3L, 
##     NA, NA, NA, NA, 1L, 2L, NA, NA, NA, 2L, 1L, NA, 2L, NA, 1L, 
##     2L, NA, 1L, NA, 3L, 1L, NA, 5L, 2L, NA, NA, 1L, NA, 2L, 1L, 
##     NA, NA, 2L, 3L, 1L, NA, 2L, 1L, 3L, NA, 4L, NA, NA, NA, 2L, 
##     NA, NA, 2L, NA, 5L, 2L, NA, NA, NA, 3L, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, 1L, NA, NA, NA, 3L, 1L, 
##     NA, NA, NA, 2L, 2L, NA, NA, 1L, 3L, 1L, 2L, 1L, 1L, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 5L, NA, 5L, 4L, 1L, 
##     2L, 1L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 2L, NA, NA, 
##     NA, NA, NA, NA, 3L, NA, 2L, NA, 1L, 5L, 2L, 2L, 3L, 2L, 1L, 
##     NA, NA, NA, NA, NA, 4L, 3L, 2L, NA, NA, NA, NA, NA, NA, 1L, 
##     NA, NA, 3L, NA, NA, NA, NA, 1L, NA, NA, 3L, NA, 3L, NA, NA, 
##     NA, NA, NA, 1L, NA, 4L, 2L, NA, NA, 3L, 3L, NA, NA, 1L, 1L, 
##     2L, NA, NA, 4L, NA, 2L, NA, 2L, 3L, 4L, 4L, 1L, 2L, 4L, 1L, 
##     2L, 3L, 1L, 2L, 4L, 1L, 3L, 1L, 2L, 1L, 3L, 2L, 5L, 1L, 2L, 
##     2L, 3L, 3L, 2L, 2L, 1L, 1L, 2L, 1L, 1L, 3L, 2L, 2L, 1L, 2L, 
##     2L, 3L, 3L, 1L, 3L, NA, NA, NA, NA, NA, NA, NA, NA, 1L, NA, 
##     NA, 1L, 1L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 1L, NA, NA, 3L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 1L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, 3L, 2L, 3L, 2L, 1L, 1L, 4L, 3L, 1L, 1L, 2L, 2L, 1L, 
##     2L, 2L, 1L, 1L, 1L, 1L, 1L, 4L, 2L, 2L, 3L, 3L, 1L, 5L, 1L, 
##     1L, 2L, 2L, 2L, 3L, 2L, 3L, 2L, 2L, 1L, 3L, 1L, 2L, 2L, 1L, 
##     3L, 3L, 1L, 2L, 1L, 1L, 3L, 1L, NA, 2L, 1L, 3L, 2L, 1L, 1L, 
##     2L, 1L, 3L, 1L, 1L, 3L, 1L, 2L, 1L, 3L, NA, 1L, 1L, 1L, 2L, 
##     1L, 3L, 2L, NA, 5L, 2L, 1L, 2L, 4L, 2L, 2L, 1L, 3L, 3L, 4L, 
##     5L, 1L, 2L, 4L, 3L, 3L, 2L, 1L, 1L, 1L, 3L, 4L, 2L, 4L, 2L, 
##     3L, 1L, 2L, 1L, 1L, 1L, 2L, 3L, 1L, 1L, 2L, 3L, 3L, 3L, 5L, 
##     1L, 2L, 1L, 1L, 1L, 2L, 2L, 2L, 1L, 1L, 1L, 2L, 5L, 2L, 4L, 
##     1L, 1L, 5L, 1L, 1L, 2L, 2L, 2L, 2L, 3L, 3L, 2L, 2L, 2L, 5L, 
##     1L, 2L, 3L, 2L, 1L, 3L, 2L, 1L, 1L, 2L, 1L, 2L, 1L, 2L, 5L, 
##     1L, 2L, 1L, 3L, 4L, 2L, 1L, 1L, NA, NA, NA, NA, 2L, 4L, 5L, 
##     2L, 2L, 3L, 1L, 3L, 1L, 5L, 3L, 2L, 1L, 1L, 3L, 2L, 4L, 1L, 
##     2L, 1L, 3L, 3L, 4L, NA, NA, 3L, 4L, 2L, 1L, 1L, 2L, 1L, 2L, 
##     2L, 5L, 1L, 4L, 5L, 2L, 2L, 1L, 2L, 4L, NA, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 2L, 2L, 3L, 1L, 3L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 
##     2L, 5L, 3L, 4L, 1L, 3L, 1L, 2L, 1L, 1L, 2L, 1L, 1L, 1L, 3L, 
##     1L, 1L, 1L, 3L, 2L, 4L, 1L, 4L, 2L, 2L, 2L, 5L, 1L, 2L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 1L, 1L, 2L, 3L, 3L, 3L, 3L, 
##     1L, 2L, 2L, 1L, 1L, 1L, 1L, 1L, 2L, NA, 2L, 2L, NA, NA, 2L, 
##     NA, 1L, NA, 4L, 8L, 7L, 8L, 5L, 5L, 5L, 4L, 6L, 8L, 5L, 5L, 
##     7L, 8L, 5L, 5L, 7L, 5L, 8L, 6L, 7L, 2L, 4L, 4L, 6L, 7L, 8L, 
##     5L, 5L, 8L, 6L, 3L, 5L, 8L, 7L, 5L, 5L, 1L, 2L, 2L, 3L, 2L, 
##     2L, 3L, 2L, 3L, 1L, 2L, 1L, 2L, 1L, 2L, 2L, 1L, 1L, 3L, 1L, 
##     3L, 1L, 1L, 2L, 1L, 2L, 1L, 3L, 2L, 1L, 1L, 3L, 3L, 1L, 1L, 
##     2L, 3L, 1L, 1L, 1L, 1L, 3L, 1L, 3L, 2L, 2L, 3L, 2L, 1L, 1L, 
##     2L, 2L, 2L, 4L, 3L, 1L, 2L, 2L, 2L, 4L, 3L, 2L, 1L, 2L, 2L, 
##     3L, 2L, 2L, 1L, 1L, 5L, 1L, 1L, 1L, 1L, 3L, 2L, 3L, 1L, 1L, 
##     2L, 4L, 2L, 2L, 2L, 1L, 2L, 2L, 2L, 1L, 1L, 2L, 1L, 1L, 2L, 
##     2L, 2L, 1L, 4L, 1L, 3L, 1L, 3L, 3L, 2L, 2L, 3L, 3L, 2L, 2L, 
##     2L, 1L, 2L, 1L, 1L, 2L, 4L, 2L, 1L, 2L, 1L, 1L, 2L, 1L, 3L, 
##     1L, 2L, 1L, 3L, 3L, 2L, 2L, 3L, 1L, 3L, 2L, 1L, 2L, 1L, 1L, 
##     2L, 2L, 1L, 1L, 2L, 1L, 2L, 2L, 3L, 2L, 1L, 1L, 1L, 2L, 2L, 
##     1L, 1L, 1L, 4L, 1L, 2L, NA, 2L, 2L, NA, NA, 3L, NA, NA, 2L, 
##     2L, NA, 1L, NA, 1L, 3L, NA, NA, 2L, NA, NA, NA, NA, 4L, 2L, 
##     2L, 2L, 2L, 2L, 3L, NA, NA, 2L, 1L, 3L, 1L, NA, NA, 2L, 2L, 
##     4L, NA, NA, 2L, 2L, NA, NA, 2L, 2L, 2L, NA, NA), LET_6 = c(2L, 
##     1L, 5L, 4L, 4L, 1L, 3L, 2L, 5L, 4L, 5L, 5L, 3L, 3L, 5L, 2L, 
##     4L, 2L, 4L, 4L, 5L, 5L, 5L, 3L, 5L, 4L, 5L, 4L, 5L, 4L, 4L, 
##     5L, 5L, 3L, 5L, 4L, 2L, 5L, 4L, 5L, 5L, 5L, 5L, 3L, 5L, 3L, 
##     5L, 3L, 5L, 4L, 3L, 4L, 1L, 4L, 5L, 4L, 5L, 4L, 4L, 4L, 5L, 
##     5L, 5L, 5L, 5L, 3L, 3L, 3L, 4L, 5L, 4L, 3L, 4L, 3L, 4L, 4L, 
##     5L, 4L, 1L, 4L, 5L, 2L, 3L, 4L, 4L, 5L, 4L, 4L, 5L, 5L, 5L, 
##     4L, 5L, 4L, 4L, 5L, 5L, 3L, 1L, 3L, 3L, 4L, 1L, 5L, 4L, 5L, 
##     5L, 5L, 3L, 2L, 5L, 4L, 4L, 3L, 5L, 1L, 5L, 4L, 2L, 5L, 3L, 
##     4L, 5L, 5L, 3L, 5L, 1L, 1L, 5L, 5L, 5L, 4L, 4L, 4L, 5L, 5L, 
##     5L, 5L, 5L, 5L, 4L, 5L, 4L, 5L, NA, 5L, 5L, 3L, 4L, NA, NA, 
##     NA, 5L, 5L, 4L, NA, NA, 5L, 4L, 4L, 5L, 4L, 5L, 4L, 5L, 4L, 
##     5L, 5L, 5L, 5L, NA, 3L, NA, 5L, 3L, 4L, 4L, 3L, 3L, 5L, 4L, 
##     3L, 4L, 5L, 2L, 3L, 4L, 4L, 5L, 5L, 5L, 5L, 5L, 4L, 5L, 3L, 
##     4L, 5L, 5L, 4L, 3L, 4L, 5L, 5L, 4L, NA, NA, NA, NA, 5L, 5L, 
##     4L, NA, 4L, 5L, 4L, 5L, 5L, 4L, 5L, NA, NA, NA, 4L, 5L, 5L, 
##     3L, 5L, 5L, 4L, 5L, 5L, 5L, 5L, 5L, 5L, 5L, NA, NA, NA, 5L, 
##     5L, 4L, NA, 2L, 4L, 4L, 5L, NA, NA, NA, NA, NA, 5L, 3L, NA, 
##     NA, NA, NA, 4L, NA, 5L, NA, 2L, NA, NA, 5L, NA, 3L, 5L, 4L, 
##     3L, 5L, 5L, NA, 5L, 5L, 4L, NA, NA, 5L, 4L, NA, NA, 5L, 5L, 
##     2L, 5L, 5L, NA, 5L, 5L, 5L, NA, 3L, 2L, NA, NA, NA, NA, NA, 
##     NA, 3L, NA, NA, 1L, NA, NA, 4L, 3L, NA, NA, 5L, NA, NA, NA, 
##     NA, 3L, 3L, NA, 4L, NA, NA, 5L, NA, 5L, 5L, NA, 4L, NA, NA, 
##     NA, 3L, 5L, NA, NA, 3L, NA, 5L, NA, 3L, NA, NA, 4L, NA, 4L, 
##     3L, NA, 5L, NA, NA, NA, 5L, NA, NA, NA, NA, NA, 2L, 5L, 5L, 
##     NA, 4L, 5L, 5L, NA, 5L, NA, 3L, 5L, NA, 4L, NA, NA, NA, 5L, 
##     NA, 2L, 2L, NA, 5L, 2L, NA, NA, 5L, 3L, 5L, 4L, 5L, 5L, 4L, 
##     2L, NA, NA, NA, NA, 4L, NA, NA, 5L, 5L, NA, NA, 5L, 3L, 5L, 
##     3L, NA, NA, NA, 4L, NA, 4L, NA, NA, 3L, NA, 4L, NA, NA, 2L, 
##     4L, 5L, 5L, 3L, NA, 2L, NA, 2L, 2L, 5L, NA, 4L, 3L, 5L, 2L, 
##     NA, NA, NA, NA, 5L, 5L, NA, NA, NA, 5L, 5L, NA, 3L, NA, 5L, 
##     5L, NA, 5L, NA, 2L, 5L, NA, 2L, 4L, NA, NA, 5L, NA, 3L, 5L, 
##     NA, NA, 5L, 5L, 5L, NA, 5L, 5L, 1L, NA, 3L, NA, NA, NA, 5L, 
##     NA, NA, 5L, NA, 5L, 4L, NA, NA, NA, 4L, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, 5L, NA, NA, NA, 3L, 5L, 
##     NA, NA, NA, 5L, 4L, NA, NA, 5L, 4L, 5L, 4L, 5L, 5L, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 2L, NA, 5L, 4L, 5L, 
##     5L, 4L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 5L, NA, NA, 
##     NA, NA, NA, NA, 4L, NA, 4L, NA, 5L, 5L, 4L, 5L, 2L, 4L, 5L, 
##     NA, NA, NA, NA, NA, 3L, 4L, 5L, NA, NA, NA, NA, NA, NA, 5L, 
##     NA, NA, 4L, NA, NA, NA, NA, 5L, NA, NA, 5L, NA, 1L, NA, NA, 
##     NA, NA, NA, 5L, NA, 5L, 3L, NA, NA, 4L, 3L, NA, NA, 1L, 5L, 
##     5L, NA, NA, 4L, NA, 2L, NA, 5L, 4L, 4L, 3L, 5L, 5L, 2L, 4L, 
##     4L, 3L, 5L, 5L, 4L, 5L, 3L, 4L, 4L, 5L, 4L, 4L, 5L, 5L, 4L, 
##     4L, 4L, 2L, 4L, 5L, 5L, 5L, 5L, 4L, 3L, 4L, 5L, 4L, 4L, 5L, 
##     5L, 5L, 5L, 5L, 4L, NA, NA, NA, NA, NA, NA, NA, NA, 4L, NA, 
##     NA, 5L, 5L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 5L, NA, NA, 2L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 5L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, 3L, 5L, 4L, 4L, 5L, 5L, 3L, 3L, 5L, 4L, 5L, 2L, 4L, 
##     4L, 4L, 5L, 4L, 5L, 5L, 5L, 4L, 5L, 5L, 5L, 5L, 5L, 3L, 5L, 
##     5L, 5L, 5L, 5L, 1L, 4L, 4L, 4L, 5L, 5L, 5L, 5L, 4L, 5L, 4L, 
##     4L, 2L, 2L, 4L, 5L, 5L, 3L, 5L, NA, 5L, 3L, 5L, 4L, 5L, 5L, 
##     4L, 5L, 5L, 1L, 5L, 4L, 5L, 5L, 3L, 3L, NA, 5L, 5L, 5L, 5L, 
##     5L, 5L, 4L, NA, 5L, 2L, 1L, 4L, 5L, 5L, 4L, 1L, 3L, 4L, 4L, 
##     5L, 5L, 4L, 5L, 5L, 4L, 4L, 4L, 5L, 4L, 5L, 3L, 5L, 2L, 4L, 
##     5L, 5L, 4L, 4L, 5L, 5L, 4L, 5L, 5L, 3L, 4L, 4L, 5L, 1L, 5L, 
##     5L, 5L, 5L, 5L, 5L, 5L, 4L, 4L, 5L, 4L, 5L, 4L, 5L, 4L, 5L, 
##     5L, 5L, 5L, 5L, 5L, 4L, 4L, 5L, 5L, 5L, 3L, 5L, 3L, 4L, 4L, 
##     5L, 5L, 4L, 5L, 4L, 2L, 1L, 5L, 5L, 4L, 5L, 4L, 4L, 2L, 5L, 
##     5L, 4L, 5L, 4L, 4L, 5L, 1L, 4L, NA, NA, NA, NA, 3L, 4L, 5L, 
##     5L, 5L, 5L, 5L, 3L, 5L, 2L, 3L, 4L, 5L, 4L, 4L, 4L, 3L, 4L, 
##     4L, 4L, 4L, 3L, 4L, NA, NA, 3L, 4L, 4L, 4L, 5L, 5L, 5L, 4L, 
##     3L, 5L, 5L, 3L, 4L, 4L, 4L, 4L, 4L, 4L, NA, 5L, 5L, 5L, 5L, 
##     3L, 5L, 5L, 5L, 5L, 5L, 5L, 5L, 5L, 5L, 5L, 5L, 5L, 4L, 3L, 
##     5L, 5L, 4L, 4L, 4L, 4L, 5L, 4L, 5L, 5L, 3L, 5L, 4L, 5L, 5L, 
##     5L, 5L, 5L, 3L, 5L, 3L, 4L, 5L, 4L, 4L, 4L, 5L, 5L, 5L, 4L, 
##     1L, 5L, 5L, 5L, 5L, 5L, 5L, 5L, 5L, 4L, 5L, 4L, 5L, 4L, 3L, 
##     5L, 1L, 3L, 5L, 5L, 5L, 5L, 5L, 4L, NA, 4L, 4L, NA, NA, 5L, 
##     NA, 5L, NA, 3L, 4L, 4L, 4L, 3L, 3L, 2L, 5L, 3L, 1L, 5L, 1L, 
##     2L, 8L, 4L, 5L, 6L, 6L, 1L, 3L, 4L, 2L, 4L, 4L, 6L, 3L, 2L, 
##     3L, 4L, 4L, 7L, 5L, 5L, 8L, 1L, 7L, 3L, 5L, 5L, 5L, 1L, 5L, 
##     4L, 4L, 5L, 5L, 5L, 4L, 5L, 4L, 4L, 5L, 4L, 5L, 5L, 2L, 2L, 
##     3L, 5L, 3L, 4L, 5L, 5L, 5L, 5L, 4L, 5L, 1L, 4L, 5L, 5L, 5L, 
##     5L, 4L, 3L, 5L, 5L, 5L, 3L, 5L, 5L, 4L, 5L, 1L, 5L, 5L, 5L, 
##     5L, 2L, 5L, 4L, 5L, 5L, 4L, 4L, 5L, 3L, 4L, 5L, 5L, 5L, 5L, 
##     5L, 5L, 4L, 5L, 5L, 1L, 5L, 5L, 5L, 5L, 2L, 4L, 3L, 5L, 4L, 
##     5L, 4L, 5L, 2L, 5L, 5L, 4L, 5L, 5L, 5L, 5L, 4L, 5L, 4L, 5L, 
##     5L, 5L, 5L, 5L, 5L, 3L, 5L, 4L, 5L, 5L, 4L, 4L, 4L, 5L, 4L, 
##     3L, 2L, 5L, 5L, 3L, 5L, 5L, 4L, 4L, 3L, 5L, 5L, 4L, 5L, 5L, 
##     5L, 4L, 5L, 3L, 4L, 5L, 4L, 1L, 5L, 4L, 3L, 5L, 4L, 4L, 5L, 
##     3L, 4L, 5L, 4L, 5L, 3L, 4L, 4L, 2L, 4L, 4L, 5L, 5L, 4L, 5L, 
##     4L, 2L, 5L, 5L, 5L, 3L, NA, 4L, 5L, NA, NA, 1L, NA, NA, 4L, 
##     4L, NA, 5L, NA, 5L, 4L, NA, NA, 5L, NA, NA, NA, NA, 4L, 4L, 
##     3L, 5L, 5L, 4L, 4L, NA, NA, 4L, 5L, 3L, 5L, NA, NA, 5L, 4L, 
##     1L, NA, NA, 5L, 5L, NA, NA, 5L, 4L, 5L, NA, NA), PWB_1 = c(3L, 
##     5L, 5L, 2L, 4L, 6L, 4L, 6L, 2L, 5L, 3L, 4L, 5L, 4L, 2L, 3L, 
##     6L, 3L, 1L, 3L, 1L, 6L, 2L, 4L, 3L, 4L, 1L, 4L, 4L, 2L, 6L, 
##     3L, 2L, 3L, 2L, 2L, 3L, 2L, 2L, 2L, 3L, 1L, 4L, 3L, 4L, 5L, 
##     5L, 3L, 3L, 3L, 4L, 3L, 4L, 1L, 1L, 5L, 5L, 3L, 3L, 5L, 2L, 
##     4L, 2L, 4L, 3L, 2L, 4L, 6L, 3L, 4L, 4L, 2L, 1L, 2L, 3L, 4L, 
##     1L, 4L, 5L, 4L, 2L, 4L, 4L, 6L, 4L, 2L, 4L, 1L, 2L, 5L, 5L, 
##     2L, 5L, 2L, 6L, 6L, 1L, 4L, 6L, 4L, 5L, 4L, 2L, 2L, 5L, 5L, 
##     2L, 3L, 3L, 3L, 2L, 4L, 3L, 2L, 2L, 1L, 4L, 1L, 2L, 5L, 3L, 
##     3L, 3L, 5L, 4L, 5L, 6L, 1L, 3L, 3L, 2L, 5L, 5L, 2L, 5L, 1L, 
##     2L, 1L, 1L, 1L, 2L, 2L, 3L, 2L, NA, 4L, 4L, 1L, 2L, NA, NA, 
##     NA, 4L, 2L, 3L, NA, NA, 4L, 2L, 5L, 2L, 2L, 2L, 1L, 5L, 3L, 
##     1L, 2L, 4L, 1L, NA, 3L, NA, 1L, 2L, 3L, 4L, 1L, 6L, 4L, 3L, 
##     3L, 5L, 1L, 4L, 3L, 6L, 2L, 4L, 1L, 2L, 6L, 2L, 1L, 3L, 3L, 
##     4L, 3L, 1L, 3L, 4L, 1L, 2L, 2L, 2L, NA, NA, NA, NA, 3L, 3L, 
##     2L, NA, 1L, 4L, 4L, 1L, 1L, 3L, 1L, NA, NA, NA, 3L, 2L, 1L, 
##     4L, 2L, 1L, 2L, 1L, 3L, 2L, 1L, 1L, 2L, 1L, NA, NA, NA, 1L, 
##     4L, 3L, NA, 3L, 4L, 5L, 2L, NA, NA, NA, NA, NA, 2L, 2L, NA, 
##     NA, NA, NA, 3L, NA, 4L, NA, 1L, NA, NA, 4L, NA, 4L, 3L, 1L, 
##     1L, 2L, 3L, NA, 1L, 4L, 2L, NA, NA, 1L, 2L, NA, NA, 4L, 4L, 
##     3L, 1L, 1L, NA, 2L, 5L, 2L, NA, 5L, 2L, NA, NA, NA, NA, NA, 
##     NA, 1L, NA, NA, 2L, NA, NA, 2L, 3L, NA, NA, 3L, NA, NA, NA, 
##     NA, 4L, 1L, NA, 5L, NA, NA, 3L, NA, 4L, 4L, NA, 3L, NA, NA, 
##     NA, 3L, 4L, NA, NA, 3L, NA, 2L, NA, 2L, NA, NA, 4L, NA, 2L, 
##     2L, NA, 2L, NA, NA, NA, 5L, NA, NA, NA, NA, NA, 3L, 5L, 3L, 
##     NA, 4L, 2L, 3L, NA, 2L, NA, 4L, 4L, NA, 2L, NA, NA, NA, 4L, 
##     NA, 2L, 2L, NA, 2L, 5L, NA, NA, 2L, 5L, 4L, 5L, 3L, 2L, 4L, 
##     4L, NA, NA, NA, NA, 4L, NA, NA, 6L, 2L, NA, NA, 1L, 1L, 3L, 
##     2L, NA, NA, NA, 2L, NA, 2L, NA, NA, 5L, NA, 3L, NA, NA, 1L, 
##     4L, 1L, 4L, 4L, NA, 5L, NA, 4L, 6L, 1L, NA, 2L, 4L, 3L, 6L, 
##     NA, NA, NA, NA, 2L, 1L, NA, NA, NA, 2L, 1L, NA, 2L, NA, 3L, 
##     1L, NA, 3L, NA, 3L, 2L, NA, 2L, 4L, NA, NA, 2L, NA, 2L, 2L, 
##     NA, NA, 3L, 6L, 6L, NA, 1L, 1L, 2L, NA, 4L, NA, NA, NA, 1L, 
##     NA, NA, 2L, NA, 5L, 2L, NA, NA, NA, 3L, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, 3L, NA, NA, NA, 6L, 5L, 
##     NA, NA, NA, 2L, 2L, NA, NA, 2L, 6L, 2L, 4L, 1L, 5L, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 4L, NA, 3L, 2L, 6L, 
##     4L, 3L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 3L, NA, NA, 
##     NA, NA, NA, NA, 6L, NA, 1L, NA, 3L, 6L, 2L, 4L, 4L, 4L, 1L, 
##     NA, NA, NA, NA, NA, 3L, 4L, 1L, NA, NA, NA, NA, NA, NA, 2L, 
##     NA, NA, 2L, NA, NA, NA, NA, 3L, NA, NA, 4L, NA, 5L, NA, NA, 
##     NA, NA, NA, 1L, NA, 3L, 2L, NA, NA, 3L, 4L, NA, NA, 5L, 3L, 
##     2L, NA, NA, 3L, NA, 6L, NA, 5L, 6L, 1L, 1L, 1L, 3L, 2L, 2L, 
##     3L, 5L, 2L, 2L, 5L, 6L, 3L, 4L, 4L, 2L, 2L, 3L, 5L, 2L, 1L, 
##     1L, 4L, 4L, 3L, 3L, 3L, 3L, 5L, 2L, 5L, 5L, 2L, 3L, 1L, 1L, 
##     3L, 1L, 3L, 4L, 3L, NA, NA, NA, NA, NA, NA, NA, NA, 2L, NA, 
##     NA, 2L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 3L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, 3L, 4L, 6L, 3L, 2L, 1L, 3L, 4L, 3L, 3L, 1L, 4L, 2L, 
##     2L, 4L, 1L, 2L, 3L, 5L, 1L, 3L, 4L, 4L, 4L, 5L, 1L, 6L, 4L, 
##     6L, 4L, 2L, 4L, 4L, 5L, 2L, 3L, 2L, 2L, 4L, 1L, 4L, 2L, 4L, 
##     4L, 1L, 1L, 2L, 1L, 2L, 3L, 2L, NA, 3L, 6L, 3L, 2L, 1L, 4L, 
##     5L, 1L, 3L, 4L, 4L, 2L, 3L, 2L, 3L, 5L, NA, 2L, 1L, 2L, 2L, 
##     3L, 5L, 6L, NA, 4L, 2L, 2L, 4L, 1L, 2L, 2L, 4L, 2L, 4L, 5L, 
##     5L, 1L, 1L, 1L, 1L, 5L, 3L, 2L, 4L, 2L, 3L, 6L, 4L, 6L, 3L, 
##     4L, 4L, 5L, 1L, 5L, 2L, 4L, 1L, 1L, 4L, 5L, 6L, 4L, 3L, 6L, 
##     2L, 5L, 6L, 1L, 1L, 2L, 3L, 2L, 3L, 3L, 2L, 2L, 4L, 2L, 6L, 
##     3L, 1L, 6L, 1L, 2L, 5L, 1L, 6L, 1L, 6L, 6L, 2L, 1L, 2L, 5L, 
##     1L, 6L, 2L, 4L, 2L, 2L, 2L, 5L, 3L, 2L, 1L, 4L, 1L, 5L, 6L, 
##     2L, 4L, 4L, 4L, 6L, 3L, 6L, 6L, NA, NA, NA, NA, 3L, 3L, 1L, 
##     1L, 5L, 5L, 5L, 4L, 1L, 4L, 4L, 2L, 4L, 4L, 4L, 1L, 4L, 2L, 
##     2L, 4L, 4L, 2L, 3L, NA, NA, 3L, 5L, 2L, 2L, 5L, 4L, 2L, 5L, 
##     4L, 6L, 2L, 1L, 5L, 3L, 3L, 4L, 4L, 5L, NA, 1L, 1L, 5L, 1L, 
##     1L, 5L, 6L, 4L, 4L, 2L, 4L, 5L, 1L, 4L, 1L, 3L, 3L, 3L, 6L, 
##     2L, 3L, 2L, 3L, 1L, 1L, 2L, 5L, 3L, 2L, 5L, 2L, 3L, 2L, 3L, 
##     1L, 2L, 5L, 4L, 2L, 6L, 3L, 2L, 3L, 3L, 5L, 2L, 5L, 5L, 2L, 
##     3L, 3L, 2L, 3L, 4L, 2L, 3L, 2L, 3L, 5L, 4L, 3L, 2L, 3L, 2L, 
##     2L, 1L, 3L, 1L, 2L, 2L, 2L, 6L, 3L, NA, 3L, 5L, NA, NA, 2L, 
##     NA, 1L, NA, 3L, 6L, 7L, 7L, 8L, 8L, 8L, 5L, 6L, 8L, 5L, 7L, 
##     5L, 7L, 4L, 8L, 3L, 5L, 8L, 7L, 5L, 6L, 7L, 6L, 4L, 7L, 7L, 
##     5L, 8L, 7L, 8L, 5L, 6L, 6L, 7L, 8L, 5L, 6L, 4L, 4L, 4L, 2L, 
##     5L, 2L, 2L, 4L, 1L, 3L, 2L, 4L, 4L, 2L, 2L, 1L, 2L, 1L, 1L, 
##     3L, 2L, 6L, 2L, 1L, 3L, 4L, 3L, 5L, 1L, 4L, 2L, 3L, 3L, 4L, 
##     2L, 4L, 3L, 2L, 3L, 2L, 5L, 1L, 5L, 6L, 2L, 5L, 5L, 3L, 1L, 
##     3L, 5L, 2L, 4L, 3L, 5L, 2L, 4L, 2L, 4L, 5L, 3L, 4L, 1L, 2L, 
##     2L, 2L, 3L, 2L, 1L, 1L, 2L, 1L, 5L, 2L, 1L, 4L, 5L, 2L, 3L, 
##     2L, 4L, 5L, 3L, 1L, 1L, 5L, 2L, 1L, 1L, 2L, 2L, 2L, 1L, 2L, 
##     2L, 2L, 3L, 3L, 2L, 3L, 4L, 4L, 3L, 3L, 2L, 4L, 4L, 1L, 5L, 
##     2L, 1L, 4L, 2L, 5L, 2L, 3L, 1L, 4L, 4L, 2L, 2L, 4L, 2L, 3L, 
##     1L, 3L, 4L, 4L, 1L, 2L, 1L, 6L, 4L, 4L, 2L, 3L, 1L, 2L, 5L, 
##     2L, 1L, 4L, 2L, 2L, 3L, 3L, 5L, 4L, 3L, 4L, 3L, 1L, 2L, 1L, 
##     2L, 3L, 2L, 2L, 1L, 2L, NA, 3L, NA, NA, NA, 6L, NA, NA, 2L, 
##     3L, NA, NA, NA, 5L, 5L, NA, NA, 2L, NA, NA, NA, NA, NA, 2L, 
##     NA, 3L, NA, NA, NA, NA, NA, 4L, 5L, NA, 1L, NA, NA, NA, 2L, 
##     3L, NA, NA, NA, 2L, NA, NA, 3L, 3L, 2L, NA, NA), PWB_2 = c(1L, 
##     5L, 4L, 5L, 4L, 5L, 3L, 5L, 2L, 5L, 3L, 6L, 3L, 5L, 2L, 4L, 
##     6L, 3L, 3L, 3L, 3L, 6L, 4L, 5L, 4L, 4L, 4L, 3L, 3L, 2L, 6L, 
##     2L, 2L, 5L, 3L, 2L, 5L, 4L, 3L, 2L, 3L, 1L, 3L, 4L, 6L, 2L, 
##     2L, 3L, 2L, 5L, 4L, 3L, 3L, 4L, 4L, 3L, 1L, 3L, 2L, 2L, 5L, 
##     2L, 1L, 3L, 6L, 4L, 6L, 3L, 3L, 2L, 4L, 2L, 3L, 2L, 2L, 4L, 
##     1L, 4L, 6L, 4L, 2L, 2L, 3L, 1L, 4L, 2L, 5L, 3L, 3L, 3L, 6L, 
##     3L, 2L, 2L, 4L, 6L, 5L, 3L, 6L, 4L, 4L, 4L, 3L, 2L, 5L, 5L, 
##     4L, 2L, 4L, 5L, 2L, 5L, 5L, 3L, 3L, 1L, 6L, 1L, 3L, 2L, 4L, 
##     3L, 3L, 3L, 2L, 5L, 6L, 6L, 4L, 2L, 1L, 5L, 5L, 3L, 5L, 1L, 
##     2L, 1L, 2L, 2L, 3L, 2L, 6L, 2L, NA, 3L, 3L, 3L, 1L, NA, NA, 
##     NA, 5L, 1L, 3L, NA, NA, 3L, 3L, 5L, 3L, 4L, 2L, 3L, 5L, 2L, 
##     1L, 2L, 4L, 2L, NA, 4L, NA, 1L, 3L, 3L, 2L, 2L, 6L, 3L, 3L, 
##     3L, 6L, 4L, 6L, 4L, 4L, 4L, 5L, 2L, 2L, 4L, 3L, 2L, 3L, 4L, 
##     3L, 2L, 2L, 2L, 4L, 1L, 5L, 3L, 5L, NA, NA, NA, NA, 3L, 5L, 
##     4L, NA, 2L, 4L, 3L, 2L, 3L, 4L, 1L, NA, NA, NA, 3L, 1L, 2L, 
##     3L, 2L, 2L, 1L, 5L, 2L, 5L, 2L, 1L, 4L, 2L, NA, NA, NA, 1L, 
##     4L, 3L, NA, 3L, 4L, 5L, 3L, NA, NA, NA, NA, NA, 3L, 3L, NA, 
##     NA, NA, NA, 4L, NA, 5L, NA, 4L, NA, NA, 2L, NA, 4L, 4L, 1L, 
##     5L, 2L, 3L, NA, 2L, 5L, 2L, NA, NA, 2L, 3L, NA, NA, 2L, 6L, 
##     4L, 1L, 1L, NA, 2L, 1L, 4L, NA, 4L, 4L, NA, NA, NA, NA, NA, 
##     NA, 6L, NA, NA, 2L, NA, NA, 2L, 3L, NA, NA, 3L, NA, NA, NA, 
##     NA, 4L, 4L, NA, 2L, NA, NA, 2L, NA, 2L, 3L, NA, 4L, NA, NA, 
##     NA, 4L, 3L, NA, NA, 3L, NA, 4L, NA, 3L, NA, NA, 4L, NA, 3L, 
##     2L, NA, 1L, NA, NA, NA, 5L, NA, NA, NA, NA, NA, 5L, 4L, 5L, 
##     NA, 4L, 2L, 4L, NA, 2L, NA, 4L, 3L, NA, 2L, NA, NA, NA, 4L, 
##     NA, 5L, 5L, NA, 2L, 5L, NA, NA, 2L, 5L, 3L, 4L, 4L, 2L, 3L, 
##     4L, NA, NA, NA, NA, 3L, NA, NA, 6L, 2L, NA, NA, 1L, 3L, 1L, 
##     2L, NA, NA, NA, 2L, NA, 2L, NA, NA, 4L, NA, 5L, NA, NA, 2L, 
##     3L, 4L, 3L, 4L, NA, 4L, NA, 2L, 6L, 2L, NA, 1L, 5L, 4L, 3L, 
##     NA, NA, NA, NA, 2L, 2L, NA, NA, NA, 2L, 1L, NA, 4L, NA, 4L, 
##     4L, NA, 2L, NA, 4L, 5L, NA, 2L, 3L, NA, NA, 2L, NA, 2L, 2L, 
##     NA, NA, 4L, 4L, 5L, NA, 1L, 2L, 6L, NA, 2L, NA, NA, NA, 1L, 
##     NA, NA, 2L, NA, 5L, 2L, NA, NA, NA, 4L, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, 2L, NA, NA, NA, 6L, 1L, 
##     NA, NA, NA, 2L, 2L, NA, NA, 2L, 6L, 4L, 3L, 3L, 5L, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 6L, NA, 1L, 2L, 6L, 
##     5L, 2L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 2L, NA, NA, 
##     NA, NA, NA, NA, 4L, NA, 2L, NA, 4L, 6L, 2L, 3L, 4L, 4L, 3L, 
##     NA, NA, NA, NA, NA, 5L, 4L, 2L, NA, NA, NA, NA, NA, NA, 1L, 
##     NA, NA, 2L, NA, NA, NA, NA, 2L, NA, NA, 3L, NA, 6L, NA, NA, 
##     NA, NA, NA, 2L, NA, 2L, 3L, NA, NA, 3L, 4L, NA, NA, 5L, 4L, 
##     2L, NA, NA, 3L, NA, 5L, NA, 4L, 5L, 1L, 6L, 2L, 1L, 4L, 2L, 
##     6L, 5L, 2L, 3L, 5L, 2L, 3L, 4L, 4L, 2L, 2L, 2L, 1L, 4L, 1L, 
##     4L, 3L, 5L, 5L, 2L, 4L, 4L, 5L, 3L, 3L, 5L, 3L, 4L, 1L, 3L, 
##     3L, 3L, 4L, 4L, 3L, NA, NA, NA, NA, NA, NA, NA, NA, 3L, NA, 
##     NA, 1L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 2L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, 3L, 2L, 5L, 3L, 3L, 2L, 3L, 4L, 4L, 3L, 1L, 4L, 3L, 
##     4L, 4L, 1L, 2L, 4L, 3L, 3L, 4L, 3L, 2L, 3L, 5L, 1L, 6L, 3L, 
##     1L, 2L, 2L, 5L, 4L, 2L, 3L, 4L, 3L, 4L, 4L, 2L, 4L, 2L, 4L, 
##     3L, 1L, 4L, 3L, 1L, 2L, 3L, 3L, NA, 3L, 6L, 4L, 4L, 1L, 2L, 
##     4L, 1L, 2L, 4L, 5L, 2L, 3L, 3L, 3L, 4L, NA, 3L, 4L, 2L, 4L, 
##     1L, 1L, 4L, NA, 3L, 2L, 2L, 4L, 1L, 3L, 5L, 4L, 3L, 2L, 5L, 
##     5L, 3L, 1L, 1L, 6L, 5L, 3L, 2L, 4L, 2L, 4L, 3L, 3L, 3L, 2L, 
##     4L, 2L, 5L, 1L, 2L, 2L, 3L, 1L, 1L, 5L, 2L, 6L, 4L, 5L, 6L, 
##     4L, 4L, 6L, 1L, 2L, 3L, 3L, 2L, 3L, 2L, 2L, 2L, 5L, 1L, 5L, 
##     2L, 1L, 6L, 1L, 2L, 5L, 2L, 5L, 2L, 1L, 4L, 2L, 5L, 3L, 6L, 
##     2L, 6L, 5L, 4L, 2L, 2L, 4L, 4L, 6L, 2L, 5L, 4L, 1L, 4L, 3L, 
##     2L, 4L, 4L, 6L, 6L, 4L, 6L, 5L, NA, NA, NA, NA, 4L, 1L, 1L, 
##     1L, 4L, 5L, 5L, 4L, 1L, 3L, 4L, 2L, 4L, 4L, 3L, 1L, 3L, 5L, 
##     2L, 5L, 4L, 2L, 5L, NA, NA, 3L, 5L, 5L, 2L, 4L, 4L, 2L, 5L, 
##     5L, 5L, 1L, 4L, 5L, 2L, 4L, 1L, 4L, 5L, NA, 1L, 1L, 2L, 2L, 
##     1L, 4L, 4L, 5L, 4L, 2L, 5L, 5L, 5L, 3L, 2L, 2L, 3L, 3L, 5L, 
##     3L, 4L, 2L, 4L, 1L, 2L, 3L, 2L, 2L, 2L, 1L, 1L, 3L, 3L, 4L, 
##     1L, 2L, 1L, 4L, 4L, 4L, 2L, 2L, 3L, 3L, 2L, 4L, 3L, 1L, 3L, 
##     3L, 2L, 4L, 4L, 2L, 2L, 3L, 1L, 2L, 5L, 4L, 3L, 6L, 2L, 3L, 
##     2L, 2L, 3L, 1L, 3L, 3L, 2L, 3L, 2L, NA, 3L, 2L, NA, NA, 2L, 
##     NA, 1L, NA, 3L, 7L, 4L, 1L, 1L, 1L, 1L, 6L, 7L, 1L, 5L, 1L, 
##     4L, 7L, 5L, 1L, 5L, 5L, 2L, 1L, 7L, 2L, 5L, 3L, 8L, 4L, 1L, 
##     5L, 6L, 5L, 1L, 8L, 6L, 8L, 3L, 1L, 4L, 1L, 2L, 5L, 4L, 2L, 
##     2L, 3L, 3L, 4L, 2L, 4L, 4L, 4L, 4L, 2L, 3L, 1L, 2L, 1L, 4L, 
##     3L, 3L, 6L, 4L, 1L, 3L, 2L, 4L, 4L, 1L, 4L, 2L, 2L, 3L, 5L, 
##     3L, 3L, 3L, 3L, 1L, 2L, 4L, 4L, 1L, 4L, 4L, 6L, 3L, 4L, 3L, 
##     2L, 5L, 1L, 2L, 3L, 5L, 5L, 4L, 3L, 5L, 4L, 3L, 2L, 2L, 2L, 
##     2L, 2L, 5L, 2L, 2L, 1L, 3L, 3L, 5L, 4L, 2L, 5L, 2L, 2L, 3L, 
##     1L, 5L, 2L, 2L, 1L, 2L, 4L, 2L, 2L, 3L, 1L, 3L, 3L, 1L, 2L, 
##     3L, 2L, 2L, 5L, 2L, 6L, 2L, 3L, 4L, 2L, 4L, 2L, 3L, 4L, 6L, 
##     2L, 2L, 3L, 2L, 5L, 2L, 4L, 4L, 4L, 2L, 3L, 2L, 2L, 3L, 2L, 
##     2L, 2L, 4L, 4L, 4L, 2L, 2L, 6L, 2L, 2L, 3L, 2L, 1L, 3L, 3L, 
##     3L, 3L, 4L, 2L, 4L, 3L, 4L, 5L, 5L, 3L, 3L, 3L, 2L, 1L, 1L, 
##     2L, 3L, 3L, 2L, 1L, 2L, NA, 3L, NA, NA, NA, 6L, NA, NA, 4L, 
##     2L, NA, NA, NA, 3L, 4L, NA, NA, 2L, NA, NA, NA, NA, NA, 3L, 
##     NA, 3L, NA, NA, NA, NA, NA, 6L, 5L, NA, 2L, NA, NA, NA, 3L, 
##     6L, NA, NA, NA, 3L, NA, NA, 3L, 3L, 3L, NA, NA), PWB_3 = c(2L, 
##     3L, 4L, 2L, 4L, 5L, 4L, 6L, 2L, 5L, 4L, 2L, 4L, 4L, 2L, 2L, 
##     2L, 4L, 4L, 3L, 5L, 6L, 3L, 6L, 1L, 4L, 1L, 3L, 3L, 2L, 4L, 
##     1L, 2L, 3L, 2L, 3L, 5L, 1L, 2L, 2L, 3L, 1L, 3L, 3L, 3L, 3L, 
##     2L, 3L, 2L, 3L, 4L, 2L, 4L, 2L, 3L, 3L, 1L, 2L, 3L, 2L, 2L, 
##     3L, 1L, 4L, 1L, 4L, 5L, 6L, 3L, 3L, 4L, 3L, 2L, 5L, 2L, 4L, 
##     1L, 4L, 2L, 4L, 2L, 5L, 3L, 3L, 2L, 1L, 3L, 2L, 1L, 3L, 1L, 
##     2L, 4L, 2L, 3L, 6L, 2L, 4L, 6L, 3L, 2L, 4L, 6L, 2L, 5L, 4L, 
##     3L, 2L, 2L, 1L, 2L, 4L, 2L, 3L, 3L, 1L, 1L, 4L, 2L, 1L, 2L, 
##     3L, 2L, 1L, 3L, 1L, 6L, 6L, 2L, 2L, 2L, 3L, 4L, 1L, 2L, 2L, 
##     2L, 4L, 2L, 2L, 3L, 2L, 5L, 2L, NA, 1L, 1L, 2L, 2L, NA, NA, 
##     NA, 2L, 4L, 4L, NA, NA, 4L, 1L, 3L, 2L, 4L, 1L, 3L, 5L, 5L, 
##     1L, 2L, 1L, 1L, NA, 3L, NA, 1L, 4L, 3L, 2L, 4L, 6L, 5L, 2L, 
##     4L, 5L, 5L, 6L, 4L, 2L, 4L, 1L, 1L, 2L, 1L, 3L, 2L, 5L, 3L, 
##     3L, 2L, 3L, 1L, 3L, 2L, 1L, 2L, 3L, NA, NA, NA, NA, 1L, 1L, 
##     3L, NA, 5L, 3L, 4L, 1L, 2L, 5L, 1L, NA, NA, NA, 3L, 1L, 2L, 
##     3L, 2L, 2L, 1L, 1L, 4L, 2L, 1L, 1L, 3L, 2L, NA, NA, NA, 2L, 
##     2L, 4L, NA, 4L, 3L, 3L, 2L, NA, NA, NA, NA, NA, 2L, 1L, NA, 
##     NA, NA, NA, 4L, NA, 1L, NA, 5L, NA, NA, 2L, NA, 4L, 2L, 3L, 
##     6L, 1L, 1L, NA, 1L, 1L, 3L, NA, NA, 2L, 4L, NA, NA, 4L, 3L, 
##     6L, 2L, 2L, NA, 4L, 1L, 2L, NA, 5L, 4L, NA, NA, NA, NA, NA, 
##     NA, 6L, NA, NA, 5L, NA, NA, 4L, 3L, NA, NA, 1L, NA, NA, NA, 
##     NA, 4L, 5L, NA, 4L, NA, NA, 2L, NA, 2L, 5L, NA, 4L, NA, NA, 
##     NA, 4L, 3L, NA, NA, 4L, NA, 2L, NA, 2L, NA, NA, 3L, NA, 4L, 
##     2L, NA, 2L, NA, NA, NA, 5L, NA, NA, NA, NA, NA, 4L, 1L, 2L, 
##     NA, 3L, 1L, 1L, NA, 2L, NA, 4L, 1L, NA, 3L, NA, NA, NA, 3L, 
##     NA, 3L, 5L, NA, 1L, 5L, NA, NA, 2L, 4L, 1L, 2L, 3L, 1L, 2L, 
##     4L, NA, NA, NA, NA, 2L, NA, NA, 6L, 1L, NA, NA, 5L, 4L, 1L, 
##     4L, NA, NA, NA, 2L, NA, 4L, NA, NA, 4L, NA, 1L, NA, NA, 6L, 
##     4L, 1L, 2L, 3L, NA, 6L, NA, 4L, 4L, 1L, NA, 2L, 5L, 4L, 5L, 
##     NA, NA, NA, NA, 2L, 2L, NA, NA, NA, 2L, 3L, NA, 2L, NA, 3L, 
##     3L, NA, 2L, NA, 4L, 2L, NA, 6L, 2L, NA, NA, 1L, NA, 2L, 2L, 
##     NA, NA, 4L, 3L, 3L, NA, 2L, 1L, 3L, NA, 5L, NA, NA, NA, 4L, 
##     NA, NA, 6L, NA, 4L, 3L, NA, NA, NA, 3L, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, 1L, NA, NA, NA, 6L, 1L, 
##     NA, NA, NA, 2L, 2L, NA, NA, 2L, 3L, 1L, 2L, 1L, 2L, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 4L, NA, 3L, 3L, 2L, 
##     2L, 2L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 2L, NA, NA, 
##     NA, NA, NA, NA, 2L, NA, 4L, NA, 1L, 6L, 3L, 5L, 4L, 2L, 3L, 
##     NA, NA, NA, NA, NA, 5L, 4L, 3L, NA, NA, NA, NA, NA, NA, 1L, 
##     NA, NA, 3L, NA, NA, NA, NA, 3L, NA, NA, 4L, NA, 4L, NA, NA, 
##     NA, NA, NA, 1L, NA, 1L, 4L, NA, NA, 3L, 4L, NA, NA, 5L, 2L, 
##     2L, NA, NA, 4L, NA, 5L, NA, 5L, 5L, 1L, 6L, 2L, 2L, 6L, 3L, 
##     3L, 3L, 2L, 5L, 5L, 2L, 4L, 4L, 2L, 2L, 3L, 4L, 3L, 2L, 2L, 
##     2L, 5L, 3L, 4L, 2L, 2L, 1L, 5L, 4L, 4L, 5L, 3L, 4L, 1L, 1L, 
##     3L, 4L, 2L, 5L, 4L, NA, NA, NA, NA, NA, NA, NA, NA, 2L, NA, 
##     NA, 2L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 3L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, 3L, 2L, 3L, 2L, 2L, 1L, 3L, 3L, 1L, 1L, 1L, 3L, 2L, 
##     2L, 4L, 1L, 2L, 1L, 1L, 4L, 5L, 2L, 3L, 5L, 2L, 1L, 4L, 2L, 
##     1L, 4L, 2L, 2L, 2L, 2L, 3L, 4L, 3L, 2L, 4L, 2L, 2L, 3L, 5L, 
##     2L, 6L, 1L, 2L, 1L, 2L, 2L, 3L, NA, 2L, 6L, 2L, 3L, 1L, 1L, 
##     2L, 1L, 2L, 4L, 1L, 2L, 1L, 1L, 2L, 3L, NA, 2L, 2L, 1L, 4L, 
##     1L, 2L, 3L, NA, 3L, 2L, 2L, 4L, 1L, 2L, 2L, 3L, 4L, 2L, 5L, 
##     5L, 1L, 3L, 1L, 1L, 5L, 2L, 1L, 1L, 2L, 2L, 6L, 3L, 5L, 5L, 
##     2L, 1L, 2L, 1L, 4L, 1L, 2L, 1L, 1L, 4L, 2L, 2L, 2L, 4L, 6L, 
##     1L, 3L, 1L, 1L, 1L, 2L, 2L, 2L, 1L, 1L, 1L, 4L, 4L, 2L, 6L, 
##     1L, 1L, 6L, 1L, 2L, 5L, 2L, 6L, 1L, 1L, 4L, 2L, 3L, 2L, 5L, 
##     2L, 6L, 2L, 2L, 4L, 2L, 2L, 2L, 3L, 2L, 1L, 3L, 1L, 3L, 3L, 
##     1L, 3L, 2L, 4L, 6L, 4L, 6L, 5L, NA, NA, NA, NA, 4L, 3L, 1L, 
##     1L, 4L, 5L, 5L, 3L, 1L, 4L, 4L, 2L, 1L, 4L, 3L, 1L, 2L, 4L, 
##     2L, 2L, 4L, 2L, 5L, NA, NA, 3L, 5L, 5L, 2L, 2L, 2L, 2L, 4L, 
##     4L, 3L, 1L, 4L, 5L, 2L, 4L, 1L, 4L, 5L, NA, 1L, 1L, 1L, 2L, 
##     3L, 1L, 1L, 1L, 3L, 4L, 1L, 3L, 1L, 3L, 1L, 1L, 2L, 4L, 3L, 
##     1L, 2L, 5L, 3L, 2L, 2L, 2L, 5L, 2L, 1L, 5L, 2L, 2L, 2L, 4L, 
##     1L, 2L, 1L, 4L, 4L, 6L, 3L, 2L, 3L, 5L, 2L, 4L, 1L, 4L, 2L, 
##     1L, 1L, 1L, 1L, 1L, 2L, 2L, 3L, 2L, 3L, 1L, 3L, 3L, 2L, 4L, 
##     3L, 2L, 3L, 1L, 1L, 4L, 2L, 1L, 2L, NA, 2L, 2L, NA, NA, 2L, 
##     NA, 1L, NA, 3L, 7L, 7L, 7L, 8L, 8L, 8L, 2L, 6L, 8L, 5L, 8L, 
##     1L, 6L, 5L, 8L, 5L, 5L, 8L, 7L, 5L, 6L, 6L, 6L, 4L, 7L, 8L, 
##     5L, 5L, 7L, 8L, 7L, 7L, 5L, 8L, 8L, 5L, 1L, 4L, 2L, 2L, 2L, 
##     2L, 3L, 3L, 4L, 2L, 4L, 2L, 2L, 5L, 3L, 2L, 1L, 2L, 6L, 1L, 
##     2L, 3L, 6L, 3L, 1L, 2L, 1L, 2L, 2L, 1L, 4L, 2L, 2L, 1L, 1L, 
##     1L, 2L, 2L, 2L, 1L, 1L, 3L, 2L, 2L, 3L, 4L, 5L, 5L, 4L, 1L, 
##     5L, 4L, 3L, 5L, 3L, 4L, 2L, 3L, 2L, 6L, 3L, 2L, 3L, 3L, 1L, 
##     3L, 2L, 2L, 1L, 1L, 1L, 3L, 1L, 2L, 3L, 4L, 5L, 1L, 3L, 2L, 
##     4L, 2L, 1L, 4L, 3L, 2L, 3L, 2L, 3L, 2L, 1L, 3L, 3L, 3L, 2L, 
##     2L, 1L, 2L, 4L, 2L, 4L, 1L, 4L, 4L, 3L, 4L, 1L, 4L, 2L, 4L, 
##     2L, 4L, 2L, 1L, 3L, 6L, 3L, 5L, 4L, 2L, 2L, 1L, 2L, 2L, 4L, 
##     1L, 2L, 1L, 3L, 3L, 3L, 3L, 5L, 2L, 4L, 3L, 2L, 2L, 2L, 2L, 
##     4L, 2L, 2L, 2L, 2L, 1L, 2L, 2L, 5L, 3L, 4L, 2L, 2L, 2L, 1L, 
##     2L, 1L, 2L, 2L, 1L, 2L, NA, 2L, NA, NA, NA, 5L, NA, NA, 3L, 
##     2L, NA, NA, NA, 2L, 2L, NA, NA, 3L, NA, NA, NA, NA, NA, 5L, 
##     NA, 3L, NA, NA, NA, NA, NA, 2L, 1L, NA, 1L, NA, NA, NA, 3L, 
##     4L, NA, NA, NA, 2L, NA, NA, 2L, 2L, 2L, NA, NA), PWB_4 = c(4L, 
##     3L, 5L, 2L, 4L, 5L, 3L, 6L, 2L, 5L, 3L, 2L, 5L, 4L, 2L, 4L, 
##     5L, 5L, 5L, 3L, 5L, 6L, 3L, 5L, 1L, 4L, 1L, 4L, 3L, 2L, 4L, 
##     2L, 2L, 3L, 2L, 4L, 2L, 2L, 3L, 5L, 3L, 2L, 4L, 3L, 5L, 5L, 
##     1L, 5L, 5L, 4L, 4L, 3L, 6L, 3L, 1L, 4L, 1L, 3L, 2L, 4L, 5L, 
##     3L, 4L, 4L, 1L, 3L, 3L, 6L, 4L, 3L, 4L, 3L, 2L, 3L, 2L, 4L, 
##     1L, 5L, 5L, 4L, 2L, 3L, 3L, 1L, 4L, 2L, 5L, 2L, 2L, 3L, 1L, 
##     5L, 3L, 3L, 5L, 6L, 2L, 4L, 6L, 4L, 2L, 4L, 6L, 2L, 5L, 4L, 
##     3L, 3L, 2L, 1L, 2L, 2L, 3L, 3L, 4L, 1L, 4L, 1L, 2L, 3L, 4L, 
##     3L, 2L, 2L, 4L, 5L, 6L, 6L, 5L, 5L, 1L, 3L, 4L, 2L, 5L, 6L, 
##     2L, 4L, 1L, 1L, 4L, 1L, 4L, 3L, NA, 1L, 2L, 5L, 2L, NA, NA, 
##     NA, 1L, 5L, 4L, NA, NA, 5L, 4L, 5L, 2L, 4L, 2L, 5L, 5L, 4L, 
##     5L, 1L, 3L, 3L, NA, 5L, NA, 1L, 4L, 3L, 2L, 1L, 6L, 4L, 3L, 
##     3L, 6L, 1L, 6L, 3L, 3L, 5L, 1L, 1L, 3L, 1L, 2L, 2L, 5L, 4L, 
##     4L, 1L, 1L, 1L, 3L, 1L, 5L, 2L, 4L, NA, NA, NA, NA, 3L, 1L, 
##     3L, NA, 5L, 2L, 4L, 1L, 2L, 5L, 1L, NA, NA, NA, 3L, 3L, 1L, 
##     3L, 4L, 3L, 1L, 4L, 2L, 2L, 1L, 1L, 1L, 2L, NA, NA, NA, 3L, 
##     4L, 4L, NA, 2L, 4L, 4L, 2L, NA, NA, NA, NA, NA, 3L, 1L, NA, 
##     NA, NA, NA, 4L, NA, 2L, NA, 4L, NA, NA, 1L, NA, 4L, 1L, 2L, 
##     3L, 2L, 1L, NA, 1L, 1L, 6L, NA, NA, 1L, 4L, NA, NA, 3L, 5L, 
##     6L, 1L, 1L, NA, 2L, 2L, 4L, NA, 5L, 4L, NA, NA, NA, NA, NA, 
##     NA, 4L, NA, NA, 6L, NA, NA, 3L, 3L, NA, NA, 3L, NA, NA, NA, 
##     NA, 4L, 4L, NA, 4L, NA, NA, 4L, NA, 2L, 3L, NA, 2L, NA, NA, 
##     NA, 4L, 2L, NA, NA, 3L, NA, 2L, NA, 3L, NA, NA, 3L, NA, 2L, 
##     5L, NA, 1L, NA, NA, NA, 2L, NA, NA, NA, NA, NA, 5L, 2L, 4L, 
##     NA, 3L, 2L, 6L, NA, 2L, NA, 4L, 1L, NA, 3L, NA, NA, NA, 2L, 
##     NA, 5L, 5L, NA, 2L, 2L, NA, NA, 2L, 4L, 2L, 5L, 2L, 2L, 2L, 
##     5L, NA, NA, NA, NA, 2L, NA, NA, 6L, 2L, NA, NA, 1L, 3L, 1L, 
##     3L, NA, NA, NA, 2L, NA, 4L, NA, NA, 4L, NA, 2L, NA, NA, 6L, 
##     2L, 1L, 2L, 5L, NA, 5L, NA, 5L, 6L, 1L, NA, 3L, 5L, 3L, 5L, 
##     NA, NA, NA, NA, 2L, 4L, NA, NA, NA, 2L, 1L, NA, 5L, NA, 5L, 
##     4L, NA, 1L, NA, 4L, 2L, NA, 6L, 3L, NA, NA, 1L, NA, 6L, 2L, 
##     NA, NA, 6L, 5L, 4L, NA, 1L, 2L, 4L, NA, 6L, NA, NA, NA, 6L, 
##     NA, NA, 4L, NA, 4L, 2L, NA, NA, NA, 2L, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, 1L, NA, NA, NA, 6L, 1L, 
##     NA, NA, NA, 3L, 2L, NA, NA, 2L, 1L, 2L, 2L, 1L, 1L, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 4L, NA, 3L, 3L, 4L, 
##     2L, 1L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 2L, NA, NA, 
##     NA, NA, NA, NA, 2L, NA, 1L, NA, 1L, 6L, 3L, 1L, 4L, 2L, 2L, 
##     NA, NA, NA, NA, NA, 3L, 4L, 2L, NA, NA, NA, NA, NA, NA, 1L, 
##     NA, NA, 5L, NA, NA, NA, NA, 4L, NA, NA, 4L, NA, 4L, NA, NA, 
##     NA, NA, NA, 2L, NA, 4L, 3L, NA, NA, 3L, 3L, NA, NA, 5L, 2L, 
##     2L, NA, NA, 3L, NA, 5L, NA, 3L, 6L, 1L, 5L, 1L, 1L, 6L, 3L, 
##     4L, 5L, 4L, 1L, 5L, 2L, 4L, 2L, 2L, 2L, 4L, 4L, 4L, 1L, 6L, 
##     3L, 5L, 3L, 4L, 2L, 1L, 2L, 5L, 4L, 2L, 2L, 4L, 6L, 1L, 1L, 
##     2L, 2L, 3L, 2L, 3L, NA, NA, NA, NA, NA, NA, NA, NA, 2L, NA, 
##     NA, 2L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 3L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, 3L, 1L, 2L, 2L, 2L, 1L, 3L, 4L, 3L, 3L, 1L, 3L, 2L, 
##     2L, 4L, 6L, 2L, 1L, 1L, 2L, 1L, 2L, 2L, 3L, 3L, 1L, 4L, 5L, 
##     2L, 2L, 4L, 2L, 4L, 5L, 5L, 3L, 3L, 2L, 4L, 2L, 2L, 3L, 4L, 
##     4L, 4L, 1L, 2L, 1L, 1L, 3L, 2L, NA, 2L, 6L, 1L, 3L, 1L, 4L, 
##     2L, 1L, 1L, 2L, 3L, 3L, 1L, 1L, 2L, 6L, NA, 3L, 2L, 1L, 2L, 
##     1L, 4L, 4L, NA, 3L, 3L, 2L, 3L, 1L, 2L, 2L, 4L, 5L, 3L, 5L, 
##     5L, 1L, 2L, 1L, 3L, 5L, 4L, 1L, 4L, 5L, 2L, 2L, 4L, 5L, 2L, 
##     5L, 2L, 6L, 1L, 1L, 1L, 4L, 1L, 5L, 6L, 2L, 4L, 2L, 3L, 6L, 
##     1L, 3L, 1L, 1L, 1L, 2L, 5L, 2L, 1L, 1L, 1L, 5L, 4L, 2L, 5L, 
##     2L, 1L, 6L, 1L, 2L, 5L, 2L, 6L, 2L, 1L, 3L, 3L, 1L, 2L, 5L, 
##     1L, 6L, 2L, 2L, 1L, 2L, 3L, 3L, 3L, 2L, 2L, 3L, 1L, 4L, 1L, 
##     4L, 4L, 5L, 4L, 6L, 1L, 6L, 5L, NA, NA, NA, NA, 3L, 3L, 1L, 
##     1L, 4L, 4L, 4L, 3L, 1L, 4L, 4L, 5L, 1L, 4L, 3L, 1L, 2L, 5L, 
##     2L, 1L, 4L, 4L, 5L, NA, NA, 3L, 3L, 5L, 2L, 1L, 2L, 2L, 5L, 
##     4L, 1L, 3L, 6L, 4L, 2L, 5L, 1L, 4L, 5L, NA, 1L, 1L, 2L, 2L, 
##     1L, 2L, 1L, 5L, 4L, 3L, 1L, 4L, 4L, 3L, 4L, 2L, 3L, 3L, 5L, 
##     3L, 1L, 5L, 3L, 2L, 4L, 1L, 5L, 3L, 2L, 3L, 1L, 5L, 3L, 4L, 
##     1L, 2L, 5L, 4L, 3L, 6L, 4L, 4L, 2L, 4L, 2L, 4L, 2L, 6L, 4L, 
##     2L, 1L, 2L, 4L, 1L, 2L, 3L, 3L, 3L, 4L, 4L, 4L, 2L, 4L, 4L, 
##     4L, 4L, 3L, 6L, 1L, 2L, 2L, 4L, 4L, NA, 3L, 2L, NA, NA, 2L, 
##     NA, 1L, NA, 3L, 3L, 3L, 4L, 4L, 1L, 3L, 2L, 6L, 1L, 5L, 1L, 
##     5L, 6L, 5L, 1L, 6L, 6L, 2L, 1L, 4L, 3L, 3L, 2L, 7L, 3L, 2L, 
##     5L, 1L, 2L, 1L, 3L, 4L, 8L, 3L, 5L, 3L, 2L, 2L, 2L, 4L, 4L, 
##     5L, 5L, 3L, 4L, 2L, 3L, 2L, 2L, 4L, 3L, 2L, 1L, 1L, 4L, 1L, 
##     3L, 2L, 6L, 3L, 1L, 2L, 4L, 1L, 2L, 1L, 2L, 3L, 1L, 1L, 3L, 
##     1L, 4L, 2L, 3L, 1L, 1L, 6L, 2L, 4L, 4L, 2L, 6L, 4L, 3L, 2L, 
##     2L, 5L, 2L, 3L, 4L, 2L, 1L, 4L, 1L, 5L, 4L, 2L, 4L, 2L, 1L, 
##     4L, 4L, 5L, 1L, 2L, 1L, 3L, 2L, 4L, 3L, 4L, 2L, 5L, 5L, 4L, 
##     2L, 2L, 2L, 5L, 1L, 1L, 4L, 2L, 4L, 3L, 2L, 2L, 4L, 2L, 6L, 
##     2L, 2L, 3L, 2L, 2L, 1L, 1L, 5L, 2L, 4L, 1L, 3L, 6L, 4L, 5L, 
##     3L, 6L, 4L, 1L, 1L, 3L, 3L, 4L, 3L, 2L, 6L, 1L, 2L, 1L, 3L, 
##     3L, 5L, 4L, 5L, 2L, 2L, 4L, 4L, 4L, 4L, 4L, 2L, 2L, 2L, 2L, 
##     2L, 2L, 4L, 2L, 5L, 4L, 4L, 4L, 5L, 4L, 5L, 2L, 2L, 2L, 2L, 
##     4L, 1L, 1L, 3L, 1L, 4L, NA, 3L, NA, NA, NA, 2L, NA, NA, 4L, 
##     4L, NA, NA, NA, 4L, 4L, NA, NA, 3L, NA, NA, NA, NA, NA, 5L, 
##     NA, 3L, NA, NA, NA, NA, NA, 6L, 1L, NA, 2L, NA, NA, NA, 5L, 
##     4L, NA, NA, NA, 5L, NA, NA, 3L, 4L, 3L, NA, NA), PWB_5 = c(5L, 
##     6L, 5L, 3L, 4L, 4L, 3L, 6L, 1L, 5L, 3L, 2L, 4L, 3L, 2L, 3L, 
##     6L, 4L, 2L, 3L, 2L, 6L, 3L, 5L, 2L, 3L, 1L, 3L, 2L, 2L, 5L, 
##     4L, 1L, 3L, 3L, 3L, 4L, 1L, 2L, 3L, 2L, 2L, 3L, 3L, 2L, 2L, 
##     2L, 4L, 1L, 6L, 4L, 2L, 6L, 2L, 1L, 3L, 2L, 3L, 4L, 2L, 4L, 
##     2L, 3L, 3L, 1L, 2L, 4L, 1L, 3L, 4L, 4L, 2L, 4L, 4L, 3L, 4L, 
##     1L, 3L, 3L, 4L, 2L, 4L, 1L, 1L, 3L, 1L, 3L, 1L, 2L, 5L, 1L, 
##     2L, 2L, 2L, 2L, 6L, 2L, 4L, 6L, 3L, 3L, 4L, 6L, 2L, 5L, 3L, 
##     3L, 2L, 4L, 5L, 3L, 2L, 2L, 4L, 2L, 1L, 2L, 1L, 4L, 1L, 2L, 
##     4L, 1L, 3L, 2L, 2L, 6L, 6L, 4L, 2L, 1L, 3L, 4L, 3L, 1L, 2L, 
##     1L, 2L, 3L, 1L, 3L, 1L, 2L, 4L, NA, 1L, 1L, 3L, 2L, NA, NA, 
##     NA, 5L, 2L, 4L, NA, NA, 4L, 3L, 4L, 2L, 2L, 2L, 2L, 5L, 4L, 
##     2L, 2L, 1L, 2L, NA, 3L, NA, 1L, 3L, 4L, 2L, 4L, 6L, 3L, 2L, 
##     4L, 5L, 3L, 6L, 3L, 1L, 2L, 2L, 1L, 2L, 1L, 2L, 1L, 2L, 4L, 
##     2L, 3L, 2L, 1L, 2L, 1L, 2L, 3L, 5L, NA, NA, NA, NA, 2L, 1L, 
##     2L, NA, 1L, 2L, 3L, 1L, 2L, 6L, 1L, NA, NA, NA, 3L, 4L, 1L, 
##     3L, 1L, 2L, 1L, 1L, 2L, 2L, 2L, 1L, 1L, 1L, NA, NA, NA, 2L, 
##     1L, 3L, NA, 3L, 3L, 3L, 2L, NA, NA, NA, NA, NA, 2L, 4L, NA, 
##     NA, NA, NA, 2L, NA, 1L, NA, 5L, NA, NA, 3L, NA, 6L, 1L, 2L, 
##     4L, 1L, 1L, NA, 1L, 1L, 2L, NA, NA, 1L, 4L, NA, NA, 3L, 1L, 
##     6L, 1L, 1L, NA, 3L, 1L, 2L, NA, 4L, 3L, NA, NA, NA, NA, NA, 
##     NA, 4L, NA, NA, 4L, NA, NA, 1L, 2L, NA, NA, 2L, NA, NA, NA, 
##     NA, 3L, 5L, NA, 2L, NA, NA, 4L, NA, 2L, 6L, NA, 5L, NA, NA, 
##     NA, 4L, 1L, NA, NA, 4L, NA, 5L, NA, 4L, NA, NA, 4L, NA, 2L, 
##     5L, NA, 2L, NA, NA, NA, 5L, NA, NA, NA, NA, NA, 6L, 4L, 5L, 
##     NA, 3L, 1L, 2L, NA, 1L, NA, 4L, 1L, NA, 4L, NA, NA, NA, 1L, 
##     NA, 4L, 3L, NA, 6L, 2L, NA, NA, 3L, 5L, 2L, 4L, 2L, 1L, 2L, 
##     4L, NA, NA, NA, NA, 2L, NA, NA, 6L, 2L, NA, NA, 2L, 4L, 1L, 
##     3L, NA, NA, NA, 1L, NA, 5L, NA, NA, 4L, NA, 2L, NA, NA, 5L, 
##     4L, 1L, 4L, 4L, NA, 5L, NA, 4L, 6L, 1L, NA, 3L, 6L, 4L, 5L, 
##     NA, NA, NA, NA, 2L, 2L, NA, NA, NA, 4L, 1L, NA, 5L, NA, 1L, 
##     3L, NA, 2L, NA, 4L, 2L, NA, 6L, 1L, NA, NA, 1L, NA, 4L, 2L, 
##     NA, NA, 1L, 4L, 5L, NA, 3L, 1L, 6L, NA, 2L, NA, NA, NA, 6L, 
##     NA, NA, 5L, NA, 4L, 3L, NA, NA, NA, 3L, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, 1L, NA, NA, NA, 6L, 4L, 
##     NA, NA, NA, 3L, 2L, NA, NA, 2L, 1L, 1L, 2L, 1L, 1L, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 6L, NA, 1L, 3L, 3L, 
##     2L, 2L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 3L, NA, NA, 
##     NA, NA, NA, NA, 3L, NA, 2L, NA, 4L, 6L, 3L, 5L, 4L, 2L, 1L, 
##     NA, NA, NA, NA, NA, 4L, 4L, 2L, NA, NA, NA, NA, NA, NA, 2L, 
##     NA, NA, 4L, NA, NA, NA, NA, 2L, NA, NA, 3L, NA, 5L, NA, NA, 
##     NA, NA, NA, 1L, NA, 2L, 3L, NA, NA, 3L, 4L, NA, NA, 5L, 2L, 
##     2L, NA, NA, 3L, NA, 4L, NA, 1L, 5L, 1L, 6L, 2L, 2L, 5L, 2L, 
##     4L, 5L, 2L, 2L, 5L, 1L, 2L, 1L, 2L, 2L, 1L, 4L, 4L, 2L, 1L, 
##     4L, 3L, 5L, 6L, 2L, 3L, 1L, 5L, 3L, 3L, 3L, 2L, 3L, 1L, 1L, 
##     3L, 3L, 3L, 2L, 3L, NA, NA, NA, NA, NA, NA, NA, NA, 1L, NA, 
##     NA, 1L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 1L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, 3L, 4L, 6L, 2L, 2L, 1L, 3L, 4L, 1L, 4L, 1L, 3L, 3L, 
##     2L, 4L, 1L, 2L, 1L, 1L, 1L, 5L, 2L, 2L, 1L, 4L, 1L, 6L, 1L, 
##     1L, 2L, 2L, 2L, 4L, 2L, 2L, 4L, 3L, 2L, 4L, 1L, 3L, 1L, 2L, 
##     6L, 6L, 2L, 3L, 1L, 1L, 4L, 2L, NA, 2L, 6L, 2L, 2L, 1L, 1L, 
##     3L, 1L, 4L, 4L, 2L, 2L, 1L, 1L, 1L, 3L, NA, 2L, 2L, 1L, 3L, 
##     1L, 5L, 6L, NA, 3L, 2L, 2L, 4L, 1L, 2L, 3L, 4L, 3L, 3L, 5L, 
##     5L, 1L, 2L, 1L, 1L, 4L, 2L, 1L, 3L, 2L, 2L, 1L, 4L, 4L, 2L, 
##     4L, 1L, 6L, 1L, 2L, 1L, 4L, 1L, 1L, 5L, 2L, 5L, 2L, 3L, 6L, 
##     2L, 2L, 6L, 1L, 6L, 2L, 2L, 2L, 1L, 2L, 1L, 3L, 1L, 6L, 5L, 
##     1L, 1L, 6L, 1L, 2L, 5L, 2L, 6L, 1L, 5L, 4L, 2L, 5L, 2L, 6L, 
##     1L, 6L, 1L, 1L, 1L, 2L, 4L, 3L, 3L, 2L, 1L, 4L, 1L, 5L, 3L, 
##     1L, 2L, 1L, 4L, 6L, 4L, 6L, 2L, NA, NA, NA, NA, 4L, 4L, 1L, 
##     1L, 5L, 5L, 5L, 3L, 1L, 3L, 4L, 5L, 3L, 4L, 3L, 1L, 5L, 1L, 
##     2L, 1L, 3L, 2L, 5L, NA, NA, 3L, 5L, 5L, 2L, 4L, 1L, 2L, 5L, 
##     2L, 5L, 1L, 6L, 4L, 2L, 5L, 1L, 4L, 5L, NA, 1L, 1L, 3L, 2L, 
##     2L, 4L, 3L, 1L, 4L, 3L, 1L, 3L, 1L, 3L, 2L, 2L, 4L, 3L, 3L, 
##     2L, 1L, 2L, 3L, 2L, 3L, 1L, 5L, 3L, 2L, 2L, 2L, 3L, 2L, 2L, 
##     1L, 2L, 2L, 4L, 2L, 4L, 2L, 3L, 1L, 4L, 2L, 5L, 2L, 1L, 2L, 
##     2L, 4L, 1L, 2L, 3L, 5L, 4L, 2L, 1L, 3L, 1L, 2L, 2L, 2L, 3L, 
##     2L, 1L, 4L, 1L, 1L, 4L, 1L, 2L, 2L, NA, 4L, 2L, NA, NA, 2L, 
##     NA, 1L, NA, 3L, 4L, 6L, 6L, 7L, 6L, 8L, 4L, 3L, 8L, 5L, 8L, 
##     6L, 7L, 3L, 8L, 4L, 4L, 7L, 7L, 4L, 4L, 5L, 4L, 3L, 6L, 7L, 
##     5L, 8L, 7L, 8L, 6L, 6L, 4L, 7L, 8L, 5L, 1L, 2L, 2L, 4L, 2L, 
##     2L, 2L, 3L, 4L, 1L, 4L, 2L, 3L, 2L, 1L, 3L, 1L, 1L, 6L, 2L, 
##     4L, 2L, 6L, 2L, 1L, 2L, 1L, 2L, 3L, 1L, 4L, 2L, 4L, 1L, 2L, 
##     1L, 6L, 1L, 2L, 1L, 1L, 3L, 2L, 5L, 6L, 3L, 6L, 5L, 3L, 4L, 
##     2L, 4L, 4L, 2L, 4L, 5L, 2L, 3L, 2L, 2L, 3L, 3L, 4L, 3L, 2L, 
##     3L, 3L, 2L, 2L, 2L, 1L, 2L, 3L, 4L, 2L, 4L, 2L, 4L, 4L, 4L, 
##     2L, 4L, 2L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 1L, 3L, 4L, 2L, 1L, 
##     4L, 3L, 3L, 1L, 3L, 6L, 2L, 5L, 4L, 1L, 3L, 2L, 3L, 2L, 6L, 
##     1L, 6L, 2L, 2L, 5L, 2L, 5L, 2L, 3L, 4L, 2L, 1L, 3L, 1L, 2L, 
##     1L, 3L, 5L, 1L, 4L, 2L, 3L, 1L, 2L, 3L, 5L, 4L, 3L, 2L, 2L, 
##     4L, 2L, 2L, 2L, 1L, 2L, 3L, 2L, 4L, 4L, 5L, 3L, 2L, 4L, 2L, 
##     6L, 1L, 1L, 2L, 5L, 2L, NA, 3L, NA, NA, NA, 5L, NA, NA, 3L, 
##     2L, NA, NA, NA, 4L, 3L, NA, NA, 4L, NA, NA, NA, NA, NA, 3L, 
##     NA, 4L, NA, NA, NA, NA, NA, 5L, 2L, NA, 2L, NA, NA, NA, 3L, 
##     5L, NA, NA, NA, 2L, NA, NA, 1L, 2L, 3L, NA, NA), PWB_6 = c(4L, 
##     1L, 4L, 5L, 4L, 4L, 3L, 6L, 5L, 5L, 5L, 4L, 4L, 5L, 6L, 5L, 
##     4L, 2L, 5L, 3L, 1L, 6L, 5L, 4L, 6L, 4L, 6L, 4L, 5L, 6L, 4L, 
##     4L, 6L, 4L, 6L, 3L, 4L, 6L, 5L, 5L, 4L, 6L, 4L, 4L, 4L, 2L, 
##     4L, 3L, 5L, 5L, 4L, 4L, 1L, 6L, 5L, 3L, 4L, 3L, 4L, 5L, 3L, 
##     4L, 4L, 4L, 6L, 3L, 4L, 1L, 3L, 4L, 4L, 4L, 6L, 4L, 4L, 4L, 
##     6L, 4L, 3L, 4L, 6L, 2L, 6L, 5L, 5L, 6L, 5L, 5L, 6L, 6L, 4L, 
##     3L, 5L, 3L, 5L, 6L, 6L, 4L, 6L, 4L, 3L, 5L, 3L, 5L, 5L, 4L, 
##     3L, 4L, 5L, 4L, 4L, 4L, 4L, 3L, 4L, 1L, 6L, 6L, 4L, 6L, 4L, 
##     4L, 5L, 5L, 4L, 6L, 1L, 1L, 5L, 5L, 4L, 4L, 3L, 4L, 4L, 4L, 
##     5L, 6L, 6L, 6L, 4L, 4L, 3L, 5L, NA, 6L, 5L, 4L, 5L, NA, NA, 
##     NA, 6L, 5L, 6L, NA, NA, 5L, 5L, 4L, 2L, 5L, 5L, 6L, 4L, 4L, 
##     5L, 6L, 5L, 5L, NA, 6L, NA, 6L, 5L, 3L, 5L, 2L, 6L, 5L, 6L, 
##     4L, 6L, 6L, 3L, 4L, 3L, 3L, 6L, 6L, 5L, 6L, 4L, 5L, 5L, 3L, 
##     5L, 6L, 5L, 6L, 5L, 6L, 6L, 5L, 5L, NA, NA, NA, NA, 5L, 5L, 
##     5L, NA, 6L, 3L, 4L, 6L, 4L, 4L, 6L, NA, NA, NA, 4L, 3L, 6L, 
##     4L, 3L, 5L, 4L, 5L, 5L, 5L, 5L, 6L, 4L, 5L, NA, NA, NA, 4L, 
##     6L, 4L, NA, 5L, 4L, 5L, 5L, NA, NA, NA, NA, NA, 4L, 4L, NA, 
##     NA, NA, NA, 5L, NA, 4L, NA, 4L, NA, NA, 6L, NA, 3L, 5L, 5L, 
##     6L, 6L, 5L, NA, 5L, 6L, 5L, NA, NA, 6L, 3L, NA, NA, 4L, 6L, 
##     6L, 6L, 6L, NA, 5L, 5L, 5L, NA, 2L, 4L, NA, NA, NA, NA, NA, 
##     NA, 4L, NA, NA, 2L, NA, NA, 6L, 4L, NA, NA, 6L, NA, NA, NA, 
##     NA, 3L, 4L, NA, 2L, NA, NA, 4L, NA, 5L, 4L, NA, 4L, NA, NA, 
##     NA, 3L, 5L, NA, NA, 4L, NA, 4L, NA, 2L, NA, NA, 3L, NA, 5L, 
##     4L, NA, 5L, NA, NA, NA, 5L, NA, NA, NA, NA, NA, 1L, 5L, 4L, 
##     NA, 5L, 6L, 4L, NA, 5L, NA, 3L, 5L, NA, 3L, NA, NA, NA, 5L, 
##     NA, 5L, 2L, NA, 6L, 4L, NA, NA, 5L, 4L, 4L, 4L, 5L, 6L, 4L, 
##     4L, NA, NA, NA, NA, 5L, NA, NA, 6L, 4L, NA, NA, 6L, 5L, 6L, 
##     5L, NA, NA, NA, 5L, NA, 4L, NA, NA, 2L, NA, 5L, NA, NA, 3L, 
##     3L, 5L, 5L, 3L, NA, 3L, NA, 3L, 1L, 6L, NA, 2L, 5L, 5L, 3L, 
##     NA, NA, NA, NA, 5L, 6L, NA, NA, NA, 4L, 6L, NA, 4L, NA, 5L, 
##     4L, NA, 6L, NA, 3L, 6L, NA, 3L, 4L, NA, NA, 5L, NA, 4L, 5L, 
##     NA, NA, 3L, 4L, 5L, NA, 4L, 6L, 3L, NA, 6L, NA, NA, NA, 1L, 
##     NA, NA, 2L, NA, 4L, 4L, NA, NA, NA, 4L, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, 6L, NA, NA, NA, 6L, 6L, 
##     NA, NA, NA, 5L, 4L, NA, NA, 5L, 6L, 6L, 5L, 6L, 4L, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 3L, NA, 1L, 3L, 2L, 
##     5L, 5L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 4L, NA, NA, 
##     NA, NA, NA, NA, 4L, NA, 5L, NA, 6L, 6L, 3L, 4L, 4L, 5L, 5L, 
##     NA, NA, NA, NA, NA, 3L, 4L, 5L, NA, NA, NA, NA, NA, NA, 6L, 
##     NA, NA, 4L, NA, NA, NA, NA, 3L, NA, NA, 4L, NA, 4L, NA, NA, 
##     NA, NA, NA, 6L, NA, 5L, 4L, NA, NA, 3L, 4L, NA, NA, 5L, 5L, 
##     5L, NA, NA, 3L, NA, 5L, NA, 6L, 4L, 1L, 3L, 6L, 4L, 2L, 4L, 
##     4L, 3L, 6L, 5L, 5L, 5L, 4L, 6L, 5L, 5L, 4L, 4L, 4L, 6L, 6L, 
##     4L, 3L, 1L, 5L, 5L, 6L, 4L, 5L, 4L, 4L, 5L, 5L, 5L, 5L, 5L, 
##     4L, 5L, 4L, 3L, 4L, NA, NA, NA, NA, NA, NA, NA, NA, 5L, NA, 
##     NA, 6L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 5L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, 3L, 5L, 4L, 5L, 6L, 5L, 3L, 4L, 6L, 4L, 6L, 4L, 5L, 
##     5L, 4L, 6L, 6L, 6L, 6L, 6L, 5L, 5L, 4L, 5L, 4L, 5L, 4L, 6L, 
##     6L, 6L, 4L, 4L, 2L, 5L, 6L, 5L, 3L, 6L, 6L, 6L, 5L, 2L, 5L, 
##     4L, 6L, 5L, 5L, 5L, 5L, 5L, 6L, NA, 5L, 1L, 4L, 5L, 6L, 5L, 
##     4L, 6L, 5L, 2L, 4L, 5L, 6L, 5L, 6L, 3L, NA, 5L, 6L, 6L, 5L, 
##     6L, 5L, 6L, NA, 4L, 6L, 2L, 4L, 6L, 6L, 4L, 1L, 5L, 3L, 5L, 
##     5L, 6L, 5L, 6L, 5L, 5L, 4L, 5L, 4L, 5L, 5L, 5L, 5L, 4L, 5L, 
##     4L, 5L, 3L, 6L, 5L, 5L, 5L, 6L, 5L, 6L, 5L, 1L, 4L, 1L, 6L, 
##     6L, 3L, 6L, 6L, 6L, 5L, 5L, 5L, 5L, 5L, 6L, 5L, 6L, 5L, 6L, 
##     6L, 6L, 6L, 6L, 6L, 5L, 5L, 6L, 6L, 4L, 4L, 5L, 5L, 5L, 5L, 
##     6L, 6L, 5L, 5L, 6L, 2L, 2L, 6L, 4L, 5L, 6L, 3L, 4L, 3L, 6L, 
##     5L, 4L, 6L, 5L, 6L, 5L, 6L, 5L, NA, NA, NA, NA, 4L, 3L, 6L, 
##     5L, 5L, 4L, 5L, 3L, 6L, 3L, 4L, 2L, 5L, 4L, 4L, 5L, 1L, 5L, 
##     5L, 5L, 4L, 4L, 5L, NA, NA, 3L, 5L, 2L, 5L, 4L, 5L, 6L, 5L, 
##     5L, 5L, 5L, 6L, 5L, 5L, 4L, 5L, 4L, 5L, NA, 6L, 6L, 6L, 5L, 
##     6L, 5L, 5L, 2L, 5L, 6L, 6L, 5L, 5L, 4L, 5L, 5L, 6L, 6L, 1L, 
##     5L, 6L, 2L, 4L, 4L, 5L, 6L, 5L, 2L, 5L, 2L, 6L, 6L, 4L, 5L, 
##     6L, 5L, 4L, 4L, 4L, 3L, 4L, 5L, 5L, 5L, 5L, 5L, 4L, 5L, 5L, 
##     4L, 6L, 5L, 5L, 6L, 5L, 5L, 3L, 5L, 6L, 5L, 3L, 3L, 4L, 4L, 
##     5L, 6L, 4L, 5L, 6L, 6L, 5L, 4L, 4L, NA, 3L, 5L, NA, NA, 5L, 
##     NA, 5L, NA, 3L, 4L, 1L, 1L, 1L, 1L, 1L, 2L, 3L, 1L, 5L, 1L, 
##     3L, 1L, 4L, 1L, 6L, 5L, 1L, 1L, 4L, 2L, 1L, 1L, 1L, 1L, 2L, 
##     5L, 1L, 1L, 1L, 3L, 2L, 5L, 1L, 1L, 2L, 6L, 6L, 4L, 2L, 4L, 
##     5L, 6L, 3L, 6L, 6L, 5L, 6L, 5L, 5L, 2L, 5L, 5L, 5L, 6L, 5L, 
##     5L, 6L, 1L, 5L, 6L, 5L, 5L, 4L, 4L, 6L, 2L, 5L, 5L, 6L, 4L, 
##     5L, 4L, 6L, 5L, 6L, 6L, 3L, 6L, 5L, 6L, 5L, 5L, 2L, 4L, 5L, 
##     6L, 4L, 4L, 5L, 3L, 3L, 4L, 4L, 6L, 3L, 3L, 4L, 3L, 5L, 5L, 
##     4L, 4L, 4L, 5L, 5L, 1L, 6L, 5L, 4L, 4L, 5L, 5L, 4L, 5L, 3L, 
##     4L, 3L, 6L, 4L, 6L, 6L, 3L, 5L, 6L, 5L, 5L, 4L, 4L, 4L, 5L, 
##     3L, 5L, 4L, 5L, 5L, 3L, 6L, 4L, 5L, 4L, 3L, 4L, 3L, 5L, 4L, 
##     5L, 5L, 3L, 6L, 5L, 4L, 4L, 4L, 5L, 5L, 6L, 6L, 5L, 5L, 5L, 
##     6L, 5L, 5L, 3L, 6L, 5L, 2L, 3L, 4L, 6L, 2L, 4L, 5L, 4L, 5L, 
##     4L, 5L, 3L, 5L, 4L, 6L, 5L, 5L, 4L, 2L, 2L, 4L, 6L, 6L, 6L, 
##     4L, 6L, 4L, 3L, 6L, 5L, NA, 5L, NA, NA, NA, 2L, NA, NA, 4L, 
##     5L, NA, NA, NA, 4L, 4L, NA, NA, 5L, NA, NA, NA, NA, NA, 5L, 
##     NA, 4L, NA, NA, NA, NA, NA, 3L, 6L, NA, 5L, NA, NA, NA, 6L, 
##     4L, NA, NA, NA, 5L, NA, NA, 5L, 5L, 4L, NA, NA), PWB_7 = c(3L, 
##     2L, 6L, 4L, 4L, 4L, 4L, 2L, 5L, 5L, 5L, 2L, 2L, 4L, 4L, 5L, 
##     3L, 1L, 4L, 3L, 4L, 6L, 6L, 3L, 5L, 4L, 6L, 5L, 4L, 5L, 3L, 
##     5L, 6L, 4L, 5L, 4L, 3L, 6L, 5L, 4L, 4L, 5L, 3L, 4L, 5L, 4L, 
##     5L, 5L, 5L, 5L, 4L, 5L, 2L, 5L, 6L, 2L, 6L, 4L, 5L, 5L, 3L, 
##     5L, 2L, 3L, 6L, 3L, 3L, 1L, 3L, 4L, 4L, 4L, 6L, 3L, 4L, 4L, 
##     6L, 3L, 4L, 4L, 5L, 1L, 1L, 6L, 4L, 5L, 5L, 5L, 5L, 5L, 3L, 
##     3L, 4L, 3L, 3L, 6L, 4L, 5L, 6L, 3L, 4L, 4L, 2L, 5L, 6L, 5L, 
##     4L, 4L, 2L, 5L, 6L, 5L, 4L, 3L, 4L, 1L, 6L, 6L, 4L, 6L, 4L, 
##     3L, 5L, 5L, 2L, 5L, 1L, 1L, 4L, 3L, 6L, 5L, 2L, 3L, 3L, 4L, 
##     5L, 6L, 5L, 6L, 5L, 6L, 2L, 5L, NA, 4L, 6L, 4L, 5L, NA, NA, 
##     NA, 5L, 5L, 4L, NA, NA, 3L, 3L, 5L, 3L, 5L, 4L, 6L, 5L, 3L, 
##     5L, 6L, 3L, 5L, NA, 4L, NA, 6L, 4L, 4L, 5L, 1L, 6L, 4L, 5L, 
##     3L, 5L, 6L, 4L, 4L, 3L, 4L, 5L, 6L, 6L, 6L, 4L, 2L, 5L, 3L, 
##     6L, 6L, 3L, 6L, 5L, 4L, 5L, 5L, 2L, NA, NA, NA, NA, 5L, 5L, 
##     3L, NA, 6L, 4L, 2L, 5L, 5L, 3L, 6L, NA, NA, NA, 4L, 3L, 5L, 
##     3L, 6L, 5L, 6L, 5L, 5L, 5L, 5L, 6L, 3L, 6L, NA, NA, NA, 4L, 
##     6L, 4L, NA, 3L, 3L, 5L, 6L, NA, NA, NA, NA, NA, 4L, 4L, NA, 
##     NA, NA, NA, 4L, NA, 5L, NA, 4L, NA, NA, 5L, NA, 2L, 5L, 5L, 
##     3L, 6L, 6L, NA, 5L, 5L, 4L, NA, NA, 6L, 4L, NA, NA, 2L, 5L, 
##     3L, 6L, 6L, NA, 4L, 4L, 5L, NA, 4L, 4L, NA, NA, NA, NA, NA, 
##     NA, 6L, NA, NA, 1L, NA, NA, 4L, 5L, NA, NA, 5L, NA, NA, NA, 
##     NA, 4L, 3L, NA, 2L, NA, NA, 4L, NA, 5L, 6L, NA, 4L, NA, NA, 
##     NA, 3L, 5L, NA, NA, 3L, NA, 4L, NA, 2L, NA, NA, 3L, NA, 3L, 
##     5L, NA, 5L, NA, NA, NA, 5L, NA, NA, NA, NA, NA, 2L, 6L, 4L, 
##     NA, 5L, 6L, 5L, NA, 5L, NA, 3L, 6L, NA, 3L, NA, NA, NA, 5L, 
##     NA, 2L, 3L, NA, 5L, 3L, NA, NA, 5L, 3L, 4L, 5L, 5L, 5L, 3L, 
##     2L, NA, NA, NA, NA, 4L, NA, NA, 6L, 4L, NA, NA, 4L, 3L, 6L, 
##     4L, NA, NA, NA, 5L, NA, 2L, NA, NA, 3L, NA, 5L, NA, NA, 3L, 
##     3L, 5L, 5L, 3L, NA, 1L, NA, 3L, 2L, 5L, NA, 4L, 2L, 6L, 2L, 
##     NA, NA, NA, NA, 5L, 6L, NA, NA, NA, 4L, 4L, NA, 4L, NA, 4L, 
##     3L, NA, 4L, NA, 4L, 4L, NA, 2L, 4L, NA, NA, 6L, NA, 3L, 5L, 
##     NA, NA, 6L, 4L, 4L, NA, 2L, 6L, 3L, NA, 2L, NA, NA, NA, 3L, 
##     NA, NA, 4L, NA, 4L, 3L, NA, NA, NA, 3L, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, 6L, NA, NA, NA, 6L, 5L, 
##     NA, NA, NA, 4L, 4L, NA, NA, 4L, 6L, 6L, 5L, 6L, 6L, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 3L, NA, 2L, 4L, 3L, 
##     5L, 5L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 3L, NA, NA, 
##     NA, NA, NA, NA, 4L, NA, 4L, NA, 4L, 6L, 4L, 4L, 4L, 5L, 4L, 
##     NA, NA, NA, NA, NA, 2L, 4L, 4L, NA, NA, NA, NA, NA, NA, 6L, 
##     NA, NA, 3L, NA, NA, NA, NA, 5L, NA, NA, 4L, NA, 2L, NA, NA, 
##     NA, NA, NA, 5L, NA, 4L, 4L, NA, NA, 3L, 4L, NA, NA, 5L, 5L, 
##     5L, NA, NA, 4L, NA, 4L, NA, 6L, 5L, 1L, 4L, 5L, 4L, 2L, 4L, 
##     2L, 2L, 6L, 5L, 5L, 6L, 6L, 6L, 4L, 5L, 2L, 4L, 4L, 5L, 6L, 
##     6L, 2L, 1L, 4L, 5L, 4L, 6L, 5L, 4L, 4L, 5L, 5L, 4L, 5L, 6L, 
##     3L, 4L, 4L, 3L, 5L, NA, NA, NA, NA, NA, NA, NA, NA, 6L, NA, 
##     NA, 6L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 4L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, 3L, 6L, 6L, 5L, 6L, 6L, 3L, 4L, 4L, 5L, 6L, 4L, 5L, 
##     4L, 4L, 6L, 6L, 6L, 1L, 6L, 4L, 5L, 6L, 5L, 5L, 6L, 3L, 6L, 
##     5L, 4L, 4L, 4L, 3L, 5L, 4L, 5L, 4L, 5L, 6L, 6L, 5L, 6L, 5L, 
##     3L, 4L, 3L, 5L, 5L, 6L, 4L, 5L, NA, 4L, 3L, 4L, 5L, 6L, 5L, 
##     5L, 6L, 5L, 4L, 5L, 4L, 6L, 6L, 3L, 1L, NA, 5L, 5L, 5L, 5L, 
##     6L, 4L, 4L, NA, 6L, 5L, 2L, 4L, 6L, 6L, 5L, 4L, 3L, 3L, 5L, 
##     5L, 6L, 5L, 6L, 5L, 5L, 4L, 6L, 4L, 4L, 5L, 3L, 4L, 3L, 5L, 
##     4L, 5L, 4L, 5L, 5L, 4L, 4L, 5L, 5L, 3L, 5L, 3L, 5L, 4L, 6L, 
##     5L, 4L, 6L, 6L, 6L, 5L, 5L, 5L, 5L, 6L, 6L, 4L, 6L, 5L, 5L, 
##     6L, 6L, 6L, 6L, 5L, 5L, 5L, 5L, 5L, 4L, 4L, 5L, 5L, 4L, 6L, 
##     6L, 6L, 6L, 5L, 5L, 2L, 3L, 5L, 3L, 5L, 5L, 4L, 4L, 3L, 6L, 
##     5L, 4L, 2L, 5L, 6L, 6L, 6L, 5L, NA, NA, NA, NA, 3L, 4L, 6L, 
##     6L, 5L, 4L, 5L, 2L, 6L, 4L, 4L, 5L, 5L, 4L, 3L, 5L, 3L, 5L, 
##     5L, 6L, 4L, 4L, 5L, NA, NA, 3L, 5L, 2L, 5L, 5L, 6L, 6L, 5L, 
##     4L, 6L, 6L, 6L, 5L, 5L, 4L, 5L, 4L, 5L, NA, 6L, 6L, 6L, 5L, 
##     6L, 5L, 4L, 4L, 4L, 5L, 6L, 5L, 6L, 4L, 4L, 4L, 3L, 5L, 4L, 
##     5L, 5L, 2L, 4L, 4L, 6L, 6L, 5L, 3L, 5L, 4L, 6L, 6L, 5L, 3L, 
##     6L, 4L, 5L, 4L, 3L, 1L, 4L, 3L, 5L, 5L, 4L, 5L, 5L, 4L, 5L, 
##     5L, 5L, 5L, 5L, 5L, 6L, 4L, 5L, 5L, 5L, 5L, 4L, 4L, 5L, 3L, 
##     2L, 4L, 4L, 5L, 6L, 6L, 4L, 4L, 3L, NA, 3L, 5L, NA, NA, 6L, 
##     NA, 5L, NA, 3L, 6L, 8L, 8L, 8L, 8L, 8L, 8L, 5L, 8L, 5L, 8L, 
##     5L, 8L, 4L, 8L, 4L, 5L, 8L, 8L, 6L, 8L, 8L, 6L, 6L, 7L, 7L, 
##     5L, 5L, 8L, 8L, 7L, 8L, 5L, 7L, 8L, 5L, 5L, 4L, 4L, 3L, 4L, 
##     5L, 4L, 4L, 6L, 6L, 5L, 5L, 5L, 5L, 6L, 5L, 5L, 6L, 4L, 3L, 
##     4L, 5L, 3L, 5L, 6L, 4L, 5L, 4L, 5L, 6L, 4L, 4L, 5L, 6L, 5L, 
##     6L, 3L, 3L, 5L, 6L, 5L, 1L, 5L, 4L, 4L, 5L, 2L, 2L, 4L, 3L, 
##     6L, 4L, 5L, 4L, 4L, 6L, 3L, 4L, 6L, 4L, 3L, 4L, 3L, 4L, 4L, 
##     3L, 5L, 5L, 4L, 5L, 1L, 4L, 6L, 5L, 5L, 5L, 2L, 6L, 5L, 5L, 
##     6L, 4L, 5L, 3L, 5L, 5L, 5L, 5L, 4L, 5L, 5L, 4L, 5L, 5L, 4L, 
##     6L, 4L, 4L, 6L, 4L, 3L, 5L, 3L, 4L, 6L, 4L, 5L, 3L, 4L, 5L, 
##     4L, 3L, 3L, 6L, 4L, 2L, 3L, 3L, 4L, 4L, 6L, 6L, 5L, 5L, 4L, 
##     3L, 4L, 6L, 3L, 5L, 5L, 3L, 3L, 4L, 4L, 4L, 4L, 4L, 4L, 5L, 
##     4L, 5L, 5L, 6L, 2L, 6L, 4L, 4L, 3L, 4L, 3L, 5L, 4L, 4L, 5L, 
##     5L, 6L, 5L, 4L, 6L, 5L, NA, 4L, NA, NA, NA, 1L, NA, NA, 4L, 
##     5L, NA, NA, NA, 3L, 4L, NA, NA, 4L, NA, NA, NA, NA, NA, 5L, 
##     NA, 4L, NA, NA, NA, NA, NA, 4L, 5L, NA, 6L, NA, NA, NA, 5L, 
##     3L, NA, NA, NA, 5L, NA, NA, 5L, 4L, 4L, NA, NA), PWB_8 = c(5L, 
##     4L, 6L, 4L, 4L, 4L, 3L, 6L, 5L, 5L, 5L, 5L, 3L, 3L, 5L, 3L, 
##     6L, 2L, 2L, 3L, 5L, 6L, 5L, 4L, 3L, 3L, 4L, 5L, 4L, 5L, 2L, 
##     4L, 3L, 2L, 6L, 5L, 1L, 6L, 4L, 4L, 4L, 2L, 6L, 4L, 1L, 2L, 
##     5L, 4L, 5L, 4L, 4L, 5L, 2L, 4L, 1L, 3L, 6L, 4L, 4L, 5L, 5L, 
##     4L, 6L, 3L, 6L, 4L, 3L, 1L, 3L, 3L, 4L, 3L, 6L, 3L, 5L, 4L, 
##     6L, 5L, 4L, 4L, 5L, 6L, 3L, 3L, 3L, 6L, 4L, 4L, 6L, 6L, 6L, 
##     5L, 5L, 4L, 3L, 6L, 4L, 4L, 6L, 4L, 3L, 4L, 5L, 5L, 5L, 5L, 
##     5L, 3L, 3L, 2L, 4L, 5L, 4L, 3L, 2L, 1L, 5L, 6L, 3L, 5L, 3L, 
##     4L, 5L, 5L, 2L, 1L, 1L, 1L, 3L, 2L, 3L, 4L, 3L, 4L, 3L, 4L, 
##     5L, 3L, 5L, 6L, 5L, 6L, 3L, 4L, NA, 6L, 5L, 4L, 5L, NA, NA, 
##     NA, 6L, 5L, 3L, NA, NA, 4L, 4L, 3L, 3L, 5L, 5L, 6L, 2L, 3L, 
##     5L, 6L, 5L, 5L, NA, 2L, NA, 1L, 3L, 5L, 5L, 3L, 6L, 4L, 5L, 
##     4L, 6L, 5L, 2L, 4L, 5L, 4L, 3L, 6L, 6L, 1L, 4L, 5L, 5L, 3L, 
##     4L, 6L, 5L, 6L, 4L, 5L, 5L, 1L, 5L, NA, NA, NA, NA, 5L, 5L, 
##     5L, NA, 5L, 4L, 4L, 6L, 4L, 2L, 6L, NA, NA, NA, 4L, 5L, 6L, 
##     3L, 6L, 5L, 6L, 6L, 6L, 4L, 6L, 6L, 6L, 5L, NA, NA, NA, 4L, 
##     6L, 4L, NA, 3L, 3L, 4L, 6L, NA, NA, NA, NA, NA, 4L, 5L, NA, 
##     NA, NA, NA, 5L, NA, 5L, NA, 2L, NA, NA, 6L, NA, 3L, 5L, 5L, 
##     6L, 6L, 5L, NA, 6L, 5L, 3L, NA, NA, 4L, 4L, NA, NA, 4L, 4L, 
##     4L, 6L, 6L, NA, 5L, 5L, 4L, NA, 3L, 4L, NA, NA, NA, NA, NA, 
##     NA, 4L, NA, NA, 1L, NA, NA, 5L, 4L, NA, NA, 5L, NA, NA, NA, 
##     NA, 4L, 2L, NA, 2L, NA, NA, 3L, NA, 5L, 2L, NA, 5L, NA, NA, 
##     NA, 4L, 5L, NA, NA, 3L, NA, 5L, NA, 2L, NA, NA, 3L, NA, 5L, 
##     6L, NA, 5L, NA, NA, NA, 5L, NA, NA, NA, NA, NA, 2L, 6L, 5L, 
##     NA, 4L, 6L, 5L, NA, 5L, NA, 3L, 6L, NA, 3L, NA, NA, NA, 5L, 
##     NA, 3L, 3L, NA, 2L, 2L, NA, NA, 6L, 2L, 5L, 3L, 4L, 5L, 2L, 
##     2L, NA, NA, NA, NA, 4L, NA, NA, 6L, 4L, NA, NA, 5L, 4L, 6L, 
##     4L, NA, NA, NA, 5L, NA, 3L, NA, NA, 3L, NA, 3L, NA, NA, 1L, 
##     3L, 6L, 6L, 3L, NA, 1L, NA, 3L, 1L, 6L, NA, 2L, 2L, 2L, 2L, 
##     NA, NA, NA, NA, 5L, 5L, NA, NA, NA, 5L, 5L, NA, 3L, NA, 4L, 
##     3L, NA, 5L, NA, 3L, 6L, NA, 1L, 5L, NA, NA, 4L, NA, 2L, 5L, 
##     NA, NA, 4L, 6L, 4L, NA, 4L, 6L, 4L, NA, 4L, NA, NA, NA, 6L, 
##     NA, NA, 1L, NA, 5L, 3L, NA, NA, NA, 4L, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, 6L, NA, NA, NA, 6L, 1L, 
##     NA, NA, NA, 4L, 4L, NA, NA, 6L, 5L, 6L, 4L, 6L, 4L, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 4L, NA, 2L, 3L, 5L, 
##     5L, 5L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 5L, NA, NA, 
##     NA, NA, NA, NA, 2L, NA, 6L, NA, 3L, 6L, 3L, 5L, 4L, 2L, 6L, 
##     NA, NA, NA, NA, NA, 1L, 4L, 4L, NA, NA, NA, NA, NA, NA, 5L, 
##     NA, NA, 3L, NA, NA, NA, NA, 5L, NA, NA, 3L, NA, 2L, NA, NA, 
##     NA, NA, NA, 2L, NA, 5L, 2L, NA, NA, 3L, 4L, NA, NA, 1L, 6L, 
##     5L, NA, NA, 4L, NA, 6L, NA, 6L, 4L, 1L, 1L, 6L, 5L, 1L, 5L, 
##     4L, 3L, 6L, 5L, 5L, 5L, 6L, 6L, 4L, 5L, 2L, 4L, 4L, 2L, 6L, 
##     6L, 3L, 2L, 4L, 6L, 4L, 6L, 5L, 4L, 4L, 3L, 6L, 4L, 5L, 6L, 
##     3L, 4L, 4L, 6L, 4L, NA, NA, NA, NA, NA, NA, NA, NA, 6L, NA, 
##     NA, 6L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 4L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, 3L, 6L, 4L, 4L, 2L, 6L, 3L, 3L, 5L, 2L, 4L, 4L, 5L, 
##     2L, 4L, 6L, 5L, 6L, 6L, 6L, 4L, 5L, 4L, 5L, 4L, 5L, 5L, 4L, 
##     6L, 5L, 5L, 4L, 4L, 3L, 4L, 5L, 4L, 5L, 5L, 6L, 2L, 6L, 4L, 
##     4L, 4L, 3L, 6L, 6L, 5L, 4L, 6L, NA, 5L, 3L, 4L, 4L, 1L, 5L, 
##     5L, 6L, 4L, 1L, 3L, 4L, 5L, 5L, 5L, 1L, NA, 5L, 5L, 6L, 3L, 
##     5L, 3L, 6L, NA, 6L, 2L, 2L, 4L, 6L, 6L, 5L, 4L, 3L, 4L, 5L, 
##     5L, 6L, 4L, 5L, 5L, 5L, 4L, 5L, 5L, 6L, 5L, 4L, 4L, 2L, 5L, 
##     3L, 5L, 1L, 6L, 6L, 6L, 4L, 6L, 4L, 4L, 4L, 4L, 5L, 2L, 6L, 
##     4L, 4L, 6L, 6L, 6L, 5L, 5L, 5L, 6L, 5L, 6L, 3L, 4L, 5L, 5L, 
##     6L, 1L, 6L, 5L, 3L, 5L, 2L, 5L, 2L, 4L, 3L, 5L, 6L, 4L, 6L, 
##     5L, 6L, 6L, 5L, 6L, 2L, 3L, 5L, 3L, 5L, 2L, 4L, 1L, 2L, 3L, 
##     4L, 3L, 4L, 3L, 6L, 4L, 6L, 5L, NA, NA, NA, NA, 4L, 2L, 1L, 
##     1L, 4L, 5L, 5L, 3L, 6L, 4L, 4L, 5L, 5L, 4L, 4L, 5L, 5L, 5L, 
##     6L, 5L, 4L, 3L, 5L, NA, NA, 3L, 3L, 2L, 4L, 3L, 5L, 6L, 4L, 
##     5L, 5L, 4L, 4L, 6L, 5L, 4L, 5L, 4L, 5L, NA, 6L, 6L, 6L, 5L, 
##     6L, 4L, 6L, 2L, 4L, 6L, 5L, 4L, 3L, 4L, 5L, 5L, 5L, 5L, 2L, 
##     5L, 6L, 3L, 4L, 6L, 5L, 6L, 4L, 4L, 5L, 3L, 6L, 6L, 4L, 4L, 
##     6L, 5L, 4L, 4L, 2L, 3L, 5L, 2L, 4L, 4L, 4L, 4L, 6L, 3L, 4L, 
##     6L, 5L, 5L, 5L, 4L, 2L, 6L, 5L, 5L, 5L, 4L, 4L, 4L, 6L, 2L, 
##     6L, 4L, 4L, 6L, 4L, 5L, 5L, 6L, 3L, NA, 3L, 5L, NA, NA, 4L, 
##     NA, 6L, NA, 3L, 7L, 8L, 5L, 4L, 5L, 6L, 4L, 7L, 6L, 5L, 8L, 
##     8L, 7L, 4L, 6L, 6L, 3L, 8L, 8L, 4L, 6L, 4L, 3L, 8L, 6L, 7L, 
##     7L, 8L, 7L, 5L, 6L, 6L, 3L, 7L, 7L, 5L, 6L, 5L, 4L, 4L, 5L, 
##     3L, 4L, 4L, 5L, 6L, 5L, 5L, 2L, 4L, 6L, 6L, 6L, 5L, 4L, 3L, 
##     4L, 6L, 3L, 4L, 1L, 5L, 5L, 4L, 5L, 6L, 1L, 4L, 4L, 5L, 3L, 
##     5L, 4L, 5L, 5L, 5L, 6L, 1L, 5L, 3L, 6L, 3L, 1L, 2L, 4L, 4L, 
##     5L, 5L, 4L, 3L, 4L, 4L, 5L, 3L, 6L, 1L, 4L, 5L, 4L, 4L, 5L, 
##     4L, 5L, 5L, 5L, 4L, 3L, 5L, 6L, 5L, 3L, 5L, 3L, 6L, 4L, 5L, 
##     5L, 3L, 6L, 2L, 6L, 6L, 3L, 4L, 3L, 4L, 5L, 5L, 5L, 5L, 5L, 
##     5L, 4L, 2L, 5L, 5L, 3L, 5L, 3L, 3L, 6L, 5L, 5L, 3L, 2L, 5L, 
##     4L, 3L, 3L, 6L, 5L, 4L, 4L, 4L, 4L, 4L, 5L, 5L, 5L, 5L, 4L, 
##     6L, 2L, 2L, 3L, 4L, 5L, 3L, 4L, 5L, 4L, 6L, 5L, 5L, 5L, 5L, 
##     4L, 5L, 4L, 5L, 2L, 4L, 5L, 5L, 3L, 4L, 3L, 5L, 5L, 5L, 6L, 
##     5L, 6L, 2L, 2L, 6L, 5L, NA, 4L, NA, NA, NA, 1L, NA, NA, 5L, 
##     4L, NA, NA, NA, 6L, 3L, NA, NA, 3L, NA, NA, NA, NA, NA, 3L, 
##     NA, 3L, NA, NA, NA, NA, NA, 4L, 6L, NA, 6L, NA, NA, NA, 6L, 
##     4L, NA, NA, NA, 4L, NA, NA, 5L, 5L, 4L, NA, NA), PWB_9 = c(6L, 
##     4L, 5L, 1L, 4L, 5L, 3L, 6L, 2L, 5L, 1L, 1L, 1L, 2L, 1L, 2L, 
##     6L, 5L, 6L, 3L, 2L, 6L, 1L, 1L, 1L, 3L, 1L, 2L, 1L, 2L, 6L, 
##     1L, 2L, 1L, 1L, 1L, 1L, 1L, 2L, 5L, 1L, 4L, 1L, 3L, 3L, 2L, 
##     1L, 2L, 2L, 2L, 4L, 2L, 3L, 2L, 4L, 2L, 1L, 1L, 1L, 2L, 1L, 
##     2L, 2L, 4L, 2L, 1L, 6L, 1L, 2L, 3L, 4L, 2L, 2L, 1L, 2L, 4L, 
##     1L, 5L, 1L, 4L, 2L, 5L, 3L, 1L, 1L, 1L, 1L, 1L, 4L, 2L, 1L, 
##     3L, 1L, 2L, 1L, 6L, 2L, 5L, 6L, 3L, 2L, 3L, 3L, 2L, 5L, 1L, 
##     4L, 1L, 6L, 2L, 2L, 1L, 2L, 2L, 3L, 1L, 1L, 1L, 2L, 1L, 1L, 
##     4L, 2L, 1L, 2L, 1L, 6L, 1L, 1L, 2L, 1L, 3L, 3L, 1L, 4L, 1L, 
##     1L, 1L, 1L, 2L, 1L, 1L, 1L, 2L, NA, 1L, 1L, 1L, 2L, NA, NA, 
##     NA, 4L, 2L, 1L, NA, NA, 2L, 1L, 4L, 2L, 4L, 2L, 1L, 5L, 1L, 
##     1L, 1L, 1L, 1L, NA, 1L, NA, 1L, 1L, 3L, 2L, 1L, 6L, 3L, 1L, 
##     4L, 5L, 1L, 1L, 2L, 3L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 5L, 3L, 
##     1L, 3L, 1L, 2L, 4L, 2L, 2L, 1L, 2L, NA, NA, NA, NA, 2L, 1L, 
##     4L, NA, 1L, 3L, 3L, 2L, 1L, 1L, 1L, NA, NA, NA, 3L, 1L, 2L, 
##     2L, 2L, 2L, 1L, 1L, 1L, 2L, 1L, 1L, 2L, 1L, NA, NA, NA, 1L, 
##     1L, 3L, NA, 3L, 4L, 5L, 1L, NA, NA, NA, NA, NA, 1L, 5L, NA, 
##     NA, NA, NA, 1L, NA, 4L, NA, 1L, NA, NA, 1L, NA, 1L, 1L, 2L, 
##     1L, 1L, 1L, NA, 1L, 1L, 1L, NA, NA, 1L, 2L, NA, NA, 2L, 4L, 
##     1L, 1L, 1L, NA, 1L, 1L, 1L, NA, 5L, 5L, NA, NA, NA, NA, NA, 
##     NA, 4L, NA, NA, 1L, NA, NA, 1L, 1L, NA, NA, 1L, NA, NA, NA, 
##     NA, 2L, 4L, NA, 2L, NA, NA, 2L, NA, 2L, 5L, NA, 1L, NA, NA, 
##     NA, 1L, 2L, NA, NA, 4L, NA, 2L, NA, 3L, NA, NA, 4L, NA, 1L, 
##     3L, NA, 1L, NA, NA, NA, 5L, NA, NA, NA, NA, NA, 2L, 1L, 4L, 
##     NA, 3L, 2L, 2L, NA, 1L, NA, 3L, 1L, NA, 2L, NA, NA, NA, 1L, 
##     NA, 1L, 4L, NA, 1L, 2L, NA, NA, 1L, 4L, 2L, 3L, 1L, 1L, 3L, 
##     1L, NA, NA, NA, NA, 3L, NA, NA, 6L, 1L, NA, NA, 1L, 1L, 1L, 
##     4L, NA, NA, NA, 2L, NA, 2L, NA, NA, 5L, NA, 1L, NA, NA, 4L, 
##     2L, 1L, 1L, 3L, NA, 6L, NA, 2L, 1L, 1L, NA, 1L, 2L, 5L, 1L, 
##     NA, NA, NA, NA, 2L, 1L, NA, NA, NA, 1L, 1L, NA, 2L, NA, 2L, 
##     4L, NA, 1L, NA, 4L, 2L, NA, 1L, 2L, NA, NA, 1L, NA, 5L, 2L, 
##     NA, NA, 3L, 2L, 5L, NA, 1L, 1L, 4L, NA, 1L, NA, NA, NA, 5L, 
##     NA, NA, 5L, NA, 5L, 2L, NA, NA, NA, 2L, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, 2L, NA, NA, NA, 6L, 2L, 
##     NA, NA, NA, 2L, 3L, NA, NA, 2L, 4L, 2L, 3L, 1L, 1L, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 4L, NA, 4L, 1L, 2L, 
##     5L, 4L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 2L, NA, NA, 
##     NA, NA, NA, NA, 1L, NA, 1L, NA, 1L, 6L, 4L, 4L, 4L, 2L, 1L, 
##     NA, NA, NA, NA, NA, 6L, 4L, 2L, NA, NA, NA, NA, NA, NA, 1L, 
##     NA, NA, 1L, NA, NA, NA, NA, 2L, NA, NA, 1L, NA, 1L, NA, NA, 
##     NA, NA, NA, 5L, NA, 3L, 5L, NA, NA, 3L, 2L, NA, NA, 5L, 2L, 
##     2L, NA, NA, 4L, NA, 4L, NA, 4L, 5L, 1L, 2L, 1L, 2L, 1L, 1L, 
##     2L, 4L, 1L, 1L, 5L, 1L, 2L, 5L, 2L, 2L, 3L, 1L, 1L, 1L, 1L, 
##     3L, 3L, 4L, 6L, 2L, 2L, 2L, 5L, 5L, 1L, 5L, 1L, 3L, 1L, 1L, 
##     3L, 1L, 2L, 2L, 2L, NA, NA, NA, NA, NA, NA, NA, NA, 1L, NA, 
##     NA, 2L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 1L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, 3L, 2L, 2L, 1L, 2L, 2L, 3L, 3L, 2L, 3L, 1L, 4L, 3L, 
##     1L, 4L, 6L, 2L, 3L, 1L, 1L, 2L, 2L, 3L, 1L, 4L, 1L, 4L, 3L, 
##     1L, 1L, 2L, 1L, 4L, 2L, 2L, 1L, 1L, 2L, 4L, 2L, 2L, 1L, 6L, 
##     1L, 1L, 4L, 4L, 1L, 1L, 3L, 1L, NA, 1L, 1L, 4L, 3L, 1L, 1L, 
##     1L, 1L, 1L, 5L, 1L, 2L, 1L, 1L, 2L, 3L, NA, 1L, 2L, 1L, 2L, 
##     2L, 1L, 2L, NA, 4L, 2L, 2L, 4L, 1L, 1L, 1L, 2L, 2L, 2L, 5L, 
##     5L, 3L, 2L, 1L, 1L, 5L, 2L, 1L, 1L, 3L, 2L, 5L, 4L, 1L, 2L, 
##     4L, 1L, 2L, 1L, 1L, 1L, 4L, 2L, 2L, 5L, 2L, 1L, 1L, 4L, 6L, 
##     3L, 1L, 6L, 3L, 1L, 2L, 2L, 2L, 1L, 1L, 1L, 1L, 5L, 2L, 5L, 
##     1L, 4L, 6L, 1L, 3L, 5L, 2L, 2L, 2L, 6L, 4L, 2L, 2L, 2L, 4L, 
##     2L, 6L, 1L, 1L, 1L, 2L, 4L, 3L, 3L, 2L, 1L, 3L, 4L, 5L, 1L, 
##     1L, 3L, 5L, 3L, 6L, 3L, 6L, 5L, NA, NA, NA, NA, 3L, 5L, 1L, 
##     1L, 2L, 3L, 5L, 3L, 6L, 3L, 4L, 2L, 1L, 4L, 1L, 1L, 3L, 5L, 
##     1L, 2L, 4L, 1L, 4L, NA, NA, 3L, 5L, 5L, 2L, 6L, 1L, 3L, 4L, 
##     3L, 1L, 1L, 2L, 6L, 2L, 3L, 1L, 4L, 5L, NA, 2L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 4L, 1L, 1L, 3L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     3L, 1L, 2L, 4L, 2L, 5L, 1L, 2L, 2L, 1L, 1L, 1L, 1L, 1L, 3L, 
##     1L, 2L, 1L, 4L, 2L, 1L, 1L, 3L, 1L, 4L, 2L, 6L, 1L, 1L, 1L, 
##     4L, 1L, 1L, 2L, 2L, 3L, 1L, 1L, 1L, 4L, 1L, 2L, 2L, 5L, 2L, 
##     3L, 5L, 2L, 1L, 1L, 2L, 3L, 1L, 4L, NA, 2L, 2L, NA, NA, 2L, 
##     NA, 1L, NA, 3L, 1L, 1L, 1L, 4L, 2L, 1L, 4L, 1L, 1L, 5L, 1L, 
##     2L, 3L, 4L, 1L, 6L, 4L, 1L, 1L, 3L, 1L, 6L, 3L, 2L, 1L, 2L, 
##     1L, 8L, 7L, 1L, 3L, 1L, 6L, 2L, 1L, 4L, 1L, 1L, 1L, 4L, 2L, 
##     2L, 2L, 1L, 4L, 2L, 1L, 2L, 2L, 6L, 1L, 4L, 1L, 1L, 1L, 4L, 
##     3L, 1L, 1L, 3L, 1L, 1L, 1L, 4L, 1L, 1L, 5L, 2L, 1L, 1L, 1L, 
##     1L, 1L, 2L, 1L, 2L, 1L, 3L, 2L, 1L, 2L, 2L, 1L, 2L, 2L, 1L, 
##     1L, 2L, 2L, 6L, 2L, 5L, 5L, 3L, 1L, 1L, 2L, 2L, 2L, 1L, 5L, 
##     1L, 1L, 2L, 1L, 1L, 1L, 2L, 3L, 1L, 1L, 2L, 2L, 5L, 3L, 3L, 
##     3L, 2L, 2L, 2L, 1L, 1L, 2L, 2L, 1L, 1L, 1L, 2L, 1L, 1L, 1L, 
##     1L, 1L, 2L, 1L, 2L, 4L, 1L, 1L, 1L, 1L, 2L, 1L, 1L, 1L, 2L, 
##     1L, 2L, 1L, 1L, 1L, 2L, 1L, 2L, 1L, 1L, 3L, 1L, 2L, 2L, 1L, 
##     1L, 2L, 2L, 2L, 1L, 2L, 2L, 1L, 1L, 2L, 2L, 1L, 1L, 2L, 1L, 
##     1L, 1L, 2L, 2L, 1L, 3L, 3L, 2L, 3L, 2L, 2L, 2L, 1L, 2L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 2L, NA, 1L, NA, NA, NA, 1L, NA, NA, 2L, 
##     2L, NA, NA, NA, 4L, 4L, NA, NA, 1L, NA, NA, NA, NA, NA, 2L, 
##     NA, 2L, NA, NA, NA, NA, NA, 1L, 1L, NA, 1L, NA, NA, NA, 1L, 
##     2L, NA, NA, NA, 1L, NA, NA, 2L, 2L, 1L, NA, NA), APSI_1 = c(4L, 
##     3L, 3L, 3L, 4L, 5L, 4L, 4L, 5L, 4L, 5L, 3L, 3L, 2L, 4L, 2L, 
##     2L, 1L, 3L, 3L, 3L, 5L, 3L, 3L, 4L, 3L, 5L, 3L, 3L, 4L, 3L, 
##     5L, 5L, 3L, 5L, 3L, 2L, 5L, 3L, 3L, 3L, 5L, 4L, 4L, 3L, 2L, 
##     4L, 2L, 4L, 3L, 3L, 3L, 1L, 5L, 4L, 3L, 4L, 3L, 3L, 4L, 5L, 
##     3L, 3L, 3L, 5L, 3L, 3L, 3L, 2L, 4L, 2L, 2L, 4L, 3L, 4L, 3L, 
##     5L, 3L, 1L, 3L, 4L, 3L, 5L, 5L, 3L, 4L, 5L, 4L, 3L, 5L, 5L, 
##     3L, 4L, 4L, 5L, 5L, 4L, 3L, 5L, 3L, 3L, 3L, 1L, 5L, 4L, 3L, 
##     4L, 3L, 3L, 4L, 4L, 4L, 3L, 3L, 3L, 1L, 5L, 5L, 3L, 5L, 4L, 
##     3L, 5L, 5L, 3L, 4L, 1L, 1L, 2L, 4L, 3L, 4L, 3L, 3L, 2L, 3L, 
##     4L, 2L, 2L, 4L, 3L, 5L, 3L, 4L, NA, 3L, 4L, 2L, 3L, NA, NA, 
##     NA, 5L, 4L, 2L, NA, NA, 1L, 5L, 4L, 4L, 4L, 4L, 2L, 3L, 2L, 
##     3L, 4L, 4L, 2L, NA, 3L, NA, 5L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 
##     1L, 4L, 5L, 1L, 4L, 4L, 3L, 4L, 5L, 3L, 5L, 4L, 5L, 3L, 3L, 
##     3L, 5L, 5L, 4L, 3L, 3L, 5L, 4L, 3L, NA, NA, NA, NA, 4L, 4L, 
##     NA, NA, 4L, 5L, 3L, 5L, 5L, 3L, 5L, NA, NA, NA, 4L, 3L, 5L, 
##     3L, 3L, 4L, 5L, 5L, 4L, 4L, 5L, 5L, 5L, 2L, NA, NA, NA, 5L, 
##     4L, 4L, NA, 4L, 4L, 3L, 4L, NA, NA, NA, NA, NA, 2L, 2L, NA, 
##     NA, NA, NA, 4L, NA, 4L, NA, 2L, NA, NA, 4L, NA, 3L, 4L, 3L, 
##     2L, 4L, 5L, NA, 5L, 4L, 3L, NA, NA, 4L, 3L, NA, NA, 3L, 4L, 
##     3L, 5L, 5L, NA, 3L, 4L, 4L, NA, 3L, 4L, NA, NA, NA, NA, NA, 
##     NA, 3L, NA, NA, 1L, NA, NA, 3L, 3L, NA, NA, 5L, NA, NA, NA, 
##     NA, 3L, 3L, NA, 2L, NA, NA, 3L, NA, 5L, 3L, NA, 3L, NA, NA, 
##     NA, 3L, 4L, NA, NA, 3L, NA, 4L, NA, 2L, NA, NA, 4L, NA, 5L, 
##     2L, NA, 5L, NA, NA, NA, 4L, NA, NA, NA, NA, NA, 2L, 3L, 3L, 
##     NA, 4L, 3L, 5L, NA, 4L, NA, 3L, 4L, NA, 3L, NA, NA, NA, 4L, 
##     NA, 3L, 2L, NA, 5L, 2L, NA, NA, 3L, 2L, 3L, 2L, 3L, 4L, 3L, 
##     2L, NA, NA, NA, NA, 4L, NA, NA, 5L, 4L, NA, NA, 5L, 3L, 5L, 
##     2L, NA, NA, NA, 4L, NA, 2L, NA, NA, 2L, NA, 4L, NA, NA, 1L, 
##     4L, 5L, 5L, 2L, NA, 1L, NA, 1L, 1L, 5L, NA, 3L, 1L, 5L, 2L, 
##     NA, NA, NA, NA, 4L, 5L, NA, NA, NA, 3L, 3L, NA, 2L, NA, 4L, 
##     3L, NA, 5L, NA, 3L, 4L, NA, 1L, 3L, NA, NA, 4L, NA, 1L, 4L, 
##     NA, NA, 5L, 5L, 3L, NA, 4L, 4L, 3L, NA, 4L, NA, NA, NA, 4L, 
##     NA, NA, 4L, NA, 4L, 3L, NA, NA, NA, 4L, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, 5L, NA, NA, NA, 4L, 3L, 
##     NA, NA, NA, 4L, 4L, NA, NA, 4L, 5L, 5L, 2L, 3L, 5L, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 2L, NA, 2L, 3L, 3L, 
##     4L, 4L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 4L, NA, NA, 
##     NA, NA, NA, NA, 3L, NA, 4L, NA, 4L, 5L, 3L, 4L, 3L, 4L, 4L, 
##     NA, NA, NA, NA, NA, 3L, 4L, 4L, NA, NA, NA, NA, NA, NA, 4L, 
##     NA, NA, 2L, NA, NA, NA, NA, 4L, NA, NA, 3L, NA, 1L, NA, NA, 
##     NA, NA, NA, 4L, NA, 4L, 3L, NA, NA, 3L, 3L, NA, NA, 3L, 5L, 
##     4L, NA, NA, 3L, NA, 4L, NA, 4L, 3L, 5L, 3L, 5L, 3L, 1L, 3L, 
##     2L, 2L, 4L, 5L, 4L, 4L, 2L, 5L, 4L, 4L, 3L, 3L, 5L, 5L, 4L, 
##     3L, 3L, 2L, 3L, 4L, 5L, 2L, 4L, 4L, 3L, 4L, 3L, 3L, 4L, 5L, 
##     4L, 4L, 3L, 5L, 4L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 5L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 3L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, 4L, 5L, 4L, 4L, 4L, 5L, 3L, 3L, 4L, 4L, 4L, 3L, 4L, 
##     4L, 4L, 5L, 4L, 5L, 5L, 5L, 4L, 4L, 4L, 4L, 4L, 3L, 4L, 4L, 
##     5L, 5L, 3L, 3L, 4L, 4L, 3L, 3L, 4L, 4L, 5L, 5L, 4L, 3L, 3L, 
##     3L, 2L, 3L, 3L, 5L, 4L, 3L, 5L, NA, 4L, 3L, 4L, 3L, 5L, 4L, 
##     4L, 5L, 4L, 3L, 3L, 4L, 5L, 5L, 3L, 1L, NA, 4L, 4L, 4L, 5L, 
##     1L, 4L, 5L, NA, 4L, 3L, 2L, 4L, 3L, 5L, 3L, 2L, 3L, 3L, 4L, 
##     4L, 5L, 3L, 4L, 4L, 4L, 4L, 5L, 3L, 5L, 4L, 3L, 4L, 2L, 4L, 
##     3L, 4L, 3L, 4L, 5L, 5L, 4L, 5L, 1L, 4L, 3L, 3L, 4L, 5L, 5L, 
##     4L, 4L, 5L, 5L, 5L, 4L, 4L, 4L, 5L, 4L, 5L, 3L, 2L, 4L, 5L, 
##     3L, 5L, 5L, 5L, 4L, 4L, 4L, 5L, 4L, 5L, 3L, 4L, 4L, 4L, 5L, 
##     4L, 5L, 4L, 4L, 5L, 4L, 4L, 4L, 4L, 4L, 5L, 4L, 5L, 2L, 5L, 
##     5L, 3L, 4L, 4L, 4L, 4L, 5L, 3L, NA, NA, NA, NA, 2L, 4L, 5L, 
##     4L, 3L, 4L, 4L, 4L, 5L, 5L, 3L, 4L, 4L, 4L, 3L, 4L, 4L, 3L, 
##     4L, 5L, 3L, 3L, 4L, NA, NA, 3L, 4L, 3L, 4L, 5L, 4L, 5L, 4L, 
##     4L, 4L, 3L, 4L, 4L, 5L, 4L, 5L, 4L, 4L, NA, 4L, 5L, 4L, 4L, 
##     5L, 3L, 5L, 4L, 4L, 5L, 5L, 5L, 4L, 3L, 3L, 3L, 4L, 4L, 1L, 
##     4L, 5L, 2L, 4L, 5L, 4L, 3L, 3L, 3L, 4L, 3L, 5L, 3L, 4L, 4L, 
##     5L, 3L, 3L, 3L, 3L, 1L, 3L, 3L, 4L, 3L, 3L, 4L, 4L, 3L, 4L, 
##     4L, 5L, 4L, 3L, 4L, 4L, 4L, 4L, 4L, 5L, 5L, 3L, 5L, 4L, 2L, 
##     4L, 1L, 3L, 5L, 5L, 3L, 4L, 5L, 2L, NA, 3L, 4L, NA, NA, 4L, 
##     NA, NA, NA, 3L, 6L, 8L, 6L, 4L, 8L, 4L, 5L, 8L, 8L, 5L, 8L, 
##     8L, 8L, 5L, 8L, 5L, 5L, 8L, 8L, 8L, 4L, 6L, 7L, 6L, 8L, 8L, 
##     8L, 8L, 8L, 8L, 4L, 8L, 5L, 7L, 8L, 4L, 5L, 5L, 3L, 4L, 3L, 
##     4L, 3L, 4L, 5L, 5L, 3L, 4L, 4L, 3L, 3L, 3L, 5L, 4L, 2L, 3L, 
##     3L, 5L, 3L, 3L, 5L, 4L, 4L, 4L, 4L, 5L, 3L, 4L, 4L, 5L, 3L, 
##     5L, 3L, 3L, 4L, 1L, 4L, 1L, 4L, 4L, 5L, 5L, 1L, 3L, 3L, 3L, 
##     4L, 2L, 4L, 4L, 2L, 4L, 4L, 3L, 3L, 2L, 2L, 5L, 3L, 4L, 4L, 
##     3L, 4L, 2L, 5L, 3L, 1L, 4L, 4L, 4L, 2L, 2L, 2L, 5L, 3L, 4L, 
##     4L, 4L, 4L, 2L, 5L, 5L, 3L, 3L, 3L, 3L, 4L, 3L, 4L, 4L, 2L, 
##     4L, 3L, 3L, 2L, 4L, 2L, 5L, 3L, 3L, 2L, 3L, 3L, 3L, 3L, 2L, 
##     2L, 1L, 3L, 4L, 3L, 3L, 2L, 3L, 4L, 4L, 5L, 5L, 4L, 3L, 4L, 
##     3L, 4L, 3L, 2L, 3L, 3L, 3L, 1L, 3L, 3L, 1L, 2L, 4L, 4L, 3L, 
##     4L, 4L, 3L, 5L, 3L, 3L, 3L, 4L, 2L, 2L, 3L, 3L, 4L, 3L, 4L, 
##     3L, 5L, 3L, 5L, 5L, NA, NA, NA, NA, NA, NA, 3L, NA, NA, 3L, 
##     4L, NA, NA, NA, 4L, 2L, NA, NA, 3L, NA, NA, NA, NA, NA, 4L, 
##     NA, 4L, NA, NA, NA, NA, NA, 3L, 5L, NA, 4L, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, 3L, NA, 4L, NA, NA), APSI_2 = c(4L, 
##     2L, 3L, 4L, 4L, 1L, 4L, 2L, 5L, 4L, 5L, 3L, 4L, 2L, 4L, 2L, 
##     4L, 1L, 4L, 4L, 4L, 5L, 3L, 3L, 5L, 3L, 5L, 4L, 3L, 3L, 3L, 
##     5L, 5L, 4L, 5L, 4L, 2L, 4L, 4L, 5L, 3L, 4L, 4L, 4L, 4L, 4L, 
##     4L, 2L, 4L, 3L, 3L, 3L, 2L, 3L, 5L, 3L, 5L, 4L, 3L, 4L, 3L, 
##     4L, 3L, 3L, 5L, 3L, 2L, 1L, 4L, 4L, 2L, 2L, 4L, 2L, 4L, 3L, 
##     5L, 3L, 1L, 3L, 5L, 3L, 5L, 5L, 3L, 5L, 5L, 2L, 4L, 5L, 5L, 
##     3L, 4L, 4L, 4L, 5L, 4L, 3L, 5L, 3L, 4L, 4L, 1L, 5L, 4L, 3L, 
##     4L, 4L, 4L, 4L, 4L, 4L, 4L, 3L, 3L, 1L, 3L, 5L, 3L, 5L, 3L, 
##     3L, 5L, 4L, 3L, 5L, 1L, 1L, 4L, 3L, 4L, 4L, 3L, 4L, 2L, 3L, 
##     5L, 2L, 4L, 4L, 2L, 5L, 3L, 5L, NA, 5L, 4L, 3L, 4L, NA, NA, 
##     NA, 5L, 5L, 4L, NA, NA, 1L, 4L, 3L, 5L, 5L, 4L, 2L, 3L, 3L, 
##     3L, 4L, 3L, 3L, NA, 2L, NA, 5L, 3L, 4L, 4L, 3L, 3L, 3L, 3L, 
##     3L, 4L, 5L, 1L, 3L, 4L, 3L, 4L, 5L, 5L, 5L, 4L, 3L, 3L, 3L, 
##     2L, 5L, 5L, 3L, 3L, 4L, 4L, 5L, 3L, NA, NA, NA, NA, 4L, 4L, 
##     NA, NA, 5L, 4L, 3L, 4L, 5L, 4L, 5L, NA, NA, NA, 5L, 2L, 4L, 
##     3L, 4L, 5L, 5L, 5L, 4L, 3L, 4L, 5L, 3L, 2L, NA, NA, NA, 4L, 
##     5L, 3L, NA, 2L, 3L, 4L, 5L, NA, NA, NA, NA, NA, 4L, 2L, NA, 
##     NA, NA, NA, 3L, NA, 4L, NA, 2L, NA, NA, 4L, NA, 1L, 4L, 5L, 
##     2L, 4L, 4L, NA, 5L, 5L, 3L, NA, NA, 3L, 5L, NA, NA, 3L, 4L, 
##     2L, 5L, 5L, NA, 4L, 4L, 4L, NA, 3L, 2L, NA, NA, NA, NA, NA, 
##     NA, 3L, NA, NA, 2L, NA, NA, 3L, 3L, NA, NA, 4L, NA, NA, NA, 
##     NA, 4L, 2L, NA, 4L, NA, NA, 3L, NA, 4L, 4L, NA, 3L, NA, NA, 
##     NA, 4L, 4L, NA, NA, 3L, NA, 4L, NA, 2L, NA, NA, 4L, NA, 3L, 
##     4L, NA, 5L, NA, NA, NA, 4L, NA, NA, NA, NA, NA, 4L, 5L, 3L, 
##     NA, 4L, 2L, 5L, NA, 4L, NA, 3L, 4L, NA, 3L, NA, NA, NA, 3L, 
##     NA, 3L, 2L, NA, 5L, 5L, NA, NA, 3L, 2L, 4L, 5L, 3L, 4L, 4L, 
##     1L, NA, NA, NA, NA, 4L, NA, NA, 5L, 4L, NA, NA, 5L, 4L, 5L, 
##     2L, NA, NA, NA, 4L, NA, 2L, NA, NA, 3L, NA, 4L, NA, NA, 4L, 
##     4L, 5L, 4L, 3L, NA, 4L, NA, 3L, 3L, 5L, NA, 3L, 1L, 5L, 4L, 
##     NA, NA, NA, NA, 4L, 5L, NA, NA, NA, 4L, 3L, NA, 3L, NA, 4L, 
##     3L, NA, 4L, NA, 4L, 4L, NA, 1L, 4L, NA, NA, 4L, NA, 2L, 4L, 
##     NA, NA, 5L, 5L, 4L, NA, 3L, 5L, 4L, NA, 2L, NA, NA, NA, 2L, 
##     NA, NA, 4L, NA, 4L, 3L, NA, NA, NA, 3L, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, 5L, NA, NA, NA, 5L, 5L, 
##     NA, NA, NA, 3L, 4L, NA, NA, 4L, 5L, 5L, 4L, 5L, 5L, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 2L, NA, 3L, 2L, 5L, 
##     4L, 4L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 4L, NA, NA, 
##     NA, NA, NA, NA, 3L, NA, 5L, NA, 4L, 5L, 3L, 4L, 3L, 4L, 3L, 
##     NA, NA, NA, NA, NA, 2L, 4L, 4L, NA, NA, NA, NA, NA, NA, 5L, 
##     NA, NA, 2L, NA, NA, NA, NA, 3L, NA, NA, 4L, NA, 1L, NA, NA, 
##     NA, NA, NA, 3L, NA, 4L, 4L, NA, NA, 3L, 3L, NA, NA, 3L, 5L, 
##     4L, NA, NA, 3L, NA, 4L, NA, 5L, 4L, 5L, 3L, 5L, 4L, 4L, 4L, 
##     2L, 3L, 5L, 5L, 4L, 3L, 5L, 4L, 4L, 5L, 4L, 3L, 5L, 4L, 5L, 
##     5L, 3L, 3L, 3L, 4L, 4L, 5L, 4L, 4L, 3L, 4L, 4L, 3L, 4L, 5L, 
##     4L, 5L, 3L, 3L, 4L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 5L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 4L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, 3L, 5L, 4L, 4L, 4L, 5L, 3L, 3L, 4L, 5L, 4L, 3L, 4L, 
##     4L, 4L, 5L, 4L, 5L, 5L, 4L, 3L, 5L, 4L, 4L, 4L, 5L, 4L, 5L, 
##     3L, 5L, 4L, 4L, 4L, 4L, 4L, 5L, 4L, 5L, 4L, 5L, 4L, 4L, 3L, 
##     3L, 2L, 3L, 5L, 5L, 4L, 4L, 5L, NA, 4L, 3L, 4L, 4L, 5L, 4L, 
##     4L, 5L, 4L, 3L, 4L, 2L, 5L, 5L, 4L, 1L, NA, 4L, 4L, 5L, 4L, 
##     5L, 3L, 5L, NA, 4L, 2L, 3L, 4L, 5L, 5L, 4L, 4L, 3L, 4L, 4L, 
##     4L, 5L, 4L, 4L, 4L, 5L, 3L, 5L, 4L, 5L, 4L, 3L, 4L, 2L, 4L, 
##     4L, 5L, 2L, 4L, 5L, 5L, 4L, 3L, 4L, 5L, 3L, 4L, 4L, 4L, 5L, 
##     5L, 4L, 5L, 5L, 5L, 4L, 4L, 4L, 5L, 4L, 5L, 5L, 3L, 4L, 5L, 
##     5L, 5L, 5L, 4L, 5L, 4L, 4L, 5L, 4L, 5L, 3L, 3L, 4L, 4L, 4L, 
##     4L, 5L, 4L, 5L, 5L, 3L, 4L, 5L, 5L, 4L, 5L, 4L, 5L, 2L, 5L, 
##     5L, 4L, 3L, 4L, 4L, 4L, 5L, 3L, NA, NA, NA, NA, 2L, 5L, 5L, 
##     4L, 3L, 3L, 5L, 4L, 5L, 5L, 3L, 4L, 4L, 4L, 3L, 4L, 4L, 5L, 
##     4L, 5L, 3L, 3L, 5L, NA, NA, 3L, 4L, 3L, 4L, 5L, 4L, 5L, 4L, 
##     4L, 4L, 4L, 4L, 3L, 4L, 4L, 4L, 4L, 4L, NA, 5L, 5L, 5L, 4L, 
##     5L, 3L, 5L, 4L, 4L, 3L, 3L, 3L, 4L, 4L, 3L, 4L, 4L, 4L, 3L, 
##     3L, 4L, 4L, 3L, 3L, 5L, 4L, 4L, 3L, 4L, 2L, 5L, 4L, 4L, 4L, 
##     5L, 3L, 4L, 3L, 5L, 3L, 3L, 2L, 4L, 4L, 4L, 4L, 4L, 5L, 5L, 
##     4L, 5L, 5L, 4L, 4L, 5L, 4L, 4L, 4L, 5L, 4L, 3L, 5L, 4L, 3L, 
##     5L, 3L, 3L, 5L, 5L, 4L, 3L, 5L, 4L, NA, 3L, 4L, NA, NA, 4L, 
##     NA, NA, NA, 3L, 6L, 8L, 6L, 3L, 5L, 4L, 4L, 6L, 8L, 5L, 8L, 
##     8L, 8L, 4L, 8L, 5L, 5L, 8L, 8L, 6L, 5L, 3L, 1L, 6L, 7L, 6L, 
##     8L, 8L, 8L, 7L, 6L, 7L, 5L, 7L, 8L, 5L, 3L, 5L, 4L, 4L, 4L, 
##     4L, 4L, 4L, 4L, 5L, 5L, 5L, 4L, 3L, 4L, 5L, 5L, 4L, 2L, 3L, 
##     4L, 5L, 3L, 4L, 5L, 4L, 4L, 4L, 4L, 5L, 3L, 2L, 4L, 5L, 4L, 
##     5L, 3L, 4L, 4L, 5L, 5L, 1L, 4L, 3L, 5L, 4L, 1L, 4L, 3L, 3L, 
##     4L, 4L, 5L, 1L, 2L, 4L, 4L, 3L, 5L, 2L, 2L, 4L, 3L, 4L, 4L, 
##     4L, 4L, 2L, 4L, 5L, 1L, 4L, 4L, 4L, 3L, 2L, 4L, 5L, 4L, 4L, 
##     3L, 4L, 3L, 3L, 4L, 5L, 4L, 5L, 4L, 4L, 5L, 3L, 4L, 2L, 2L, 
##     4L, 3L, 5L, 5L, 4L, 2L, 5L, 5L, 5L, 4L, 2L, 4L, 3L, 4L, 3L, 
##     3L, 2L, 2L, 5L, 4L, 3L, 4L, 4L, 4L, 4L, 5L, 5L, 4L, 5L, 4L, 
##     5L, 4L, 4L, 2L, 3L, 4L, 2L, 1L, 2L, 3L, 2L, 4L, 3L, 3L, 4L, 
##     4L, 4L, 4L, 5L, 3L, 3L, 4L, 4L, 2L, 4L, 3L, 4L, 4L, 4L, 3L, 
##     5L, 5L, 4L, 5L, 5L, NA, NA, NA, NA, NA, NA, 4L, NA, NA, 3L, 
##     4L, NA, NA, NA, 5L, 3L, NA, NA, 3L, NA, NA, NA, NA, NA, 3L, 
##     NA, 4L, NA, NA, NA, NA, NA, 3L, 5L, NA, 4L, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, 5L, NA, 4L, NA, NA), APSI_3 = c(2L, 
##     5L, 3L, 4L, 3L, 5L, 4L, 4L, 4L, 4L, 5L, 3L, 4L, 2L, 3L, 4L, 
##     3L, 4L, 2L, 5L, 2L, 5L, 3L, 4L, 4L, 4L, 5L, 3L, 4L, 4L, 3L, 
##     5L, 4L, 5L, 5L, 5L, 4L, 4L, 4L, 4L, 4L, 3L, 3L, 4L, 5L, 2L, 
##     4L, 3L, 3L, 4L, 3L, 2L, 2L, 4L, 4L, 4L, 3L, 4L, 4L, 4L, 4L, 
##     4L, 3L, 3L, 5L, 4L, 3L, 1L, 4L, 4L, 2L, 4L, 4L, 3L, 3L, 3L, 
##     5L, 3L, 1L, 3L, 4L, 2L, 3L, 5L, 4L, 4L, 5L, 3L, 4L, 5L, 4L, 
##     4L, 4L, 4L, 3L, 5L, 4L, 3L, 5L, 3L, 4L, 3L, 2L, 5L, 4L, 3L, 
##     4L, 3L, 5L, 3L, 4L, 4L, 4L, 3L, 3L, 1L, 5L, 5L, 3L, 4L, 5L, 
##     4L, 4L, 4L, 4L, 4L, 1L, 1L, 4L, 4L, 4L, 5L, 4L, 4L, 4L, 4L, 
##     5L, 2L, 4L, 5L, 4L, 5L, 4L, 5L, NA, 2L, 4L, 4L, 4L, NA, NA, 
##     NA, 5L, 5L, 3L, NA, NA, 4L, 5L, 4L, 4L, 3L, 4L, 5L, 4L, 4L, 
##     4L, 4L, 5L, 4L, NA, 4L, NA, 5L, 4L, 3L, 4L, 3L, 3L, 5L, 4L, 
##     4L, 5L, 5L, 3L, 4L, 5L, 4L, 4L, 5L, 5L, 5L, 4L, 5L, 3L, 5L, 
##     5L, 5L, 5L, 5L, 4L, 4L, 5L, 5L, 3L, NA, NA, NA, NA, 5L, 4L, 
##     NA, NA, 4L, 4L, 3L, 5L, 4L, 5L, 5L, NA, NA, NA, 4L, 5L, 5L, 
##     3L, 5L, 5L, 5L, 5L, 5L, 4L, 5L, 5L, 4L, 4L, NA, NA, NA, 5L, 
##     5L, 4L, NA, 4L, 3L, 4L, 4L, NA, NA, NA, NA, NA, 4L, 3L, NA, 
##     NA, NA, NA, 4L, NA, 5L, NA, 2L, NA, NA, 5L, NA, 3L, 4L, 5L, 
##     3L, 4L, 5L, NA, 5L, 4L, 4L, NA, NA, 5L, 5L, NA, NA, 3L, 4L, 
##     4L, 5L, 5L, NA, 4L, 4L, 4L, NA, 2L, 3L, NA, NA, NA, NA, NA, 
##     NA, 3L, NA, NA, 3L, NA, NA, 4L, 4L, NA, NA, 5L, NA, NA, NA, 
##     NA, 4L, 4L, NA, 4L, NA, NA, 2L, NA, 4L, 4L, NA, 4L, NA, NA, 
##     NA, 4L, 4L, NA, NA, 3L, NA, 4L, NA, 2L, NA, NA, 4L, NA, 5L, 
##     4L, NA, 5L, NA, NA, NA, 4L, NA, NA, NA, NA, NA, 4L, 5L, 3L, 
##     NA, 4L, 5L, 5L, NA, 4L, NA, 3L, 4L, NA, 4L, NA, NA, NA, 4L, 
##     NA, 4L, 2L, NA, 5L, 4L, NA, NA, 5L, 2L, 4L, 3L, 4L, 5L, 3L, 
##     3L, NA, NA, NA, NA, 4L, NA, NA, 5L, 4L, NA, NA, 5L, 2L, 5L, 
##     4L, NA, NA, NA, 4L, NA, 5L, NA, NA, 3L, NA, 4L, NA, NA, 1L, 
##     3L, 4L, 4L, 4L, NA, 4L, NA, 3L, 5L, 5L, NA, 4L, 2L, 5L, 4L, 
##     NA, NA, NA, NA, 4L, 5L, NA, NA, NA, 4L, 5L, NA, 4L, NA, 5L, 
##     5L, NA, 4L, NA, 3L, 4L, NA, 4L, 4L, NA, NA, 5L, NA, 4L, 4L, 
##     NA, NA, 5L, 5L, 3L, NA, 1L, 5L, 5L, NA, 2L, NA, NA, NA, 5L, 
##     NA, NA, 5L, NA, 4L, 2L, NA, NA, NA, 5L, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, 5L, NA, NA, NA, 4L, 5L, 
##     NA, NA, NA, 3L, 4L, NA, NA, 4L, 5L, 5L, 4L, 4L, 4L, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 2L, NA, 4L, 3L, 3L, 
##     4L, 4L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 3L, NA, NA, 
##     NA, NA, NA, NA, 3L, NA, 4L, NA, 5L, 5L, 3L, 3L, 3L, 2L, 3L, 
##     NA, NA, NA, NA, NA, 4L, 4L, 4L, NA, NA, NA, NA, NA, NA, 5L, 
##     NA, NA, 3L, NA, NA, NA, NA, 4L, NA, NA, 4L, NA, 3L, NA, NA, 
##     NA, NA, NA, 3L, NA, 4L, 4L, NA, NA, 3L, 3L, NA, NA, 3L, 5L, 
##     4L, NA, NA, 3L, NA, 4L, NA, 4L, 3L, 5L, 5L, 5L, 5L, 4L, 3L, 
##     5L, 3L, 5L, 5L, 4L, 5L, 5L, 5L, 4L, 4L, 3L, 2L, 5L, 5L, 5L, 
##     4L, 3L, 4L, 3L, 4L, 4L, 5L, 4L, 5L, 2L, 4L, 4L, 3L, 4L, 5L, 
##     4L, 4L, 4L, 4L, 4L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 5L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 4L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, 2L, 4L, 5L, 4L, 5L, 5L, 3L, 3L, 4L, 3L, 5L, 3L, 4L, 
##     4L, 4L, 5L, 4L, 5L, 4L, 5L, 4L, 4L, 4L, 4L, 2L, 4L, 5L, 4L, 
##     4L, 4L, 3L, 3L, 3L, 4L, 5L, 5L, 4L, 3L, 4L, 4L, 4L, 4L, 5L, 
##     4L, 4L, 3L, 3L, 5L, 4L, 5L, 5L, NA, 4L, 3L, 3L, 3L, 5L, 4L, 
##     4L, 5L, 5L, 3L, 3L, 4L, 2L, 5L, 4L, 1L, NA, 4L, 5L, 4L, 4L, 
##     5L, 4L, 5L, NA, 4L, 3L, 2L, 4L, 5L, 5L, 3L, 3L, 4L, 3L, 4L, 
##     4L, 4L, 5L, 4L, 4L, 4L, 4L, 5L, 4L, 5L, 4L, 3L, 3L, 3L, 4L, 
##     4L, 4L, 4L, 4L, 5L, 5L, 4L, 5L, 3L, 4L, 3L, 5L, 2L, 4L, 5L, 
##     4L, 4L, 5L, 5L, 5L, 4L, 4L, 4L, 4L, 4L, 5L, 5L, 4L, 4L, 4L, 
##     5L, 5L, 5L, 5L, 3L, 4L, 4L, 4L, 4L, 5L, 4L, 4L, 4L, 3L, 4L, 
##     4L, 5L, 4L, 5L, 5L, 3L, 4L, 3L, 5L, 4L, 5L, 4L, 4L, 3L, 5L, 
##     5L, 3L, 4L, 3L, 4L, 4L, 5L, 3L, NA, NA, NA, NA, 3L, 2L, 4L, 
##     5L, 3L, 3L, 5L, 4L, 5L, 4L, 3L, 4L, 1L, 4L, 3L, 4L, 3L, 4L, 
##     4L, 5L, 3L, 4L, 3L, NA, NA, 3L, 4L, 3L, 4L, 5L, 4L, 5L, 3L, 
##     4L, 3L, 5L, 3L, 5L, 4L, 4L, 3L, 4L, 4L, NA, 5L, 5L, 5L, 4L, 
##     4L, 1L, 5L, 4L, 4L, 4L, 4L, 4L, 5L, 4L, 4L, 5L, 5L, 4L, 3L, 
##     4L, 5L, 5L, 4L, 3L, 5L, 5L, 4L, 3L, 3L, 3L, 5L, 4L, 4L, 3L, 
##     5L, 4L, 3L, 3L, 2L, 5L, 4L, 4L, 4L, 4L, 4L, 4L, 5L, 4L, 5L, 
##     5L, 3L, 4L, 4L, 5L, 5L, 4L, 1L, 4L, 2L, 5L, 2L, 5L, 3L, 3L, 
##     4L, 4L, 3L, 5L, 4L, 4L, 5L, 5L, 4L, NA, 4L, 4L, NA, NA, 4L, 
##     NA, NA, NA, 3L, 4L, 1L, 3L, 4L, 3L, 1L, 5L, 3L, 1L, 5L, 1L, 
##     1L, 3L, 3L, 1L, 4L, 4L, 1L, 1L, 3L, 2L, 4L, 3L, 7L, 3L, 3L, 
##     1L, 8L, 1L, 5L, 3L, 1L, 5L, 2L, 1L, 4L, 4L, 4L, 3L, 3L, 3L, 
##     4L, 5L, 4L, 4L, 4L, 5L, 3L, 4L, 5L, 4L, 3L, 5L, 4L, 4L, 3L, 
##     5L, 5L, 3L, 3L, 5L, 4L, 4L, 3L, 4L, 5L, 3L, 4L, 5L, 2L, 3L, 
##     5L, 4L, 4L, 4L, 5L, 4L, 1L, 5L, 4L, 5L, 4L, 2L, 4L, 3L, 4L, 
##     4L, 3L, 1L, 4L, 4L, 3L, 3L, 4L, 5L, 4L, 2L, 4L, 4L, 4L, 4L, 
##     3L, 4L, 5L, 5L, 4L, 1L, 4L, 4L, 4L, 4L, 5L, 2L, 5L, 4L, 4L, 
##     5L, 5L, 4L, 4L, 4L, 5L, 4L, 4L, 2L, 4L, 4L, 4L, 2L, 5L, 4L, 
##     5L, 3L, 2L, 4L, 4L, 1L, 5L, 5L, 5L, 4L, 3L, 4L, 3L, 2L, 2L, 
##     1L, 4L, 2L, 4L, 2L, 3L, 3L, 4L, 4L, 4L, 4L, 5L, 4L, 4L, 5L, 
##     5L, 4L, 1L, 2L, 4L, 4L, 2L, 2L, 5L, 4L, 3L, 5L, 3L, 4L, 4L, 
##     4L, 4L, 4L, 5L, 4L, 5L, 4L, 3L, 2L, 3L, 4L, 3L, 4L, 3L, 5L, 
##     5L, 5L, 3L, 2L, 3L, NA, NA, NA, NA, NA, NA, 5L, NA, NA, 2L, 
##     4L, NA, NA, NA, 5L, 4L, NA, NA, 4L, NA, NA, NA, NA, NA, 2L, 
##     NA, 3L, NA, NA, NA, NA, NA, 3L, 5L, NA, 3L, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, 5L, NA, 4L, NA, NA), APSI_4 = c(3L, 
##     4L, 3L, 3L, 3L, 5L, 4L, 4L, 5L, 4L, 5L, 3L, 3L, 2L, 4L, 2L, 
##     5L, 3L, 4L, 3L, 4L, 5L, 3L, 1L, 3L, 2L, 5L, 3L, 4L, 4L, 3L, 
##     4L, 4L, 4L, 5L, 4L, 2L, 4L, 4L, 3L, 4L, 4L, 4L, 4L, 2L, 4L, 
##     4L, 4L, 4L, 4L, 3L, 3L, 1L, 5L, 3L, 3L, 5L, 3L, 4L, 4L, 4L, 
##     2L, 3L, 3L, 5L, 3L, 4L, 3L, 3L, 3L, 2L, 4L, 4L, 3L, 4L, 3L, 
##     5L, 3L, 1L, 3L, 4L, 2L, 3L, 5L, 4L, 4L, 5L, 3L, 4L, 5L, 5L, 
##     3L, 5L, 5L, 3L, 5L, 4L, 3L, 5L, 3L, 4L, 3L, 2L, 5L, 4L, 3L, 
##     4L, 3L, 5L, 3L, 4L, 4L, 3L, 2L, 3L, 1L, 2L, 5L, 3L, 5L, 5L, 
##     4L, 4L, 4L, 4L, 4L, 1L, 1L, 4L, 5L, 3L, 4L, 3L, 4L, 3L, 3L, 
##     4L, 3L, 2L, 5L, 4L, 5L, 3L, 3L, NA, 3L, 4L, 3L, 3L, NA, NA, 
##     NA, 4L, 4L, 3L, NA, NA, 2L, 4L, 4L, 4L, 3L, 3L, 3L, 2L, 3L, 
##     2L, 4L, 5L, 4L, NA, 4L, NA, 5L, 3L, 3L, 4L, 3L, 3L, 5L, 4L, 
##     3L, 5L, 5L, 1L, 4L, 3L, 4L, 4L, 4L, 3L, 1L, 3L, 5L, 3L, 3L, 
##     2L, 5L, 5L, 5L, 4L, 4L, 4L, 4L, 3L, NA, NA, NA, NA, 4L, 4L, 
##     NA, NA, 4L, 4L, 3L, 5L, 4L, 4L, 5L, NA, NA, NA, 5L, 4L, 4L, 
##     4L, 3L, 4L, 5L, 4L, 4L, 2L, 5L, 5L, 5L, 2L, NA, NA, NA, 3L, 
##     5L, 3L, NA, 3L, 5L, 3L, 2L, NA, NA, NA, NA, NA, 3L, 4L, NA, 
##     NA, NA, NA, 5L, NA, 4L, NA, 4L, NA, NA, 4L, NA, 2L, 4L, 4L, 
##     5L, 5L, 3L, NA, 1L, 4L, 2L, NA, NA, 3L, 4L, NA, NA, 3L, 5L, 
##     3L, 5L, 5L, NA, 4L, 3L, 3L, NA, 2L, 4L, NA, NA, NA, NA, NA, 
##     NA, 3L, NA, NA, 1L, NA, NA, 3L, 3L, NA, NA, 4L, NA, NA, NA, 
##     NA, 3L, 2L, NA, 4L, NA, NA, 2L, NA, 3L, 2L, NA, 5L, NA, NA, 
##     NA, 3L, 4L, NA, NA, 3L, NA, 4L, NA, 2L, NA, NA, 4L, NA, 5L, 
##     4L, NA, 2L, NA, NA, NA, 4L, NA, NA, NA, NA, NA, 1L, 4L, 3L, 
##     NA, 4L, 5L, 5L, NA, 4L, NA, 3L, 4L, NA, 3L, NA, NA, NA, 4L, 
##     NA, 3L, 3L, NA, 4L, 4L, NA, NA, 4L, 3L, 3L, 2L, 4L, 4L, 4L, 
##     4L, NA, NA, NA, NA, 4L, NA, NA, 5L, 4L, NA, NA, 4L, 5L, 5L, 
##     5L, NA, NA, NA, 4L, NA, 3L, NA, NA, 2L, NA, 4L, NA, NA, 2L, 
##     4L, 5L, 4L, 2L, NA, 2L, NA, 1L, 1L, 5L, NA, 3L, 2L, 5L, 4L, 
##     NA, NA, NA, NA, 2L, 5L, NA, NA, NA, 2L, 5L, NA, 2L, NA, 5L, 
##     3L, NA, 5L, NA, 3L, 5L, NA, 4L, 3L, NA, NA, 3L, NA, 3L, 5L, 
##     NA, NA, 5L, 5L, 2L, NA, 4L, 4L, 5L, NA, 3L, NA, NA, NA, 1L, 
##     NA, NA, 3L, NA, 3L, 4L, NA, NA, NA, 4L, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, 5L, NA, NA, NA, 3L, 5L, 
##     NA, NA, NA, 3L, 4L, NA, NA, 4L, 5L, 5L, 4L, 5L, 5L, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 2L, NA, 3L, 3L, 3L, 
##     4L, 4L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 4L, NA, NA, 
##     NA, NA, NA, NA, 3L, NA, 2L, NA, 5L, 5L, 3L, 4L, 3L, 4L, 4L, 
##     NA, NA, NA, NA, NA, 1L, 4L, 4L, NA, NA, NA, NA, NA, NA, 5L, 
##     NA, NA, 3L, NA, NA, NA, NA, 4L, NA, NA, 2L, NA, 1L, NA, NA, 
##     NA, NA, NA, 5L, NA, 4L, 3L, NA, NA, 3L, 3L, NA, NA, 3L, 5L, 
##     4L, NA, NA, 3L, NA, 4L, NA, 3L, 4L, 5L, 3L, 5L, 4L, 1L, 5L, 
##     2L, 2L, 5L, 5L, 4L, 5L, 3L, 5L, 4L, 5L, 4L, 3L, 5L, 5L, 4L, 
##     5L, 3L, 3L, 5L, 4L, 5L, 5L, 4L, 3L, 3L, 4L, 3L, 4L, 4L, 5L, 
##     4L, 5L, 3L, 5L, 4L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 5L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 4L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, 3L, 5L, 3L, 4L, 5L, 5L, 3L, 3L, 4L, 4L, 4L, 3L, 4L, 
##     4L, 4L, 5L, 4L, 5L, 5L, 5L, 4L, 4L, 3L, 4L, 4L, 3L, 3L, 5L, 
##     5L, 5L, 3L, 3L, 2L, 4L, 1L, 5L, 4L, 5L, 4L, 5L, 4L, 4L, 4L, 
##     4L, 1L, 3L, 3L, 5L, 4L, 4L, 5L, NA, 4L, 1L, 4L, 4L, 5L, 4L, 
##     4L, 5L, 4L, 3L, 3L, 3L, 5L, 5L, 4L, 1L, NA, 4L, 4L, 5L, 4L, 
##     5L, 5L, 5L, NA, 3L, 4L, 2L, 4L, 5L, 5L, 4L, 2L, 3L, 4L, 4L, 
##     4L, 5L, 5L, 4L, 5L, 4L, 4L, 5L, 4L, 5L, 4L, 5L, 3L, 4L, 4L, 
##     3L, 5L, 2L, 5L, 4L, 5L, 4L, 4L, 4L, 5L, 3L, 3L, 4L, 4L, 5L, 
##     5L, 4L, 5L, 5L, 5L, 4L, 4L, 4L, 5L, 4L, 5L, 3L, 5L, 5L, 5L, 
##     5L, 5L, 5L, 5L, 4L, 4L, 4L, 5L, 4L, 5L, 4L, 4L, 4L, 4L, 5L, 
##     5L, 5L, 2L, 4L, 5L, 4L, 4L, 5L, 5L, 4L, 5L, 3L, 5L, 2L, 5L, 
##     5L, 4L, 4L, 4L, 4L, 5L, 5L, 3L, NA, NA, NA, NA, 4L, 5L, 5L, 
##     4L, 4L, 4L, 5L, 3L, 5L, 5L, 3L, 4L, 4L, 4L, 4L, 4L, 3L, 5L, 
##     4L, 5L, 4L, 4L, 4L, NA, NA, 3L, 5L, 3L, 4L, 5L, 4L, 5L, 4L, 
##     4L, 4L, 4L, 5L, 4L, 5L, 4L, 4L, 4L, 4L, NA, 5L, 5L, 4L, 3L, 
##     5L, 4L, 3L, 4L, 4L, 3L, 3L, 3L, 3L, 3L, 5L, 4L, 3L, 5L, 1L, 
##     4L, 5L, 2L, 4L, 5L, 4L, 5L, 5L, 3L, 4L, 3L, 5L, 2L, 4L, 4L, 
##     5L, 4L, 2L, 3L, 3L, 1L, 4L, 1L, 3L, 4L, 3L, 4L, 3L, 2L, 4L, 
##     4L, 5L, 4L, 3L, 5L, 4L, 4L, 4L, 3L, 5L, 5L, 3L, 4L, 5L, 2L, 
##     5L, 4L, 2L, 5L, 4L, 3L, 4L, 4L, 2L, NA, 3L, 4L, NA, NA, 4L, 
##     NA, NA, NA, 3L, 8L, 8L, 5L, 5L, 5L, 5L, 4L, 8L, 8L, 5L, 1L, 
##     8L, 8L, 5L, 8L, 6L, 5L, 8L, 7L, 8L, 7L, 5L, 5L, 7L, 7L, 7L, 
##     8L, 8L, 7L, 7L, 6L, 7L, 4L, 7L, 8L, 5L, 5L, 5L, 3L, 2L, 3L, 
##     4L, 1L, 4L, 4L, 5L, 5L, 5L, 4L, 4L, 4L, 3L, 5L, 4L, 1L, 3L, 
##     4L, 5L, 1L, 4L, 5L, 4L, 4L, 4L, 4L, 5L, 3L, 3L, 4L, 5L, 3L, 
##     5L, 4L, 4L, 4L, 5L, 5L, 1L, 4L, 5L, 5L, 4L, 1L, 2L, 4L, 4L, 
##     4L, 2L, 4L, 3L, 2L, 4L, 4L, 3L, 4L, 2L, 3L, 4L, 3L, 4L, 3L, 
##     3L, 3L, 2L, 4L, 4L, 1L, 4L, 1L, 3L, 3L, 2L, 3L, 4L, 4L, 3L, 
##     5L, 4L, 5L, 2L, 5L, 4L, 3L, 4L, 3L, 3L, 3L, 3L, 2L, 4L, 3L, 
##     5L, 3L, 5L, 5L, 4L, 4L, 4L, 3L, 3L, 2L, 3L, 3L, 3L, 3L, 3L, 
##     3L, 4L, 2L, 5L, 4L, 3L, 4L, 4L, 4L, 4L, 2L, 5L, 4L, 5L, 3L, 
##     5L, 3L, 3L, 2L, 3L, 4L, 2L, 1L, 3L, 4L, 4L, 4L, 4L, 3L, 4L, 
##     5L, 4L, 2L, 5L, 3L, 3L, 4L, 4L, 2L, 2L, 2L, 3L, 4L, 3L, 3L, 
##     5L, 5L, 3L, 3L, 5L, NA, NA, NA, NA, NA, NA, 4L, NA, NA, 3L, 
##     4L, NA, NA, NA, 5L, 2L, NA, NA, 4L, NA, NA, NA, NA, NA, 4L, 
##     NA, 2L, NA, NA, NA, NA, NA, 3L, 5L, NA, 4L, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, 5L, NA, 4L, NA, NA), APSI_5 = c(5L, 
##     2L, 3L, 5L, 5L, 5L, 4L, 2L, 3L, 4L, 4L, 3L, 4L, 2L, 4L, 3L, 
##     3L, 4L, 3L, 5L, 4L, 5L, 3L, 4L, 4L, 4L, 5L, 4L, 3L, 4L, 5L, 
##     5L, 5L, 4L, 4L, 4L, 4L, 5L, 4L, 5L, 4L, 4L, 5L, 4L, 4L, 3L, 
##     4L, 3L, 4L, 5L, 3L, 3L, 1L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 
##     4L, 3L, 3L, 5L, 5L, 2L, 3L, 4L, 4L, 2L, 3L, 4L, 3L, 4L, 3L, 
##     5L, 3L, 1L, 3L, 4L, 3L, 3L, 4L, 4L, 4L, 5L, 4L, 5L, 5L, 4L, 
##     5L, 4L, 4L, 4L, 5L, 4L, 3L, 5L, 3L, 4L, 3L, 2L, 4L, 4L, 3L, 
##     4L, 3L, 5L, 4L, 4L, 5L, 3L, 3L, 3L, 1L, 5L, 5L, 3L, 5L, 4L, 
##     5L, 5L, 5L, 3L, 4L, 1L, 1L, 4L, 4L, 3L, 5L, 4L, 4L, 4L, 5L, 
##     4L, 5L, 4L, 5L, 4L, 5L, 5L, 5L, NA, 4L, 5L, 4L, 4L, NA, NA, 
##     NA, 5L, 5L, 5L, NA, NA, 3L, 4L, 4L, 4L, 2L, 4L, 5L, 3L, 4L, 
##     4L, 4L, 4L, 5L, NA, 4L, NA, 5L, 4L, 4L, 4L, 3L, 3L, 3L, 5L, 
##     5L, 5L, 5L, 2L, 3L, 5L, 4L, 4L, 5L, 5L, 5L, 4L, 4L, 3L, 3L, 
##     4L, 5L, 5L, 4L, 5L, 4L, 5L, 5L, 3L, NA, NA, NA, NA, 5L, 4L, 
##     NA, NA, 5L, 3L, 4L, 5L, 4L, 5L, 5L, NA, NA, NA, 4L, 4L, 5L, 
##     4L, 5L, 5L, 5L, 5L, 5L, 4L, 5L, 5L, 5L, 3L, NA, NA, NA, 5L, 
##     5L, 4L, NA, 3L, 4L, 4L, 4L, NA, NA, NA, NA, NA, 4L, 5L, NA, 
##     NA, NA, NA, 3L, NA, 4L, NA, 2L, NA, NA, 5L, NA, 3L, 4L, 5L, 
##     3L, 4L, 5L, NA, 5L, 5L, 4L, NA, NA, 5L, 5L, NA, NA, 3L, 3L, 
##     4L, 5L, 5L, NA, 5L, 4L, 3L, NA, 2L, 3L, NA, NA, NA, NA, NA, 
##     NA, 2L, NA, NA, 5L, NA, NA, 4L, 4L, NA, NA, 5L, NA, NA, NA, 
##     NA, 4L, 2L, NA, 4L, NA, NA, 3L, NA, 4L, 5L, NA, 3L, NA, NA, 
##     NA, 4L, 4L, NA, NA, 4L, NA, 4L, NA, 1L, NA, NA, 4L, NA, 5L, 
##     2L, NA, 5L, NA, NA, NA, 4L, NA, NA, NA, NA, NA, 3L, 5L, 3L, 
##     NA, 4L, 5L, 4L, NA, 4L, NA, 3L, 4L, NA, 4L, NA, NA, NA, 5L, 
##     NA, 4L, 3L, NA, 5L, 4L, NA, NA, 5L, 2L, 5L, 3L, 4L, 5L, 4L, 
##     2L, NA, NA, NA, NA, 4L, NA, NA, 5L, 4L, NA, NA, 5L, 2L, 5L, 
##     5L, NA, NA, NA, 4L, NA, 5L, NA, NA, 3L, NA, 4L, NA, NA, 1L, 
##     4L, 5L, 4L, 4L, NA, 4L, NA, 4L, 5L, 5L, NA, 4L, 1L, 5L, 4L, 
##     NA, NA, NA, NA, 4L, 5L, NA, NA, NA, 4L, 5L, NA, 3L, NA, 5L, 
##     5L, NA, 4L, NA, 3L, 4L, NA, 4L, 4L, NA, NA, 5L, NA, 5L, 4L, 
##     NA, NA, 5L, 5L, 2L, NA, 5L, 5L, 3L, NA, 3L, NA, NA, NA, 3L, 
##     NA, NA, 2L, NA, 4L, 4L, NA, NA, NA, 5L, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, 5L, NA, NA, NA, 4L, 5L, 
##     NA, NA, NA, 4L, 4L, NA, NA, 4L, 5L, 5L, 4L, 1L, 5L, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 2L, NA, 1L, 2L, 4L, 
##     4L, 5L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 4L, NA, NA, 
##     NA, NA, NA, NA, 5L, NA, 4L, NA, 5L, 5L, 3L, 3L, 3L, 4L, 5L, 
##     NA, NA, NA, NA, NA, 2L, 4L, 4L, NA, NA, NA, NA, NA, NA, 5L, 
##     NA, NA, 3L, NA, NA, NA, NA, 4L, NA, NA, 5L, NA, 4L, NA, NA, 
##     NA, NA, NA, 4L, NA, 4L, 4L, NA, NA, 3L, 3L, NA, NA, 3L, 5L, 
##     4L, NA, NA, 3L, NA, 4L, NA, 5L, 4L, 5L, 5L, 5L, 5L, 5L, 4L, 
##     5L, 3L, 5L, 5L, 4L, 5L, 5L, 5L, 4L, 5L, 4L, 3L, 5L, 4L, 5L, 
##     5L, 4L, 4L, 4L, 4L, 5L, 5L, 4L, 4L, 3L, 4L, 4L, 5L, 4L, 5L, 
##     4L, 2L, 3L, 5L, 4L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 5L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 4L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, 2L, 4L, 5L, 4L, 5L, 5L, 3L, 3L, 5L, 3L, 4L, 3L, 4L, 
##     4L, 4L, 5L, 4L, 5L, 5L, 5L, 4L, 3L, 4L, 4L, 2L, 4L, 3L, 4L, 
##     5L, 5L, 3L, 4L, 4L, 4L, 5L, 5L, 4L, 5L, 4L, 4L, 4L, 4L, 5L, 
##     3L, 2L, 3L, 4L, 5L, 4L, 5L, 5L, NA, 4L, 5L, 4L, 4L, 5L, 4L, 
##     4L, 5L, 4L, 3L, 3L, 4L, 4L, 5L, 5L, 1L, NA, 4L, 4L, 5L, 5L, 
##     5L, 4L, 5L, NA, 1L, 3L, 2L, 4L, 4L, 5L, 3L, 3L, 5L, 3L, 4L, 
##     4L, 4L, 4L, 4L, 5L, 5L, 4L, 5L, 3L, 5L, 4L, 4L, 4L, 3L, 4L, 
##     4L, 4L, 5L, 4L, 5L, 5L, 4L, 4L, 4L, 4L, 3L, 5L, 4L, 5L, 5L, 
##     4L, 4L, 5L, 5L, 5L, 3L, 4L, 4L, 5L, 4L, 5L, 5L, 4L, 4L, 4L, 
##     5L, 5L, 5L, 5L, 3L, 4L, 4L, 4L, 4L, 5L, 4L, 4L, 4L, 3L, 4L, 
##     3L, 5L, 5L, 5L, 5L, 1L, 4L, 3L, 4L, 4L, 5L, 3L, 4L, 3L, 5L, 
##     5L, 4L, 4L, 4L, 4L, 4L, 5L, 3L, NA, NA, NA, NA, 4L, 4L, 5L, 
##     4L, 4L, 3L, 4L, 4L, 5L, 5L, 3L, 4L, 4L, 4L, 3L, 4L, 3L, 4L, 
##     4L, 4L, 3L, 4L, 4L, NA, NA, 3L, 4L, 3L, 4L, 5L, 4L, 5L, 3L, 
##     4L, 4L, 4L, 3L, 4L, 4L, 4L, 3L, 4L, 4L, NA, 5L, 5L, 5L, 4L, 
##     4L, 4L, 5L, 5L, 4L, 5L, 5L, 4L, 5L, 4L, 4L, 5L, 5L, 4L, 3L, 
##     4L, 5L, 5L, 4L, 4L, 5L, 5L, 5L, 4L, 4L, 3L, 5L, 4L, 3L, 4L, 
##     5L, 4L, 4L, 3L, 3L, 5L, 4L, 4L, 4L, 4L, 3L, 4L, 5L, 3L, 5L, 
##     4L, 5L, 4L, 4L, 4L, 5L, 4L, 2L, 5L, 5L, 5L, 2L, 3L, 5L, 2L, 
##     5L, 3L, 4L, 5L, 5L, 5L, 4L, 5L, 4L, NA, 4L, 4L, NA, NA, 4L, 
##     NA, NA, NA, 3L, 7L, 6L, 8L, 7L, 5L, 5L, 6L, 8L, 8L, 5L, 8L, 
##     8L, 8L, 7L, 6L, 6L, 3L, 8L, 7L, 6L, 4L, 5L, 6L, 8L, 7L, 5L, 
##     8L, 8L, 7L, 8L, 7L, 6L, 8L, 8L, 7L, 6L, 5L, 5L, 4L, 4L, 3L, 
##     4L, 5L, 4L, 4L, 4L, 5L, 5L, 4L, 5L, 4L, 4L, 5L, 4L, 2L, 3L, 
##     5L, 5L, 5L, 4L, 5L, 4L, 4L, 4L, 4L, 5L, 3L, 4L, 4L, 4L, 3L, 
##     5L, 3L, 5L, 4L, 5L, 5L, 1L, 4L, 4L, 5L, 5L, 1L, 4L, 4L, 5L, 
##     5L, 4L, 5L, 5L, 4L, 4L, 4L, 4L, 5L, 4L, 4L, 4L, 4L, 4L, 4L, 
##     4L, 4L, 4L, 5L, 4L, 1L, 3L, 4L, 4L, 4L, 3L, 4L, 5L, 4L, 4L, 
##     5L, 4L, 4L, 4L, 5L, 4L, 4L, 4L, 2L, 4L, 5L, 4L, 4L, 5L, 4L, 
##     4L, 4L, 4L, 2L, 5L, 4L, 5L, 5L, 5L, 3L, 3L, 4L, 3L, 4L, 2L, 
##     4L, 3L, 3L, 5L, 5L, 3L, 4L, 4L, 4L, 5L, 5L, 5L, 4L, 4L, 5L, 
##     5L, 4L, 3L, 2L, 3L, 4L, 2L, 3L, 5L, 3L, 4L, 5L, 4L, 3L, 4L, 
##     3L, 4L, 4L, 4L, 5L, 2L, 4L, 4L, 3L, 3L, 4L, 4L, 4L, 4L, 5L, 
##     5L, 5L, 4L, 4L, 5L, NA, NA, NA, NA, NA, NA, 5L, NA, NA, 4L, 
##     4L, NA, NA, NA, 4L, 4L, NA, NA, 4L, NA, NA, NA, NA, NA, 4L, 
##     NA, 4L, NA, NA, NA, NA, NA, 3L, 5L, NA, 4L, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, 5L, NA, 4L, NA, NA), APSI_6 = c(2L, 
##     3L, 3L, 4L, 2L, 3L, 4L, 4L, 1L, 4L, 2L, 3L, 3L, 3L, 2L, 5L, 
##     3L, 4L, 2L, 3L, 4L, 5L, 3L, 3L, 3L, 4L, 1L, 3L, 3L, 2L, 5L, 
##     2L, 1L, 4L, 1L, 2L, 4L, 2L, 2L, 3L, 3L, 1L, 3L, 3L, 3L, 4L, 
##     2L, 3L, 2L, 4L, 3L, 3L, 5L, 3L, 1L, 3L, 1L, 2L, 2L, 3L, 3L, 
##     4L, 3L, 3L, 5L, 3L, 3L, 3L, 3L, 2L, 2L, 4L, 2L, 3L, 2L, 3L, 
##     1L, 3L, 1L, 3L, 3L, 5L, 3L, 2L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 
##     4L, 3L, 2L, 3L, 5L, 2L, 3L, 5L, 3L, 2L, 2L, 1L, 1L, 4L, 3L, 
##     2L, 4L, 5L, 2L, 2L, 2L, 2L, 3L, 3L, 1L, 1L, 1L, 3L, 1L, 2L, 
##     2L, 3L, 1L, 3L, 1L, 5L, 5L, 4L, 3L, 3L, 4L, 3L, 2L, 4L, 3L, 
##     2L, 3L, 2L, 1L, 4L, 2L, 4L, 4L, NA, 1L, 2L, 3L, 2L, NA, NA, 
##     NA, 1L, 3L, 4L, NA, NA, 3L, 2L, 2L, 2L, 5L, 2L, 5L, 3L, 4L, 
##     4L, 2L, 1L, 2L, NA, 3L, NA, 1L, 3L, 4L, 2L, 3L, 3L, 3L, 3L, 
##     4L, 5L, 2L, 5L, 4L, 3L, 4L, 4L, 2L, 3L, 3L, 2L, 1L, 3L, 3L, 
##     4L, 1L, 1L, 2L, 3L, 2L, 2L, 5L, 3L, NA, NA, NA, NA, 3L, 3L, 
##     NA, NA, 1L, 1L, 4L, 3L, 1L, 4L, 1L, NA, NA, NA, 4L, 3L, 2L, 
##     3L, 2L, 2L, 3L, 1L, 1L, 2L, 2L, 1L, 1L, 4L, NA, NA, NA, 3L, 
##     3L, 2L, NA, 5L, 2L, 2L, 2L, NA, NA, NA, NA, NA, 3L, 3L, NA, 
##     NA, NA, NA, 3L, NA, 2L, NA, 4L, NA, NA, 1L, NA, 4L, 2L, 3L, 
##     4L, 3L, 1L, NA, 2L, 3L, 3L, NA, NA, 3L, 4L, NA, NA, 3L, 3L, 
##     4L, 1L, 1L, NA, 3L, 2L, 2L, NA, 4L, 4L, NA, NA, NA, NA, NA, 
##     NA, 5L, NA, NA, 5L, NA, NA, 4L, 3L, NA, NA, 3L, NA, NA, NA, 
##     NA, 3L, 4L, NA, 4L, NA, NA, 4L, NA, 3L, 4L, NA, 3L, NA, NA, 
##     NA, 4L, 2L, NA, NA, 4L, NA, 2L, NA, 2L, NA, NA, 4L, NA, 2L, 
##     3L, NA, 2L, NA, NA, NA, 4L, NA, NA, NA, NA, NA, 5L, 1L, 2L, 
##     NA, 2L, 2L, 2L, NA, 2L, NA, 5L, 1L, NA, 3L, NA, NA, NA, 2L, 
##     NA, 4L, 4L, NA, 3L, 4L, NA, NA, 2L, 4L, 4L, 3L, 2L, 1L, 2L, 
##     5L, NA, NA, NA, NA, 4L, NA, NA, 5L, 3L, NA, NA, 1L, 2L, 1L, 
##     5L, NA, NA, NA, 2L, NA, 3L, NA, NA, 3L, NA, 2L, NA, NA, 5L, 
##     3L, 1L, 3L, 4L, NA, 3L, NA, 4L, 5L, 1L, NA, 3L, 1L, 5L, 4L, 
##     NA, NA, NA, NA, 2L, 1L, NA, NA, NA, 2L, 2L, NA, 3L, NA, 4L, 
##     4L, NA, 1L, NA, 3L, 2L, NA, 5L, 1L, NA, NA, 2L, NA, 5L, 4L, 
##     NA, NA, 2L, 5L, 4L, NA, 3L, 3L, 3L, NA, 4L, NA, NA, NA, 4L, 
##     NA, NA, 5L, NA, 4L, 3L, NA, NA, NA, 3L, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, 1L, NA, NA, NA, 3L, 1L, 
##     NA, NA, NA, 3L, 4L, NA, NA, 1L, 1L, 1L, 2L, 1L, 1L, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 2L, NA, 3L, 3L, 2L, 
##     2L, 3L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 3L, NA, NA, 
##     NA, NA, NA, NA, 3L, NA, 5L, NA, 2L, 5L, 3L, 2L, 3L, 2L, 3L, 
##     NA, NA, NA, NA, NA, 4L, 3L, 1L, NA, NA, NA, NA, NA, NA, 2L, 
##     NA, NA, 4L, NA, NA, NA, NA, 3L, NA, NA, 2L, NA, 5L, NA, NA, 
##     NA, NA, NA, 3L, NA, 2L, 5L, NA, NA, 3L, 3L, NA, NA, 3L, 3L, 
##     2L, NA, NA, 3L, NA, 4L, NA, 4L, 4L, 5L, 5L, 3L, 3L, 4L, 3L, 
##     4L, 3L, 3L, 1L, 4L, 2L, 4L, 3L, 2L, 2L, 3L, 1L, 3L, 1L, 4L, 
##     3L, 4L, 5L, 5L, 2L, 4L, 1L, 4L, 5L, 3L, 4L, 3L, 5L, 2L, 1L, 
##     1L, 3L, 3L, 2L, 2L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 1L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 2L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, 3L, 1L, 2L, 3L, 2L, 1L, 3L, 3L, 3L, 2L, 4L, 3L, 2L, 
##     2L, 4L, 5L, 2L, 3L, 1L, 1L, 3L, 2L, 2L, 2L, 2L, 1L, 4L, 1L, 
##     1L, 3L, 2L, 4L, 4L, 4L, 4L, 3L, 2L, 1L, 3L, 1L, 2L, 1L, 5L, 
##     4L, 5L, 3L, 3L, 1L, 2L, 3L, 1L, NA, 4L, 5L, 3L, 2L, 1L, 2L, 
##     5L, 1L, 2L, 3L, 4L, 4L, 1L, 1L, 1L, 5L, NA, 2L, 2L, 1L, 1L, 
##     2L, 2L, 5L, NA, 3L, 2L, 2L, 3L, 1L, 2L, 2L, 5L, 4L, 2L, 4L, 
##     4L, 1L, 4L, 4L, 2L, 1L, 3L, 1L, 3L, 1L, 2L, 4L, 4L, 4L, 3L, 
##     4L, 2L, 3L, 1L, 1L, 1L, 2L, 2L, 2L, 3L, 3L, 3L, 2L, 4L, 5L, 
##     1L, 4L, 3L, 1L, 1L, 2L, 2L, 2L, 1L, 2L, 1L, 4L, 1L, 2L, 4L, 
##     2L, 4L, 5L, 3L, 1L, 2L, 2L, 2L, 2L, 1L, 5L, 3L, 4L, 1L, 5L, 
##     1L, 5L, 3L, 1L, 2L, 3L, 3L, 2L, 3L, 2L, 2L, 3L, 1L, 3L, 1L, 
##     1L, 3L, 1L, 3L, 4L, 3L, 5L, 2L, NA, NA, NA, NA, 3L, 3L, 1L, 
##     1L, 4L, 3L, 1L, 4L, 1L, 5L, 3L, 2L, 2L, 4L, 3L, 2L, 3L, 4L, 
##     3L, 1L, 3L, 3L, 4L, NA, NA, 3L, 3L, 3L, 2L, 1L, 2L, 1L, 3L, 
##     2L, 3L, 2L, 4L, 4L, 3L, 4L, 1L, 4L, 4L, NA, 1L, 1L, 2L, 2L, 
##     1L, 4L, 1L, 4L, 4L, 3L, 1L, 3L, 1L, 2L, 4L, 2L, 3L, 4L, 5L, 
##     3L, 3L, 3L, 2L, 2L, 4L, 3L, 4L, 3L, 2L, 3L, 2L, 3L, 2L, 4L, 
##     1L, 2L, 1L, 3L, 1L, 3L, 3L, 2L, 3L, 2L, 2L, 3L, 1L, 4L, 2L, 
##     5L, 3L, 3L, 2L, 3L, 3L, 2L, 2L, 1L, 3L, 2L, 3L, 3L, 2L, 3L, 
##     2L, 1L, 3L, 1L, 1L, 3L, 3L, 1L, 3L, NA, 3L, 2L, NA, NA, 1L, 
##     NA, NA, NA, 3L, 7L, 8L, 6L, 5L, 8L, 7L, 6L, 8L, 8L, 5L, 8L, 
##     7L, 7L, 5L, 8L, 5L, 5L, 8L, 8L, 6L, 6L, 6L, 6L, 6L, 7L, 7L, 
##     8L, 8L, 7L, 8L, 7L, 6L, 5L, 7L, 7L, 5L, 1L, 3L, 4L, 4L, 2L, 
##     4L, 4L, 2L, 3L, 1L, 3L, 1L, 2L, 5L, 1L, 3L, 1L, 2L, 5L, 3L, 
##     3L, 1L, 5L, 2L, 1L, 4L, 2L, 3L, 5L, 1L, 3L, 4L, 2L, 1L, 4L, 
##     1L, 4L, 1L, 2L, 2L, 1L, 5L, 2L, 2L, 5L, 1L, 5L, 4L, 3L, 3L, 
##     4L, 4L, 2L, 3L, 4L, 2L, 1L, 3L, 3L, 4L, 3L, 2L, 2L, 2L, 2L, 
##     3L, 2L, 3L, 2L, 2L, 1L, 3L, 3L, 2L, 2L, 4L, 4L, 3L, 5L, 3L, 
##     3L, 3L, 4L, 4L, 2L, 1L, 3L, 2L, 5L, 3L, 3L, 3L, 2L, 2L, 3L, 
##     2L, 2L, 2L, 2L, 2L, 4L, 1L, 2L, 5L, 4L, 2L, 3L, 5L, 2L, 3L, 
##     4L, 5L, 3L, 1L, 2L, 3L, 4L, 2L, 3L, 3L, 2L, 1L, 2L, 2L, 4L, 
##     1L, 2L, 3L, 4L, 4L, 2L, 3L, 5L, 2L, 3L, 3L, 3L, 2L, 2L, 2L, 
##     2L, 2L, 2L, 2L, 4L, 3L, 3L, 3L, 4L, 4L, 4L, 2L, 2L, 4L, 2L, 
##     3L, 1L, 3L, 2L, 1L, NA, NA, NA, NA, NA, NA, 3L, NA, NA, 3L, 
##     2L, NA, NA, NA, 2L, 3L, NA, NA, 3L, NA, NA, NA, NA, NA, 3L, 
##     NA, 3L, NA, NA, NA, NA, NA, 3L, 1L, NA, 1L, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, 3L, NA, 3L, NA, NA), APSI_7 = c(1L, 
##     4L, 3L, 3L, 1L, 4L, 4L, 3L, 3L, 4L, 5L, 3L, 3L, 4L, 4L, 4L, 
##     2L, 1L, 3L, 3L, 4L, 5L, 3L, 2L, 5L, 3L, 5L, 3L, 4L, 5L, 4L, 
##     3L, 5L, 4L, 5L, 4L, 2L, 4L, 4L, 3L, 3L, 3L, 3L, 4L, 1L, 3L, 
##     4L, 4L, 4L, 5L, 3L, 4L, 2L, 4L, 5L, 4L, 5L, 3L, 4L, 4L, 4L, 
##     3L, 3L, 3L, 5L, 4L, 2L, 1L, 4L, 3L, 2L, 3L, 4L, 3L, 3L, 3L, 
##     5L, 3L, 1L, 3L, 4L, 3L, 5L, 5L, 3L, 4L, 4L, 5L, 4L, 5L, 4L, 
##     3L, 4L, 4L, 4L, 5L, 4L, 3L, 5L, 3L, 3L, 4L, 2L, 5L, 4L, 3L, 
##     4L, 3L, 5L, 4L, 4L, 4L, 3L, 3L, 3L, 1L, 4L, 5L, 3L, 4L, 2L, 
##     3L, 3L, 4L, 3L, 4L, 1L, 1L, 4L, 4L, 4L, 4L, 2L, 5L, 2L, 3L, 
##     4L, 3L, 4L, 5L, 3L, 3L, 4L, 3L, NA, 3L, 5L, 3L, 4L, NA, NA, 
##     NA, 2L, 4L, 3L, NA, NA, 4L, 3L, 5L, 3L, 4L, 4L, 5L, 3L, 3L, 
##     4L, 4L, 5L, 4L, NA, 3L, NA, 5L, 5L, 2L, 4L, 3L, 3L, 3L, 5L, 
##     3L, 4L, 5L, 5L, 3L, 4L, 4L, 4L, 5L, 2L, 5L, 4L, 4L, 3L, 3L, 
##     3L, 5L, 4L, 4L, 3L, 5L, 4L, 5L, 3L, NA, NA, NA, NA, 4L, 4L, 
##     NA, NA, 5L, 5L, 3L, 4L, 5L, 3L, 5L, NA, NA, NA, 5L, 3L, 5L, 
##     4L, 5L, 4L, 5L, 4L, 4L, 4L, 5L, 5L, 5L, 4L, NA, NA, NA, 4L, 
##     4L, 4L, NA, 2L, 4L, 4L, 5L, NA, NA, NA, NA, NA, 2L, 4L, NA, 
##     NA, NA, NA, 4L, NA, 4L, NA, 4L, NA, NA, 5L, NA, 3L, 4L, 3L, 
##     4L, 5L, 4L, NA, 1L, 4L, 4L, NA, NA, 5L, 3L, NA, NA, 3L, 1L, 
##     2L, 5L, 5L, NA, 4L, 4L, 4L, NA, 2L, 2L, NA, NA, NA, NA, NA, 
##     NA, 3L, NA, NA, 1L, NA, NA, 4L, 4L, NA, NA, 5L, NA, NA, NA, 
##     NA, 3L, 4L, NA, 2L, NA, NA, 4L, NA, 4L, 3L, NA, 5L, NA, NA, 
##     NA, 2L, 4L, NA, NA, 3L, NA, 4L, NA, 2L, NA, NA, 4L, NA, 5L, 
##     2L, NA, 5L, NA, NA, NA, 4L, NA, NA, NA, NA, NA, 1L, 4L, 4L, 
##     NA, 4L, 5L, 5L, NA, 4L, NA, 3L, 4L, NA, 4L, NA, NA, NA, 4L, 
##     NA, 4L, 3L, NA, 4L, 3L, NA, NA, 4L, 3L, 4L, 3L, 5L, 5L, 3L, 
##     4L, NA, NA, NA, NA, 4L, NA, NA, 5L, 4L, NA, NA, 5L, 5L, 5L, 
##     5L, NA, NA, NA, 4L, NA, 4L, NA, NA, 4L, NA, 2L, NA, NA, 4L, 
##     4L, 5L, 4L, 2L, NA, 2L, NA, 2L, 1L, 5L, NA, 3L, 2L, 5L, 5L, 
##     NA, NA, NA, NA, 3L, 5L, NA, NA, NA, 4L, 5L, NA, 3L, NA, 4L, 
##     4L, NA, 4L, NA, 3L, 5L, NA, 2L, 4L, NA, NA, 4L, NA, 4L, 4L, 
##     NA, NA, 2L, 5L, 4L, NA, 4L, 3L, 3L, NA, 4L, NA, NA, NA, 3L, 
##     NA, NA, 1L, NA, 3L, 3L, NA, NA, NA, 4L, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, 5L, NA, NA, NA, 4L, 5L, 
##     NA, NA, NA, 4L, 4L, NA, NA, 4L, 5L, 5L, 4L, 5L, 5L, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 2L, NA, 3L, 3L, 3L, 
##     4L, 4L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 5L, NA, NA, 
##     NA, NA, NA, NA, 2L, NA, 4L, NA, 5L, 5L, 3L, 4L, 3L, 2L, 4L, 
##     NA, NA, NA, NA, NA, 3L, 4L, 4L, NA, NA, NA, NA, NA, NA, 5L, 
##     NA, NA, 4L, NA, NA, NA, NA, 3L, NA, NA, 3L, NA, 1L, NA, NA, 
##     NA, NA, NA, 5L, NA, 4L, 3L, NA, NA, 3L, 3L, NA, NA, 4L, 5L, 
##     4L, NA, NA, 3L, NA, 4L, NA, 3L, 5L, 5L, 4L, 5L, 4L, 1L, 4L, 
##     3L, 2L, 5L, 5L, 4L, 5L, 4L, 5L, 4L, 5L, 5L, 1L, 5L, 4L, 4L, 
##     3L, 3L, 2L, 3L, 4L, 5L, 5L, 4L, 5L, 3L, 4L, 3L, 3L, 4L, 5L, 
##     4L, 4L, 3L, 3L, 4L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 5L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 4L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, 4L, 5L, 3L, 4L, 5L, 5L, 3L, 3L, 5L, 5L, 4L, 3L, 4L, 
##     5L, 4L, 5L, 4L, 5L, 5L, 5L, 4L, 4L, 3L, 4L, 3L, 4L, 4L, 2L, 
##     5L, 5L, 3L, 4L, 4L, 4L, 3L, 4L, 5L, 5L, 3L, 5L, 4L, 5L, 5L, 
##     3L, 3L, 3L, 4L, 4L, 4L, 4L, 5L, NA, 4L, 1L, 4L, 4L, 5L, 4L, 
##     4L, 5L, 3L, 3L, 3L, 4L, 4L, 5L, 4L, 1L, NA, 4L, 4L, 5L, 5L, 
##     5L, 4L, 5L, NA, 5L, 3L, 2L, 4L, 5L, 5L, 3L, 3L, 3L, 3L, 4L, 
##     4L, 5L, 5L, 4L, 5L, 4L, 4L, 5L, 3L, 4L, 4L, 3L, 4L, 4L, 4L, 
##     4L, 4L, 2L, 4L, 4L, 5L, 4L, 3L, 4L, 4L, 3L, 4L, 4L, 4L, 5L, 
##     5L, 4L, 5L, 5L, 5L, 4L, 4L, 4L, 5L, 4L, 5L, 5L, 5L, 5L, 5L, 
##     4L, 5L, 5L, 5L, 4L, 4L, 4L, 5L, 3L, 5L, 4L, 4L, 4L, 5L, 4L, 
##     5L, 5L, 4L, 3L, 5L, 3L, 4L, 4L, 4L, 4L, 5L, 4L, 5L, 3L, 5L, 
##     5L, 4L, 4L, 3L, 4L, 5L, 5L, 2L, NA, NA, NA, NA, 3L, 1L, 5L, 
##     4L, 3L, 4L, 5L, 4L, 5L, 5L, 3L, 4L, 3L, 4L, 3L, 4L, 4L, 4L, 
##     4L, 5L, 5L, 4L, 3L, NA, NA, 3L, 4L, 3L, 5L, 4L, 4L, 5L, 4L, 
##     4L, 4L, 5L, 5L, 3L, 4L, 4L, 4L, 4L, 4L, NA, 5L, 5L, 3L, 4L, 
##     5L, 4L, 4L, 3L, 5L, 4L, 5L, 4L, 3L, 3L, 4L, 3L, 3L, 5L, 3L, 
##     4L, 5L, 2L, 4L, 4L, 4L, 5L, 5L, 3L, 4L, 4L, 5L, 3L, 4L, 3L, 
##     5L, 4L, 3L, 3L, 3L, 1L, 4L, 2L, 4L, 4L, 3L, 5L, 4L, 5L, 3L, 
##     3L, 5L, 4L, 3L, 5L, 3L, 4L, 3L, 3L, 5L, 4L, 3L, 5L, 4L, 3L, 
##     4L, 4L, 2L, 5L, 4L, 4L, 4L, 3L, 2L, NA, 3L, 4L, NA, NA, 4L, 
##     NA, NA, NA, 3L, 8L, 8L, 5L, 5L, 8L, 4L, 4L, 8L, 8L, 5L, 1L, 
##     6L, 8L, 5L, 8L, 6L, 6L, 8L, 6L, 3L, 5L, 3L, 6L, 7L, 7L, 8L, 
##     8L, 8L, 7L, 7L, 6L, 5L, 7L, 7L, 8L, 4L, 5L, 5L, 4L, 4L, 3L, 
##     4L, 3L, 5L, 3L, 5L, 4L, 5L, 4L, 5L, 5L, 4L, 4L, 4L, 3L, 3L, 
##     4L, 5L, 1L, 4L, 5L, 4L, 4L, 4L, 4L, 5L, 3L, 4L, 3L, 4L, 3L, 
##     5L, 3L, 4L, 4L, 5L, 5L, 1L, 4L, 4L, 5L, 5L, 2L, 2L, 4L, 3L, 
##     5L, 2L, 4L, 5L, 2L, 5L, 4L, 3L, 5L, 3L, 2L, 5L, 4L, 4L, 4L, 
##     3L, 3L, 4L, 4L, 3L, 1L, 4L, 4L, 3L, 4L, 5L, 2L, 3L, 4L, 4L, 
##     5L, 3L, 5L, 3L, 5L, 5L, 4L, 4L, 2L, 3L, 4L, 3L, 2L, 4L, 2L, 
##     3L, 3L, 4L, 5L, 5L, 4L, 5L, 3L, 5L, 4L, 4L, 4L, 3L, 3L, 2L, 
##     3L, 3L, 3L, 4L, 4L, 3L, 2L, 4L, 4L, 3L, 4L, 5L, 4L, 4L, 3L, 
##     4L, 4L, 3L, 2L, 3L, 4L, 2L, 4L, 4L, 3L, 3L, 2L, 4L, 3L, 4L, 
##     2L, 4L, 3L, 4L, 3L, 3L, 4L, 4L, 4L, 2L, 1L, 3L, 4L, 4L, 5L, 
##     2L, 5L, 3L, 3L, 3L, NA, NA, NA, NA, NA, NA, 2L, NA, NA, 3L, 
##     4L, NA, NA, NA, 4L, 3L, NA, NA, 2L, NA, NA, NA, NA, NA, 3L, 
##     NA, 2L, NA, NA, NA, NA, NA, 3L, 5L, NA, 4L, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, 4L, NA, 3L, NA, NA), APSI_8 = c(3L, 
##     1L, 3L, 3L, 2L, 5L, 4L, 3L, 3L, 4L, 5L, 3L, 4L, 2L, 5L, 3L, 
##     1L, 1L, 4L, 3L, 5L, 5L, 3L, 2L, 5L, 2L, 3L, 3L, 2L, 4L, 5L, 
##     5L, 4L, 4L, 5L, 3L, 2L, 4L, 5L, 3L, 3L, 3L, 4L, 4L, 4L, 4L, 
##     4L, 1L, 3L, 3L, 3L, 4L, 2L, 4L, 3L, 2L, 5L, 3L, 4L, 4L, 5L, 
##     2L, 3L, 3L, 5L, 3L, 5L, 3L, 3L, 4L, 2L, 2L, 4L, 4L, 3L, 3L, 
##     5L, 3L, 1L, 3L, 3L, 2L, 5L, 5L, 3L, 5L, 2L, 3L, 5L, 5L, 4L, 
##     2L, 4L, 4L, 3L, 5L, 4L, 3L, 5L, 3L, 4L, 3L, 2L, 5L, 4L, 3L, 
##     4L, 2L, 5L, 4L, 4L, 4L, 4L, 3L, 3L, 1L, 3L, 5L, 3L, 4L, 4L, 
##     3L, 3L, 3L, 4L, 4L, 1L, 1L, 4L, 4L, 3L, 3L, 3L, 3L, 2L, 1L, 
##     5L, 4L, 4L, 5L, 3L, 2L, 4L, 3L, NA, 5L, 4L, 4L, 4L, NA, NA, 
##     NA, 5L, 4L, 4L, NA, NA, 3L, 2L, 4L, 4L, 3L, 4L, 2L, 3L, 2L, 
##     4L, 3L, 5L, 2L, NA, 4L, NA, 4L, 4L, 2L, 4L, 3L, 3L, 3L, 5L, 
##     4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 5L, 3L, 5L, 2L, 3L, 
##     3L, 5L, 4L, 5L, 3L, 5L, 3L, 5L, 3L, NA, NA, NA, NA, 4L, 3L, 
##     NA, NA, 4L, 4L, 3L, 5L, 5L, 3L, 5L, NA, NA, NA, 5L, 4L, 4L, 
##     4L, 4L, 4L, 5L, 5L, 4L, 3L, 5L, 5L, 5L, 3L, NA, NA, NA, 3L, 
##     5L, 3L, NA, 3L, 4L, 3L, 5L, NA, NA, NA, NA, NA, 4L, 4L, NA, 
##     NA, NA, NA, 4L, NA, 4L, NA, 4L, NA, NA, 5L, NA, 4L, 4L, 4L, 
##     4L, 5L, 3L, NA, 4L, 4L, 2L, NA, NA, 5L, 3L, NA, NA, 3L, 4L, 
##     2L, 5L, 5L, NA, 5L, 4L, 3L, NA, 2L, 4L, NA, NA, NA, NA, NA, 
##     NA, 4L, NA, NA, 1L, NA, NA, 4L, 3L, NA, NA, 3L, NA, NA, NA, 
##     NA, 3L, 2L, NA, 4L, NA, NA, 2L, NA, 3L, 2L, NA, 5L, NA, NA, 
##     NA, 3L, 4L, NA, NA, 3L, NA, 4L, NA, 2L, NA, NA, 4L, NA, 5L, 
##     4L, NA, 5L, NA, NA, NA, 4L, NA, NA, NA, NA, NA, 2L, 5L, 3L, 
##     NA, 4L, 5L, 5L, NA, 4L, NA, 3L, 4L, NA, 4L, NA, NA, NA, 4L, 
##     NA, 4L, 2L, NA, 4L, 3L, NA, NA, 4L, 1L, 2L, 5L, 5L, 4L, 3L, 
##     1L, NA, NA, NA, NA, 4L, NA, NA, 5L, 4L, NA, NA, 5L, 5L, 5L, 
##     4L, NA, NA, NA, 4L, NA, 2L, NA, NA, 4L, NA, 2L, NA, NA, 5L, 
##     4L, 5L, 4L, 2L, NA, 2L, NA, 1L, 1L, 5L, NA, 3L, 3L, 5L, 1L, 
##     NA, NA, NA, NA, 3L, 4L, NA, NA, NA, 4L, 5L, NA, 3L, NA, 4L, 
##     4L, NA, 5L, NA, 3L, 5L, NA, 2L, 4L, NA, NA, 3L, NA, 1L, 4L, 
##     NA, NA, 2L, 2L, 3L, NA, 4L, 4L, 3L, NA, 2L, NA, NA, NA, 2L, 
##     NA, NA, 2L, NA, 4L, 2L, NA, NA, NA, 4L, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, 5L, NA, NA, NA, 5L, 5L, 
##     NA, NA, NA, 4L, 4L, NA, NA, 4L, 5L, 5L, 4L, 5L, 5L, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 2L, NA, 2L, 4L, 3L, 
##     4L, 5L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 5L, NA, NA, 
##     NA, NA, NA, NA, 3L, NA, 3L, NA, 5L, 5L, 3L, 4L, 3L, 2L, 4L, 
##     NA, NA, NA, NA, NA, 3L, 4L, 3L, NA, NA, NA, NA, NA, NA, 5L, 
##     NA, NA, 1L, NA, NA, NA, NA, 3L, NA, NA, 3L, NA, 2L, NA, NA, 
##     NA, NA, NA, 4L, NA, 4L, 4L, NA, NA, 3L, 4L, NA, NA, 3L, 5L, 
##     4L, NA, NA, 3L, NA, 4L, NA, 5L, 4L, 5L, 3L, 5L, 3L, 3L, 5L, 
##     2L, 2L, 4L, 5L, 4L, 5L, 4L, 5L, 4L, 5L, 4L, 1L, 5L, 4L, 5L, 
##     3L, 3L, 1L, 3L, 4L, 5L, 5L, 4L, 4L, 3L, 4L, 3L, 4L, 4L, 5L, 
##     4L, 5L, 3L, 4L, 4L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 5L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 4L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, 2L, 5L, 3L, 4L, 5L, 5L, 3L, 3L, 4L, 4L, 5L, 3L, 4L, 
##     5L, 4L, 5L, 4L, 5L, 5L, 5L, 4L, 4L, 3L, 4L, 4L, 4L, 2L, 5L, 
##     5L, 4L, 3L, 4L, 4L, 4L, 3L, 3L, 4L, 4L, 3L, 5L, 4L, 4L, 5L, 
##     4L, 4L, 3L, 5L, 5L, 4L, 4L, 5L, NA, 4L, 3L, 4L, 4L, 5L, 5L, 
##     5L, 5L, 4L, 3L, 3L, 3L, 5L, 5L, 3L, 1L, NA, 4L, 4L, 5L, 3L, 
##     5L, 3L, 5L, NA, 4L, 3L, 2L, 4L, 5L, 5L, 4L, 3L, 3L, 3L, 4L, 
##     4L, 5L, 5L, 4L, 5L, 4L, 4L, 5L, 4L, 5L, 4L, 3L, 3L, 3L, 4L, 
##     3L, 5L, 4L, 5L, 5L, 5L, 4L, 5L, 4L, 3L, 3L, 5L, 4L, 4L, 5L, 
##     5L, 4L, 5L, 5L, 5L, 4L, 4L, 4L, 5L, 4L, 5L, 4L, 5L, 4L, 4L, 
##     5L, 5L, 5L, 5L, 4L, 4L, 4L, 4L, 5L, 5L, 3L, 4L, 4L, 4L, 5L, 
##     5L, 5L, 4L, 3L, 5L, 3L, 4L, 5L, 5L, 4L, 5L, 3L, 5L, 2L, 5L, 
##     5L, 3L, 4L, 4L, 4L, 5L, 5L, 3L, NA, NA, NA, NA, 3L, 3L, 3L, 
##     5L, 4L, 4L, 5L, 4L, 5L, 5L, 3L, 4L, 4L, 4L, 3L, 4L, 4L, 4L, 
##     4L, 5L, 3L, 4L, 5L, NA, NA, 3L, 4L, 3L, 4L, 5L, 4L, 5L, 4L, 
##     4L, 4L, 2L, 5L, 5L, 5L, 3L, 4L, 4L, 4L, NA, 5L, 5L, 2L, 5L, 
##     5L, 5L, 3L, 2L, 3L, 3L, 4L, 2L, 4L, 2L, 4L, 3L, 4L, 4L, 1L, 
##     4L, 4L, 2L, 4L, 4L, 4L, 5L, 3L, 2L, 4L, 4L, 5L, 1L, 2L, 4L, 
##     5L, 3L, 3L, 3L, 3L, 1L, 4L, 2L, 3L, 4L, 3L, 5L, 3L, 1L, 4L, 
##     4L, 5L, 4L, 4L, 5L, 4L, 4L, 4L, 5L, 5L, 5L, 2L, 5L, 4L, 2L, 
##     5L, 5L, 3L, 5L, 4L, 5L, 4L, 5L, 2L, NA, 4L, 4L, NA, NA, 5L, 
##     NA, NA, NA, 3L, 8L, 8L, 8L, 4L, 5L, 6L, 4L, 8L, 8L, 5L, 8L, 
##     7L, 6L, 5L, 8L, 5L, 5L, 8L, 8L, 7L, 7L, 6L, 5L, 6L, 7L, 8L, 
##     8L, 8L, 7L, 5L, 5L, 7L, 5L, 7L, 8L, 5L, 5L, 4L, 4L, 4L, 3L, 
##     4L, 3L, 4L, 3L, 5L, 3L, 4L, 4L, 5L, 4L, 5L, 5L, 4L, 4L, 3L, 
##     4L, 5L, 3L, 4L, 5L, 4L, 5L, 4L, 5L, 5L, 3L, 3L, 4L, 5L, 3L, 
##     5L, 4L, 3L, 4L, 5L, 5L, 1L, 4L, 3L, 5L, 3L, 2L, 4L, 4L, 3L, 
##     5L, 3L, 3L, 3L, 2L, 4L, 3L, 3L, 3L, 2L, 2L, 3L, 3L, 5L, 3L, 
##     2L, 3L, 2L, 4L, 3L, 1L, 3L, 4L, 2L, 4L, 4L, 1L, 4L, 4L, 4L, 
##     1L, 4L, 5L, 2L, 5L, 4L, 3L, 4L, 2L, 3L, 3L, 3L, 2L, 5L, 2L, 
##     5L, 4L, 4L, 5L, 4L, 4L, 5L, 3L, 5L, 2L, 5L, 5L, 4L, 3L, 2L, 
##     3L, 5L, 2L, 5L, 5L, 4L, 2L, 3L, 4L, 3L, 5L, 5L, 4L, 4L, 5L, 
##     3L, 3L, 3L, 2L, 2L, 4L, 2L, 3L, 3L, 4L, 1L, 2L, 4L, 3L, 4L, 
##     4L, 4L, 2L, 4L, 2L, 3L, 3L, 3L, 2L, 2L, 2L, 2L, 4L, 2L, 5L, 
##     4L, 5L, 3L, 2L, 5L, NA, NA, NA, NA, NA, NA, 3L, NA, NA, 2L, 
##     4L, NA, NA, NA, 4L, 2L, NA, NA, 3L, NA, NA, NA, NA, NA, 3L, 
##     NA, 2L, NA, NA, NA, NA, NA, 3L, 5L, NA, 4L, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, 4L, NA, 3L, NA, NA), HAPPI.1_1 = c(7L, 
##     1L, 7L, 4L, 6L, 3L, 4L, 7L, 6L, 5L, 7L, 6L, 4L, 5L, 6L, 4L, 
##     5L, 3L, 7L, 5L, 3L, 6L, 6L, 5L, 6L, 4L, 7L, 5L, 6L, 6L, 3L, 
##     7L, 5L, 4L, 5L, 4L, 6L, 7L, 5L, 7L, 5L, 4L, 5L, 5L, 6L, 4L, 
##     5L, 4L, 6L, 7L, 4L, 5L, 4L, 4L, 6L, 6L, 7L, 5L, 5L, 6L, 4L, 
##     3L, 7L, 4L, 7L, 3L, 5L, 7L, 5L, 7L, 1L, 5L, 5L, 3L, 6L, 4L, 
##     7L, 4L, 7L, 7L, 5L, 3L, 4L, 4L, 4L, 5L, 5L, 5L, 5L, 7L, 7L, 
##     4L, 5L, 6L, 5L, 7L, 7L, 4L, 7L, 4L, 5L, 4L, 3L, 7L, 7L, 6L, 
##     4L, 5L, 5L, 4L, 6L, 7L, 5L, 2L, 5L, 1L, 3L, 4L, 2L, 7L, 5L, 
##     5L, 6L, 6L, 4L, 6L, 1L, 1L, 6L, 6L, 6L, 6L, 5L, 4L, 6L, 6L, 
##     6L, 7L, 5L, 7L, 1L, 7L, 4L, 5L, NA, 7L, 6L, 4L, 5L, NA, NA, 
##     NA, 6L, 5L, 4L, NA, NA, 5L, 4L, 5L, 6L, 6L, 6L, 7L, 4L, 3L, 
##     5L, 7L, 7L, 6L, NA, 3L, NA, 6L, 3L, 5L, 6L, 5L, 6L, 7L, 5L, 
##     2L, 5L, 7L, 2L, 5L, 5L, 3L, 4L, 6L, 6L, 5L, 6L, 4L, 5L, 4L, 
##     6L, 7L, 5L, 5L, 5L, 5L, 6L, 6L, 1L, NA, NA, NA, NA, 5L, 7L, 
##     NA, NA, NA, 5L, 7L, 5L, 5L, 7L, 7L, NA, NA, NA, 5L, 4L, 7L, 
##     4L, 6L, 6L, 6L, 6L, 7L, 5L, 7L, 6L, 6L, 4L, NA, NA, NA, 4L, 
##     5L, 5L, NA, 1L, 5L, 6L, 6L, NA, NA, NA, NA, NA, 4L, 6L, NA, 
##     NA, NA, NA, 5L, NA, 6L, NA, 3L, NA, NA, 5L, NA, 2L, 6L, 4L, 
##     4L, 7L, 6L, NA, 7L, 7L, 4L, NA, NA, 7L, 1L, NA, NA, 4L, 7L, 
##     5L, 6L, 7L, NA, 5L, 7L, 6L, NA, 4L, 4L, NA, NA, NA, NA, NA, 
##     NA, 4L, NA, NA, 3L, NA, NA, 5L, 4L, NA, NA, 7L, NA, NA, NA, 
##     NA, 4L, 3L, NA, 5L, NA, NA, 6L, NA, 4L, 7L, NA, 4L, NA, NA, 
##     NA, 4L, 5L, NA, NA, 4L, NA, 5L, NA, 6L, NA, NA, 5L, NA, 4L, 
##     2L, NA, 7L, NA, NA, NA, 7L, NA, NA, NA, NA, NA, 2L, 6L, 4L, 
##     NA, 6L, 5L, 7L, NA, 6L, NA, 3L, 7L, NA, 4L, NA, NA, NA, 5L, 
##     NA, 4L, 3L, NA, 7L, 1L, NA, NA, 7L, 4L, 6L, 4L, 5L, 6L, 5L, 
##     3L, NA, NA, NA, NA, 5L, NA, NA, 7L, 4L, NA, NA, 4L, 4L, 7L, 
##     4L, NA, NA, NA, 6L, NA, 4L, NA, NA, 3L, NA, 5L, NA, NA, 3L, 
##     5L, 6L, 6L, 5L, NA, 3L, NA, 3L, 1L, 7L, NA, 5L, 4L, 5L, 5L, 
##     NA, NA, NA, NA, 6L, 7L, NA, NA, NA, 6L, 4L, NA, 4L, NA, 5L, 
##     4L, NA, 6L, NA, 6L, 5L, NA, 1L, 6L, NA, NA, 6L, NA, 6L, 7L, 
##     NA, NA, 4L, 6L, 7L, NA, 6L, 5L, 7L, NA, 2L, NA, NA, NA, 3L, 
##     NA, NA, 4L, NA, 5L, 5L, NA, NA, NA, 6L, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, 5L, NA, NA, NA, 7L, 7L, 
##     NA, NA, NA, 5L, 4L, NA, NA, 6L, 6L, 7L, 7L, 7L, 7L, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 2L, NA, 3L, 4L, 7L, 
##     6L, 6L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 5L, NA, NA, 
##     NA, NA, NA, NA, 5L, NA, 1L, NA, 7L, 7L, 5L, 5L, 4L, 6L, 6L, 
##     NA, NA, NA, NA, NA, 6L, 5L, 6L, NA, NA, NA, NA, NA, NA, 5L, 
##     NA, NA, 5L, NA, NA, NA, NA, 6L, NA, NA, 7L, NA, 3L, NA, NA, 
##     NA, NA, NA, 4L, NA, 7L, 3L, NA, NA, 4L, 5L, NA, NA, 1L, 7L, 
##     5L, NA, NA, 7L, NA, 5L, NA, 7L, 3L, 4L, 2L, 5L, 5L, 3L, 6L, 
##     5L, 4L, 5L, 7L, 6L, 7L, 7L, 4L, 7L, 7L, 5L, 4L, 6L, 7L, 5L, 
##     4L, 3L, 4L, 4L, 7L, 6L, 5L, 7L, 6L, 5L, 4L, 5L, 5L, 6L, 6L, 
##     6L, 4L, 5L, 4L, 4L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 6L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 6L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, 3L, 7L, 7L, 4L, 6L, 4L, 4L, 3L, 6L, 6L, 6L, 5L, 7L, 
##     5L, 5L, 4L, 6L, 5L, 7L, 5L, 5L, 7L, 6L, 7L, 6L, 7L, 3L, 7L, 
##     6L, 6L, 6L, 7L, 5L, 4L, 5L, 6L, 5L, 6L, 5L, 7L, 4L, 6L, 6L, 
##     4L, 3L, 4L, 4L, 7L, 7L, 3L, 7L, NA, 6L, 4L, 5L, 4L, 7L, 6L, 
##     2L, 6L, 5L, 1L, 6L, 3L, 4L, 6L, 5L, 4L, NA, 5L, 6L, 7L, 6L, 
##     5L, 5L, 6L, NA, 4L, 6L, 5L, 6L, 6L, 6L, 7L, 4L, 4L, 5L, 5L, 
##     5L, 7L, 5L, 6L, 6L, 5L, 4L, 4L, 5L, 6L, 6L, 7L, 7L, 2L, 3L, 
##     6L, 6L, 5L, 7L, 7L, 7L, 4L, 4L, 7L, 3L, 6L, 4L, 4L, 6L, 7L, 
##     7L, 5L, 7L, 7L, 7L, 6L, 4L, 5L, 7L, 5L, 7L, 5L, 7L, 5L, 4L, 
##     7L, 5L, 5L, 6L, 7L, 6L, 6L, 6L, 6L, 7L, 4L, 5L, 5L, 4L, 5L, 
##     6L, NA, 7L, 7L, 6L, 3L, 7L, 5L, 5L, 5L, 7L, 4L, 6L, 4L, 7L, 
##     6L, 6L, 6L, 6L, 6L, 6L, 4L, 6L, NA, NA, NA, NA, 5L, 5L, 7L, 
##     4L, 5L, 5L, 6L, 6L, 7L, 7L, 5L, 6L, 6L, 5L, 4L, 5L, 5L, 6L, 
##     7L, 6L, 5L, 4L, 5L, NA, NA, 7L, 7L, 4L, 5L, 7L, 6L, 6L, 7L, 
##     3L, 7L, 5L, 4L, 5L, 6L, 5L, 7L, 6L, 7L, NA, 6L, 4L, 6L, 6L, 
##     4L, 6L, 6L, 6L, 5L, 7L, 6L, 6L, 7L, 5L, 6L, 6L, 4L, 5L, 4L, 
##     6L, 6L, 3L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 4L, 5L, 4L, 6L, 6L, 
##     7L, 6L, 7L, 4L, 7L, 3L, 4L, 5L, 7L, 5L, 5L, 4L, 6L, 7L, 5L, 
##     6L, 6L, 6L, 6L, 6L, 5L, 6L, 6L, 7L, 4L, 7L, 5L, 4L, 5L, 5L, 
##     6L, 3L, 4L, 5L, 7L, 6L, 6L, 7L, 4L, NA, NA, 6L, NA, NA, 6L, 
##     NA, NA, NA, 6L, 5L, 7L, 6L, 5L, 4L, 4L, 4L, 4L, 2L, 5L, 5L, 
##     5L, 8L, 4L, 2L, 4L, 5L, 3L, 3L, 7L, 3L, 5L, 4L, 7L, 3L, 3L, 
##     4L, 8L, 4L, 2L, 7L, 4L, 4L, 7L, 4L, 5L, 6L, 6L, 7L, 5L, 6L, 
##     4L, 5L, 5L, 5L, 7L, 6L, 6L, 4L, 6L, 6L, 4L, 7L, 7L, 3L, 4L, 
##     3L, 7L, 4L, 4L, 7L, 6L, 6L, 5L, 2L, 6L, 1L, 3L, 5L, 4L, 6L, 
##     6L, 4L, 5L, 5L, 5L, 7L, 4L, 6L, 5L, 6L, 6L, 1L, 7L, 5L, 6L, 
##     6L, 1L, 6L, 7L, 4L, 6L, 5L, 6L, 7L, 3L, 4L, 7L, 5L, 6L, 7L, 
##     5L, 6L, 5L, 5L, 6L, 3L, 5L, 5L, 6L, 6L, 3L, 3L, 7L, 7L, 6L, 
##     4L, 5L, 7L, 5L, 5L, 5L, 4L, 5L, 5L, 5L, 6L, 5L, 6L, 6L, 6L, 
##     6L, 6L, 6L, 5L, 5L, 1L, 7L, 5L, 5L, 5L, 6L, 6L, 3L, 6L, 5L, 
##     5L, 2L, 6L, 7L, 5L, 3L, 5L, 5L, 4L, 6L, 4L, 7L, 6L, 5L, 5L, 
##     7L, 5L, 7L, 4L, 6L, 6L, 5L, 2L, 5L, 4L, 4L, 6L, 6L, 7L, 6L, 
##     5L, 5L, 7L, 6L, 5L, 6L, 6L, 6L, 6L, 5L, 6L, 6L, 5L, 6L, 6L, 
##     4L, 7L, 6L, 6L, 6L, NA, NA, NA, NA, NA, NA, 3L, NA, NA, 5L, 
##     6L, NA, NA, NA, 6L, 3L, NA, NA, NA, NA, NA, NA, NA, NA, 6L, 
##     NA, 5L, NA, NA, NA, NA, NA, 6L, 6L, NA, 6L, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, 7L, NA, NA, NA, NA), HAPPI.2_1 = c(7L, 
##     2L, 7L, 3L, 5L, 1L, 5L, 4L, 6L, 5L, 7L, 4L, 4L, 5L, 5L, 3L, 
##     4L, 2L, 5L, 5L, 2L, 6L, 6L, 5L, 6L, 4L, 5L, 5L, 6L, 5L, 3L, 
##     6L, 5L, 5L, 6L, 5L, 6L, 7L, 5L, 7L, 4L, 5L, 5L, 5L, 6L, 4L, 
##     4L, 5L, 6L, 6L, 4L, 5L, 3L, 5L, 6L, 5L, 7L, 5L, 5L, 6L, 5L, 
##     3L, 6L, 3L, 6L, 3L, 4L, 7L, 4L, 6L, 1L, 3L, 4L, 3L, 5L, 4L, 
##     6L, 5L, 7L, 6L, 7L, 3L, 4L, 5L, 4L, 5L, 5L, 5L, 4L, 7L, 5L, 
##     4L, 6L, 6L, 4L, 7L, 7L, 4L, 7L, 4L, 4L, 4L, 4L, 6L, 7L, 5L, 
##     4L, 3L, 4L, 3L, 6L, 6L, 6L, 2L, 4L, 1L, 1L, 5L, 1L, 7L, 6L, 
##     5L, 7L, 6L, 2L, 6L, 1L, 1L, 6L, 6L, 6L, 7L, 5L, 2L, 5L, 5L, 
##     7L, 7L, 4L, 6L, 1L, 7L, 2L, 5L, NA, 7L, 7L, 5L, 4L, NA, NA, 
##     NA, 6L, 4L, 4L, NA, NA, 6L, 4L, 7L, 7L, 4L, 6L, 5L, 3L, 2L, 
##     5L, 7L, 6L, 6L, NA, 3L, NA, 6L, 4L, 5L, 5L, 5L, 6L, 7L, 4L, 
##     2L, 5L, 7L, 5L, 5L, 4L, 4L, 2L, 6L, 6L, 6L, 5L, 3L, 5L, 4L, 
##     7L, 7L, 5L, 5L, 5L, 5L, 6L, 6L, 1L, NA, NA, NA, NA, 4L, 7L, 
##     NA, NA, NA, 4L, 6L, 5L, 5L, 7L, 6L, NA, NA, NA, 5L, 4L, 6L, 
##     2L, 7L, 6L, 5L, 6L, 6L, 4L, 6L, 6L, 7L, 3L, NA, NA, NA, 4L, 
##     3L, 3L, NA, 1L, 6L, 5L, 6L, NA, NA, NA, NA, NA, 3L, 4L, NA, 
##     NA, NA, NA, 5L, NA, 7L, NA, 2L, NA, NA, 4L, NA, 3L, 6L, 4L, 
##     4L, 7L, 7L, NA, 7L, 7L, 6L, NA, NA, 7L, 2L, NA, NA, 6L, 6L, 
##     3L, 5L, 7L, NA, 5L, 6L, 6L, NA, 4L, 2L, NA, NA, NA, NA, NA, 
##     NA, 3L, NA, NA, 1L, NA, NA, 4L, 5L, NA, NA, 6L, NA, NA, NA, 
##     NA, 3L, 3L, NA, 3L, NA, NA, 6L, NA, 3L, 7L, NA, 1L, NA, NA, 
##     NA, 3L, 5L, NA, NA, 3L, NA, 5L, NA, 6L, NA, NA, 4L, NA, 3L, 
##     5L, NA, 6L, NA, NA, NA, 7L, NA, NA, NA, NA, NA, 1L, 7L, 4L, 
##     NA, 6L, 7L, 6L, NA, 6L, NA, 1L, 6L, NA, 3L, NA, NA, NA, 2L, 
##     NA, 4L, 2L, NA, 7L, 1L, NA, NA, 7L, 2L, 6L, 3L, 4L, 5L, 4L, 
##     2L, NA, NA, NA, NA, 5L, NA, NA, 7L, 5L, NA, NA, 3L, 4L, 7L, 
##     3L, NA, NA, NA, 6L, NA, 5L, NA, NA, 2L, NA, 4L, NA, NA, 2L, 
##     5L, 6L, 5L, 4L, NA, 2L, NA, 2L, 1L, 7L, NA, 6L, 5L, 7L, 2L, 
##     NA, NA, NA, NA, 6L, 6L, NA, NA, NA, 6L, 5L, NA, 4L, NA, 5L, 
##     3L, NA, 5L, NA, 5L, 5L, NA, 1L, 4L, NA, NA, 4L, NA, 4L, 7L, 
##     NA, NA, 3L, 6L, 6L, NA, 6L, 4L, 1L, NA, 3L, NA, NA, NA, 6L, 
##     NA, NA, 1L, NA, 4L, 5L, NA, NA, NA, 5L, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, 4L, NA, NA, NA, 7L, 6L, 
##     NA, NA, NA, 5L, 4L, NA, NA, 7L, 6L, 7L, 6L, 4L, 7L, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 3L, NA, 6L, 4L, 7L, 
##     6L, 5L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 6L, NA, NA, 
##     NA, NA, NA, NA, 6L, NA, 2L, NA, 6L, 7L, 2L, 5L, 7L, 6L, 6L, 
##     NA, NA, NA, NA, NA, 4L, 5L, 5L, NA, NA, NA, NA, NA, NA, 5L, 
##     NA, NA, 4L, NA, NA, NA, NA, 6L, NA, NA, 7L, NA, 2L, NA, NA, 
##     NA, NA, NA, 5L, NA, 7L, 4L, NA, NA, 4L, 4L, NA, NA, 3L, 5L, 
##     7L, NA, NA, 7L, NA, 4L, NA, 7L, 4L, 4L, 4L, 6L, 6L, 3L, 6L, 
##     4L, 4L, 5L, 7L, 6L, 4L, 7L, 4L, 7L, 7L, 4L, 1L, 7L, 6L, 6L, 
##     2L, 2L, 5L, 3L, 7L, 7L, 4L, 7L, 5L, 5L, 1L, 5L, 7L, 6L, 4L, 
##     5L, 5L, 5L, 5L, 4L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 4L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 7L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, 3L, 7L, 4L, 3L, 5L, 4L, 4L, 3L, 4L, 6L, 6L, 5L, 7L, 
##     5L, 5L, 7L, 4L, 4L, 7L, 6L, 4L, 6L, 6L, 7L, 7L, 7L, 3L, 7L, 
##     5L, 6L, 6L, 7L, 5L, 3L, 4L, 6L, 5L, 5L, 3L, 7L, 5L, 5L, 5L, 
##     5L, 6L, 3L, 3L, 7L, 7L, 3L, 7L, NA, 5L, 1L, 5L, 3L, 7L, 6L, 
##     3L, 6L, 7L, 1L, 6L, 3L, 4L, 5L, 5L, 4L, NA, 5L, 6L, 5L, 6L, 
##     5L, 5L, 7L, NA, 2L, 6L, 5L, 5L, 5L, 6L, 7L, 4L, 4L, 5L, 5L, 
##     5L, 6L, 4L, 6L, 6L, 6L, 3L, 4L, 5L, 6L, 7L, 7L, 7L, 3L, 3L, 
##     4L, 6L, 5L, 7L, 7L, 7L, 3L, 3L, 7L, 4L, 5L, 4L, 4L, 5L, 7L, 
##     6L, 5L, 7L, 7L, 7L, 6L, 4L, 4L, 7L, 5L, 7L, 5L, 7L, 4L, 5L, 
##     7L, 6L, 7L, 6L, 6L, 6L, 6L, 6L, 5L, 7L, 3L, 5L, 5L, 6L, 5L, 
##     7L, NA, 7L, 6L, 6L, 3L, 4L, 6L, 6L, 5L, 7L, 4L, 7L, 4L, 7L, 
##     6L, 6L, 6L, 5L, 6L, 5L, 2L, 5L, NA, NA, NA, NA, 4L, 5L, 7L, 
##     4L, 4L, 5L, 6L, 5L, 7L, 7L, 5L, 6L, 6L, 4L, 4L, 6L, 4L, 4L, 
##     7L, 7L, 6L, 4L, 5L, NA, NA, 6L, 6L, 1L, 5L, 7L, 7L, 7L, 5L, 
##     4L, 7L, 5L, 4L, 6L, 6L, 5L, 6L, 5L, 7L, NA, 5L, 6L, 5L, 4L, 
##     4L, 4L, 6L, 4L, 7L, 7L, 6L, 7L, 6L, 6L, 6L, 5L, 4L, 3L, 4L, 
##     6L, 5L, 3L, 6L, 4L, 6L, 5L, 7L, 6L, 5L, 5L, 6L, 3L, 5L, 5L, 
##     7L, 6L, 5L, 4L, 6L, 1L, 3L, 4L, 7L, 5L, 5L, 5L, 6L, 7L, 5L, 
##     3L, 7L, 5L, 7L, 6L, 6L, 5L, 4L, 7L, 3L, 6L, 4L, 4L, 5L, 4L, 
##     7L, 3L, 3L, 2L, 7L, 5L, 5L, 7L, 3L, NA, NA, 6L, NA, NA, 6L, 
##     NA, NA, NA, 6L, 6L, 6L, 6L, 5L, 7L, 7L, 4L, 6L, 7L, 5L, 5L, 
##     4L, 6L, 4L, 8L, 5L, 5L, 8L, 7L, 4L, 6L, 5L, 7L, 8L, 7L, 7L, 
##     6L, 8L, 5L, 7L, 4L, 6L, 5L, 3L, 6L, 4L, 5L, 6L, 7L, 5L, 6L, 
##     3L, 4L, 5L, 3L, 7L, 6L, 5L, 5L, 5L, 5L, 3L, 7L, 7L, 6L, 3L, 
##     3L, 7L, 1L, 3L, 7L, 5L, 6L, 5L, 3L, 6L, 1L, 3L, 7L, 4L, 6L, 
##     5L, 5L, 5L, 5L, 5L, 5L, 4L, 6L, 5L, 7L, 6L, 3L, 7L, 5L, 7L, 
##     5L, 1L, 5L, 7L, 4L, 6L, 6L, 5L, 7L, 1L, 4L, 7L, 6L, 6L, 6L, 
##     4L, 6L, 4L, 4L, 5L, 7L, 5L, 5L, 6L, 6L, 2L, 3L, 7L, 6L, 6L, 
##     3L, 6L, 7L, 4L, 4L, 6L, 3L, 5L, 4L, 6L, 4L, 5L, 5L, 5L, 7L, 
##     5L, 5L, 6L, 5L, 6L, 1L, 7L, 4L, 4L, 4L, 5L, 4L, 3L, 6L, 5L, 
##     4L, 2L, 5L, 6L, 4L, 4L, 4L, 5L, 4L, 4L, 3L, 7L, 6L, 4L, 5L, 
##     6L, 5L, 7L, 4L, 5L, 3L, 5L, 1L, 5L, 3L, 4L, 5L, 5L, 6L, 5L, 
##     4L, 5L, 7L, 5L, 4L, 6L, 6L, 6L, 6L, 4L, 6L, 5L, 4L, 5L, 7L, 
##     3L, 7L, 6L, 6L, 4L, NA, NA, NA, NA, NA, NA, 2L, NA, NA, 4L, 
##     6L, NA, NA, NA, 6L, 3L, NA, NA, NA, NA, NA, NA, NA, NA, 5L, 
##     NA, 4L, NA, NA, NA, NA, NA, 7L, 6L, NA, 5L, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, 4L, NA, NA, NA, NA), HAPPI.3_1 = c(7L, 
##     3L, 4L, 5L, 6L, 2L, 5L, 3L, 2L, 5L, 7L, 1L, 4L, 4L, 4L, 6L, 
##     2L, 5L, 3L, 3L, 7L, 7L, 1L, 4L, 2L, 4L, 4L, 2L, 5L, 2L, 3L, 
##     2L, 1L, 6L, 2L, 7L, 3L, 7L, 2L, 1L, 4L, 4L, 3L, 4L, 2L, 5L, 
##     3L, 2L, 2L, 7L, 4L, 1L, 5L, 4L, 5L, 4L, 1L, 2L, 4L, 3L, 4L, 
##     6L, 3L, 4L, 4L, 4L, 3L, 7L, 2L, 6L, 1L, 5L, 3L, 6L, 6L, 4L, 
##     1L, 3L, 7L, 6L, 1L, 3L, 3L, 4L, 5L, 1L, 2L, 4L, 4L, 1L, 1L, 
##     3L, 2L, 4L, 4L, 7L, 1L, 4L, 7L, 4L, 3L, 3L, 5L, 5L, 1L, 3L, 
##     4L, 4L, 6L, 4L, 1L, 1L, 6L, 5L, 5L, 1L, 5L, 7L, 3L, 1L, 2L, 
##     4L, 3L, 4L, 5L, 5L, 1L, 1L, 4L, 2L, 1L, 2L, 4L, 3L, 1L, 4L, 
##     1L, 3L, 3L, 1L, 6L, 1L, 6L, 2L, NA, 1L, 2L, 6L, 4L, NA, NA, 
##     NA, 2L, 5L, 5L, NA, NA, 3L, 4L, 5L, 2L, 4L, 1L, 4L, 5L, 4L, 
##     4L, 1L, 1L, 4L, NA, 6L, NA, 1L, 2L, 4L, 3L, 4L, 5L, 1L, 5L, 
##     5L, 5L, 1L, 5L, 4L, 4L, 5L, 7L, 1L, 2L, 5L, 2L, 2L, 4L, 6L, 
##     3L, 1L, 2L, 2L, 5L, 4L, 6L, 5L, 3L, NA, NA, NA, NA, 4L, 1L, 
##     NA, NA, NA, 5L, 5L, 2L, 5L, 1L, 3L, NA, NA, NA, 5L, 5L, 1L, 
##     5L, 4L, 4L, 5L, 2L, 1L, 2L, 2L, 1L, 1L, 3L, NA, NA, NA, 4L, 
##     3L, 3L, NA, 3L, 3L, 5L, 2L, NA, NA, NA, NA, NA, 3L, 6L, NA, 
##     NA, NA, NA, 1L, NA, 4L, NA, 7L, NA, NA, 5L, NA, 3L, 3L, 4L, 
##     2L, 6L, 3L, NA, 1L, 1L, 4L, NA, NA, 1L, 2L, NA, NA, 6L, 1L, 
##     7L, 1L, 1L, NA, 2L, 1L, 2L, NA, 5L, 4L, NA, NA, NA, NA, NA, 
##     NA, 5L, NA, NA, 3L, NA, NA, 5L, 4L, NA, NA, 1L, NA, NA, NA, 
##     NA, 5L, 6L, NA, 5L, NA, NA, 2L, NA, 4L, 7L, NA, 5L, NA, NA, 
##     NA, 5L, 3L, NA, NA, 5L, NA, 5L, NA, 5L, NA, NA, 4L, NA, 5L, 
##     2L, NA, 1L, NA, NA, NA, 7L, NA, NA, NA, NA, NA, 2L, 6L, 2L, 
##     NA, 5L, 3L, 5L, NA, 2L, NA, 7L, 6L, NA, 4L, NA, NA, NA, 4L, 
##     NA, 6L, 6L, NA, 3L, 7L, NA, NA, 2L, 4L, 4L, 5L, 4L, 2L, 4L, 
##     6L, NA, NA, NA, NA, 4L, NA, NA, 7L, 4L, NA, NA, 5L, 5L, 1L, 
##     7L, NA, NA, NA, 2L, NA, 6L, NA, NA, 5L, NA, 3L, NA, NA, 5L, 
##     3L, 1L, 5L, 4L, NA, 2L, NA, 7L, 7L, 2L, NA, 2L, 5L, 4L, 5L, 
##     NA, NA, NA, NA, 2L, 3L, NA, NA, NA, 2L, 7L, NA, 4L, NA, 2L, 
##     5L, NA, 1L, NA, 4L, 4L, NA, 7L, 1L, NA, NA, 2L, NA, 6L, 2L, 
##     NA, NA, 4L, 1L, 4L, NA, 2L, 2L, 4L, NA, 6L, NA, NA, NA, 4L, 
##     NA, NA, 5L, NA, 5L, 3L, NA, NA, NA, 3L, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, 4L, NA, NA, NA, 7L, 1L, 
##     NA, NA, NA, 4L, 4L, NA, NA, 5L, 7L, 1L, 1L, 1L, 1L, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 3L, NA, 4L, 6L, 1L, 
##     2L, 1L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 3L, NA, NA, 
##     NA, NA, NA, NA, 5L, NA, 1L, NA, 2L, 7L, 4L, 4L, 4L, 5L, 6L, 
##     NA, NA, NA, NA, NA, 6L, 5L, 4L, NA, NA, NA, NA, NA, NA, 4L, 
##     NA, NA, 7L, NA, NA, NA, NA, 3L, NA, NA, 4L, NA, 1L, NA, NA, 
##     NA, NA, NA, 5L, NA, 4L, 6L, NA, NA, 4L, 4L, NA, NA, 5L, 4L, 
##     2L, NA, NA, 7L, NA, 4L, NA, 5L, 5L, 4L, 5L, 2L, 2L, 4L, 1L, 
##     6L, 7L, 5L, 1L, 5L, 4L, 1L, 4L, 2L, 4L, 2L, 4L, 4L, 1L, 4L, 
##     2L, 4L, 4L, 1L, 2L, 1L, 3L, 4L, 3L, 5L, 4L, 3L, 7L, 5L, 1L, 
##     1L, 7L, 6L, 4L, 5L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 1L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 4L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, 3L, 3L, 1L, 5L, 4L, 5L, 4L, 3L, 5L, 5L, 4L, 5L, 1L, 
##     5L, 5L, 6L, 2L, 4L, 1L, 6L, 3L, 4L, 1L, 4L, 1L, 1L, 3L, 1L, 
##     1L, 1L, 3L, 2L, 5L, 3L, 5L, 4L, 2L, 3L, 4L, 6L, 5L, 3L, 4L, 
##     4L, 5L, 4L, 6L, 1L, 1L, 5L, 1L, NA, 3L, 1L, 5L, 5L, 2L, 5L, 
##     5L, 2L, 2L, 4L, 1L, 4L, 3L, 2L, 4L, 4L, NA, 5L, 5L, 1L, 4L, 
##     3L, 1L, 4L, NA, 1L, 2L, 5L, 4L, 1L, 2L, 1L, 5L, 5L, 2L, 5L, 
##     5L, 2L, 5L, 2L, 3L, 4L, 3L, 3L, 4L, 5L, 1L, 4L, 4L, 4L, 6L, 
##     4L, 3L, 7L, 7L, 4L, 1L, 5L, 5L, 1L, 5L, 3L, 2L, 3L, 4L, 7L, 
##     1L, 4L, 7L, 1L, 1L, 2L, 5L, 6L, 7L, 3L, 1L, 3L, 7L, 2L, 6L, 
##     1L, 6L, 6L, 4L, 5L, 2L, 4L, 3L, 5L, 4L, 5L, 4L, 6L, 4L, 7L, 
##     1L, NA, 1L, 2L, 2L, 2L, 4L, 4L, 3L, 3L, 1L, 4L, 1L, 3L, 4L, 
##     4L, 6L, 6L, 5L, 6L, 3L, 4L, 4L, NA, NA, NA, NA, 4L, 5L, 7L, 
##     4L, 2L, 4L, 5L, 5L, 3L, 4L, 5L, 6L, 1L, 5L, 7L, 4L, 6L, 6L, 
##     2L, 4L, 5L, 4L, 7L, NA, NA, 5L, 6L, 4L, 1L, 1L, 6L, 6L, 4L, 
##     3L, 5L, 4L, 4L, 6L, 4L, 5L, 2L, 5L, 4L, NA, 5L, 1L, 2L, 2L, 
##     4L, 3L, 1L, 4L, 2L, 1L, 1L, 4L, 1L, 4L, 6L, 2L, 4L, 3L, 5L, 
##     3L, 1L, 6L, 5L, 4L, 6L, 2L, 5L, 1L, 2L, 2L, 4L, 3L, 2L, 4L, 
##     1L, 2L, 1L, 4L, 1L, 1L, 5L, 2L, 1L, 5L, 4L, 3L, 1L, 1L, 3L, 
##     4L, 5L, 1L, 3L, 4L, 3L, 5L, 3L, 1L, 5L, 2L, 4L, 4L, 4L, 4L, 
##     1L, 2L, 4L, 2L, 1L, 3L, 2L, 1L, 4L, NA, NA, 2L, NA, NA, 2L, 
##     NA, NA, NA, 6L, 6L, 6L, 7L, 4L, 5L, 7L, 5L, 6L, 6L, 5L, 6L, 
##     3L, 6L, 5L, 6L, 6L, 4L, 8L, 7L, 5L, 5L, 5L, 5L, 7L, 7L, 7L, 
##     5L, 8L, 6L, 7L, 3L, 8L, 5L, 5L, 8L, 4L, 1L, 1L, 2L, 5L, 3L, 
##     3L, 5L, 2L, 4L, 6L, 4L, 3L, 5L, 4L, 3L, 6L, 1L, 1L, 5L, 4L, 
##     5L, 1L, 1L, 5L, 2L, 3L, 5L, 5L, 5L, 2L, 4L, 4L, 2L, 3L, 1L, 
##     2L, 4L, 4L, 5L, 3L, 1L, 4L, 5L, 1L, 4L, 4L, 5L, 2L, 4L, 1L, 
##     2L, 6L, 3L, 1L, 3L, 2L, 1L, 4L, 2L, 6L, 3L, 2L, 2L, 2L, 1L, 
##     3L, 1L, 3L, 1L, 2L, 4L, 6L, 6L, 2L, 2L, 5L, 5L, 5L, 3L, 2L, 
##     2L, 2L, 1L, 5L, 4L, 1L, 3L, 2L, 6L, 2L, 3L, 2L, 4L, 1L, 2L, 
##     2L, 3L, 1L, 2L, 2L, 7L, 1L, 3L, 3L, 5L, 3L, 2L, 4L, 4L, 4L, 
##     4L, 6L, 4L, 1L, 3L, 4L, 3L, 5L, 3L, 2L, 5L, 3L, 6L, 4L, 4L, 
##     1L, 3L, 1L, 4L, 2L, 4L, 4L, 3L, 2L, 6L, 2L, 3L, 5L, 1L, 5L, 
##     3L, 3L, 2L, 3L, 6L, 1L, 2L, 2L, 3L, 3L, 3L, 3L, 5L, 3L, 2L, 
##     2L, 1L, 3L, 5L, 1L, NA, NA, NA, NA, NA, NA, 6L, NA, NA, 3L, 
##     1L, NA, NA, NA, 5L, 3L, NA, NA, NA, NA, NA, NA, NA, NA, 2L, 
##     NA, 3L, NA, NA, NA, NA, NA, 6L, 1L, NA, 5L, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, 4L, NA, NA, NA, NA), HAPPI.4_1 = c(7L, 
##     4L, 6L, 4L, 6L, 2L, 4L, 7L, 6L, 5L, 7L, 6L, 4L, 4L, 7L, 3L, 
##     7L, 1L, 3L, 2L, 2L, 7L, 6L, 5L, 5L, 4L, 5L, 5L, 5L, 6L, 6L, 
##     6L, 5L, 5L, 4L, 4L, 5L, 7L, 5L, 7L, 4L, 4L, 4L, 4L, 6L, 3L, 
##     5L, 3L, 4L, 6L, 4L, 6L, 2L, 4L, 6L, 4L, 7L, 5L, 3L, 5L, 4L, 
##     6L, 5L, 3L, 7L, 4L, 7L, 4L, 5L, 6L, 2L, 2L, 4L, 3L, 5L, 4L, 
##     7L, 5L, 7L, 6L, 6L, 3L, 3L, 4L, 3L, 7L, 6L, 4L, 5L, 7L, 7L, 
##     4L, 6L, 5L, 5L, 7L, 6L, 4L, 7L, 4L, 4L, 5L, 1L, 6L, 7L, 4L, 
##     4L, 4L, 3L, 5L, 6L, 7L, 5L, 3L, 5L, 1L, 4L, 1L, 2L, 7L, 6L, 
##     4L, 5L, 3L, 3L, 4L, 1L, 1L, 4L, 6L, 5L, 7L, 4L, 4L, 3L, 3L, 
##     6L, 2L, 3L, 6L, 1L, 6L, 3L, 4L, NA, 7L, 6L, 2L, 4L, NA, NA, 
##     NA, 6L, 3L, 3L, NA, NA, 4L, 4L, 5L, 6L, 3L, 3L, 7L, 5L, 2L, 
##     3L, 7L, 5L, 6L, NA, 3L, NA, 5L, 4L, 4L, 5L, 6L, 5L, 7L, 4L, 
##     3L, 5L, 7L, 2L, 4L, 2L, 6L, 7L, 7L, 6L, 5L, 5L, 4L, 5L, 3L, 
##     6L, 7L, 6L, 5L, 4L, 4L, 6L, 5L, 2L, NA, NA, NA, NA, 5L, 7L, 
##     NA, NA, NA, 4L, 5L, 4L, 5L, 7L, 6L, NA, NA, NA, 5L, 3L, 6L, 
##     3L, 3L, 5L, 5L, 6L, 7L, 2L, 3L, 6L, 5L, 4L, NA, NA, NA, 4L, 
##     6L, 2L, NA, 1L, 4L, 5L, 4L, NA, NA, NA, NA, NA, 2L, 4L, NA, 
##     NA, NA, NA, 5L, NA, 4L, NA, 2L, NA, NA, 4L, NA, 2L, 5L, 3L, 
##     2L, 3L, 5L, NA, 7L, 7L, 3L, NA, NA, 7L, 1L, NA, NA, 4L, 7L, 
##     4L, 6L, 7L, NA, 5L, 3L, 4L, NA, 3L, 4L, NA, NA, NA, NA, NA, 
##     NA, 5L, NA, NA, 1L, NA, NA, 3L, 4L, NA, NA, 6L, NA, NA, NA, 
##     NA, 3L, 2L, NA, 2L, NA, NA, 6L, NA, 4L, 5L, NA, 4L, NA, NA, 
##     NA, 2L, 4L, NA, NA, 4L, NA, 4L, NA, 3L, NA, NA, 4L, NA, 5L, 
##     5L, NA, 6L, NA, NA, NA, 7L, NA, NA, NA, NA, NA, 1L, 7L, 6L, 
##     NA, 5L, 7L, 6L, NA, 5L, NA, 3L, 7L, NA, 3L, NA, NA, NA, 3L, 
##     NA, 4L, 2L, NA, 7L, 1L, NA, NA, 6L, 2L, 5L, 3L, 4L, 6L, 4L, 
##     2L, NA, NA, NA, NA, 4L, NA, NA, 7L, 4L, NA, NA, 2L, 3L, 7L, 
##     3L, NA, NA, NA, 6L, NA, 2L, NA, NA, 2L, NA, 5L, NA, NA, 1L, 
##     3L, 7L, 5L, 3L, NA, 1L, NA, 2L, 1L, 6L, NA, 5L, 2L, 7L, 2L, 
##     NA, NA, NA, NA, 6L, 4L, NA, NA, NA, 5L, 5L, NA, 4L, NA, 4L, 
##     2L, NA, 6L, NA, 4L, 5L, NA, 2L, 3L, NA, NA, 6L, NA, 3L, 7L, 
##     NA, NA, 3L, 7L, 6L, NA, 6L, 4L, 7L, NA, 2L, NA, NA, NA, 2L, 
##     NA, NA, 7L, NA, 3L, 2L, NA, NA, NA, 5L, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, 3L, NA, NA, NA, 6L, 4L, 
##     NA, NA, NA, 4L, 4L, NA, NA, 6L, 7L, 7L, 7L, 1L, 7L, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 2L, NA, 2L, 4L, 4L, 
##     5L, 4L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 4L, NA, NA, 
##     NA, NA, NA, NA, 5L, NA, 1L, NA, 7L, 7L, 4L, 6L, 5L, 6L, 7L, 
##     NA, NA, NA, NA, NA, 4L, 5L, 4L, NA, NA, NA, NA, NA, NA, 5L, 
##     NA, NA, 4L, NA, NA, NA, NA, 5L, NA, NA, 6L, NA, 6L, NA, NA, 
##     NA, NA, NA, 7L, NA, 4L, 4L, NA, NA, 4L, 4L, NA, NA, 4L, 6L, 
##     4L, NA, NA, 7L, NA, 5L, NA, 7L, 2L, 4L, 2L, 4L, 6L, 2L, 5L, 
##     4L, 2L, 4L, 7L, 5L, 5L, 6L, 5L, 6L, 4L, 4L, 4L, 4L, 6L, 4L, 
##     1L, 4L, 4L, 1L, 7L, 6L, 3L, 7L, 4L, 4L, 5L, 4L, 7L, 4L, 6L, 
##     5L, 5L, 5L, 4L, 3L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 7L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 6L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, 4L, 7L, 6L, 2L, 6L, 3L, 4L, 3L, 5L, 6L, 4L, 5L, 4L, 
##     6L, 5L, 7L, 4L, 6L, 7L, 6L, 3L, 5L, 5L, 4L, 7L, 7L, 2L, 7L, 
##     6L, 6L, 6L, 6L, 5L, 3L, 4L, 6L, 5L, 6L, 5L, 7L, 4L, 5L, 4L, 
##     4L, 1L, 2L, 1L, 7L, 7L, 4L, 7L, NA, 2L, 1L, 5L, 3L, 7L, 6L, 
##     5L, 1L, 5L, 1L, 6L, 3L, 3L, 5L, 3L, 4L, NA, 6L, 7L, 7L, 2L, 
##     5L, 4L, 6L, NA, 1L, 7L, 5L, 5L, 7L, 6L, 7L, 5L, 5L, 6L, 5L, 
##     5L, 7L, 3L, 6L, 6L, 6L, 3L, 2L, 3L, 7L, 5L, 4L, 6L, 3L, 2L, 
##     6L, 7L, 6L, 7L, 7L, 7L, 2L, 6L, 6L, 5L, 6L, 5L, 3L, 4L, 7L, 
##     7L, 5L, 7L, 7L, 7L, 6L, 4L, 4L, 7L, 4L, 7L, 5L, 7L, 2L, 5L, 
##     6L, 6L, 6L, 6L, 7L, 4L, 5L, 5L, 6L, 7L, 4L, 5L, 5L, 7L, 6L, 
##     6L, NA, 7L, 7L, 6L, 2L, 4L, 7L, 6L, 5L, 7L, 4L, 5L, 4L, 4L, 
##     7L, 6L, 6L, 5L, 6L, 6L, 6L, 4L, NA, NA, NA, NA, 5L, 5L, 7L, 
##     5L, 5L, 6L, 5L, 5L, 6L, 5L, 5L, 6L, 6L, 5L, 3L, 5L, 6L, 4L, 
##     6L, 5L, 4L, 3L, 7L, NA, NA, 5L, 6L, 4L, 5L, 7L, 6L, 6L, 4L, 
##     4L, 4L, 3L, 4L, 4L, 6L, 5L, 6L, 5L, 7L, NA, 7L, 4L, 6L, 5L, 
##     5L, 7L, 7L, 5L, 6L, 6L, 7L, 6L, 5L, 5L, 7L, 4L, 4L, 5L, 2L, 
##     5L, 6L, 2L, 5L, 7L, 6L, 6L, 6L, 6L, 5L, 4L, 5L, 4L, 4L, 4L, 
##     7L, 5L, 7L, 4L, 6L, 7L, 3L, 1L, 7L, 6L, 6L, 4L, 5L, 7L, 5L, 
##     4L, 7L, 6L, 6L, 4L, 5L, 5L, 5L, 7L, 5L, 6L, 4L, 4L, 5L, 4L, 
##     7L, 2L, 3L, 6L, 7L, 6L, 5L, 7L, 5L, NA, NA, 7L, NA, NA, 4L, 
##     NA, NA, NA, 6L, 4L, 6L, 6L, 4L, 7L, 6L, 4L, 5L, 6L, 5L, 6L, 
##     3L, 7L, 5L, 6L, 5L, 2L, 8L, 7L, 5L, 5L, 4L, 4L, 6L, 7L, 7L, 
##     5L, 8L, 5L, 7L, 4L, 5L, 5L, 3L, 7L, 4L, 6L, 6L, 6L, 5L, 6L, 
##     3L, 4L, 5L, 5L, 7L, 6L, 6L, 4L, 4L, 5L, 1L, 7L, 7L, 1L, 2L, 
##     4L, 7L, 1L, 3L, 7L, 2L, 6L, 5L, 5L, 1L, 1L, 3L, 5L, 3L, 6L, 
##     5L, 4L, 3L, 6L, 5L, 7L, 4L, 7L, 4L, 6L, 2L, 2L, 4L, 3L, 7L, 
##     6L, 2L, 3L, 3L, 4L, 6L, 2L, 4L, 6L, 2L, 4L, 6L, 5L, 6L, 6L, 
##     4L, 6L, 5L, 4L, 5L, 5L, 2L, 4L, 5L, 5L, 2L, 5L, 7L, 5L, 5L, 
##     2L, 5L, 4L, 3L, 5L, 3L, 4L, 3L, 7L, 6L, 6L, 4L, 6L, 4L, 6L, 
##     7L, 4L, 5L, 4L, 5L, 2L, 6L, 4L, 4L, 3L, 5L, 4L, 6L, 4L, 4L, 
##     3L, 1L, 4L, 7L, 6L, 3L, 3L, 5L, 5L, 3L, 5L, 5L, 7L, 5L, 4L, 
##     7L, 4L, 7L, 4L, 7L, 3L, 5L, 1L, 4L, 3L, 1L, 4L, 4L, 6L, 5L, 
##     4L, 6L, 6L, 5L, 3L, 6L, 6L, 5L, 3L, 4L, 4L, 5L, 5L, 6L, 6L, 
##     3L, 4L, 4L, 5L, 4L, NA, NA, NA, NA, NA, NA, 1L, NA, NA, 5L, 
##     6L, NA, NA, NA, 3L, 3L, NA, NA, NA, NA, NA, NA, NA, NA, 5L, 
##     NA, 4L, NA, NA, NA, NA, NA, 4L, 6L, NA, 3L, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, 4L, NA, NA, NA, NA), Q36_1 = c(7L, 
##     5L, 6L, 4L, 6L, 4L, 4L, 4L, 6L, 5L, 7L, 6L, 4L, 4L, 7L, 3L, 
##     7L, 1L, 3L, 4L, 3L, 7L, 6L, 5L, 5L, 4L, 6L, 5L, 5L, 6L, 6L, 
##     6L, 5L, 5L, 4L, 3L, 5L, 7L, 4L, 7L, 4L, 4L, 4L, 4L, 5L, 3L, 
##     3L, 3L, 4L, 6L, 4L, 6L, 2L, 4L, 6L, 4L, 7L, 5L, 3L, 6L, 4L, 
##     6L, 5L, 4L, 7L, 4L, 5L, 7L, 5L, 6L, 3L, 2L, 4L, 3L, 5L, 4L, 
##     7L, 4L, 7L, 6L, 7L, 3L, 3L, 4L, 3L, 7L, 6L, 4L, 5L, 7L, 7L, 
##     4L, 6L, 5L, 5L, 7L, 6L, 4L, 7L, 4L, 3L, 4L, 1L, 6L, 7L, 3L, 
##     4L, 4L, 3L, 5L, 6L, 7L, 5L, 3L, 5L, 1L, 4L, 1L, 1L, 7L, 7L, 
##     4L, 5L, 2L, 5L, 4L, 1L, 1L, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA), RES.1 = c(12L, 
##     12L, 8L, 4L, 12L, 8L, 8L, 5L, 10L, 8L, 10L, 6L, 5L, 6L, 6L, 
##     6L, 6L, 5L, 8L, 6L, 8L, 10L, 11L, 5L, 6L, 7L, 3L, 8L, 7L, 
##     10L, 6L, 8L, 7L, 4L, 6L, 8L, 10L, 6L, 7L, 12L, 10L, 6L, 6L, 
##     8L, 7L, 12L, 4L, 10L, 7L, 10L, 6L, 8L, 10L, 8L, 7L, 10L, 
##     10L, 10L, 8L, 11L, 8L, 11L, 8L, 6L, 7L, 4L, 11L, 2L, 6L, 
##     12L, 12L, 12L, 5L, 6L, 8L, 8L, 10L, 5L, 12L, 6L, 12L, 5L, 
##     2L, 8L, 4L, 10L, 10L, 8L, 8L, 6L, 12L, 4L, 10L, 7L, 4L, 12L, 
##     5L, 3L, 12L, 6L, 10L, 6L, 2L, 8L, 12L, 8L, 6L, 6L, 4L, 8L, 
##     8L, 10L, 7L, 6L, 6L, 1L, 3L, 2L, 2L, 6L, 8L, 7L, 10L, 11L, 
##     7L, 7L, 1L, 1L, 8L, 8L, 7L, 11L, 8L, 8L, 7L, 12L, 10L, 4L, 
##     4L, 11L, 4L, 8L, 10L, 8L, NA, 11L, 10L, 3L, 7L, NA, NA, NA, 
##     8L, 10L, 5L, NA, NA, 10L, 10L, 12L, 10L, 8L, 10L, 8L, 10L, 
##     5L, 2L, 12L, 8L, 10L, NA, 8L, NA, 1L, 5L, 5L, 8L, 8L, 8L, 
##     12L, 11L, 6L, 11L, 12L, 3L, 6L, 7L, 6L, 12L, 10L, 10L, 7L, 
##     7L, 5L, 10L, 4L, 12L, 12L, 8L, 10L, 6L, 5L, 8L, 7L, 5L, NA, 
##     NA, NA, NA, 6L, 10L, NA, NA, NA, NA, 6L, 8L, 7L, 5L, 10L, 
##     NA, NA, NA, 10L, 11L, 12L, 8L, 10L, 11L, 8L, 3L, 6L, 6L, 
##     10L, 10L, 6L, 7L, NA, NA, NA, 1L, 12L, 6L, NA, 1L, 10L, 8L, 
##     10L, NA, NA, NA, NA, NA, 3L, 5L, NA, NA, NA, NA, 10L, NA, 
##     3L, NA, 4L, NA, NA, 4L, NA, 2L, 8L, 12L, 2L, 7L, 6L, NA, 
##     11L, 11L, 4L, NA, NA, 12L, 3L, NA, NA, 6L, 12L, 10L, 12L, 
##     6L, NA, 8L, 6L, 8L, NA, 7L, 12L, NA, NA, NA, NA, NA, NA, 
##     6L, NA, NA, 3L, NA, NA, 7L, 5L, NA, NA, 11L, NA, NA, NA, 
##     NA, 8L, 4L, NA, 12L, NA, NA, 7L, NA, 7L, 12L, NA, 7L, NA, 
##     NA, NA, 2L, 3L, NA, NA, 3L, NA, 6L, NA, 4L, NA, NA, 6L, NA, 
##     4L, 7L, NA, 10L, NA, NA, NA, 6L, NA, NA, NA, NA, NA, 3L, 
##     12L, 6L, NA, 8L, 10L, 6L, NA, 7L, NA, 5L, 12L, NA, 5L, NA, 
##     NA, NA, 8L, NA, 6L, 6L, NA, 12L, 2L, NA, NA, 11L, 4L, 7L, 
##     8L, 5L, 10L, 8L, 5L, NA, NA, NA, NA, 5L, NA, NA, 7L, 5L, 
##     NA, NA, 6L, 8L, 12L, 6L, NA, NA, NA, 7L, NA, 5L, NA, NA, 
##     3L, NA, 8L, NA, NA, 12L, 12L, 10L, 6L, 8L, NA, 8L, NA, 7L, 
##     4L, 7L, NA, 5L, 6L, 7L, 3L, NA, NA, NA, NA, 8L, 5L, NA, NA, 
##     NA, 5L, 6L, NA, 10L, NA, 8L, 6L, NA, 8L, NA, 6L, 8L, NA, 
##     2L, 8L, NA, NA, 10L, NA, 12L, 11L, NA, NA, 4L, 10L, 10L, 
##     NA, 6L, 12L, 2L, NA, 8L, NA, NA, NA, 2L, NA, NA, 6L, NA, 
##     4L, 7L, NA, NA, NA, 7L, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, 6L, NA, NA, NA, 12L, 12L, NA, NA, NA, 
##     6L, 6L, NA, NA, 10L, 12L, 8L, 10L, 12L, 4L, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, 2L, NA, 10L, 4L, 12L, 6L, 
##     8L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 7L, NA, NA, NA, 
##     NA, NA, NA, 10L, NA, 12L, NA, 7L, 6L, 6L, 6L, 5L, 7L, 12L, 
##     NA, NA, NA, NA, NA, 12L, 8L, 12L, NA, NA, NA, NA, NA, NA, 
##     5L, NA, NA, 4L, NA, NA, NA, NA, 10L, NA, NA, 8L, NA, 7L, 
##     NA, NA, NA, NA, NA, 7L, NA, 10L, 6L, NA, NA, 1L, 3L, NA, 
##     NA, 5L, 10L, 10L, NA, NA, 6L, NA, 5L, NA, 12L, 10L, 10L, 
##     3L, 12L, 4L, 7L, 8L, 6L, 5L, 10L, 10L, 7L, 6L, 10L, 2L, 7L, 
##     11L, 6L, 11L, 12L, 10L, 7L, 3L, 4L, 6L, 2L, 10L, 11L, 4L, 
##     12L, 7L, 8L, 6L, 7L, 8L, 11L, 10L, 7L, 11L, 8L, 4L, 1L, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 11L, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 5L, 6L, 12L, 
##     6L, 10L, 6L, 6L, 3L, 6L, 10L, 6L, 8L, 8L, 6L, 8L, 4L, 8L, 
##     10L, 10L, 8L, 6L, 8L, 6L, 6L, 8L, 11L, 3L, 10L, 8L, 7L, 8L, 
##     8L, 6L, 8L, 6L, 12L, 8L, 11L, 8L, 10L, 6L, 10L, 10L, 7L, 
##     3L, 12L, 6L, 12L, 10L, 8L, 12L, NA, 10L, 6L, 8L, 3L, 11L, 
##     10L, 8L, 12L, 7L, 5L, 10L, 10L, 12L, 8L, 8L, 6L, NA, 6L, 
##     10L, 8L, 4L, 10L, 7L, 12L, NA, 3L, 8L, 7L, 6L, 10L, 7L, 12L, 
##     6L, 5L, 8L, 8L, 8L, 8L, 4L, 12L, 10L, 10L, 6L, 6L, 10L, 11L, 
##     10L, 6L, 6L, 4L, 7L, 8L, 11L, 6L, 12L, 12L, 12L, 3L, 6L, 
##     8L, NA, 10L, 11L, 8L, 6L, 12L, 8L, 7L, 12L, 10L, 12L, 6L, 
##     7L, 10L, 12L, 8L, 12L, 8L, 5L, 5L, 3L, 11L, 11L, 7L, 12L, 
##     8L, 10L, 7L, 10L, 8L, 8L, 7L, 8L, NA, 8L, 11L, 7L, NA, 11L, 
##     10L, 10L, 3L, 5L, 6L, 5L, 7L, 8L, 12L, 11L, 6L, 12L, 6L, 
##     6L, 10L, 10L, 5L, 8L, 4L, 7L, NA, NA, NA, NA, 7L, 3L, 11L, 
##     6L, 7L, 7L, 10L, 7L, 12L, 12L, 6L, 8L, 11L, 6L, 12L, 12L, 
##     5L, 7L, 8L, 8L, 7L, 7L, 7L, NA, NA, 10L, 8L, 1L, 7L, 7L, 
##     10L, 10L, 4L, 6L, 6L, 7L, 5L, 4L, 10L, 3L, 10L, 8L, 12L, 
##     NA, 11L, 7L, 11L, 6L, 12L, 6L, 10L, 4L, 6L, 12L, 7L, 7L, 
##     6L, 7L, 1L, 8L, 8L, 8L, 4L, 11L, 11L, 11L, 8L, 11L, 8L, 10L, 
##     10L, 10L, 6L, 8L, 11L, 7L, 11L, 7L, 11L, 8L, 8L, 6L, 10L, 
##     12L, 5L, 8L, 11L, 7L, 5L, 4L, 10L, 11L, 5L, 10L, 10L, 8L, 
##     8L, 11L, 8L, 10L, 8L, 11L, 8L, 10L, 8L, 7L, 10L, 5L, 10L, 
##     7L, 7L, 11L, 12L, 7L, 8L, 11L, 4L, NA, NA, 10L, NA, NA, 8L, 
##     NA, NA, NA, 6L, 7L, 4L, 5L, 5L, 8L, 7L, 5L, 7L, 7L, 5L, 6L, 
##     6L, 7L, 5L, 7L, 6L, 5L, 8L, 7L, 5L, 6L, 5L, 4L, 8L, 7L, 7L, 
##     8L, 8L, 5L, 8L, 4L, 4L, 5L, 6L, 8L, 4L, 8L, 7L, 8L, 6L, 8L, 
##     8L, 6L, 8L, 8L, 10L, 12L, 11L, 6L, 10L, 10L, 6L, 12L, 10L, 
##     3L, 12L, 8L, 12L, 6L, 3L, 11L, 10L, 10L, 8L, 8L, 12L, 5L, 
##     10L, 7L, 12L, 10L, 8L, 7L, 8L, 6L, 10L, 8L, 6L, 10L, 7L, 
##     12L, 4L, 12L, 6L, 4L, 10L, 5L, 8L, 10L, 10L, 7L, 6L, 10L, 
##     10L, 11L, 11L, 8L, 10L, 11L, 8L, 6L, 7L, 8L, 10L, 6L, 10L, 
##     3L, 7L, 6L, 11L, 8L, 2L, 8L, 12L, 6L, 8L, 5L, 11L, 8L, 8L, 
##     8L, 6L, 7L, 6L, 10L, 8L, 10L, 8L, 10L, 4L, 10L, 8L, 7L, 10L, 
##     8L, 8L, 4L, 8L, 5L, 5L, 6L, 10L, 10L, 12L, 8L, 10L, 11L, 
##     4L, 6L, 11L, 11L, 12L, 12L, 10L, 4L, 10L, 11L, 11L, 5L, 10L, 
##     10L, 7L, 7L, 10L, 11L, 8L, 7L, 5L, 12L, 5L, 7L, 6L, 8L, 10L, 
##     6L, 8L, 7L, 8L, 5L, 10L, 8L, 6L, 6L, 10L, 10L, 6L, 8L, 10L, 
##     10L, 10L, 12L, 7L, 11L, 7L, 6L, 6L, NA, NA, NA, NA, NA, NA, 
##     2L, NA, NA, 7L, 10L, NA, NA, NA, 10L, 5L, NA, NA, NA, NA, 
##     NA, NA, NA, NA, 8L, NA, 6L, NA, NA, NA, NA, NA, 12L, NA, 
##     NA, 12L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 8L, 
##     NA, NA, NA, NA), RES.2 = c(11L, 11L, 8L, 7L, 11L, 8L, 7L, 
##     5L, 8L, 8L, 9L, 6L, 5L, 6L, 4L, 5L, 8L, 5L, 7L, 6L, 8L, 9L, 
##     9L, 5L, 5L, 6L, 5L, 8L, 8L, 8L, 5L, 9L, 8L, 5L, 6L, 7L, 9L, 
##     9L, 8L, 11L, 9L, 9L, 7L, 7L, 8L, 11L, 9L, 8L, 8L, 6L, 6L, 
##     8L, 8L, 8L, 6L, 9L, 9L, 2L, 8L, 9L, 11L, 11L, 8L, 6L, 5L, 
##     4L, 3L, 11L, 6L, 11L, 11L, 11L, 4L, 6L, 7L, 8L, 8L, 6L, 11L, 
##     6L, 9L, 7L, 7L, 9L, 5L, 10L, 9L, 8L, 8L, 6L, 11L, 3L, 9L, 
##     6L, 4L, 11L, 4L, 8L, 11L, 6L, 9L, 4L, 3L, 10L, 11L, 5L, 6L, 
##     6L, 5L, 6L, 9L, 9L, 7L, 4L, 6L, 1L, 6L, 2L, 4L, 7L, 6L, 7L, 
##     9L, 10L, 8L, 6L, 1L, 1L, 8L, 9L, 7L, 9L, 7L, 9L, 6L, 11L, 
##     8L, 5L, 10L, 9L, 8L, 10L, 9L, 7L, NA, 8L, 10L, 4L, 7L, NA, 
##     NA, NA, 7L, 9L, 6L, NA, NA, 9L, 9L, 11L, 9L, 8L, 10L, 9L, 
##     9L, 6L, 4L, 10L, 8L, 9L, NA, 8L, NA, 2L, 4L, 4L, 8L, 8L, 
##     8L, 11L, 10L, 3L, 10L, 11L, 2L, 7L, 6L, 6L, 8L, 9L, 9L, 7L, 
##     6L, 5L, 7L, 5L, 9L, 7L, 6L, 10L, 6L, 7L, 9L, 9L, 5L, NA, 
##     NA, NA, NA, 7L, 9L, NA, NA, NA, NA, 9L, 10L, 10L, 5L, 8L, 
##     NA, NA, NA, 10L, 9L, 10L, 8L, 8L, 8L, 8L, 7L, 7L, 6L, 9L, 
##     10L, 9L, 7L, NA, NA, NA, 4L, 7L, 7L, NA, 1L, 8L, 8L, 8L, 
##     NA, NA, NA, NA, NA, 4L, 6L, NA, NA, NA, NA, 10L, NA, 4L, 
##     NA, 4L, NA, NA, 4L, NA, 1L, 8L, 11L, 3L, 6L, 5L, NA, 11L, 
##     10L, 4L, NA, NA, 11L, 3L, NA, NA, 9L, 7L, 8L, 10L, 7L, NA, 
##     7L, 7L, 9L, NA, 9L, 11L, NA, NA, NA, NA, NA, NA, 5L, NA, 
##     NA, 3L, NA, NA, 8L, 5L, NA, NA, 11L, NA, NA, NA, NA, 8L, 
##     5L, NA, 7L, NA, NA, 7L, NA, 7L, 11L, NA, 9L, NA, NA, NA, 
##     2L, 6L, NA, NA, 5L, NA, 6L, NA, 6L, NA, NA, 7L, NA, 4L, 6L, 
##     NA, 6L, NA, NA, NA, 6L, NA, NA, NA, NA, NA, 2L, 9L, 6L, NA, 
##     7L, 9L, 6L, NA, 7L, NA, 5L, 11L, NA, 5L, NA, NA, NA, 8L, 
##     NA, 6L, 6L, NA, 10L, 7L, NA, NA, 9L, 3L, 7L, 9L, 6L, 10L, 
##     6L, 4L, NA, NA, NA, NA, 6L, NA, NA, 10L, 5L, NA, NA, 6L, 
##     6L, 11L, 7L, NA, NA, NA, 9L, NA, 5L, NA, NA, 4L, NA, 7L, 
##     NA, NA, 10L, 10L, 10L, 6L, 6L, NA, 6L, NA, 7L, 3L, 7L, NA, 
##     7L, 6L, 7L, 4L, NA, NA, NA, NA, 7L, 5L, NA, NA, NA, 6L, 7L, 
##     NA, 9L, NA, 6L, 6L, NA, 9L, NA, 6L, 9L, NA, 4L, 7L, NA, NA, 
##     8L, NA, 11L, 9L, NA, NA, 10L, 8L, 8L, NA, 5L, 9L, 4L, NA, 
##     4L, NA, NA, NA, 8L, NA, NA, 5L, NA, 4L, 7L, NA, NA, NA, 5L, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 7L, 
##     NA, NA, NA, 5L, 11L, NA, NA, NA, 7L, 6L, NA, NA, 8L, 8L, 
##     7L, 9L, 11L, 5L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, 2L, NA, 11L, 6L, 11L, 8L, 7L, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, 8L, NA, NA, NA, NA, NA, NA, 9L, NA, 11L, 
##     NA, 7L, 6L, 6L, 8L, 11L, 9L, 11L, NA, NA, NA, NA, NA, 8L, 
##     7L, 8L, NA, NA, NA, NA, NA, NA, 5L, NA, NA, 6L, NA, NA, NA, 
##     NA, 9L, NA, NA, 11L, NA, 2L, NA, NA, NA, NA, NA, 8L, NA, 
##     9L, 7L, NA, NA, 1L, 4L, NA, NA, 4L, 9L, 9L, NA, NA, 6L, NA, 
##     7L, NA, 10L, 8L, 9L, 4L, 11L, 9L, 7L, 7L, 7L, 5L, 9L, 9L, 
##     8L, 6L, 11L, 5L, 7L, 10L, 8L, 8L, 11L, 9L, 7L, 3L, 4L, 7L, 
##     3L, 9L, 9L, 8L, 11L, 7L, 10L, 6L, 6L, 10L, 9L, 10L, 7L, 9L, 
##     8L, 4L, 4L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 10L, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     3L, 5L, 11L, 6L, 9L, 7L, 6L, 3L, 6L, 8L, 8L, 6L, 10L, 6L, 
##     5L, 4L, 8L, 11L, 10L, 8L, 7L, 8L, 8L, 6L, 8L, 11L, 3L, 9L, 
##     9L, 8L, 9L, 8L, 6L, 5L, 4L, 11L, 8L, 9L, 9L, 9L, 6L, 7L, 
##     8L, 8L, 6L, 11L, 8L, 10L, 10L, 6L, 11L, NA, 9L, 4L, 7L, 3L, 
##     10L, 8L, 11L, 11L, 6L, 6L, 9L, 8L, 11L, 8L, 6L, 5L, NA, 8L, 
##     10L, 8L, 6L, 8L, 8L, 5L, NA, 7L, 4L, 7L, 7L, 9L, 8L, 11L, 
##     6L, 6L, 8L, 7L, 9L, 8L, 3L, 11L, 9L, 9L, 6L, 7L, 11L, 11L, 
##     8L, 6L, 5L, 5L, 7L, 8L, 10L, 10L, 8L, 11L, 11L, 3L, 5L, 6L, 
##     NA, 9L, 9L, 6L, 7L, 10L, 6L, 8L, 11L, 9L, 11L, 6L, 5L, 8L, 
##     10L, 7L, 11L, 5L, 6L, 8L, 8L, 10L, 9L, 7L, 11L, 8L, 9L, 11L, 
##     8L, 6L, 9L, 8L, 8L, NA, 8L, 8L, 6L, NA, 11L, 8L, 9L, 3L, 
##     7L, 8L, 8L, 7L, 5L, 9L, 11L, 6L, 11L, 6L, 6L, 9L, 9L, 5L, 
##     7L, 5L, 7L, NA, NA, NA, NA, 6L, 3L, 11L, 8L, 6L, 7L, 8L, 
##     6L, 10L, 10L, 6L, 9L, 9L, 5L, 11L, 9L, 6L, 5L, 9L, 8L, 6L, 
##     7L, 8L, NA, NA, 8L, 9L, 1L, 6L, 6L, 9L, 9L, 4L, 5L, 7L, 6L, 
##     5L, 5L, 9L, 5L, 9L, 8L, 11L, NA, 9L, 6L, 9L, 7L, 11L, 8L, 
##     8L, 7L, 9L, 11L, 6L, 9L, 5L, 8L, 4L, 7L, 9L, 7L, 4L, 8L, 
##     9L, 8L, 8L, 9L, 8L, 10L, 9L, 8L, 6L, 6L, 10L, 6L, 9L, 8L, 
##     9L, 8L, 10L, 6L, 8L, 11L, 4L, 6L, 10L, 7L, 9L, 3L, 9L, 11L, 
##     6L, 6L, 9L, 8L, 9L, 10L, 9L, 9L, 10L, 9L, 5L, 9L, 8L, 8L, 
##     9L, 4L, 11L, 7L, 7L, 10L, 11L, 8L, 7L, 9L, 5L, NA, NA, 9L, 
##     NA, NA, 8L, NA, NA, NA, 6L, 6L, 4L, 7L, 6L, 7L, 7L, 6L, 6L, 
##     6L, 5L, 5L, 5L, 7L, 5L, 8L, 6L, 4L, 8L, 7L, 7L, 7L, 5L, 7L, 
##     4L, 7L, 7L, 8L, 8L, 5L, 7L, 5L, 5L, 5L, 6L, 8L, 5L, 9L, 8L, 
##     8L, 6L, 9L, 5L, 4L, 8L, 9L, 9L, 11L, 9L, 6L, 8L, 7L, 8L, 
##     10L, 10L, 6L, 11L, 6L, 11L, 4L, 3L, 10L, 9L, 8L, 7L, 11L, 
##     11L, 6L, 8L, 6L, 11L, 9L, 8L, 8L, 6L, 8L, 8L, 8L, 5L, 10L, 
##     8L, 5L, 6L, 11L, 6L, 6L, 9L, 5L, 8L, 8L, 5L, 7L, 7L, 11L, 
##     9L, 9L, 9L, 7L, 9L, 9L, 8L, 7L, 8L, 8L, 7L, 7L, 9L, 4L, 5L, 
##     7L, 9L, 7L, 4L, 7L, 10L, 7L, 8L, 6L, 9L, 7L, 8L, 8L, 8L, 
##     7L, 6L, 9L, 8L, 10L, 8L, 9L, 5L, 9L, 8L, 9L, 9L, 5L, 8L, 
##     3L, 8L, 7L, 5L, 7L, 8L, 6L, 7L, 8L, 9L, 7L, 5L, 6L, 10L, 
##     10L, 9L, 6L, 8L, 4L, 9L, 7L, 10L, 6L, 8L, 6L, 8L, 7L, 10L, 
##     10L, 7L, 7L, 5L, 9L, 7L, 6L, 8L, 8L, 10L, 6L, 7L, 7L, 9L, 
##     5L, 8L, 9L, 6L, 6L, 8L, 9L, 7L, 9L, 9L, 10L, 8L, 10L, 10L, 
##     10L, 6L, 8L, 11L, NA, NA, NA, NA, NA, NA, 2L, NA, NA, 7L, 
##     10L, NA, NA, NA, 8L, 6L, NA, NA, NA, NA, NA, NA, NA, NA, 
##     7L, NA, 6L, NA, NA, NA, NA, NA, 11L, NA, NA, 11L, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, 8L, NA, NA, NA, NA), 
##     RES.3 = c(11L, 11L, 8L, 5L, 11L, 8L, 4L, 3L, 8L, 8L, 9L, 
##     6L, 5L, 6L, 4L, 4L, 9L, 5L, 5L, 6L, 8L, 11L, 7L, 3L, 5L, 
##     6L, 6L, 8L, 8L, 8L, 4L, 8L, 8L, 4L, 6L, 8L, 8L, 11L, 8L, 
##     11L, 9L, 9L, 7L, 7L, 8L, 11L, 9L, 9L, 8L, 11L, 6L, 8L, 9L, 
##     8L, 7L, 9L, 9L, 9L, 8L, 9L, 11L, 11L, 6L, 6L, 4L, 4L, 6L, 
##     1L, 6L, 11L, 11L, 11L, 4L, 6L, 8L, 8L, 8L, 6L, 11L, 6L, 9L, 
##     5L, 6L, 10L, 6L, 8L, 9L, 9L, 7L, 6L, 11L, 5L, 9L, 5L, 3L, 
##     11L, 5L, 6L, 11L, 6L, 9L, 6L, 3L, 10L, 11L, 6L, 6L, 6L, 2L, 
##     6L, 7L, 9L, 8L, 4L, 6L, 1L, 5L, 3L, 3L, 7L, 6L, 7L, 9L, 10L, 
##     6L, 4L, 1L, 1L, 8L, 9L, 7L, 9L, 7L, 8L, 7L, 11L, 9L, 6L, 
##     3L, 10L, 4L, 10L, 7L, 9L, NA, 11L, 10L, 3L, 6L, NA, NA, NA, 
##     7L, 10L, 5L, NA, NA, 9L, 8L, 11L, 9L, 8L, 10L, 9L, 9L, 6L, 
##     4L, 11L, 8L, 8L, NA, 8L, NA, 11L, 6L, 3L, 8L, 8L, 8L, 11L, 
##     10L, 5L, 10L, 11L, 4L, 7L, 6L, 6L, 11L, 9L, 9L, 6L, 6L, 5L, 
##     7L, 5L, 10L, 8L, 6L, 9L, 6L, 5L, 9L, 8L, 3L, NA, NA, NA, 
##     NA, 7L, 9L, NA, NA, NA, NA, 8L, 10L, 8L, 5L, 8L, NA, NA, 
##     NA, 9L, 9L, 10L, 5L, 8L, 6L, 8L, 5L, 7L, 6L, 11L, 9L, 9L, 
##     7L, NA, NA, NA, 4L, 8L, 7L, NA, 1L, 9L, 9L, 10L, NA, NA, 
##     NA, NA, NA, 5L, 6L, NA, NA, NA, NA, 9L, NA, 5L, NA, 4L, NA, 
##     NA, 5L, NA, 4L, 7L, 11L, 3L, 5L, 5L, NA, 11L, 10L, 4L, NA, 
##     NA, 11L, 2L, NA, NA, 9L, 9L, 10L, 8L, 7L, NA, 5L, 7L, 8L, 
##     NA, 7L, 11L, NA, NA, NA, NA, NA, NA, 7L, NA, NA, 3L, NA, 
##     NA, 9L, 5L, NA, NA, 10L, NA, NA, NA, NA, 8L, 5L, NA, 7L, 
##     NA, NA, 7L, NA, 6L, 11L, NA, 8L, NA, NA, NA, 2L, 5L, NA, 
##     NA, 5L, NA, 6L, NA, 6L, NA, NA, 7L, NA, 3L, 6L, NA, 6L, NA, 
##     NA, NA, 6L, NA, NA, NA, NA, NA, 4L, 11L, 6L, NA, 7L, 8L, 
##     5L, NA, 7L, NA, 7L, 11L, NA, 5L, NA, NA, NA, 8L, NA, 6L, 
##     5L, NA, 11L, 10L, NA, NA, 9L, 5L, 8L, 9L, 5L, 9L, 7L, 5L, 
##     NA, NA, NA, NA, 5L, NA, NA, 7L, 4L, NA, NA, 6L, 6L, 11L, 
##     7L, NA, NA, NA, 9L, NA, 5L, NA, NA, 6L, NA, 7L, NA, NA, 11L, 
##     10L, 11L, 7L, 5L, NA, 6L, NA, 6L, 3L, 7L, NA, 7L, 6L, 4L, 
##     5L, NA, NA, NA, NA, 8L, 4L, NA, NA, NA, 6L, 7L, NA, 10L, 
##     NA, 6L, 6L, NA, 10L, NA, 6L, 7L, NA, 6L, 9L, NA, NA, 8L, 
##     NA, 11L, 3L, NA, NA, 7L, 8L, 7L, NA, 5L, 10L, 4L, NA, 4L, 
##     NA, NA, NA, 4L, NA, NA, 4L, NA, 4L, 3L, NA, NA, NA, 5L, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 5L, NA, 
##     NA, NA, 4L, 11L, NA, NA, NA, 7L, 7L, NA, NA, 8L, 6L, 7L, 
##     9L, 11L, 3L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 2L, NA, 9L, 4L, 11L, 8L, 9L, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, 6L, NA, NA, NA, NA, NA, NA, 9L, NA, 10L, 
##     NA, 7L, 6L, 6L, 8L, 6L, 8L, 11L, NA, NA, NA, NA, NA, 7L, 
##     7L, 7L, NA, NA, NA, NA, NA, NA, 5L, NA, NA, 6L, NA, NA, NA, 
##     NA, 9L, NA, NA, 9L, NA, 2L, NA, NA, NA, NA, NA, 8L, NA, 10L, 
##     8L, NA, NA, 1L, 2L, NA, NA, 2L, 8L, 9L, NA, NA, 7L, NA, 7L, 
##     NA, 11L, 8L, 9L, 5L, 11L, 6L, 7L, 7L, 7L, 4L, 11L, 9L, 8L, 
##     7L, 9L, 3L, 7L, 10L, 8L, 7L, 11L, 10L, 7L, 4L, 6L, 6L, 3L, 
##     8L, 10L, 6L, 11L, 9L, 3L, 6L, 5L, 6L, 10L, 9L, 4L, 10L, 8L, 
##     4L, 3L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 10L, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     3L, 4L, 11L, 6L, 10L, 7L, 6L, 3L, 6L, 6L, 7L, 6L, 9L, 6L, 
##     7L, 5L, 8L, 9L, 7L, 9L, 6L, 8L, 7L, 6L, 8L, 11L, 2L, 10L, 
##     7L, 7L, 9L, 8L, 6L, 7L, 5L, 11L, 9L, 9L, 6L, 9L, 6L, 8L, 
##     7L, 8L, 5L, 11L, 8L, 9L, 9L, 8L, 11L, NA, 10L, 3L, 8L, 3L, 
##     10L, 8L, 11L, 11L, 6L, 11L, 9L, 8L, 11L, 8L, 8L, 6L, NA, 
##     7L, 11L, 8L, 6L, 8L, 7L, 8L, NA, 3L, 9L, 8L, 8L, 9L, 8L, 
##     11L, 5L, 7L, 8L, 7L, 9L, 8L, 3L, 11L, 9L, 9L, 6L, 7L, 11L, 
##     9L, 9L, 6L, 4L, 4L, 8L, 8L, 10L, 6L, 9L, 11L, 11L, 4L, 3L, 
##     8L, NA, 9L, 9L, 6L, 6L, 10L, 4L, 7L, 11L, 9L, 11L, 6L, 5L, 
##     10L, 10L, 8L, 11L, 7L, 4L, 9L, 2L, 10L, 10L, 7L, 9L, 6L, 
##     10L, 11L, 8L, 6L, 8L, 7L, 8L, NA, 5L, 10L, 6L, NA, 9L, 8L, 
##     9L, 2L, 5L, 8L, 9L, 7L, 5L, 10L, 10L, 5L, 11L, 8L, 6L, 10L, 
##     9L, 5L, 6L, 9L, 9L, NA, NA, NA, NA, 6L, 5L, 11L, 5L, 6L, 
##     7L, 8L, 6L, 1L, 11L, 6L, 7L, 9L, 5L, 11L, 9L, 5L, 5L, 7L, 
##     8L, 6L, 7L, 5L, NA, NA, 8L, 8L, 1L, 8L, 8L, 9L, 8L, 4L, 5L, 
##     7L, 7L, 3L, 9L, 9L, 6L, 9L, 8L, 11L, NA, 9L, 6L, 9L, 7L, 
##     11L, 4L, 8L, 8L, 6L, 11L, 9L, 7L, 8L, 8L, 6L, 9L, 6L, 7L, 
##     2L, 8L, 10L, 8L, 8L, 9L, 10L, 10L, 9L, 9L, 6L, 6L, 10L, 4L, 
##     9L, 8L, 10L, 8L, 11L, 6L, 8L, 11L, 5L, 8L, 11L, 4L, 9L, 5L, 
##     10L, 11L, 6L, 6L, 10L, 8L, 7L, 10L, 8L, 9L, 9L, 11L, 7L, 
##     8L, 8L, 8L, 10L, 4L, 9L, 2L, 7L, 10L, 11L, 8L, 9L, 10L, 7L, 
##     NA, NA, 9L, NA, NA, 8L, NA, NA, NA, 6L, 7L, 6L, 6L, 7L, 6L, 
##     7L, 4L, 8L, 6L, 5L, 6L, 7L, 7L, 4L, 7L, 6L, 3L, 8L, 8L, 6L, 
##     6L, 5L, 7L, 6L, 6L, 6L, 7L, 8L, 5L, 8L, 4L, 5L, 5L, 6L, 8L, 
##     5L, 7L, 7L, 8L, 6L, 9L, 7L, 5L, 9L, 6L, 9L, 11L, 9L, 6L, 
##     7L, 8L, 8L, 9L, 9L, 5L, 11L, 8L, 11L, 3L, 3L, 10L, 10L, 8L, 
##     8L, 11L, 11L, 11L, 8L, 6L, 11L, 9L, 8L, 8L, 8L, 7L, 8L, 8L, 
##     6L, 11L, 7L, 8L, 6L, 6L, 6L, 6L, 10L, 10L, 9L, 7L, 11L, 7L, 
##     8L, 9L, 9L, 10L, 10L, 8L, 9L, 7L, 7L, 9L, 8L, 8L, 4L, 8L, 
##     9L, 5L, 6L, 6L, 9L, 9L, 3L, 6L, 10L, 7L, 8L, 6L, 10L, 8L, 
##     9L, 6L, 7L, 7L, 6L, 9L, 8L, 10L, 8L, 9L, 5L, 9L, 9L, 8L, 
##     9L, 6L, 8L, 4L, 6L, 6L, 6L, 7L, 9L, 9L, 6L, 8L, 8L, 5L, 5L, 
##     7L, 10L, 9L, 1L, 11L, 9L, 5L, 9L, 9L, 10L, 4L, 8L, 7L, 7L, 
##     8L, 9L, 10L, 9L, 7L, 6L, 9L, 8L, 6L, 8L, 8L, 10L, 8L, 7L, 
##     7L, 11L, 4L, 8L, 10L, 5L, 7L, 8L, 9L, 7L, 9L, 8L, 10L, 7L, 
##     11L, 7L, 10L, 6L, 6L, 11L, NA, NA, NA, NA, NA, NA, 2L, NA, 
##     NA, 7L, 10L, NA, NA, NA, 5L, 6L, NA, NA, NA, NA, NA, NA, 
##     NA, NA, 8L, NA, 6L, NA, NA, NA, NA, NA, 11L, NA, NA, 10L, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 8L, NA, NA, NA, 
##     NA), SDQI_1 = c(1L, 1L, 6L, 5L, 8L, 4L, 5L, 2L, 7L, 7L, 7L, 
##     5L, 4L, 3L, 5L, 5L, 4L, 3L, 5L, 4L, 2L, 8L, 7L, 4L, 5L, 5L, 
##     8L, 4L, 5L, NA, 4L, 8L, 7L, 5L, 7L, 7L, 4L, 8L, 6L, 4L, 5L, 
##     7L, 7L, 5L, 7L, 4L, 6L, 5L, 6L, 7L, 5L, 6L, 4L, 5L, 6L, 5L, 
##     8L, 6L, 4L, 5L, 4L, 5L, 4L, 4L, 8L, 4L, 1L, 8L, 6L, 5L, 3L, 
##     4L, 7L, 3L, 6L, 5L, 8L, 5L, 3L, 4L, 7L, 4L, 8L, 3L, 5L, 7L, 
##     6L, 6L, 6L, 8L, 7L, 3L, 6L, 5L, 5L, 8L, 7L, 5L, 8L, 5L, 5L, 
##     5L, 2L, 6L, 7L, 5L, 5L, 5L, 4L, 7L, 6L, 5L, 4L, 3L, 5L, 1L, 
##     8L, 8L, 3L, 7L, 5L, 5L, 7L, 8L, 5L, NA, 1L, 1L, 6L, 5L, 5L, 
##     6L, 4L, 7L, 4L, 5L, 7L, 5L, 6L, 8L, 3L, 7L, 5L, 7L, NA, 8L, 
##     7L, 5L, 5L, NA, NA, NA, 7L, 7L, 4L, NA, NA, 4L, 6L, 5L, 7L, 
##     4L, 7L, 5L, 4L, 4L, 5L, 7L, 7L, 7L, NA, 5L, NA, 8L, 5L, 4L, 
##     6L, 4L, 1L, 5L, 6L, 5L, 8L, 6L, 2L, 5L, 7L, 5L, 3L, 7L, 6L, 
##     6L, 5L, 5L, 5L, 5L, 6L, 6L, 7L, 5L, 5L, 4L, 7L, 6L, 5L, NA, 
##     NA, NA, NA, 7L, 5L, NA, NA, NA, NA, 5L, NA, NA, 4L, 7L, NA, 
##     NA, NA, 5L, 6L, 8L, 5L, 8L, 7L, 6L, 8L, 7L, 7L, 7L, 8L, 8L, 
##     5L, NA, NA, NA, 6L, 8L, 3L, NA, 3L, 6L, 7L, 4L, 7L, 8L, NA, 
##     6L, 3L, 5L, 4L, NA, NA, 4L, 7L, 6L, 3L, 7L, 7L, 1L, 8L, 6L, 
##     4L, 4L, 3L, 7L, 6L, 4L, 6L, 7L, 6L, 8L, 8L, 5L, 5L, NA, 8L, 
##     3L, 5L, 7L, 6L, 1L, 4L, 8L, 8L, 7L, 4L, 6L, 5L, 5L, 7L, 6L, 
##     6L, NA, 7L, 4L, 4L, 4L, 5L, 6L, 7L, 1L, 8L, 4L, 4L, 3L, NA, 
##     NA, 6L, 4L, 5L, 8L, 5L, 5L, 5L, 1L, 7L, 6L, 4L, 5L, 6L, 5L, 
##     5L, 6L, 6L, 2L, 5L, 4L, 5L, 5L, 4L, 6L, 4L, 6L, 7L, 7L, 6L, 
##     5L, 8L, 5L, 1L, 5L, 4L, NA, 7L, 7L, 5L, 8L, 7L, NA, 6L, 7L, 
##     8L, 8L, 2L, 8L, 5L, NA, 5L, 8L, 6L, 7L, 6L, NA, 4L, 8L, NA, 
##     5L, 6L, 7L, NA, 5L, 8L, 2L, 7L, 2L, 6L, 8L, 7L, 6L, 5L, 4L, 
##     6L, 5L, 7L, 6L, 3L, 3L, 8L, 8L, 5L, 7L, 6L, 4L, NA, 6L, 5L, 
##     6L, NA, 2L, 4L, 8L, 5L, 8L, 5L, 6L, 5L, 5L, 4L, 5L, 4L, 4L, 
##     7L, 6L, 6L, NA, 7L, 6L, 7L, 6L, 4L, 4L, 3L, 8L, 5L, 1L, 4L, 
##     NA, 4L, 4L, 8L, 3L, 6L, 4L, NA, NA, 6L, 7L, 6L, 3L, 8L, 7L, 
##     5L, 4L, 7L, 3L, 3L, 4L, 5L, 5L, NA, 5L, 6L, 5L, 2L, 6L, 5L, 
##     7L, 4L, 6L, 4L, 8L, 8L, 1L, 8L, 6L, 2L, 8L, 8L, 6L, 7L, 4L, 
##     6L, 8L, 6L, 7L, 5L, 7L, 8L, 7L, 8L, 6L, 5L, NA, NA, 5L, 4L, 
##     NA, NA, 7L, 8L, NA, 5L, 6L, 8L, 5L, 5L, 7L, 6L, 8L, 7L, 8L, 
##     7L, 8L, 6L, 8L, 8L, 8L, 6L, 7L, 7L, 6L, 7L, 5L, 8L, 8L, 8L, 
##     6L, 7L, 8L, 7L, 7L, 6L, 5L, 6L, 5L, 2L, 6L, 6L, 5L, 8L, 6L, 
##     4L, 4L, 5L, 3L, 5L, 6L, 5L, 5L, 7L, 5L, 7L, 3L, 7L, 8L, 5L, 
##     8L, 5L, 5L, 4L, 8L, 6L, 8L, 5L, 8L, 5L, 8L, 2L, 4L, 5L, 8L, 
##     4L, 5L, 4L, 7L, 6L, 2L, NA, 3L, 5L, 7L, 2L, 7L, 5L, 7L, 1L, 
##     8L, 5L, 7L, NA, 6L, NA, NA, 3L, 5L, NA, 6L, 5L, 5L, 1L, 8L, 
##     5L, NA, 3L, 4L, 7L, 8L, 6L, 5L, 6L, NA, 6L, 6L, 6L, 8L, 6L, 
##     4L, 4L, 5L, 8L, 6L, 6L, 4L, 8L, 7L, 6L, 7L, 3L, 6L, 6L, 3L, 
##     7L, 8L, 5L, 4L, 5L, 6L, 4L, 7L, 6L, 5L, 8L, 8L, 7L, 4L, 6L, 
##     6L, 3L, 8L, 8L, 4L, 6L, 4L, 3L, 8L, 6L, 7L, 7L, 8L, 7L, 5L, 
##     6L, 6L, 3L, 7L, 7L, 5L, 7L, 6L, 4L, 5L, NA, NA, NA, 8L, NA, 
##     NA, NA, NA, 4L, NA, NA, 8L, 3L, NA, NA, 7L, NA, 4L, NA, 8L, 
##     NA, NA, NA, NA, NA, 8L, 6L, NA, NA, NA, NA, 8L, 8L, NA, NA, 
##     NA, NA, NA, NA, NA, NA, 7L, NA, 6L, 6L, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, 8L, NA, 6L, NA, 3L, NA, NA, NA, NA, NA, NA, 
##     7L, NA, NA, 5L, 5L, NA, NA, 4L, 7L, 5L, 4L, NA, 7L, 5L, 4L, 
##     6L, 5L, 8L, 5L, 6L, 5L, 5L, 8L, 7L, 8L, 8L, 7L, 5L, 6L, 6L, 
##     5L, 4L, 8L, 4L, 8L, 8L, 6L, 7L, 5L, 3L, 7L, 4L, 5L, 4L, 7L, 
##     6L, 7L, 6L, 5L, 8L, 4L, 1L, 4L, 4L, 6L, 7L, 4L, 8L, NA, 7L, 
##     8L, 5L, 5L, 8L, 6L, 7L, 8L, 7L, 1L, 8L, 6L, 5L, 7L, 4L, 4L, 
##     NA, 5L, 7L, 7L, 4L, 8L, 5L, 6L, NA, 5L, 4L, 3L, 5L, 5L, 7L, 
##     8L, 3L, 4L, 5L, 6L, 6L, 7L, 3L, 7L, 5L, 6L, 5L, 7L, 7L, 6L, 
##     7L, 4L, 6L, 3L, 5L, 6L, 7L, 3L, 6L, 7L, 7L, 5L, 4L, 7L, NA, 
##     6L, 5L, 4L, 4L, 7L, 5L, 6L, 8L, 8L, 7L, 7L, 6L, 6L, 8L, 7L, 
##     8L, 4L, 5L, 6L, 7L, 7L, 7L, 8L, 7L, 6L, 7L, 5L, NA, 6L, 8L, 
##     2L, 6L, NA, 6L, 8L, 6L, NA, 6L, 7L, 7L, 1L, 2L, 6L, 8L, 7L, 
##     7L, 6L, 6L, 4L, 6L, 6L, 4L, 8L, 6L, 7L, 6L, 8L, 6L, NA, NA, 
##     NA, NA, 5L, 4L, 8L, 7L, 5L, 6L, 8L, 5L, 8L, 7L, 5L, 6L, 5L, 
##     5L, 5L, 7L, 3L, 5L, 6L, 7L, 5L, 4L, 8L, NA, NA, 5L, 8L, 3L, 
##     7L, 7L, 5L, 8L, 7L, 6L, 7L, 7L, 4L, 7L, 7L, 5L, 5L, 6L, 8L, 
##     NA, 7L, 8L, 5L, 7L, 8L, 5L, 7L, 7L, 5L, 7L, 7L, 5L, 8L, 6L, 
##     8L, 5L, 5L, 5L, 4L, 7L, 5L, 2L, 7L, 5L, 7L, 7L, 4L, 6L, 7L, 
##     4L, 7L, 8L, 6L, 6L, 6L, 6L, 6L, 5L, 5L, 1L, 4L, 3L, 7L, 6L, 
##     5L, 6L, 8L, 4L, 6L, 7L, 7L, 7L, 6L, 7L, 7L, 5L, 6L, 7L, 8L, 
##     7L, 4L, 5L, 5L, 4L, 6L, 3L, 5L, 5L, 7L, 6L, 6L, 7L, 5L, NA, 
##     NA, NA, NA, NA, 7L, NA, NA, NA, 6L, 5L, 6L, 7L, 5L, 5L, 6L, 
##     5L, 6L, 6L, 5L, 7L, 4L, 6L, 5L, 8L, 5L, 4L, 6L, 6L, 5L, 6L, 
##     5L, 6L, 4L, 7L, 8L, 6L, 8L, 6L, 7L, 5L, 6L, 5L, 6L, 8L, 5L, 
##     8L, 6L, 5L, 3L, 7L, 7L, 4L, 4L, 6L, 7L, 5L, 7L, 6L, 8L, 5L, 
##     4L, 6L, 7L, 1L, 4L, 4L, 8L, 8L, 5L, 8L, 7L, 6L, 5L, 7L, 8L, 
##     1L, 6L, 7L, 5L, 8L, 7L, 4L, 4L, 5L, 8L, 7L, 4L, 7L, 5L, 6L, 
##     4L, 1L, 6L, 6L, 5L, 7L, 5L, 6L, 7L, 6L, 6L, 5L, 6L, 5L, 1L, 
##     6L, 7L, 5L, 5L, 6L, 4L, 6L, 7L, 4L, 5L, 5L, 4L, 7L, 6L, 6L, 
##     5L, 2L, 5L, 6L, 5L, 6L, 6L, 8L, 4L, 7L, 7L, 6L, 7L, 4L, 6L, 
##     7L, 5L, 5L, 7L, 6L, 5L, 7L, 6L, 8L, 6L, 4L, 6L, 5L, 4L, 6L, 
##     5L, 7L, 5L, 5L, 5L, 6L, 1L, 5L, 7L, 6L, 8L, 5L, 7L, 6L, 5L, 
##     6L, 6L, 5L, 6L, 5L, 7L, 5L, 8L, 4L, 5L, 5L, 4L, 1L, 6L, 4L, 
##     3L, 7L, 6L, 7L, 7L, 4L, 7L, 5L, 7L, 3L, 3L, 5L, 5L, 5L, 5L, 
##     6L, 5L, 6L, 5L, 4L, 7L, 6L, 6L, 3L, 8L, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, 5L, 6L, NA, NA, NA, 6L, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, 4L, NA, 5L, NA, NA, NA, NA, NA, NA, NA, NA, 
##     5L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA), SDQI_2 = c(2L, 2L, 7L, 4L, 8L, 4L, 5L, 3L, 1L, 7L, 
##     3L, 5L, 4L, 3L, 2L, 6L, 1L, 5L, 5L, 5L, 4L, 8L, 2L, 1L, 1L, 
##     4L, 1L, NA, 2L, NA, NA, 1L, 1L, 4L, 7L, 1L, 1L, 1L, 2L, 1L, 
##     3L, 2L, 1L, 4L, 1L, 4L, 8L, 3L, 1L, 6L, 5L, 2L, 4L, 6L, 2L, 
##     3L, 1L, 2L, 1L, 3L, 3L, 3L, 1L, 5L, 1L, 5L, 2L, 3L, 1L, 7L, 
##     2L, 4L, 3L, 4L, 2L, 5L, 1L, 6L, 4L, 4L, 1L, 4L, 3L, 1L, 4L, 
##     1L, 2L, 1L, 2L, 1L, 1L, 4L, 2L, 3L, 3L, 8L, 1L, NA, 8L, 4L, 
##     1L, 3L, 2L, 1L, 1L, 3L, 4L, 4L, 5L, 3L, 2L, 3L, 2L, 5L, 3L, 
##     1L, NA, NA, 5L, 1L, 2L, 3L, 1L, 1L, 1L, NA, 8L, 8L, 3L, 3L, 
##     1L, 1L, 3L, 3L, 5L, 1L, 1L, 3L, 2L, 1L, 3L, 1L, 3L, 1L, NA, 
##     1L, 2L, 4L, 3L, NA, NA, NA, 2L, 1L, 2L, NA, NA, 2L, NA, 3L, 
##     1L, 1L, 3L, 1L, 2L, 3L, 1L, 1L, 1L, 1L, NA, 1L, NA, 1L, 2L, 
##     1L, 6L, 1L, 2L, 1L, 5L, 6L, 7L, 1L, 7L, 3L, 4L, 3L, 4L, 1L, 
##     2L, 3L, 1L, 2L, 7L, 5L, 6L, 1L, 1L, 1L, 3L, 5L, 2L, 2L, 2L, 
##     NA, NA, NA, NA, 1L, 1L, NA, NA, NA, NA, 5L, NA, NA, 5L, 1L, 
##     NA, NA, NA, 4L, 1L, 1L, 4L, 2L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, NA, NA, NA, 1L, 1L, 2L, NA, 8L, 2L, 3L, 3L, 1L, 1L, 
##     NA, 3L, 6L, 3L, 4L, NA, NA, 4L, 1L, 3L, 3L, 1L, 1L, 6L, 2L, 
##     6L, 1L, 3L, 1L, 3L, 4L, 5L, 3L, 2L, 2L, 1L, 1L, 4L, 2L, NA, 
##     1L, 3L, 4L, 1L, 5L, 1L, 4L, 1L, 1L, 2L, 3L, 2L, 1L, 3L, 4L, 
##     1L, 1L, NA, 6L, 4L, 5L, 7L, 1L, 4L, 1L, 5L, 1L, 1L, 1L, 2L, 
##     NA, NA, 1L, 7L, 5L, 1L, 6L, 2L, 5L, 3L, 3L, 3L, 1L, 3L, 6L, 
##     1L, 1L, 3L, 3L, 7L, 2L, 4L, 4L, 1L, 4L, 2L, 5L, 6L, 1L, 1L, 
##     1L, 4L, 3L, 4L, 4L, 4L, 3L, NA, 1L, 7L, 5L, 8L, 3L, NA, 1L, 
##     7L, 1L, 8L, 8L, 1L, 1L, NA, 3L, 1L, 1L, 2L, 1L, NA, 5L, 1L, 
##     NA, 4L, 3L, 7L, NA, 1L, 1L, 4L, 6L, 2L, 1L, 1L, 1L, 2L, 1L, 
##     4L, 1L, 4L, 2L, 1L, 1L, 5L, 3L, 1L, 5L, 2L, 1L, 3L, NA, 2L, 
##     1L, 2L, NA, 1L, 4L, 1L, 4L, 1L, 2L, 5L, 1L, 3L, 4L, 1L, 1L, 
##     4L, 1L, 2L, 5L, NA, 7L, 2L, 1L, 1L, 1L, 4L, 3L, 1L, 3L, 5L, 
##     1L, NA, 1L, 5L, 3L, 3L, 3L, 2L, NA, NA, 2L, 2L, 3L, 4L, 1L, 
##     1L, 1L, 7L, 2L, 1L, 1L, 4L, 2L, 1L, NA, 1L, 1L, 2L, 4L, 2L, 
##     4L, 1L, 1L, 1L, 3L, 1L, 1L, 7L, 3L, 5L, 1L, 1L, 1L, 1L, 3L, 
##     6L, 1L, 4L, 3L, 1L, 6L, 1L, 1L, 1L, 1L, 5L, 3L, NA, NA, 3L, 
##     6L, NA, NA, 3L, 1L, NA, 3L, 6L, 3L, 1L, 1L, 3L, 7L, 3L, 3L, 
##     1L, 5L, 8L, 3L, 1L, 1L, 5L, 6L, 1L, 3L, 1L, 7L, 4L, 1L, 3L, 
##     1L, 3L, 1L, 1L, 8L, 8L, 3L, 3L, 3L, 5L, 1L, 6L, 6L, 6L, 1L, 
##     1L, 6L, 4L, 4L, 2L, 5L, 2L, 1L, 3L, 2L, 3L, 6L, 1L, 1L, 1L, 
##     3L, 4L, 3L, 3L, 2L, 8L, 7L, 1L, 1L, 8L, 1L, 1L, 5L, 4L, 1L, 
##     8L, 1L, 1L, 4L, 3L, 1L, 2L, NA, 4L, 3L, 1L, 7L, 2L, 1L, 3L, 
##     1L, 1L, 6L, 1L, NA, 1L, NA, NA, 4L, 5L, NA, 6L, 5L, 1L, 6L, 
##     8L, 1L, NA, 5L, 5L, 1L, 4L, 1L, 5L, 1L, NA, 3L, 4L, 1L, 1L, 
##     7L, 5L, 1L, 1L, 3L, 2L, 1L, 2L, 4L, 3L, 1L, 3L, 5L, 3L, 3L, 
##     3L, 1L, 1L, 1L, 4L, 2L, 1L, 4L, 1L, 1L, 5L, 1L, 2L, 3L, 4L, 
##     1L, 6L, 4L, 1L, 1L, 3L, 1L, 6L, 3L, 2L, 1L, 2L, 1L, 8L, 7L, 
##     1L, 3L, 1L, 6L, 2L, 1L, 4L, 1L, 1L, 3L, 4L, NA, NA, NA, 1L, 
##     NA, NA, NA, NA, 2L, NA, NA, 1L, 3L, NA, NA, 7L, NA, 1L, NA, 
##     1L, NA, NA, NA, NA, NA, 1L, 1L, NA, NA, NA, NA, 1L, 3L, NA, 
##     NA, NA, NA, NA, NA, NA, NA, 1L, NA, 4L, 2L, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, 7L, NA, 1L, NA, 2L, NA, NA, NA, NA, NA, 
##     NA, 1L, NA, NA, 1L, 1L, NA, NA, 3L, 1L, 1L, 3L, NA, 1L, 5L, 
##     4L, 1L, 2L, 1L, 3L, 1L, 1L, 5L, 8L, 1L, 1L, 1L, 1L, 6L, 3L, 
##     4L, 1L, 1L, 1L, 4L, 1L, 1L, 1L, 3L, 3L, 4L, 7L, 5L, 1L, 1L, 
##     1L, 4L, 1L, 2L, 3L, 2L, 1L, 5L, 4L, 3L, 2L, 1L, 4L, 1L, NA, 
##     1L, 1L, 3L, 3L, 1L, 1L, 1L, 1L, 7L, 8L, 1L, 3L, NA, 1L, 3L, 
##     6L, NA, 1L, 4L, 1L, 1L, 4L, 1L, 5L, NA, 5L, 4L, 3L, 5L, 1L, 
##     1L, 3L, 6L, 3L, 4L, 6L, 6L, 1L, 2L, 1L, 3L, 1L, 3L, 1L, 1L, 
##     1L, 3L, 4L, 3L, 6L, 4L, 2L, 1L, 4L, 1L, 1L, 1L, 3L, 1L, 1L, 
##     NA, 2L, 2L, 5L, NA, 7L, 1L, 3L, 1L, 1L, 8L, 3L, 6L, 2L, 1L, 
##     3L, 1L, 3L, 5L, 2L, 7L, 1L, 2L, 7L, NA, 2L, 2L, 1L, NA, 1L, 
##     1L, 2L, 1L, NA, 2L, 1L, 1L, NA, 3L, 1L, 1L, 2L, 3L, 1L, 4L, 
##     2L, 4L, 6L, 1L, 5L, 1L, 1L, 4L, 1L, 4L, 7L, 3L, 8L, 6L, NA, 
##     NA, NA, NA, 4L, 4L, 8L, 1L, 3L, 2L, 7L, 3L, 1L, 8L, 5L, 3L, 
##     1L, 5L, 4L, 1L, 3L, 1L, 2L, 1L, 4L, 4L, 7L, NA, NA, 5L, 3L, 
##     3L, 2L, 1L, 1L, 1L, 3L, 5L, 1L, 1L, 5L, 3L, 3L, 6L, 1L, 6L, 
##     7L, NA, 1L, 1L, 1L, 1L, 1L, 3L, 2L, 2L, 3L, 3L, 1L, 4L, 1L, 
##     2L, 1L, 1L, 3L, 2L, 5L, 1L, 1L, 3L, 5L, 2L, 2L, 2L, 3L, 1L, 
##     1L, 1L, 2L, 1L, 1L, 3L, 1L, 1L, 1L, 5L, 3L, 4L, 2L, 3L, 3L, 
##     3L, 3L, 5L, 2L, 2L, 2L, 6L, 1L, 1L, 1L, 4L, 1L, 3L, 1L, 1L, 
##     4L, 1L, 5L, 2L, 3L, 3L, 4L, 7L, 3L, 2L, 1L, 1L, 3L, 1L, 4L, 
##     NA, NA, NA, NA, NA, 1L, NA, NA, NA, 6L, 5L, 6L, 2L, 4L, 3L, 
##     4L, 6L, 3L, 2L, 5L, 7L, 5L, 6L, 4L, 1L, 4L, 3L, 3L, 2L, 4L, 
##     4L, 5L, 3L, 7L, 3L, 2L, 5L, 8L, 2L, 2L, 5L, 6L, 5L, 6L, 3L, 
##     3L, 1L, 1L, 3L, 4L, 3L, 7L, 5L, 1L, 4L, 1L, 1L, 1L, 2L, 2L, 
##     3L, 3L, 2L, 1L, 5L, 4L, 4L, 1L, 1L, 3L, 1L, 1L, 1L, 3L, 1L, 
##     1L, 8L, 3L, 7L, NA, 1L, 1L, 1L, 3L, 1L, 4L, 1L, 6L, 4L, 1L, 
##     5L, 1L, 7L, 2L, 3L, 1L, 1L, 6L, 1L, 7L, 3L, 2L, 3L, 2L, 2L, 
##     4L, 2L, 2L, 1L, NA, 2L, 1L, 2L, 2L, 1L, 3L, 7L, 1L, 2L, 2L, 
##     1L, NA, 5L, 1L, 1L, 3L, 4L, 2L, 1L, 5L, 1L, 1L, 3L, 2L, 1L, 
##     2L, 1L, 2L, 1L, 2L, 2L, 1L, 2L, 1L, 1L, 1L, 5L, 1L, 2L, 4L, 
##     2L, 2L, 1L, 5L, 3L, 6L, 3L, 5L, 1L, 1L, 2L, 6L, 3L, 2L, 1L, 
##     1L, 2L, 1L, 2L, 1L, 3L, 1L, 2L, 1L, 4L, 2L, 3L, 4L, 4L, 1L, 
##     3L, 2L, 1L, 3L, 2L, 1L, 3L, 3L, 2L, 2L, 3L, 1L, 2L, 2L, 3L, 
##     2L, 3L, 3L, 2L, 1L, 1L, 1L, 1L, 2L, 7L, 1L, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, 3L, 3L, NA, NA, NA, 1L, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, 2L, NA, 3L, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 5L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA), SDQI_3 = c(3L, 3L, 6L, 6L, 8L, 4L, 5L, 4L, 7L, 
##     7L, 7L, 5L, 5L, 4L, 7L, 3L, 8L, 3L, 5L, 5L, 6L, 8L, 7L, 6L, 
##     7L, 5L, 8L, 3L, 8L, NA, 5L, 8L, 7L, 4L, 7L, 5L, 6L, 6L, 6L, 
##     6L, 4L, 5L, 5L, 5L, 7L, 6L, 7L, 6L, 8L, 5L, 5L, 6L, 4L, 6L, 
##     4L, 6L, 8L, 6L, 6L, 6L, 4L, 6L, 5L, 4L, 5L, 4L, 3L, 1L, 6L, 
##     7L, 2L, 5L, 5L, 5L, 7L, 5L, 8L, 4L, 3L, 4L, 8L, 6L, 7L, 6L, 
##     5L, 8L, 6L, 6L, 6L, 8L, 8L, 5L, 7L, 5L, 6L, 8L, 6L, 4L, 8L, 
##     5L, 7L, 7L, 1L, 7L, 5L, 6L, 5L, 5L, 6L, 7L, 8L, 8L, 7L, 4L, 
##     6L, 1L, 2L, 3L, 3L, 8L, 8L, 5L, 7L, 8L, 7L, NA, 1L, 1L, 6L, 
##     6L, 5L, 7L, 5L, 6L, 7L, 5L, 7L, 5L, 4L, 7L, 4L, 8L, 6L, 5L, 
##     NA, 7L, 8L, 4L, 6L, NA, NA, NA, 8L, 8L, 4L, NA, NA, 2L, 2L, 
##     4L, 7L, 7L, 6L, 8L, 4L, 4L, 8L, 8L, 7L, 8L, NA, 6L, NA, 8L, 
##     4L, 6L, 6L, 6L, 2L, 5L, 5L, 4L, 8L, 8L, 6L, 5L, 5L, 5L, 8L, 
##     8L, 7L, 8L, 7L, 5L, 4L, 5L, 8L, 8L, 7L, 8L, 6L, 3L, 8L, 7L, 
##     1L, NA, NA, NA, NA, 6L, 6L, NA, NA, NA, NA, 4L, NA, NA, 6L, 
##     7L, NA, NA, NA, 6L, 7L, 8L, 5L, 6L, 6L, 7L, 8L, 8L, 6L, 8L, 
##     8L, 8L, 5L, NA, NA, NA, 5L, 7L, 2L, NA, 5L, 7L, 7L, 7L, 8L, 
##     8L, NA, 8L, 5L, 5L, 6L, NA, NA, 5L, 7L, 6L, 3L, 7L, 8L, 2L, 
##     8L, 6L, 4L, 7L, 3L, 7L, 7L, 2L, 8L, 6L, 7L, 8L, 8L, 5L, 7L, 
##     NA, 8L, 5L, 5L, 7L, 4L, 8L, 3L, 8L, 8L, 7L, 7L, 8L, 7L, 5L, 
##     3L, 2L, 8L, NA, 7L, 5L, 5L, 3L, 7L, 5L, 4L, 2L, 8L, 8L, 5L, 
##     6L, NA, NA, 7L, 3L, 6L, 8L, 6L, 7L, 2L, 8L, 6L, 6L, 4L, 6L, 
##     5L, 4L, 8L, 7L, 7L, 7L, 8L, 5L, 7L, 8L, 4L, 6L, 4L, 6L, 5L, 
##     7L, 7L, 4L, 8L, 5L, 3L, 4L, 5L, NA, 8L, 7L, 5L, 8L, 6L, NA, 
##     6L, 8L, 7L, 8L, 1L, 8L, 5L, NA, 7L, 4L, 6L, 7L, 6L, NA, 4L, 
##     8L, NA, 5L, 8L, 7L, NA, 6L, 7L, 5L, 3L, 7L, 7L, 7L, 7L, 8L, 
##     7L, 3L, 8L, 6L, 7L, 8L, 5L, 2L, 8L, 8L, 5L, 6L, 7L, 8L, NA, 
##     8L, 5L, 8L, NA, 7L, 5L, 8L, 4L, 8L, 5L, 6L, 8L, 5L, 3L, 7L, 
##     8L, 5L, 7L, 7L, 4L, NA, 2L, 6L, 8L, 7L, 7L, 5L, 7L, 8L, 6L, 
##     8L, 6L, NA, 5L, 4L, 8L, 3L, 6L, 7L, NA, NA, 6L, 8L, 5L, 6L, 
##     8L, 8L, 6L, 3L, 3L, 8L, 6L, 5L, 7L, 6L, NA, 6L, 6L, 6L, 2L, 
##     7L, 6L, 7L, 5L, 7L, 7L, 8L, 8L, 8L, 5L, 4L, 8L, 7L, 8L, 8L, 
##     4L, 8L, 8L, 8L, 7L, 7L, 5L, 8L, 8L, 4L, 7L, 3L, 6L, NA, NA, 
##     4L, 5L, NA, NA, 7L, 8L, NA, 8L, 7L, 8L, 8L, 4L, 5L, 7L, 8L, 
##     7L, 8L, 4L, 8L, 8L, 8L, 8L, 8L, 6L, 7L, 6L, 7L, 8L, 5L, 5L, 
##     8L, 8L, 7L, 8L, 8L, 8L, 7L, 6L, 5L, 7L, 7L, 5L, 6L, 6L, 8L, 
##     8L, 8L, 4L, 6L, 8L, 2L, 8L, 7L, 8L, 6L, 8L, 5L, 6L, 8L, 8L, 
##     6L, 6L, 8L, 6L, 6L, 8L, 8L, 7L, 8L, 8L, 8L, 8L, 3L, 1L, 5L, 
##     5L, 8L, 7L, 8L, 3L, 7L, 6L, 2L, NA, 4L, 5L, 8L, 6L, 6L, 5L, 
##     7L, 7L, 8L, 8L, 8L, NA, 8L, NA, NA, 2L, 5L, NA, 6L, 5L, 7L, 
##     8L, 8L, 7L, NA, 5L, 4L, 8L, 4L, 8L, 7L, 8L, NA, 7L, 6L, 6L, 
##     8L, 7L, 6L, 8L, 7L, 8L, 6L, 6L, 7L, 7L, 7L, 6L, 7L, 4L, 8L, 
##     8L, 3L, 6L, 8L, 6L, 4L, 8L, 4L, 5L, 8L, 8L, 5L, 8L, 8L, 8L, 
##     5L, 8L, 5L, 5L, 8L, 8L, 8L, 4L, 6L, 7L, 6L, 8L, 8L, 8L, 8L, 
##     8L, 8L, 4L, 8L, 5L, 7L, 8L, 4L, 7L, 8L, 7L, 6L, NA, NA, NA, 
##     8L, NA, NA, NA, NA, 5L, NA, NA, 8L, 5L, NA, NA, 7L, NA, 8L, 
##     NA, 8L, NA, NA, NA, NA, NA, 8L, 8L, NA, NA, NA, NA, 8L, 7L, 
##     NA, NA, NA, NA, NA, NA, NA, NA, 8L, NA, 7L, 6L, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, 6L, NA, 8L, NA, 5L, NA, NA, NA, NA, 
##     NA, NA, 8L, NA, NA, 3L, 6L, NA, NA, 5L, 8L, 6L, 4L, NA, 7L, 
##     5L, 4L, 7L, 4L, 8L, 5L, 6L, 5L, 5L, 8L, 8L, 7L, 8L, 8L, 3L, 
##     7L, 5L, 7L, 8L, 8L, 3L, 8L, 7L, 6L, 7L, 6L, 4L, 7L, 6L, 6L, 
##     6L, 6L, 4L, 8L, 6L, 8L, 7L, 7L, 8L, 8L, 7L, 6L, 7L, 4L, 8L, 
##     NA, 6L, 8L, 7L, 6L, 8L, 8L, 8L, 8L, 7L, NA, 8L, 4L, 8L, 8L, 
##     5L, 5L, NA, 7L, 7L, 8L, 6L, 8L, 6L, 8L, NA, 5L, 4L, 3L, 5L, 
##     8L, 6L, 7L, 5L, 5L, 7L, 6L, 6L, 8L, 5L, NA, 8L, 8L, 4L, 8L, 
##     6L, 8L, 6L, 4L, 8L, 4L, 6L, 7L, 8L, 7L, 5L, 7L, 8L, NA, 4L, 
##     7L, NA, 6L, 7L, 5L, 4L, 7L, 7L, 6L, 8L, 8L, 1L, 7L, 6L, NA, 
##     8L, 8L, 8L, 5L, 5L, 8L, 7L, 8L, 8L, 8L, 2L, 7L, 7L, 5L, NA, 
##     7L, 8L, 5L, 5L, NA, 7L, 8L, 7L, NA, 8L, 7L, 7L, 3L, 4L, 8L, 
##     8L, 7L, 4L, 6L, 6L, 4L, 8L, 8L, 6L, 8L, 6L, 7L, 7L, 8L, 6L, 
##     NA, NA, NA, NA, 5L, 4L, 8L, 7L, 4L, 7L, 7L, 6L, 8L, 4L, 4L, 
##     7L, 8L, 5L, 6L, 7L, 6L, 7L, 6L, 8L, 5L, 5L, 8L, NA, NA, 5L, 
##     8L, 3L, 6L, 8L, 7L, 8L, 6L, 4L, 8L, 6L, 3L, 6L, 8L, 4L, 8L, 
##     6L, 7L, NA, 8L, 8L, 7L, 8L, 8L, 5L, 8L, 6L, 7L, 6L, 6L, 7L, 
##     7L, 7L, 7L, 7L, 7L, 6L, 5L, 6L, 8L, 6L, 6L, 5L, 7L, 6L, 3L, 
##     7L, 7L, 5L, 7L, 6L, 6L, 6L, 8L, 6L, 6L, 4L, 8L, 5L, 8L, 6L, 
##     7L, 5L, 5L, 4L, 8L, 8L, 7L, 8L, 8L, 8L, 6L, 7L, 7L, 5L, 6L, 
##     8L, 7L, 7L, 5L, 7L, 5L, NA, 7L, 7L, 6L, 8L, 8L, 6L, 7L, 8L, 
##     6L, NA, NA, NA, NA, NA, 7L, NA, NA, NA, 6L, 4L, 5L, 4L, 4L, 
##     5L, 5L, 4L, 6L, 6L, 5L, 5L, 2L, 7L, 5L, 7L, 4L, 2L, 8L, 7L, 
##     5L, 4L, 5L, 7L, 6L, 7L, 6L, 5L, 8L, 6L, 7L, 5L, 5L, 5L, 3L, 
##     7L, 4L, 7L, 6L, 6L, 4L, 7L, 7L, 6L, 6L, 4L, 8L, 6L, 6L, 6L, 
##     7L, 8L, 7L, 6L, 7L, 8L, 8L, 4L, 8L, 8L, 6L, 8L, 6L, 8L, 7L, 
##     8L, 8L, NA, 4L, 7L, 8L, 8L, 8L, 7L, 5L, 7L, 8L, 8L, 5L, 7L, 
##     6L, 8L, 6L, 1L, 7L, 4L, 7L, 6L, 5L, 6L, 7L, 5L, 6L, 7L, 5L, 
##     8L, 7L, 5L, 7L, 6L, 6L, 6L, 7L, 7L, 7L, 7L, 7L, 3L, 8L, 7L, 
##     7L, 7L, 3L, 5L, 7L, 7L, 7L, 5L, 6L, 8L, 4L, 7L, 7L, 5L, 8L, 
##     6L, 7L, 7L, 5L, 5L, 8L, 7L, 7L, 8L, 6L, 6L, 8L, 2L, 8L, 5L, 
##     5L, 5L, 5L, 7L, 4L, 6L, 6L, 7L, 3L, 8L, 8L, 6L, 7L, 5L, 6L, 
##     7L, 6L, 5L, 8L, 5L, 5L, 5L, 8L, 7L, 7L, 5L, NA, 5L, 3L, 3L, 
##     6L, 5L, 7L, 7L, 4L, NA, 6L, 3L, 4L, 7L, 7L, 6L, 8L, 8L, 6L, 
##     6L, 7L, 7L, 7L, 6L, 7L, 8L, 7L, 8L, 7L, 8L, 1L, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, 4L, 7L, NA, NA, NA, 7L, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, 3L, NA, 5L, NA, NA, NA, NA, NA, NA, 
##     NA, NA, 2L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA), SDQI_4 = c(4L, 4L, 5L, 5L, 8L, 4L, 5L, 5L, 
##     8L, 7L, 8L, 5L, 4L, 5L, 7L, NA, 5L, 3L, 3L, 5L, 6L, 8L, 7L, 
##     6L, 7L, 4L, 8L, 6L, 6L, NA, 1L, 8L, 7L, 6L, 8L, 7L, 6L, 8L, 
##     7L, 6L, 5L, 5L, 6L, 5L, 6L, 4L, 7L, 7L, 7L, 7L, 5L, 7L, 4L, 
##     6L, 8L, 6L, 8L, 6L, 8L, 6L, 4L, 5L, 5L, 5L, 7L, 4L, 4L, 7L, 
##     6L, 7L, 3L, 5L, 7L, 4L, 5L, 5L, 8L, 5L, 4L, 4L, 7L, 4L, 8L, 
##     7L, 6L, 8L, 6L, 5L, 7L, 8L, 8L, 3L, 7L, 6L, 5L, 8L, 8L, 5L, 
##     8L, 4L, 6L, 7L, 2L, 7L, 6L, 4L, 5L, 5L, 7L, 7L, 8L, 8L, 6L, 
##     4L, 8L, 1L, NA, 7L, 3L, 8L, 6L, 6L, 8L, 8L, 5L, NA, 1L, 1L, 
##     7L, 6L, 5L, 6L, 5L, 5L, 6L, 6L, 8L, 7L, 6L, 7L, 6L, 7L, 5L, 
##     7L, NA, 8L, 7L, 4L, 7L, NA, NA, NA, 7L, 8L, 6L, NA, NA, 4L, 
##     7L, 4L, 7L, 7L, 7L, 3L, 6L, 4L, 8L, 8L, 8L, 7L, NA, 5L, NA, 
##     8L, 4L, 6L, 6L, 6L, 3L, 8L, 6L, 2L, 7L, 8L, 5L, 5L, 5L, 5L, 
##     8L, 7L, 7L, 6L, 7L, 5L, 4L, 5L, 5L, 8L, 6L, 7L, 5L, 4L, 8L, 
##     7L, 4L, NA, NA, NA, NA, 5L, 6L, NA, NA, NA, NA, 6L, NA, NA, 
##     4L, 7L, NA, NA, NA, 5L, 8L, 8L, 4L, 7L, 6L, 7L, 8L, 8L, 7L, 
##     8L, 8L, 8L, 7L, NA, NA, NA, 8L, 8L, 4L, NA, 3L, 6L, 7L, 7L, 
##     7L, 8L, NA, 3L, 4L, 5L, 5L, NA, NA, 4L, 7L, 6L, 3L, 7L, 4L, 
##     3L, 5L, 6L, 6L, 7L, 3L, 7L, 5L, 3L, 7L, 4L, 7L, 8L, 8L, 6L, 
##     8L, NA, 8L, 7L, 8L, 7L, 4L, 8L, 3L, 8L, 8L, 6L, 6L, 7L, 7L, 
##     5L, 5L, 7L, 6L, NA, 7L, 5L, 5L, 3L, 6L, 5L, 6L, 3L, 7L, 4L, 
##     4L, 3L, NA, NA, 7L, 2L, 5L, 6L, 5L, 7L, 3L, 6L, 7L, 7L, 5L, 
##     5L, 5L, 5L, 8L, 7L, 7L, 3L, 7L, 5L, 5L, 7L, 4L, 6L, 4L, 6L, 
##     8L, 6L, 6L, 3L, 8L, 5L, 1L, 6L, 6L, NA, 7L, 7L, 5L, 8L, 7L, 
##     NA, 7L, 1L, 6L, 8L, 1L, 8L, 6L, NA, 7L, 8L, 6L, 7L, 7L, NA, 
##     4L, 8L, NA, 5L, 7L, 1L, NA, 7L, 7L, 5L, 6L, 7L, 7L, 3L, 8L, 
##     7L, 5L, 5L, 8L, 6L, 8L, 8L, 4L, 3L, 8L, 8L, 5L, 7L, 5L, 6L, 
##     NA, 8L, 6L, 6L, NA, 7L, 5L, 8L, 5L, 8L, 5L, 5L, 7L, 5L, 4L, 
##     8L, 5L, 4L, 8L, 8L, 5L, NA, 6L, 6L, 7L, 8L, 5L, 6L, 6L, 8L, 
##     6L, 8L, 8L, NA, 7L, 4L, 7L, 2L, 7L, 4L, NA, NA, 7L, 8L, 5L, 
##     3L, 8L, 7L, 6L, 4L, 4L, 8L, 6L, 5L, 7L, 7L, NA, 6L, 7L, 5L, 
##     5L, 7L, 7L, 7L, 6L, 7L, 6L, 8L, 8L, 4L, 8L, 4L, 7L, 8L, 8L, 
##     7L, 4L, 8L, 5L, 7L, 7L, 7L, 5L, 7L, 8L, 5L, 7L, 4L, 7L, NA, 
##     NA, 6L, 4L, NA, NA, 7L, 8L, NA, 6L, 7L, 8L, 4L, 3L, 8L, 8L, 
##     8L, 8L, 8L, 2L, 8L, 8L, 7L, 8L, 8L, 6L, 5L, 6L, 7L, 5L, 4L, 
##     8L, 6L, 8L, 6L, 8L, 8L, 8L, 8L, 5L, 5L, 6L, 6L, 4L, 5L, 6L, 
##     8L, 8L, 4L, 3L, 5L, 5L, 3L, 5L, 7L, 7L, 5L, 8L, 5L, 7L, 8L, 
##     8L, 8L, 8L, 6L, 6L, 5L, 5L, 8L, 6L, 8L, 4L, 8L, 6L, 8L, 4L, 
##     5L, 8L, 8L, 5L, 5L, 1L, 7L, 8L, 2L, NA, 4L, 4L, 8L, 4L, 6L, 
##     5L, 7L, 7L, 8L, 7L, 8L, NA, 8L, NA, NA, 3L, 5L, NA, 7L, 5L, 
##     7L, 3L, 8L, 8L, NA, 4L, 4L, 7L, 5L, 8L, 8L, 8L, NA, 7L, 5L, 
##     7L, 8L, 7L, 6L, 4L, 7L, 8L, 6L, 8L, 4L, 8L, 6L, 8L, 7L, 6L, 
##     8L, 6L, 3L, 6L, 8L, 6L, 3L, 5L, 4L, 4L, 6L, 8L, 5L, 8L, 8L, 
##     8L, 4L, 8L, 5L, 5L, 8L, 8L, 6L, 5L, 3L, 1L, 6L, 7L, 6L, 8L, 
##     8L, 8L, 7L, 6L, 7L, 5L, 7L, 8L, 5L, 7L, 8L, 7L, 7L, NA, NA, 
##     NA, 8L, NA, NA, NA, NA, 7L, NA, NA, 8L, 7L, NA, NA, 7L, NA, 
##     8L, NA, 8L, NA, NA, NA, NA, NA, 8L, 5L, NA, NA, NA, NA, 7L, 
##     7L, NA, NA, NA, NA, NA, NA, NA, NA, 8L, NA, 7L, 7L, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, 8L, NA, 8L, NA, 4L, NA, NA, NA, 
##     NA, NA, NA, 5L, NA, NA, 6L, 7L, NA, NA, 5L, 8L, 6L, 4L, NA, 
##     7L, 5L, 4L, 8L, 4L, 8L, 5L, 6L, 6L, 5L, 8L, 6L, 7L, 8L, 8L, 
##     1L, 7L, 8L, 8L, 8L, 8L, 4L, 8L, 7L, 6L, 7L, 6L, 3L, 3L, 4L, 
##     8L, 6L, 8L, 5L, 7L, 6L, 8L, 7L, 6L, 4L, 8L, 6L, 7L, 7L, 5L, 
##     8L, NA, 6L, 8L, 7L, 6L, 8L, 8L, 7L, 8L, 6L, 1L, 7L, 4L, 8L, 
##     8L, 4L, 4L, NA, 6L, 7L, 8L, 4L, NA, 7L, 4L, NA, 4L, 4L, 3L, 
##     5L, 8L, 8L, 7L, 3L, 4L, 5L, 6L, 6L, 8L, 5L, 7L, 8L, 8L, 4L, 
##     7L, 5L, 8L, 6L, 4L, 7L, 3L, 6L, 7L, 8L, 7L, 7L, 7L, 8L, 6L, 
##     4L, 7L, NA, 6L, 6L, 6L, 4L, 7L, 7L, 6L, 8L, 8L, 8L, 6L, 8L, 
##     7L, 8L, 7L, 7L, 5L, 5L, 8L, 7L, 8L, 8L, 8L, 8L, 7L, 7L, 8L, 
##     NA, 7L, 8L, 4L, 5L, NA, 7L, 7L, 7L, NA, 6L, 7L, 7L, 5L, 4L, 
##     8L, 8L, 7L, 8L, 5L, 7L, 5L, 8L, 8L, 6L, 8L, 6L, 6L, 7L, 8L, 
##     6L, NA, NA, NA, NA, 5L, 4L, 8L, 7L, 2L, 7L, 6L, 6L, 8L, 8L, 
##     5L, 6L, 8L, 5L, 5L, 7L, 6L, 7L, 6L, 6L, 6L, 4L, 7L, NA, NA, 
##     5L, 7L, 3L, 6L, 5L, 8L, 8L, 7L, 5L, 8L, 6L, 5L, 6L, 8L, 5L, 
##     8L, 6L, 7L, NA, 8L, 8L, 7L, 8L, 8L, 5L, 7L, 6L, 4L, 4L, 6L, 
##     7L, 8L, 7L, 7L, 6L, 7L, 6L, 5L, 6L, 7L, 5L, 4L, 8L, 7L, 8L, 
##     6L, 7L, 7L, 5L, 7L, 7L, 7L, 8L, 8L, 6L, 7L, 4L, 5L, 5L, 6L, 
##     5L, 7L, 6L, 5L, 5L, 8L, 7L, 7L, 6L, 8L, 8L, 7L, 6L, 8L, 3L, 
##     5L, 8L, 7L, 7L, 4L, 7L, 5L, 3L, 8L, 2L, 5L, 7L, 8L, 7L, 6L, 
##     8L, 4L, NA, NA, NA, NA, NA, 8L, NA, NA, NA, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 7L, 6L, 6L, 3L, 7L, 3L, 4L, 6L, 5L, 7L, 8L, 8L, 
##     6L, 7L, 8L, 6L, 7L, 7L, 4L, 8L, 5L, 8L, 8L, 6L, 8L, 6L, 8L, 
##     7L, 7L, 8L, 1L, 4L, 6L, 8L, 7L, 8L, 6L, 4L, 6L, NA, 8L, 4L, 
##     7L, 7L, 4L, 4L, 1L, 7L, 6L, 7L, 8L, 5L, 6L, 7L, 5L, 6L, 7L, 
##     6L, 8L, 5L, 5L, 7L, 6L, 6L, 6L, 6L, 7L, 6L, 6L, 5L, 3L, 6L, 
##     7L, 7L, 7L, 3L, 6L, 7L, 7L, 7L, 6L, 5L, 8L, 4L, 8L, 7L, 5L, 
##     8L, 6L, 7L, 7L, 5L, 5L, 6L, 7L, 7L, 8L, 7L, 8L, 7L, 4L, 8L, 
##     6L, 4L, 6L, 6L, 8L, 8L, 7L, 6L, 5L, 2L, 8L, 8L, 3L, 7L, 4L, 
##     6L, 8L, 7L, 5L, 8L, 5L, 5L, 5L, 8L, 7L, 8L, 5L, 7L, 6L, 3L, 
##     3L, 6L, 5L, 5L, 7L, 6L, 7L, 8L, 6L, 6L, 6L, 8L, NA, 5L, 7L, 
##     6L, 6L, 6L, 7L, 7L, 7L, 7L, 8L, 8L, 8L, 7L, 8L, 1L, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, 5L, 7L, NA, NA, NA, 6L, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, 5L, NA, 5L, NA, NA, NA, NA, NA, 
##     NA, NA, NA, 4L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA), SDQI_5 = c(5L, 5L, NA, 5L, 8L, 4L, 5L, 
##     3L, 1L, 7L, 4L, 5L, 5L, 5L, 3L, 5L, 1L, 5L, 4L, 5L, 3L, 8L, 
##     2L, 2L, 1L, 4L, 1L, 3L, 3L, NA, 4L, 1L, 1L, 5L, 3L, 1L, 1L, 
##     1L, 1L, 5L, 4L, 3L, 2L, 5L, 1L, 5L, 8L, 3L, 2L, 3L, 5L, 2L, 
##     4L, 2L, 5L, 4L, 1L, 3L, 1L, 4L, 2L, 3L, 1L, 4L, 1L, 4L, 5L, 
##     4L, 1L, 1L, 4L, 4L, 3L, 3L, 7L, 5L, 1L, 6L, 3L, 4L, 3L, 5L, 
##     3L, 1L, 5L, 1L, 4L, 3L, 1L, 1L, 1L, 4L, 2L, 3L, 2L, 8L, 3L, 
##     4L, 8L, 5L, 1L, 4L, 2L, 1L, 2L, 4L, 4L, 3L, 5L, 3L, 2L, 3L, 
##     5L, 5L, 2L, 1L, 3L, 3L, 4L, 1L, 5L, 4L, 1L, 1L, 5L, NA, 8L, 
##     8L, 3L, 3L, 1L, 3L, 3L, 1L, 3L, 2L, 1L, 5L, 3L, 2L, 3L, 2L, 
##     3L, 2L, NA, 1L, 1L, 4L, 4L, NA, NA, NA, 2L, 2L, 4L, NA, NA, 
##     3L, 3L, 6L, 3L, 1L, 2L, 1L, 3L, 5L, 1L, 1L, 1L, 1L, NA, 2L, 
##     NA, 1L, 4L, 3L, 3L, 6L, 4L, 1L, 3L, 5L, 8L, 1L, 5L, 3L, 4L, 
##     5L, 1L, 1L, 2L, 5L, 2L, 1L, 4L, 4L, 3L, 1L, 1L, 4L, NA, 6L, 
##     1L, 2L, 4L, NA, NA, NA, NA, 1L, 1L, NA, NA, NA, NA, 2L, NA, 
##     NA, 4L, 1L, NA, NA, NA, 4L, 1L, 1L, 4L, 4L, 3L, 1L, 1L, 2L, 
##     4L, 1L, 1L, 1L, 1L, NA, NA, NA, 4L, 4L, 4L, NA, 8L, 2L, 5L, 
##     3L, 2L, 1L, NA, 2L, 3L, 4L, 5L, NA, NA, 4L, 1L, 3L, 3L, 1L, 
##     3L, 8L, 1L, 4L, 2L, 1L, 4L, 3L, 5L, 5L, 3L, 3L, 2L, 1L, 1L, 
##     4L, 1L, NA, 1L, 6L, 6L, 1L, 1L, 1L, 7L, 1L, 2L, 4L, 3L, 2L, 
##     2L, 4L, 2L, 2L, 1L, NA, 7L, 4L, 4L, 7L, 1L, 4L, 4L, 5L, 1L, 
##     1L, 3L, 2L, NA, NA, 1L, 7L, 6L, 2L, 5L, 2L, 5L, 3L, 3L, 3L, 
##     6L, 2L, 6L, 3L, 1L, 5L, 3L, 7L, 4L, 4L, 3L, 1L, 4L, 4L, 5L, 
##     6L, 2L, 1L, 2L, 6L, 3L, 4L, 5L, 6L, 4L, NA, 2L, 7L, 5L, 1L, 
##     3L, NA, 4L, 5L, 1L, 1L, 8L, 1L, 3L, NA, 3L, 1L, 2L, 2L, 1L, 
##     NA, 5L, 1L, NA, 4L, 2L, 3L, NA, 3L, 1L, 4L, 6L, 4L, 1L, 1L, 
##     1L, 3L, 2L, 5L, 1L, 5L, 2L, 2L, 2L, 5L, 2L, 1L, 5L, 3L, 4L, 
##     3L, NA, 1L, 3L, 1L, NA, 1L, 3L, 1L, 3L, 1L, 2L, 3L, 2L, 4L, 
##     5L, 4L, 3L, 4L, 1L, 3L, 7L, NA, 8L, 3L, 2L, 1L, 3L, 5L, 3L, 
##     2L, 2L, 5L, 1L, NA, 2L, 5L, 2L, 6L, 4L, 4L, NA, NA, 3L, 1L, 
##     2L, 7L, 1L, 1L, 1L, 7L, 2L, 3L, 1L, 4L, 2L, 3L, NA, 1L, 2L, 
##     2L, 4L, 2L, 1L, 3L, 1L, 3L, 2L, 1L, 1L, 2L, 3L, 5L, 3L, 1L, 
##     1L, 1L, 5L, 6L, 1L, 5L, 2L, 2L, 6L, 6L, 1L, 3L, 1L, 6L, 2L, 
##     NA, NA, 4L, 4L, NA, NA, 3L, 1L, NA, 2L, 3L, 3L, 1L, 4L, 3L, 
##     5L, 2L, 3L, 1L, 4L, 3L, 4L, 1L, 1L, 3L, 3L, 1L, 4L, 1L, 8L, 
##     4L, 1L, 4L, 1L, 6L, 4L, 1L, 4L, 8L, 5L, 3L, 3L, 4L, 2L, 5L, 
##     1L, 8L, 1L, 1L, 7L, 5L, 4L, 2L, 1L, 2L, 1L, 3L, 2L, 3L, 6L, 
##     1L, 1L, 1L, 3L, 5L, 5L, 2L, 2L, 8L, 7L, 1L, 4L, 8L, 1L, 1L, 
##     1L, 4L, 4L, 8L, 1L, 2L, 3L, 3L, 1L, 3L, NA, 3L, 4L, 1L, 3L, 
##     4L, 3L, 3L, 1L, 1L, 8L, 2L, NA, 1L, NA, NA, 5L, 5L, NA, 6L, 
##     5L, 1L, 7L, 8L, 2L, NA, 7L, 5L, 1L, 2L, 1L, 6L, 1L, NA, 3L, 
##     4L, 1L, 1L, 6L, 5L, 1L, 3L, 3L, 2L, 2L, 3L, 4L, 2L, 2L, 3L, 
##     4L, 4L, 2L, 3L, 4L, 1L, 3L, 4L, 3L, 1L, 5L, 3L, 1L, 5L, 1L, 
##     1L, 3L, 3L, 1L, 4L, 4L, 1L, 1L, 3L, 2L, 4L, 3L, 7L, 3L, 3L, 
##     1L, 8L, 1L, 5L, 3L, 1L, 5L, 2L, 1L, 4L, 2L, 1L, 3L, 3L, NA, 
##     NA, NA, 1L, NA, NA, NA, NA, 1L, NA, NA, 1L, 3L, NA, NA, 7L, 
##     NA, 1L, NA, 4L, NA, NA, NA, NA, NA, 2L, 2L, NA, NA, NA, NA, 
##     4L, 3L, NA, NA, NA, NA, NA, NA, NA, NA, 1L, NA, 1L, 2L, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, 6L, NA, 1L, NA, 5L, NA, NA, 
##     NA, NA, NA, NA, 1L, NA, NA, 5L, 1L, NA, NA, 4L, 1L, 2L, 2L, 
##     NA, 2L, 5L, 4L, 7L, 1L, 8L, 4L, 1L, 1L, 5L, 8L, 1L, 1L, 1L, 
##     1L, 8L, 6L, 3L, 3L, 1L, 1L, 5L, 1L, 1L, 4L, 3L, 3L, 3L, 7L, 
##     4L, 1L, 2L, 1L, 5L, 1L, 2L, 1L, 2L, 2L, 4L, 5L, 4L, 1L, 1L, 
##     4L, 1L, NA, 1L, 3L, 3L, 5L, 1L, 1L, 1L, 1L, 2L, 1L, 1L, 5L, 
##     1L, 1L, 3L, 8L, NA, 2L, 3L, 1L, 5L, 2L, 1L, 1L, NA, 4L, 4L, 
##     3L, 5L, 1L, 1L, 3L, 2L, 3L, 3L, 6L, 6L, 1L, 4L, 1L, 1L, 1L, 
##     5L, 1L, 1L, 1L, 2L, 4L, 1L, 4L, 3L, 2L, 1L, 7L, 1L, 1L, 2L, 
##     3L, 4L, 3L, NA, 2L, 2L, 3L, 4L, 7L, 1L, 3L, 6L, 1L, 1L, 4L, 
##     2L, 1L, 1L, 3L, 1L, 3L, 7L, 1L, 7L, 1L, 2L, 8L, 2L, 2L, 2L, 
##     3L, NA, 1L, 1L, 3L, 1L, NA, 1L, 7L, 1L, NA, 1L, 1L, 2L, 4L, 
##     4L, 2L, 4L, 2L, 7L, 5L, 1L, 4L, 1L, 1L, 3L, 1L, 4L, 7L, 4L, 
##     8L, 6L, NA, NA, NA, NA, 4L, 5L, 8L, 3L, 5L, 2L, 7L, 3L, 1L, 
##     4L, 4L, 2L, 1L, 3L, 4L, 1L, 5L, 2L, 2L, 1L, 4L, 2L, 6L, NA, 
##     NA, 5L, 3L, 3L, 2L, 1L, 1L, 1L, 4L, 4L, 1L, 4L, 5L, 6L, 3L, 
##     5L, 1L, 6L, 7L, NA, 1L, 1L, 1L, 2L, 1L, 3L, 2L, 4L, 1L, 1L, 
##     1L, 4L, 1L, 2L, 2L, 1L, 3L, 3L, 6L, 2L, 1L, 3L, 3L, 1L, 3L, 
##     2L, 3L, 1L, 1L, 1L, 2L, 2L, 1L, 2L, 1L, 1L, 1L, 4L, 1L, 5L, 
##     2L, 1L, 3L, 2L, 3L, 4L, 1L, 2L, 1L, 2L, 2L, 1L, 1L, 3L, 1L, 
##     2L, 2L, 1L, 4L, 1L, 3L, 2L, 3L, 4L, 2L, 1L, 3L, 2L, 1L, 1L, 
##     3L, 1L, 6L, NA, NA, NA, NA, NA, 3L, NA, NA, NA, NA, 1L, NA, 
##     NA, 1L, NA, NA, NA, NA, NA, 1L, 1L, NA, NA, NA, NA, NA, 1L, 
##     NA, 1L, NA, NA, NA, 1L, 1L, 1L, 1L, NA, 1L, 1L, NA, NA, NA, 
##     NA, NA, NA, NA, 1L, 4L, 3L, 3L, 3L, 7L, 4L, 2L, 5L, 1L, 1L, 
##     1L, 2L, 2L, 1L, 4L, 1L, 1L, 4L, 5L, 4L, 1L, 3L, 5L, 1L, 1L, 
##     1L, 3L, 1L, 1L, 1L, 5L, 2L, 1L, 1L, 1L, 2L, 3L, 2L, 2L, 1L, 
##     8L, 3L, 1L, 1L, 5L, 8L, 3L, 3L, 1L, 1L, 5L, 1L, 7L, 1L, 3L, 
##     1L, 1L, 1L, 5L, 1L, 1L, 2L, 3L, 1L, 2L, 1L, 2L, 1L, 1L, 8L, 
##     3L, 7L, 1L, 6L, 5L, 2L, 2L, 1L, 3L, 2L, 2L, 1L, 5L, 2L, 1L, 
##     4L, 2L, 1L, 1L, 1L, NA, 1L, 2L, 2L, 1L, 3L, 2L, 1L, 1L, 7L, 
##     1L, 5L, 4L, 1L, 2L, 1L, 1L, 5L, 3L, 3L, 6L, 2L, 1L, 2L, 4L, 
##     3L, 3L, 3L, 1L, 2L, 1L, 5L, 2L, 2L, 1L, 2L, 1L, 4L, 3L, 3L, 
##     4L, 3L, 1L, 3L, 4L, 1L, 2L, 2L, 2L, 3L, 2L, 1L, 1L, 2L, 1L, 
##     3L, 3L, 3L, 2L, 1L, 1L, 4L, 1L, 2L, 1L, 1L, 2L, 1L, 1L, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, 3L, 3L, NA, NA, NA, 1L, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, 4L, NA, 4L, NA, NA, NA, NA, 
##     NA, NA, NA, NA, 1L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA), SDQI_6 = c(6L, 6L, 3L, 7L, 8L, 4L, 
##     5L, NA, 7L, 7L, 6L, 5L, 5L, 5L, 5L, 6L, 3L, 6L, 5L, 5L, 5L, 
##     8L, 7L, 6L, 4L, 5L, 8L, 6L, NA, NA, 8L, 8L, 7L, 5L, NA, 7L, 
##     7L, 7L, 3L, 5L, 5L, 5L, 5L, 6L, 3L, 5L, 7L, 8L, 8L, 5L, 5L, 
##     7L, 8L, 5L, 5L, 7L, 7L, 5L, 7L, 6L, 5L, 5L, 7L, 5L, 7L, 4L, 
##     6L, 8L, 7L, 6L, 5L, 8L, 5L, 4L, 6L, 5L, 8L, 5L, 4L, 4L, 7L, 
##     5L, NA, 2L, 4L, 7L, 6L, 5L, 8L, 7L, 7L, 4L, 7L, 7L, 2L, 8L, 
##     7L, 5L, 8L, 4L, 6L, 5L, 2L, 6L, 7L, 6L, 6L, 5L, 3L, 6L, 7L, 
##     6L, 5L, 4L, 6L, 1L, 4L, 7L, 5L, 7L, 5L, 4L, 6L, 8L, 5L, NA, 
##     1L, 1L, 7L, 6L, 6L, 7L, 4L, 5L, 7L, 4L, 7L, 5L, 6L, 7L, 8L, 
##     8L, 4L, 5L, NA, 7L, 7L, 5L, 5L, NA, NA, NA, 8L, 6L, 6L, NA, 
##     NA, 5L, 7L, 5L, 8L, 6L, 6L, 6L, 7L, 4L, 7L, 7L, 8L, 7L, NA, 
##     1L, NA, 7L, NA, 7L, 6L, 7L, 5L, 5L, 5L, 4L, 7L, 7L, 4L, 5L, 
##     5L, 5L, 8L, 7L, 5L, 7L, 8L, 4L, 4L, 4L, 7L, 3L, 7L, 3L, 3L, 
##     4L, 7L, 7L, 4L, NA, NA, NA, NA, 7L, 7L, NA, NA, NA, NA, 6L, 
##     NA, NA, 6L, 7L, NA, NA, NA, 5L, 8L, 8L, 5L, 8L, 7L, 7L, 6L, 
##     7L, 7L, 7L, 8L, 8L, 2L, NA, NA, NA, 6L, 8L, 3L, NA, 1L, 5L, 
##     6L, 6L, 6L, 8L, NA, 3L, 5L, 5L, 8L, NA, NA, 4L, 7L, 6L, 3L, 
##     6L, 8L, 5L, 3L, 6L, 6L, 4L, 5L, 7L, 7L, 5L, 8L, 5L, 8L, 8L, 
##     8L, 5L, 5L, NA, 8L, 4L, 4L, 8L, 5L, 1L, 7L, 8L, 8L, 7L, 5L, 
##     6L, 8L, 6L, 6L, 6L, 7L, NA, 7L, 4L, 5L, 3L, 5L, 5L, 3L, 5L, 
##     8L, 8L, 5L, 5L, NA, NA, 7L, 5L, 5L, 8L, 6L, 7L, 6L, 6L, 5L, 
##     7L, 5L, 6L, 6L, 4L, 8L, 7L, 6L, 2L, 3L, 5L, 6L, 7L, 4L, 5L, 
##     4L, 6L, 7L, 7L, 5L, 4L, 8L, 5L, 6L, 4L, 6L, NA, 6L, 7L, 5L, 
##     7L, 7L, NA, 6L, 4L, 8L, 8L, 6L, 8L, 5L, NA, 6L, 8L, 5L, 7L, 
##     6L, NA, 4L, 8L, NA, 5L, 7L, 8L, NA, 7L, 8L, 5L, 7L, 7L, 6L, 
##     8L, 8L, 2L, 7L, 5L, 7L, 5L, 8L, 7L, 6L, 8L, 8L, 8L, 5L, 7L, 
##     7L, 5L, NA, 8L, 5L, 6L, NA, 8L, 5L, 8L, 7L, 8L, 5L, 5L, 7L, 
##     5L, 4L, 5L, 7L, 4L, 7L, 7L, 2L, NA, 7L, 7L, 8L, 7L, 5L, 6L, 
##     6L, 7L, 5L, 8L, 8L, NA, 5L, 5L, 7L, 4L, 7L, 6L, NA, NA, 7L, 
##     8L, 7L, 5L, 8L, 7L, 8L, 3L, 4L, 6L, 6L, 4L, 5L, 3L, NA, 6L, 
##     7L, 6L, 6L, 5L, 6L, 7L, 7L, 7L, 7L, 7L, 8L, 7L, 8L, 4L, 5L, 
##     7L, 8L, 7L, 6L, 7L, 8L, 5L, 7L, 7L, 6L, 7L, 8L, 6L, 8L, 4L, 
##     5L, NA, NA, 4L, 7L, NA, NA, 7L, 8L, NA, 7L, 7L, 8L, 7L, 7L, 
##     7L, 6L, 8L, 7L, 8L, 4L, 8L, 5L, 8L, 8L, 8L, 6L, 7L, 6L, 1L, 
##     4L, 6L, 8L, 8L, 7L, 7L, 8L, 8L, 8L, 8L, 7L, 6L, 5L, 6L, 7L, 
##     6L, 6L, 4L, 8L, 5L, 3L, 5L, 4L, 5L, 5L, 6L, 7L, 5L, 6L, 5L, 
##     7L, 4L, 7L, 8L, 8L, 5L, 6L, 6L, 7L, 8L, 7L, 8L, 8L, 8L, 7L, 
##     8L, 7L, 4L, 6L, 8L, 6L, 5L, 3L, 7L, 6L, 3L, NA, 5L, 4L, 7L, 
##     6L, 5L, 7L, 7L, 1L, 8L, 8L, 8L, NA, 8L, NA, NA, 7L, 5L, NA, 
##     6L, 5L, 7L, 4L, 8L, 8L, NA, 2L, 4L, 8L, 7L, 8L, 6L, 7L, NA, 
##     5L, 7L, 5L, 8L, 7L, 5L, 5L, 7L, 8L, 6L, 6L, 7L, 6L, 7L, 8L, 
##     6L, 2L, 7L, 8L, 3L, 8L, 8L, 5L, 5L, 5L, 5L, 4L, 8L, 8L, 5L, 
##     1L, 8L, 8L, 5L, 8L, 6L, 5L, 8L, 7L, 8L, 7L, 5L, 5L, 7L, 7L, 
##     7L, 8L, 8L, 7L, 7L, 6L, 7L, 4L, 7L, 8L, 5L, 7L, 8L, 4L, 5L, 
##     NA, NA, NA, 8L, NA, NA, NA, NA, 8L, NA, NA, 8L, 6L, NA, NA, 
##     7L, NA, 4L, NA, 8L, NA, NA, NA, NA, NA, 8L, 8L, NA, NA, NA, 
##     NA, 7L, 7L, NA, NA, NA, NA, NA, NA, NA, NA, 7L, NA, 6L, 5L, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, 6L, NA, 8L, NA, 4L, NA, 
##     NA, NA, NA, NA, NA, 6L, NA, NA, 5L, 8L, NA, NA, 4L, 7L, 5L, 
##     7L, NA, 7L, 5L, 4L, 7L, 8L, 8L, 5L, 3L, 6L, 5L, 8L, 8L, 7L, 
##     8L, 8L, 6L, 7L, 8L, 8L, 8L, 1L, 5L, 8L, 1L, 7L, 7L, 5L, 3L, 
##     7L, 6L, 7L, 6L, 8L, 7L, 8L, 6L, 7L, 7L, 5L, 3L, 7L, 5L, 8L, 
##     1L, 5L, 8L, NA, 7L, 8L, 7L, 5L, 8L, 7L, 8L, 8L, 5L, 1L, 6L, 
##     5L, 8L, 7L, 6L, 4L, NA, 5L, 5L, 8L, 4L, 5L, 7L, 8L, NA, 5L, 
##     4L, 3L, 5L, 1L, 8L, 7L, 3L, 4L, 6L, 6L, 6L, 7L, 5L, 7L, 7L, 
##     8L, 5L, 7L, 5L, 8L, 7L, 4L, 8L, 7L, 7L, 7L, 7L, 4L, 8L, 7L, 
##     7L, 6L, 7L, 5L, NA, 6L, 8L, 6L, 4L, 7L, 8L, 6L, 8L, 7L, 8L, 
##     7L, 6L, 7L, 8L, 7L, 7L, 5L, 7L, 5L, 7L, 8L, 8L, 8L, 2L, 7L, 
##     7L, 7L, NA, 7L, 8L, 4L, 5L, NA, 7L, 8L, 7L, NA, 5L, 7L, 6L, 
##     6L, 3L, 5L, 8L, 7L, 7L, 5L, 7L, 5L, 6L, 7L, 5L, 7L, 6L, 7L, 
##     5L, 8L, 6L, NA, NA, NA, NA, 5L, 5L, 8L, 6L, 4L, 6L, 7L, 5L, 
##     8L, 6L, 5L, 7L, 8L, 4L, 8L, 7L, 4L, 7L, 6L, 7L, 5L, 7L, 7L, 
##     NA, NA, 5L, 7L, 3L, 4L, 8L, 7L, 8L, 7L, 5L, 8L, 5L, 4L, 5L, 
##     8L, 4L, 8L, 6L, 7L, NA, 8L, 8L, 7L, 6L, 8L, 7L, 7L, 5L, 8L, 
##     4L, 3L, 6L, 7L, 6L, 8L, 7L, 3L, 5L, 1L, 6L, 6L, 7L, 6L, 8L, 
##     6L, 8L, 6L, 7L, 6L, 5L, 8L, 8L, 8L, 6L, 8L, 6L, 5L, 4L, 8L, 
##     2L, 8L, 6L, 3L, 6L, 5L, 4L, 5L, 7L, 7L, 8L, 8L, 6L, 7L, 7L, 
##     7L, 5L, 5L, 8L, 8L, 7L, 4L, 5L, 5L, 4L, 6L, 7L, 5L, 6L, 6L, 
##     8L, 7L, 7L, 5L, NA, NA, NA, NA, NA, 8L, NA, NA, NA, NA, 1L, 
##     NA, NA, NA, NA, NA, 1L, NA, NA, 1L, NA, NA, NA, NA, NA, NA, 
##     1L, 1L, NA, NA, 1L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, 1L, 7L, 5L, 3L, 7L, 7L, 6L, 6L, 7L, 8L, 
##     7L, 8L, 6L, 7L, 7L, 5L, 8L, 1L, 3L, 7L, 5L, 8L, 8L, 5L, 8L, 
##     7L, 7L, 7L, 8L, 8L, 1L, 5L, 5L, 8L, 6L, 7L, 5L, 6L, 5L, 5L, 
##     8L, 4L, 5L, 7L, 8L, 4L, 8L, 7L, 7L, 7L, 8L, NA, 5L, 7L, 6L, 
##     7L, 7L, 6L, 8L, 6L, 5L, 7L, 7L, 6L, 6L, 6L, 2L, 3L, 5L, 5L, 
##     3L, 7L, 5L, 6L, 7L, 5L, 4L, 7L, 7L, 6L, 8L, 6L, 7L, 5L, 6L, 
##     8L, 7L, 2L, 1L, 7L, 7L, 6L, 6L, 7L, 6L, 7L, 5L, 7L, 7L, 7L, 
##     3L, 8L, 6L, 5L, 7L, 7L, NA, 5L, 7L, 6L, 7L, 6L, 3L, 8L, 7L, 
##     5L, 5L, 6L, 6L, 1L, 8L, 6L, 4L, 7L, 6L, 8L, 6L, 7L, 5L, 5L, 
##     4L, 4L, 6L, 6L, 7L, 7L, 7L, 6L, 6L, 7L, 5L, 3L, 6L, 7L, 7L, 
##     8L, 7L, 3L, 6L, 7L, 6L, 7L, 4L, 6L, 8L, 8L, 6L, 7L, 4L, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, 5L, 7L, NA, NA, NA, 6L, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, 4L, NA, 5L, NA, NA, NA, 
##     NA, NA, NA, NA, NA, 6L, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA), SDQI_7 = c(7L, 7L, 4L, 7L, 8L, 
##     4L, 5L, 2L, 7L, 7L, 6L, 5L, 4L, 6L, 5L, 6L, 8L, 7L, 5L, 5L, 
##     6L, 8L, 7L, 6L, 6L, 5L, 8L, 6L, 7L, NA, 3L, 8L, 7L, 7L, 8L, 
##     6L, 7L, 6L, 6L, 8L, 5L, 7L, 7L, 6L, 8L, 4L, 7L, 7L, 7L, 5L, 
##     5L, 7L, 6L, 5L, 7L, 3L, 7L, 4L, 5L, 4L, 4L, 5L, 7L, 4L, 8L, 
##     3L, 7L, 8L, 6L, 6L, 5L, 7L, 7L, 5L, 7L, 5L, 8L, 6L, 3L, 4L, 
##     6L, 5L, 5L, 6L, 7L, 7L, 6L, 7L, 7L, 8L, 8L, 5L, 7L, 5L, 5L, 
##     8L, 5L, 4L, 8L, 5L, 5L, 4L, 7L, 7L, 7L, 5L, 8L, 6L, 6L, 5L, 
##     7L, 7L, 6L, 4L, 5L, 1L, 8L, 6L, 1L, 8L, 5L, 7L, 7L, 8L, 5L, 
##     NA, 1L, 1L, 7L, 8L, 5L, 7L, 6L, 4L, 7L, 6L, 8L, 7L, 7L, 7L, 
##     7L, 8L, 4L, 6L, NA, 8L, 7L, 5L, 6L, NA, NA, NA, 8L, 7L, 6L, 
##     NA, NA, 5L, 8L, 7L, 8L, 7L, 7L, 8L, 8L, 8L, 7L, 8L, 7L, 7L, 
##     NA, 7L, NA, 8L, 7L, 8L, 6L, 6L, 6L, 5L, 7L, 6L, 8L, 8L, 6L, 
##     5L, 5L, 6L, 5L, 7L, 7L, NA, 8L, 4L, 3L, 5L, 8L, 8L, 7L, 8L, 
##     5L, 7L, 7L, 7L, 5L, NA, NA, NA, NA, 8L, 5L, NA, NA, NA, NA, 
##     5L, NA, NA, 6L, 7L, NA, NA, NA, 5L, 7L, 8L, 5L, 6L, 7L, 7L, 
##     8L, 8L, 7L, 7L, 8L, 8L, 5L, NA, NA, NA, 8L, 8L, 7L, NA, 2L, 
##     5L, 7L, 7L, 6L, 8L, NA, 7L, 4L, 6L, 5L, NA, NA, 4L, 7L, 6L, 
##     7L, 7L, 7L, 7L, 7L, 6L, 8L, 8L, 5L, 7L, 8L, 7L, 8L, 7L, 8L, 
##     8L, 8L, 7L, 8L, NA, 8L, 3L, 7L, 7L, 6L, 8L, 7L, 7L, 8L, 7L, 
##     8L, 4L, 8L, 5L, 5L, 2L, 6L, NA, 5L, 5L, 6L, 3L, 5L, 7L, 8L, 
##     4L, 8L, 8L, 6L, 6L, NA, NA, 8L, 8L, 6L, 8L, 5L, 6L, 5L, 7L, 
##     7L, 7L, 8L, 7L, 4L, 5L, 8L, 7L, 7L, 2L, 5L, 6L, 6L, 8L, 4L, 
##     7L, 6L, 6L, 7L, 6L, 7L, 7L, 6L, 5L, 6L, 6L, 6L, NA, 7L, 7L, 
##     5L, 8L, 7L, NA, 6L, 2L, 6L, 8L, 2L, 8L, 6L, NA, 7L, 8L, 7L, 
##     7L, 7L, NA, 6L, 8L, NA, 5L, 8L, 6L, NA, 7L, 8L, 5L, 7L, 3L, 
##     6L, 8L, 8L, 7L, 6L, 5L, 8L, 5L, 5L, 7L, 6L, 5L, 8L, 8L, 5L, 
##     7L, 6L, 8L, NA, 8L, 5L, 7L, NA, 7L, 5L, 8L, 6L, 8L, 5L, 5L, 
##     7L, 5L, 6L, 7L, 6L, 5L, 7L, 7L, 5L, NA, 8L, 7L, 8L, 7L, 6L, 
##     7L, 6L, 7L, 6L, 8L, 8L, NA, 8L, 6L, 8L, 5L, 7L, 7L, NA, NA, 
##     7L, 8L, 7L, 4L, 8L, 7L, 5L, 5L, 6L, 8L, 7L, 5L, 7L, 7L, NA, 
##     6L, 7L, 6L, 6L, 6L, 6L, 7L, 8L, 8L, 6L, 8L, 7L, 7L, 8L, 6L, 
##     4L, 7L, 8L, 6L, 8L, 7L, 5L, 8L, 7L, 7L, 7L, 8L, 8L, 8L, 8L, 
##     6L, 5L, NA, NA, 6L, 6L, NA, NA, 7L, 8L, NA, 7L, 7L, 8L, 5L, 
##     5L, 7L, 8L, 8L, 7L, 8L, 3L, 8L, 5L, 8L, 6L, 6L, 6L, 5L, 6L, 
##     7L, 8L, 4L, 8L, 8L, 8L, 6L, 8L, 7L, 5L, 7L, 7L, 5L, 6L, 5L, 
##     7L, 5L, 7L, 7L, 8L, 8L, 4L, 6L, 5L, 7L, 4L, 7L, 6L, 5L, 8L, 
##     5L, 7L, 3L, 8L, 6L, 5L, 6L, 6L, 6L, 2L, 8L, 7L, 8L, 1L, 8L, 
##     7L, 6L, 6L, 5L, 8L, 8L, 5L, 7L, 8L, 7L, 8L, 3L, NA, 3L, 6L, 
##     8L, 5L, 7L, 7L, 7L, 1L, 8L, 5L, 6L, NA, 8L, NA, NA, 6L, 5L, 
##     NA, 6L, 5L, 7L, 6L, 8L, 7L, NA, 5L, 5L, 7L, 8L, 7L, 6L, 7L, 
##     NA, 6L, 6L, 7L, 8L, 6L, 6L, 6L, 7L, 8L, 6L, 6L, 5L, 7L, 7L, 
##     5L, 6L, 3L, 7L, 7L, 3L, 7L, 6L, 8L, 7L, 5L, 5L, 6L, 8L, 8L, 
##     5L, 8L, 8L, 8L, 7L, 6L, 6L, 3L, 8L, 7L, 6L, 4L, 5L, 6L, 8L, 
##     7L, 5L, 8L, 8L, 7L, 8L, 7L, 6L, 8L, 8L, 7L, 6L, 7L, 7L, 8L, 
##     5L, NA, NA, NA, 8L, NA, NA, NA, NA, 5L, NA, NA, 8L, 5L, NA, 
##     NA, 7L, NA, 7L, NA, 8L, NA, NA, NA, NA, NA, 8L, 8L, NA, NA, 
##     NA, NA, 7L, 6L, NA, NA, NA, NA, NA, NA, NA, NA, 8L, NA, 6L, 
##     7L, NA, NA, NA, NA, NA, NA, NA, NA, NA, 6L, NA, 7L, NA, 7L, 
##     NA, NA, NA, NA, NA, NA, 8L, NA, NA, 4L, 7L, NA, NA, 4L, 8L, 
##     8L, 6L, NA, 8L, 5L, 4L, 7L, 6L, 8L, 5L, 6L, 5L, 5L, 8L, 7L, 
##     6L, 8L, 7L, 8L, 6L, 6L, 8L, 8L, 7L, 5L, 8L, 8L, 7L, 7L, 7L, 
##     4L, 7L, 6L, 8L, 2L, 8L, 2L, 7L, 8L, 7L, 7L, 5L, 7L, 2L, 6L, 
##     8L, 7L, 7L, 8L, NA, 7L, 8L, 6L, 7L, 8L, 7L, 7L, 6L, 7L, 8L, 
##     7L, 7L, 6L, 7L, 7L, 8L, NA, 7L, 7L, 8L, 5L, 6L, 7L, 7L, NA, 
##     5L, 4L, 3L, 4L, 5L, 8L, 8L, 3L, 6L, 5L, 6L, 6L, 8L, 3L, 7L, 
##     8L, 8L, 6L, 7L, 8L, 8L, 7L, 4L, 8L, 7L, 7L, 6L, 8L, 8L, 8L, 
##     7L, 8L, 6L, 7L, 8L, NA, 6L, 8L, 5L, 4L, 7L, 5L, 4L, 8L, 8L, 
##     8L, 7L, 7L, 7L, 8L, 6L, 8L, 6L, 8L, 7L, 7L, 8L, 8L, 8L, 8L, 
##     7L, 7L, 7L, NA, 6L, 6L, 6L, 6L, NA, 7L, 7L, 7L, NA, 8L, 7L, 
##     6L, 6L, 5L, 7L, 8L, 6L, 7L, 5L, 7L, 4L, 7L, 7L, 5L, 7L, 6L, 
##     7L, 6L, 8L, 6L, NA, NA, NA, NA, 5L, 5L, 8L, 8L, 6L, 7L, 7L, 
##     5L, 8L, 4L, 4L, 7L, 8L, 7L, 6L, 7L, 4L, 7L, 8L, 7L, 6L, 7L, 
##     8L, NA, NA, 5L, 7L, 3L, 7L, 7L, 7L, 6L, 4L, 5L, 8L, 7L, 6L, 
##     6L, 7L, 4L, 7L, 6L, 8L, NA, 7L, 8L, 6L, 8L, 8L, 5L, 6L, 6L, 
##     7L, 4L, 6L, 5L, 8L, 7L, 8L, 7L, 7L, 6L, 5L, 7L, 7L, 7L, 7L, 
##     8L, 7L, 6L, 8L, 7L, 7L, 8L, 8L, 8L, 6L, NA, 8L, 8L, 8L, 4L, 
##     6L, 8L, 5L, 7L, 8L, 6L, 5L, 5L, 7L, 8L, 7L, 8L, 7L, 7L, 7L, 
##     5L, 5L, 5L, 5L, 8L, 3L, 7L, 4L, 7L, 6L, 5L, 8L, 6L, 6L, 7L, 
##     8L, 5L, 7L, 8L, 8L, NA, NA, NA, NA, NA, 7L, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, 1L, NA, NA, NA, NA, NA, 
##     NA, 1L, NA, NA, NA, NA, NA, NA, 1L, 1L, 1L, 1L, 1L, NA, NA, 
##     NA, NA, NA, NA, NA, NA, 8L, 7L, 7L, 4L, 7L, 7L, 6L, 2L, 2L, 
##     7L, 8L, 8L, 8L, 7L, 7L, 6L, 8L, 7L, 7L, 2L, 7L, 8L, 8L, 7L, 
##     8L, 7L, 7L, 6L, 7L, 6L, 8L, 7L, 7L, 6L, 7L, 7L, 5L, 7L, 7L, 
##     6L, 8L, 8L, 7L, 7L, 7L, 5L, 6L, 7L, 7L, 5L, 6L, 7L, 6L, 7L, 
##     5L, 6L, 7L, 5L, 7L, 2L, 5L, 8L, 7L, 6L, 7L, 7L, 6L, 7L, 7L, 
##     6L, 4L, 8L, 7L, 6L, 8L, 7L, 7L, 8L, 7L, 7L, 7L, 7L, 7L, 6L, 
##     6L, 8L, 5L, 7L, 5L, 6L, 7L, 6L, 7L, 7L, 8L, 8L, 7L, 7L, 7L, 
##     6L, 7L, 7L, 5L, 5L, 5L, 5L, 4L, 8L, 7L, 7L, 5L, 6L, 6L, 8L, 
##     7L, 1L, 6L, 6L, 4L, 7L, 7L, 7L, 5L, 5L, 5L, 8L, 7L, 8L, 5L, 
##     6L, 6L, 4L, 5L, 7L, 7L, 7L, 7L, 6L, 2L, 7L, 5L, 6L, 8L, 7L, 
##     5L, 7L, 6L, 6L, 6L, 7L, 6L, 8L, 6L, 6L, 8L, 8L, 7L, 7L, 6L, 
##     4L, NA, NA, NA, NA, NA, NA, NA, NA, NA, 5L, 7L, NA, NA, NA, 
##     8L, NA, NA, NA, NA, NA, NA, NA, NA, NA, 6L, NA, 5L, NA, NA, 
##     NA, NA, NA, NA, NA, NA, 5L, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA), SDQI_8 = c(8L, 8L, 4L, 7L, 
##     8L, 4L, 5L, 7L, 7L, 7L, 7L, 5L, 5L, 5L, 6L, 4L, 8L, 5L, 5L, 
##     5L, 6L, 8L, 7L, 6L, 6L, 5L, 8L, 5L, 6L, NA, 4L, 8L, 7L, 6L, 
##     8L, 7L, 8L, 8L, 6L, 8L, 5L, 7L, 6L, 6L, 8L, 5L, 7L, 7L, 7L, 
##     4L, 5L, 6L, 5L, 7L, 7L, 6L, 7L, 5L, 7L, 6L, 4L, 5L, 7L, 5L, 
##     8L, 3L, 8L, 8L, 7L, 7L, 4L, 7L, 7L, 4L, 6L, 5L, 8L, 4L, 4L, 
##     4L, NA, 5L, 8L, 6L, 6L, 8L, 6L, 5L, 7L, 8L, 8L, 6L, 7L, 7L, 
##     5L, 8L, 6L, NA, 8L, 4L, 6L, 5L, 3L, 7L, 7L, 4L, 8L, 8L, 6L, 
##     4L, 7L, 7L, 6L, 4L, 7L, 1L, 8L, 8L, 2L, 8L, 7L, 5L, 8L, 8L, 
##     5L, NA, 1L, 1L, 7L, 7L, 6L, 7L, 6L, 6L, 7L, 6L, 8L, 7L, 7L, 
##     7L, 7L, 8L, 5L, 7L, NA, 8L, 8L, 4L, 6L, NA, NA, NA, 8L, 7L, 
##     6L, NA, NA, 6L, 7L, 7L, 8L, 7L, 7L, 6L, 6L, 5L, 7L, 8L, 8L, 
##     7L, NA, 6L, NA, 7L, 6L, 7L, 6L, 8L, 7L, 5L, 7L, 2L, 7L, 8L, 
##     4L, 5L, 5L, 5L, 4L, 7L, 6L, 7L, 7L, 4L, 4L, 4L, 8L, 8L, 7L, 
##     6L, 4L, 6L, 7L, 6L, 5L, NA, NA, NA, NA, 7L, 6L, NA, NA, NA, 
##     NA, 6L, NA, NA, 4L, 7L, NA, NA, NA, 5L, 7L, 8L, 5L, 6L, 7L, 
##     7L, 8L, 8L, 7L, 8L, 8L, 8L, 7L, NA, NA, NA, 7L, 8L, 6L, NA, 
##     4L, 7L, 7L, 7L, 6L, 8L, NA, 7L, 5L, 6L, 4L, NA, NA, 3L, 7L, 
##     6L, 5L, 7L, 8L, 2L, 6L, 5L, 6L, 6L, 5L, 7L, 5L, 5L, 8L, 6L, 
##     5L, 8L, 8L, 7L, 7L, NA, 8L, 4L, 7L, 7L, 5L, 8L, 5L, 8L, 8L, 
##     6L, 5L, 7L, 7L, 5L, 6L, 5L, 5L, NA, 5L, 4L, 5L, 3L, 5L, 5L, 
##     5L, 3L, 7L, 8L, 5L, 5L, NA, NA, 7L, 3L, 6L, 8L, 6L, 5L, 4L, 
##     7L, 7L, 7L, 6L, 5L, 6L, 5L, 8L, 6L, 7L, 2L, 8L, 6L, 5L, 7L, 
##     4L, 7L, 4L, 6L, 7L, 7L, 7L, 4L, 8L, 5L, 4L, 4L, 3L, NA, 8L, 
##     7L, 5L, 8L, 7L, NA, 6L, 3L, 7L, 8L, 1L, 8L, 5L, NA, 7L, 8L, 
##     8L, 7L, 7L, NA, 4L, 8L, NA, 5L, 7L, 7L, NA, 7L, 7L, 5L, 5L, 
##     8L, 6L, 8L, 8L, 7L, 7L, 5L, 8L, 6L, 7L, 8L, 6L, 3L, 8L, 8L, 
##     5L, 7L, 7L, 5L, NA, 7L, 5L, 7L, NA, 7L, 4L, 8L, 6L, 8L, 5L, 
##     5L, 7L, 5L, 4L, 8L, 8L, 7L, 7L, 6L, 5L, NA, 3L, 7L, 8L, 8L, 
##     5L, 6L, 5L, 8L, 7L, 8L, 7L, NA, 3L, 4L, 8L, 6L, 7L, 7L, NA, 
##     NA, 7L, 8L, 7L, 5L, 8L, 8L, 8L, 3L, 6L, 5L, 8L, 5L, 7L, 7L, 
##     NA, 7L, 7L, 6L, 6L, 6L, 5L, 7L, 7L, 7L, 6L, 8L, 8L, 6L, 5L, 
##     5L, 7L, 7L, 8L, 8L, 8L, 8L, 6L, 8L, 6L, 6L, 6L, 7L, 8L, 7L, 
##     8L, 4L, 5L, NA, NA, 3L, 5L, NA, NA, 6L, 8L, NA, 7L, 7L, 8L, 
##     5L, 5L, 8L, 7L, 8L, 8L, 8L, 3L, 7L, 7L, 8L, 8L, 6L, 6L, 7L, 
##     7L, 7L, 8L, 5L, 7L, 8L, 8L, 7L, 8L, 8L, 8L, 7L, 6L, 5L, 7L, 
##     5L, 6L, 5L, 6L, 7L, 8L, 6L, 5L, 4L, 5L, 5L, 6L, 6L, 7L, 7L, 
##     7L, 5L, 7L, 8L, 6L, 8L, 6L, 5L, 6L, 5L, 8L, 8L, 7L, 8L, 4L, 
##     8L, 6L, 7L, 4L, 4L, 8L, 8L, 5L, 5L, 1L, 7L, 8L, 3L, NA, 4L, 
##     5L, 4L, 7L, 7L, 5L, 7L, 7L, 8L, 5L, 8L, NA, 8L, NA, NA, 6L, 
##     5L, NA, 7L, 5L, 7L, 7L, 8L, 8L, NA, 6L, 4L, 6L, 8L, 7L, 8L, 
##     7L, NA, 6L, 5L, 7L, 8L, 6L, 5L, 6L, 6L, 8L, 6L, 8L, 6L, 7L, 
##     7L, 5L, 6L, 5L, 7L, 7L, 3L, 7L, 8L, 6L, 5L, 8L, 7L, 6L, 8L, 
##     8L, 5L, 8L, 7L, 7L, 5L, 8L, 5L, 5L, 8L, 8L, 6L, 6L, 6L, 6L, 
##     6L, 7L, 7L, 8L, 8L, 7L, 8L, 7L, 6L, 5L, 7L, 7L, 5L, 7L, 8L, 
##     7L, 5L, NA, NA, NA, 8L, NA, NA, NA, NA, 7L, NA, NA, 8L, 6L, 
##     NA, NA, 7L, NA, 6L, NA, 8L, NA, NA, NA, NA, NA, 8L, 8L, NA, 
##     NA, NA, NA, 7L, 7L, NA, NA, NA, NA, NA, NA, NA, NA, 7L, NA, 
##     7L, 5L, NA, NA, NA, NA, NA, NA, NA, NA, NA, 7L, NA, 8L, NA, 
##     6L, NA, NA, NA, NA, NA, NA, 7L, NA, NA, 6L, 8L, NA, NA, 4L, 
##     8L, 5L, 5L, NA, 8L, 5L, 4L, 7L, 4L, 8L, 5L, 6L, 5L, 5L, 8L, 
##     7L, 6L, 8L, 7L, 4L, 6L, 8L, 8L, 8L, 8L, 4L, 8L, 7L, 7L, 7L, 
##     7L, 4L, 7L, 6L, 8L, 6L, 8L, 5L, 8L, 6L, 7L, 7L, 6L, 4L, 4L, 
##     6L, 7L, 7L, 7L, 8L, NA, 7L, 8L, 6L, 6L, 8L, 7L, 6L, 8L, 7L, 
##     4L, 7L, 5L, 6L, 7L, 7L, 6L, NA, 7L, 7L, 8L, 5L, 5L, 7L, 6L, 
##     NA, 3L, 4L, 3L, 5L, 8L, 8L, 7L, 2L, 5L, 6L, 6L, 6L, 8L, 4L, 
##     7L, 8L, 8L, 5L, 7L, 7L, 8L, 7L, 4L, 7L, 4L, 7L, 7L, 7L, 8L, 
##     8L, 7L, 8L, 6L, 3L, 7L, NA, 6L, 6L, 8L, 4L, 7L, 7L, 8L, NA, 
##     8L, 8L, 7L, 7L, 7L, 8L, 7L, 7L, 6L, 8L, 8L, 7L, 8L, 7L, 8L, 
##     8L, 7L, 7L, 7L, NA, 7L, 8L, 6L, 6L, NA, 7L, 8L, 6L, NA, 7L, 
##     7L, 6L, 4L, 5L, 7L, 8L, 6L, 7L, 5L, 8L, 4L, 7L, 7L, 5L, 7L, 
##     6L, 7L, 7L, 8L, 6L, NA, NA, NA, NA, 5L, 4L, 8L, 8L, 5L, 7L, 
##     7L, 5L, 8L, 8L, 5L, 6L, 8L, 5L, 6L, 7L, 5L, 7L, 7L, 7L, 5L, 
##     7L, 7L, NA, NA, 5L, 7L, 3L, 7L, 8L, 7L, 7L, 7L, 6L, 8L, 5L, 
##     7L, 7L, 7L, 5L, 8L, 6L, 7L, NA, 7L, 8L, 7L, 6L, 8L, 7L, 7L, 
##     6L, 7L, 4L, 4L, 7L, 8L, 6L, 7L, 7L, 7L, 7L, 2L, 5L, 7L, 6L, 
##     5L, 7L, 6L, 5L, 6L, 7L, 6L, 5L, 8L, 7L, 6L, 6L, 8L, 7L, 7L, 
##     4L, 7L, 8L, 5L, 5L, 8L, 6L, 5L, 5L, 8L, 7L, 7L, 7L, 8L, 7L, 
##     7L, 7L, 7L, 5L, 5L, 7L, 7L, 7L, 4L, 6L, 6L, 3L, 6L, 7L, 6L, 
##     7L, 8L, 8L, 8L, 8L, 7L, NA, NA, NA, NA, NA, 7L, NA, NA, NA, 
##     NA, 1L, NA, NA, 1L, NA, NA, 1L, NA, NA, 1L, NA, NA, NA, NA, 
##     NA, NA, 1L, NA, NA, NA, NA, NA, NA, 1L, NA, NA, NA, 1L, NA, 
##     NA, 1L, NA, NA, NA, NA, NA, 7L, 7L, 7L, 4L, 7L, 7L, 6L, 6L, 
##     5L, 8L, 8L, 8L, 6L, 7L, 7L, 6L, 7L, 7L, 4L, 4L, 7L, 8L, 8L, 
##     6L, 8L, 7L, 7L, 6L, 6L, 8L, 4L, 5L, 7L, 6L, 7L, 7L, 6L, 7L, 
##     7L, 5L, 8L, 6L, 7L, 7L, 6L, 5L, 2L, 5L, 7L, 6L, 7L, 6L, 7L, 
##     7L, 5L, 7L, 8L, 7L, 6L, 5L, 5L, 8L, 8L, 5L, 6L, 7L, 6L, 7L, 
##     8L, 6L, 6L, 5L, 7L, 7L, 7L, 5L, 6L, 8L, 7L, 6L, 6L, 6L, 7L, 
##     6L, 6L, 8L, 5L, 7L, 6L, 6L, 7L, 5L, 8L, 6L, 6L, 7L, 7L, 7L, 
##     7L, 7L, 5L, 8L, 5L, 5L, 6L, 6L, 6L, 6L, 7L, 7L, 5L, 3L, 6L, 
##     8L, 6L, 4L, 6L, 5L, 8L, 6L, 7L, 7L, 6L, 7L, 5L, 8L, 7L, 8L, 
##     5L, 6L, 6L, 4L, 5L, 7L, 6L, 6L, 7L, 6L, 7L, 7L, 5L, 7L, 7L, 
##     7L, 5L, 6L, 7L, 7L, 6L, 6L, 6L, 7L, 7L, 7L, 8L, 8L, 7L, 7L, 
##     6L, 8L, NA, NA, NA, NA, NA, NA, NA, NA, NA, 5L, 7L, NA, NA, 
##     NA, 7L, NA, NA, NA, NA, NA, NA, NA, NA, NA, 7L, NA, 5L, NA, 
##     NA, NA, NA, NA, NA, NA, NA, 6L, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA), SDQI_9 = c(7L, 7L, 3L, 
##     7L, 8L, 4L, 6L, 5L, 7L, 7L, 7L, 5L, 5L, 5L, 6L, 6L, 8L, 5L, 
##     4L, 5L, 7L, 8L, 7L, 6L, 7L, 5L, 8L, 6L, 5L, NA, 4L, 8L, 7L, 
##     7L, 8L, 7L, 8L, 7L, 5L, 7L, 5L, 6L, 7L, 6L, 8L, 4L, 7L, 8L, 
##     7L, 5L, 5L, 7L, 6L, 6L, 7L, 7L, 7L, 5L, 6L, 6L, 5L, 4L, 7L, 
##     4L, 8L, 3L, 7L, 8L, 5L, 7L, 3L, 7L, 5L, 5L, 6L, 5L, 8L, 5L, 
##     3L, 4L, 7L, 5L, 8L, 8L, 6L, 7L, 6L, 5L, 7L, 8L, 7L, 5L, 7L, 
##     7L, 4L, 8L, 8L, 4L, 8L, 5L, 6L, 5L, 4L, 7L, 1L, 6L, 8L, 7L, 
##     4L, 6L, 7L, 6L, 5L, 4L, 7L, 1L, 5L, 7L, 5L, 8L, 6L, 5L, 8L, 
##     8L, 5L, NA, 1L, 1L, 7L, 7L, 6L, 7L, 6L, 4L, 7L, 6L, 8L, 6L, 
##     7L, 7L, 8L, 8L, 3L, 6L, NA, 6L, 7L, 4L, 5L, NA, NA, NA, 8L, 
##     7L, 6L, NA, NA, 7L, 7L, 7L, 8L, 5L, 8L, 6L, 7L, 5L, 4L, 8L, 
##     7L, 7L, NA, 5L, NA, 7L, 5L, 7L, 6L, 7L, 8L, 5L, 7L, 2L, 8L, 
##     8L, 3L, 5L, 4L, 5L, 1L, 7L, 6L, 7L, 7L, 4L, 4L, 5L, 6L, 8L, 
##     7L, 4L, 5L, 6L, 7L, 6L, 4L, NA, NA, NA, NA, 7L, 7L, NA, NA, 
##     NA, NA, 6L, NA, NA, 5L, 7L, NA, NA, NA, 5L, 7L, 8L, 5L, 7L, 
##     6L, 7L, 7L, 8L, 7L, 8L, 8L, 8L, 8L, NA, NA, NA, 6L, 8L, 6L, 
##     NA, 2L, 7L, 5L, 6L, 7L, 8L, NA, 4L, 5L, 5L, 5L, NA, NA, 4L, 
##     7L, 6L, 7L, 6L, 7L, 7L, 8L, 7L, 7L, 5L, 5L, 7L, 6L, 4L, 8L, 
##     5L, 7L, 8L, 8L, 5L, 6L, NA, 7L, 6L, 5L, 7L, 2L, 8L, 7L, 8L, 
##     8L, 6L, 5L, 5L, 8L, 5L, 4L, 6L, 7L, NA, 7L, 5L, 6L, 3L, 5L, 
##     6L, 5L, 2L, 8L, 8L, 5L, 6L, NA, NA, 5L, 2L, 7L, 8L, 6L, 7L, 
##     5L, 8L, 5L, 7L, 6L, 7L, 4L, 5L, 7L, 7L, 6L, 3L, 7L, 5L, 5L, 
##     6L, 4L, 5L, 4L, 6L, 7L, 6L, 7L, 5L, 8L, 5L, 3L, 5L, 5L, NA, 
##     7L, 7L, 5L, 1L, 7L, NA, 6L, 6L, 8L, 8L, 4L, 8L, 5L, NA, 7L, 
##     8L, 6L, 7L, 7L, NA, 5L, 8L, NA, 5L, 7L, 8L, NA, 7L, 8L, 5L, 
##     7L, 5L, 3L, 8L, 8L, 3L, 6L, 3L, 6L, 5L, 7L, 8L, 3L, 5L, 8L, 
##     8L, 5L, 7L, 7L, 4L, NA, 8L, 5L, 6L, NA, 8L, 5L, 8L, 7L, 8L, 
##     5L, 6L, 7L, 5L, 3L, 8L, 7L, 4L, 7L, 7L, 3L, NA, 3L, 6L, 7L, 
##     4L, 6L, 5L, 4L, 7L, 6L, 8L, 8L, NA, 6L, 4L, 6L, 7L, 7L, 7L, 
##     NA, NA, 7L, 8L, 7L, 6L, 8L, 8L, 8L, 4L, 5L, 7L, 6L, 5L, 6L, 
##     5L, NA, 7L, 7L, 6L, 5L, 4L, 7L, 7L, 7L, 6L, 7L, 8L, 8L, 8L, 
##     8L, 4L, 5L, 7L, 1L, 7L, 4L, 7L, 8L, 5L, 7L, 7L, 6L, 8L, 8L, 
##     8L, 8L, 5L, 5L, NA, NA, 6L, 6L, NA, NA, 7L, 8L, NA, 6L, 6L, 
##     8L, 5L, 7L, 8L, 6L, 8L, 7L, 8L, 2L, 7L, 4L, 8L, 8L, 7L, 6L, 
##     5L, 6L, 6L, 6L, 6L, 8L, 8L, 8L, 7L, 8L, 8L, 8L, 7L, 7L, 6L, 
##     6L, 7L, 4L, 5L, 6L, 1L, 8L, 4L, 4L, 4L, 4L, 5L, 5L, 7L, 7L, 
##     5L, 8L, 5L, 7L, 3L, 8L, 8L, 8L, 4L, 6L, 6L, 8L, 8L, 7L, 8L, 
##     8L, 8L, 8L, 7L, 8L, 4L, 3L, 8L, 5L, 6L, 5L, 7L, 6L, 3L, NA, 
##     4L, 4L, 8L, 7L, 7L, 8L, 7L, 1L, 8L, 6L, 8L, NA, 6L, NA, NA, 
##     5L, 5L, NA, 6L, 5L, 6L, 5L, 8L, 8L, NA, 4L, 4L, 8L, 7L, 8L, 
##     6L, 7L, NA, 5L, 6L, 5L, 8L, 6L, 6L, 4L, 6L, 8L, 6L, 8L, 5L, 
##     3L, 6L, 8L, 7L, 4L, 7L, 7L, 3L, 8L, 8L, 5L, 5L, 8L, 4L, 4L, 
##     8L, 8L, 5L, 1L, 6L, 8L, 5L, 8L, 6L, 6L, 8L, 6L, 3L, 5L, 3L, 
##     6L, 7L, 7L, 8L, 8L, 8L, 7L, 7L, 6L, 5L, 7L, 7L, 8L, 4L, 6L, 
##     8L, 6L, 5L, NA, NA, NA, 8L, NA, NA, NA, NA, 8L, NA, NA, 8L, 
##     6L, NA, NA, 7L, NA, 7L, NA, 8L, NA, NA, NA, NA, NA, 8L, 7L, 
##     NA, NA, NA, NA, 8L, 7L, NA, NA, NA, NA, NA, NA, NA, NA, 7L, 
##     NA, 7L, 6L, NA, NA, NA, NA, NA, NA, NA, NA, NA, 7L, NA, 7L, 
##     NA, 4L, NA, NA, NA, NA, NA, NA, 7L, NA, NA, 4L, 8L, NA, NA, 
##     4L, 8L, 5L, 7L, NA, 7L, 5L, 4L, 7L, 4L, 8L, 5L, 6L, 5L, 4L, 
##     8L, 7L, 6L, 8L, 8L, 5L, 7L, 8L, 6L, 8L, 8L, 3L, 8L, 1L, 6L, 
##     7L, 5L, 3L, 7L, 5L, 8L, 6L, 8L, 5L, 8L, 7L, 6L, 7L, 6L, 4L, 
##     3L, 6L, 7L, 7L, 7L, 8L, NA, 7L, 8L, 6L, 6L, 8L, 7L, 6L, 8L, 
##     5L, 1L, 8L, 5L, 5L, 8L, 7L, 5L, NA, 7L, 7L, 8L, 6L, 5L, 7L, 
##     6L, NA, 4L, 4L, 3L, 5L, 5L, 7L, 7L, 2L, 5L, 6L, 6L, 6L, 8L, 
##     3L, 7L, 8L, 7L, 6L, 7L, 6L, 8L, 7L, 4L, 6L, 4L, 7L, 7L, 7L, 
##     8L, 8L, 7L, 7L, 6L, 4L, 7L, NA, 6L, 7L, 7L, 4L, 7L, 7L, 6L, 
##     8L, 8L, 8L, 7L, 7L, 7L, 8L, 7L, 7L, 6L, 8L, 7L, 7L, 8L, 7L, 
##     8L, 8L, 6L, 7L, 7L, NA, 6L, 8L, 7L, 6L, NA, 7L, 7L, 6L, NA, 
##     7L, 7L, 7L, 5L, 3L, 6L, 8L, 6L, 7L, 5L, 8L, 4L, 7L, 7L, 6L, 
##     8L, 6L, 7L, 5L, 8L, 6L, NA, NA, NA, NA, 5L, 4L, 8L, 6L, 4L, 
##     7L, 7L, 6L, 8L, 6L, 4L, 6L, 8L, 7L, 5L, 7L, 4L, 7L, 7L, 7L, 
##     4L, 8L, 6L, NA, NA, 5L, 7L, 3L, 7L, 7L, 7L, 7L, 4L, 5L, 8L, 
##     4L, 7L, 5L, 8L, 6L, 8L, 6L, 8L, NA, 7L, 8L, 7L, 7L, 8L, 6L, 
##     7L, 7L, 7L, 4L, 2L, 6L, 7L, 7L, 8L, 7L, 7L, 7L, 4L, 6L, 7L, 
##     7L, 6L, 7L, 7L, 7L, 6L, 7L, 6L, 5L, 8L, 8L, 7L, 6L, 8L, 7L, 
##     2L, 4L, 7L, 6L, 6L, 6L, 8L, 6L, 4L, 5L, 6L, 7L, 7L, 7L, 8L, 
##     7L, 7L, 6L, 7L, 5L, 6L, 8L, 7L, 7L, 4L, 6L, 4L, 3L, 6L, 7L, 
##     6L, 7L, 6L, 8L, 7L, 7L, 7L, NA, NA, NA, NA, NA, 7L, NA, NA, 
##     NA, NA, 1L, NA, NA, NA, NA, NA, NA, NA, NA, 1L, 1L, NA, NA, 
##     NA, NA, NA, 1L, 1L, 1L, NA, NA, NA, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, NA, NA, NA, NA, NA, NA, NA, 1L, 6L, 5L, 3L, 7L, 7L, 5L, 
##     6L, 5L, 8L, 8L, 8L, 7L, 7L, 6L, 6L, 7L, 7L, 4L, 3L, 7L, 8L, 
##     8L, 6L, 8L, 7L, 7L, 6L, 6L, 8L, 1L, 5L, 5L, 5L, 8L, 8L, 6L, 
##     7L, 7L, 5L, 8L, 5L, 7L, 7L, 6L, 6L, 2L, 5L, 7L, 6L, 8L, 6L, 
##     7L, 7L, 5L, 7L, 8L, 6L, 7L, 4L, 5L, 7L, 7L, 6L, 5L, 7L, 6L, 
##     6L, 7L, 7L, 4L, 5L, 7L, 8L, 1L, 3L, 5L, 7L, 7L, 6L, 7L, 6L, 
##     8L, 6L, 7L, 8L, 6L, 6L, 6L, 7L, 7L, 5L, 5L, 7L, 5L, 6L, 5L, 
##     7L, 7L, 7L, 6L, 8L, 6L, 5L, 6L, 4L, 6L, 6L, 7L, 5L, 6L, 3L, 
##     5L, 8L, 6L, 7L, 7L, 6L, 7L, 6L, 8L, 7L, 5L, 6L, 5L, 8L, 7L, 
##     8L, 4L, 7L, 6L, 4L, 6L, 6L, 6L, 6L, 7L, 6L, 6L, 7L, 5L, 7L, 
##     7L, 7L, 6L, 7L, 8L, 7L, 6L, 6L, 6L, 7L, 7L, 3L, 8L, 8L, 7L, 
##     6L, 7L, 6L, NA, NA, NA, NA, NA, NA, NA, NA, NA, 6L, 7L, NA, 
##     NA, NA, 7L, NA, NA, NA, NA, NA, NA, NA, NA, NA, 7L, NA, 5L, 
##     NA, NA, NA, NA, NA, NA, NA, NA, 6L, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA), SDQI_10 = c(6L, 
##     6L, 8L, 7L, 8L, 4L, 5L, 3L, 7L, 7L, 7L, 5L, 4L, 5L, 6L, 7L, 
##     6L, 5L, 4L, 5L, 8L, 8L, 7L, 5L, 7L, 5L, 8L, 6L, 4L, NA, 3L, 
##     8L, 7L, 6L, 7L, 7L, 5L, 8L, 6L, 6L, 5L, 4L, 5L, 6L, 6L, 5L, 
##     7L, 7L, 7L, 8L, 5L, 7L, 4L, 8L, 8L, 7L, 7L, 5L, 7L, 4L, 4L, 
##     6L, 6L, 5L, 8L, 4L, 6L, 1L, 5L, 6L, 4L, 7L, 4L, 5L, 5L, 5L, 
##     8L, 4L, 4L, 4L, 6L, 4L, 8L, 5L, 6L, 6L, 6L, 5L, 8L, 8L, 7L, 
##     4L, 6L, 6L, 4L, 8L, 7L, 5L, 8L, 4L, 7L, 5L, 2L, 6L, 6L, 5L, 
##     8L, 5L, 5L, 5L, 7L, 7L, 5L, 5L, 6L, 1L, 6L, 8L, 5L, 8L, 4L, 
##     6L, 6L, 7L, 5L, NA, 1L, 1L, 7L, 6L, 8L, 6L, 4L, 5L, 5L, 7L, 
##     7L, 7L, 7L, 7L, 7L, 8L, 6L, 7L, NA, 7L, 8L, 5L, 6L, NA, NA, 
##     NA, 6L, 8L, 5L, NA, NA, 5L, 6L, 5L, 7L, 6L, 6L, 1L, 5L, 4L, 
##     6L, 8L, 7L, 7L, NA, 7L, NA, 8L, 7L, 5L, 6L, 8L, 8L, 5L, 8L, 
##     NA, 7L, 8L, 2L, 5L, 4L, 7L, 8L, 8L, 8L, 7L, 7L, 4L, 4L, 4L, 
##     7L, 8L, 8L, 8L, 5L, 4L, 8L, 7L, 7L, NA, NA, NA, NA, 7L, 7L, 
##     NA, NA, NA, NA, 6L, NA, NA, 5L, 7L, NA, NA, NA, 5L, 7L, 7L, 
##     4L, 8L, 5L, 6L, 7L, 7L, 7L, 8L, 8L, 7L, 8L, NA, NA, NA, 6L, 
##     8L, 5L, NA, 1L, 7L, 7L, 6L, 7L, 8L, NA, 4L, 4L, 6L, 5L, NA, 
##     NA, 3L, 7L, 6L, 7L, 7L, 6L, 5L, 7L, 7L, 6L, 5L, 6L, 7L, 7L, 
##     4L, 8L, 7L, 7L, 8L, 8L, 5L, 6L, NA, 8L, 4L, 8L, 7L, 5L, 8L, 
##     4L, 8L, 8L, 6L, 5L, 5L, 7L, 6L, 5L, 6L, 5L, NA, 5L, 5L, 5L, 
##     6L, 5L, 5L, 5L, 3L, 8L, 8L, 6L, 5L, NA, NA, 7L, 5L, 6L, 8L, 
##     5L, 7L, 5L, 5L, 5L, 6L, 5L, 5L, 5L, 5L, 8L, 7L, 5L, 3L, 5L, 
##     6L, 5L, 6L, 4L, 7L, 4L, 6L, 7L, 8L, 6L, 5L, 8L, 5L, 2L, 6L, 
##     4L, NA, 7L, 7L, 5L, 8L, 5L, NA, 6L, 6L, 8L, 8L, 6L, 8L, 7L, 
##     NA, 7L, 8L, 5L, 7L, 7L, NA, 4L, 8L, NA, 5L, 6L, 7L, NA, 8L, 
##     8L, 5L, 7L, 8L, 7L, 7L, 8L, 8L, 7L, 4L, 7L, 5L, 7L, 8L, 4L, 
##     6L, 8L, 8L, 5L, 6L, 7L, 8L, NA, 7L, 5L, 7L, NA, 7L, 5L, 8L, 
##     6L, 8L, 5L, 6L, 7L, 5L, 5L, 5L, 7L, 6L, 7L, 7L, 4L, NA, 7L, 
##     6L, 6L, 8L, 6L, 6L, 6L, 7L, 5L, 6L, 7L, NA, 7L, 5L, 8L, 3L, 
##     5L, 6L, NA, NA, 7L, 7L, 7L, 5L, 8L, 6L, 8L, 5L, 5L, 6L, 6L, 
##     5L, 6L, 6L, NA, 5L, 7L, 5L, 7L, 7L, 5L, 7L, 6L, 6L, 7L, 7L, 
##     1L, 7L, 8L, 5L, 7L, 7L, 7L, 7L, 4L, 6L, 8L, 5L, 7L, 7L, 5L, 
##     7L, 8L, 8L, 8L, 3L, 6L, NA, NA, 5L, 5L, NA, NA, 7L, 8L, NA, 
##     7L, 7L, 8L, 6L, 6L, 8L, 1L, 6L, 7L, 8L, 5L, 7L, 6L, 8L, 8L, 
##     8L, 6L, 5L, 6L, 7L, 3L, 6L, 8L, 8L, 8L, 7L, 8L, 8L, 8L, 7L, 
##     5L, 7L, 6L, 5L, 7L, 5L, 7L, 4L, 8L, 6L, 4L, 5L, 5L, 5L, 6L, 
##     7L, 6L, 6L, 7L, 5L, 7L, 8L, 8L, 8L, 7L, 7L, 6L, 6L, 8L, 8L, 
##     7L, 8L, 8L, 8L, 7L, 7L, 8L, 4L, 6L, 8L, 5L, 6L, 4L, 7L, 6L, 
##     2L, NA, 3L, 5L, 6L, 6L, 6L, 5L, 7L, 7L, 8L, 5L, 7L, NA, 6L, 
##     NA, NA, 6L, 5L, NA, 7L, 5L, 7L, 2L, 8L, 7L, NA, 4L, 5L, 7L, 
##     7L, 7L, 7L, 7L, NA, 7L, 7L, 6L, 8L, 5L, 5L, 5L, 6L, 8L, 6L, 
##     6L, 7L, 5L, 6L, 5L, 6L, 6L, 7L, 7L, 3L, 8L, 8L, 8L, 4L, 5L, 
##     6L, 4L, 8L, 8L, 5L, 8L, 7L, 6L, 5L, 8L, 5L, 5L, 8L, 8L, 7L, 
##     7L, 6L, 5L, 6L, 7L, 8L, 8L, 8L, 7L, 5L, 5L, 7L, 5L, 7L, 8L, 
##     5L, 5L, 6L, 4L, 5L, NA, NA, NA, 8L, NA, NA, NA, NA, 8L, NA, 
##     NA, 8L, 5L, NA, NA, 7L, NA, 6L, NA, 8L, NA, NA, NA, NA, NA, 
##     8L, 8L, NA, NA, NA, NA, 7L, 7L, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 6L, NA, 6L, 6L, NA, NA, NA, NA, NA, NA, NA, NA, NA, 6L, 
##     NA, 7L, NA, 7L, NA, NA, NA, NA, NA, NA, 6L, NA, NA, 6L, 8L, 
##     NA, NA, 4L, 8L, 5L, 7L, NA, 7L, 5L, 4L, 6L, 7L, 8L, 5L, 6L, 
##     5L, 6L, 8L, 7L, 6L, 8L, 6L, 6L, 7L, 8L, 8L, 8L, 7L, 5L, 8L, 
##     8L, 6L, 7L, 5L, 4L, 7L, 6L, 7L, 5L, 8L, 6L, 7L, 6L, 7L, NA, 
##     5L, 4L, 4L, 6L, 7L, 8L, 6L, 8L, NA, 7L, 8L, 6L, 6L, 8L, 7L, 
##     8L, 8L, 8L, 1L, 6L, 5L, 7L, 8L, 7L, 6L, NA, 7L, 7L, 8L, 7L, 
##     8L, 6L, 8L, NA, 4L, 4L, 3L, 4L, 8L, 8L, 8L, 2L, 5L, 7L, 6L, 
##     6L, 8L, 6L, 7L, 8L, 8L, 5L, 6L, 6L, 8L, 7L, 4L, 5L, 5L, 7L, 
##     7L, 7L, 8L, 8L, 8L, 8L, 6L, 5L, NA, NA, 6L, 6L, 7L, 4L, 7L, 
##     6L, 6L, 8L, 8L, 8L, 7L, 7L, 7L, 8L, 8L, 8L, 6L, 8L, 7L, 7L, 
##     8L, 7L, 8L, 7L, 7L, 7L, 7L, NA, 7L, 8L, 5L, 6L, NA, 7L, 8L, 
##     6L, NA, 6L, 7L, 8L, 2L, 5L, 7L, 8L, 6L, 6L, 5L, 7L, 5L, 8L, 
##     7L, 5L, 8L, 6L, 7L, 6L, 8L, 6L, NA, NA, NA, NA, 8L, 5L, 8L, 
##     8L, 5L, 6L, 7L, 5L, 8L, 3L, 5L, 7L, 8L, 7L, 5L, 7L, 5L, 7L, 
##     7L, 7L, 5L, 8L, 7L, NA, NA, 5L, 7L, 3L, 6L, 8L, 7L, 7L, 8L, 
##     7L, 8L, 3L, 5L, 6L, 7L, 6L, 8L, 6L, 7L, NA, 8L, 8L, 7L, NA, 
##     8L, 5L, 6L, 5L, 7L, 7L, 3L, 5L, 8L, 7L, 8L, 6L, 7L, 6L, 5L, 
##     7L, 7L, 6L, 6L, 6L, 7L, 8L, 7L, 7L, 6L, 5L, 8L, 8L, 7L, 7L, 
##     7L, 8L, 5L, 4L, 6L, 3L, 6L, 5L, 8L, 5L, 4L, 5L, 8L, 6L, 7L, 
##     7L, 7L, 7L, 6L, 7L, 8L, 6L, 6L, 7L, 8L, 8L, 4L, 6L, 5L, 3L, 
##     5L, 7L, 5L, 6L, 8L, 8L, 5L, 7L, 6L, NA, NA, NA, NA, NA, 8L, 
##     NA, NA, NA, NA, 1L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 1L, NA, NA, NA, NA, NA, NA, NA, NA, 8L, 6L, 5L, 4L, 7L, 
##     7L, 6L, 5L, 6L, 7L, 7L, 8L, 6L, NA, 7L, 6L, 7L, 8L, 4L, 4L, 
##     6L, 8L, 8L, 6L, 8L, 7L, 7L, 6L, 8L, 8L, 1L, 5L, 8L, 7L, 6L, 
##     8L, 5L, 7L, 7L, 8L, 8L, 6L, 7L, 6L, 8L, 7L, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA), LOT.R_1 = c(4L, 
##     5L, 3L, 2L, 5L, 3L, 4L, 5L, 1L, 4L, 3L, 3L, 3L, 2L, 1L, 4L, 
##     2L, 5L, 1L, 3L, 4L, 5L, 3L, 5L, 2L, 4L, 3L, 3L, 3L, 3L, 3L, 
##     3L, 3L, 4L, 2L, 3L, 4L, 2L, 4L, 4L, 3L, 3L, 1L, 3L, 3L, 4L, 
##     2L, 4L, 2L, 3L, 4L, 3L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 2L, 3L, 
##     2L, 3L, 3L, 1L, 5L, 3L, 1L, 4L, 2L, 5L, 3L, 4L, 2L, 3L, 3L, 
##     3L, 3L, 3L, 3L, 1L, 3L, 1L, 3L, 2L, 2L, 2L, 2L, 4L, 1L, 2L, 
##     3L, 3L, 4L, 3L, 5L, 1L, 3L, 5L, 3L, 2L, 3L, 4L, 3L, 2L, 2L, 
##     3L, 3L, 3L, 3L, 3L, 3L, 2L, 2L, 3L, 5L, 2L, 4L, 3L, 2L, 3L, 
##     4L, 2L, 2L, 4L, 1L, 5L, 5L, 4L, 3L, 3L, 2L, 3L, 3L, 4L, 4L, 
##     2L, 5L, 4L, 1L, 5L, 2L, 3L, 2L, NA, 1L, 2L, 4L, 2L, NA, NA, 
##     NA, 1L, 1L, 4L, NA, NA, 2L, 4L, 3L, 2L, 2L, 2L, 2L, 4L, 4L, 
##     4L, 1L, 4L, 2L, NA, 2L, NA, 2L, 4L, 3L, 1L, 3L, 1L, 3L, 4L, 
##     4L, 4L, 2L, 3L, 2L, 3L, 2L, 2L, 2L, 2L, 3L, 3L, 4L, 2L, 4L, 
##     1L, 2L, 2L, 3L, 3L, 2L, 4L, 2L, 2L, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 3L, 2L, 
##     2L, 4L, 2L, 4L, 1L, 2L, 3L, 3L, 1L, 2L, 4L, NA, NA, NA, 2L, 
##     3L, 3L, NA, 1L, 4L, 2L, 1L, NA, NA, NA, NA, NA, 3L, 5L, NA, 
##     NA, NA, NA, 4L, NA, 4L, NA, 3L, NA, NA, 3L, NA, 3L, 5L, 5L, 
##     5L, 1L, 1L, NA, 1L, 1L, 4L, NA, NA, 1L, 4L, NA, NA, 3L, 5L, 
##     2L, 5L, 1L, NA, 3L, 4L, 2L, NA, 4L, 3L, NA, NA, NA, NA, NA, 
##     NA, 2L, NA, NA, 4L, NA, NA, 2L, 3L, NA, NA, 1L, NA, NA, NA, 
##     NA, 5L, 5L, NA, 2L, NA, NA, 3L, NA, 4L, 4L, NA, 3L, NA, NA, 
##     NA, 4L, 2L, NA, NA, 4L, NA, 2L, NA, 3L, NA, NA, 4L, NA, 4L, 
##     4L, NA, 3L, NA, NA, NA, 3L, NA, NA, NA, NA, NA, 5L, 1L, 5L, 
##     NA, 2L, 1L, 3L, NA, 2L, NA, 3L, 1L, NA, 3L, NA, NA, NA, 2L, 
##     NA, 5L, 5L, NA, 1L, 5L, NA, NA, 2L, 4L, 4L, 4L, 3L, 2L, 3L, 
##     4L, NA, NA, NA, NA, 4L, NA, NA, 2L, 3L, NA, NA, 4L, 1L, 2L, 
##     2L, NA, NA, NA, 2L, NA, 4L, NA, NA, 5L, NA, 2L, NA, NA, 5L, 
##     4L, 2L, 3L, 4L, NA, 3L, NA, 3L, 5L, 1L, NA, 4L, 3L, 3L, 4L, 
##     NA, NA, NA, NA, 2L, 2L, NA, NA, NA, 3L, 5L, NA, 2L, NA, 4L, 
##     4L, NA, 4L, NA, 2L, 4L, NA, 5L, 2L, NA, NA, 4L, NA, 5L, 4L, 
##     NA, NA, 2L, 4L, 3L, NA, 2L, 3L, 2L, NA, 2L, NA, NA, NA, 3L, 
##     NA, NA, 4L, NA, 3L, 3L, NA, NA, NA, 2L, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, 4L, NA, NA, NA, 4L, 1L, 
##     NA, NA, NA, 2L, 3L, NA, NA, 1L, 2L, 1L, 1L, 1L, 2L, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 2L, NA, 4L, 3L, 3L, 
##     2L, 2L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 2L, NA, NA, 
##     NA, NA, NA, NA, 1L, NA, 5L, NA, 1L, 5L, 3L, 2L, 4L, 1L, 2L, 
##     NA, NA, NA, NA, NA, 5L, 2L, 3L, NA, NA, NA, NA, NA, NA, 1L, 
##     NA, NA, 2L, NA, NA, NA, NA, 1L, NA, NA, 3L, NA, 5L, NA, NA, 
##     NA, NA, NA, 2L, NA, 2L, 3L, NA, NA, 3L, 3L, NA, NA, 1L, 2L, 
##     4L, NA, NA, 3L, NA, 2L, NA, 1L, 3L, 4L, 5L, 3L, 3L, 5L, 2L, 
##     4L, 3L, 1L, 1L, 4L, 1L, 3L, 1L, 3L, 2L, 2L, 2L, 3L, 2L, 2L, 
##     3L, 5L, 4L, 2L, 1L, 1L, 2L, 4L, 3L, 3L, 3L, 3L, 3L, 2L, 2L, 
##     3L, 3L, 2L, 4L, 3L, NA, NA, NA, NA, NA, NA, NA, NA, 4L, NA, 
##     NA, 2L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 3L, NA, NA, 4L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 2L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, 3L, 3L, 2L, 3L, 2L, 3L, 3L, 3L, 4L, 4L, 3L, 3L, 2L, 
##     2L, 2L, 4L, 5L, 2L, 1L, 2L, 2L, 1L, 2L, 3L, 2L, 2L, 4L, 3L, 
##     2L, 2L, 2L, 3L, 3L, 2L, 2L, 3L, 3L, 1L, 3L, 1L, 3L, 3L, 3L, 
##     3L, 5L, 3L, 4L, 1L, 1L, 1L, 2L, NA, 3L, 5L, 2L, 3L, 1L, 2L, 
##     3L, 1L, 3L, 3L, 3L, 3L, 5L, 3L, 2L, 5L, NA, 2L, 1L, 1L, 4L, 
##     3L, 2L, 3L, NA, 1L, 3L, 3L, 2L, 1L, 1L, 2L, 2L, 4L, 2L, 4L, 
##     4L, 2L, 3L, 1L, 2L, 3L, 3L, 3L, 3L, 2L, 2L, 3L, 4L, 5L, 4L, 
##     3L, 1L, 1L, 1L, 2L, 1L, 3L, 1L, 3L, NA, 2L, 2L, 3L, 2L, 3L, 
##     NA, 3L, 1L, 1L, 1L, 2L, 2L, 3L, 1L, 3L, 2L, 4L, 5L, 2L, 2L, 
##     1L, 1L, 1L, 1L, 1L, 2L, 2L, 1L, 2L, 1L, 3L, 3L, NA, 2L, 1L, 
##     3L, NA, 2L, 1L, 2L, 3L, 1L, 2L, 3L, 3L, 2L, 2L, 1L, 3L, 1L, 
##     4L, 3L, 2L, 1L, 5L, 2L, 5L, NA, NA, NA, NA, NA, 4L, 4L, 5L, 
##     5L, 3L, 2L, 2L, 3L, 1L, 5L, 3L, 4L, 2L, 3L, 2L, 1L, 2L, 2L, 
##     2L, 3L, 3L, 2L, 5L, NA, NA, 3L, 2L, 1L, 2L, 4L, 5L, 1L, 2L, 
##     4L, 1L, 2L, 3L, 3L, 3L, 3L, 1L, 2L, 4L, NA, 2L, 3L, 3L, 3L, 
##     3L, 5L, 2L, 4L, 1L, 2L, 3L, 3L, 2L, 3L, 2L, 3L, 2L, 4L, 4L, 
##     3L, 2L, 5L, 3L, 2L, 4L, 3L, 2L, 3L, 4L, 4L, 3L, 1L, 3L, 2L, 
##     1L, 3L, 1L, 3L, 1L, 3L, 5L, 2L, 3L, 2L, 2L, 3L, 2L, 1L, 2L, 
##     2L, 2L, 1L, 2L, 2L, 3L, 2L, 3L, 4L, 4L, 1L, 3L, 2L, 2L, 3L, 
##     2L, 3L, 2L, 4L, 2L, 3L, 5L, 3L, 2L, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 1L, 1L, NA, NA, 
##     NA, 1L, NA, NA, NA, NA, NA, NA, NA, NA, 2L, 2L, 3L, 3L, 2L, 
##     2L, 2L, 3L, 3L, 1L, 3L, 1L, 3L, 3L, 3L, 4L, 1L, 1L, 5L, 3L, 
##     1L, 2L, 5L, 3L, 1L, 3L, 2L, 2L, 3L, 1L, 3L, 3L, 3L, 5L, 3L, 
##     3L, 3L, 2L, 2L, 3L, 1L, 5L, 1L, 2L, 3L, 4L, 4L, 3L, 3L, 2L, 
##     4L, 4L, 2L, 3L, 3L, 2L, 1L, 4L, 2L, 3L, 3L, 3L, 2L, 2L, 2L, 
##     2L, 3L, 2L, 2L, 4L, 3L, 2L, 2L, 3L, 2L, 3L, 5L, 1L, 2L, 2L, 
##     4L, 1L, 2L, 4L, 2L, 4L, 2L, 3L, 1L, 2L, 4L, 3L, 3L, 3L, 1L, 
##     4L, 3L, 2L, 2L, 2L, 5L, 3L, 2L, 2L, 3L, 2L, 3L, 2L, 3L, 2L, 
##     3L, 4L, 2L, 1L, 3L, 3L, 3L, 3L, 2L, 3L, 2L, 2L, 2L, 3L, 3L, 
##     1L, 2L, 1L, 3L, 3L, 4L, 2L, 5L, 3L, 2L, 4L, 4L, 2L, 2L, 2L, 
##     2L, 2L, 1L, 2L, 2L, 4L, 4L, 2L, 3L, 4L, 3L, 2L, 4L, 3L, 2L, 
##     3L, 3L, 3L, 3L, 5L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA), LOT.R_2 = c(2L, 
##     3L, 1L, 5L, 5L, 3L, 4L, 1L, 1L, 4L, 2L, 3L, 4L, 2L, 2L, 3L, 
##     1L, 3L, 2L, 3L, 5L, 5L, 2L, 4L, 2L, 1L, 5L, 1L, 2L, 2L, 5L, 
##     1L, 1L, 2L, 2L, 1L, 2L, 4L, 3L, 1L, 2L, 2L, 2L, 2L, 4L, 2L, 
##     2L, 4L, 2L, 4L, 4L, 2L, 1L, 2L, 5L, 3L, 1L, 2L, 3L, 2L, 2L, 
##     2L, 2L, 3L, 1L, 3L, 5L, 3L, 2L, 1L, 2L, 3L, 4L, 4L, 2L, 3L, 
##     2L, 3L, 3L, 3L, 2L, 3L, 4L, 1L, 4L, 2L, 3L, 3L, 4L, 2L, 2L, 
##     4L, 1L, 3L, 2L, 5L, 3L, 3L, 5L, 3L, 2L, 3L, 5L, 1L, 1L, 2L, 
##     3L, 3L, 3L, 3L, 2L, 3L, 2L, 1L, 3L, 5L, 4L, 4L, 5L, 2L, 2L, 
##     3L, 2L, 1L, 4L, 1L, 5L, 5L, 4L, 3L, 1L, 1L, 2L, 3L, 2L, 5L, 
##     2L, 4L, 2L, 2L, 5L, 2L, 2L, 2L, NA, 2L, 2L, 5L, 4L, NA, NA, 
##     NA, 1L, 5L, 4L, NA, NA, 2L, 1L, 1L, 1L, 2L, 1L, 1L, 2L, 4L, 
##     4L, 1L, 4L, 3L, NA, 3L, NA, 1L, 4L, 1L, 1L, 3L, 5L, 3L, 4L, 
##     4L, 4L, 2L, 4L, 1L, 3L, 4L, 5L, 1L, 1L, 3L, 3L, 4L, 2L, 3L, 
##     1L, 1L, 2L, 1L, 2L, 4L, 2L, 2L, 5L, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 1L, 1L, 
##     1L, 2L, 2L, 4L, 2L, 2L, 4L, 1L, 1L, 1L, 5L, NA, NA, NA, 5L, 
##     1L, 2L, NA, 1L, 3L, 4L, 2L, NA, NA, NA, NA, NA, 4L, 3L, NA, 
##     NA, NA, NA, 2L, NA, 2L, NA, 4L, NA, NA, 4L, NA, 3L, 2L, 5L, 
##     5L, 5L, 2L, NA, 1L, 1L, 3L, NA, NA, 1L, 1L, NA, NA, 1L, 1L, 
##     4L, 1L, 1L, NA, 2L, 1L, 3L, NA, 4L, 4L, NA, NA, NA, NA, NA, 
##     NA, 2L, NA, NA, 4L, NA, NA, 1L, 3L, NA, NA, 1L, NA, NA, NA, 
##     NA, 2L, 4L, NA, 2L, NA, NA, 1L, NA, 1L, 4L, NA, 2L, NA, NA, 
##     NA, 3L, 1L, NA, NA, 4L, NA, 1L, NA, 1L, NA, NA, 4L, NA, 3L, 
##     3L, NA, 1L, NA, NA, NA, 4L, NA, NA, NA, NA, NA, 4L, 1L, 4L, 
##     NA, 3L, 4L, 2L, NA, 2L, NA, 3L, 1L, NA, 4L, NA, NA, NA, 1L, 
##     NA, 5L, 4L, NA, 1L, 1L, NA, NA, 1L, 3L, 4L, 3L, 4L, 2L, 2L, 
##     4L, NA, NA, NA, NA, 3L, NA, NA, 3L, 5L, NA, NA, 1L, 2L, 2L, 
##     3L, NA, NA, NA, 2L, NA, 4L, NA, NA, 3L, NA, 1L, NA, NA, 3L, 
##     3L, 1L, 4L, 3L, NA, 2L, NA, 3L, 5L, 1L, NA, 1L, 4L, 4L, 1L, 
##     NA, NA, NA, NA, 2L, 4L, NA, NA, NA, 2L, 4L, NA, 3L, NA, 1L, 
##     5L, NA, 2L, NA, 2L, 1L, NA, 5L, 2L, NA, NA, 1L, NA, 2L, 1L, 
##     NA, NA, 5L, 1L, 3L, NA, 1L, 1L, 3L, NA, 4L, NA, NA, NA, 3L, 
##     NA, NA, 5L, NA, 4L, 3L, NA, NA, NA, 2L, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, 1L, NA, NA, NA, 2L, 1L, 
##     NA, NA, NA, 3L, 2L, NA, NA, 2L, 1L, 4L, 1L, 2L, 2L, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 4L, NA, 1L, 5L, 4L, 
##     3L, 1L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 1L, NA, NA, 
##     NA, NA, NA, NA, 2L, NA, 4L, NA, 2L, 5L, 4L, 3L, 5L, 2L, 1L, 
##     NA, NA, NA, NA, NA, 2L, 2L, 1L, NA, NA, NA, NA, NA, NA, 2L, 
##     NA, NA, 2L, NA, NA, NA, NA, 2L, NA, NA, 1L, NA, 5L, NA, NA, 
##     NA, NA, NA, 3L, NA, 1L, 1L, NA, NA, 4L, 3L, NA, NA, 5L, 3L, 
##     2L, NA, NA, 3L, NA, 2L, NA, 1L, 4L, 4L, 1L, 1L, 2L, 4L, 1L, 
##     2L, 4L, 3L, 1L, 4L, 2L, 2L, 4L, 3L, 2L, 4L, 2L, 5L, 2L, 3L, 
##     5L, 2L, 1L, 2L, 2L, 1L, 2L, 4L, 2L, 1L, 3L, 4L, 2L, 1L, 1L, 
##     2L, 3L, 1L, 5L, 3L, NA, NA, NA, NA, NA, NA, NA, NA, 5L, NA, 
##     NA, 2L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 3L, NA, NA, 5L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 2L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, 4L, 2L, 4L, 2L, 2L, 3L, 3L, 5L, 4L, 2L, 1L, 3L, 1L, 
##     2L, 1L, 4L, 2L, 2L, 1L, 1L, 4L, 1L, 2L, 1L, 2L, 1L, 1L, 3L, 
##     3L, 2L, 2L, 2L, 1L, 2L, 2L, 1L, 1L, 1L, 3L, 1L, 4L, 4L, 2L, 
##     4L, 3L, 1L, 4L, 4L, 2L, 1L, 1L, NA, 5L, 5L, 4L, 5L, 2L, 2L, 
##     5L, 1L, 2L, 3L, 1L, 5L, 2L, 2L, 4L, 3L, NA, 1L, 1L, 1L, 3L, 
##     2L, 3L, 3L, NA, 3L, 3L, 3L, 2L, 1L, 1L, 1L, 3L, 3L, 2L, 4L, 
##     4L, 1L, 1L, 1L, 1L, 5L, 3L, 2L, 1L, 1L, 3L, 4L, 1L, 3L, 4L, 
##     3L, 2L, 2L, 1L, 1L, 1L, 3L, 2L, 1L, NA, 2L, 4L, 1L, 3L, 3L, 
##     NA, 1L, 3L, 1L, 1L, 4L, 2L, 4L, 1L, 4L, 1L, 2L, 5L, 4L, 2L, 
##     1L, 3L, 1L, 3L, 1L, 1L, 1L, 1L, 1L, 1L, 4L, 3L, NA, 1L, 5L, 
##     1L, NA, 3L, 1L, 4L, 3L, 3L, 2L, 3L, 2L, 4L, 2L, 1L, 2L, 1L, 
##     4L, 3L, 1L, 2L, 4L, 2L, 5L, NA, NA, NA, NA, NA, 4L, 3L, 5L, 
##     4L, 5L, 2L, 1L, 3L, 1L, 1L, 3L, 3L, 2L, 3L, 1L, 1L, 4L, 1L, 
##     2L, 1L, 3L, 2L, 4L, NA, NA, 3L, 2L, 1L, 2L, 2L, 2L, 1L, 1L, 
##     2L, 1L, 3L, 4L, 3L, 3L, 4L, 1L, 2L, 4L, NA, 2L, 1L, 2L, 1L, 
##     5L, 2L, 1L, 3L, 1L, 5L, 2L, 3L, 1L, 2L, 1L, 3L, 3L, 2L, 5L, 
##     2L, 1L, 4L, 2L, 4L, 2L, 4L, 1L, 2L, 2L, 1L, 1L, 3L, 1L, 2L, 
##     1L, 3L, 2L, 3L, 1L, 5L, 3L, 2L, 1L, 2L, 3L, 4L, 1L, 1L, 3L, 
##     5L, 1L, 2L, 1L, 1L, 5L, 3L, 4L, 1L, 1L, 1L, 2L, 2L, 2L, 5L, 
##     1L, 1L, 1L, 2L, 1L, 4L, 3L, 1L, 2L, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, 1L, NA, NA, NA, NA, NA, NA, NA, NA, 1L, NA, 
##     NA, NA, NA, NA, NA, 1L, NA, NA, NA, NA, NA, 1L, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 3L, 2L, 2L, 1L, 2L, 
##     2L, 2L, 1L, 3L, 1L, 1L, 1L, 4L, 2L, 4L, 4L, 4L, 2L, 3L, 1L, 
##     1L, 1L, 5L, 5L, 2L, 5L, 2L, 4L, 5L, 1L, 3L, 5L, 2L, 2L, 1L, 
##     2L, 4L, 4L, 1L, 2L, 1L, 3L, 1L, 3L, 3L, 3L, 4L, 1L, 3L, 2L, 
##     1L, 4L, 1L, 3L, 2L, 5L, 2L, 2L, 1L, 1L, 4L, 1L, 2L, 3L, 2L, 
##     2L, 1L, 4L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 5L, 4L, 1L, 1L, 4L, 
##     4L, 1L, 1L, 2L, 1L, 1L, 1L, 4L, 1L, 1L, 1L, 4L, 1L, 2L, 3L, 
##     1L, 3L, 2L, 3L, 2L, 3L, 4L, 2L, 3L, 3L, 3L, 2L, 3L, 2L, 3L, 
##     1L, 4L, 2L, 1L, 4L, 3L, 4L, 2L, 4L, 2L, 1L, 3L, 2L, 1L, 1L, 
##     2L, 2L, 2L, 1L, 1L, 3L, 5L, 5L, 1L, 4L, 3L, 2L, 2L, 2L, 2L, 
##     3L, 2L, 2L, 2L, 4L, 4L, 1L, 1L, 4L, 1L, 1L, 2L, 1L, 2L, 1L, 
##     5L, 1L, 4L, 2L, 2L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA), LOT.R_3 = c(5L, 
##     2L, 5L, 2L, 5L, 3L, 4L, 3L, 3L, 4L, 3L, 3L, 2L, 2L, 2L, 2L, 
##     2L, 2L, 2L, 3L, 3L, 5L, 4L, 2L, 3L, 2L, 2L, 3L, 4L, 2L, 1L, 
##     5L, 4L, 5L, 2L, 3L, 4L, 2L, 2L, 4L, 2L, 2L, 3L, 2L, 3L, 2L, 
##     3L, 3L, 4L, 2L, 4L, 4L, 2L, 3L, 1L, 1L, 5L, 3L, 3L, 2L, 4L, 
##     2L, 3L, 3L, 1L, 3L, 4L, 3L, 3L, 3L, 3L, 3L, 2L, 4L, 2L, 3L, 
##     2L, 3L, 3L, 3L, 3L, 2L, 3L, 3L, 2L, 4L, 2L, 5L, 4L, 3L, 5L, 
##     2L, 3L, 5L, 1L, 5L, 2L, 3L, 5L, 3L, 5L, 3L, 3L, 3L, 2L, 2L, 
##     3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 5L, 1L, 3L, 2L, 4L, 4L, 
##     3L, 4L, 4L, 3L, 1L, 1L, 1L, 3L, 3L, 5L, 3L, 3L, 4L, 5L, 4L, 
##     5L, 5L, 2L, 2L, 3L, 5L, 4L, 4L, NA, 3L, 4L, 3L, 3L, NA, NA, 
##     NA, 4L, 4L, 2L, NA, NA, 4L, 1L, 3L, 5L, 2L, 4L, 3L, 4L, 3L, 
##     5L, 5L, 4L, 5L, NA, 4L, NA, 5L, 3L, 2L, 5L, 4L, 5L, 3L, 3L, 
##     2L, 5L, 5L, 3L, 4L, 2L, 2L, 3L, 2L, 5L, 3L, 3L, 2L, 2L, 3L, 
##     4L, 3L, 2L, 3L, 5L, 2L, 2L, 4L, 1L, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 4L, 5L, 
##     1L, 5L, 2L, 4L, 5L, 5L, 3L, 5L, 5L, 5L, 4L, NA, NA, NA, 2L, 
##     1L, 4L, NA, 2L, 4L, 2L, 5L, NA, NA, NA, NA, NA, 3L, 1L, NA, 
##     NA, NA, NA, 4L, NA, 2L, NA, 1L, NA, NA, 4L, NA, 1L, 4L, 1L, 
##     2L, 4L, 2L, NA, 3L, 4L, 3L, NA, NA, 4L, 4L, NA, NA, 4L, 5L, 
##     1L, 4L, 4L, NA, 4L, 3L, 5L, NA, 2L, 4L, NA, NA, NA, NA, NA, 
##     NA, 1L, NA, NA, 2L, NA, NA, 2L, 2L, NA, NA, 3L, NA, NA, NA, 
##     NA, 2L, 1L, NA, 2L, NA, NA, 2L, NA, 1L, 4L, NA, 2L, NA, NA, 
##     NA, 2L, 3L, NA, NA, 1L, NA, 2L, NA, 2L, NA, NA, 4L, NA, 2L, 
##     2L, NA, 4L, NA, NA, NA, 2L, NA, NA, NA, NA, NA, 1L, 3L, 2L, 
##     NA, 2L, 5L, 2L, NA, 5L, NA, 2L, 4L, NA, 2L, NA, NA, NA, 3L, 
##     NA, 2L, 1L, NA, 4L, 1L, NA, NA, 5L, 2L, 3L, 2L, 2L, 4L, 4L, 
##     3L, NA, NA, NA, NA, 3L, NA, NA, 1L, 4L, NA, NA, 5L, 1L, 2L, 
##     3L, NA, NA, NA, 4L, NA, 2L, NA, NA, 2L, NA, 3L, NA, NA, 1L, 
##     2L, 4L, 2L, 2L, NA, 5L, NA, 4L, 1L, 4L, NA, 2L, 3L, 1L, 3L, 
##     NA, NA, NA, NA, 3L, 2L, NA, NA, NA, 3L, 2L, NA, 1L, NA, 2L, 
##     2L, NA, 2L, NA, 3L, 4L, NA, 2L, 5L, NA, NA, 5L, NA, 3L, 4L, 
##     NA, NA, 4L, 3L, 3L, NA, 4L, 2L, 1L, NA, 3L, NA, NA, NA, 3L, 
##     NA, NA, 2L, NA, 1L, 3L, NA, NA, NA, 2L, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, 5L, NA, NA, NA, 3L, 5L, 
##     NA, NA, NA, 3L, 2L, NA, NA, 1L, 3L, 4L, 4L, 3L, 1L, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 2L, NA, 5L, 2L, 2L, 
##     3L, 5L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 2L, NA, NA, 
##     NA, NA, NA, NA, 3L, NA, 1L, NA, 2L, 5L, 3L, 1L, 5L, 2L, 3L, 
##     NA, NA, NA, NA, NA, 1L, 3L, 5L, NA, NA, NA, NA, NA, NA, 5L, 
##     NA, NA, 1L, NA, NA, NA, NA, 3L, NA, NA, 4L, NA, 1L, NA, NA, 
##     NA, NA, NA, 3L, NA, 2L, 2L, NA, NA, 3L, 2L, NA, NA, 2L, 3L, 
##     4L, NA, NA, 3L, NA, 3L, NA, 3L, 2L, 4L, 1L, 3L, 5L, 2L, 3L, 
##     3L, 2L, 4L, 5L, 4L, 4L, 3L, 3L, 4L, 2L, 2L, 2L, 1L, 2L, 2L, 
##     2L, 2L, 2L, 1L, 5L, 3L, 3L, 4L, 3L, 1L, 3L, 3L, 3L, 3L, 2L, 
##     4L, 2L, 3L, 4L, 2L, NA, NA, NA, NA, NA, NA, NA, NA, 3L, NA, 
##     NA, 5L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 4L, NA, NA, 3L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 2L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, 3L, 1L, 4L, 3L, 2L, 3L, 3L, 3L, 2L, 3L, 3L, 3L, 3L, 
##     3L, 1L, 4L, 2L, 3L, 4L, 1L, 2L, 3L, 2L, 3L, 2L, 5L, 1L, 3L, 
##     4L, 4L, 4L, 3L, 2L, 3L, 3L, 2L, 4L, 1L, 3L, 4L, 2L, 3L, 3L, 
##     3L, 2L, 3L, 2L, 5L, 4L, 1L, 3L, NA, 3L, 1L, 3L, 3L, 3L, 4L, 
##     1L, 3L, 3L, 3L, 4L, 2L, 3L, 3L, 3L, 1L, NA, 3L, 3L, 5L, 2L, 
##     2L, 4L, 3L, NA, 2L, 3L, 3L, 2L, 5L, 4L, 3L, 3L, 3L, 3L, 4L, 
##     4L, 3L, 2L, 1L, 3L, 3L, 3L, 3L, 1L, 3L, 2L, 2L, 2L, 2L, 2L, 
##     3L, 5L, 1L, 5L, 5L, 5L, 2L, 4L, 2L, NA, 5L, 2L, 3L, 2L, 3L, 
##     NA, 2L, 1L, 4L, 5L, 3L, 3L, 3L, 4L, 3L, 3L, 3L, 5L, 5L, 2L, 
##     5L, 1L, 1L, 1L, 3L, 3L, 3L, 2L, 2L, 2L, 3L, 3L, NA, 4L, 5L, 
##     3L, NA, 4L, 5L, 4L, 3L, 3L, 4L, 2L, 4L, 2L, 2L, 2L, 3L, 3L, 
##     2L, 2L, 3L, 1L, 4L, 2L, 5L, NA, NA, NA, NA, NA, 4L, 3L, 5L, 
##     2L, 3L, 4L, 1L, 3L, 3L, 1L, 3L, 4L, 2L, 3L, 3L, 4L, 4L, 2L, 
##     3L, 3L, 3L, 2L, 1L, NA, NA, 3L, 2L, 1L, 2L, 5L, 4L, 4L, 2L, 
##     4L, 1L, 2L, 2L, 4L, 2L, 4L, 4L, 2L, 4L, NA, 5L, 3L, 4L, 4L, 
##     1L, 1L, 3L, 2L, 4L, 2L, 5L, 2L, 4L, 3L, 2L, 4L, 2L, 3L, 2L, 
##     2L, 5L, 2L, 2L, 2L, 4L, 4L, 3L, 5L, 3L, 5L, 3L, 3L, 3L, 4L, 
##     5L, 3L, 5L, 3L, 5L, 1L, 3L, 4L, 3L, 2L, 5L, 3L, 5L, 5L, 3L, 
##     1L, 5L, 5L, 2L, 1L, 2L, 5L, 4L, 5L, 4L, 2L, 3L, 1L, 3L, 3L, 
##     5L, 5L, 3L, 4L, 5L, 4L, 4L, 3L, 3L, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, 1L, NA, NA, NA, NA, NA, NA, NA, NA, 1L, NA, 
##     NA, NA, NA, NA, NA, 1L, 1L, NA, NA, NA, NA, NA, NA, NA, 1L, 
##     NA, 1L, NA, NA, NA, NA, NA, NA, NA, NA, 4L, 4L, 3L, 2L, 4L, 
##     3L, 3L, 4L, 3L, 4L, 2L, 1L, 2L, 3L, 3L, 2L, 5L, 4L, 2L, 3L, 
##     1L, 3L, 1L, 3L, 3L, 3L, 4L, 3L, 1L, 3L, 3L, 2L, 3L, 3L, 4L, 
##     3L, 3L, 3L, 3L, 2L, 5L, 1L, 3L, 4L, 3L, 2L, 1L, 2L, 3L, 3L, 
##     2L, 3L, 4L, 3L, 3L, 1L, 2L, 3L, 3L, 1L, 3L, 3L, 5L, 3L, 5L, 
##     5L, 3L, 3L, 4L, 3L, 1L, 3L, 2L, 4L, 3L, 1L, 2L, 4L, 2L, 4L, 
##     3L, 3L, 3L, 2L, 3L, 4L, 3L, 2L, 4L, 4L, 5L, 3L, 5L, 5L, 4L, 
##     5L, 1L, 3L, 4L, 4L, 1L, 4L, 5L, 3L, 2L, 5L, 3L, 2L, 3L, 3L, 
##     3L, 2L, 3L, 3L, 2L, 3L, 3L, 4L, 3L, 4L, 1L, 5L, 3L, 4L, 4L, 
##     4L, 4L, 2L, 3L, 2L, 4L, 2L, 2L, 5L, 5L, 3L, 2L, 3L, 4L, 3L, 
##     4L, 4L, 4L, 5L, 2L, 5L, 5L, 4L, 2L, 3L, 5L, 4L, 2L, 4L, 5L, 
##     3L, 5L, 2L, 4L, 5L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA), LOT.R_4 = c(3L, 
##     4L, 5L, 2L, 5L, 3L, 3L, 1L, 1L, 4L, 2L, 3L, 3L, 2L, 1L, 2L, 
##     4L, 5L, 1L, 3L, 4L, 5L, 1L, 2L, 2L, 3L, 3L, 3L, 1L, 2L, 1L, 
##     1L, 3L, 1L, 1L, 3L, 2L, 1L, 2L, 4L, 3L, 3L, 2L, 2L, 3L, 3L, 
##     2L, 3L, 2L, 2L, 4L, 2L, 4L, 3L, 1L, 4L, 1L, 2L, 3L, 2L, 3L, 
##     2L, 3L, 3L, 1L, 5L, 1L, 5L, 3L, 3L, 3L, 3L, 2L, 2L, 3L, 3L, 
##     1L, 3L, 3L, 3L, 1L, 4L, 1L, 3L, 2L, 2L, 2L, 1L, 1L, 1L, 2L, 
##     2L, 1L, 1L, 3L, 5L, 2L, 3L, 5L, 3L, 3L, 1L, 4L, 1L, 2L, 3L, 
##     3L, 3L, 3L, 3L, 2L, 3L, 2L, 1L, 3L, 5L, 2L, 1L, 3L, 2L, 3L, 
##     2L, 1L, 1L, 3L, 1L, 5L, 5L, 3L, 3L, 1L, 2L, 4L, 2L, 3L, 5L, 
##     1L, 1L, 4L, 1L, 4L, 3L, 3L, 2L, NA, 1L, 1L, 2L, 2L, NA, NA, 
##     NA, 1L, 3L, 3L, NA, NA, 4L, 2L, 1L, 1L, 2L, 1L, 1L, 2L, 4L, 
##     3L, 1L, 1L, 4L, NA, 2L, NA, 1L, 4L, 3L, 1L, 2L, 5L, 3L, 1L, 
##     4L, 4L, 1L, 3L, 2L, 3L, 3L, 2L, 1L, 2L, 1L, 2L, 5L, 2L, 4L, 
##     1L, 1L, 2L, 3L, 3L, 1L, 1L, 1L, 4L, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 3L, 1L, 
##     1L, 3L, 3L, 2L, 1L, 2L, 3L, 2L, 3L, 1L, 3L, NA, NA, NA, 3L, 
##     2L, 2L, NA, 1L, 4L, 2L, 4L, NA, NA, NA, NA, NA, 2L, 2L, NA, 
##     NA, NA, NA, 2L, NA, 2L, NA, 5L, NA, NA, 2L, NA, 1L, 2L, 5L, 
##     2L, 1L, 3L, NA, 1L, 1L, 2L, NA, NA, 1L, 5L, NA, NA, 2L, 1L, 
##     1L, 1L, 1L, NA, 2L, 1L, 2L, NA, 4L, 2L, NA, NA, NA, NA, NA, 
##     NA, 1L, NA, NA, 4L, NA, NA, 1L, 2L, NA, NA, 1L, NA, NA, NA, 
##     NA, 3L, 4L, NA, 4L, NA, NA, 2L, NA, 2L, 3L, NA, 3L, NA, NA, 
##     NA, 4L, 4L, NA, NA, 4L, NA, 4L, NA, 2L, NA, NA, 2L, NA, 2L, 
##     1L, NA, 1L, NA, NA, NA, 2L, NA, NA, NA, NA, NA, 4L, 2L, 1L, 
##     NA, 2L, 1L, 1L, NA, 1L, NA, 4L, 1L, NA, 2L, NA, NA, NA, 1L, 
##     NA, 4L, 4L, NA, 1L, 4L, NA, NA, 1L, 3L, 2L, 4L, 2L, 1L, 2L, 
##     3L, NA, NA, NA, NA, 2L, NA, NA, 2L, 3L, NA, NA, 1L, 3L, 3L, 
##     2L, NA, NA, NA, 4L, NA, 4L, NA, NA, 3L, NA, 2L, NA, NA, 4L, 
##     4L, 1L, 2L, 4L, NA, 5L, NA, 3L, 5L, 1L, NA, 2L, 3L, 1L, 2L, 
##     NA, NA, NA, NA, 1L, 3L, NA, NA, NA, 2L, 1L, NA, 3L, NA, 3L, 
##     3L, NA, 4L, NA, 3L, 1L, NA, 5L, 2L, NA, NA, 1L, NA, 3L, 1L, 
##     NA, NA, 3L, 1L, 2L, NA, 1L, 2L, 2L, NA, 2L, NA, NA, NA, 3L, 
##     NA, NA, 4L, NA, 1L, 2L, NA, NA, NA, 1L, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, 1L, NA, NA, NA, 3L, 3L, 
##     NA, NA, NA, 3L, 1L, NA, NA, 1L, 2L, 1L, 1L, 1L, 5L, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 2L, NA, 4L, 2L, 1L, 
##     3L, 2L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 4L, NA, NA, 
##     NA, NA, NA, NA, 1L, NA, 4L, NA, 1L, 5L, 3L, 1L, 4L, 1L, 2L, 
##     NA, NA, NA, NA, NA, 3L, 3L, 2L, NA, NA, NA, NA, NA, NA, 1L, 
##     NA, NA, 3L, NA, NA, NA, NA, 2L, NA, NA, 1L, NA, 4L, NA, NA, 
##     NA, NA, NA, 2L, NA, 2L, 3L, NA, NA, 2L, 3L, NA, NA, 5L, 2L, 
##     4L, NA, NA, 3L, NA, 2L, NA, 1L, 3L, 4L, 3L, 1L, 1L, 4L, 2L, 
##     4L, 4L, 1L, 1L, 4L, 3L, 2L, 1L, 1L, 1L, 3L, 1L, 1L, 1L, 2L, 
##     4L, 2L, 4L, 2L, 2L, 1L, 2L, 4L, 2L, 2L, 3L, 2L, 2L, 1L, 1L, 
##     3L, 2L, 3L, 4L, 1L, NA, NA, NA, NA, NA, NA, NA, NA, 4L, NA, 
##     NA, 1L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 2L, NA, NA, 3L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 3L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, 3L, 1L, 2L, 2L, 2L, 1L, 3L, 3L, 2L, 2L, 1L, 3L, 2L, 
##     2L, 1L, 4L, 3L, 2L, 1L, 1L, 5L, 2L, 2L, 3L, 3L, 4L, 2L, 3L, 
##     3L, 1L, 4L, 2L, 1L, 2L, 3L, 1L, 3L, 1L, 1L, 3L, 2L, 3L, 3L, 
##     3L, 3L, 2L, 3L, 1L, 1L, 2L, 1L, NA, 2L, 3L, 3L, 3L, 1L, 2L, 
##     1L, 3L, 1L, 3L, 2L, 3L, 2L, 1L, 5L, 5L, NA, 2L, 1L, 1L, 4L, 
##     1L, 3L, 3L, NA, 2L, 3L, 3L, 2L, 1L, 1L, 1L, 3L, 2L, 3L, 4L, 
##     4L, 2L, 3L, 1L, 3L, 2L, 2L, 1L, 2L, 2L, 1L, 4L, 4L, 2L, 2L, 
##     4L, 1L, 1L, 1L, 2L, 1L, 3L, 1L, 1L, NA, 2L, 1L, 3L, 4L, 3L, 
##     NA, 3L, 1L, 2L, 1L, 2L, 1L, 2L, 1L, 2L, 1L, 2L, 4L, 5L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 3L, 1L, 1L, 1L, 2L, 2L, NA, 1L, 2L, 
##     1L, NA, 1L, 1L, 1L, 2L, 3L, 2L, 3L, 2L, 1L, 2L, 1L, 3L, 4L, 
##     4L, 3L, 1L, 3L, 4L, 2L, 5L, NA, NA, NA, NA, NA, 4L, 3L, 5L, 
##     4L, 2L, 2L, 1L, 3L, 1L, 1L, 3L, 3L, 3L, 5L, 3L, 5L, 3L, 2L, 
##     2L, 3L, 2L, 2L, 5L, NA, NA, 3L, 2L, 1L, 3L, 2L, 2L, 1L, 2L, 
##     4L, 1L, 4L, 1L, 4L, 2L, 3L, 3L, 2L, 3L, NA, 1L, 1L, 1L, 1L, 
##     5L, 2L, 1L, 2L, 1L, 2L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 1L, 4L, 
##     2L, 1L, 4L, 3L, 2L, 4L, 1L, 4L, 2L, 2L, 2L, 1L, 2L, 2L, 2L, 
##     1L, 1L, 1L, 3L, 1L, 5L, 4L, 1L, 1L, 2L, 2L, 1L, 2L, 1L, 2L, 
##     4L, 1L, 1L, 2L, 1L, 1L, 1L, 2L, 1L, 1L, 2L, 3L, 1L, 1L, 3L, 
##     1L, 2L, 2L, 3L, 1L, 2L, 3L, 1L, 2L, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, 1L, NA, NA, NA, NA, NA, NA, NA, NA, 1L, NA, 
##     NA, NA, NA, NA, NA, 1L, 1L, 1L, NA, NA, NA, 1L, NA, 1L, 1L, 
##     1L, 1L, NA, NA, NA, NA, NA, NA, NA, NA, 3L, 1L, 2L, 1L, 4L, 
##     2L, 3L, 3L, 1L, 3L, 1L, 1L, 2L, 3L, 3L, 3L, 1L, 1L, 3L, 2L, 
##     2L, 1L, 3L, 3L, 1L, 2L, 2L, 3L, 1L, 3L, 3L, 3L, 1L, 2L, 2L, 
##     1L, 3L, 5L, 2L, 1L, 1L, 5L, 1L, 3L, 3L, 4L, 4L, 2L, 2L, 2L, 
##     1L, 2L, 2L, 3L, 2L, 3L, 4L, 2L, 2L, 5L, 2L, 2L, 2L, 2L, 1L, 
##     2L, 2L, 3L, 1L, 1L, 3L, 2L, 1L, 2L, 2L, 4L, 4L, 1L, 3L, 2L, 
##     4L, 2L, 1L, 2L, 1L, 2L, 2L, 4L, 1L, 1L, 1L, 2L, 3L, 4L, 2L, 
##     2L, 1L, 1L, 2L, 2L, 2L, 1L, 2L, 3L, 2L, 2L, 2L, 2L, 2L, 2L, 
##     2L, 5L, 3L, 1L, 3L, 2L, 2L, 3L, 2L, 2L, 1L, 3L, 2L, 2L, 2L, 
##     1L, 2L, 1L, 3L, 2L, 2L, 2L, 5L, 5L, 2L, 4L, 3L, 4L, 1L, 2L, 
##     2L, 2L, 2L, 1L, 1L, 3L, 2L, 3L, 2L, 3L, 2L, 2L, 2L, 2L, 1L, 
##     3L, 1L, 2L, 2L, 2L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA), LOT.R_5 = c(1L, 
##     3L, 2L, 1L, 5L, 3L, 4L, 5L, 1L, 4L, 1L, 3L, 1L, 2L, 1L, 1L, 
##     1L, 1L, 1L, 3L, 2L, 5L, 1L, 2L, 1L, 2L, 5L, 1L, 1L, 1L, 1L, 
##     1L, 2L, 2L, 1L, 2L, 2L, 1L, 1L, 1L, 2L, 1L, 1L, 2L, 2L, 2L, 
##     1L, 1L, 1L, 1L, 4L, 1L, 3L, 2L, 1L, 2L, 1L, 2L, 1L, 2L, 1L, 
##     1L, 1L, 3L, 1L, 1L, 5L, 3L, 1L, 1L, 4L, 2L, 4L, 2L, 1L, 3L, 
##     2L, 4L, 3L, 3L, 1L, 1L, 2L, 1L, 3L, 2L, 1L, 1L, 2L, 1L, 1L, 
##     1L, 1L, 2L, 1L, 5L, 5L, 3L, 5L, 3L, 1L, 1L, 4L, 1L, 1L, 1L, 
##     3L, 3L, 3L, 1L, 1L, 1L, 1L, 4L, 2L, 5L, 1L, 1L, 1L, 1L, 1L, 
##     2L, 1L, 1L, 4L, 1L, 5L, 5L, 1L, 1L, 2L, 1L, 1L, 2L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 3L, 1L, 5L, 1L, NA, 1L, 1L, 1L, 3L, NA, NA, 
##     NA, 1L, 2L, 1L, NA, NA, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 2L, 
##     1L, 1L, 1L, 1L, NA, 2L, NA, 1L, 1L, 1L, 1L, 1L, 5L, 3L, 1L, 
##     1L, 5L, 1L, 1L, 2L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 5L, 1L, 4L, 
##     1L, 1L, 2L, 3L, 1L, 2L, 1L, 1L, 4L, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 1L, 1L, 
##     1L, 3L, 2L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 3L, NA, NA, NA, 1L, 
##     5L, 2L, NA, 2L, 4L, 2L, 1L, NA, NA, NA, NA, NA, 4L, 2L, NA, 
##     NA, NA, NA, 1L, NA, 1L, NA, 1L, NA, NA, 1L, NA, 2L, 1L, 1L, 
##     1L, 1L, 1L, NA, 1L, 1L, 1L, NA, NA, 1L, 1L, NA, NA, 3L, 1L, 
##     2L, 1L, 1L, NA, 2L, 3L, 1L, NA, 3L, 4L, NA, NA, NA, NA, NA, 
##     NA, 4L, NA, NA, 3L, NA, NA, 1L, 3L, NA, NA, 1L, NA, NA, NA, 
##     NA, 1L, 2L, NA, 2L, NA, NA, 1L, NA, 1L, 2L, NA, 1L, NA, NA, 
##     NA, 2L, 1L, NA, NA, 2L, NA, 1L, NA, 2L, NA, NA, 4L, NA, 1L, 
##     2L, NA, 1L, NA, NA, NA, 1L, NA, NA, NA, NA, NA, 1L, 3L, 2L, 
##     NA, 2L, 1L, 1L, NA, 1L, NA, 2L, 1L, NA, 1L, NA, NA, NA, 1L, 
##     NA, 2L, 2L, NA, 2L, 2L, NA, NA, 1L, 1L, 1L, 2L, 3L, 1L, 1L, 
##     2L, NA, NA, NA, NA, 1L, NA, NA, 1L, 1L, NA, NA, 4L, 2L, 1L, 
##     2L, NA, NA, NA, 1L, NA, 2L, NA, NA, 2L, NA, 1L, NA, NA, 4L, 
##     1L, 1L, 3L, 1L, NA, 3L, NA, 2L, 1L, 1L, NA, 1L, 1L, 3L, 1L, 
##     NA, NA, NA, NA, 1L, 1L, NA, NA, NA, 1L, 3L, NA, 1L, NA, 1L, 
##     3L, NA, 1L, NA, 4L, 1L, NA, 4L, 1L, NA, NA, 1L, NA, 1L, 1L, 
##     NA, NA, 4L, 1L, 3L, NA, 3L, 2L, 1L, NA, 4L, NA, NA, NA, 3L, 
##     NA, NA, 1L, NA, 2L, 2L, NA, NA, NA, 2L, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, 3L, NA, NA, NA, 5L, 1L, 
##     NA, NA, NA, 2L, 2L, NA, NA, 1L, 1L, 1L, 1L, 1L, 1L, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 2L, NA, 1L, 2L, 1L, 
##     3L, 1L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 3L, NA, NA, 
##     NA, NA, NA, NA, 1L, NA, 3L, NA, 1L, 5L, 4L, 2L, 3L, 1L, 5L, 
##     NA, NA, NA, NA, NA, 3L, 2L, 2L, NA, NA, NA, NA, NA, NA, 1L, 
##     NA, NA, 1L, NA, NA, NA, NA, 1L, NA, NA, 1L, NA, 2L, NA, NA, 
##     NA, NA, NA, 2L, NA, 1L, 2L, NA, NA, 1L, 2L, NA, NA, 1L, 2L, 
##     1L, NA, NA, 3L, NA, 2L, NA, 1L, 1L, 4L, 3L, 4L, 2L, 5L, 1L, 
##     5L, 1L, 4L, 1L, 4L, 1L, 1L, 2L, 1L, 3L, 1L, 2L, 1L, 1L, 3L, 
##     4L, 3L, 3L, 2L, 1L, 2L, 1L, 4L, 2L, 1L, 3L, 1L, 3L, 1L, 1L, 
##     3L, 3L, 1L, 1L, 1L, NA, NA, NA, NA, NA, NA, NA, NA, 3L, NA, 
##     NA, 1L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 1L, NA, NA, 2L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 3L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, 3L, 1L, 3L, 3L, 2L, 2L, 3L, 2L, 2L, 1L, 1L, 3L, 1L, 
##     2L, 2L, 4L, 1L, 1L, 1L, 2L, 2L, 1L, 2L, 2L, 2L, 2L, 2L, 3L, 
##     1L, 1L, 2L, 1L, 2L, 2L, 1L, 1L, 2L, 1L, 2L, 1L, 1L, 2L, 2L, 
##     3L, 3L, 1L, 2L, 1L, 1L, 1L, 1L, NA, 1L, 1L, 3L, 1L, 3L, 2L, 
##     4L, 1L, 1L, 3L, 1L, 1L, 1L, 1L, 1L, 1L, NA, 2L, 1L, 1L, 1L, 
##     1L, 1L, 3L, NA, 1L, 3L, 3L, 2L, 1L, 1L, 1L, 2L, 1L, 1L, 4L, 
##     4L, 2L, 2L, 1L, 1L, 3L, 3L, 1L, 1L, 1L, 1L, 3L, 2L, 3L, 2L, 
##     3L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 2L, NA, 2L, 2L, 2L, 3L, 3L, 
##     NA, 2L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 3L, 2L, 2L, 
##     1L, 1L, 1L, 1L, 2L, 1L, 2L, 1L, 2L, 1L, 2L, 1L, NA, 3L, 1L, 
##     1L, NA, 1L, 1L, 1L, 4L, 3L, 2L, 1L, 2L, 3L, 2L, 1L, 2L, 4L, 
##     1L, 2L, 1L, 1L, 4L, 1L, 5L, NA, NA, NA, NA, NA, 4L, 4L, 5L, 
##     5L, 2L, 3L, 1L, 2L, 1L, 1L, 3L, 4L, 1L, 4L, 1L, 1L, 3L, 1L, 
##     1L, 1L, 3L, 2L, 4L, NA, NA, 3L, 2L, 1L, 2L, 1L, 1L, 1L, 2L, 
##     3L, 1L, 3L, 2L, 4L, 2L, 3L, 1L, 2L, 3L, NA, 1L, 1L, 1L, 1L, 
##     5L, 1L, 1L, 1L, 2L, 1L, 1L, 2L, 1L, 1L, 1L, 1L, 3L, 2L, 2L, 
##     1L, 1L, 1L, 1L, 1L, 2L, 1L, 1L, 1L, 2L, 1L, 1L, 1L, 1L, 1L, 
##     2L, 2L, 1L, 3L, 1L, 2L, 2L, 1L, 1L, 1L, 1L, 3L, 1L, 1L, 2L, 
##     2L, 1L, 1L, 1L, 2L, 2L, 1L, 1L, 1L, 1L, 1L, 3L, 1L, 1L, 2L, 
##     1L, 1L, 1L, 1L, 1L, 2L, 1L, 1L, 1L, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, 1L, NA, NA, NA, NA, NA, NA, NA, NA, 1L, NA, 
##     NA, NA, NA, NA, 1L, 1L, 1L, NA, NA, 1L, NA, 1L, NA, NA, NA, 
##     NA, 1L, NA, NA, 1L, NA, 1L, NA, NA, 1L, 1L, 1L, 1L, 2L, 2L, 
##     2L, 1L, 2L, 2L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 1L, 1L, 3L, 1L, 
##     1L, 1L, 1L, 1L, 3L, 1L, 2L, 3L, 4L, 1L, 3L, 1L, 1L, 1L, 1L, 
##     1L, 3L, 1L, 2L, 1L, 1L, 1L, 1L, 1L, 3L, 1L, 2L, 2L, 1L, 1L, 
##     1L, 1L, 1L, 3L, 1L, 1L, 4L, 2L, 1L, 3L, 2L, 1L, 2L, 1L, 1L, 
##     1L, 1L, 2L, 1L, 1L, 1L, 1L, 3L, 1L, 4L, 2L, 1L, 1L, 1L, 2L, 
##     1L, 2L, 1L, 2L, 2L, 2L, 1L, 5L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 3L, 2L, 2L, 1L, 2L, 1L, 1L, 1L, 1L, 2L, 
##     1L, 2L, 1L, 1L, 4L, 3L, 1L, 2L, 2L, 1L, 1L, 2L, 1L, 1L, 2L, 
##     1L, 1L, 1L, 1L, 1L, 2L, 1L, 2L, 2L, 1L, 1L, 1L, 4L, 1L, 1L, 
##     2L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 
##     1L, 1L, 1L, 1L, 1L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA), LOT.R_6 = c(2L, 
##     2L, 4L, 2L, 5L, 3L, 4L, 3L, 1L, 4L, 2L, 3L, 4L, 2L, 2L, 1L, 
##     3L, 3L, 2L, 3L, 2L, 5L, 3L, 3L, 4L, 4L, 5L, 3L, 2L, 1L, 1L, 
##     2L, 2L, 3L, 2L, 4L, 4L, 2L, 1L, 4L, 2L, 2L, 4L, 2L, 4L, 3L, 
##     2L, 4L, 2L, 1L, 4L, 3L, 5L, 2L, 1L, 5L, 3L, 3L, 1L, 2L, 4L, 
##     2L, 3L, 3L, 1L, 3L, 3L, 1L, 4L, 3L, 5L, 3L, 1L, 2L, 3L, 3L, 
##     2L, 3L, 3L, 3L, 2L, 4L, 1L, 1L, 3L, 4L, 3L, 3L, 2L, 3L, 2L, 
##     4L, 2L, 4L, 2L, 5L, 4L, 3L, 5L, 3L, 4L, 3L, 3L, 3L, 2L, 2L, 
##     3L, 3L, 3L, 3L, 2L, 2L, 2L, 3L, 3L, 5L, 1L, 1L, 4L, 2L, 1L, 
##     1L, 1L, 2L, 3L, 1L, 5L, 5L, 3L, 4L, 1L, 2L, 3L, 3L, 1L, 2L, 
##     1L, 2L, 4L, 1L, 2L, 1L, 3L, 2L, NA, 1L, 1L, 1L, 2L, NA, NA, 
##     NA, 1L, 2L, 1L, NA, NA, 4L, 4L, 1L, 1L, 1L, 1L, 2L, 3L, 2L, 
##     1L, 2L, 3L, 1L, NA, 1L, NA, 1L, 1L, 1L, 1L, 2L, 5L, 1L, 1L, 
##     1L, 5L, 1L, 4L, 2L, 2L, 1L, 1L, 1L, 1L, 1L, 3L, 3L, 2L, 3L, 
##     1L, 2L, 2L, 1L, 3L, 3L, 1L, 3L, 4L, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 2L, 2L, 
##     3L, 1L, 4L, 1L, 1L, 1L, 2L, 2L, 1L, 3L, 1L, NA, NA, NA, 1L, 
##     1L, 3L, NA, 2L, 4L, 2L, 1L, NA, NA, NA, NA, NA, 2L, 2L, NA, 
##     NA, NA, NA, 1L, NA, 1L, NA, 4L, NA, NA, 2L, NA, 2L, 2L, 2L, 
##     4L, 1L, 1L, NA, 1L, 2L, 1L, NA, NA, 2L, 4L, NA, NA, 4L, 1L, 
##     2L, 4L, 2L, NA, 3L, 2L, 3L, NA, 1L, 3L, NA, NA, NA, NA, NA, 
##     NA, 4L, NA, NA, 4L, NA, NA, 1L, 4L, NA, NA, 2L, NA, NA, NA, 
##     NA, 2L, 3L, NA, 4L, NA, NA, 4L, NA, 1L, 3L, NA, 4L, NA, NA, 
##     NA, 3L, 1L, NA, NA, 2L, NA, 2L, NA, 1L, NA, NA, 2L, NA, 1L, 
##     4L, NA, 1L, NA, NA, NA, 1L, NA, NA, NA, NA, NA, 1L, 1L, 2L, 
##     NA, 4L, 2L, 2L, NA, 2L, NA, 2L, 5L, NA, 4L, NA, NA, NA, 5L, 
##     NA, 2L, 2L, NA, 2L, 1L, NA, NA, 2L, 2L, 3L, 1L, 1L, 1L, 2L, 
##     2L, NA, NA, NA, NA, 2L, NA, NA, 3L, 1L, NA, NA, 2L, 3L, 1L, 
##     1L, NA, NA, NA, 3L, NA, 4L, NA, NA, 3L, NA, 1L, NA, NA, 1L, 
##     4L, 2L, 1L, 3L, NA, 5L, NA, 2L, 5L, 2L, NA, 3L, 2L, 3L, 4L, 
##     NA, NA, NA, NA, 1L, 1L, NA, NA, NA, 2L, 1L, NA, 1L, NA, 2L, 
##     1L, NA, 2L, NA, 2L, 1L, NA, 4L, 3L, NA, NA, 1L, NA, 3L, 2L, 
##     NA, NA, 2L, 4L, 4L, NA, 2L, 4L, 1L, NA, 2L, NA, NA, NA, 3L, 
##     NA, NA, 1L, NA, 3L, 4L, NA, NA, NA, 2L, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, 2L, NA, NA, NA, 3L, 2L, 
##     NA, NA, NA, 2L, 1L, NA, NA, 1L, 1L, 1L, 3L, 1L, 1L, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 4L, NA, 4L, 2L, 1L, 
##     3L, 2L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 4L, NA, NA, 
##     NA, NA, NA, NA, 1L, NA, 2L, NA, 2L, 5L, 3L, 3L, 4L, 1L, 3L, 
##     NA, NA, NA, NA, NA, 4L, 2L, 2L, NA, NA, NA, NA, NA, NA, 2L, 
##     NA, NA, 3L, NA, NA, NA, NA, 2L, NA, NA, 3L, NA, 2L, NA, NA, 
##     NA, NA, NA, 1L, NA, 2L, 4L, NA, NA, 3L, 3L, NA, NA, 1L, 2L, 
##     1L, NA, NA, 3L, NA, 3L, NA, 2L, 1L, 4L, 3L, 1L, 1L, 2L, 1L, 
##     3L, 2L, 1L, 3L, 4L, 1L, 1L, 1L, 2L, 1L, 1L, 2L, 3L, 2L, 2L, 
##     1L, 3L, 3L, 1L, 2L, 2L, 2L, 4L, 4L, 2L, 3L, 3L, 2L, 2L, 2L, 
##     2L, 2L, 1L, 2L, 2L, NA, NA, NA, NA, NA, NA, NA, NA, 1L, NA, 
##     NA, 1L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 4L, NA, NA, 4L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 1L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, 2L, 1L, 1L, 2L, 2L, 2L, 3L, 3L, 3L, 1L, 1L, 3L, 2L, 
##     2L, 1L, 4L, 1L, 2L, 4L, 1L, 2L, 2L, 3L, 3L, 3L, 2L, 3L, 3L, 
##     1L, 1L, 3L, 2L, 3L, 2L, 3L, 3L, 3L, 1L, 2L, 2L, 1L, 3L, 3L, 
##     4L, 5L, 2L, 2L, 2L, 2L, 2L, 3L, NA, 1L, 5L, 3L, 1L, 3L, 2L, 
##     1L, 1L, 1L, 3L, 3L, 1L, 1L, 2L, 1L, 2L, NA, 1L, 1L, 2L, 3L, 
##     3L, 1L, 3L, NA, 2L, 3L, 3L, 2L, 1L, 2L, 2L, 3L, 1L, 2L, 4L, 
##     4L, 1L, 3L, 1L, 1L, 1L, 2L, 1L, 2L, 4L, 2L, 3L, 2L, 3L, 2L, 
##     2L, 2L, 1L, 3L, 3L, 2L, 1L, 2L, 1L, NA, 1L, 2L, 1L, 3L, 3L, 
##     NA, 2L, 3L, 1L, 1L, 2L, 1L, 1L, 1L, 1L, 1L, 1L, 4L, 3L, 2L, 
##     1L, 1L, 1L, 2L, 1L, 2L, 1L, 1L, 1L, 1L, 4L, 2L, NA, 2L, 2L, 
##     1L, NA, 1L, 3L, 4L, 3L, 3L, 3L, 1L, 2L, 1L, 2L, 1L, 2L, 1L, 
##     1L, 3L, 1L, 1L, 4L, 1L, 5L, NA, NA, NA, NA, NA, 3L, 3L, 5L, 
##     5L, 2L, 3L, 1L, 2L, 1L, 1L, 3L, 3L, 2L, 3L, 3L, 1L, 2L, 2L, 
##     3L, 1L, 2L, 2L, 2L, NA, NA, 3L, 2L, 1L, 2L, 1L, 1L, 2L, 1L, 
##     4L, 1L, 3L, 1L, 4L, 2L, 3L, 1L, 2L, 4L, NA, 1L, 1L, 2L, 3L, 
##     1L, 3L, 2L, 2L, 4L, 2L, 2L, 4L, 1L, 2L, 1L, 1L, 2L, 3L, 1L, 
##     2L, 2L, 4L, 3L, 3L, 2L, 1L, 2L, 2L, 1L, 3L, 4L, 1L, 2L, 2L, 
##     3L, 2L, 3L, 3L, 5L, 5L, 4L, 4L, 2L, 2L, 2L, 5L, 2L, 4L, 2L, 
##     1L, 1L, 4L, 3L, 3L, 1L, 2L, 1L, 1L, 1L, 2L, 4L, 2L, 2L, 3L, 
##     2L, 2L, 5L, 1L, 1L, 3L, 2L, 3L, 2L, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, 1L, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, 1L, NA, NA, NA, NA, NA, 1L, NA, 1L, NA, 
##     NA, 1L, NA, NA, NA, NA, NA, NA, NA, NA, 1L, 1L, 2L, 3L, 3L, 
##     2L, 3L, 3L, 2L, 2L, 3L, 1L, 1L, 3L, 3L, 2L, 2L, 2L, 5L, 2L, 
##     2L, 3L, 5L, 1L, 3L, 1L, 2L, 3L, 1L, 1L, 3L, 1L, 1L, 1L, 3L, 
##     2L, 4L, 1L, 1L, 3L, 2L, 2L, 1L, 1L, 3L, 3L, 2L, 2L, 1L, 2L, 
##     1L, 1L, 4L, 3L, 2L, 2L, 1L, 2L, 3L, 2L, 3L, 3L, 2L, 2L, 3L, 
##     3L, 2L, 1L, 1L, 1L, 1L, 2L, 1L, 2L, 3L, 1L, 4L, 2L, 2L, 2L, 
##     2L, 3L, 1L, 1L, 1L, 4L, 3L, 4L, 2L, 1L, 2L, 2L, 3L, 2L, 1L, 
##     3L, 1L, 1L, 2L, 2L, 2L, 2L, 3L, 2L, 4L, 2L, 2L, 1L, 1L, 2L, 
##     2L, 2L, 3L, 2L, 3L, 3L, 1L, 3L, 2L, 3L, 1L, 2L, 1L, 2L, 2L, 
##     2L, 3L, 2L, 1L, 2L, 2L, 1L, 3L, 1L, 2L, 2L, 4L, 4L, 2L, 1L, 
##     2L, 2L, 3L, 2L, 2L, 3L, 2L, 4L, 2L, 4L, 2L, 3L, 2L, 2L, 2L, 
##     2L, 3L, 1L, 3L, 2L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA), LOT.R_7 = c(1L, 
##     4L, 4L, 2L, 5L, 3L, 3L, 3L, 5L, 4L, 2L, 3L, 2L, 2L, 2L, 3L, 
##     2L, 3L, 1L, 3L, 2L, 5L, 3L, 3L, 3L, 2L, 1L, 3L, 3L, 2L, 3L, 
##     4L, 5L, 4L, 3L, 3L, 5L, 2L, 5L, 2L, 2L, 3L, 5L, 4L, 3L, 1L, 
##     4L, 5L, 4L, 3L, 4L, 3L, 3L, 3L, 1L, 2L, 4L, 3L, 3L, 2L, 4L, 
##     2L, 3L, 3L, 4L, 2L, 4L, 1L, 3L, 2L, 2L, 3L, 4L, 4L, 2L, 3L, 
##     5L, 3L, 3L, 3L, 3L, 1L, 1L, 4L, 3L, 4L, 3L, 3L, 5L, 4L, 5L, 
##     4L, 3L, 4L, 2L, 5L, 2L, 3L, 5L, 3L, 4L, 2L, 2L, 3L, 2L, 3L, 
##     3L, 3L, 3L, 3L, 5L, 4L, 2L, 3L, 4L, 5L, 1L, 3L, 3L, 4L, 5L, 
##     3L, 3L, 5L, 2L, 1L, 1L, 1L, 3L, 3L, 4L, 3L, 4L, 4L, 5L, 4L, 
##     5L, 5L, 4L, 4L, 4L, 5L, 2L, 4L, NA, 4L, 3L, 2L, 3L, NA, NA, 
##     NA, 5L, 4L, 4L, NA, NA, 2L, 2L, 3L, 4L, 3L, 4L, 3L, 4L, 1L, 
##     4L, 5L, 3L, 5L, NA, 5L, NA, 2L, 3L, 3L, 5L, 3L, 5L, 3L, 2L, 
##     1L, 4L, 5L, 1L, 4L, 3L, 2L, 4L, 4L, 2L, 4L, 3L, 4L, 2L, 3L, 
##     3L, 1L, 4L, 1L, 4L, 2L, 2L, 3L, 2L, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 4L, 5L, 
##     1L, 4L, 4L, 3L, 5L, 4L, 5L, 5L, 5L, 5L, 3L, NA, NA, NA, 3L, 
##     1L, 4L, NA, 1L, 2L, 2L, 2L, NA, NA, NA, NA, NA, 3L, 1L, NA, 
##     NA, NA, NA, 4L, NA, 3L, NA, 2L, NA, NA, 2L, NA, 1L, 2L, 1L, 
##     1L, 4L, 4L, NA, 1L, 5L, 2L, NA, NA, 3L, 3L, NA, NA, 4L, 1L, 
##     1L, 4L, 5L, NA, 4L, 4L, 4L, NA, 2L, 3L, NA, NA, NA, NA, NA, 
##     NA, 2L, NA, NA, 1L, NA, NA, 5L, 2L, NA, NA, 4L, NA, NA, NA, 
##     NA, 2L, 2L, NA, 4L, NA, NA, 2L, NA, 2L, 2L, NA, 3L, NA, NA, 
##     NA, 2L, 2L, NA, NA, 2L, NA, 4L, NA, 2L, NA, NA, 2L, NA, 2L, 
##     3L, NA, 3L, NA, NA, NA, 2L, NA, NA, NA, NA, NA, 1L, 2L, 4L, 
##     NA, 3L, 5L, 1L, NA, 5L, NA, 1L, 5L, NA, 2L, NA, NA, NA, 4L, 
##     NA, 3L, 1L, NA, 4L, 1L, NA, NA, 4L, 2L, 3L, 2L, 3L, 3L, 2L, 
##     2L, NA, NA, NA, NA, 3L, NA, NA, 5L, 2L, NA, NA, 5L, 1L, 3L, 
##     3L, NA, NA, NA, 4L, NA, 2L, NA, NA, 4L, NA, 3L, NA, NA, 1L, 
##     2L, 3L, 3L, 2L, NA, 4L, NA, 2L, 1L, 4L, NA, 2L, 1L, 2L, 4L, 
##     NA, NA, NA, NA, 4L, 3L, NA, NA, NA, 4L, 3L, NA, 2L, NA, 3L, 
##     2L, NA, 3L, NA, 3L, 4L, NA, 2L, 4L, NA, NA, 4L, NA, 1L, 4L, 
##     NA, NA, 3L, 1L, 3L, NA, 4L, 3L, 1L, NA, 2L, NA, NA, NA, 3L, 
##     NA, NA, 2L, NA, 4L, 4L, NA, NA, NA, 2L, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, 4L, NA, NA, NA, 3L, 4L, 
##     NA, NA, NA, 3L, 3L, NA, NA, 5L, 2L, 5L, 4L, 5L, 2L, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 2L, NA, 4L, 3L, 3L, 
##     3L, 3L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 3L, NA, NA, 
##     NA, NA, NA, NA, 2L, NA, 2L, NA, 4L, 5L, 3L, 2L, 5L, 2L, 3L, 
##     NA, NA, NA, NA, NA, 2L, 3L, 3L, NA, NA, NA, NA, NA, NA, 4L, 
##     NA, NA, 2L, NA, NA, NA, NA, 3L, NA, NA, 2L, NA, 1L, NA, NA, 
##     NA, NA, NA, 2L, NA, 3L, 4L, NA, NA, 3L, 3L, NA, NA, 1L, 3L, 
##     4L, NA, NA, 3L, NA, 4L, NA, 3L, 2L, 4L, 3L, 5L, 4L, 2L, 2L, 
##     2L, 4L, 4L, 4L, 4L, 1L, 4L, 2L, 3L, 4L, 2L, 4L, 3L, 5L, 2L, 
##     2L, 1L, 4L, 2L, 3L, 3L, 3L, 4L, 4L, 2L, 3L, 3L, 3L, 5L, 5L, 
##     4L, 4L, 5L, 2L, 2L, NA, NA, NA, NA, NA, NA, NA, NA, 3L, NA, 
##     NA, 5L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 3L, NA, NA, 4L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 2L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, 4L, 1L, 5L, 3L, 4L, 3L, 3L, 2L, 3L, 3L, 3L, 3L, 2L, 
##     2L, 1L, 4L, 4L, 3L, 1L, 1L, 1L, 4L, 2L, 1L, 3L, 4L, 1L, 3L, 
##     3L, 4L, 3L, 3L, 3L, 4L, 4L, 2L, 2L, 5L, 4L, 4L, 3L, 3L, 2L, 
##     5L, 5L, 1L, 2L, 5L, 3L, 1L, 3L, NA, 4L, 1L, 4L, 2L, 5L, 4L, 
##     3L, 3L, 3L, 5L, 2L, 1L, 2L, 2L, 2L, 1L, NA, 3L, 2L, 2L, 2L, 
##     2L, 3L, 1L, NA, 1L, 3L, 3L, 2L, 5L, 5L, 5L, 1L, 3L, 4L, 4L, 
##     4L, 5L, 2L, 1L, 2L, 2L, 2L, 3L, 2L, 3L, 2L, 3L, 3L, 2L, 2L, 
##     3L, 4L, 1L, 3L, 5L, 4L, 3L, 3L, 2L, NA, 4L, 1L, 3L, 3L, 3L, 
##     NA, 2L, 1L, 4L, 5L, 2L, 4L, 3L, 4L, 3L, 4L, 3L, 5L, 3L, 2L, 
##     4L, 3L, 1L, 1L, 3L, 3L, 4L, 2L, 3L, 5L, 1L, 3L, NA, 3L, 3L, 
##     2L, NA, 5L, 3L, 5L, 3L, 3L, 2L, 2L, 4L, 2L, 2L, 2L, 3L, 3L, 
##     2L, 3L, 2L, 2L, 4L, 2L, 5L, NA, NA, NA, NA, NA, 3L, 3L, 5L, 
##     3L, 2L, 3L, 2L, 3L, 1L, 1L, 3L, 4L, 3L, 2L, 2L, 4L, 3L, 2L, 
##     4L, 3L, 3L, 2L, 1L, NA, NA, 3L, 2L, 1L, 3L, 5L, 1L, 4L, 3L, 
##     3L, 1L, 2L, 2L, 3L, 3L, 3L, 3L, 2L, 4L, NA, 3L, 5L, 4L, 4L, 
##     3L, 4L, 3L, 2L, 5L, 3L, 5L, 4L, 3L, 4L, 3L, 5L, 4L, 3L, 2L, 
##     3L, 5L, 2L, 3L, 5L, 3L, 3L, 3L, 5L, 4L, 3L, 3L, 2L, 5L, 3L, 
##     5L, 4L, 5L, 3L, 4L, 2L, 2L, 3L, 3L, 2L, 2L, 3L, 5L, 5L, 4L, 
##     3L, 4L, 5L, 4L, 4L, 4L, 4L, 2L, 3L, 2L, 4L, 3L, 3L, 3L, 3L, 
##     3L, 3L, 3L, 2L, 5L, 4L, 4L, 5L, 3L, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, 1L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 1L, NA, NA, 
##     NA, 1L, NA, NA, NA, NA, NA, NA, NA, NA, 3L, 4L, 3L, 3L, 3L, 
##     4L, 4L, 2L, 4L, 4L, 2L, 5L, 3L, 2L, 3L, 2L, 5L, 3L, 5L, 1L, 
##     1L, 3L, 1L, 2L, 5L, 4L, 4L, 4L, 3L, 3L, 5L, 1L, 3L, 2L, 2L, 
##     2L, 5L, 2L, 3L, 2L, 2L, 1L, 2L, 3L, 1L, 2L, 2L, 5L, 3L, 3L, 
##     4L, 3L, 3L, 3L, 2L, 2L, 3L, 4L, 4L, 2L, 3L, 4L, 5L, 3L, 5L, 
##     5L, 3L, 2L, 5L, 4L, 1L, 4L, 2L, 4L, 3L, 2L, 2L, 3L, 4L, 3L, 
##     2L, 3L, 5L, 2L, 3L, 4L, 4L, 2L, 5L, 4L, 2L, 4L, 3L, 4L, 4L, 
##     4L, 4L, 4L, 4L, 5L, 1L, 5L, 3L, 3L, 2L, 4L, 4L, 2L, 2L, 4L, 
##     3L, 1L, 3L, 4L, 2L, 3L, 2L, 3L, 2L, 5L, 3L, 4L, 2L, 3L, 3L, 
##     5L, 5L, 1L, 3L, 3L, 4L, 2L, 1L, 4L, 4L, 2L, 2L, 3L, 4L, 4L, 
##     3L, 4L, 4L, 4L, 2L, 5L, 4L, 4L, 4L, 4L, 3L, 4L, 3L, 3L, 5L, 
##     3L, 5L, 3L, 4L, 2L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA), LOT.R_8 = c(3L, 
##     1L, 2L, 4L, 5L, 3L, 3L, 2L, 1L, 4L, 2L, 3L, 4L, 2L, 5L, 4L, 
##     1L, 4L, 2L, 3L, 4L, 5L, 2L, 3L, 1L, 2L, 1L, 3L, 3L, 3L, 1L, 
##     2L, 4L, 2L, 3L, 2L, 4L, 3L, 2L, 1L, 3L, 4L, 2L, 2L, 3L, 1L, 
##     3L, 3L, 3L, 1L, 4L, 3L, 2L, 3L, 1L, 3L, 3L, 2L, 2L, 2L, 3L, 
##     1L, 2L, 3L, 5L, 4L, 5L, 3L, 2L, 1L, 1L, 1L, 4L, 3L, 2L, 3L, 
##     4L, 3L, 3L, 3L, 1L, 3L, 2L, 1L, 4L, 1L, 1L, 4L, 2L, 4L, 3L, 
##     2L, 1L, 3L, 5L, 5L, 3L, 3L, 5L, 3L, 2L, 3L, 5L, 3L, 1L, 4L, 
##     3L, 3L, 3L, 5L, 3L, 1L, 3L, 5L, 3L, 5L, 3L, 5L, 3L, 3L, 2L, 
##     2L, 2L, 2L, 5L, 1L, 5L, 5L, 4L, 1L, 3L, 1L, 2L, 4L, 2L, 1L, 
##     2L, 4L, 2L, 1L, 2L, 3L, 1L, 5L, NA, 2L, 1L, 5L, 3L, NA, NA, 
##     NA, 1L, 4L, 4L, NA, NA, 4L, 4L, 1L, 1L, 3L, 2L, 1L, 2L, 4L, 
##     5L, 1L, 1L, 2L, NA, 3L, NA, 1L, 4L, 2L, 1L, 3L, 5L, 3L, 4L, 
##     2L, 5L, 1L, 4L, 2L, 2L, 4L, 2L, 2L, 1L, 3L, 2L, 4L, 3L, 4L, 
##     1L, 2L, 1L, 3L, 2L, 4L, 3L, 2L, 1L, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 1L, 1L, 
##     2L, 2L, 4L, 2L, 1L, 3L, 3L, 2L, 4L, 1L, 3L, NA, NA, NA, 5L, 
##     5L, 4L, NA, 1L, 3L, 1L, 3L, NA, NA, NA, NA, NA, 4L, 5L, NA, 
##     NA, NA, NA, 2L, NA, 4L, NA, 4L, NA, NA, 5L, NA, 4L, 2L, 1L, 
##     4L, 4L, 3L, NA, 5L, 1L, 4L, NA, NA, 1L, 5L, NA, NA, 3L, 1L, 
##     4L, 5L, 1L, NA, 2L, 4L, 2L, NA, 3L, 4L, NA, NA, NA, NA, NA, 
##     NA, 5L, NA, NA, 4L, NA, NA, 4L, 2L, NA, NA, 1L, NA, NA, NA, 
##     NA, 3L, 5L, NA, 2L, NA, NA, 4L, NA, 3L, 5L, NA, 4L, NA, NA, 
##     NA, 4L, 3L, NA, NA, 4L, NA, 4L, NA, 3L, NA, NA, 4L, NA, 4L, 
##     2L, NA, 1L, NA, NA, NA, 4L, NA, NA, NA, NA, NA, 4L, 1L, 5L, 
##     NA, 4L, 4L, 1L, NA, 2L, NA, 4L, 1L, NA, 3L, NA, NA, NA, 4L, 
##     NA, 3L, 4L, NA, 1L, 1L, NA, NA, 1L, 4L, 4L, 2L, 5L, 2L, 4L, 
##     4L, NA, NA, NA, NA, 4L, NA, NA, 1L, 4L, NA, NA, 2L, 3L, 3L, 
##     3L, NA, NA, NA, 2L, NA, 4L, NA, NA, 4L, NA, 3L, NA, NA, 5L, 
##     3L, 2L, 2L, 2L, NA, 4L, NA, 2L, 2L, 2L, NA, 3L, 5L, 5L, 3L, 
##     NA, NA, NA, NA, 2L, 5L, NA, NA, NA, 2L, 5L, NA, 1L, NA, 4L, 
##     4L, NA, 2L, NA, 3L, 2L, NA, 5L, 1L, NA, NA, 3L, NA, 1L, 4L, 
##     NA, NA, 4L, 2L, 4L, NA, 3L, 1L, 3L, NA, 2L, NA, NA, NA, 3L, 
##     NA, NA, 3L, NA, 1L, 3L, NA, NA, NA, 1L, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, 3L, NA, NA, NA, 2L, 1L, 
##     NA, NA, NA, 3L, 4L, NA, NA, 2L, 1L, 1L, 1L, 3L, 4L, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 2L, NA, 1L, 5L, 3L, 
##     3L, 1L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 2L, NA, NA, 
##     NA, NA, NA, NA, 4L, NA, 2L, NA, 2L, 5L, 3L, 5L, 4L, 2L, 1L, 
##     NA, NA, NA, NA, NA, 1L, 3L, 1L, NA, NA, NA, NA, NA, NA, 4L, 
##     NA, NA, 3L, NA, NA, NA, NA, 3L, NA, NA, 1L, NA, 5L, NA, NA, 
##     NA, NA, NA, 3L, NA, 5L, 3L, NA, NA, 2L, 4L, NA, NA, 5L, 3L, 
##     4L, NA, NA, 3L, NA, 3L, NA, 1L, 3L, 4L, 4L, 1L, 4L, 4L, 1L, 
##     2L, 1L, 1L, 2L, 4L, 1L, 3L, 4L, 1L, 4L, 3L, 4L, 1L, 2L, 4L, 
##     4L, 4L, 4L, 1L, 1L, 4L, 4L, 4L, 2L, 4L, 3L, 5L, 3L, 3L, 1L, 
##     4L, 4L, 4L, 1L, 4L, NA, NA, NA, NA, NA, NA, NA, NA, 2L, NA, 
##     NA, 2L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 3L, NA, NA, 5L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 3L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, 4L, 2L, 1L, 5L, 2L, 3L, 3L, 1L, 4L, 2L, 3L, 3L, 4L, 
##     3L, 2L, 4L, 2L, 2L, 3L, 1L, 1L, 1L, 4L, 2L, 3L, 1L, 5L, 3L, 
##     5L, 1L, 2L, 1L, 3L, 2L, 2L, 1L, 2L, 1L, 5L, 2L, 4L, 3L, 4L, 
##     5L, 4L, 2L, 4L, 2L, 1L, 4L, 1L, NA, 4L, 5L, 5L, 4L, 3L, 2L, 
##     1L, 5L, 1L, 3L, 5L, 3L, 5L, 3L, 4L, 5L, NA, 2L, 2L, 3L, 5L, 
##     3L, 4L, 1L, NA, 2L, 3L, 3L, 2L, 5L, 1L, 1L, 2L, 2L, 2L, 4L, 
##     4L, 3L, 4L, 1L, 2L, 3L, 3L, 3L, 1L, 3L, 4L, 3L, 4L, 4L, 5L, 
##     4L, 2L, 1L, 1L, 1L, 1L, 4L, 4L, 3L, NA, 1L, 4L, 5L, 2L, 3L, 
##     NA, 2L, 1L, 1L, 1L, 3L, 4L, 5L, 1L, 4L, 1L, 1L, 5L, 3L, 2L, 
##     1L, 3L, 1L, 1L, 2L, 1L, 3L, 1L, 3L, 3L, 1L, 3L, NA, 2L, 1L, 
##     2L, NA, 3L, 3L, 1L, 4L, 2L, 5L, 2L, 2L, 5L, 2L, 1L, 5L, 5L, 
##     2L, 3L, 1L, 1L, 5L, 3L, 5L, NA, NA, NA, NA, NA, 5L, 4L, 5L, 
##     3L, 4L, 3L, 1L, 2L, 5L, 2L, 3L, 4L, 1L, 3L, 1L, 2L, 3L, 5L, 
##     4L, 4L, 3L, 2L, 3L, NA, NA, 3L, 2L, 1L, 2L, 2L, 4L, 2L, 2L, 
##     4L, 1L, 4L, 5L, 3L, 1L, 4L, 4L, 3L, 3L, NA, 4L, 2L, 2L, 2L, 
##     5L, 5L, 1L, 3L, 2L, 1L, 4L, 3L, 2L, 2L, 5L, 1L, 5L, 2L, 4L, 
##     2L, 2L, 4L, 2L, 2L, 2L, 3L, 2L, 1L, 4L, 1L, 4L, 1L, 1L, 2L, 
##     4L, 2L, 4L, 3L, 1L, 5L, 4L, 2L, 1L, 2L, 3L, 4L, 1L, 3L, 4L, 
##     4L, 1L, 2L, 3L, 5L, 4L, 2L, 3L, 1L, 5L, 1L, 2L, 2L, 1L, 3L, 
##     2L, 1L, 1L, 2L, 1L, 3L, 4L, 2L, 4L, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, 1L, NA, NA, 1L, NA, 1L, NA, NA, NA, NA, 1L, 
##     NA, NA, NA, NA, 1L, 1L, 1L, 1L, NA, NA, NA, 1L, 1L, 1L, 1L, 
##     1L, 1L, NA, NA, NA, NA, NA, NA, NA, NA, 5L, 1L, 1L, 3L, 2L, 
##     2L, 2L, 2L, 5L, 2L, 1L, 1L, 4L, 4L, 3L, 4L, 2L, 1L, 4L, 2L, 
##     4L, 1L, 5L, 4L, 3L, 4L, 2L, 5L, 1L, 5L, 3L, 3L, 1L, 5L, 5L, 
##     3L, 5L, 4L, 2L, 3L, 3L, 5L, 2L, 4L, 1L, 5L, 1L, 2L, 4L, 1L, 
##     2L, 5L, 2L, 3L, 2L, 4L, 2L, 1L, 2L, 3L, 4L, 4L, 2L, 2L, 3L, 
##     4L, 1L, 3L, 3L, 1L, 2L, 2L, 5L, 2L, 1L, 5L, 4L, 1L, 2L, 2L, 
##     4L, 4L, 2L, 2L, 4L, 3L, 2L, 3L, 3L, 2L, 2L, 4L, 3L, 5L, 3L, 
##     1L, 1L, 2L, 4L, 2L, 4L, 4L, 1L, 2L, 2L, 3L, 3L, 2L, 3L, 2L, 
##     2L, 2L, 2L, 2L, 4L, 3L, 1L, 3L, 2L, 3L, 1L, 3L, 3L, 4L, 2L, 
##     2L, 3L, 2L, 2L, 2L, 3L, 2L, 1L, 2L, 4L, 4L, 3L, 4L, 4L, 2L, 
##     3L, 2L, 2L, 2L, 2L, 2L, 4L, 1L, 2L, 2L, 1L, 2L, 4L, 1L, 3L, 
##     3L, 3L, 3L, 2L, 1L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA), LOT.R_9 = c(4L, 
##     2L, 4L, 3L, 5L, 3L, 4L, 4L, 5L, 4L, 3L, 3L, 2L, 2L, 4L, 3L, 
##     1L, 2L, 2L, 3L, 2L, 4L, 3L, 3L, 4L, 3L, 1L, 3L, 2L, 4L, 1L, 
##     5L, 4L, 5L, 4L, 3L, 3L, 1L, 3L, 4L, 2L, 3L, 5L, 2L, 3L, 2L, 
##     2L, 3L, 4L, 3L, 4L, 3L, 3L, 3L, 1L, 3L, 2L, 4L, 3L, 2L, 4L, 
##     2L, 3L, 3L, 3L, 3L, 2L, 1L, 4L, 2L, 2L, 3L, 4L, 4L, 3L, 3L, 
##     5L, 3L, 3L, 3L, 3L, 1L, 5L, 2L, 3L, 4L, 4L, 4L, 4L, 4L, 5L, 
##     2L, 3L, 4L, 2L, 5L, 3L, 3L, 5L, 3L, 4L, 2L, 4L, 3L, 1L, 4L, 
##     3L, 3L, 3L, 3L, 3L, 3L, 2L, 2L, 3L, 5L, 2L, 3L, 2L, 5L, 5L, 
##     3L, 4L, 1L, 4L, 2L, 1L, 1L, 4L, 4L, 5L, 2L, 3L, 4L, 5L, 3L, 
##     5L, 4L, 3L, 5L, 3L, 5L, 4L, 5L, NA, 5L, 4L, 3L, 4L, NA, NA, 
##     NA, 5L, 4L, 3L, NA, NA, 4L, 3L, 2L, 4L, 4L, 4L, 4L, 2L, 2L, 
##     4L, 5L, 3L, 5L, NA, 4L, NA, 5L, 3L, 1L, 5L, 2L, 5L, 3L, 3L, 
##     4L, 5L, 5L, 1L, 2L, 2L, 3L, 5L, 2L, 4L, 3L, 3L, 3L, 2L, 4L, 
##     3L, 5L, 2L, 2L, 4L, 2L, 3L, 3L, 1L, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 5L, 5L, 
##     3L, 4L, 4L, 4L, 5L, 4L, 5L, 5L, 5L, 5L, 4L, NA, NA, NA, 3L, 
##     2L, 4L, NA, 2L, 2L, 4L, 5L, NA, NA, NA, NA, NA, 4L, 1L, NA, 
##     NA, NA, NA, 5L, NA, 3L, NA, 1L, NA, NA, 3L, NA, 2L, 2L, 1L, 
##     1L, 5L, 3L, NA, 5L, 4L, 2L, NA, NA, 2L, 4L, NA, NA, 3L, 5L, 
##     2L, 3L, 3L, NA, 4L, 5L, 4L, NA, 2L, 3L, NA, NA, NA, NA, NA, 
##     NA, 1L, NA, NA, 1L, NA, NA, 4L, 2L, NA, NA, 4L, NA, NA, NA, 
##     NA, 2L, 2L, NA, 3L, NA, NA, 2L, NA, 3L, 1L, NA, 3L, NA, NA, 
##     NA, 3L, 3L, NA, NA, 3L, NA, 4L, NA, 2L, NA, NA, 4L, NA, 1L, 
##     4L, NA, 3L, NA, NA, NA, 4L, NA, NA, NA, NA, NA, 1L, 3L, 3L, 
##     NA, 2L, 5L, 3L, NA, 4L, NA, 2L, 4L, NA, 3L, NA, NA, NA, 4L, 
##     NA, 2L, 1L, NA, 5L, 1L, NA, NA, 4L, 2L, 5L, 3L, 2L, 4L, 3L, 
##     2L, NA, NA, NA, NA, 3L, NA, NA, 5L, 4L, NA, NA, 4L, 1L, 5L, 
##     2L, NA, NA, NA, 4L, NA, 3L, NA, NA, 3L, NA, 4L, NA, NA, 1L, 
##     2L, 4L, 4L, 3L, NA, 1L, NA, 2L, 1L, 5L, NA, 4L, 2L, 2L, 4L, 
##     NA, NA, NA, NA, 4L, 4L, NA, NA, NA, 4L, 2L, NA, 3L, NA, 5L, 
##     2L, NA, 5L, NA, 3L, 4L, NA, 1L, 4L, NA, NA, 3L, NA, 2L, 2L, 
##     NA, NA, 4L, 4L, 4L, NA, 5L, 5L, 1L, NA, 3L, NA, NA, NA, 3L, 
##     NA, NA, 4L, NA, 2L, 4L, NA, NA, NA, 4L, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, 4L, NA, NA, NA, 3L, 5L, 
##     NA, NA, NA, 5L, 3L, NA, NA, 2L, 1L, 5L, 4L, 2L, 3L, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 2L, NA, 4L, 3L, 2L, 
##     3L, 4L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 2L, NA, NA, 
##     NA, NA, NA, NA, 3L, NA, 4L, NA, 5L, 5L, 3L, 2L, 4L, 2L, 1L, 
##     NA, NA, NA, NA, NA, 1L, 3L, 3L, NA, NA, NA, NA, NA, NA, 4L, 
##     NA, NA, 2L, NA, NA, NA, NA, 4L, NA, NA, 3L, NA, 1L, NA, NA, 
##     NA, NA, NA, 4L, NA, 2L, 4L, NA, NA, 3L, 3L, NA, NA, 5L, 3L, 
##     4L, NA, NA, 3L, NA, 3L, NA, 3L, 2L, 4L, 2L, 5L, 5L, 2L, 4L, 
##     2L, 3L, 5L, 3L, 4L, 5L, 4L, 5L, 4L, 4L, 3L, 2L, 2L, 4L, 2L, 
##     1L, 4L, 1L, 1L, 4L, 4L, 3L, 4L, 3L, 2L, 3L, 3L, 3L, 4L, 4L, 
##     2L, 4L, 3L, 3L, 5L, NA, NA, NA, NA, NA, NA, NA, NA, 4L, NA, 
##     NA, 4L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 4L, NA, NA, 3L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 2L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, 4L, 4L, 4L, 4L, 2L, 3L, 3L, 3L, 3L, 4L, 3L, 3L, 3L, 
##     1L, 1L, 4L, 4L, 3L, 5L, 1L, 1L, 4L, 1L, 2L, 2L, 5L, 1L, 3L, 
##     5L, 5L, 4L, 4L, 3L, 2L, 3L, 2L, 2L, 4L, 3L, 5L, 3L, 4L, 3L, 
##     3L, 1L, 1L, 3L, 5L, 5L, 3L, 3L, NA, 4L, 1L, 3L, 2L, 5L, 2L, 
##     3L, 5L, 3L, 3L, 2L, 2L, 2L, 2L, 3L, 1L, NA, 2L, 3L, 5L, 2L, 
##     3L, 5L, 3L, NA, 1L, 3L, 3L, 2L, 5L, 5L, 4L, 1L, 3L, 2L, 4L, 
##     4L, 5L, 1L, 1L, 2L, 3L, 2L, 3L, 2L, 3L, 3L, 4L, 5L, 2L, 2L, 
##     3L, 1L, 1L, 5L, 4L, 4L, 3L, 5L, 2L, NA, 2L, 2L, 2L, 2L, 3L, 
##     NA, 4L, 1L, 4L, 5L, 2L, 2L, 3L, 5L, 3L, 3L, 3L, 5L, 5L, 2L, 
##     1L, 1L, 1L, 2L, 1L, 4L, 3L, 3L, 3L, 4L, 2L, 3L, NA, 1L, 2L, 
##     3L, NA, 3L, 5L, 4L, 1L, 3L, 3L, 2L, 4L, 3L, 2L, 1L, 3L, 5L, 
##     4L, 4L, 2L, 2L, 4L, 1L, 5L, NA, NA, NA, NA, NA, 3L, 3L, 5L, 
##     5L, 2L, 2L, 1L, 3L, 1L, 1L, 3L, 3L, 2L, 3L, 3L, 5L, 2L, 2L, 
##     4L, 3L, 3L, 2L, 5L, NA, NA, 3L, 2L, 1L, 4L, 5L, 1L, 5L, 2L, 
##     3L, 1L, 3L, 2L, 4L, 3L, 4L, 4L, 2L, 4L, NA, 4L, 5L, 4L, 5L, 
##     1L, 4L, 5L, 2L, 1L, 4L, 5L, 4L, 5L, 3L, 2L, 4L, 3L, 4L, 4L, 
##     3L, 5L, 2L, 3L, 2L, 1L, 5L, 3L, 4L, 3L, 4L, 4L, 3L, 4L, 3L, 
##     5L, 4L, 5L, 3L, 3L, 1L, 2L, 3L, 3L, 3L, 3L, 2L, 5L, 5L, 4L, 
##     4L, 4L, 5L, 2L, 5L, 4L, 3L, 2L, 3L, 2L, 4L, 3L, 3L, 4L, 4L, 
##     3L, 5L, 2L, 1L, 5L, 3L, 2L, 5L, 4L, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 1L, NA, NA, 1L, NA, 
##     NA, NA, NA, NA, 1L, NA, NA, NA, NA, NA, NA, 1L, 1L, 1L, 1L, 
##     NA, NA, NA, NA, 1L, NA, NA, NA, NA, NA, 5L, 5L, 4L, 3L, 4L, 
##     2L, 3L, 2L, 3L, 5L, 2L, 4L, 3L, 3L, 4L, 3L, 5L, 5L, 1L, 1L, 
##     3L, 3L, 1L, 2L, 5L, 4L, 2L, 3L, 3L, 5L, 3L, 2L, 3L, 2L, 2L, 
##     2L, 3L, 3L, 2L, 3L, 5L, 1L, 3L, 5L, 3L, 2L, 1L, 3L, 5L, 4L, 
##     1L, 2L, 3L, 3L, 2L, 2L, 2L, 4L, 4L, 3L, 3L, 2L, 5L, 3L, 4L, 
##     4L, 3L, 4L, 5L, 4L, 1L, 4L, 4L, 3L, 3L, 2L, 2L, 5L, 4L, 4L, 
##     1L, 4L, 5L, 2L, 3L, 2L, 4L, 4L, 5L, 4L, 1L, 4L, 3L, 4L, 4L, 
##     3L, 1L, 3L, 3L, 4L, 3L, 5L, 5L, 3L, 4L, 5L, 2L, 4L, 3L, 1L, 
##     3L, 3L, 3L, 5L, 3L, 3L, 4L, 4L, 3L, 3L, 3L, 3L, 3L, 4L, 3L, 
##     5L, 4L, 2L, 3L, 4L, 4L, 2L, 1L, 4L, 4L, 2L, 4L, 3L, 4L, 2L, 
##     3L, 4L, 4L, 4L, 2L, 3L, 4L, 3L, 3L, 3L, 4L, 4L, 2L, 3L, 5L, 
##     3L, 5L, 2L, 4L, 3L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA), LOT.R_10 = c(2L, 
##     1L, 3L, 3L, 5L, 3L, 3L, 2L, 1L, 4L, 2L, 3L, 3L, 2L, 1L, 2L, 
##     3L, 3L, 1L, 3L, 2L, 5L, 3L, 3L, 2L, 3L, 5L, 3L, 3L, 4L, 5L, 
##     2L, 2L, 5L, 1L, 2L, 3L, 3L, 4L, 2L, 3L, 2L, 3L, 1L, 2L, 5L, 
##     2L, 2L, 2L, 2L, 4L, 2L, 3L, 3L, 5L, 2L, 2L, 3L, 3L, 3L, 3L, 
##     4L, 3L, 3L, 1L, 3L, 2L, 3L, 2L, 1L, 1L, 3L, 4L, 2L, 2L, 3L, 
##     1L, 2L, 3L, 3L, 2L, 3L, 3L, 3L, 2L, 1L, 2L, 2L, 1L, 3L, 3L, 
##     2L, 2L, 2L, 4L, 5L, 1L, 3L, 5L, 3L, 3L, 3L, 3L, 2L, 2L, 4L, 
##     3L, 3L, 3L, 3L, 2L, 2L, 1L, 1L, 3L, 5L, 3L, 3L, 4L, 2L, 1L, 
##     3L, 1L, 1L, 3L, 1L, 5L, 5L, 1L, 4L, 3L, 3L, 3L, 4L, 2L, 2L, 
##     1L, 1L, 4L, 1L, 2L, 1L, 3L, 1L, NA, 1L, 2L, 4L, 3L, NA, NA, 
##     NA, 1L, 2L, 3L, NA, NA, 3L, 3L, 1L, 1L, 2L, 2L, 2L, 5L, 2L, 
##     2L, 1L, 2L, 1L, NA, 1L, NA, 2L, 4L, 2L, 1L, 4L, 5L, 3L, 2L, 
##     4L, 5L, 1L, 3L, 2L, 3L, 3L, 2L, 2L, 1L, 2L, 3L, 2L, 1L, 4L, 
##     2L, 3L, 2L, 3L, 2L, 1L, 3L, 2L, 4L, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 1L, 1L, 
##     3L, 2L, 2L, 4L, 1L, 1L, 3L, 2L, 1L, 1L, 3L, NA, NA, NA, 4L, 
##     2L, 3L, NA, 1L, 5L, 3L, 2L, NA, NA, NA, NA, NA, 2L, 4L, NA, 
##     NA, NA, NA, 1L, NA, 2L, NA, 4L, NA, NA, 3L, NA, 1L, 2L, 5L, 
##     4L, 1L, 4L, NA, 1L, 1L, 2L, NA, NA, 1L, 3L, NA, NA, 2L, 5L, 
##     4L, 2L, 1L, NA, 3L, 2L, 2L, NA, 4L, 2L, NA, NA, NA, NA, NA, 
##     NA, 3L, NA, NA, 4L, NA, NA, 1L, 3L, NA, NA, 1L, NA, NA, NA, 
##     NA, 4L, 3L, NA, 2L, NA, NA, 4L, NA, 2L, 3L, NA, 3L, NA, NA, 
##     NA, 3L, 2L, NA, NA, 3L, NA, 2L, NA, 3L, NA, NA, 4L, NA, 4L, 
##     3L, NA, 2L, NA, NA, NA, 4L, NA, NA, NA, NA, NA, 5L, 1L, 3L, 
##     NA, 2L, 1L, 2L, NA, 1L, NA, 3L, 5L, NA, 4L, NA, NA, NA, 2L, 
##     NA, 3L, 5L, NA, 1L, 5L, NA, NA, 1L, 4L, 1L, 4L, 3L, 3L, 3L, 
##     4L, NA, NA, NA, NA, 3L, NA, NA, 2L, 2L, NA, NA, 2L, 4L, 1L, 
##     2L, NA, NA, NA, 2L, NA, 2L, NA, NA, 2L, NA, 2L, NA, NA, 5L, 
##     3L, 1L, 2L, 3L, NA, 3L, NA, 4L, 5L, 1L, NA, 2L, 3L, 5L, 2L, 
##     NA, NA, NA, NA, 2L, 1L, NA, NA, NA, 2L, 5L, NA, 4L, NA, 3L, 
##     2L, NA, 2L, NA, 2L, 1L, NA, 5L, 1L, NA, NA, 2L, NA, 5L, 4L, 
##     NA, NA, 2L, 4L, 4L, NA, 1L, 1L, 3L, NA, 3L, NA, NA, NA, 3L, 
##     NA, NA, 2L, NA, 3L, 1L, NA, NA, NA, 3L, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, 1L, NA, NA, NA, 2L, 1L, 
##     NA, NA, NA, 2L, 3L, NA, NA, 1L, 1L, 1L, 1L, 1L, 4L, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 3L, NA, 1L, 3L, 3L, 
##     3L, 2L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 2L, NA, NA, 
##     NA, NA, NA, NA, 3L, NA, 5L, NA, 1L, 5L, 3L, 2L, 5L, 1L, 1L, 
##     NA, NA, NA, NA, NA, 2L, 2L, 1L, NA, NA, NA, NA, NA, NA, 1L, 
##     NA, NA, 1L, NA, NA, NA, NA, 3L, NA, NA, 2L, NA, 5L, NA, NA, 
##     NA, NA, NA, 1L, NA, 2L, 3L, NA, NA, 4L, 2L, NA, NA, 5L, 3L, 
##     2L, NA, NA, 3L, NA, 2L, NA, 1L, 4L, 4L, 5L, 1L, 1L, 4L, 4L, 
##     4L, 4L, 1L, 1L, 4L, 1L, 2L, 1L, 1L, 1L, 2L, 2L, 3L, 5L, 2L, 
##     2L, 5L, 4L, 1L, 2L, 1L, 2L, 4L, 4L, 3L, 3L, 3L, 3L, 2L, 1L, 
##     2L, 2L, 1L, 3L, 3L, NA, NA, NA, NA, NA, NA, NA, NA, 3L, NA, 
##     NA, 1L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 2L, NA, NA, 4L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 3L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, 3L, 4L, 2L, 2L, 1L, 2L, 3L, 3L, 2L, 3L, 1L, 3L, 1L, 
##     1L, 2L, 4L, 1L, 2L, 1L, 2L, 4L, 2L, 1L, 2L, 3L, 1L, 3L, 3L, 
##     1L, 1L, 2L, 4L, 3L, 2L, 3L, 3L, 2L, 1L, 2L, 1L, 3L, 2L, 3L, 
##     3L, 5L, 4L, 3L, 1L, 1L, 3L, 1L, NA, 2L, 5L, 3L, 3L, 1L, 2L, 
##     3L, 3L, 3L, 3L, 3L, 4L, 3L, 4L, 1L, 3L, NA, 2L, 2L, 1L, 3L, 
##     2L, 1L, 5L, NA, 1L, 3L, 3L, 2L, 2L, 1L, 5L, 4L, 3L, 2L, 4L, 
##     4L, 1L, 3L, 1L, 3L, 3L, 2L, 2L, 4L, 2L, 1L, 3L, 2L, 5L, 3L, 
##     3L, 1L, 3L, 1L, 2L, 1L, 2L, 1L, 1L, NA, 2L, 3L, 4L, 2L, 3L, 
##     NA, 2L, 1L, 1L, 1L, 3L, 2L, 3L, 1L, 3L, 4L, 3L, 4L, 1L, 2L, 
##     1L, 1L, 1L, 1L, 1L, 2L, 1L, 1L, 1L, 1L, 2L, 2L, NA, 1L, 1L, 
##     2L, NA, 2L, 1L, 1L, 3L, 3L, 3L, 2L, 2L, 2L, 2L, 1L, 3L, 4L, 
##     2L, 2L, 1L, 2L, 5L, 2L, 5L, NA, NA, NA, NA, NA, 3L, 4L, 5L, 
##     3L, 4L, 3L, 1L, 3L, 1L, 1L, 3L, 3L, 2L, 3L, 3L, 1L, 2L, 1L, 
##     3L, 3L, 1L, 3L, 5L, NA, NA, 3L, 2L, 1L, 2L, 2L, 1L, 4L, 1L, 
##     4L, 3L, 4L, 1L, 4L, 2L, 3L, 3L, 2L, 4L, NA, 3L, 5L, 2L, 1L, 
##     5L, 1L, 1L, 2L, 3L, 3L, 1L, 1L, 1L, 3L, 1L, 2L, 2L, 3L, 4L, 
##     2L, 1L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 4L, 2L, 3L, 1L, 2L, 2L, 
##     1L, 2L, 1L, 3L, 1L, 3L, 4L, 2L, 2L, 2L, 3L, 4L, 1L, 1L, 3L, 
##     5L, 1L, 1L, 1L, 1L, 2L, 3L, 3L, 2L, 3L, 1L, 3L, 3L, 1L, 3L, 
##     4L, 1L, 3L, 3L, 1L, 2L, 2L, 2L, 1L, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, 1L, NA, NA, 1L, NA, 1L, NA, NA, NA, 1L, 1L, 
##     NA, NA, NA, NA, NA, 1L, 1L, 1L, NA, 1L, NA, NA, 1L, 1L, 1L, 
##     1L, 1L, 1L, NA, 1L, NA, NA, NA, NA, NA, 1L, 1L, 4L, 3L, 2L, 
##     2L, 3L, 2L, 2L, 1L, 3L, 1L, 3L, 3L, 2L, 3L, 1L, 1L, 5L, 4L, 
##     3L, 1L, 5L, 3L, 1L, 2L, 2L, 3L, 3L, 3L, 3L, 4L, 3L, 3L, 3L, 
##     4L, 3L, 1L, 2L, 2L, 1L, 3L, 2L, 1L, 5L, 3L, 5L, 2L, 2L, 2L, 
##     3L, 3L, 2L, 3L, 2L, 3L, 3L, 4L, 1L, 3L, 3L, 2L, 1L, 2L, 2L, 
##     2L, 2L, 4L, 3L, 2L, 4L, 2L, 2L, 3L, 1L, 1L, 4L, 1L, 2L, 1L, 
##     3L, 1L, 2L, 3L, 1L, 2L, 2L, 4L, 1L, 1L, 1L, 4L, 2L, 3L, 2L, 
##     2L, 1L, 1L, 1L, 2L, 3L, 1L, 1L, 2L, 3L, 1L, 2L, 2L, 2L, 3L, 
##     3L, 4L, 2L, 1L, 2L, 3L, 2L, 2L, 2L, 3L, 3L, 1L, 3L, 2L, 3L, 
##     1L, 3L, 2L, 2L, 3L, 2L, 4L, 4L, 2L, 2L, 2L, 2L, 3L, 2L, 2L, 
##     3L, 2L, 2L, 1L, 3L, 3L, 2L, 2L, 4L, 2L, 3L, 2L, 3L, 2L, 1L, 
##     3L, 1L, 2L, 2L, 3L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA), LS_1 = c(2L, 
##     1L, 2L, 5L, 7L, 4L, 5L, 4L, 6L, 6L, 6L, 4L, 4L, 4L, 6L, 7L, 
##     4L, 2L, 5L, 4L, 6L, 6L, 6L, 5L, 5L, 4L, 7L, 5L, 4L, 4L, 2L, 
##     7L, 5L, 4L, 5L, 6L, 3L, 3L, 5L, 2L, 4L, 4L, 5L, 4L, 7L, 3L, 
##     7L, 6L, 6L, 7L, 5L, 5L, 3L, 4L, 4L, 3L, 6L, 5L, 3L, 4L, 5L, 
##     4L, 4L, 4L, 7L, 4L, 4L, 1L, 4L, 6L, 4L, 5L, 5L, 2L, 4L, 4L, 
##     5L, 5L, 1L, 4L, 7L, 2L, 4L, 5L, 4L, 6L, 6L, 4L, 5L, 6L, 7L, 
##     3L, 6L, 3L, 4L, 7L, 5L, 4L, 7L, 4L, 5L, 4L, 2L, 5L, 5L, 4L, 
##     4L, 4L, 4L, 5L, 6L, 6L, 5L, 2L, 4L, 1L, 6L, 4L, 3L, 6L, 6L, 
##     5L, 6L, 7L, 5L, 6L, 1L, 1L, 5L, 5L, 5L, 3L, 4L, 5L, 5L, 5L, 
##     7L, 2L, 2L, 7L, 1L, 7L, 2L, 5L, NA, 6L, 7L, 1L, 5L, NA, NA, 
##     NA, 6L, 5L, 2L, NA, NA, 2L, 5L, 5L, 6L, 6L, 6L, 6L, 2L, 2L, 
##     5L, 6L, 6L, 5L, NA, 2L, NA, 6L, 5L, 5L, 4L, 4L, 5L, 4L, 6L, 
##     2L, 6L, 6L, 1L, 5L, 4L, 4L, 4L, 5L, 5L, 1L, 4L, 4L, 3L, 3L, 
##     6L, 7L, 5L, 7L, 4L, 4L, 4L, 5L, 4L, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 6L, 7L, 
##     4L, 6L, 6L, 7L, 4L, 6L, 5L, 3L, 6L, 6L, 2L, NA, NA, NA, 4L, 
##     2L, 3L, NA, 3L, 5L, 6L, 6L, NA, NA, NA, NA, NA, 4L, 5L, NA, 
##     NA, NA, NA, 2L, NA, 4L, NA, 1L, NA, NA, 6L, NA, 3L, 5L, 4L, 
##     1L, 4L, 5L, NA, 1L, 7L, 1L, NA, NA, 3L, 4L, NA, NA, 3L, 1L, 
##     2L, 6L, 6L, NA, 4L, 6L, 5L, NA, 2L, 4L, NA, NA, NA, NA, NA, 
##     NA, 1L, NA, NA, 1L, NA, NA, 3L, 4L, NA, NA, 4L, NA, NA, NA, 
##     NA, 4L, 1L, NA, 3L, NA, NA, 5L, NA, 7L, 5L, NA, 1L, NA, NA, 
##     NA, 4L, 4L, NA, NA, 4L, NA, 6L, NA, 5L, NA, NA, 1L, NA, 2L, 
##     4L, NA, 7L, NA, NA, NA, 2L, NA, NA, NA, NA, NA, 2L, 4L, 3L, 
##     NA, 5L, 4L, 5L, NA, 6L, NA, 4L, 5L, NA, 2L, NA, NA, NA, 6L, 
##     NA, 3L, 1L, NA, 5L, 5L, NA, NA, 2L, 3L, 5L, 4L, 5L, 6L, 5L, 
##     2L, NA, NA, NA, NA, 3L, NA, NA, 4L, 4L, NA, NA, 6L, 1L, 1L, 
##     4L, NA, NA, NA, 5L, NA, 3L, NA, NA, 2L, NA, 3L, NA, NA, 1L, 
##     4L, 5L, 5L, 4L, NA, 3L, NA, 3L, 5L, 6L, NA, 5L, 1L, 4L, 4L, 
##     NA, NA, NA, NA, 6L, 7L, NA, NA, NA, 5L, 6L, NA, 1L, NA, 6L, 
##     5L, NA, 3L, NA, 3L, 4L, NA, 1L, 6L, NA, NA, 4L, NA, 4L, 5L, 
##     NA, NA, 3L, 7L, 2L, NA, 4L, 3L, 4L, NA, 4L, NA, NA, NA, 5L, 
##     NA, NA, 2L, NA, 3L, 5L, NA, NA, NA, 5L, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, 7L, NA, NA, NA, 5L, 7L, 
##     NA, NA, NA, 6L, 5L, NA, NA, 5L, 6L, 1L, 6L, 7L, 2L, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 4L, NA, 6L, 2L, 4L, 
##     6L, 6L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 5L, NA, NA, 
##     NA, NA, NA, NA, 4L, NA, 4L, NA, 6L, 7L, 5L, 6L, 2L, 5L, 6L, 
##     NA, NA, NA, NA, NA, 4L, 5L, 5L, NA, NA, NA, NA, NA, NA, 7L, 
##     NA, NA, 3L, NA, NA, NA, NA, 5L, NA, NA, 4L, NA, 2L, NA, NA, 
##     NA, NA, NA, 5L, NA, 5L, 6L, NA, NA, 4L, 4L, NA, NA, 2L, 5L, 
##     6L, NA, NA, 4L, NA, 5L, NA, 6L, 4L, 3L, 5L, 6L, 5L, 1L, 5L, 
##     2L, 4L, 5L, 5L, 5L, 4L, 5L, 6L, 4L, 6L, 5L, 4L, 7L, 5L, 2L, 
##     4L, 4L, 4L, 3L, 6L, 5L, 6L, 6L, 7L, 6L, 4L, 4L, 4L, 6L, 6L, 
##     5L, 2L, 5L, 3L, 2L, NA, NA, NA, NA, NA, NA, NA, NA, 3L, NA, 
##     NA, 7L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 4L, NA, NA, 4L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 6L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, 3L, 6L, 6L, 2L, 5L, 6L, 4L, 4L, 5L, 4L, 4L, 4L, 2L, 
##     6L, 4L, 3L, 7L, 6L, 7L, 6L, 2L, 6L, 6L, 4L, 5L, 5L, 4L, 4L, 
##     5L, 5L, 5L, 4L, 4L, 4L, 3L, 5L, 5L, 7L, 5L, 6L, 4L, 5L, 5L, 
##     4L, 1L, 3L, 1L, 6L, 5L, 2L, 7L, NA, 3L, 4L, 6L, 3L, 1L, 5L, 
##     3L, 1L, 6L, 4L, 6L, 2L, 6L, 1L, 3L, 4L, NA, 4L, 5L, 4L, 2L, 
##     4L, 4L, 4L, NA, 4L, 4L, 4L, 3L, 5L, 6L, 6L, 1L, 3L, 3L, 5L, 
##     6L, 6L, 4L, 6L, 3L, 5L, 3L, 6L, 6L, 6L, 6L, 4L, 6L, 2L, 2L, 
##     3L, 5L, 5L, 5L, 6L, 7L, 3L, 1L, 4L, NA, 5L, 4L, 6L, 3L, 4L, 
##     NA, 3L, 7L, 1L, 7L, 6L, 6L, 3L, 6L, 6L, 6L, 2L, 5L, 3L, 3L, 
##     6L, 7L, 6L, 4L, 6L, 6L, 5L, 7L, 6L, 5L, 2L, 4L, NA, 6L, 7L, 
##     5L, NA, 5L, 7L, 6L, 4L, 4L, 6L, 4L, 5L, 5L, 4L, 4L, 4L, 7L, 
##     6L, 4L, 6L, 5L, 7L, 5L, 7L, NA, NA, NA, NA, NA, 4L, 5L, 7L, 
##     6L, 4L, 6L, 5L, 4L, 7L, 3L, 4L, 6L, 4L, 2L, 2L, 6L, 5L, 4L, 
##     4L, 4L, 2L, 2L, 6L, NA, NA, 5L, 6L, 1L, 4L, 1L, 6L, 7L, 6L, 
##     4L, 3L, 5L, 2L, 5L, 6L, 5L, 6L, 4L, 7L, NA, 7L, 4L, 6L, 7L, 
##     3L, 3L, 6L, 4L, 4L, 5L, 6L, 5L, 7L, 4L, 5L, 5L, 6L, 3L, 4L, 
##     5L, 7L, 4L, 5L, 1L, 6L, 6L, 3L, 4L, 5L, 4L, 6L, 4L, 6L, 5L, 
##     7L, 5L, 4L, 4L, 6L, 4L, 2L, 4L, 6L, 6L, 5L, 4L, 5L, 5L, 5L, 
##     6L, 7L, 6L, 5L, 3L, 5L, 4L, 5L, 7L, 5L, 5L, 4L, 5L, 4L, 3L, 
##     3L, 5L, 4L, 5L, 5L, 5L, 3L, 7L, 5L, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, 1L, NA, NA, NA, NA, 1L, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, 1L, NA, NA, NA, NA, NA, NA, NA, 1L, NA, 
##     NA, 1L, NA, NA, NA, NA, NA, NA, NA, NA, 5L, 5L, 4L, 4L, 5L, 
##     4L, 3L, 5L, 5L, 6L, 5L, 7L, 4L, 5L, 5L, 1L, 6L, 5L, 1L, 3L, 
##     2L, 7L, 4L, 3L, 1L, 3L, 5L, 6L, 3L, 1L, 4L, 2L, 6L, 6L, 6L, 
##     1L, 4L, 3L, 4L, 4L, 4L, 4L, 5L, 4L, 4L, 2L, 2L, 3L, 5L, 7L, 
##     6L, 3L, 6L, 6L, 3L, 2L, 6L, 6L, 6L, 3L, 3L, 6L, 5L, 6L, 6L, 
##     6L, 5L, 6L, 7L, 5L, 3L, 6L, 6L, 5L, 6L, 2L, 4L, 6L, 6L, 6L, 
##     5L, 5L, 6L, 3L, 5L, 7L, 6L, 4L, 2L, 5L, 7L, 4L, 7L, 6L, 5L, 
##     3L, 5L, 7L, 4L, 4L, 4L, 6L, 5L, 5L, 5L, 5L, 3L, 3L, 4L, 6L, 
##     5L, 1L, 4L, 7L, 5L, 4L, 6L, 4L, 5L, 6L, 7L, 6L, 4L, 5L, 3L, 
##     2L, 6L, 6L, 4L, 4L, 4L, 3L, 1L, 4L, 5L, 2L, 5L, 5L, 4L, 7L, 
##     3L, 2L, 6L, 6L, 3L, 6L, 5L, 5L, 6L, 6L, 6L, 6L, 5L, 6L, 6L, 
##     6L, 7L, 6L, 3L, 6L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA), LS_2 = c(4L, 
##     3L, 1L, 3L, 7L, 4L, 4L, 2L, 7L, 6L, 6L, 4L, 5L, 4L, 5L, 5L, 
##     5L, 6L, 4L, 4L, 5L, 7L, 7L, 6L, 6L, 4L, 5L, 6L, 5L, 5L, 1L, 
##     7L, 6L, 4L, 6L, 6L, 5L, 6L, 6L, 6L, 6L, 4L, 5L, 5L, 7L, 4L, 
##     6L, 5L, 6L, 7L, 5L, 6L, 5L, 4L, 4L, 5L, 7L, 5L, 5L, 6L, 5L, 
##     4L, 6L, 4L, 5L, 4L, 5L, 7L, 5L, 7L, 4L, 5L, 5L, 3L, 3L, 4L, 
##     6L, 4L, 7L, 4L, 7L, 3L, 2L, 4L, 5L, 6L, 6L, 5L, 6L, 7L, 7L, 
##     5L, 6L, 7L, 6L, 7L, 6L, 4L, 7L, 4L, 6L, 4L, 2L, 5L, 4L, 5L, 
##     7L, 6L, 4L, 5L, 6L, 6L, 4L, 3L, 4L, 1L, 3L, 6L, 2L, 7L, 5L, 
##     5L, 7L, 7L, 5L, 6L, 1L, 1L, 6L, 5L, 6L, 6L, 6L, 4L, 6L, 6L, 
##     7L, 2L, 6L, 7L, 5L, 7L, 6L, 5L, NA, 7L, 7L, 3L, 6L, NA, NA, 
##     NA, 6L, 6L, 3L, NA, NA, 5L, 6L, 7L, 7L, 5L, 6L, 6L, 2L, 4L, 
##     7L, 7L, 7L, 6L, NA, 4L, NA, 7L, 2L, 7L, 6L, 7L, 5L, 4L, 5L, 
##     3L, 7L, 5L, 1L, 7L, 4L, 6L, 7L, 6L, 6L, 2L, 4L, 4L, 4L, 2L, 
##     4L, 7L, 4L, 5L, 6L, 4L, 6L, 5L, 2L, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 6L, 7L, 
##     5L, 7L, 7L, 7L, 7L, 6L, 6L, 7L, 6L, 5L, 3L, NA, NA, NA, 7L, 
##     2L, 3L, NA, 4L, 4L, 6L, 6L, NA, NA, NA, NA, NA, 5L, 1L, NA, 
##     NA, NA, NA, 3L, NA, 2L, NA, 1L, NA, NA, 7L, NA, 2L, 5L, 4L, 
##     2L, 5L, 5L, NA, 1L, 5L, 1L, NA, NA, 5L, 6L, NA, NA, 5L, 1L, 
##     2L, 7L, 7L, NA, 6L, 6L, 6L, NA, 3L, 5L, NA, NA, NA, NA, NA, 
##     NA, 1L, NA, NA, 1L, NA, NA, 4L, 4L, NA, NA, 6L, NA, NA, NA, 
##     NA, 6L, 1L, NA, 3L, NA, NA, 3L, NA, 7L, 4L, NA, 1L, NA, NA, 
##     NA, 4L, 3L, NA, NA, 4L, NA, 5L, NA, 6L, NA, NA, 2L, NA, 5L, 
##     3L, NA, 6L, NA, NA, NA, 2L, NA, NA, NA, NA, NA, 1L, 4L, 5L, 
##     NA, 6L, 4L, 7L, NA, 6L, NA, 4L, 5L, NA, 3L, NA, NA, NA, 6L, 
##     NA, 7L, 3L, NA, 5L, 2L, NA, NA, 5L, 2L, 5L, 5L, 5L, 6L, 6L, 
##     2L, NA, NA, NA, NA, 4L, NA, NA, 6L, 5L, NA, NA, 6L, 3L, 1L, 
##     6L, NA, NA, NA, 5L, NA, 5L, NA, NA, 3L, NA, 5L, NA, NA, 1L, 
##     5L, 5L, 4L, 5L, NA, 7L, NA, 6L, 2L, 6L, NA, 6L, 1L, 1L, 5L, 
##     NA, NA, NA, NA, 5L, 5L, NA, NA, NA, 6L, 5L, NA, 4L, NA, 7L, 
##     6L, NA, 3L, NA, 4L, 3L, NA, 1L, 6L, NA, NA, 5L, NA, 2L, 5L, 
##     NA, NA, 3L, 7L, 3L, NA, 6L, 6L, 1L, NA, 1L, NA, NA, NA, 3L, 
##     NA, NA, 4L, NA, 6L, 5L, NA, NA, NA, 6L, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, 7L, NA, NA, NA, 5L, 1L, 
##     NA, NA, NA, 5L, 3L, NA, NA, 6L, 4L, 7L, 4L, 7L, 5L, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 4L, NA, 6L, 3L, 4L, 
##     5L, 7L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 4L, NA, NA, 
##     NA, NA, NA, NA, 4L, NA, 3L, NA, 7L, 7L, 4L, 7L, 4L, 6L, 6L, 
##     NA, NA, NA, NA, NA, 4L, 5L, 7L, NA, NA, NA, NA, NA, NA, 7L, 
##     NA, NA, 5L, NA, NA, NA, NA, 6L, NA, NA, 6L, NA, 1L, NA, NA, 
##     NA, NA, NA, 5L, NA, 6L, 6L, NA, NA, 4L, 4L, NA, NA, 2L, 4L, 
##     6L, NA, NA, 4L, NA, 5L, NA, 7L, 4L, 3L, 3L, 2L, 5L, 2L, 6L, 
##     2L, 5L, 4L, 7L, 5L, 4L, 5L, 6L, 5L, 7L, 5L, 3L, 7L, 5L, 4L, 
##     4L, 6L, 4L, 5L, 6L, 3L, 5L, 6L, 7L, 7L, 4L, 5L, 6L, 6L, 7L, 
##     5L, 1L, 5L, 4L, 3L, NA, NA, NA, NA, NA, NA, NA, NA, 3L, NA, 
##     NA, 7L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 6L, NA, NA, 3L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 6L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, 1L, 6L, 7L, 2L, 5L, 4L, 4L, 4L, 4L, 4L, 6L, 4L, 6L, 
##     6L, 3L, 3L, 6L, 7L, 3L, 6L, 1L, 6L, 6L, 4L, 6L, 6L, 4L, 4L, 
##     7L, 5L, 4L, 4L, 4L, 4L, 4L, 3L, 5L, 7L, 4L, 6L, 4L, 6L, 5L, 
##     4L, 6L, 5L, 2L, 5L, 4L, 4L, 7L, NA, 5L, 4L, 6L, 3L, 1L, 6L, 
##     2L, 2L, 6L, 4L, 5L, 4L, 5L, 1L, 6L, 5L, NA, 5L, 6L, 6L, 1L, 
##     4L, 3L, 4L, NA, 2L, 4L, 4L, 3L, 5L, 6L, 6L, 1L, 4L, 4L, 5L, 
##     6L, 7L, 3L, 6L, 2L, 3L, 3L, 5L, 5L, 6L, 5L, 4L, 5L, 6L, 2L, 
##     5L, 6L, 6L, 7L, 6L, 7L, 3L, 7L, 6L, NA, 6L, 3L, 6L, 5L, 4L, 
##     NA, 5L, 7L, 1L, 7L, 6L, 4L, 3L, 7L, 3L, 7L, 5L, 4L, 7L, 4L, 
##     6L, 4L, 6L, 5L, 6L, 7L, 6L, 7L, 7L, 7L, 4L, 4L, NA, 6L, 5L, 
##     6L, NA, 6L, 7L, 7L, 5L, 4L, 6L, 5L, 6L, 6L, 4L, 4L, 4L, 7L, 
##     6L, 4L, 6L, 5L, 7L, 5L, 7L, NA, NA, NA, NA, NA, 5L, 5L, 5L, 
##     6L, 3L, 5L, 6L, 5L, 7L, 3L, 2L, 5L, 4L, 5L, 4L, 5L, 4L, 6L, 
##     3L, 5L, 4L, 3L, 5L, NA, NA, 5L, 6L, 1L, 6L, 5L, 5L, 6L, 4L, 
##     4L, 6L, 4L, 2L, 6L, 6L, 5L, 7L, 4L, 7L, NA, 6L, 4L, 4L, 7L, 
##     7L, 5L, 6L, 5L, 5L, 5L, 6L, 6L, 6L, 5L, 7L, 7L, 6L, 4L, 2L, 
##     6L, 7L, 7L, 5L, 7L, 6L, 7L, 1L, 6L, 6L, 7L, 7L, 2L, 7L, 7L, 
##     7L, 6L, 7L, 4L, 6L, 3L, 5L, 7L, 5L, 6L, 5L, 4L, 7L, 7L, 5L, 
##     6L, 5L, 7L, 7L, 3L, 7L, 3L, 5L, 6L, 6L, 6L, 4L, 5L, 5L, 3L, 
##     6L, 2L, 6L, 6L, 7L, 6L, 6L, 6L, 7L, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, 1L, NA, NA, NA, NA, NA, 1L, NA, NA, 1L, NA, 
##     NA, NA, NA, NA, 1L, NA, NA, NA, NA, NA, NA, NA, 1L, NA, NA, 
##     NA, 1L, NA, NA, NA, NA, NA, NA, NA, NA, 7L, 5L, 4L, 4L, 4L, 
##     4L, 4L, 5L, 4L, 6L, 3L, 7L, 4L, 5L, 6L, 2L, 5L, 4L, 6L, 5L, 
##     4L, 7L, 4L, 3L, 1L, 5L, 6L, 6L, 2L, 2L, 4L, 4L, 6L, 5L, 5L, 
##     1L, 4L, 6L, 5L, 4L, 6L, 5L, 6L, 3L, 4L, 1L, 1L, 7L, 5L, 7L, 
##     6L, 3L, 6L, 7L, 6L, 3L, 5L, 6L, 7L, 4L, 5L, 7L, 6L, 6L, 6L, 
##     7L, 6L, 6L, 7L, 7L, 3L, 6L, 6L, 6L, 7L, 5L, 7L, 4L, 7L, 6L, 
##     7L, 7L, 7L, 5L, 6L, 7L, 7L, 7L, 7L, 6L, 6L, 6L, 7L, 6L, 5L, 
##     5L, 6L, 7L, 6L, 6L, 5L, 7L, 7L, 7L, 6L, 7L, 4L, 4L, 5L, 6L, 
##     3L, 3L, 5L, 7L, 6L, 4L, 4L, 6L, 5L, 6L, 7L, 6L, 5L, 6L, 5L, 
##     1L, 6L, 6L, 4L, 5L, 5L, 6L, 6L, 7L, 6L, 4L, 6L, 4L, 6L, 6L, 
##     7L, 3L, 6L, 7L, 4L, 6L, 6L, 6L, 7L, 6L, 6L, 6L, 7L, 6L, 6L, 
##     7L, 7L, 7L, 7L, 7L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA), LS_3 = c(3L, 
##     4L, 4L, 5L, 7L, 4L, 5L, 3L, 7L, 6L, 6L, 4L, 5L, 4L, 6L, 4L, 
##     7L, 4L, 6L, 4L, 4L, 7L, 7L, 6L, 6L, 5L, 7L, 5L, 6L, 5L, 2L, 
##     7L, 7L, 4L, 7L, 5L, 4L, 7L, 6L, 7L, 5L, 6L, 5L, 4L, 6L, 3L, 
##     6L, 7L, 6L, 7L, 5L, 6L, 4L, 4L, 4L, 5L, 7L, 6L, 6L, 5L, 6L, 
##     5L, 7L, 4L, 7L, 4L, 6L, 1L, 3L, 7L, 4L, 5L, 5L, 4L, 5L, 4L, 
##     7L, 4L, 7L, 4L, 7L, 1L, 3L, 5L, 3L, 7L, 6L, 6L, 6L, 6L, 7L, 
##     5L, 7L, 6L, 6L, 7L, 6L, 4L, 7L, 4L, 5L, 4L, 1L, 6L, 5L, 4L, 
##     4L, 4L, 4L, 5L, 6L, 6L, 5L, 4L, 4L, 1L, 1L, 6L, 2L, 7L, 5L, 
##     5L, 6L, 7L, 6L, 6L, 1L, 1L, 6L, 5L, 5L, 5L, 4L, 5L, 3L, 6L, 
##     6L, 6L, 3L, 7L, 1L, 7L, 2L, 6L, NA, 6L, 7L, 1L, 4L, NA, NA, 
##     NA, 5L, 6L, 3L, NA, NA, 3L, 6L, 5L, 5L, 5L, 7L, 6L, 5L, 3L, 
##     7L, 7L, 7L, 5L, NA, 4L, NA, 7L, 5L, 2L, 6L, 4L, 5L, 4L, 5L, 
##     3L, 7L, 7L, 2L, 5L, 5L, 5L, 7L, 5L, 6L, 1L, 5L, 5L, 3L, 2L, 
##     6L, 7L, 6L, 6L, 5L, 3L, 6L, 6L, 4L, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 5L, 7L, 
##     4L, 5L, 5L, 7L, 6L, 6L, 6L, 7L, 6L, 6L, 3L, NA, NA, NA, 5L, 
##     2L, 3L, NA, 5L, 5L, 6L, 7L, NA, NA, NA, NA, NA, 5L, 3L, NA, 
##     NA, NA, NA, 5L, NA, 6L, NA, 1L, NA, NA, 7L, NA, 1L, 7L, 6L, 
##     2L, 5L, 7L, NA, 1L, 7L, 3L, NA, NA, 4L, 6L, NA, NA, 4L, 1L, 
##     2L, 7L, 7L, NA, 6L, 6L, 7L, NA, 2L, 3L, NA, NA, NA, NA, NA, 
##     NA, 1L, NA, NA, 1L, NA, NA, 4L, 4L, NA, NA, 6L, NA, NA, NA, 
##     NA, 4L, 2L, NA, 3L, NA, NA, 3L, NA, 7L, 3L, NA, 3L, NA, NA, 
##     NA, 5L, 2L, NA, NA, 3L, NA, 5L, NA, 5L, NA, NA, 3L, NA, 4L, 
##     6L, NA, 7L, NA, NA, NA, 3L, NA, NA, NA, NA, NA, 2L, 6L, 6L, 
##     NA, 6L, 5L, 6L, NA, 6L, NA, 4L, 6L, NA, 3L, NA, NA, NA, 6L, 
##     NA, 5L, 3L, NA, 5L, 1L, NA, NA, 6L, 4L, 6L, 6L, 6L, 6L, 5L, 
##     2L, NA, NA, NA, NA, 5L, NA, NA, 5L, 5L, NA, NA, 5L, 5L, 1L, 
##     3L, NA, NA, NA, 6L, NA, 3L, NA, NA, 2L, NA, 3L, NA, NA, 1L, 
##     5L, 6L, 5L, 4L, NA, 1L, NA, 5L, 1L, 6L, NA, 6L, 1L, 1L, 3L, 
##     NA, NA, NA, NA, 6L, 7L, NA, NA, NA, 6L, 5L, NA, 2L, NA, 5L, 
##     6L, NA, 3L, NA, 4L, 4L, NA, 1L, 5L, NA, NA, 6L, NA, 5L, 7L, 
##     NA, NA, 7L, 7L, 5L, NA, 6L, 7L, 1L, NA, 1L, NA, NA, NA, 1L, 
##     NA, NA, 2L, NA, 6L, 3L, NA, NA, NA, 6L, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, 7L, NA, NA, NA, 5L, 7L, 
##     NA, NA, NA, 5L, 5L, NA, NA, 7L, 7L, 7L, 6L, 7L, 6L, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 3L, NA, 7L, 4L, 6L, 
##     6L, 7L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 5L, NA, NA, 
##     NA, NA, NA, NA, 5L, NA, 4L, NA, 6L, 7L, 4L, 7L, 1L, 6L, 6L, 
##     NA, NA, NA, NA, NA, 6L, 5L, 6L, NA, NA, NA, NA, NA, NA, 7L, 
##     NA, NA, 5L, NA, NA, NA, NA, 6L, NA, NA, 5L, NA, 3L, NA, NA, 
##     NA, NA, NA, 5L, NA, 7L, 6L, NA, NA, 3L, 4L, NA, NA, 2L, 4L, 
##     6L, NA, NA, 4L, NA, 6L, NA, 7L, 5L, 3L, 3L, 6L, 6L, 2L, 6L, 
##     2L, 3L, 5L, 7L, 5L, 7L, 6L, 6L, 6L, 7L, 5L, 5L, 7L, 6L, 5L, 
##     4L, 5L, 2L, 1L, 6L, 5L, 5L, 6L, 7L, 6L, 4L, 6L, 6L, 6L, 7L, 
##     3L, 2L, 5L, 3L, 5L, NA, NA, NA, NA, NA, NA, NA, NA, 4L, NA, 
##     NA, 7L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 6L, NA, NA, 3L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 6L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, 2L, 7L, 6L, 3L, 6L, 6L, 4L, 4L, 5L, 6L, 5L, 4L, 6L, 
##     6L, 4L, 3L, 6L, 7L, 5L, 7L, 1L, 6L, 5L, 5L, 4L, 6L, 3L, 4L, 
##     6L, 5L, 6L, 6L, 4L, 4L, 5L, 4L, 6L, 7L, 4L, 7L, 4L, 6L, 6L, 
##     5L, 2L, 3L, 3L, 7L, 6L, 2L, 7L, NA, 5L, 4L, 6L, 4L, 1L, 6L, 
##     3L, 6L, 6L, 4L, 7L, 2L, 6L, 5L, 5L, 5L, NA, 5L, 6L, 6L, 6L, 
##     5L, 5L, 4L, NA, 2L, 4L, 4L, 3L, 6L, 5L, 6L, 1L, 5L, 6L, 5L, 
##     6L, 7L, 6L, 6L, 4L, 3L, 3L, 5L, 6L, 6L, 5L, 4L, 6L, 2L, 2L, 
##     6L, 6L, 5L, 7L, 7L, 6L, 5L, 2L, 7L, NA, 6L, 4L, 6L, 5L, 4L, 
##     NA, 4L, 7L, 1L, 7L, 6L, 5L, 3L, 7L, 4L, 7L, 6L, 4L, 6L, 3L, 
##     6L, 6L, 6L, 6L, 6L, 6L, 6L, 7L, 7L, 7L, 4L, 5L, NA, 6L, 7L, 
##     7L, NA, 6L, 7L, 7L, 2L, 5L, 6L, 5L, 6L, 6L, 4L, 6L, 3L, 7L, 
##     6L, 5L, 6L, 5L, 7L, 5L, 7L, NA, NA, NA, NA, NA, 5L, 3L, 7L, 
##     6L, 3L, 6L, 6L, 6L, 7L, 3L, 4L, 6L, 6L, 4L, 4L, 5L, 5L, 6L, 
##     5L, 6L, 3L, 3L, 4L, NA, NA, 5L, 6L, 1L, 6L, 5L, 7L, 7L, 7L, 
##     4L, 7L, 4L, 2L, 6L, 7L, 4L, 7L, 4L, 7L, NA, 5L, 6L, 6L, 7L, 
##     6L, 4L, 7L, 5L, 5L, 5L, 6L, 5L, 6L, 6L, 6L, 7L, 6L, 6L, 4L, 
##     6L, 7L, 3L, 5L, 6L, 5L, 6L, 4L, 6L, 5L, 5L, 7L, 5L, 6L, 5L, 
##     7L, 6L, 6L, 4L, 6L, 5L, 6L, 5L, 6L, 5L, 5L, 4L, 6L, 6L, 6L, 
##     6L, 7L, 6L, 6L, 6L, 6L, 5L, 6L, 7L, 5L, 6L, 4L, 5L, 5L, 3L, 
##     6L, 3L, 5L, 6L, 7L, 4L, 6L, 7L, 6L, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, 1L, NA, NA, NA, NA, 1L, NA, NA, NA, 1L, 1L, 
##     NA, NA, NA, NA, NA, 1L, 1L, 1L, NA, NA, NA, NA, 1L, 1L, NA, 
##     1L, NA, NA, NA, NA, NA, NA, NA, NA, NA, 6L, 5L, 6L, 4L, 6L, 
##     4L, 5L, 6L, 4L, 7L, 4L, 7L, 4L, 6L, 6L, 3L, 7L, 6L, 2L, 3L, 
##     2L, 7L, 4L, 4L, 1L, 5L, 6L, 6L, 3L, 6L, 4L, 2L, 6L, 6L, 7L, 
##     5L, 5L, 5L, 5L, 5L, 6L, 5L, 6L, 5L, 4L, 6L, 1L, 6L, 5L, 7L, 
##     5L, 5L, 6L, 7L, 5L, 6L, 1L, 6L, 7L, 2L, 4L, 7L, 7L, 6L, 6L, 
##     6L, 6L, 5L, 7L, 7L, 3L, 6L, 6L, 6L, 6L, 5L, 6L, 6L, 7L, 6L, 
##     2L, 5L, 7L, 3L, 6L, 6L, 6L, 7L, 5L, 6L, 6L, 7L, 5L, 6L, 6L, 
##     1L, 4L, 7L, 6L, 5L, 4L, 7L, 5L, 6L, 6L, 6L, 5L, 2L, 5L, 6L, 
##     4L, 2L, 4L, 7L, 5L, 4L, 5L, 5L, 6L, 6L, 7L, 6L, 5L, 5L, 5L, 
##     1L, 6L, 7L, 4L, 4L, 5L, 3L, 2L, 4L, 4L, 4L, 6L, 6L, 4L, 6L, 
##     3L, 3L, 6L, 7L, 5L, 6L, 5L, 5L, 2L, 6L, 6L, 5L, 7L, 7L, 5L, 
##     6L, 7L, 6L, 6L, 7L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA), LS_4 = c(5L, 
##     5L, 2L, 3L, 7L, 4L, 4L, 6L, 6L, 6L, 6L, 4L, 5L, 3L, 4L, 6L, 
##     7L, 4L, 5L, 4L, 3L, 7L, 7L, 3L, 6L, 4L, 4L, 4L, 5L, 4L, 1L, 
##     5L, 7L, 4L, 6L, 4L, 5L, 1L, 4L, 4L, 4L, 4L, 5L, 4L, 5L, 5L, 
##     6L, 6L, 6L, 7L, 5L, 4L, 4L, 4L, 4L, 3L, 7L, 5L, 3L, 5L, 4L, 
##     3L, 6L, 4L, 7L, 4L, 3L, 4L, 6L, 7L, 4L, 4L, 7L, 2L, 5L, 4L, 
##     6L, 4L, 5L, 4L, 7L, 2L, 1L, 4L, 3L, 5L, 7L, 5L, 5L, 4L, 7L, 
##     4L, 6L, 6L, 6L, 7L, 4L, 4L, 7L, 4L, 5L, 4L, 1L, 5L, 4L, 3L, 
##     4L, 4L, 4L, 5L, 4L, 6L, 3L, 2L, 4L, 1L, 5L, 6L, 3L, 7L, 6L, 
##     5L, 6L, 7L, 6L, 6L, 1L, 1L, 6L, 4L, 4L, 5L, 5L, 5L, 3L, 6L, 
##     6L, 2L, 1L, 7L, 5L, 7L, 4L, 6L, NA, 4L, 6L, 1L, 4L, NA, NA, 
##     NA, 6L, 5L, 1L, NA, NA, 4L, 5L, 6L, 5L, 2L, 6L, 1L, 2L, 3L, 
##     6L, 7L, 7L, 6L, NA, 3L, NA, 6L, 4L, 4L, 6L, 4L, 5L, 4L, 5L, 
##     4L, 7L, 4L, 1L, 5L, 2L, 4L, 5L, 4L, 4L, 1L, 4L, 4L, 4L, 3L, 
##     5L, 7L, 5L, 5L, 4L, 2L, 4L, 5L, 4L, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 6L, 6L, 
##     4L, 5L, 5L, 7L, 5L, 5L, 6L, 2L, 6L, 4L, 3L, NA, NA, NA, 5L, 
##     2L, 2L, NA, 3L, 3L, 5L, 5L, NA, NA, NA, NA, NA, 5L, 5L, NA, 
##     NA, NA, NA, 4L, NA, 4L, NA, 1L, NA, NA, 5L, NA, 2L, 5L, 6L, 
##     5L, 5L, 7L, NA, 1L, 6L, 2L, NA, NA, 5L, 3L, NA, NA, 5L, 1L, 
##     2L, 7L, 7L, NA, 5L, 5L, 6L, NA, 4L, 4L, NA, NA, NA, NA, NA, 
##     NA, 1L, NA, NA, 1L, NA, NA, 4L, 3L, NA, NA, 5L, NA, NA, NA, 
##     NA, 4L, 4L, NA, 3L, NA, NA, 3L, NA, 7L, 5L, NA, 2L, NA, NA, 
##     NA, 3L, 3L, NA, NA, 3L, NA, 6L, NA, 6L, NA, NA, 1L, NA, 2L, 
##     1L, NA, 2L, NA, NA, NA, 3L, NA, NA, NA, NA, NA, 2L, 7L, 3L, 
##     NA, 6L, 4L, 5L, NA, 7L, NA, 4L, 6L, NA, 2L, NA, NA, NA, 5L, 
##     NA, 3L, 2L, NA, 5L, 5L, NA, NA, 4L, 3L, 6L, 4L, 6L, 5L, 6L, 
##     2L, NA, NA, NA, NA, 4L, NA, NA, 6L, 5L, NA, NA, 6L, 2L, 1L, 
##     2L, NA, NA, NA, 6L, NA, 3L, NA, NA, 2L, NA, 5L, NA, NA, 1L, 
##     5L, 6L, 3L, 4L, NA, 3L, NA, 3L, 1L, 7L, NA, 6L, 2L, 3L, 1L, 
##     NA, NA, NA, NA, 6L, 4L, NA, NA, NA, 5L, 7L, NA, 2L, NA, 4L, 
##     5L, NA, 3L, NA, 3L, 5L, NA, 1L, 5L, NA, NA, 7L, NA, 2L, 6L, 
##     NA, NA, 4L, 5L, 4L, NA, 6L, 3L, 1L, NA, 5L, NA, NA, NA, 6L, 
##     NA, NA, 5L, NA, 5L, 3L, NA, NA, NA, 4L, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, 7L, NA, NA, NA, 4L, 4L, 
##     NA, NA, NA, 6L, 5L, NA, NA, 7L, 3L, 7L, 4L, 7L, 1L, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 2L, NA, 7L, 4L, 4L, 
##     6L, 6L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 3L, NA, NA, 
##     NA, NA, NA, NA, 5L, NA, 4L, NA, 6L, 7L, 4L, 6L, 5L, 6L, 6L, 
##     NA, NA, NA, NA, NA, 4L, 4L, 5L, NA, NA, NA, NA, NA, NA, 7L, 
##     NA, NA, 4L, NA, NA, NA, NA, 7L, NA, NA, 6L, NA, 2L, NA, NA, 
##     NA, NA, NA, 6L, NA, 6L, 6L, NA, NA, 5L, 5L, NA, NA, 2L, 5L, 
##     6L, NA, NA, 4L, NA, 6L, NA, 5L, 5L, 3L, 4L, 7L, 5L, 1L, 4L, 
##     2L, 3L, 5L, 4L, 5L, 2L, 6L, 7L, 5L, 6L, 6L, 4L, 7L, 6L, 3L, 
##     2L, 5L, 5L, 5L, 6L, 5L, 6L, 6L, 7L, 6L, 4L, 4L, 6L, 6L, 7L, 
##     5L, 3L, 5L, 2L, 2L, NA, NA, NA, NA, NA, NA, NA, NA, 4L, NA, 
##     NA, 7L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 5L, NA, NA, 3L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 3L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, 3L, 3L, 6L, 2L, 6L, 7L, 4L, 4L, 5L, 3L, 6L, 4L, 5L, 
##     6L, 4L, 3L, 6L, 3L, 7L, 7L, 1L, 5L, 6L, 4L, 4L, 5L, 4L, 4L, 
##     5L, 5L, 5L, 5L, 4L, 4L, 3L, 4L, 4L, 6L, 4L, 6L, 4L, 5L, 5L, 
##     4L, 4L, 1L, 3L, 7L, 5L, 4L, 6L, NA, 5L, 6L, 6L, 3L, 1L, 5L, 
##     6L, 2L, 4L, 4L, 6L, 2L, 4L, 4L, 3L, 7L, NA, 6L, 3L, 5L, 2L, 
##     4L, 2L, 4L, NA, 4L, 4L, 4L, 3L, 5L, 6L, 3L, 1L, 2L, 6L, 5L, 
##     6L, 6L, 5L, 6L, 3L, 7L, 3L, 5L, 4L, 5L, 6L, 4L, 6L, 2L, 2L, 
##     3L, 6L, 6L, 6L, 6L, 5L, 2L, 2L, 5L, NA, 5L, 4L, 6L, 5L, 4L, 
##     NA, 5L, 7L, 1L, 7L, 5L, 4L, 3L, 7L, 4L, 3L, 2L, 5L, 2L, 3L, 
##     6L, 6L, 6L, 6L, 6L, 7L, 6L, 6L, 7L, 7L, 5L, 3L, NA, 6L, 7L, 
##     4L, NA, 6L, 7L, 6L, 3L, 3L, 6L, 4L, 6L, 6L, 4L, 3L, 4L, 7L, 
##     6L, 5L, 6L, 5L, 7L, 3L, 7L, NA, NA, NA, NA, NA, 4L, 3L, 7L, 
##     5L, 5L, 6L, 5L, 5L, 7L, 4L, 5L, 4L, 4L, 5L, 4L, 5L, 5L, 2L, 
##     2L, 5L, 4L, 3L, 7L, NA, NA, 5L, 6L, 1L, 6L, 7L, 6L, 7L, 6L, 
##     3L, 1L, 4L, 3L, 5L, 7L, 5L, 6L, 4L, 7L, NA, 3L, 5L, 3L, 6L, 
##     2L, 4L, 6L, 3L, 3L, 4L, 6L, 5L, 6L, 5L, 5L, 6L, 5L, 4L, 2L, 
##     5L, 6L, 5L, 2L, 5L, 5L, 6L, 5L, 6L, 5L, 4L, 6L, 5L, 3L, 6L, 
##     6L, 6L, 7L, 4L, 6L, 2L, 5L, 4L, 5L, 6L, 5L, 3L, 5L, 7L, 6L, 
##     7L, 7L, 7L, 6L, 5L, 5L, 5L, 5L, 6L, 5L, 4L, 4L, 6L, 2L, 5L, 
##     6L, 2L, 4L, 1L, 6L, 4L, 5L, 6L, 4L, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 1L, NA, 1L, NA, 
##     NA, 1L, NA, NA, NA, NA, NA, NA, NA, NA, 5L, 5L, 5L, 4L, 5L, 
##     4L, 3L, 4L, 4L, 6L, 4L, 6L, 4L, 5L, 5L, 3L, 7L, 5L, 4L, 1L, 
##     4L, 6L, 6L, 3L, 1L, 5L, 5L, 6L, 6L, 2L, 4L, 2L, 4L, 4L, 6L, 
##     4L, 4L, 3L, 6L, 4L, 5L, 7L, 3L, 2L, 4L, 2L, 1L, 3L, 4L, 7L, 
##     6L, 5L, 4L, 5L, 4L, 3L, 3L, 5L, 6L, 3L, 2L, 5L, 6L, 5L, 6L, 
##     4L, 5L, 6L, 6L, 7L, 3L, 3L, 6L, 6L, 6L, 4L, 6L, 6L, 6L, 6L, 
##     5L, 2L, 7L, 2L, 7L, 5L, 5L, 5L, 5L, 6L, 6L, 4L, 2L, 4L, 5L, 
##     6L, 3L, 7L, 6L, 6L, 4L, 7L, 2L, 4L, 2L, 5L, 3L, 2L, 4L, 6L, 
##     6L, 2L, 5L, 7L, 5L, 4L, 5L, 5L, 5L, 6L, 7L, 6L, 4L, 2L, 6L, 
##     2L, 5L, 6L, 4L, 4L, 5L, 3L, 1L, 2L, 5L, 4L, 5L, 5L, 4L, 6L, 
##     3L, 2L, 6L, 7L, 3L, 6L, 5L, 6L, 2L, 5L, 5L, 5L, 6L, 5L, 5L, 
##     6L, 7L, 6L, 6L, 2L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA), LS_5 = c(1L, 
##     2L, 3L, 1L, 7L, 4L, 4L, 4L, 6L, 6L, 6L, 4L, 3L, 3L, 6L, 3L, 
##     2L, 3L, 6L, 4L, 6L, 7L, 5L, 2L, 4L, 4L, 4L, 4L, 5L, 5L, 4L, 
##     6L, 3L, 1L, 7L, 5L, 3L, 4L, 2L, 1L, 1L, 1L, 5L, 5L, 6L, 5L, 
##     6L, 4L, 5L, 5L, 5L, 6L, 6L, 4L, 4L, 3L, 7L, 5L, 6L, 5L, 1L, 
##     3L, 5L, 4L, 1L, 1L, 4L, 1L, 1L, 7L, 4L, 2L, 1L, 2L, 2L, 4L, 
##     4L, 5L, 1L, 4L, 7L, 2L, 3L, 6L, 2L, 5L, 5L, 3L, 3L, 6L, 7L, 
##     2L, 6L, 3L, 3L, 7L, 4L, 4L, 7L, 4L, 5L, 3L, 4L, 6L, 4L, 2L, 
##     4L, 4L, 4L, 3L, 6L, 6L, 1L, 1L, 4L, 1L, 2L, 2L, 2L, 7L, 6L, 
##     5L, 7L, 6L, 5L, 5L, 1L, 1L, 2L, 6L, 3L, 3L, 3L, 3L, 6L, 4L, 
##     6L, 3L, 2L, 6L, 1L, 7L, 2L, 5L, NA, 1L, 2L, 1L, 4L, NA, NA, 
##     NA, 6L, 6L, 1L, NA, NA, 2L, 3L, 1L, 6L, 5L, 5L, 2L, 2L, 1L, 
##     6L, 7L, 7L, 5L, NA, 2L, NA, 7L, 5L, 1L, 6L, 2L, 5L, 4L, 3L, 
##     3L, 7L, 6L, 2L, 3L, 1L, 4L, 7L, 4L, 5L, 3L, 5L, 2L, 3L, 3L, 
##     5L, 5L, 5L, 1L, 3L, 6L, 2L, 5L, 4L, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 7L, 6L, 
##     2L, 2L, 3L, 7L, 7L, 6L, 3L, 4L, 1L, 2L, 5L, NA, NA, NA, 4L, 
##     2L, 4L, NA, 5L, 2L, 5L, 6L, NA, NA, NA, NA, NA, 5L, 2L, NA, 
##     NA, NA, NA, 5L, NA, 3L, NA, 1L, NA, NA, 6L, NA, 1L, 5L, 4L, 
##     1L, 6L, 7L, NA, 1L, 6L, 2L, NA, NA, 1L, 5L, NA, NA, 1L, 5L, 
##     2L, 6L, 6L, NA, 6L, 3L, 5L, NA, 2L, 5L, NA, NA, NA, NA, NA, 
##     NA, 2L, NA, NA, 1L, NA, NA, 6L, 4L, NA, NA, 7L, NA, NA, NA, 
##     NA, 3L, 2L, NA, 1L, NA, NA, 4L, NA, 7L, 3L, NA, 2L, NA, NA, 
##     NA, 3L, 5L, NA, NA, 3L, NA, 5L, NA, 2L, NA, NA, 1L, NA, 2L, 
##     4L, NA, 7L, NA, NA, NA, 4L, NA, NA, NA, NA, NA, 1L, 5L, 5L, 
##     NA, 4L, 6L, 2L, NA, 6L, NA, 4L, 1L, NA, 3L, NA, NA, NA, 4L, 
##     NA, 2L, 1L, NA, 2L, 7L, NA, NA, 2L, 7L, 7L, 3L, 2L, 6L, 2L, 
##     3L, NA, NA, NA, NA, 2L, NA, NA, 1L, 5L, NA, NA, 6L, 1L, 1L, 
##     2L, NA, NA, NA, 6L, NA, 1L, NA, NA, 2L, NA, 1L, NA, NA, 1L, 
##     3L, 4L, 7L, 3L, NA, 1L, NA, 3L, 1L, 5L, NA, 1L, 1L, 5L, 6L, 
##     NA, NA, NA, NA, 5L, 7L, NA, NA, NA, 5L, 5L, NA, 2L, NA, 3L, 
##     7L, NA, 3L, NA, 2L, 3L, NA, 2L, 5L, NA, NA, 3L, NA, 2L, 2L, 
##     NA, NA, 5L, 2L, 5L, NA, 2L, 2L, 1L, NA, 7L, NA, NA, NA, 4L, 
##     NA, NA, 1L, NA, 4L, 2L, NA, NA, NA, 3L, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, 7L, NA, NA, NA, 3L, 7L, 
##     NA, NA, NA, 5L, 3L, NA, NA, 7L, 1L, 1L, 5L, 7L, 1L, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 2L, NA, 5L, 1L, 1L, 
##     6L, 5L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 3L, NA, NA, 
##     NA, NA, NA, NA, 2L, NA, 1L, NA, 4L, 7L, 3L, 6L, 1L, 6L, 7L, 
##     NA, NA, NA, NA, NA, 4L, 4L, 4L, NA, NA, NA, NA, NA, NA, 7L, 
##     NA, NA, 1L, NA, NA, NA, NA, 7L, NA, NA, 6L, NA, 2L, NA, NA, 
##     NA, NA, NA, 5L, NA, 5L, 3L, NA, NA, 1L, 4L, NA, NA, 2L, 4L, 
##     6L, NA, NA, 4L, NA, 5L, NA, 1L, 5L, 3L, 1L, 6L, 4L, 4L, 2L, 
##     1L, 3L, 5L, 7L, 5L, 4L, 3L, 6L, 5L, 6L, 7L, 5L, 7L, 7L, 1L, 
##     2L, 1L, 1L, 1L, 6L, 1L, 5L, 6L, 7L, 7L, 4L, 3L, 5L, 6L, 5L, 
##     3L, 1L, 6L, 1L, 3L, NA, NA, NA, NA, NA, NA, NA, NA, 5L, NA, 
##     NA, 7L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 4L, NA, NA, 5L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 6L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, 3L, 1L, 6L, 3L, 3L, 6L, 4L, 4L, 7L, 1L, 6L, 4L, 2L, 
##     6L, 4L, 3L, 5L, 7L, 4L, 6L, 1L, 5L, 3L, 4L, 3L, 5L, 3L, 4L, 
##     4L, 6L, 6L, 5L, 4L, 4L, 2L, 1L, 2L, 6L, 3L, 7L, 6L, 4L, 2L, 
##     3L, 1L, 1L, 6L, 5L, 3L, 1L, 7L, NA, 2L, 1L, 6L, 6L, 1L, 3L, 
##     4L, 7L, 6L, 4L, 3L, 2L, 6L, 1L, 6L, 7L, NA, 2L, 1L, 5L, 3L, 
##     4L, 3L, 4L, NA, 1L, 4L, 4L, 3L, 1L, 6L, 1L, 1L, 2L, 2L, 5L, 
##     6L, 5L, 3L, 6L, 1L, 6L, 2L, 5L, 5L, 3L, 5L, 4L, 3L, 1L, 6L, 
##     5L, 6L, 5L, 6L, 6L, 7L, 1L, 1L, 7L, NA, 6L, 1L, 3L, 7L, 4L, 
##     NA, 2L, 7L, 1L, 1L, 6L, 2L, 5L, 7L, 5L, 7L, 3L, 5L, 7L, 4L, 
##     5L, 2L, 6L, 1L, 6L, 7L, 5L, 2L, 2L, 7L, 2L, 3L, NA, 2L, 6L, 
##     5L, NA, 1L, 7L, 6L, 4L, 4L, 6L, 3L, 5L, 5L, 4L, 2L, 4L, 7L, 
##     2L, 4L, 5L, 5L, 7L, 4L, 7L, NA, NA, NA, NA, NA, 4L, 4L, 7L, 
##     3L, 3L, 6L, 5L, 6L, 1L, 5L, 4L, 2L, 2L, 1L, 3L, 6L, 4L, 2L, 
##     3L, 4L, 3L, 3L, 7L, NA, NA, 5L, 6L, 1L, 2L, 1L, 5L, 7L, 4L, 
##     5L, 3L, 1L, 1L, 7L, 6L, 4L, 7L, 4L, 7L, NA, 3L, 7L, 6L, 5L, 
##     7L, 6L, 7L, 5L, 3L, 4L, 6L, 4L, 5L, 5L, 5L, 5L, 6L, 5L, 4L, 
##     4L, 6L, 3L, 4L, 6L, 2L, 4L, 2L, 4L, 5L, 3L, 5L, 4L, 5L, 5L, 
##     6L, 5L, 4L, 4L, 4L, 4L, 3L, 2L, 5L, 5L, 3L, 3L, 7L, 7L, 6L, 
##     5L, 5L, 7L, 5L, 2L, 7L, 4L, 5L, 7L, 7L, 4L, 4L, 5L, 3L, 5L, 
##     2L, 1L, 3L, 6L, 6L, 3L, 2L, 7L, 3L, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, 1L, NA, 1L, 1L, NA, 1L, NA, NA, 1L, 1L, NA, NA, 
##     1L, 1L, 1L, 1L, NA, NA, NA, NA, 1L, NA, 1L, NA, NA, NA, NA, 
##     NA, NA, NA, 1L, NA, 1L, NA, 1L, 1L, NA, 4L, 6L, 5L, 4L, 6L, 
##     4L, 2L, 2L, 3L, 7L, 1L, 6L, 6L, 2L, 4L, 6L, 5L, 3L, 1L, 1L, 
##     1L, 7L, 1L, 6L, 1L, 2L, 3L, 6L, 4L, 7L, 4L, 2L, 6L, 6L, 3L, 
##     1L, 3L, 6L, 2L, 4L, 5L, 7L, 1L, 3L, 4L, 3L, 1L, 2L, 5L, 7L, 
##     6L, 3L, 5L, 5L, 2L, 2L, 3L, 4L, 5L, 3L, 4L, 5L, 6L, 2L, 6L, 
##     6L, 4L, 6L, 6L, 4L, 3L, 5L, 6L, 5L, 4L, 1L, 3L, 2L, 6L, 6L, 
##     4L, 2L, 4L, 3L, 5L, 6L, 2L, 5L, 1L, 3L, 7L, 5L, 6L, 4L, 2L, 
##     2L, 5L, 4L, 1L, 2L, 5L, 6L, 4L, 3L, 4L, 4L, 2L, 2L, 2L, 6L, 
##     3L, 2L, 3L, 7L, 6L, 4L, 3L, 2L, 6L, 6L, 7L, 6L, 5L, 4L, 4L, 
##     1L, 5L, 6L, 4L, 1L, 2L, 3L, 4L, 2L, 1L, 1L, 5L, 2L, 6L, 6L, 
##     2L, 2L, 6L, 6L, 3L, 2L, 4L, 5L, 5L, 4L, 3L, 5L, 6L, 5L, 6L, 
##     6L, 7L, 6L, 5L, 4L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA), X = c(NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, 1L, 2L, 3L, 4L, 5L, 6L, 7L, 8L, 
##     9L, 10L, 11L, 12L, 13L, 14L, 15L, 16L, 17L, 18L, 19L, 20L, 
##     21L, 22L, 23L, 24L, 25L, 26L, 27L, 28L, 29L, 30L, 31L, 32L, 
##     33L, 34L, 35L, 36L, 37L, 38L, 39L, 40L, 41L, 42L, 43L, 44L, 
##     45L, 46L, 47L, 48L, 49L, 50L, 51L, 52L, 53L, 54L, 55L, 56L, 
##     57L, 58L, 59L, 60L, 61L, 62L, 63L, 64L, 65L, 66L, 67L, 68L, 
##     69L, 70L, 71L, 72L, 73L, 74L, 75L, 76L, 77L, 78L, 79L, 80L, 
##     81L, 82L, 83L, 84L, 85L, 86L, 87L, 88L, 89L, 90L, 91L, 92L, 
##     93L, 94L, 95L, 96L, 97L, 98L, 99L, 100L, 101L, 102L, 103L, 
##     104L, 105L, 106L, 107L, 108L, 109L, 110L, 111L, 112L, 113L, 
##     114L, 115L, 116L, 117L, 118L, 119L, 120L, 121L, 122L, 123L, 
##     124L, 125L, 126L, 127L, 128L, 129L, 130L, 131L, 132L, 133L, 
##     134L, 135L, 136L, 137L, 138L, 139L, 140L, 141L, 142L, 143L, 
##     144L, 145L, 146L, 147L, 148L, 149L, 150L, 151L, 152L, 153L, 
##     154L, 155L, 156L, 157L, 158L, 159L, 160L, 161L, 162L, 163L, 
##     164L, 165L, 166L, 167L, 168L, 169L, 170L, 171L, 172L, 173L, 
##     174L, 175L, 176L, 177L, 178L, 179L, 180L, 181L, 182L, 183L, 
##     184L, 185L, 186L, 187L, 188L, 189L, 190L, 191L, 192L, 193L, 
##     194L, 195L, 196L, 197L, 198L, 199L, 200L, 201L, 202L, 203L, 
##     204L, 205L, 206L, 207L, 208L, 209L, 210L, 211L, 212L, 213L, 
##     214L, 215L, 216L, 217L, 218L, 219L, 220L, 221L, 222L, 223L, 
##     224L, 225L, 226L, 227L, 228L, 229L, 230L, 231L, 232L, 233L, 
##     234L, 235L, 236L, 237L, 238L, 239L, 240L, 241L, 242L, 243L, 
##     244L, 245L, 246L, 247L, 248L, 249L, 250L, 251L, 252L, 253L, 
##     254L, 255L, 256L, 257L, 258L, 259L, 260L, 261L, 262L, 263L, 
##     264L, 265L, 266L, 267L, 268L, 269L, 270L, 271L, 272L, 273L, 
##     274L, 275L, 276L, 277L, 278L, 279L, 280L, 281L, 282L, 283L, 
##     284L, 285L, 286L, 287L, 288L, 289L, 290L, 291L, 292L, 293L, 
##     294L, 295L, 296L, 297L, 298L, 299L, 300L, 301L, 302L, 303L, 
##     304L, 305L, 306L, 307L, 308L, 309L, 310L, 311L, 312L, 313L, 
##     314L, 315L, 316L, 317L, 318L, 319L, 320L, 321L, 322L, 323L, 
##     324L, 325L, 326L, 327L, 328L, 329L, 330L, 331L, 332L, 333L, 
##     334L, 335L, 336L, 337L, 338L, 339L, 340L, 341L, 342L, 343L, 
##     344L, 345L, 346L, 347L, 348L, 349L, 350L, 351L, 352L, 353L, 
##     354L, 355L, 356L, 357L, 358L, 359L, 360L, 361L, 362L, 363L, 
##     364L, 365L, 366L, 367L, 368L, 369L, 370L, 371L, 372L, 373L, 
##     374L, 375L, 376L, 377L, 378L, 379L, 380L, 381L, 382L, 383L, 
##     384L, 385L, 386L, 387L, 388L, 389L, 390L, 391L, 392L, 393L, 
##     394L, 395L, 396L, 397L, 398L, 399L, 400L, 401L, 402L, 403L, 
##     404L, 405L, 406L, 407L, 408L, 409L, 410L, 411L, 412L, 413L, 
##     414L, 415L, 416L, 417L, 418L, 419L, 420L, 421L, 422L, 423L, 
##     424L, 425L, 426L, 427L, 428L, 429L, 430L, 431L, 432L, 433L, 
##     434L, 435L, 436L, 437L, 438L, 439L, 440L, 441L, 442L, 443L, 
##     444L, 445L, 446L, 447L, 448L, 449L, 450L, 451L, 452L, 453L, 
##     454L, 455L, 456L, 457L, 458L, 459L, 460L, 461L, 462L, 463L, 
##     464L, 465L, 466L, 467L, 468L, 469L, 470L, 471L, 472L, 473L, 
##     474L, 475L, 476L, 477L, 478L, 479L, 480L, 481L, 482L, 483L, 
##     484L, 485L, 486L, 487L, 488L, 489L, 490L, 491L, 492L, 493L, 
##     494L, 495L, 496L, 497L, 498L, 499L, 500L, 501L, 502L, 503L, 
##     504L, 505L, 506L, 507L, 508L, 509L, 510L, 511L, 512L, 513L, 
##     514L, 515L, 516L, 517L, 518L, 519L, 520L, 521L, 522L, 523L, 
##     524L, 525L, 526L, 527L, 528L, 529L, 530L, 531L, 532L, 533L, 
##     534L, 535L, 536L, 537L, 538L, 539L, 540L, 541L, 542L, 543L, 
##     544L, 545L, 546L, 547L, 548L, 549L, 550L, 551L, 552L, 553L, 
##     554L, 555L, 556L, 557L, 558L, 559L, 560L, 561L, 562L, 563L, 
##     564L, 565L, 566L, 567L, 568L, 569L, 570L, 571L, 572L, 573L, 
##     574L, 575L, 576L, 577L, 578L, 579L, 580L, 581L, 582L, 583L, 
##     584L, 585L, 586L, 587L, 588L, 589L, 590L, 591L, 592L, 593L, 
##     594L, 595L, 596L, 597L, 598L, 599L, 600L, 601L, 602L, 603L, 
##     604L, 605L, 606L, 607L, 608L, 609L, 610L, 611L, 612L, 613L, 
##     614L, 615L, 616L, 617L, 618L, 619L, 620L, 621L, 622L, 623L, 
##     624L, 625L, 626L, 627L, 628L, 629L, 630L, 631L, 632L, 633L, 
##     634L, 635L, 636L, 637L, 638L, 639L, 640L, 641L, 642L, 643L, 
##     644L, 645L, 646L, 647L, 648L, 649L, 650L, 651L, 652L, 653L, 
##     654L, 655L, 656L, 657L, 658L, 659L, 660L, 661L, 662L, 663L, 
##     664L, 665L, 666L, 667L, 668L, 669L, 670L, 671L, 672L, 673L, 
##     674L, 675L, 676L, 677L, 678L, 679L, 680L, 681L, 682L, 683L, 
##     684L, 685L, 686L, 687L, 688L, 689L, 690L, 691L, 692L, 693L, 
##     694L, 695L, 696L, 697L, 698L, 699L, 700L, 701L, 702L, 703L, 
##     704L, 705L, 706L, 707L, 708L, 709L, 710L, 711L, 712L, 713L, 
##     714L, 715L, 716L, 717L, 718L, 719L, 720L, 721L, 722L, 723L, 
##     724L, 725L, 726L, 727L, 728L, 729L, 730L, 731L, 732L, 733L, 
##     734L, 735L, 736L, 737L, 738L, 739L, 740L, 741L, 742L, 743L, 
##     744L, 745L, 746L, 747L, 748L, 749L, 750L, 751L, 752L, 753L, 
##     754L, 755L, 756L, 757L, 758L, 759L, 760L, 761L, 762L, 763L, 
##     764L, 765L, 766L, 767L, 768L, 769L, 770L, 771L, 772L, 773L, 
##     774L, 775L, 776L, 777L, 778L, 779L, 780L, 781L, 782L, 783L, 
##     784L, 785L, 786L, 787L, 788L, 789L, 790L, 791L, 792L, 793L, 
##     794L, 795L, 796L, 797L, 798L, 799L, 800L, 801L, 802L, 803L, 
##     804L, 805L, 806L, 807L, 808L, 809L, 810L, 811L, 812L, 813L, 
##     814L, 815L, 816L, 817L, 818L, 819L, 820L, 821L, 822L, 823L, 
##     824L, 825L, 826L, 827L, 828L, 829L, 830L, 831L, 832L, 833L, 
##     834L, 835L, 836L, 837L, 838L, 839L, 840L, 841L, 842L, 843L, 
##     844L, 845L, 846L, 847L, 848L, 849L, 850L, 851L, 852L, 853L, 
##     854L, 855L, 856L, 857L, 858L, 859L, 860L, 861L, 862L, 863L, 
##     864L, 865L, 866L, 867L, 868L, 869L, 870L, 871L, 872L, 873L, 
##     874L, 875L, 876L, 877L, 878L, 879L, 880L, 881L, 882L, 883L, 
##     884L, 885L, 886L, 887L, 888L, 889L, 890L, 891L, 892L, 893L, 
##     894L, 895L, 896L, 897L, 898L, 899L, 900L, 901L, 902L, 903L, 
##     904L, 905L, 906L, 907L, 908L, 909L, 910L, 911L, 912L, 913L, 
##     914L, 915L, 916L, 917L, 918L, 919L, 920L, 921L, 922L, 923L, 
##     924L, 925L, 926L, 927L, 928L, 929L, 930L, 931L, 932L, 933L, 
##     934L, 935L, 936L, 937L, 938L, 939L, 940L, 941L, 942L, 943L, 
##     944L, 945L, 946L, 947L, 948L, 949L, 950L, 951L, 952L, 953L, 
##     954L, 955L, 956L, 957L, 958L, 959L, 960L, 961L, 962L, 963L, 
##     964L, 965L, 966L, 967L, 968L, 969L, 970L, 971L, 972L, 973L, 
##     974L, 975L, 976L, 977L, 978L, 979L, 980L, 981L, 982L, 983L, 
##     984L, 985L, 986L, 987L, 988L, 989L, 990L, 991L, 992L, 993L, 
##     994L, 995L, 996L, 997L, 998L, 999L, 1000L, 1001L, 1002L, 
##     1003L, 1004L, 1005L, 1006L, 1007L, 1008L, 1009L, 1010L, 1011L, 
##     1012L, 1013L, 1014L, 1015L, 1016L, 1017L, 1018L, 1019L, 1020L, 
##     1021L, 1022L, 1023L, 1024L, 1025L, 1026L, 1027L, 1028L, 1029L, 
##     1030L, 1031L, 1032L, 1033L, 1034L, 1035L, 1036L, 1037L, 1038L, 
##     1039L, 1040L, 1041L, 1042L, 1043L, 1044L, 1045L, 1046L, 1047L, 
##     1048L, 1049L, 1050L, 1051L, 1052L, 1053L, 1054L, 1055L, 1056L, 
##     1057L, 1058L, 1059L, 1060L, 1061L, 1062L, 1063L, 1064L, 1065L, 
##     1066L, 1067L, 1068L, 1069L, 1070L, 1071L, 1072L, 1073L, 1074L, 
##     1075L, 1076L, 1077L, 1078L, 1079L, 1080L, 1081L, 1082L, 1083L, 
##     1084L, 1085L, 1086L, 1087L, 1088L, 1089L, 1090L, 1091L, 1092L, 
##     1093L, 1094L, 1095L, 1096L, 1097L, 1098L, 1099L, 1100L, 1101L, 
##     1102L, 1103L, 1104L, 1105L, 1106L, 1107L, 1108L, 1109L, 1110L, 
##     1111L, 1112L, 1113L, 1114L, 1115L, 1116L, 1117L, 1118L, 1119L, 
##     1120L, 1121L, 1122L, 1123L, 1124L, 1125L, 1126L, 1127L, 1128L, 
##     1129L, 1130L, 1131L, 1132L, 1133L, 1134L, 1135L, 1136L, 1137L, 
##     1138L, 1139L, 1140L, 1141L, 1142L, 1143L, 1144L, 1145L, 1146L, 
##     1147L, 1148L, 1149L, 1150L, 1151L, 1152L, 1153L, 1154L, 1155L, 
##     1156L, 1157L, 1158L, 1159L, 1160L), CPS_1 = c(NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, 8L, 5L, 5L, 6L, 7L, 6L, 5L, 5L, 7L, 6L, 
##     5L, 6L, 4L, 8L, 5L, 6L, NA, 8L, 8L, 8L, 8L, NA, NA, NA, 8L, 
##     8L, 7L, NA, NA, 7L, 7L, 8L, 7L, 8L, 6L, 8L, 5L, 8L, 5L, 8L, 
##     8L, 5L, NA, 5L, NA, 8L, 5L, 8L, 6L, 5L, 5L, 4L, 7L, 6L, 8L, 
##     8L, 5L, 2L, 6L, 8L, 8L, 8L, 7L, 8L, 8L, 8L, 1L, 7L, 5L, 8L, 
##     7L, 4L, 7L, 5L, 8L, 7L, 6L, NA, NA, NA, 6L, 8L, 5L, 6L, NA, 
##     7L, 6L, 5L, 5L, 7L, 5L, 4L, 7L, NA, 5L, 5L, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     5L, 8L, 7L, 5L, 6L, 8L, 8L, 7L, 8L, 4L, 5L, 5L, 6L, 7L, 4L, 
##     8L, 4L, 7L, 8L, 7L, 6L, 5L, 7L, 6L, 6L, 6L, 6L, 8L, 7L, 7L, 
##     8L, 7L, 6L, 7L, 8L, 7L, 6L, 8L, 5L, 7L, 7L, 7L, 7L, 8L, 7L, 
##     7L, 7L, 7L, 7L, 7L, 7L, NA, 7L, 8L, 8L, 7L, 6L, 7L, 5L, 8L, 
##     6L, 8L, 7L, 7L, 6L, 5L, 8L, 6L, NA, 7L, 7L, 6L, 7L, 8L, 5L, 
##     6L, NA, 8L, 7L, 5L, 5L, 5L, 7L, 7L, 5L, 7L, 5L, 7L, 7L, 6L, 
##     5L, 7L, 8L, 5L, 6L, 7L, 8L, 7L, 7L, 6L, 7L, 6L, 7L, 6L, 6L, 
##     7L, 6L, 7L, 6L, 6L, 8L, 5L, 4L, 6L, 8L, 3L, 6L, 5L, 6L, 6L, 
##     8L, 8L, 7L, 7L, 7L, 7L, 7L, 5L, 8L, 8L, 5L, 8L, 7L, 8L, 8L, 
##     7L, 8L, 6L, 7L, 7L, 7L, 6L, 8L, 5L, 7L, 5L, 5L, 8L, 6L, 7L, 
##     6L, 7L, 5L, 6L, 2L, 8L, 8L, 7L, 5L, 7L, 6L, 4L, 8L, 8L, 5L, 
##     7L, 7L, 7L, 8L, 8L, 6L, NA, NA, NA, NA, 4L, 4L, 7L, 8L, 7L, 
##     5L, 6L, 5L, 4L, 4L, 4L, 6L, 7L, 2L, 8L, 7L, 4L, 6L, 7L, 7L, 
##     4L, 5L, 8L, NA, NA, 4L, 7L, 7L, 8L, 7L, 6L, 8L, 8L, 5L, 8L, 
##     8L, 7L, 7L, 7L, 7L, 6L, 5L, 7L, NA, 8L, 2L, 5L, 7L, 8L, 8L, 
##     6L, 4L, 7L, 6L, 8L, 7L, 8L, 6L, 4L, 5L, 7L, 6L, 8L, 6L, 8L, 
##     5L, 7L, 8L, 6L, 8L, 6L, 7L, 5L, 4L, 7L, 7L, 8L, 7L, 8L, 6L, 
##     8L, 5L, 8L, 6L, 7L, 7L, 7L, 8L, 7L, 6L, 8L, 7L, 7L, 8L, 6L, 
##     8L, 8L, 5L, 8L, 8L, 8L, 7L, 8L, 6L, 5L, 5L, 7L, 7L, 7L, 8L, 
##     7L, 6L, 8L, 8L, 8L, 8L, 5L, NA, 3L, 7L, NA, 8L, 7L, 6L, 7L, 
##     8L, 5L, 1L, 4L, 3L, 4L, 5L, 8L, 6L, 4L, 1L, 6L, 2L, 5L, 7L, 
##     4L, 1L, 6L, 1L, 5L, 5L, 5L, 8L, 7L, 5L, 5L, 6L, 7L, 8L, 7L, 
##     3L, 8L, 7L, 8L, 4L, 3L, 5L, 3L, 7L, 7L, 7L, 6L, 8L, 7L, 8L, 
##     6L, 5L, 7L, 7L, 8L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 
##     8L, 7L, 6L, 7L, 7L, 8L, 5L, 8L, 8L, 7L, 6L, 6L, 7L, 5L, 8L, 
##     8L, 7L, 8L, 6L, 6L, 7L, 5L, 6L, 7L, 6L, 3L, 7L, 6L, 8L, 6L, 
##     8L, 7L, 5L, 8L, 7L, 6L, 6L, 7L, 6L, 6L, 5L, 5L, 7L, 6L, 5L, 
##     8L, 7L, 5L, 6L, 5L, 3L, 5L, 7L, 4L, 5L, 6L, 4L, 7L, 3L, 7L, 
##     5L, 6L, 7L, 3L, 6L, 7L, 5L, 7L, 6L, 5L, 7L, 7L, 7L, 6L, 8L, 
##     5L, 7L, 7L, 2L, 7L, 4L, 5L, 8L, 7L, 3L, 7L, 6L, 4L, 7L, 6L, 
##     6L, 8L, 6L, 4L, 7L, 7L, 7L, 6L, 4L, 7L, 7L, 5L, 6L, 6L, 7L, 
##     6L, 5L, 6L, 7L, 6L, 4L, 6L, 6L, 3L, 6L, 6L, 7L, 7L, 5L, 3L, 
##     6L, 7L, 7L, 4L, 6L, 6L, 5L, 4L, 4L, 6L, 7L, 6L, 4L, 6L, 6L, 
##     6L, 6L, 1L, 6L, NA, 8L, 3L, NA, NA, 5L, NA, NA, 7L, 7L, NA, 
##     5L, 4L, 5L, 6L, NA, 7L, 6L, 6L, NA, NA, 7L, 7L, 5L, 5L, 6L, 
##     7L, 6L, 6L, 7L, 7L, 7L, 8L, 8L, 4L, 5L, NA, 6L, 5L, 8L, NA, 
##     6L, 7L, 5L, NA, 4L, 7L, 2L, 5L, NA, NA), CPS_2 = c(NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, 7L, 5L, 5L, 7L, 5L, 4L, 2L, 7L, 6L, 
##     5L, 6L, 8L, 5L, 8L, 7L, 4L, NA, 8L, 8L, 8L, 8L, NA, NA, NA, 
##     8L, 7L, 6L, NA, NA, 5L, 8L, 5L, 6L, 5L, 5L, 7L, 7L, 5L, 5L, 
##     8L, 7L, 6L, NA, 6L, NA, 4L, 6L, 5L, 6L, 4L, 4L, 5L, 6L, 7L, 
##     8L, 8L, 8L, 6L, 4L, 8L, 5L, 8L, 7L, 6L, 7L, 4L, 1L, 5L, 5L, 
##     6L, 5L, 6L, 6L, 4L, 7L, 7L, 8L, NA, NA, NA, 7L, 6L, 5L, 6L, 
##     NA, 6L, 5L, 4L, 6L, 8L, 8L, 5L, 7L, NA, 4L, 4L, 8L, 8L, 3L, 
##     7L, 6L, 5L, 8L, 5L, 5L, 5L, 8L, 5L, 4L, NA, NA, NA, 5L, 1L, 
##     6L, NA, 5L, 6L, 6L, 6L, 8L, 8L, NA, 8L, 3L, 5L, 2L, NA, NA, 
##     4L, 6L, 5L, 1L, 2L, 5L, 6L, 8L, 6L, 2L, 5L, 7L, 7L, 7L, 7L, 
##     4L, 4L, 5L, 8L, 6L, 4L, 7L, NA, 8L, 5L, 6L, 8L, 1L, 1L, 7L, 
##     5L, 8L, 5L, 3L, 6L, 6L, 5L, 3L, 4L, 6L, NA, 7L, 4L, 5L, 3L, 
##     5L, 7L, 5L, 2L, 3L, 6L, 7L, 5L, NA, NA, 8L, 1L, 5L, 4L, 7L, 
##     3L, 3L, 7L, 5L, 2L, 4L, 5L, 6L, 7L, 7L, 5L, 5L, 2L, 8L, 6L, 
##     6L, 7L, 4L, 7L, 3L, 7L, 6L, 4L, 4L, 5L, 8L, 5L, 2L, 8L, 2L, 
##     NA, 8L, 7L, 5L, 5L, 6L, NA, 5L, 4L, 5L, 7L, 8L, 1L, 6L, NA, 
##     6L, 5L, 5L, 4L, 6L, NA, 7L, 8L, NA, 4L, 6L, 4L, NA, 4L, 8L, 
##     5L, 4L, 1L, 7L, 8L, 8L, 7L, 4L, 6L, 7L, 4L, 5L, 7L, 4L, 4L, 
##     8L, 8L, 4L, 7L, 5L, 6L, NA, 8L, 3L, 5L, NA, 6L, 4L, 8L, 5L, 
##     6L, 5L, 3L, 6L, 4L, 7L, 8L, 6L, 5L, 7L, 6L, 6L, NA, 5L, 2L, 
##     8L, 2L, 5L, 5L, 8L, 4L, 5L, 6L, 7L, NA, 6L, 4L, 5L, 4L, 4L, 
##     4L, NA, NA, 6L, 8L, 4L, 6L, 8L, 5L, 4L, 5L, 5L, 6L, 7L, 5L, 
##     4L, 7L, NA, 4L, 4L, 5L, 7L, 6L, 7L, 7L, 7L, 6L, 7L, 5L, 4L, 
##     2L, 4L, 5L, 2L, 7L, 1L, 4L, 6L, 6L, 6L, 8L, 2L, 7L, 6L, 8L, 
##     8L, 7L, 4L, 7L, 6L, NA, NA, 4L, 5L, NA, NA, 5L, 8L, NA, 6L, 
##     6L, 3L, 4L, 4L, 3L, 7L, 7L, 5L, 5L, 4L, 7L, 7L, 1L, 8L, 5L, 
##     8L, 5L, 7L, 1L, 6L, 6L, 6L, 8L, 5L, 7L, 7L, 3L, 4L, 8L, 5L, 
##     5L, 3L, 5L, 7L, 7L, 6L, 7L, 8L, 6L, 6L, 5L, 4L, 2L, 4L, 7L, 
##     6L, 4L, 5L, 5L, 6L, 1L, 5L, 7L, 6L, 2L, 5L, 4L, 7L, 8L, 7L, 
##     5L, 5L, 8L, 4L, 5L, 4L, 4L, 8L, 8L, 5L, 4L, 8L, 7L, 6L, 1L, 
##     NA, 4L, 4L, 3L, 8L, 6L, 8L, 7L, 7L, 3L, 6L, 8L, NA, 8L, NA, 
##     NA, 8L, 5L, NA, 6L, 4L, 5L, 3L, 8L, 6L, NA, 5L, 4L, 6L, 7L, 
##     4L, 8L, 7L, NA, 6L, 6L, 6L, 5L, 7L, 4L, 1L, 7L, 1L, 4L, 6L, 
##     4L, 3L, 7L, 5L, 4L, 6L, 6L, 5L, 6L, 6L, 6L, 6L, 5L, 7L, 7L, 
##     4L, 6L, 7L, 5L, 5L, 4L, 6L, 4L, 8L, 5L, 5L, 8L, 7L, 4L, 6L, 
##     5L, 7L, 8L, 7L, 7L, 6L, 8L, 5L, 7L, 4L, 6L, 5L, 3L, 6L, 4L, 
##     3L, 5L, 5L, 5L, NA, NA, NA, 8L, NA, NA, NA, NA, 2L, NA, NA, 
##     7L, 6L, NA, NA, 7L, NA, 7L, NA, 3L, NA, NA, NA, NA, NA, 4L, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     5L, NA, NA, 5L, NA, NA, NA, NA, NA, NA, NA, NA, NA, 6L, NA, 
##     7L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 5L, 8L, NA, 
##     NA, 5L, 6L, 7L, 5L, 5L, 5L, 4L, 7L, 6L, 4L, 5L, 5L, 6L, 6L, 
##     4L, 1L, 5L, 5L, 8L, 7L, 5L, 6L, 5L, 6L, 5L, 6L, 7L, 6L, 6L, 
##     6L, 7L, 7L, 6L, 7L, 5L, 4L, 6L, 6L, 5L, 7L, 7L, 6L, 7L, 7L, 
##     4L, 7L, 5L, 7L, 6L, 8L, 6L, NA, 4L, 1L, 7L, 6L, 5L, 7L, 4L, 
##     5L, 5L, 8L, 6L, 5L, 5L, 5L, 6L, 4L, NA, 5L, 6L, 6L, 5L, 2L, 
##     6L, 6L, NA, 4L, 6L, 5L, 4L, 5L, 7L, 5L, 6L, 4L, 5L, 7L, 7L, 
##     6L, 5L, 7L, 5L, 3L, 5L, 8L, 7L, 5L, 6L, 5L, 8L, 7L, 7L, 6L, 
##     7L, 7L, 7L, 7L, 6L, 6L, 8L, 5L, 2L, 6L, 4L, 3L, 6L, 5L, 8L, 
##     4L, 8L, 7L, 7L, 7L, 7L, 7L, 4L, 5L, 7L, 4L, 5L, 5L, 5L, 7L, 
##     8L, 7L, 8L, 5L, 7L, 7L, 8L, 5L, 5L, 6L, 6L, 4L, 4L, 6L, 6L, 
##     7L, 5L, 6L, 5L, 2L, 3L, 7L, 8L, 6L, 4L, 7L, 4L, 4L, 4L, 7L, 
##     5L, 7L, 6L, 7L, 6L, 8L, 5L, NA, NA, NA, NA, 5L, 6L, 7L, 6L, 
##     6L, 6L, 7L, 5L, 3L, 4L, 4L, 6L, 6L, 2L, 5L, 7L, 4L, 6L, 4L, 
##     7L, 4L, 5L, 8L, NA, NA, 4L, 6L, 7L, 7L, 4L, 2L, 4L, 7L, 5L, 
##     7L, 5L, 5L, 7L, 5L, 6L, 4L, 5L, 7L, NA, 6L, 2L, 7L, 5L, 8L, 
##     7L, 7L, 5L, 5L, 7L, 7L, 5L, 6L, 5L, 5L, 6L, 7L, 4L, 6L, 5L, 
##     7L, 4L, 7L, 6L, 6L, 7L, 5L, 5L, 4L, 1L, 7L, 6L, 5L, 4L, 5L, 
##     5L, 5L, 5L, 6L, 7L, 6L, 5L, 7L, 7L, 5L, 6L, 7L, 8L, 7L, 6L, 
##     5L, 7L, 7L, 6L, 7L, 6L, 5L, 5L, 8L, 6L, 5L, 4L, 7L, 6L, 6L, 
##     6L, 7L, 5L, 8L, 7L, 6L, 7L, 5L, NA, 3L, 7L, NA, 6L, 7L, 5L, 
##     5L, 6L, 5L, 1L, 5L, 2L, 5L, 2L, 6L, 6L, 3L, 1L, 6L, 1L, 2L, 
##     3L, 3L, 5L, 4L, 7L, 1L, 3L, 4L, 2L, 5L, 5L, 4L, 6L, 5L, 3L, 
##     5L, 5L, 5L, 5L, 4L, 3L, 3L, 2L, 3L, 6L, 6L, 7L, 6L, 7L, 7L, 
##     5L, 6L, 5L, 7L, 4L, 6L, 7L, 7L, 6L, 5L, 7L, 6L, 4L, 7L, 8L, 
##     6L, 1L, 6L, 5L, 4L, 7L, 7L, 4L, 5L, 8L, 5L, 5L, 5L, 6L, 5L, 
##     7L, 6L, 5L, 2L, 6L, 4L, 6L, 6L, 6L, 5L, 6L, 5L, 6L, 5L, 6L, 
##     6L, 5L, 6L, 6L, 5L, 5L, 4L, 7L, 5L, 6L, 6L, 4L, 5L, 7L, 5L, 
##     5L, 6L, 6L, 5L, 6L, 4L, 3L, 6L, 7L, 7L, 4L, 1L, 5L, 6L, 6L, 
##     6L, 6L, 6L, 7L, 4L, 4L, 8L, 6L, 6L, 2L, 4L, 4L, 6L, 6L, 5L, 
##     8L, 4L, 5L, 5L, 2L, 7L, 4L, 4L, 5L, 6L, 2L, 4L, 3L, 4L, 4L, 
##     5L, 5L, 3L, 5L, 3L, 6L, 4L, 4L, 6L, 5L, 6L, 3L, 6L, 5L, 6L, 
##     5L, 7L, 5L, 6L, 7L, 4L, 2L, 5L, 5L, 6L, 6L, 4L, 5L, 6L, 3L, 
##     3L, 6L, 5L, 5L, 4L, 5L, 5L, 6L, 6L, 6L, 5L, 5L, 3L, 4L, 3L, 
##     4L, 7L, 6L, 4L, 6L, NA, 5L, 4L, NA, NA, 5L, NA, NA, 4L, 6L, 
##     NA, 6L, 5L, 6L, 6L, NA, 6L, 5L, 6L, NA, NA, 3L, 7L, 5L, 4L, 
##     6L, 6L, 4L, 6L, 6L, 7L, 7L, 7L, 5L, 4L, 4L, NA, 7L, 5L, 5L, 
##     NA, 5L, 5L, 7L, NA, 5L, 6L, 4L, 5L, NA, NA), CPS_3 = c(NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, 7L, 5L, 2L, 4L, 6L, 6L, 1L, 7L, 
##     7L, 2L, 6L, 7L, 4L, 5L, 6L, 4L, NA, 7L, 7L, 8L, 7L, NA, NA, 
##     NA, 8L, 8L, 5L, NA, NA, 5L, 6L, 6L, 4L, 4L, 5L, 7L, 7L, 5L, 
##     5L, 8L, 5L, 6L, NA, 5L, NA, 4L, 7L, 5L, 5L, 4L, 4L, 5L, 6L, 
##     7L, 7L, 6L, 8L, 4L, 4L, 7L, 4L, 8L, 5L, 6L, 7L, 7L, 2L, 5L, 
##     6L, 6L, 7L, 5L, 6L, 4L, 6L, 7L, 7L, NA, NA, NA, 6L, 7L, 6L, 
##     8L, NA, 6L, 6L, 4L, 7L, 4L, 5L, 5L, 7L, NA, 5L, 5L, 8L, 8L, 
##     3L, 8L, 6L, 5L, 8L, 8L, 5L, 7L, 8L, 8L, 4L, NA, NA, NA, 6L, 
##     1L, 4L, NA, 4L, 6L, 8L, 5L, 8L, 8L, NA, 5L, 4L, 5L, 3L, NA, 
##     NA, 6L, 7L, 6L, 3L, 2L, 5L, 4L, 7L, 5L, 4L, 5L, 6L, 7L, 2L, 
##     7L, 4L, 5L, 5L, 8L, 6L, 4L, 5L, NA, 4L, 5L, 5L, 7L, 4L, 1L, 
##     5L, 5L, 8L, 5L, 4L, 6L, 6L, 4L, 2L, 1L, 6L, NA, 8L, 4L, 5L, 
##     3L, 6L, 7L, 7L, 2L, 4L, 4L, 8L, 5L, NA, NA, 7L, 2L, 6L, 4L, 
##     4L, 2L, 3L, 8L, 5L, 2L, 4L, 5L, 6L, 6L, 1L, 5L, 5L, 2L, 7L, 
##     4L, 6L, 6L, 4L, 7L, 3L, 7L, 5L, 5L, 5L, 3L, 8L, 5L, 1L, 8L, 
##     2L, NA, 6L, 7L, 5L, 5L, 6L, NA, 5L, 3L, 5L, 6L, 8L, 5L, 6L, 
##     NA, 6L, 5L, 6L, 5L, 5L, NA, 5L, 8L, NA, 3L, 5L, 4L, NA, 5L, 
##     6L, 4L, 5L, 1L, 6L, 8L, 8L, 7L, 6L, 4L, 6L, 4L, 4L, 6L, 2L, 
##     4L, 8L, 8L, 7L, 7L, 4L, 8L, NA, 8L, 3L, 7L, NA, 4L, 4L, 6L, 
##     4L, 6L, 5L, 3L, 6L, 5L, 7L, 8L, 4L, 5L, 7L, 7L, 2L, NA, 5L, 
##     4L, 8L, 1L, 5L, 4L, 6L, 4L, 5L, 8L, 6L, NA, 5L, 4L, 2L, 5L, 
##     5L, 6L, NA, NA, 6L, 7L, 2L, 5L, 7L, 3L, 4L, 4L, 5L, 5L, 6L, 
##     5L, 4L, 7L, NA, 4L, 4L, 5L, 4L, 6L, 8L, 7L, 7L, 6L, 5L, 4L, 
##     6L, 3L, 5L, 6L, 2L, 7L, 1L, 2L, 4L, 5L, 4L, 6L, 7L, 7L, 6L, 
##     6L, 8L, 5L, 3L, 4L, 7L, NA, NA, 4L, 5L, NA, NA, 5L, 8L, NA, 
##     6L, 6L, 3L, 3L, 6L, 4L, 8L, 8L, 4L, 5L, 7L, 8L, 4L, 4L, 8L, 
##     4L, 6L, 5L, 7L, 1L, 6L, 6L, 6L, 8L, 5L, 7L, 7L, 1L, 1L, 7L, 
##     4L, 5L, 3L, 5L, 6L, 6L, 6L, 8L, 8L, 6L, 6L, 4L, 5L, 2L, 4L, 
##     7L, 7L, 4L, 7L, 5L, 6L, 1L, 5L, 6L, 6L, 2L, 5L, 4L, 2L, 8L, 
##     6L, 4L, 4L, 8L, 5L, 5L, 5L, 4L, 8L, 8L, 5L, 5L, 8L, 6L, 6L, 
##     1L, NA, 3L, 5L, 7L, 7L, 6L, 8L, 7L, 7L, 3L, 6L, 8L, NA, 8L, 
##     NA, NA, 4L, 5L, NA, 6L, 4L, 8L, 6L, 8L, 7L, NA, 2L, 4L, 8L, 
##     7L, 5L, 8L, 6L, NA, 7L, 8L, 5L, 5L, 6L, 5L, 1L, 7L, 1L, 5L, 
##     5L, 3L, 4L, 6L, 5L, 4L, 4L, 5L, 6L, 6L, 6L, 6L, 7L, 4L, 5L, 
##     7L, 5L, 6L, 6L, 5L, 6L, 3L, 6L, 5L, 6L, 6L, 4L, 8L, 7L, 5L, 
##     5L, 5L, 5L, 7L, 7L, 7L, 5L, 8L, 6L, 7L, 3L, 8L, 5L, 5L, 8L, 
##     4L, 4L, 5L, 7L, 4L, NA, NA, NA, 8L, NA, NA, NA, NA, 2L, NA, 
##     NA, 8L, 8L, NA, NA, 7L, NA, 6L, NA, 6L, NA, NA, NA, NA, NA, 
##     4L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 6L, NA, NA, 5L, NA, NA, NA, NA, NA, NA, NA, NA, NA, 7L, 
##     NA, 4L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 5L, 8L, 
##     NA, NA, 5L, 6L, 6L, 5L, 5L, 6L, 4L, 6L, 7L, 4L, 5L, 5L, 4L, 
##     5L, 4L, 1L, 4L, 6L, 4L, 7L, 5L, 6L, 7L, 7L, 6L, 7L, 6L, 6L, 
##     7L, 6L, 6L, 7L, 6L, 7L, 6L, 4L, 5L, 7L, 4L, 7L, 7L, 6L, 7L, 
##     6L, 5L, 7L, 5L, 7L, 7L, 7L, 7L, NA, 3L, 1L, 6L, 7L, 5L, 6L, 
##     4L, 8L, 5L, 8L, 6L, 6L, 7L, 5L, 6L, 4L, NA, 5L, 6L, 6L, 7L, 
##     3L, 5L, 6L, NA, 7L, 7L, 5L, 3L, 5L, 7L, 7L, 6L, 6L, 6L, 7L, 
##     7L, 5L, 6L, 7L, 4L, 5L, 5L, 8L, 6L, 6L, 6L, 6L, 6L, 6L, 7L, 
##     6L, 8L, 5L, 6L, 7L, 5L, 6L, 8L, 5L, 5L, 6L, 5L, 3L, 2L, 5L, 
##     7L, 5L, 8L, 7L, 1L, 7L, 7L, 7L, 6L, 6L, 8L, 4L, 8L, 5L, 7L, 
##     7L, 8L, 7L, 8L, 6L, 5L, 7L, 7L, 6L, 6L, 5L, 6L, 5L, 4L, 7L, 
##     5L, 7L, 5L, 6L, 6L, 5L, 5L, 7L, 8L, 5L, 4L, 7L, 6L, 4L, 6L, 
##     7L, 6L, 6L, 6L, 7L, 5L, 8L, 5L, NA, NA, NA, NA, 3L, 5L, 7L, 
##     6L, 4L, 6L, 6L, 5L, 3L, 4L, 4L, 6L, 6L, 2L, 7L, 7L, 4L, 6L, 
##     4L, 6L, 4L, 5L, 7L, NA, NA, 4L, 4L, 7L, 2L, 5L, 2L, 4L, 6L, 
##     5L, 8L, 3L, 7L, 6L, 4L, 6L, 4L, 5L, 7L, NA, 5L, 1L, 5L, 7L, 
##     7L, 8L, 7L, 5L, 6L, 7L, 8L, 7L, 8L, 6L, 4L, 5L, 6L, 4L, 5L, 
##     7L, 7L, 4L, 7L, 7L, 6L, 8L, 5L, 6L, 5L, 5L, 7L, 7L, 5L, 6L, 
##     4L, 6L, 6L, 4L, 7L, 4L, 6L, 5L, 8L, 7L, 5L, 7L, 7L, 8L, 6L, 
##     6L, 5L, 6L, 8L, 6L, 7L, 8L, 6L, 5L, 8L, 6L, 6L, 5L, 5L, 7L, 
##     7L, 6L, 7L, 6L, 8L, 6L, 6L, 8L, 5L, NA, 4L, 8L, NA, 7L, 6L, 
##     5L, 7L, 8L, 5L, 8L, 7L, 7L, 4L, 5L, 6L, 3L, 6L, 8L, 6L, 7L, 
##     5L, 6L, 4L, 1L, 5L, 7L, 8L, 4L, 6L, 5L, 5L, 5L, 5L, 7L, 6L, 
##     5L, 6L, 7L, 6L, 3L, 3L, 6L, 4L, 5L, 6L, 7L, 6L, 7L, 6L, 6L, 
##     7L, 6L, 5L, 4L, 7L, 4L, 7L, 7L, 7L, 6L, 5L, 7L, 7L, 5L, 7L, 
##     7L, 7L, 1L, 7L, 5L, 3L, 6L, 6L, 4L, 8L, 8L, 6L, 5L, 7L, 6L, 
##     5L, 6L, 6L, 5L, 3L, 6L, 4L, 6L, 5L, 6L, 7L, 3L, 3L, 5L, 5L, 
##     6L, 5L, 6L, 7L, 5L, 6L, 5L, 6L, 6L, 5L, 5L, 6L, 5L, 6L, 6L, 
##     5L, 5L, 5L, 5L, 4L, 6L, 7L, 5L, 5L, 7L, 7L, 5L, 2L, 5L, 7L, 
##     4L, 6L, 6L, 4L, 5L, 4L, 5L, 6L, 3L, 6L, 5L, 4L, 6L, 6L, 6L, 
##     7L, 5L, 5L, 5L, 5L, 4L, 7L, 4L, 4L, 6L, 7L, 3L, 5L, 4L, 5L, 
##     6L, 6L, 5L, 3L, 2L, 5L, 5L, 5L, 4L, 7L, 7L, 7L, 4L, 6L, 6L, 
##     6L, 6L, 6L, 5L, 4L, 7L, 5L, 2L, 6L, 7L, 4L, 5L, 6L, 5L, 7L, 
##     3L, 3L, 7L, 5L, 6L, 4L, 5L, 4L, 5L, 6L, 5L, 5L, 5L, 4L, 7L, 
##     4L, 5L, 4L, 5L, 4L, 6L, NA, 7L, 4L, NA, NA, 5L, NA, NA, 6L, 
##     5L, NA, 5L, 3L, 6L, 6L, NA, 5L, 5L, 7L, NA, NA, 7L, 6L, 6L, 
##     5L, 5L, 6L, 5L, 7L, 5L, 7L, 7L, 7L, 4L, 4L, 5L, NA, 6L, 5L, 
##     7L, NA, 6L, 4L, 6L, NA, 5L, 8L, 2L, 4L, NA, NA), CPS_4 = c(NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, 6L, 4L, 3L, 4L, 4L, 6L, 2L, 6L, 
##     6L, 3L, 3L, 7L, 4L, 6L, 6L, 4L, NA, 4L, 7L, 6L, 7L, NA, NA, 
##     NA, 8L, 7L, 5L, NA, NA, 4L, 6L, 5L, 4L, 4L, 4L, 6L, 5L, 5L, 
##     4L, 7L, 6L, 4L, NA, 4L, NA, 4L, 6L, 8L, 5L, 4L, 4L, 5L, 6L, 
##     6L, 7L, 2L, 4L, 4L, 4L, 6L, 2L, 6L, 6L, 5L, 7L, 3L, 2L, 5L, 
##     6L, 6L, 6L, 5L, 5L, 4L, 7L, 7L, 8L, NA, NA, NA, 5L, 5L, 5L, 
##     5L, NA, 6L, 6L, 4L, 6L, 8L, 7L, 5L, 7L, NA, 4L, 5L, 8L, 8L, 
##     3L, 3L, 6L, 6L, 8L, 6L, 5L, 6L, 8L, 6L, 2L, NA, NA, NA, 5L, 
##     1L, 4L, NA, 3L, 6L, 7L, 6L, 7L, 6L, NA, 4L, 2L, 5L, 1L, NA, 
##     NA, 3L, 7L, 5L, 2L, 2L, 3L, 5L, 5L, 5L, 4L, 4L, 6L, 6L, 5L, 
##     7L, 2L, 4L, 6L, 7L, 6L, 4L, 4L, NA, 1L, 3L, 4L, 8L, 2L, 1L, 
##     5L, 5L, 8L, 5L, 3L, 6L, 3L, 4L, 2L, 3L, 4L, NA, 5L, 3L, 7L, 
##     3L, 6L, 3L, 4L, 2L, 4L, 4L, 7L, 5L, NA, NA, 7L, 4L, 6L, 8L, 
##     5L, 2L, 2L, 6L, 5L, 2L, 4L, 5L, 5L, 7L, 7L, 5L, 4L, 2L, 6L, 
##     4L, 6L, 6L, 4L, 7L, 3L, 7L, 5L, 3L, 5L, 2L, 8L, 5L, 3L, 8L, 
##     3L, NA, 8L, 7L, 5L, 5L, 6L, NA, 4L, 4L, 3L, 8L, 8L, 1L, 6L, 
##     NA, 5L, 4L, 3L, 5L, 6L, NA, 7L, 6L, NA, 3L, 6L, 4L, NA, 4L, 
##     5L, 4L, 2L, 1L, 6L, 8L, 7L, 7L, 3L, 4L, 5L, 4L, 4L, 4L, 2L, 
##     2L, 8L, 8L, 7L, 2L, 5L, 8L, NA, 8L, 3L, 7L, NA, 4L, 3L, 5L, 
##     5L, 7L, 5L, 4L, 7L, 3L, 5L, 4L, 7L, 5L, 7L, 3L, 4L, NA, 1L, 
##     6L, 7L, 3L, 4L, 4L, 6L, 4L, 3L, 8L, 8L, NA, 4L, 4L, 5L, 3L, 
##     4L, 3L, NA, NA, 6L, 8L, 6L, 4L, 7L, 2L, 5L, 4L, 4L, 2L, 6L, 
##     3L, 4L, 3L, NA, 4L, 4L, 5L, 6L, 7L, 6L, 7L, 2L, 4L, 5L, 4L, 
##     4L, 4L, 4L, 5L, 2L, 7L, 1L, 6L, 6L, 7L, 5L, 8L, 2L, 6L, 5L, 
##     5L, 8L, 6L, 4L, 5L, 4L, NA, NA, 3L, 5L, NA, NA, 3L, 4L, NA, 
##     6L, 6L, 3L, 4L, 5L, 4L, 6L, 7L, 5L, 3L, 5L, 5L, 6L, 1L, 5L, 
##     5L, 6L, 5L, 6L, 1L, 8L, 6L, 6L, 4L, 4L, 6L, 7L, 1L, 4L, 7L, 
##     4L, 5L, 6L, 5L, 5L, 7L, 6L, 7L, 8L, 6L, 6L, 4L, 4L, 2L, 4L, 
##     7L, 6L, 4L, 7L, 5L, 6L, 1L, 5L, 5L, 6L, 3L, 5L, 4L, 4L, 8L, 
##     6L, 3L, 4L, 8L, 2L, 6L, 5L, 5L, 6L, 8L, 5L, 1L, 8L, 6L, 8L, 
##     1L, NA, 5L, 5L, 4L, 6L, 4L, 4L, 7L, 7L, 3L, 6L, 8L, NA, 8L, 
##     NA, NA, 7L, 5L, NA, 7L, 3L, 4L, 2L, 8L, 6L, NA, 5L, 4L, 8L, 
##     7L, 4L, 7L, 6L, NA, 5L, 7L, 6L, 5L, 6L, 5L, 1L, 7L, 1L, 5L, 
##     2L, 1L, 4L, 6L, 4L, 4L, 6L, 4L, 5L, 6L, 4L, 6L, 6L, 4L, 7L, 
##     6L, 4L, 5L, 6L, 5L, 6L, 3L, 7L, 5L, 6L, 5L, 2L, 8L, 7L, 5L, 
##     5L, 4L, 4L, 6L, 7L, 7L, 5L, 8L, 5L, 7L, 4L, 5L, 5L, 3L, 7L, 
##     4L, 4L, 5L, 4L, 5L, NA, NA, NA, 7L, NA, NA, NA, NA, 3L, NA, 
##     NA, 7L, 6L, NA, NA, 7L, NA, 6L, NA, 4L, NA, NA, NA, NA, NA, 
##     4L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 7L, NA, NA, 3L, NA, NA, NA, NA, NA, NA, NA, NA, NA, 6L, 
##     NA, 4L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 5L, 5L, 
##     NA, NA, 4L, 4L, 5L, 5L, 5L, 5L, 4L, 6L, 2L, 4L, 5L, 6L, 4L, 
##     6L, 3L, 1L, 4L, 5L, 4L, 7L, 4L, 5L, 7L, 7L, 3L, 6L, 5L, 6L, 
##     6L, 6L, 6L, 6L, 6L, 7L, 4L, 4L, 5L, 7L, 5L, 6L, 7L, 5L, 6L, 
##     5L, 3L, 7L, 5L, 7L, 6L, 6L, 7L, NA, 3L, 1L, 6L, 7L, 4L, 6L, 
##     4L, 3L, 4L, 8L, 7L, 6L, 5L, 5L, 7L, 4L, NA, 5L, 7L, 6L, 6L, 
##     4L, 5L, 6L, NA, 4L, 6L, 5L, 4L, 5L, 7L, 7L, 6L, 4L, 5L, 7L, 
##     7L, 5L, 5L, 7L, 5L, 5L, 5L, 8L, 6L, 5L, 6L, 6L, 6L, 7L, 7L, 
##     6L, 7L, 5L, 6L, 6L, 5L, 6L, 6L, 5L, 5L, 5L, 4L, 3L, 7L, 5L, 
##     8L, 5L, 8L, 7L, 1L, 6L, 7L, 7L, 7L, 5L, 8L, 3L, 5L, 6L, 7L, 
##     6L, 8L, 7L, 8L, 6L, 5L, 7L, 8L, 5L, 5L, 6L, 6L, 5L, 4L, 8L, 
##     6L, 7L, 6L, 6L, 6L, 7L, 4L, 7L, 6L, 6L, 4L, 7L, 6L, 4L, 4L, 
##     7L, 6L, 7L, 7L, 7L, 5L, 8L, 5L, NA, NA, NA, NA, 4L, 6L, 6L, 
##     6L, 5L, 7L, 7L, 5L, 1L, 4L, 4L, 6L, 6L, 2L, 6L, 7L, 4L, 4L, 
##     4L, 7L, 4L, 5L, 1L, NA, NA, 4L, 6L, 7L, 2L, 2L, 2L, 5L, 6L, 
##     5L, 7L, 3L, 3L, 6L, 5L, 7L, 4L, 5L, 7L, NA, 4L, 2L, 5L, 5L, 
##     6L, 6L, 6L, 6L, 5L, 7L, 4L, 6L, 6L, 5L, 5L, 4L, 6L, 5L, 4L, 
##     6L, 7L, 5L, 7L, 7L, 5L, 7L, 5L, 6L, 5L, 2L, 6L, 8L, 5L, 5L, 
##     2L, 5L, 6L, 5L, 6L, 3L, 5L, 2L, 7L, 7L, 4L, 7L, 2L, 8L, 6L, 
##     6L, 5L, 6L, 5L, 5L, 5L, 7L, 5L, 6L, 8L, 6L, 5L, 5L, 6L, 4L, 
##     6L, 3L, 7L, 6L, 6L, 8L, 5L, 8L, 5L, NA, 3L, 8L, NA, 7L, 6L, 
##     6L, 5L, 5L, 5L, 1L, 3L, 1L, 5L, 8L, 4L, 8L, 3L, 1L, 6L, 2L, 
##     4L, 3L, 4L, 1L, 6L, 7L, 8L, 7L, 1L, 8L, 7L, 4L, 3L, 3L, 3L, 
##     4L, 7L, 8L, 6L, 6L, 6L, 4L, 3L, 1L, 5L, 6L, 6L, 6L, 6L, 6L, 
##     7L, 4L, 5L, 5L, 6L, 4L, 7L, 7L, 6L, 5L, 5L, 7L, 6L, 3L, 7L, 
##     6L, 7L, 1L, 7L, 4L, 3L, 6L, 6L, 4L, 3L, 8L, 6L, 4L, 5L, 7L, 
##     5L, 5L, 7L, 5L, 4L, 6L, 4L, 7L, 5L, 6L, 6L, 6L, 3L, 5L, 5L, 
##     5L, 5L, 6L, 6L, 4L, 5L, 4L, 6L, 4L, 5L, 5L, 6L, 4L, 5L, 5L, 
##     5L, 4L, 6L, 5L, 4L, 6L, 5L, 5L, 6L, 6L, 4L, 4L, 1L, 4L, 6L, 
##     4L, 6L, 5L, 4L, 6L, 5L, 2L, 7L, 4L, 4L, 2L, 4L, 4L, 6L, 6L, 
##     6L, 5L, 4L, 5L, 4L, 2L, 5L, 4L, 4L, 5L, 5L, 2L, 4L, 2L, 5L, 
##     4L, 5L, 5L, 4L, 5L, 3L, 5L, 4L, 4L, 5L, 4L, 6L, 4L, 5L, 5L, 
##     6L, 4L, 7L, 4L, 4L, 6L, 5L, 2L, 5L, 5L, 3L, 5L, 4L, 4L, 5L, 
##     3L, 2L, 4L, 6L, 4L, 4L, 6L, 4L, 3L, 5L, 4L, 6L, 6L, 6L, 4L, 
##     2L, 4L, 4L, 5L, 4L, 6L, NA, 5L, 2L, NA, NA, 4L, NA, NA, 5L, 
##     6L, NA, 6L, 5L, 6L, 6L, NA, 5L, 5L, 5L, NA, NA, 2L, 6L, 5L, 
##     6L, 4L, 7L, 5L, 6L, 5L, 7L, 6L, 6L, 5L, 4L, 5L, NA, 7L, 4L, 
##     4L, NA, 5L, 5L, 7L, NA, 5L, 8L, 4L, 5L, NA, NA), CPS_5 = c(NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, 8L, 6L, 4L, 4L, 6L, 5L, 1L, 5L, 
##     7L, 4L, 4L, 8L, 4L, 8L, 6L, 5L, NA, 4L, 8L, 7L, 6L, NA, NA, 
##     NA, 8L, 8L, 6L, NA, NA, 6L, 8L, 5L, 6L, 7L, 5L, 6L, 4L, 6L, 
##     5L, 8L, 8L, 4L, NA, 4L, NA, 7L, 7L, 7L, 6L, 3L, 6L, 4L, 7L, 
##     6L, 7L, 5L, 6L, 4L, 5L, 5L, 7L, 8L, 6L, 7L, 8L, 7L, 1L, 4L, 
##     5L, 8L, 5L, 5L, 6L, 4L, 7L, 7L, 6L, NA, NA, NA, 7L, 7L, 5L, 
##     7L, NA, 6L, 5L, 5L, 5L, 4L, 5L, 4L, 7L, NA, 4L, 5L, 7L, 8L, 
##     3L, 5L, 6L, 6L, 8L, 8L, 2L, 8L, 8L, 8L, 2L, NA, NA, NA, 5L, 
##     2L, 5L, NA, 4L, 6L, 5L, 7L, 7L, 8L, NA, 8L, 4L, 5L, 5L, NA, 
##     NA, 7L, 7L, 4L, 3L, 6L, 4L, 5L, 7L, 5L, 4L, 8L, 7L, 7L, 6L, 
##     7L, 4L, 6L, 6L, 7L, 5L, 6L, 8L, NA, 5L, 7L, 2L, 7L, 4L, 1L, 
##     3L, 5L, 8L, 5L, 3L, 5L, 7L, 5L, 4L, 5L, 7L, NA, 6L, 5L, 6L, 
##     4L, 8L, 3L, 6L, 2L, 5L, 4L, 7L, 5L, NA, NA, 7L, 6L, 5L, 8L, 
##     3L, 4L, 5L, 8L, 8L, 7L, 3L, 5L, 4L, 7L, 1L, 5L, 7L, 2L, 8L, 
##     3L, 5L, 7L, 4L, 5L, 4L, 7L, 7L, 3L, 1L, 5L, 8L, 4L, 4L, 7L, 
##     5L, NA, 7L, 7L, 5L, 5L, 5L, NA, 4L, 2L, 6L, 8L, 7L, 4L, 3L, 
##     NA, 6L, 5L, 2L, 4L, 5L, NA, 7L, 8L, NA, 3L, 6L, 4L, NA, 6L, 
##     5L, 6L, 1L, 7L, 6L, 8L, 8L, 8L, 7L, 5L, 7L, 5L, 6L, 7L, 2L, 
##     4L, 8L, 8L, 7L, 6L, 6L, 8L, NA, 8L, 4L, 7L, NA, 2L, 2L, 6L, 
##     5L, 8L, 8L, 1L, 7L, 4L, 6L, 8L, 5L, 4L, 7L, 6L, 3L, NA, 7L, 
##     6L, 8L, 1L, 3L, 4L, 1L, 8L, 2L, 7L, 8L, NA, 8L, 1L, 3L, 5L, 
##     1L, 6L, NA, NA, 7L, 8L, 2L, 8L, 8L, 4L, 5L, 4L, 5L, 5L, 5L, 
##     6L, 4L, 5L, NA, 3L, 7L, 5L, 7L, 8L, 8L, 7L, 7L, 7L, 6L, 4L, 
##     6L, 1L, 5L, 6L, 3L, 6L, 1L, 3L, 7L, 4L, 6L, 7L, 7L, 8L, 3L, 
##     8L, 8L, 8L, 5L, 6L, 5L, NA, NA, 5L, 4L, NA, NA, 5L, 8L, NA, 
##     7L, 6L, 7L, 6L, 7L, 5L, 5L, 8L, 7L, 7L, 4L, 7L, 6L, 1L, 8L, 
##     3L, 6L, 5L, 8L, 1L, 8L, 6L, 7L, 5L, 1L, 6L, 7L, 8L, 4L, 8L, 
##     4L, 5L, 3L, 5L, 8L, 6L, 6L, 7L, 8L, 8L, 6L, 4L, 7L, 2L, 8L, 
##     7L, 8L, 4L, 8L, 6L, 6L, 1L, 5L, 6L, 6L, 1L, 5L, 6L, 6L, 8L, 
##     6L, 5L, 4L, 8L, 8L, 6L, 8L, 3L, 8L, 8L, 5L, 6L, 8L, 6L, 8L, 
##     1L, NA, 5L, 1L, 6L, 1L, 6L, 5L, 7L, 7L, 5L, 7L, 8L, NA, 8L, 
##     NA, NA, 6L, 5L, NA, 7L, 4L, 7L, 2L, 8L, 7L, NA, 4L, 3L, 7L, 
##     7L, 8L, 8L, 7L, NA, 6L, 7L, 5L, 5L, 8L, 3L, 7L, 6L, 1L, 6L, 
##     4L, 3L, 4L, 7L, 5L, 5L, 4L, 7L, 5L, 6L, 7L, 4L, 5L, 5L, 8L, 
##     7L, 5L, 7L, 7L, 5L, 6L, 6L, 7L, 5L, 7L, 6L, 5L, 8L, 7L, 5L, 
##     6L, 5L, 4L, 8L, 7L, 7L, 8L, 8L, 5L, 8L, 4L, 4L, 5L, 6L, 8L, 
##     4L, 4L, 5L, 8L, 5L, NA, NA, NA, 8L, NA, NA, NA, NA, 2L, NA, 
##     NA, 7L, 8L, NA, NA, 7L, NA, 8L, NA, 8L, NA, NA, NA, NA, NA, 
##     7L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 3L, NA, NA, 3L, NA, NA, NA, NA, NA, NA, NA, NA, NA, 6L, 
##     NA, 5L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 3L, 8L, 
##     NA, NA, 5L, 8L, 5L, 5L, 6L, 8L, 8L, 7L, 6L, 5L, 5L, 5L, 6L, 
##     5L, 5L, 1L, 4L, 4L, 8L, 8L, 5L, 5L, 7L, 6L, 5L, 8L, 6L, 7L, 
##     7L, 7L, 7L, 7L, 6L, 7L, 7L, 6L, 5L, 8L, 5L, 6L, 7L, 5L, 5L, 
##     8L, 5L, 7L, 7L, 7L, 8L, 6L, 7L, NA, 5L, 8L, 7L, 7L, 5L, 7L, 
##     5L, 8L, 5L, 8L, 7L, 7L, 5L, 5L, 7L, 5L, NA, 7L, 7L, 8L, 6L, 
##     8L, 5L, 6L, NA, 8L, 7L, 5L, 5L, 5L, 7L, 7L, 7L, 6L, 6L, 7L, 
##     7L, 5L, 6L, 7L, 8L, 5L, 7L, 7L, 8L, 8L, 7L, 6L, 7L, 5L, 7L, 
##     6L, 6L, 2L, 7L, 7L, 7L, 7L, 8L, 5L, 4L, 6L, 8L, 3L, 4L, 5L, 
##     8L, 5L, 8L, 8L, 7L, 7L, 7L, 7L, 7L, 6L, 7L, 8L, 5L, 5L, 8L, 
##     8L, 8L, 7L, 8L, 6L, 7L, 7L, 7L, 6L, 6L, 5L, 7L, 5L, 5L, 8L, 
##     6L, 7L, 4L, 7L, 5L, 8L, 3L, 8L, 8L, 7L, 5L, 7L, 6L, 5L, 8L, 
##     7L, 6L, 7L, 6L, 7L, 4L, 8L, 5L, NA, NA, NA, NA, 4L, 6L, 7L, 
##     8L, 7L, 8L, 7L, 5L, 8L, 5L, 4L, 6L, 6L, 4L, 7L, 7L, 5L, 6L, 
##     5L, 6L, 5L, 5L, 8L, NA, NA, 4L, 7L, 7L, 7L, 7L, 5L, 7L, 7L, 
##     5L, 8L, 6L, 2L, 5L, 7L, 7L, 6L, 5L, 7L, NA, 7L, 2L, 4L, 8L, 
##     8L, 7L, 6L, 4L, 7L, 6L, 8L, 7L, 7L, 5L, 5L, 6L, 7L, 6L, 6L, 
##     7L, 8L, 5L, 7L, 7L, 6L, 8L, 6L, 2L, 4L, 4L, 8L, 8L, 6L, 6L, 
##     8L, 5L, 8L, 4L, 6L, 5L, 7L, 6L, 6L, 8L, 7L, 6L, 8L, 6L, 8L, 
##     8L, 8L, 7L, 7L, 5L, 7L, 7L, 7L, 4L, 8L, 7L, 5L, 5L, 5L, 5L, 
##     8L, 8L, 7L, 5L, 8L, 7L, 7L, 5L, 5L, NA, 3L, 5L, NA, 8L, 5L, 
##     7L, 5L, 6L, 5L, 8L, 8L, 8L, 8L, 5L, 8L, 2L, 5L, 8L, 6L, 6L, 
##     8L, 7L, 3L, 4L, 6L, 7L, 8L, 5L, 7L, 1L, 5L, 4L, 7L, 7L, 8L, 
##     6L, 7L, 6L, 8L, 4L, 7L, 6L, 4L, 6L, 5L, 7L, 7L, 7L, 6L, 7L, 
##     7L, 7L, 5L, 5L, 6L, 6L, 8L, 7L, 5L, 5L, 7L, 7L, 8L, 5L, 7L, 
##     6L, 7L, 8L, 7L, 5L, 5L, 7L, 7L, 5L, 8L, 8L, 7L, 5L, 5L, 7L, 
##     5L, 8L, 7L, 7L, 8L, 8L, 5L, 7L, 5L, 6L, 6L, 5L, 4L, 7L, 5L, 
##     7L, 6L, 8L, 7L, 5L, 8L, 6L, 6L, 6L, 5L, 5L, 6L, 5L, 6L, 7L, 
##     7L, 6L, 6L, 5L, 6L, 6L, 6L, 3L, 4L, 8L, 3L, 2L, 6L, 4L, 6L, 
##     2L, 7L, 7L, 6L, 6L, 5L, 6L, 7L, 5L, 5L, 6L, 5L, 3L, 6L, 7L, 
##     4L, 6L, 5L, 7L, 7L, 2L, 7L, 3L, 4L, 6L, 7L, 1L, 8L, 5L, 4L, 
##     4L, 4L, 6L, 8L, 3L, 4L, 5L, 6L, 6L, 7L, 4L, 6L, 6L, 6L, 6L, 
##     7L, 7L, 6L, 6L, 4L, 7L, 4L, 2L, 5L, 6L, 3L, 5L, 6L, 7L, 7L, 
##     3L, 3L, 7L, 7L, 7L, 3L, 6L, 6L, 5L, 4L, 4L, 6L, 7L, 7L, 6L, 
##     6L, 6L, 5L, 6L, 6L, 6L, NA, 7L, 1L, NA, NA, 5L, NA, NA, 6L, 
##     6L, NA, 6L, 4L, 6L, 6L, NA, 7L, 5L, 7L, NA, NA, 7L, 7L, 5L, 
##     5L, 5L, 5L, 5L, 6L, 4L, 7L, 7L, 8L, 8L, 2L, 5L, NA, 8L, 5L, 
##     7L, NA, 6L, 5L, 5L, NA, 5L, 7L, 2L, 5L, NA, NA), CPS_6 = c(NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, 7L, 5L, 5L, 5L, 6L, 7L, 7L, 5L, 
##     8L, 5L, 4L, 8L, 5L, 7L, 7L, 7L, NA, 6L, 8L, 7L, 7L, NA, NA, 
##     NA, 8L, 7L, 7L, NA, NA, 6L, 6L, 7L, 6L, 7L, 6L, 7L, 7L, 6L, 
##     5L, 8L, 8L, 5L, NA, 5L, NA, 8L, 7L, 7L, 6L, 5L, 4L, 5L, 5L, 
##     7L, 7L, 8L, 3L, 5L, 6L, 5L, 2L, 7L, 6L, 7L, 7L, 6L, 2L, 5L, 
##     7L, 8L, 7L, 5L, 6L, 7L, 7L, 7L, 6L, NA, NA, NA, 6L, 6L, 4L, 
##     6L, NA, 7L, 5L, 7L, 6L, 4L, 5L, 4L, 7L, NA, 5L, 5L, 7L, 8L, 
##     3L, 5L, 6L, 6L, 8L, 7L, 5L, 7L, 8L, 8L, 5L, NA, NA, NA, 5L, 
##     1L, 5L, NA, 6L, 6L, 6L, 7L, 7L, 8L, NA, 7L, 3L, 5L, 5L, NA, 
##     NA, 5L, 6L, 5L, 3L, 6L, 2L, 5L, 7L, 6L, 3L, 8L, 6L, 7L, 6L, 
##     6L, 5L, 8L, 6L, 8L, 6L, 5L, 6L, NA, 4L, 7L, 5L, 5L, 3L, 1L, 
##     5L, 8L, 5L, 5L, 4L, 6L, 7L, 5L, 4L, 4L, 7L, NA, 4L, 6L, 6L, 
##     4L, 6L, 5L, 6L, 2L, 4L, 4L, 7L, 5L, NA, NA, 7L, 7L, 5L, 4L, 
##     5L, 4L, 6L, 7L, 6L, 7L, 4L, 6L, 5L, 7L, 2L, 5L, 7L, 2L, 8L, 
##     4L, 5L, 8L, 4L, 6L, 5L, 7L, 5L, 6L, 6L, 7L, 8L, 5L, 2L, 8L, 
##     5L, NA, 6L, 7L, 5L, 6L, 5L, NA, 5L, 4L, 6L, 8L, 6L, 4L, 6L, 
##     NA, 7L, 8L, 5L, 3L, 5L, NA, 7L, 7L, NA, 3L, 7L, 4L, NA, 5L, 
##     8L, 7L, 3L, 8L, 7L, 8L, 7L, 7L, 5L, 5L, 6L, 4L, 5L, 6L, 2L, 
##     5L, 8L, 8L, 4L, 7L, 6L, 8L, NA, 8L, 5L, 7L, NA, 7L, 4L, 6L, 
##     5L, 7L, 5L, 3L, 7L, 4L, 6L, 7L, 4L, 4L, 5L, 8L, 4L, NA, 3L, 
##     6L, 8L, 2L, 6L, 4L, 1L, 6L, 4L, 8L, 7L, NA, 7L, 4L, 2L, 5L, 
##     4L, 5L, NA, NA, 7L, 8L, 2L, 7L, 8L, 3L, 5L, 5L, 5L, 6L, 5L, 
##     6L, 4L, 4L, NA, 4L, 8L, 4L, 7L, 7L, 7L, 7L, 8L, 7L, 5L, 6L, 
##     6L, 5L, 4L, 5L, 5L, 5L, 2L, 5L, 4L, 7L, 5L, 8L, 2L, 7L, 6L, 
##     7L, 8L, 1L, 6L, 5L, 5L, NA, NA, 5L, 5L, NA, NA, 5L, 8L, NA, 
##     7L, 6L, 3L, 6L, 7L, 7L, 3L, 7L, 7L, 7L, 7L, 7L, 6L, 5L, 8L, 
##     5L, 6L, 5L, 7L, 4L, 6L, 7L, 7L, 5L, 7L, 7L, 7L, 8L, 4L, 7L, 
##     4L, 5L, 7L, 5L, 7L, 7L, 6L, 8L, 8L, 8L, 4L, 4L, 5L, 6L, 6L, 
##     7L, 7L, 5L, 7L, 6L, 7L, 1L, 5L, 7L, 7L, 3L, 5L, 7L, 5L, 8L, 
##     7L, 8L, 5L, 8L, 7L, 6L, 8L, 5L, 8L, 8L, 5L, 6L, 6L, 7L, 8L, 
##     1L, NA, 3L, 1L, 7L, 2L, 5L, 6L, 7L, 7L, 5L, 6L, 8L, NA, 8L, 
##     NA, NA, 5L, 5L, NA, 7L, 4L, 7L, 4L, 8L, 7L, NA, 4L, 4L, 7L, 
##     5L, 6L, 8L, 7L, NA, 7L, 7L, 6L, 6L, 6L, 5L, 7L, 7L, 4L, 6L, 
##     4L, 5L, 2L, 6L, 5L, 6L, 4L, 5L, 6L, 6L, 6L, 4L, 7L, 6L, 7L, 
##     7L, 6L, 6L, 6L, 5L, 5L, 5L, 7L, 5L, 8L, 6L, 4L, 8L, 7L, 7L, 
##     7L, 5L, 7L, 4L, 7L, 7L, 8L, 8L, 5L, 7L, 5L, 5L, 5L, 6L, 8L, 
##     5L, 5L, 6L, 8L, 4L, NA, NA, NA, 8L, NA, NA, NA, NA, 4L, NA, 
##     NA, 7L, 7L, NA, NA, 7L, NA, 7L, NA, 8L, NA, NA, NA, NA, NA, 
##     8L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 4L, NA, NA, 6L, NA, NA, NA, NA, NA, NA, NA, NA, NA, 5L, 
##     NA, 7L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 5L, 5L, 
##     NA, NA, 5L, 8L, 6L, 5L, 6L, 7L, 4L, 6L, 5L, 5L, 5L, 6L, 6L, 
##     6L, 5L, 1L, 4L, 5L, 8L, 7L, 6L, 6L, 7L, 6L, 6L, 7L, 5L, 7L, 
##     6L, 7L, 7L, 8L, 6L, 7L, 7L, 4L, 6L, 8L, 4L, 7L, 7L, 7L, 7L, 
##     7L, 4L, 7L, 7L, 7L, 7L, 7L, 7L, NA, 7L, 8L, 7L, 7L, 7L, 7L, 
##     5L, 4L, 6L, 8L, 8L, 7L, 7L, 5L, 8L, 4L, NA, 7L, 7L, 5L, 7L, 
##     5L, 5L, 6L, NA, 5L, 7L, 5L, 5L, 5L, 7L, 7L, 6L, 5L, 5L, 8L, 
##     7L, 7L, 6L, 7L, 8L, 5L, 6L, 7L, 8L, 8L, 7L, 6L, 7L, 6L, 7L, 
##     6L, 8L, 7L, 6L, 7L, 6L, 6L, 8L, 5L, 6L, 5L, 8L, 5L, 6L, 5L, 
##     7L, 6L, 8L, 8L, 7L, 7L, 7L, 7L, 8L, 6L, 8L, 8L, 5L, 7L, 6L, 
##     8L, 8L, 6L, 8L, 6L, 6L, 7L, 8L, 6L, 8L, 5L, 7L, 3L, 4L, 8L, 
##     7L, 7L, 5L, 6L, 5L, 4L, 5L, 8L, 8L, 7L, 5L, 7L, 6L, 6L, 8L, 
##     8L, 6L, 7L, 5L, 7L, 7L, 8L, 5L, NA, NA, NA, NA, 6L, 6L, 7L, 
##     8L, 6L, 6L, 7L, 5L, 8L, 5L, 4L, 6L, 7L, 4L, 6L, 7L, 5L, 6L, 
##     7L, 6L, 4L, 5L, 8L, NA, NA, 4L, 6L, 7L, 8L, 6L, 6L, 7L, 8L, 
##     5L, 8L, 6L, 5L, 6L, 7L, 7L, 6L, 5L, 7L, NA, 8L, 1L, 5L, 8L, 
##     7L, 5L, 7L, 6L, 7L, 8L, 6L, 7L, 8L, 6L, 4L, 5L, 7L, 6L, 7L, 
##     5L, 7L, 6L, 7L, 8L, 6L, 8L, 5L, 3L, 6L, 3L, 7L, 7L, 8L, 7L, 
##     8L, 5L, 8L, 4L, 5L, 5L, 6L, 6L, 6L, 7L, 6L, 7L, 7L, 7L, 8L, 
##     8L, 6L, 8L, 7L, 5L, 5L, 6L, 7L, 7L, 8L, 6L, 5L, 6L, 6L, 6L, 
##     7L, 5L, 7L, 7L, 8L, 8L, 8L, 8L, 6L, NA, 5L, 7L, NA, 8L, 6L, 
##     6L, 7L, 7L, 5L, 1L, 2L, 1L, 3L, 5L, 2L, 8L, 3L, 1L, 6L, 2L, 
##     3L, 3L, 3L, 1L, 7L, 6L, 2L, 1L, 8L, 4L, 4L, 5L, 4L, 4L, 3L, 
##     1L, 7L, 2L, 5L, 6L, 3L, 3L, 3L, 1L, 5L, 6L, 7L, 8L, 6L, 7L, 
##     7L, 7L, 6L, 4L, 7L, 4L, 8L, 7L, 7L, 7L, 7L, 7L, 7L, 4L, 7L, 
##     7L, 7L, 8L, 7L, 7L, 7L, 7L, 7L, 5L, 4L, 8L, 7L, 6L, 7L, 8L, 
##     5L, 7L, 8L, 7L, 5L, 5L, 4L, 7L, 5L, 6L, 7L, 3L, 3L, 6L, 5L, 
##     6L, 6L, 7L, 6L, 5L, 8L, 7L, 6L, 7L, 4L, 5L, 6L, 5L, 5L, 6L, 
##     6L, 4L, 7L, 6L, 5L, 6L, 6L, 5L, 4L, 5L, 4L, 6L, 5L, 5L, 7L, 
##     3L, 7L, 7L, 5L, 4L, 5L, 4L, 6L, 6L, 5L, 6L, 5L, 6L, 6L, 4L, 
##     5L, 7L, 4L, 7L, 7L, 4L, 7L, 5L, 4L, 7L, 7L, 2L, 7L, 5L, 5L, 
##     7L, 4L, 5L, 7L, 5L, 6L, 5L, 6L, 6L, 7L, 4L, 7L, 3L, 6L, 4L, 
##     6L, 7L, 8L, 5L, 5L, 7L, 6L, 5L, 5L, 5L, 4L, 5L, 6L, 5L, 7L, 
##     2L, 1L, 5L, 7L, 8L, 4L, 6L, 5L, 4L, 7L, 5L, 6L, 5L, 6L, 8L, 
##     6L, 5L, 5L, 7L, 5L, 6L, NA, 4L, 5L, NA, NA, 5L, NA, NA, 6L, 
##     5L, NA, 5L, 4L, 5L, 6L, NA, 6L, 7L, 6L, NA, NA, 7L, 7L, 6L, 
##     6L, 5L, 6L, 5L, 7L, 4L, 7L, 7L, 7L, 6L, 2L, 6L, NA, 6L, 4L, 
##     7L, NA, 6L, 7L, 5L, NA, 5L, 7L, 5L, 5L, NA, NA), CPS_7 = c(NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, 6L, 8L, 2L, 7L, 6L, 8L, 4L, 6L, 
##     8L, 5L, 5L, 8L, 5L, 7L, 7L, 6L, NA, 8L, 8L, 7L, 7L, NA, NA, 
##     NA, 8L, 5L, 6L, NA, NA, 6L, 6L, 8L, 7L, 5L, 6L, 8L, 7L, 7L, 
##     6L, 8L, 7L, 5L, NA, 5L, NA, 7L, 7L, 6L, 5L, 5L, 4L, 4L, 7L, 
##     8L, 1L, 4L, 1L, 4L, 5L, 5L, 5L, 8L, 7L, 8L, 7L, 7L, 2L, 5L, 
##     6L, 8L, 6L, 5L, 5L, 7L, 7L, 7L, 7L, NA, NA, NA, 7L, 6L, 5L, 
##     6L, NA, 7L, 4L, 7L, 6L, 5L, 6L, 4L, 6L, NA, 4L, 5L, 6L, 8L, 
##     3L, 5L, 6L, 7L, 8L, 7L, 2L, 2L, 8L, 8L, 4L, NA, NA, NA, 5L, 
##     2L, 4L, NA, 7L, 7L, 7L, 6L, 7L, 8L, NA, 7L, 4L, 5L, 6L, NA, 
##     NA, 7L, 7L, 4L, 3L, 5L, 5L, 5L, 3L, 6L, 4L, 8L, 6L, 6L, 6L, 
##     8L, 6L, 8L, 6L, 6L, 6L, 4L, 7L, NA, 8L, 6L, 6L, 7L, 1L, 1L, 
##     4L, 5L, 8L, 5L, 5L, 7L, 7L, 5L, 4L, 6L, 6L, NA, 2L, 5L, 6L, 
##     4L, 5L, 4L, 5L, 2L, 3L, 3L, 7L, 4L, NA, NA, 8L, 4L, 5L, 4L, 
##     4L, 6L, 6L, 5L, 6L, 7L, 5L, 5L, 4L, 7L, 2L, 5L, 8L, 2L, 8L, 
##     4L, 5L, 6L, 4L, 6L, 5L, 7L, 5L, 6L, 5L, 6L, 8L, 5L, 2L, 8L, 
##     6L, NA, 7L, 7L, 5L, 6L, 6L, NA, 6L, 4L, 5L, 8L, 7L, 4L, 6L, 
##     NA, 6L, 1L, 7L, 4L, 6L, NA, 8L, 6L, NA, 3L, 6L, 4L, NA, 6L, 
##     8L, 7L, 1L, 8L, 6L, 8L, 8L, 8L, 5L, 5L, 6L, 4L, 7L, 7L, 1L, 
##     5L, 8L, 8L, 7L, 7L, 5L, 8L, NA, 7L, 5L, 7L, NA, 6L, 5L, 5L, 
##     5L, 8L, 5L, 1L, 7L, 3L, 5L, 8L, 7L, 4L, 7L, 7L, 4L, NA, 4L, 
##     3L, 8L, 1L, 5L, 5L, 1L, 5L, 6L, 6L, 7L, NA, 8L, 4L, 6L, 5L, 
##     5L, 4L, NA, NA, 7L, 7L, 5L, 6L, 8L, 6L, 6L, 6L, 5L, 7L, 5L, 
##     6L, 2L, 4L, NA, 4L, 7L, 5L, 7L, 6L, 8L, 7L, 5L, 7L, 4L, 6L, 
##     6L, 5L, 5L, 4L, 5L, 7L, 1L, 5L, 8L, 1L, 5L, 5L, 7L, 5L, 5L, 
##     7L, 8L, 1L, 5L, 7L, 5L, NA, NA, 5L, 5L, NA, NA, 5L, 8L, NA, 
##     7L, 6L, 8L, 2L, 5L, 7L, 5L, 7L, 6L, 8L, 6L, 3L, 6L, 1L, 6L, 
##     5L, 8L, 5L, 8L, 1L, 7L, 7L, 8L, 5L, 7L, 6L, 7L, 8L, 1L, 7L, 
##     7L, 4L, 6L, 5L, 4L, 6L, 6L, 8L, 8L, 8L, 5L, 4L, 5L, 5L, 5L, 
##     6L, 8L, 5L, 6L, 6L, 6L, 1L, 5L, 6L, 5L, 2L, 5L, 7L, 7L, 8L, 
##     7L, 4L, 1L, 8L, 8L, 5L, 8L, 5L, 6L, 8L, 5L, 6L, 6L, 7L, 7L, 
##     1L, NA, 3L, 1L, 7L, 1L, 3L, 8L, 7L, 7L, 5L, 6L, 8L, NA, 8L, 
##     NA, NA, 6L, 5L, NA, 7L, 3L, 7L, 2L, 8L, 8L, NA, 3L, 4L, 7L, 
##     5L, 8L, 7L, 6L, NA, 6L, 7L, 6L, 5L, 7L, 5L, 7L, 6L, 1L, 1L, 
##     2L, 1L, 4L, 6L, 5L, 5L, 4L, 6L, 6L, 6L, 7L, 6L, 6L, 7L, 6L, 
##     7L, 4L, 8L, 6L, 5L, 6L, 7L, 7L, 4L, 7L, 6L, 3L, 8L, 8L, 6L, 
##     6L, 5L, 7L, 6L, 6L, 6L, 7L, 8L, 5L, 8L, 4L, 5L, 5L, 6L, 8L, 
##     5L, 5L, 7L, 7L, 5L, NA, NA, NA, 7L, NA, NA, NA, NA, 5L, NA, 
##     NA, 8L, 6L, NA, NA, 7L, NA, 8L, NA, 4L, NA, NA, NA, NA, NA, 
##     8L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 3L, NA, NA, 5L, NA, NA, NA, NA, NA, NA, NA, NA, NA, 6L, 
##     NA, 8L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 5L, 8L, 
##     NA, NA, 5L, 8L, 6L, 5L, 6L, 8L, 4L, 6L, 5L, 4L, 5L, 6L, 6L, 
##     7L, 4L, 6L, 4L, 5L, 8L, 7L, 6L, 7L, 6L, 7L, 5L, 6L, 8L, 6L, 
##     7L, 7L, 6L, 7L, 6L, 7L, 7L, 7L, 6L, 8L, 4L, 8L, 5L, 7L, 7L, 
##     6L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, NA, 6L, 8L, 7L, 7L, 6L, 7L, 
##     6L, 6L, 7L, 8L, 8L, 7L, 7L, 5L, 8L, 6L, NA, 7L, 8L, 5L, 6L, 
##     5L, 5L, 6L, NA, 8L, 7L, 7L, 4L, 5L, 7L, 7L, 6L, 6L, 5L, 7L, 
##     7L, 7L, 5L, 5L, 8L, 5L, 6L, 7L, 8L, 7L, 7L, 6L, 7L, 6L, 7L, 
##     6L, 7L, 7L, 6L, 7L, 5L, 6L, 8L, 5L, 3L, 6L, 8L, 3L, 2L, 5L, 
##     6L, 5L, 8L, 8L, 3L, 7L, 7L, 7L, 8L, 6L, 8L, 7L, 8L, 7L, 7L, 
##     8L, 8L, 7L, 8L, 6L, 7L, 8L, 7L, 6L, 8L, 5L, 7L, 5L, 5L, 7L, 
##     7L, 7L, 7L, 6L, 5L, 7L, 3L, 8L, 8L, 7L, 5L, 7L, 6L, 6L, 6L, 
##     8L, 6L, 7L, 7L, 1L, 7L, 8L, 5L, NA, NA, NA, NA, 5L, 6L, 7L, 
##     8L, 6L, 8L, 6L, 5L, 8L, 4L, 7L, 6L, 7L, 3L, 7L, 7L, 6L, 6L, 
##     6L, 7L, 4L, 4L, 6L, NA, NA, 4L, 7L, 7L, 7L, 7L, 6L, 8L, 8L, 
##     5L, 8L, 6L, 7L, 6L, 7L, 7L, 6L, 7L, 7L, NA, 7L, 3L, 6L, 8L, 
##     8L, 6L, 7L, 6L, 6L, 5L, 7L, 7L, 8L, 7L, 5L, 6L, 7L, 6L, 7L, 
##     8L, 8L, 7L, 7L, 7L, 6L, 8L, 6L, 8L, 6L, 8L, 7L, 7L, 7L, 7L, 
##     7L, 6L, 8L, 5L, 8L, 7L, 7L, 8L, 6L, 7L, 8L, 6L, 8L, 8L, 7L, 
##     7L, 8L, 7L, 7L, 6L, 7L, 8L, 8L, 6L, 8L, 6L, 6L, 6L, 7L, 7L, 
##     8L, 8L, 7L, 7L, 8L, 8L, 8L, 8L, 7L, NA, 6L, 7L, NA, 8L, 6L, 
##     7L, 7L, 8L, 5L, 8L, 7L, 8L, 6L, 4L, 8L, 4L, 6L, 8L, 6L, 5L, 
##     8L, 8L, 5L, 8L, 7L, 6L, 8L, 6L, 8L, 2L, 4L, 5L, 8L, 7L, 8L, 
##     5L, 8L, 8L, 6L, 2L, 7L, 8L, 6L, 6L, 4L, 7L, 7L, 7L, 6L, 6L, 
##     7L, 7L, 6L, 4L, 8L, 7L, 8L, 5L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 
##     7L, 7L, 8L, 7L, 6L, 6L, 7L, 7L, 6L, 6L, 8L, 7L, 7L, 7L, 8L, 
##     5L, 6L, 8L, 7L, 5L, 5L, 6L, 8L, 5L, 6L, 6L, 5L, 5L, 7L, 5L, 
##     6L, 7L, 8L, 5L, 6L, 7L, 7L, 7L, 5L, 4L, 5L, 6L, 5L, 6L, 6L, 
##     6L, 6L, 7L, 8L, 5L, 6L, 7L, 6L, 6L, 6L, 7L, 6L, 4L, 5L, 7L, 
##     6L, 6L, 6L, 8L, 5L, 5L, 6L, 6L, 5L, 5L, 7L, 5L, 5L, 7L, 3L, 
##     5L, 7L, 5L, 6L, 4L, 4L, 7L, 6L, 5L, 6L, 6L, 4L, 8L, 6L, 5L, 
##     7L, 6L, 5L, 7L, 4L, 5L, 5L, 7L, 7L, 7L, 4L, 7L, 4L, 6L, 5L, 
##     7L, 6L, 8L, 5L, 4L, 7L, 5L, 5L, 4L, 5L, 6L, 5L, 5L, 7L, 6L, 
##     2L, 4L, 5L, 8L, 5L, 5L, 5L, 6L, 6L, 8L, 4L, 6L, 7L, 7L, 6L, 
##     6L, 6L, 5L, 7L, 3L, 6L, NA, 5L, 5L, NA, NA, 4L, NA, NA, 4L, 
##     6L, NA, 7L, 6L, 5L, 6L, NA, 7L, 6L, 8L, NA, NA, 7L, 6L, 6L, 
##     5L, 6L, 6L, 5L, 7L, 5L, 7L, 8L, 7L, 5L, 4L, 6L, NA, 6L, 5L, 
##     7L, NA, 6L, 7L, 6L, NA, 5L, 7L, 6L, 5L, NA, NA), CPS_8 = c(NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, 7L, 5L, 2L, 3L, 5L, 5L, 3L, 5L, 
##     6L, 4L, 6L, 7L, 4L, 4L, 5L, 6L, NA, 8L, 8L, 7L, 7L, NA, NA, 
##     NA, 8L, 8L, 6L, NA, NA, 5L, 6L, 7L, 4L, 2L, 4L, 6L, 6L, 6L, 
##     5L, 8L, 5L, 6L, NA, 6L, NA, 7L, 7L, 6L, 5L, 4L, 5L, 1L, 5L, 
##     7L, 8L, 8L, 8L, 2L, 5L, 5L, 5L, 7L, 5L, 6L, 7L, 6L, 1L, 7L, 
##     2L, 6L, 7L, 4L, 5L, 4L, 8L, 7L, 7L, NA, NA, NA, 5L, 8L, 6L, 
##     7L, NA, 6L, 6L, 4L, 7L, 7L, 5L, 5L, 6L, NA, 5L, 6L, 8L, 7L, 
##     3L, 5L, 4L, 6L, 8L, 6L, 5L, 7L, 8L, 8L, 2L, NA, NA, NA, 4L, 
##     1L, 4L, NA, 7L, 7L, 7L, 6L, 8L, 8L, NA, 4L, 5L, 6L, 1L, NA, 
##     NA, 8L, 7L, 3L, 3L, 2L, 5L, 5L, 7L, 6L, 2L, 7L, 8L, 7L, 2L, 
##     6L, 4L, 4L, 6L, 8L, 7L, 5L, 5L, NA, 4L, 1L, 6L, 8L, 1L, 1L, 
##     3L, 6L, 8L, 4L, 3L, 2L, 7L, 3L, 3L, 4L, 4L, NA, 2L, 4L, 6L, 
##     3L, 5L, 4L, 5L, 2L, 4L, 4L, 7L, 4L, NA, NA, 7L, 4L, 5L, 4L, 
##     3L, 2L, 3L, 1L, 3L, 3L, 4L, 5L, 6L, 7L, 2L, 7L, 5L, 2L, 7L, 
##     6L, 6L, 6L, 4L, 5L, 3L, 7L, 4L, 2L, 6L, 2L, 8L, 5L, 1L, 8L, 
##     4L, NA, 4L, 7L, 5L, 7L, 4L, NA, 5L, 2L, 5L, 8L, 7L, 4L, 6L, 
##     NA, 6L, 3L, 4L, 3L, 5L, NA, 7L, 8L, NA, 4L, 6L, 3L, NA, 5L, 
##     5L, 5L, 4L, 6L, 7L, 8L, 7L, 7L, 4L, 4L, 4L, 4L, 4L, 5L, 2L, 
##     4L, 8L, 8L, 7L, 7L, 4L, 6L, NA, 8L, 3L, 6L, NA, 3L, 4L, 6L, 
##     4L, 6L, 5L, 1L, 7L, 4L, 4L, 8L, 4L, 4L, 5L, 6L, 4L, NA, 3L, 
##     6L, 7L, 1L, 6L, 4L, 7L, 4L, 5L, 7L, 7L, NA, 6L, 4L, 1L, 3L, 
##     4L, 1L, NA, NA, 7L, 8L, 1L, 3L, 8L, 3L, 4L, 4L, 5L, 2L, 6L, 
##     3L, 3L, 6L, NA, 3L, 5L, 3L, 5L, 6L, 6L, 7L, 5L, 6L, 4L, 2L, 
##     6L, 2L, 5L, 4L, 3L, 5L, 2L, 4L, 4L, 4L, 2L, 5L, 7L, 6L, 6L, 
##     8L, 8L, 3L, 5L, 3L, 7L, NA, NA, 4L, 5L, NA, NA, 5L, 8L, NA, 
##     6L, 6L, 3L, 3L, 6L, 5L, 6L, 6L, 7L, 5L, 7L, 7L, 4L, 4L, 4L, 
##     4L, 6L, 5L, 6L, 1L, 8L, 5L, 8L, 4L, 4L, 7L, 7L, 2L, 4L, 7L, 
##     4L, 5L, 3L, 4L, 6L, 7L, 5L, 8L, 8L, 8L, 6L, 4L, 8L, 2L, 5L, 
##     7L, 6L, 2L, 5L, 6L, 6L, 1L, 5L, 7L, 6L, 1L, 5L, 5L, 6L, 8L, 
##     7L, 5L, 4L, 8L, 5L, 4L, 5L, 6L, 6L, 8L, 5L, 7L, 8L, 7L, 5L, 
##     1L, NA, 3L, 5L, 5L, 5L, 5L, 8L, 7L, 7L, 3L, 7L, 8L, NA, 8L, 
##     NA, NA, 5L, 5L, NA, 6L, 4L, 6L, 5L, 8L, 6L, NA, 1L, 3L, 7L, 
##     7L, 5L, 8L, 7L, NA, 6L, 8L, 4L, 5L, 6L, 7L, 1L, 7L, 1L, 5L, 
##     5L, 3L, 5L, 6L, 5L, 3L, 6L, 7L, 6L, 6L, 5L, 6L, 7L, 5L, 5L, 
##     6L, 5L, 6L, 6L, 5L, 7L, 4L, 6L, 5L, 8L, 5L, 4L, 6L, 6L, 5L, 
##     6L, 5L, 6L, 4L, 7L, 8L, 6L, 8L, 6L, 7L, 5L, 6L, 5L, 6L, 8L, 
##     5L, 4L, 5L, 4L, 6L, NA, NA, NA, 8L, NA, NA, NA, NA, 2L, NA, 
##     NA, 7L, 7L, NA, NA, 7L, NA, 7L, NA, 6L, NA, NA, NA, NA, NA, 
##     5L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 5L, NA, NA, 3L, NA, NA, NA, NA, NA, NA, NA, NA, NA, 7L, 
##     NA, 6L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 3L, 5L, 
##     NA, NA, 4L, 5L, 5L, 5L, 5L, 5L, 5L, 6L, 8L, 7L, 5L, 5L, 4L, 
##     7L, 4L, 1L, 4L, 5L, 8L, 7L, 5L, 5L, 6L, 6L, 6L, 8L, 7L, 6L, 
##     7L, 6L, 7L, 7L, 6L, 7L, 5L, 4L, 6L, 5L, 5L, 8L, 7L, 6L, 7L, 
##     6L, 7L, 7L, 7L, 7L, 7L, 8L, 7L, NA, 3L, 5L, 6L, 7L, 5L, 7L, 
##     4L, 5L, 6L, 8L, 7L, 5L, 8L, 5L, 7L, 7L, NA, 6L, 8L, 5L, 7L, 
##     6L, 5L, 6L, NA, 4L, 7L, 5L, 2L, 5L, 7L, 7L, 6L, 5L, 5L, 7L, 
##     7L, 6L, 4L, 7L, 5L, 5L, 5L, 8L, 5L, 5L, 5L, 6L, 8L, 5L, 7L, 
##     6L, 8L, 5L, 7L, 8L, 7L, 7L, 8L, 5L, 4L, 6L, 5L, 3L, 6L, 5L, 
##     6L, 5L, 8L, 7L, 1L, 7L, 7L, 7L, 8L, 6L, 8L, 5L, 7L, 6L, 6L, 
##     7L, 8L, 6L, 8L, 5L, 5L, 7L, 8L, 6L, 5L, 5L, 6L, 5L, 5L, 7L, 
##     6L, 7L, 6L, 6L, 5L, 5L, 5L, 8L, 6L, 5L, 4L, 7L, 6L, 4L, 5L, 
##     7L, 5L, 7L, 6L, 7L, 7L, 8L, 5L, NA, NA, NA, NA, 4L, 5L, 8L, 
##     6L, 5L, 8L, 6L, 5L, 1L, 4L, 4L, 6L, 4L, 2L, 6L, 7L, 4L, 5L, 
##     4L, 7L, 4L, 5L, 3L, NA, NA, 4L, 8L, 7L, 3L, 7L, 4L, 4L, 8L, 
##     5L, 8L, 4L, 7L, 6L, 4L, 6L, 4L, 5L, 8L, NA, 5L, 7L, 4L, 6L, 
##     7L, 5L, 7L, 4L, 7L, 7L, 8L, 7L, 7L, 5L, 4L, 5L, 5L, 5L, 6L, 
##     5L, 7L, 4L, 7L, 7L, 4L, 8L, 5L, 7L, 5L, 1L, 6L, 7L, 6L, 6L, 
##     5L, 6L, 6L, 4L, 6L, 3L, 7L, 7L, 7L, 8L, 6L, 7L, 7L, 8L, 7L, 
##     7L, 5L, 7L, 7L, 7L, 7L, 7L, 5L, 5L, 8L, 7L, 5L, 5L, 6L, 7L, 
##     6L, 8L, 7L, 6L, 8L, 7L, 7L, 7L, 8L, NA, 6L, 7L, NA, 6L, 8L, 
##     8L, 7L, 5L, 5L, 1L, 4L, 2L, 4L, 3L, 6L, 4L, 3L, 2L, 6L, 1L, 
##     1L, 6L, 2L, 5L, 5L, 3L, 1L, 3L, 1L, 2L, 6L, 3L, 4L, 3L, 5L, 
##     4L, 7L, 2L, 2L, 3L, 6L, 7L, 3L, 3L, 3L, 7L, 6L, 7L, 6L, 7L, 
##     7L, 5L, 6L, 5L, 8L, 4L, 5L, 7L, 7L, 6L, 7L, 7L, 7L, 7L, 7L, 
##     8L, 7L, 5L, 7L, 5L, 3L, 7L, 6L, 4L, 5L, 8L, 5L, 6L, 8L, 7L, 
##     5L, 6L, 7L, 6L, 6L, 5L, 7L, 8L, 5L, 6L, 7L, 3L, 8L, 6L, 4L, 
##     6L, 6L, 5L, 7L, 6L, 7L, 6L, 6L, 5L, 5L, 5L, 7L, 6L, 6L, 8L, 
##     6L, 6L, 7L, 5L, 5L, 6L, 6L, 5L, 7L, 6L, 6L, 5L, 1L, 5L, 6L, 
##     6L, 7L, 7L, 6L, 6L, 6L, 5L, 5L, 4L, 6L, 2L, 4L, 7L, 5L, 6L, 
##     7L, 7L, 5L, 6L, 6L, 3L, 6L, 3L, 6L, 6L, 6L, 1L, 6L, 4L, 5L, 
##     6L, 5L, 5L, 7L, 3L, 6L, 7L, 6L, 5L, 5L, 2L, 8L, 6L, 5L, 5L, 
##     7L, 5L, 7L, 5L, 5L, 7L, 5L, 5L, 5L, 7L, 4L, 6L, 2L, 7L, 7L, 
##     3L, 2L, 8L, 6L, 5L, 3L, 5L, 6L, 4L, 5L, 6L, 6L, 5L, 5L, 6L, 
##     5L, 5L, 4L, 5L, 6L, 6L, NA, 5L, 3L, NA, NA, 4L, NA, NA, 6L, 
##     7L, NA, 6L, 5L, 4L, 6L, NA, 8L, 6L, 6L, NA, NA, 8L, 6L, 5L, 
##     5L, 7L, 5L, 4L, 7L, 5L, 7L, 7L, 7L, 5L, 7L, 7L, NA, 7L, 5L, 
##     6L, NA, 6L, 5L, 5L, NA, 3L, 8L, 5L, 5L, NA, NA), CPS_9 = c(NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, 8L, 7L, 5L, 6L, 7L, 6L, 7L, 6L, 
##     8L, 6L, 4L, 8L, 5L, 8L, 7L, 7L, NA, 8L, 8L, 8L, 7L, NA, NA, 
##     NA, 8L, 8L, 7L, NA, NA, 7L, 8L, 8L, 8L, 8L, 6L, 8L, 7L, 8L, 
##     8L, 8L, 8L, 5L, NA, 5L, NA, 8L, 7L, 8L, 6L, 5L, 5L, 5L, 7L, 
##     7L, 8L, 8L, 8L, 6L, 7L, 8L, 7L, 8L, 7L, 7L, 8L, 6L, 2L, 5L, 
##     7L, 8L, 7L, 6L, 7L, 5L, 8L, 7L, 6L, NA, NA, NA, 6L, 8L, 7L, 
##     6L, NA, 6L, 6L, 6L, 7L, 6L, 5L, 4L, 6L, NA, 6L, 5L, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, 6L, 8L, 7L, 5L, 6L, 7L, 8L, 7L, 7L, 5L, 5L, 5L, 6L, 
##     7L, 5L, 1L, 4L, 5L, 8L, 8L, 5L, 7L, 7L, 7L, 6L, 7L, 5L, 8L, 
##     7L, 7L, 7L, 7L, 6L, 7L, 8L, 8L, 6L, 8L, 5L, 7L, 7L, 7L, 7L, 
##     1L, 6L, 7L, 7L, 7L, 8L, 8L, 7L, NA, 7L, 8L, 7L, 7L, 7L, 7L, 
##     5L, 6L, 7L, 8L, 8L, 7L, 8L, 5L, 8L, 7L, NA, 7L, 7L, 5L, 6L, 
##     8L, 6L, 6L, NA, 5L, 7L, 6L, 5L, 5L, 7L, 6L, 6L, 7L, 5L, 7L, 
##     7L, 7L, 4L, 7L, 8L, 5L, 6L, 7L, 8L, 8L, 7L, 6L, 6L, 6L, 7L, 
##     6L, 7L, 7L, 7L, 7L, 6L, 6L, 8L, 5L, 5L, 6L, 8L, 3L, 7L, 5L, 
##     7L, 6L, 8L, 8L, 7L, 7L, 7L, 7L, 7L, 5L, 8L, 8L, 5L, 8L, 7L, 
##     8L, 8L, 7L, 8L, 6L, 7L, 7L, 7L, 6L, 8L, 8L, 7L, 5L, 4L, 7L, 
##     7L, 7L, 5L, 7L, 5L, 3L, 4L, 8L, 8L, 7L, 5L, 6L, 6L, 4L, 5L, 
##     8L, 6L, 7L, 6L, 7L, 8L, 8L, 5L, NA, NA, NA, NA, 5L, 5L, 7L, 
##     8L, 8L, 8L, 8L, 5L, 8L, 5L, 4L, 6L, 7L, 3L, 7L, 7L, 5L, 6L, 
##     7L, 7L, 4L, 5L, 8L, NA, NA, 4L, 7L, 7L, 8L, 7L, 6L, 8L, 8L, 
##     5L, 7L, 8L, 4L, 7L, 4L, 7L, 6L, 5L, 7L, NA, 8L, 1L, 7L, 8L, 
##     8L, 7L, 8L, 5L, 7L, 7L, 7L, 7L, 8L, 6L, 5L, 8L, 7L, 7L, 7L, 
##     6L, 8L, 7L, 7L, 7L, 5L, 8L, 6L, 6L, 6L, 7L, 7L, 8L, 7L, 7L, 
##     8L, 5L, 8L, 5L, 8L, 6L, 8L, 7L, 7L, 8L, 8L, 7L, 6L, 8L, 7L, 
##     8L, 8L, 8L, 8L, 6L, 8L, 8L, 8L, 7L, 8L, 7L, 6L, 6L, 6L, 7L, 
##     8L, 8L, 7L, 7L, 8L, 8L, 8L, 8L, 7L, NA, 5L, 8L, NA, 8L, 6L, 
##     8L, 6L, 8L, 5L, 6L, 4L, 8L, 4L, 4L, 7L, 4L, 6L, 8L, 6L, 5L, 
##     6L, 5L, 4L, 6L, 3L, 6L, 8L, 7L, 8L, 7L, 6L, 5L, 5L, 7L, 6L, 
##     6L, 6L, 5L, 5L, 4L, 5L, 5L, 4L, 6L, 6L, 7L, 7L, 7L, 6L, 7L, 
##     7L, 8L, 6L, 5L, 7L, 8L, 8L, 7L, 7L, 7L, 7L, 7L, 8L, 6L, 7L, 
##     8L, 7L, 8L, 7L, 7L, 7L, 7L, 7L, 5L, 6L, 8L, 7L, 7L, 8L, 8L, 
##     5L, 1L, 8L, 7L, 8L, 5L, 7L, 7L, 6L, 6L, 6L, 6L, 5L, 7L, 6L, 
##     8L, 6L, 7L, 8L, 5L, 8L, 7L, 6L, 7L, 6L, 6L, 7L, 5L, 6L, 8L, 
##     7L, 5L, 7L, 7L, 5L, 6L, 7L, 6L, 3L, 8L, 6L, 7L, 4L, 5L, 6L, 
##     4L, 7L, 7L, 6L, 6L, 7L, 6L, 7L, 6L, 7L, 6L, 6L, 6L, 8L, 5L, 
##     5L, 8L, 5L, 7L, 7L, 3L, 8L, 4L, 6L, 8L, 8L, 4L, 8L, 6L, 5L, 
##     6L, 6L, 5L, 8L, 6L, 4L, 6L, 7L, 6L, 8L, 7L, 7L, 5L, 7L, 6L, 
##     7L, 8L, 6L, 5L, 2L, 7L, 6L, 4L, 6L, 6L, 5L, 5L, 6L, 7L, 8L, 
##     3L, 2L, 6L, 7L, 7L, 4L, 7L, 7L, 5L, 6L, 4L, 7L, 7L, 7L, 5L, 
##     6L, 7L, 5L, 8L, 1L, 6L, NA, 7L, 5L, NA, NA, 5L, NA, NA, 7L, 
##     7L, NA, 6L, 5L, 6L, 6L, NA, 7L, 7L, 6L, NA, NA, 6L, 7L, 8L, 
##     6L, 6L, 5L, 6L, 7L, 7L, 7L, 8L, 8L, 8L, 5L, 5L, NA, 6L, 5L, 
##     7L, NA, 6L, 6L, 7L, NA, 6L, 8L, 4L, 6L, NA, NA), CPS_10 = c(NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, 6L, 5L, 4L, 4L, 5L, 6L, 5L, 6L, 
##     7L, 2L, 4L, 7L, 3L, 7L, 6L, 5L, NA, 5L, 8L, 7L, 7L, NA, NA, 
##     NA, 8L, 7L, 6L, NA, NA, 4L, 6L, 6L, 5L, 5L, 4L, 5L, 5L, 4L, 
##     5L, 8L, 5L, 5L, NA, 5L, NA, 4L, 6L, 7L, 6L, 4L, 3L, 5L, 5L, 
##     7L, 8L, 8L, 5L, 4L, 6L, 4L, 1L, 8L, 6L, 6L, 7L, 5L, 2L, 5L, 
##     5L, 6L, 7L, 3L, 6L, 4L, 7L, 7L, 7L, NA, NA, NA, 6L, 6L, 6L, 
##     7L, NA, 6L, 6L, 3L, 7L, 7L, 5L, 5L, 7L, NA, 7L, 5L, 7L, 8L, 
##     3L, 5L, 7L, 8L, 8L, 6L, 5L, 6L, 8L, 8L, 2L, NA, NA, NA, 6L, 
##     1L, 5L, NA, 3L, 7L, 6L, 5L, 8L, 6L, NA, 5L, 5L, 5L, 4L, NA, 
##     NA, 4L, 6L, 5L, 1L, 2L, 4L, 5L, 6L, 5L, 3L, 6L, 5L, 7L, 2L, 
##     6L, 2L, 5L, 6L, 8L, 5L, 5L, 8L, NA, 1L, 1L, 4L, 7L, 3L, 8L, 
##     3L, 6L, 8L, 5L, 3L, 7L, 6L, 4L, 3L, 1L, 4L, NA, 3L, 4L, 5L, 
##     3L, 6L, 1L, 6L, 2L, 4L, 1L, 7L, 4L, NA, NA, 7L, 2L, 5L, 1L, 
##     4L, 2L, 5L, 4L, 4L, 6L, 4L, 5L, 6L, 7L, 7L, 5L, 5L, 2L, 8L, 
##     7L, 4L, 7L, 4L, 6L, 3L, 7L, 5L, 4L, 6L, 2L, 8L, 5L, 1L, 8L, 
##     4L, NA, 8L, 7L, 5L, 5L, 7L, NA, 4L, 5L, 2L, 6L, 7L, 4L, 6L, 
##     NA, 7L, 4L, 7L, 5L, 6L, NA, 5L, 7L, NA, 3L, 4L, 3L, NA, 7L, 
##     8L, 5L, 3L, 5L, 6L, 8L, 8L, 7L, 4L, 5L, 6L, 4L, 6L, 6L, 1L, 
##     4L, 8L, 8L, 3L, 2L, 4L, 8L, NA, 8L, 3L, 7L, NA, 4L, 3L, 6L, 
##     4L, 5L, 4L, 4L, 5L, 3L, 4L, 7L, 5L, 4L, 7L, 6L, 2L, NA, 1L, 
##     7L, 7L, 1L, 4L, 4L, 7L, 8L, 3L, 8L, 7L, NA, 7L, 4L, 2L, 3L, 
##     4L, 1L, NA, NA, 6L, 8L, 6L, 2L, 7L, 3L, 3L, 4L, 2L, 2L, 5L, 
##     5L, 4L, 7L, NA, 4L, 5L, 3L, 2L, 6L, 6L, 7L, 7L, 6L, 5L, 5L, 
##     5L, 4L, 5L, 3L, 2L, 5L, 2L, 3L, 6L, 5L, 5L, 6L, 7L, 7L, 3L, 
##     7L, 8L, 5L, 5L, 6L, 5L, NA, NA, 5L, 4L, NA, NA, 4L, 8L, NA, 
##     6L, 6L, 3L, 4L, 6L, 2L, 7L, 8L, 5L, 4L, 5L, 7L, 6L, 1L, 6L, 
##     4L, 6L, 5L, 7L, 3L, 8L, 6L, 6L, 5L, 5L, 6L, 7L, 1L, 3L, 8L, 
##     4L, 5L, 3L, 4L, 3L, 6L, 7L, 7L, 8L, 6L, 5L, 4L, 5L, 3L, 4L, 
##     7L, 6L, 3L, 5L, 5L, 6L, 1L, 5L, 5L, 6L, 4L, 5L, 6L, 2L, 8L, 
##     7L, 4L, 1L, 8L, 4L, 6L, 2L, 4L, 7L, 8L, 5L, 3L, 6L, 6L, 5L, 
##     1L, NA, 3L, 5L, 5L, 7L, 5L, 5L, 7L, 7L, 3L, 7L, 8L, NA, 8L, 
##     NA, NA, 7L, 5L, NA, 7L, 3L, 4L, 3L, 8L, 6L, NA, 5L, 5L, 7L, 
##     6L, 7L, 8L, 7L, NA, 6L, 6L, 5L, 5L, 7L, 5L, 1L, 7L, 1L, 4L, 
##     2L, 1L, 3L, 6L, 5L, 4L, 5L, 4L, 5L, 6L, 4L, 5L, 4L, 4L, 5L, 
##     5L, 4L, 6L, 6L, 5L, 5L, 2L, 7L, 5L, 7L, 4L, 2L, 8L, 7L, 5L, 
##     4L, 5L, 7L, 6L, 7L, 6L, 5L, 8L, 6L, 7L, 5L, 5L, 5L, 3L, 7L, 
##     4L, 5L, 4L, 7L, 6L, NA, NA, NA, 8L, NA, NA, NA, NA, 2L, NA, 
##     NA, 6L, 8L, NA, NA, 7L, NA, 8L, NA, 4L, NA, NA, NA, NA, NA, 
##     4L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, 4L, NA, NA, 5L, NA, NA, NA, NA, NA, NA, NA, NA, NA, 6L, 
##     NA, 6L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 4L, 8L, 
##     NA, NA, 5L, 6L, 5L, 5L, 5L, 8L, 3L, 6L, 3L, 5L, 5L, 5L, 4L, 
##     6L, 4L, 1L, 4L, 5L, 3L, 6L, 4L, 6L, 6L, 7L, 6L, 7L, 5L, 7L, 
##     6L, 5L, 7L, 7L, 6L, 7L, 5L, 5L, 6L, 7L, 4L, 7L, 7L, 6L, 7L, 
##     6L, 4L, 7L, 6L, 7L, 7L, 8L, 6L, NA, 3L, 4L, 6L, 6L, 5L, 7L, 
##     3L, 8L, 4L, 8L, 6L, 6L, 6L, 5L, 8L, 4L, NA, 6L, 7L, 6L, 5L, 
##     3L, 5L, 6L, NA, 1L, 7L, 5L, 3L, 5L, 7L, 7L, 5L, 5L, 5L, 7L, 
##     7L, 5L, 6L, 8L, 6L, 5L, 5L, 8L, 6L, 6L, 6L, 6L, 6L, 6L, 7L, 
##     6L, 7L, 7L, 6L, 7L, 6L, 6L, 7L, 5L, 4L, 6L, 5L, 3L, 3L, 5L, 
##     5L, 6L, 7L, 7L, 7L, 8L, 7L, 7L, 6L, 6L, 7L, 4L, 5L, 7L, 6L, 
##     6L, 8L, 7L, 8L, 5L, 6L, 7L, 8L, 5L, 6L, 6L, 6L, 4L, 4L, 7L, 
##     6L, 7L, 5L, 6L, 6L, 6L, 3L, 7L, 6L, 6L, 4L, 7L, 6L, 1L, 4L, 
##     6L, 6L, 6L, 6L, 7L, 5L, 8L, 5L, NA, NA, NA, NA, 4L, 5L, 7L, 
##     6L, 5L, 6L, 7L, 5L, 1L, 5L, 4L, 6L, 6L, 2L, 7L, 7L, 5L, 6L, 
##     4L, 7L, 4L, 5L, 7L, NA, NA, 3L, 4L, 7L, 2L, 3L, 2L, 4L, 6L, 
##     5L, 8L, 6L, 5L, 6L, 4L, 6L, 4L, 5L, 7L, NA, 6L, 1L, 4L, 6L, 
##     7L, 6L, 5L, 6L, 6L, 7L, 8L, 7L, 8L, 6L, 4L, 5L, 5L, 5L, 7L, 
##     6L, 8L, 4L, 7L, 5L, 6L, 8L, 6L, 6L, 5L, 2L, 7L, 5L, 6L, 6L, 
##     4L, 5L, 6L, 4L, 6L, 4L, 6L, 5L, 7L, 7L, 5L, 7L, 6L, 8L, 7L, 
##     7L, 4L, 6L, 4L, 6L, 6L, 8L, 8L, 6L, 8L, 6L, 5L, 4L, 6L, 4L, 
##     7L, 8L, 7L, 6L, 8L, 6L, 6L, 7L, 5L, NA, 6L, 7L, NA, 7L, 7L, 
##     6L, 6L, 8L, 5L, 8L, 4L, 7L, 4L, 4L, 5L, 4L, 6L, 7L, 6L, 5L, 
##     5L, 6L, 4L, 2L, 5L, 6L, 8L, 7L, 5L, 2L, 4L, 5L, 2L, 5L, 4L, 
##     7L, 6L, 6L, 7L, 5L, 4L, 3L, 6L, 4L, 6L, 6L, 5L, 7L, 6L, 7L, 
##     7L, 5L, 6L, 4L, 7L, 5L, 7L, 7L, 7L, 6L, 6L, 7L, 7L, 4L, 7L, 
##     8L, 6L, 4L, 6L, 5L, 3L, 7L, 6L, 3L, 8L, 8L, 6L, 4L, 6L, 6L, 
##     5L, 6L, 8L, 6L, 3L, 6L, 4L, 7L, 5L, 6L, 5L, 6L, 3L, 5L, 5L, 
##     6L, 6L, 6L, 5L, 5L, 6L, 6L, 5L, 5L, 4L, 5L, 6L, 5L, 5L, 6L, 
##     5L, 5L, 7L, 5L, 6L, 6L, 6L, 5L, 5L, 6L, 5L, 4L, 2L, 4L, 7L, 
##     3L, 6L, 7L, 4L, 5L, 4L, 4L, 7L, 5L, 5L, 2L, 4L, 4L, 5L, 7L, 
##     6L, 4L, 4L, 7L, 6L, 1L, 6L, 5L, 4L, 5L, 6L, 3L, 5L, 3L, 6L, 
##     5L, 5L, 5L, 2L, 3L, 4L, 5L, 6L, 5L, 5L, 4L, 6L, 5L, 5L, 6L, 
##     5L, 3L, 7L, 5L, 5L, 5L, 5L, 3L, 5L, 5L, 3L, 6L, 3L, 5L, 7L, 
##     3L, 2L, 7L, 5L, 5L, 3L, 6L, 5L, 3L, 5L, 4L, 5L, 5L, 4L, 7L, 
##     1L, 5L, 5L, 6L, 1L, 6L, NA, 5L, 4L, NA, NA, 2L, NA, NA, 5L, 
##     5L, NA, 6L, 4L, 6L, 6L, NA, 5L, 5L, 6L, NA, NA, 7L, 7L, 6L, 
##     5L, 7L, 7L, 5L, 7L, 5L, 7L, 8L, 7L, 6L, 6L, 4L, NA, 7L, 5L, 
##     6L, NA, 6L, 5L, 6L, NA, 6L, 7L, 5L, 3L, NA, NA), CPS1 = c(NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA), PNA_1 = c(NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, 4L, 4L, 1L, 1L, 2L, 4L, 3L, 3L, 3L, 5L, 5L, 5L, 
##     4L, 6L, 6L, 6L, 5L, 3L, 7L, 7L, 6L, 5L, 4L, 1L, 5L, 5L, 5L, 
##     6L, 4L, 4L, 2L, 6L, 5L, 1L, 6L, 7L, 6L, 4L, 5L, 5L, 4L, 4L, 
##     4L, 3L, 3L, 4L, 4L, 3L, 4L, 4L, 4L, 4L, 4L, 5L, 5L, 4L, 5L, 
##     3L, 5L, 5L, 2L, 5L, 5L, 4L, 3L, 3L, 4L, 2L, 3L, 4L, 3L, 3L, 
##     4L, 3L, 4L, 4L, 3L, 4L, 3L, 5L, 2L, 3L, 3L, 3L, 4L, 4L, 4L, 
##     5L, 3L, 4L, 4L, 4L, 4L, 4L, 4L, 5L, 2L, 4L, 4L, 4L, 4L, 5L, 
##     4L, 4L, 4L, 5L, 5L, 2L, 5L, 4L, 4L, 4L, 4L, 3L, 5L, 4L, 4L, 
##     5L, 4L, 5L, 4L, 5L, 4L, 2L, 4L, 5L, 4L, 4L, 4L, 4L, 4L, 4L, 
##     2L, 5L, 5L, 4L, 4L, 3L, 5L, 4L, 3L, 4L, 4L, 5L, 2L, 4L, 3L, 
##     4L, 4L, 3L, 5L, 4L, 3L, 4L, 3L, 4L, 5L, 5L, 5L, 4L, 4L, 3L, 
##     4L, 4L, 5L, 3L, 3L, 4L, 3L, 3L, 4L, 4L, 4L, 3L, 4L, 4L, 4L, 
##     3L, 4L, 4L, 4L, 4L, 4L, 5L, 4L, 5L, 4L, 4L, 3L, 5L, 4L, 5L, 
##     5L, 5L, 5L, 4L, 3L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L), PNA_2 = c(NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, 4L, 6L, 7L, 1L, 5L, 7L, 6L, 7L, 5L, 4L, 5L, 7L, 
##     3L, 6L, 6L, 7L, 6L, 4L, 7L, 6L, 7L, 7L, 5L, 7L, 7L, 6L, 5L, 
##     4L, 4L, 6L, 5L, 6L, 6L, 7L, 6L, 4L, 2L, 2L, 2L, 1L, NA, 2L, 
##     3L, 2L, 2L, 4L, 1L, 3L, 3L, 4L, 3L, 2L, 4L, 5L, 3L, 3L, NA, 
##     2L, 1L, 5L, 2L, 3L, 3L, 3L, 4L, 2L, 3L, 1L, 4L, 2L, 2L, 1L, 
##     4L, 2L, 3L, 2L, 2L, 1L, 4L, 3L, 1L, 3L, 2L, 6L, 3L, 4L, 2L, 
##     3L, 5L, 3L, 1L, 5L, 3L, 3L, 3L, 3L, 4L, 4L, 3L, 4L, 3L, 2L, 
##     4L, 2L, 3L, 4L, 2L, 6L, 3L, 4L, 3L, 2L, 6L, 5L, 5L, 3L, 2L, 
##     4L, 3L, 3L, 4L, 3L, 4L, 4L, 5L, 5L, 3L, 4L, 5L, 2L, 4L, 2L, 
##     4L, 5L, 4L, 4L, 3L, 3L, 2L, 3L, 2L, 4L, 5L, 4L, 4L, 4L, 3L, 
##     4L, 1L, 3L, 2L, 3L, 4L, 3L, 3L, 5L, 3L, 2L, 3L, 3L, 2L, 2L, 
##     2L, 3L, 4L, 3L, 3L, 4L, 3L, 5L, 3L, 4L, 5L, 3L, 3L, 3L, 3L, 
##     3L, 4L, 3L, 3L, 5L, 4L, 4L, 2L, 3L, 3L, 4L, 4L, 4L, 5L, 2L, 
##     4L, 2L, 2L, 3L, 4L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L), PNA_3 = c(NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, 4L, 7L, 3L, 6L, 3L, 5L, 6L, 7L, 7L, 4L, 5L, 7L, 
##     6L, 6L, 5L, 7L, 6L, 5L, 7L, 6L, 3L, 7L, 4L, 7L, 6L, 6L, 4L, 
##     3L, 4L, 5L, 3L, 6L, 7L, 4L, 7L, 7L, 3L, 3L, 5L, 5L, 3L, 3L, 
##     2L, 3L, 4L, 3L, 5L, 4L, 3L, 3L, 3L, 3L, 2L, 4L, 4L, 2L, 1L, 
##     3L, 5L, 5L, 3L, 5L, 3L, 4L, 1L, 2L, 2L, 1L, 2L, 4L, 2L, 4L, 
##     4L, 3L, 3L, 3L, 1L, 3L, 4L, 3L, 4L, 3L, 5L, 4L, 5L, 6L, 4L, 
##     5L, 3L, 5L, 3L, 5L, 4L, 4L, 4L, 4L, 4L, 5L, 6L, 6L, 5L, 5L, 
##     5L, 5L, 4L, 5L, 5L, 5L, 5L, 5L, 6L, 5L, 5L, 5L, 6L, 5L, 5L, 
##     5L, 5L, 6L, 5L, 6L, 5L, 4L, 5L, 6L, 5L, 6L, 5L, 4L, 4L, 6L, 
##     2L, 4L, 6L, 3L, 5L, 2L, 5L, 4L, 2L, 5L, 6L, 6L, 5L, 5L, 4L, 
##     5L, 5L, 5L, 5L, 5L, 4L, 5L, 5L, 4L, 4L, 4L, 5L, 5L, 4L, 5L, 
##     5L, 4L, 4L, 4L, 4L, 5L, 5L, 3L, 4L, 4L, 6L, 3L, 4L, 5L, 5L, 
##     3L, 5L, 5L, 5L, 4L, 6L, 5L, 5L, 4L, 5L, 4L, 5L, 5L, 4L, 6L, 
##     5L, 5L, 5L, 5L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L), PNA_4 = c(NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, 4L, 4L, 7L, 6L, 2L, 4L, 3L, 3L, 5L, 6L, 5L, 7L, 
##     4L, 6L, 5L, 7L, 5L, 4L, 7L, 7L, 4L, 5L, 4L, 1L, 6L, 5L, 7L, 
##     6L, 4L, 2L, 4L, 5L, 4L, 4L, 7L, 7L, 5L, 1L, 2L, 3L, 3L, 3L, 
##     2L, 3L, 2L, 5L, 1L, 2L, 1L, 2L, 3L, 3L, 4L, 1L, 1L, 1L, 2L, 
##     1L, 1L, 5L, 3L, 3L, 3L, 1L, 4L, 3L, 1L, 5L, 5L, 3L, 1L, 1L, 
##     4L, 2L, 4L, 1L, 1L, 1L, 3L, 1L, 2L, 3L, 4L, 5L, 4L, 4L, 2L, 
##     3L, 5L, 2L, 5L, 3L, 4L, 3L, 2L, 3L, 3L, 3L, 3L, 4L, 2L, 2L, 
##     5L, 2L, 3L, 3L, 2L, 2L, 2L, 4L, 2L, 2L, 5L, 1L, 2L, 2L, 2L, 
##     5L, 3L, 2L, 4L, 2L, 3L, 4L, 5L, 4L, 3L, 4L, 2L, 2L, 3L, 3L, 
##     4L, 6L, 3L, 3L, 3L, 3L, 2L, 3L, 2L, 5L, 5L, 2L, 3L, 4L, 3L, 
##     2L, 5L, 3L, 2L, 2L, 4L, 3L, 5L, 4L, 3L, 3L, 2L, 3L, 3L, 3L, 
##     2L, 3L, 4L, 2L, 2L, 4L, 3L, 5L, 2L, 3L, 4L, 2L, 3L, 3L, 3L, 
##     3L, 2L, 5L, 3L, 5L, 2L, 4L, 2L, 3L, 3L, 2L, 3L, 4L, 1L, 3L, 
##     3L, 2L, 3L, 2L, 2L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L), PNA_5 = c(NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, 4L, 5L, 7L, 6L, 2L, 5L, 4L, 2L, 6L, 7L, 5L, 7L, 
##     5L, 6L, 6L, 6L, 5L, 5L, 7L, 7L, 5L, 5L, 4L, 1L, 5L, 6L, 7L, 
##     6L, 4L, 6L, 5L, 4L, 4L, 4L, 7L, 7L, 6L, 5L, 5L, 4L, 3L, 4L, 
##     3L, 4L, 4L, 4L, 4L, 5L, 5L, 5L, 3L, 4L, 3L, 5L, 4L, 3L, 1L, 
##     3L, 5L, 5L, 2L, 5L, 4L, 5L, 3L, 4L, 5L, 1L, 3L, 4L, 4L, 3L, 
##     4L, 3L, 3L, 4L, 4L, 5L, 1L, 4L, 4L, 3L, 2L, 6L, 5L, 5L, 2L, 
##     5L, 3L, 4L, 6L, 4L, 5L, 4L, 5L, 6L, 3L, 4L, 6L, 6L, 5L, 5L, 
##     5L, 5L, 5L, 4L, 4L, 4L, 4L, 5L, 5L, 6L, 3L, 2L, 6L, 5L, 5L, 
##     2L, 5L, 6L, 4L, 5L, 4L, 3L, 5L, 6L, 5L, 5L, 4L, 5L, 3L, 4L, 
##     2L, 5L, 6L, 5L, 2L, 4L, 6L, 5L, 3L, 6L, 5L, 5L, 3L, 5L, 4L, 
##     6L, 4L, 5L, 6L, 5L, 4L, 6L, 5L, 4L, 5L, 5L, 5L, 5L, 3L, 5L, 
##     5L, 4L, 6L, 2L, 4L, 4L, 3L, 6L, 5L, 3L, 6L, 5L, 5L, 5L, 6L, 
##     3L, 5L, 5L, 5L, 3L, 6L, 4L, 6L, 4L, 4L, 5L, 6L, 5L, 3L, 6L, 
##     4L, 4L, 5L, 4L, 5L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L), PNA_6 = c(NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, 4L, 4L, 7L, 7L, 1L, 2L, 4L, 2L, 4L, 6L, 5L, 6L, 
##     4L, 7L, 5L, 5L, 5L, 4L, 5L, 7L, 3L, 3L, 4L, 2L, 6L, 4L, 5L, 
##     5L, 4L, 6L, 5L, 5L, 4L, 1L, 6L, 7L, 5L, 1L, 1L, 1L, 1L, 3L, 
##     1L, 2L, 2L, 5L, 1L, 3L, 2L, 2L, 3L, 2L, 1L, 2L, 1L, 1L, 2L, 
##     1L, 1L, 1L, 3L, 1L, 1L, 1L, 1L, 2L, 1L, 1L, 3L, 3L, 1L, 2L, 
##     4L, 1L, 2L, 1L, 2L, 1L, 1L, 1L, 1L, 3L, 1L, 2L, 4L, 3L, 2L, 
##     3L, 4L, 2L, 6L, 4L, 3L, 2L, 2L, 5L, 3L, 2L, 4L, 4L, 2L, 2L, 
##     3L, 4L, 4L, 2L, 2L, 2L, 3L, 3L, 4L, 2L, 4L, 3L, 2L, 2L, 4L, 
##     5L, 2L, 2L, 3L, 2L, 3L, 4L, 5L, 5L, 3L, 5L, 4L, 3L, 4L, 2L, 
##     5L, 4L, 2L, 3L, 2L, 2L, 2L, 2L, 3L, 6L, 6L, 4L, 5L, 3L, 3L, 
##     3L, 2L, 3L, 2L, 3L, 4L, 4L, 3L, 5L, 2L, 3L, 2L, 3L, 3L, 3L, 
##     2L, 3L, 4L, 2L, 2L, 4L, 4L, 4L, 5L, 3L, 4L, 2L, 2L, 3L, 3L, 
##     3L, 3L, 2L, 3L, 4L, 3L, 3L, 2L, 3L, 2L, 4L, 4L, 3L, 4L, 4L, 
##     2L, 2L, 2L, 3L, 2L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L), PNA_7 = c(NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, 4L, 7L, 7L, 1L, 3L, 6L, 6L, 7L, 6L, 6L, 5L, 7L, 
##     7L, 6L, 6L, 7L, 5L, 4L, 7L, 6L, 6L, 7L, 4L, 4L, 7L, 6L, 7L, 
##     3L, 4L, 6L, 6L, 6L, 6L, 5L, 6L, 7L, 5L, 1L, 2L, 1L, 2L, 2L, 
##     2L, 2L, 2L, 3L, 1L, 1L, 1L, 2L, 3L, 1L, 1L, 2L, 1L, 1L, 2L, 
##     2L, 1L, 4L, 3L, 1L, 3L, 3L, 2L, 1L, 1L, 5L, 3L, 1L, 1L, 5L, 
##     4L, 1L, 2L, 1L, 1L, 1L, 3L, 1L, 1L, 3L, 4L, 2L, 4L, 3L, 3L, 
##     3L, 2L, 2L, 2L, 3L, 2L, 3L, 2L, 3L, 3L, 3L, 4L, 4L, 4L, 2L, 
##     4L, 2L, 3L, 2L, 3L, 5L, 3L, 4L, 2L, 2L, 5L, 2L, 2L, 3L, 2L, 
##     2L, 2L, 2L, 4L, 3L, 4L, 4L, 5L, 4L, 3L, 3L, 4L, 2L, 3L, 2L, 
##     5L, 5L, 3L, 2L, 4L, 3L, 3L, 2L, 3L, 3L, 4L, 3L, 2L, 3L, 3L, 
##     3L, 2L, 3L, 2L, 4L, 4L, 4L, 4L, 4L, 2L, 5L, 3L, 3L, 4L, 2L, 
##     2L, 4L, 4L, 2L, 3L, 4L, 3L, 6L, 1L, 3L, 2L, 2L, 4L, 2L, 3L, 
##     3L, 2L, 2L, 3L, 3L, 5L, 3L, 3L, 3L, 2L, 4L, 3L, 3L, 2L, 3L, 
##     3L, 2L, 3L, 2L, 2L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L), PNA_8 = c(NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, 4L, 7L, 3L, 5L, 5L, 6L, 7L, 7L, 7L, 4L, 5L, 7L, 
##     4L, 6L, 6L, 7L, 5L, 4L, 7L, 7L, 6L, 7L, 4L, 4L, 7L, 6L, 4L, 
##     6L, 4L, 5L, 3L, 5L, 7L, 7L, 6L, 6L, 6L, 1L, 1L, 1L, 3L, 2L, 
##     1L, 3L, 2L, 4L, 1L, 3L, 1L, 3L, 3L, 2L, 2L, 1L, 2L, 4L, 1L, 
##     1L, 1L, 4L, 3L, 3L, 1L, 1L, 3L, 3L, 4L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 2L, 1L, 2L, 1L, 1L, 1L, 2L, 3L, 4L, 6L, 5L, 3L, 3L, 
##     3L, 5L, 3L, 6L, 4L, 2L, 3L, 3L, 2L, 6L, 3L, 5L, 5L, 3L, 2L, 
##     3L, 3L, 2L, 2L, 2L, 4L, 2L, 4L, 5L, 3L, 5L, 3L, 5L, 2L, 3L, 
##     2L, 2L, 2L, 5L, 3L, 2L, 4L, 5L, 3L, 3L, 3L, 2L, 2L, 2L, 2L, 
##     4L, 4L, 2L, 2L, 4L, 3L, 2L, 4L, 2L, 4L, 5L, 3L, 2L, 2L, 3L, 
##     3L, 2L, 4L, 2L, 3L, 4L, 6L, 4L, 4L, 3L, 2L, 2L, 4L, 2L, 4L, 
##     2L, 3L, 4L, 3L, 2L, 4L, 4L, 6L, 3L, 2L, 2L, 3L, 2L, 4L, 3L, 
##     2L, 3L, 2L, 3L, 4L, 1L, 4L, 3L, 3L, 2L, 2L, 3L, 2L, 3L, 3L, 
##     2L, 2L, 2L, 3L, 2L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L), PNA_9 = c(NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, 4L, 5L, 7L, 2L, 7L, 5L, 2L, 2L, 1L, 2L, 5L, 1L, 
##     4L, 1L, 1L, 1L, 4L, 4L, 1L, 1L, 4L, 2L, 4L, 2L, 3L, 2L, 1L, 
##     1L, 4L, 2L, 2L, 2L, 3L, 7L, 1L, 1L, 4L, 4L, 4L, 4L, 3L, 3L, 
##     3L, 3L, 4L, 4L, 3L, 5L, 5L, 4L, 3L, 4L, 3L, 4L, 4L, 3L, 1L, 
##     3L, 5L, 4L, 2L, 5L, 3L, 4L, 3L, 2L, 3L, 1L, 3L, 3L, 2L, 4L, 
##     5L, 3L, 3L, 4L, 3L, 4L, 3L, 3L, 4L, 3L, 3L, 3L, 3L, 4L, 5L, 
##     3L, 4L, 4L, 5L, 4L, 4L, 5L, 4L, 5L, 3L, 3L, 4L, 4L, 4L, 4L, 
##     4L, 4L, 4L, 4L, 5L, 4L, 4L, 3L, 4L, 4L, 4L, 4L, 5L, 4L, 4L, 
##     3L, 4L, 5L, 2L, 5L, 4L, 3L, 4L, 4L, 4L, 5L, 5L, 4L, 4L, 5L, 
##     2L, 2L, 4L, 4L, 4L, 2L, 4L, 4L, 3L, 2L, 4L, 4L, 3L, 5L, 4L, 
##     3L, 3L, 3L, 5L, 4L, 3L, 4L, 4L, 5L, 3L, 4L, 4L, 4L, 4L, 4L, 
##     4L, 4L, 5L, 3L, 4L, 3L, 4L, 2L, 4L, 2L, 4L, 3L, 4L, 5L, 4L, 
##     3L, 4L, 4L, 4L, 3L, 3L, 3L, 5L, 4L, 3L, 2L, 5L, 4L, 4L, 5L, 
##     4L, 5L, 4L, 4L, 4L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L), PNA_10 = c(NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, 4L, 7L, 7L, 5L, 5L, 4L, 6L, 7L, 6L, 3L, 5L, 7L, 
##     5L, 6L, 6L, 3L, 5L, 5L, 7L, 6L, 3L, 7L, 5L, 7L, 6L, 6L, 3L, 
##     4L, 4L, 2L, 1L, 5L, 7L, 7L, 7L, 4L, 3L, 4L, 4L, 4L, 4L, 4L, 
##     3L, 3L, 4L, 3L, 5L, 5L, 5L, 4L, 3L, 4L, 3L, 4L, 5L, 2L, 2L, 
##     2L, 4L, 3L, 3L, 5L, 4L, 5L, 3L, 4L, 2L, 1L, 2L, 1L, 3L, 3L, 
##     5L, 3L, 4L, 3L, 4L, 5L, 3L, 3L, 4L, 3L, 4L, 4L, 5L, 5L, 2L, 
##     6L, 4L, 5L, 2L, 5L, 4L, 5L, 5L, 5L, 2L, 4L, 5L, 5L, 6L, 6L, 
##     5L, 5L, 4L, 5L, 5L, 5L, 4L, 4L, 5L, 5L, 4L, 2L, 6L, 5L, 5L, 
##     3L, 5L, 6L, 4L, 5L, 5L, 4L, 5L, 6L, 5L, 6L, 4L, 5L, 4L, 5L, 
##     3L, 4L, 6L, 6L, 6L, 2L, 6L, 5L, 5L, 4L, 4L, 6L, 3L, 6L, 4L, 
##     5L, 3L, 5L, 6L, 4L, 4L, 5L, 5L, 5L, 4L, 4L, 6L, 5L, 4L, 5L, 
##     5L, 6L, 6L, 4L, 5L, 4L, 4L, 3L, 5L, 4L, 4L, 4L, 6L, 6L, 5L, 
##     3L, 4L, 6L, 5L, 5L, 4L, 4L, 5L, 5L, 4L, 4L, 5L, 5L, 4L, 6L, 
##     5L, 6L, 5L, 4L, 6L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L), PNA_11 = c(NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, 4L, 6L, 7L, 5L, 5L, 5L, 4L, 2L, 6L, 5L, 5L, 7L, 
##     5L, 6L, 5L, 6L, 5L, 4L, 7L, 7L, 5L, 4L, 3L, 4L, 7L, 6L, 5L, 
##     6L, 4L, 6L, 6L, 3L, 5L, 4L, 7L, 7L, 5L, 1L, 1L, 2L, 3L, 2L, 
##     2L, 3L, 2L, 3L, 1L, 3L, 1L, 3L, 3L, 3L, 5L, 2L, 2L, 4L, 1L, 
##     2L, 2L, 5L, 4L, 3L, 3L, 1L, 5L, 3L, 4L, 5L, 5L, 1L, 2L, 1L, 
##     4L, 1L, 3L, 1L, 3L, 1L, 4L, 1L, 1L, 3L, 5L, 5L, 5L, 2L, 4L, 
##     4L, 5L, 3L, 5L, 4L, 5L, 3L, 3L, 4L, 6L, 4L, 3L, 5L, 4L, 2L, 
##     5L, 4L, 3L, 4L, 2L, 6L, 4L, 4L, 3L, 4L, 5L, 3L, 2L, 2L, 3L, 
##     2L, 3L, 2L, 5L, 4L, 3L, 4L, 5L, 4L, 4L, 3L, 3L, 3L, 3L, 3L, 
##     4L, 6L, 5L, 4L, 4L, 4L, 3L, 4L, 3L, 3L, 6L, 5L, 2L, 4L, 3L, 
##     2L, 3L, 4L, 2L, 3L, 4L, 3L, 4L, 5L, 3L, 2L, 2L, 3L, 4L, 2L, 
##     2L, 4L, 6L, 3L, 2L, 4L, 3L, 6L, 3L, 4L, 4L, 2L, 3L, 6L, 3L, 
##     3L, 3L, 3L, 4L, 3L, 4L, 5L, 4L, 4L, 2L, 3L, 2L, 3L, 4L, 3L, 
##     3L, 2L, 5L, 4L, 2L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L), PNA_12 = c(NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, 4L, 4L, 3L, 1L, 5L, 4L, 4L, 5L, 5L, 2L, 5L, 1L, 
##     6L, 1L, 6L, 1L, 3L, 4L, 4L, 1L, 1L, 2L, 4L, 4L, 5L, 2L, 1L, 
##     5L, 4L, 4L, 6L, 5L, 3L, 4L, 6L, 4L, 4L, 4L, 3L, 3L, 4L, 3L, 
##     2L, 4L, 4L, 5L, 4L, 4L, 4L, 4L, 3L, 5L, 5L, 3L, 3L, 5L, 5L, 
##     2L, 5L, 5L, 4L, 5L, 2L, 3L, 4L, 5L, 4L, 5L, 3L, 5L, 5L, 4L, 
##     5L, 2L, 3L, 2L, 3L, 4L, 4L, 3L, 2L, 3L, 3L, 6L, 3L, 5L, 4L, 
##     5L, 4L, 5L, 4L, 5L, 6L, 6L, 4L, 3L, 4L, 6L, 4L, 5L, 5L, 5L, 
##     4L, 6L, 4L, 4L, 4L, 6L, 5L, 5L, 4L, 5L, 4L, 3L, 6L, 5L, 5L, 
##     6L, 5L, 2L, 4L, 5L, 4L, 4L, 5L, 6L, 5L, 6L, 4L, 5L, 5L, 5L, 
##     4L, 2L, 5L, 4L, 5L, 4L, 5L, 5L, 4L, 6L, 5L, 6L, 5L, 5L, 6L, 
##     3L, 3L, 3L, 3L, 5L, 4L, 6L, 5L, 5L, 4L, 6L, 5L, 6L, 5L, 4L, 
##     5L, 3L, 6L, 4L, 4L, 4L, 3L, 4L, 4L, 5L, 5L, 5L, 5L, 5L, 4L, 
##     3L, 5L, 3L, 6L, 4L, 5L, 4L, 5L, 4L, 4L, 5L, 6L, 6L, 3L, 6L, 
##     6L, 4L, 5L, 4L, 6L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L), PNA_13 = c(NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, 4L, 7L, 7L, 3L, 2L, 3L, 6L, 3L, 7L, 6L, 5L, 6L, 
##     7L, 7L, 6L, 7L, 6L, 5L, 7L, 7L, 6L, 6L, 5L, 5L, 7L, 6L, 5L, 
##     4L, 4L, 7L, 5L, 7L, 5L, 4L, 6L, 7L, 6L, 1L, 1L, 1L, 4L, 2L, 
##     1L, 2L, 2L, 4L, 1L, 1L, 1L, 2L, 3L, 1L, 2L, 2L, 1L, 1L, 2L, 
##     2L, 1L, 1L, 3L, 1L, 1L, 1L, 2L, 1L, 1L, 1L, 4L, 1L, 1L, 1L, 
##     2L, 1L, 1L, 1L, 1L, 1L, 1L, 2L, 1L, 3L, 1L, 5L, 4L, 2L, 3L, 
##     3L, 3L, 3L, 2L, 4L, 2L, 2L, 2L, 2L, 2L, 2L, 3L, 4L, 2L, 2L, 
##     3L, 2L, 2L, 2L, 2L, 6L, 2L, 2L, 2L, 2L, 6L, 3L, 2L, 2L, 3L, 
##     3L, 3L, 2L, 3L, 2L, 2L, 4L, 5L, 3L, 2L, 4L, 3L, 2L, 3L, 2L, 
##     6L, 4L, 2L, 3L, 3L, 2L, 2L, 2L, 2L, 5L, 3L, 3L, 2L, 3L, 3L, 
##     2L, 3L, 5L, 2L, 3L, 4L, 3L, 3L, 5L, 3L, 2L, 2L, 3L, 3L, 2L, 
##     2L, 3L, 4L, 2L, 2L, 4L, 1L, 3L, 3L, 4L, 2L, 2L, 2L, 3L, 2L, 
##     3L, 3L, 3L, 2L, 5L, 3L, 3L, 2L, 4L, 3L, 2L, 2L, 3L, 2L, 4L, 
##     2L, 2L, 3L, 3L, 2L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L), PNA_14 = c(NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, 4L, 6L, 7L, 5L, 2L, 4L, 4L, 3L, 6L, 5L, 5L, 7L, 
##     7L, 6L, 6L, 7L, 5L, 5L, 7L, 7L, 4L, 5L, 4L, 3L, 7L, 6L, 7L, 
##     7L, 4L, 7L, 6L, 6L, 5L, 4L, 6L, 7L, 6L, 4L, 5L, 5L, 4L, 4L, 
##     2L, 3L, 3L, 4L, 3L, 4L, 4L, NA, 3L, 4L, 3L, 4L, 5L, 5L, 1L, 
##     2L, 5L, 5L, 4L, 5L, 2L, 4L, 3L, 4L, 5L, 1L, 3L, 4L, 4L, 3L, 
##     5L, 4L, 5L, 4L, 4L, 4L, 4L, 4L, 3L, 3L, 1L, 3L, 3L, 6L, 5L, 
##     4L, 4L, 5L, 2L, 4L, 3L, 6L, 4L, 6L, 5L, 4L, 5L, 4L, 5L, 5L, 
##     4L, 5L, 6L, 5L, 5L, 3L, 6L, 5L, 4L, 5L, 4L, 2L, 6L, 5L, 5L, 
##     6L, 5L, 6L, 4L, 6L, 6L, 4L, 5L, 5L, 5L, 5L, 5L, 4L, 5L, 6L, 
##     3L, 4L, 6L, 6L, 6L, 4L, 3L, 5L, 3L, 4L, 4L, 5L, 5L, 5L, 5L, 
##     3L, 4L, 5L, 5L, 5L, 4L, 5L, 5L, 5L, 5L, 5L, 6L, 5L, 6L, 5L, 
##     5L, 4L, 5L, 4L, 6L, 4L, 5L, 4L, 4L, 3L, 4L, 5L, 5L, 5L, 6L, 
##     5L, 5L, 6L, 6L, 5L, 6L, 5L, 5L, 5L, 3L, 4L, 5L, 6L, 4L, 5L, 
##     6L, 6L, 5L, 4L, 4L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L), PNA_15 = c(NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, 4L, 4L, 1L, 5L, 3L, 4L, 3L, 5L, 1L, 2L, 5L, 1L, 
##     2L, 4L, 2L, 5L, 5L, 5L, 4L, 1L, 5L, 2L, 4L, 6L, 6L, 2L, 5L, 
##     4L, 4L, 2L, 6L, 5L, 4L, 4L, 2L, 4L, 4L, 1L, 2L, 2L, 4L, 4L, 
##     2L, 3L, 2L, 4L, 2L, 1L, 1L, 3L, 3L, 4L, 4L, 2L, 2L, 2L, 1L, 
##     2L, 2L, 1L, 3L, 3L, 2L, 3L, 3L, 1L, 1L, 1L, 3L, 2L, 1L, 4L, 
##     4L, 4L, 3L, 1L, 1L, 1L, 5L, 1L, 2L, 3L, 4L, 6L, 6L, 4L, 3L, 
##     5L, 4L, 5L, 5L, 3L, 4L, 3L, 3L, 3L, 3L, 3L, 4L, 5L, 4L, 3L, 
##     4L, 3L, 5L, 2L, 2L, 6L, 3L, 5L, 2L, 3L, 6L, 5L, 2L, 3L, 3L, 
##     6L, 3L, 2L, 5L, 3L, 5L, 4L, 5L, 3L, 3L, 2L, 5L, 4L, 3L, 2L, 
##     6L, 5L, 4L, 4L, 4L, 3L, 3L, 3L, 3L, 2L, 5L, 4L, 2L, 4L, 5L, 
##     3L, 4L, 4L, 2L, 4L, 4L, 4L, 5L, 5L, 2L, 3L, 3L, 4L, 6L, 3L, 
##     2L, 2L, 6L, 2L, 4L, 4L, 5L, 4L, 4L, 4L, 2L, 2L, 3L, 3L, 3L, 
##     3L, 3L, 4L, 3L, 5L, 3L, 4L, 3L, 3L, 3L, 5L, 4L, 4L, 5L, 3L, 
##     6L, 3L, 4L, 4L, 4L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L), PNA_16 = c(NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, 4L, 5L, 7L, 4L, 2L, 6L, 4L, 2L, 6L, 6L, 5L, 7L, 
##     5L, 6L, 5L, 6L, 5L, 5L, 7L, 7L, 4L, 5L, 4L, 4L, 6L, 6L, 7L, 
##     5L, 4L, 7L, 6L, 6L, 5L, 1L, 7L, 7L, 6L, 5L, 5L, 4L, 2L, 4L, 
##     2L, 3L, 4L, 4L, 5L, 5L, 4L, 5L, 3L, 4L, 4L, 5L, 5L, 4L, 3L, 
##     3L, 5L, 5L, 4L, 5L, 4L, 5L, 3L, 5L, 5L, 1L, NA, 3L, 5L, 3L, 
##     5L, 4L, 5L, 4L, 5L, 4L, 3L, 5L, 5L, 3L, 5L, 3L, 4L, 6L, 5L, 
##     6L, 5L, 6L, 5L, 5L, 5L, 2L, 5L, 6L, 5L, 4L, 5L, 5L, 5L, 6L, 
##     5L, 5L, 5L, 6L, 6L, 4L, 5L, 5L, 5L, 6L, 5L, 4L, 6L, 6L, 5L, 
##     6L, 5L, 6L, 5L, 6L, 6L, 4L, 5L, 5L, 5L, 5L, 5L, 4L, 5L, 5L, 
##     3L, 6L, 5L, 5L, 5L, 4L, 5L, 4L, 4L, 6L, 6L, 6L, 4L, 5L, 5L, 
##     4L, 3L, 3L, 6L, 6L, 4L, 5L, 5L, 5L, 5L, 6L, 6L, 5L, 6L, 5L, 
##     5L, 5L, 6L, 4L, 5L, 4L, 5L, 5L, 4L, 4L, 5L, 5L, 5L, 6L, 6L, 
##     3L, 5L, 6L, 6L, 5L, 6L, 4L, 5L, 5L, 5L, 5L, 5L, 5L, 5L, 5L, 
##     6L, 6L, 6L, 4L, 4L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L), PNA_17 = c(NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, 5L, 5L, 11L, 4L, 2L, 7L, 4L, 1L, 11L, 7L, 7L, 
##     9L, 9L, 9L, 8L, 8L, 2L, 8L, 6L, 8L, 8L, 7L, 5L, 1L, 4L, 8L, 
##     6L, 9L, 5L, 8L, 7L, 2L, 9L, 5L, 8L, 8L, 7L, 4L, 2L, 3L, 3L, 
##     4L, 1L, 4L, 4L, 5L, 1L, 5L, 4L, 4L, 3L, 4L, 4L, 4L, 5L, 3L, 
##     2L, 3L, 5L, 5L, 3L, 5L, 4L, 4L, 3L, 5L, 5L, 1L, 4L, 5L, 5L, 
##     3L, 5L, 4L, 3L, 1L, 2L, 4L, 3L, 3L, 1L, 3L, 3L, 3L, 4L, 5L, 
##     6L, 6L, 3L, 6L, 4L, 5L, 5L, 4L, 5L, 5L, 3L, 5L, 5L, 5L, 5L, 
##     5L, 4L, 4L, 5L, 4L, 4L, 2L, 5L, 5L, 5L, 3L, 5L, 4L, 4L, 5L, 
##     4L, 6L, 5L, 6L, 5L, 5L, 6L, 4L, 5L, 5L, 5L, 5L, 4L, 4L, 5L, 
##     5L, 3L, 4L, 5L, 5L, 5L, 4L, 6L, 4L, 5L, 4L, 5L, 4L, 4L, 5L, 
##     5L, 4L, 4L, 4L, 6L, 6L, 4L, 5L, 4L, 4L, 5L, 5L, 5L, 4L, 5L, 
##     5L, 5L, 4L, 6L, 3L, 4L, 4L, 4L, 4L, 5L, 4L, 4L, 5L, 5L, 5L, 
##     5L, 4L, 5L, 5L, 5L, 2L, 5L, 4L, 5L, 4L, 5L, 5L, 6L, 4L, 6L, 
##     5L, 6L, 4L, 5L, 4L, 4L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L), PNA_18 = c(NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, 5L, 6L, 11L, 11L, 4L, 6L, 8L, 8L, 8L, 8L, 7L, 
##     9L, 11L, 9L, 6L, 8L, 9L, 5L, 11L, 9L, 11L, 8L, 5L, 5L, 8L, 
##     7L, 8L, 5L, 5L, 9L, 8L, 13L, 11L, 11L, 8L, 11L, 8L, 1L, 1L, 
##     1L, 3L, 2L, 1L, 2L, 2L, 4L, 1L, 3L, 1L, 3L, 3L, 3L, 2L, 4L, 
##     2L, 1L, 2L, 2L, 1L, 3L, 4L, 2L, 3L, 3L, 1L, 2L, 1L, 1L, 2L, 
##     1L, 1L, 4L, 5L, 2L, 2L, 1L, 1L, 1L, 4L, 3L, 1L, 3L, 2L, 4L, 
##     5L, 2L, 2L, 3L, 3L, 3L, 2L, 3L, 6L, 4L, 2L, 4L, 3L, 3L, 4L, 
##     4L, 2L, 2L, 3L, 2L, 2L, 3L, 2L, 6L, 3L, 5L, 4L, 3L, 5L, 3L, 
##     2L, 3L, 4L, 3L, 2L, 2L, 5L, 3L, 3L, 4L, 5L, 3L, 3L, 4L, 3L, 
##     3L, 3L, 4L, 4L, 6L, 3L, 3L, 4L, 2L, 3L, 3L, 2L, 3L, 2L, 3L, 
##     2L, 3L, 5L, 2L, 5L, 5L, 2L, 3L, 4L, 3L, 4L, 5L, 2L, 3L, 2L, 
##     4L, 4L, 3L, 2L, 3L, 6L, 2L, 3L, 4L, 6L, 5L, 2L, 4L, 4L, 2L, 
##     4L, 4L, 3L, 3L, 2L, 3L, 2L, 5L, 2L, 5L, 3L, 3L, 4L, 2L, 3L, 
##     4L, 2L, 2L, 5L, 2L, 5L, 3L, 2L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L
##     ), PNA_19 = c(NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, 4L, 2L, 6L, 8L, 4L, 8L, 6L, 
##     5L, 7L, 11L, 7L, 8L, 8L, 9L, 9L, 9L, 5L, 6L, 11L, 8L, 6L, 
##     6L, 7L, 5L, 2L, 7L, 9L, 8L, 5L, 7L, 7L, 4L, 7L, 11L, 8L, 
##     6L, 6L, 5L, 3L, 5L, 3L, 3L, 3L, 4L, 4L, 2L, 5L, 5L, 4L, 3L, 
##     4L, 3L, 2L, 3L, 3L, 2L, 2L, 3L, 5L, 5L, 3L, 5L, 3L, 4L, 3L, 
##     4L, 5L, 1L, 3L, 2L, 5L, 2L, 5L, 3L, 3L, 3L, 3L, 4L, 4L, 4L, 
##     2L, 3L, 1L, 3L, 6L, 4L, 4L, 6L, 5L, 4L, 3L, 6L, 6L, 4L, 6L, 
##     6L, 4L, 4L, 5L, 5L, 5L, 5L, 5L, 5L, 5L, 4L, 6L, 6L, 5L, 5L, 
##     5L, 5L, 3L, 5L, 5L, 6L, 6L, 6L, 4L, 6L, 3L, 5L, 5L, 4L, 5L, 
##     5L, 5L, 5L, 5L, 6L, 4L, 5L, 2L, 6L, 5L, 6L, 3L, 4L, 6L, 5L, 
##     5L, 5L, 4L, 6L, 4L, 5L, 4L, 5L, 3L, 4L, 5L, 6L, 4L, 6L, 6L, 
##     4L, 5L, 5L, 6L, 6L, 4L, 6L, 5L, 5L, 6L, 2L, 4L, 5L, 5L, 4L, 
##     5L, 3L, 6L, 4L, 5L, 5L, 6L, 3L, 5L, 1L, 5L, 4L, 5L, 4L, 5L, 
##     4L, 5L, 6L, 6L, 5L, 4L, 5L, 6L, 5L, 5L, 5L, 4L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L), PNA_20 = c(NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 5L, 1L, 8L, 8L, 
##     5L, 6L, 8L, 5L, 8L, 7L, 7L, 9L, 11L, 7L, 5L, 9L, 8L, 2L, 
##     2L, 13L, 2L, 8L, 8L, 4L, 7L, 8L, 7L, 4L, 5L, 13L, 9L, 3L, 
##     11L, 7L, 9L, 9L, 7L, 1L, 2L, 1L, 2L, 2L, 1L, 2L, 2L, 5L, 
##     1L, 2L, 1L, 2L, 3L, 1L, 1L, 2L, 2L, 1L, 1L, 2L, 1L, 5L, 4L, 
##     1L, 3L, 1L, 3L, 1L, 1L, 1L, 2L, 1L, 1L, 2L, 2L, 1L, 2L, 1L, 
##     1L, 1L, 4L, 1L, 1L, 3L, 2L, 2L, 4L, 3L, 2L, 3L, 2L, 2L, 5L, 
##     3L, 2L, 4L, 3L, 3L, 2L, 2L, 3L, 4L, 4L, 2L, 4L, 2L, 3L, 2L, 
##     3L, 6L, 3L, 5L, 2L, 3L, 4L, 2L, 2L, 3L, 3L, 2L, 2L, 2L, 4L, 
##     3L, 3L, 4L, 5L, 3L, 3L, 3L, 4L, 2L, 3L, 3L, 6L, 4L, 3L, 2L, 
##     4L, 2L, 4L, 2L, 2L, 2L, 4L, 3L, 2L, 3L, 4L, 2L, 2L, 3L, 2L, 
##     3L, 4L, 3L, 5L, 4L, 2L, 4L, 3L, 4L, 4L, 2L, 2L, 3L, 4L, 2L, 
##     2L, 4L, 4L, 6L, 2L, 3L, 2L, 2L, 3L, 5L, 2L, 3L, 3L, 4L, 2L, 
##     3L, 3L, 3L, 2L, 3L, 3L, 3L, 3L, 3L, 2L, 2L, 3L, 2L, 3L, 3L, 
##     3L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
##     1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L), Q46_11 = c(NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, 2L, 8L, 6L, 6L, 8L, 5L, 7L, 
##     7L, 5L, 5L, 6L, 6L, 6L, 6L, 6L, 7L, 5L, 5L, 6L, 7L, 7L, 7L, 
##     6L, 8L, 4L, 6L, 7L, 7L, 7L, 6L, 4L, 8L, 7L, 6L, 8L, 7L, 8L, 
##     6L, 6L, 8L, 6L, 8L, 6L, 7L, 8L, 5L, 8L, 6L, 5L, 7L, 6L, 6L, 
##     8L, 6L, 6L, 8L, 6L, 5L, 7L, 8L, 7L, 6L, 7L, 6L, 7L, 5L, 4L, 
##     7L, 7L, 4L, 5L, 6L, 8L, 7L, 8L, 8L, 6L, 5L, 6L, 8L, 7L, 8L, 
##     4L, 5L, 6L, 5L, 5L, 6L, 7L, 7L, 7L, 6L, 6L, 7L, 5L, 7L, 8L, 
##     8L, 7L, 7L, 7L, 6L, 5L, 6L, 7L, 7L, 6L, 8L, 7L, 8L, 8L, 7L, 
##     5L, 8L, NA, NA, NA, NA, NA, NA, NA, NA, NA, 6L, 7L, NA, NA, 
##     NA, 7L, NA, NA, NA, NA, NA, NA, NA, NA, NA, 5L, NA, 5L, NA, 
##     NA, NA, NA, NA, NA, NA, NA, 8L, NA, NA, NA, NA, NA, NA, NA, 
##     NA, NA, NA, NA, NA, NA, NA, NA, NA)), .Names = c("X.1", "Dataset", 
## "First.Name", "Last.Name", "Gender", "Age", "Grade", "ASDQII_1", 
## "ASDQII_2", "ASDQII_3", "ASDQII_4", "ASDQII_5", "ASDQII_6", "ASDQII_7", 
## "ASDQII_8", "ASDQII_9", "ASDQII_10", "ASDQII_11", "ASDQII_12", 
## "ASDQII_13", "ASDQII_14", "ASDQII_15", "ASDQII_16", "ASDQII_17", 
## "ASDQII_18", "ASDQII_19", "ASDQII_20", "MLQ_1", "MLQ_2", "MLQ_3", 
## "MLQ_4", "MLQ_5", "MLQ_6", "MLQ_7", "MLQ_8", "MLQ_9", "MLQ_10", 
## "LET_1", "LET_2", "LET_3", "LET_4", "LET_5", "LET_6", "PWB_1", 
## "PWB_2", "PWB_3", "PWB_4", "PWB_5", "PWB_6", "PWB_7", "PWB_8", 
## "PWB_9", "APSI_1", "APSI_2", "APSI_3", "APSI_4", "APSI_5", "APSI_6", 
## "APSI_7", "APSI_8", "HAPPI.1_1", "HAPPI.2_1", "HAPPI.3_1", "HAPPI.4_1", 
## "Q36_1", "RES.1", "RES.2", "RES.3", "SDQI_1", "SDQI_2", "SDQI_3", 
## "SDQI_4", "SDQI_5", "SDQI_6", "SDQI_7", "SDQI_8", "SDQI_9", "SDQI_10", 
## "LOT.R_1", "LOT.R_2", "LOT.R_3", "LOT.R_4", "LOT.R_5", "LOT.R_6", 
## "LOT.R_7", "LOT.R_8", "LOT.R_9", "LOT.R_10", "LS_1", "LS_2", 
## "LS_3", "LS_4", "LS_5", "X", "CPS_1", "CPS_2", "CPS_3", "CPS_4", 
## "CPS_5", "CPS_6", "CPS_7", "CPS_8", "CPS_9", "CPS_10", "CPS1", 
## "PNA_1", "PNA_2", "PNA_3", "PNA_4", "PNA_5", "PNA_6", "PNA_7", 
## "PNA_8", "PNA_9", "PNA_10", "PNA_11", "PNA_12", "PNA_13", "PNA_14", 
## "PNA_15", "PNA_16", "PNA_17", "PNA_18", "PNA_19", "PNA_20", "Q46_11"
## ), class = "data.frame", row.names = c(NA, -1288L))
ConvergantMLQ.model = '
                            Feeling Now =~ APSI_1 + APSI_2 + APSI_5
                            Future goals =~ APSI_4 + APSI_7 + APSI_8
                             Purpose     =~  MLQ_1 + MLQ_4 + MLQ_5 + MLQ_6 + MLQ_9
                            Searching Purpose  =~  MLQ_2 + MLQ_3 + MLQ_7 + MLQ_8 + MLQ_10
                            '
ConvergantMLQ.fit=cfa(ConvergantMLQ.model, data=data, missing = "ML")
## Warning in lav_data_full(data = data, group = group, group.label = group.label, : lavaan WARNING: some cases are empty and will be removed:
##   145 150 151 152 156 157 171 173 206 207 208 209 213 222 238 239 240 244 249 250 251 252 253 256 257 258 259 261 263 265 266 268 275 279 280 283 284 290 294 297 298 299 300 301 302 304 305 307 308 311 312 314 315 316 317 320 322 323 325 328 330 331 332 335 336 338 340 342 343 345 348 350 351 352 354 355 356 357 358 362 366 368 371 373 374 375 377 380 383 384 393 394 395 396 398 399 402 403 408 409 410 412 414 415 417 419 420 426 428 432 437 438 439 440 443 444 445 448 450 453 455 458 461 462 464 467 468 472 476 478 479 480 482 483 485 488 489 490 492 493 494 495 496 497 498 499 500 501 502 503 504 505 507 508 509 512 513 514 517 518 525 526 527 528 529 530 531 532 533 534 535 536 538 544 545 546 547 548 549 550 551 552 553 555 556 557 558 559 560 562 564 572 573 574 575 576 580 581 582 583 584 585 587 588 590 591 592 593 595 596 598 600 601 602 603 604 606 609 610 613 614 618 619 621 623 667 668 669 670 671 672 673 674 676 677 680 681 683 685 687 688 689 690 691 693 694 695 696 697 698 699 700 701 702 703 704 705 706 707 709 710 712 713 714 715 716 717 718 719 720 721 722 724 725 726 727 728 729 730 731 732 733 734 737 738 790 807 815 910 911 912 913 937 938 957 1031 1034 1035 1037 1039 1238 1241 1242 1244 1245 1248 1253 1256 1257 1258 1267 1268 1274 1278 1279 1282 1287 1288
semPaths(ConvergantMLQ.fit, whatLabels = "std", layout = "tree")

summary(ConvergantMLQ.fit, standardized = TRUE, rsquare=TRUE)
## lavaan (0.5-20) converged normally after  72 iterations
## 
##                                                   Used       Total
##   Number of observations                           970        1288
## 
##   Number of missing patterns                         2
## 
##   Estimator                                         ML
##   Minimum Function Test Statistic              501.572
##   Degrees of freedom                                98
##   P-value (Chi-square)                           0.000
## 
## Parameter Estimates:
## 
##   Information                                 Observed
##   Standard Errors                             Standard
## 
## Latent Variables:
##                       Estimate  Std.Err  Z-value  P(>|z|)   Std.lv
##   FeelingNow =~                                                   
##     APSI_1               1.000                               1.045
##     APSI_2               0.856    0.030   28.978    0.000    0.895
##     APSI_5               0.686    0.030   23.093    0.000    0.717
##   Futuregoals =~                                                  
##     APSI_4               1.000                               0.995
##     APSI_7               0.907    0.033   27.776    0.000    0.902
##     APSI_8               1.002    0.035   28.849    0.000    0.997
##   Purpose =~                                                      
##     MLQ_1                1.000                               1.356
##     MLQ_4                0.951    0.037   25.740    0.000    1.290
##     MLQ_5                0.832    0.033   25.081    0.000    1.128
##     MLQ_6                1.006    0.038   26.130    0.000    1.364
##     MLQ_9               -0.546    0.048  -11.347    0.000   -0.741
##   SearchingPurpose =~                                             
##     MLQ_2                1.000                               1.303
##     MLQ_3                0.931    0.039   23.894    0.000    1.213
##     MLQ_7                0.905    0.038   23.782    0.000    1.178
##     MLQ_8                0.904    0.038   23.717    0.000    1.177
##     MLQ_10               1.053    0.040   26.148    0.000    1.371
##   Std.all
##          
##     0.870
##     0.802
##     0.684
##          
##     0.839
##     0.796
##     0.824
##          
##     0.789
##     0.806
##     0.764
##     0.813
##    -0.377
##          
##     0.799
##     0.752
##     0.736
##     0.737
##     0.802
## 
## Covariances:
##                    Estimate  Std.Err  Z-value  P(>|z|)   Std.lv  Std.all
##   FeelingNow ~~                                                         
##     Futuregoals       0.944    0.055   17.169    0.000    0.908    0.908
##     Purpose           0.977    0.068   14.475    0.000    0.689    0.689
##     SearchingPurps    0.190    0.052    3.645    0.000    0.139    0.139
##   Futuregoals ~~                                                        
##     Purpose           0.856    0.063   13.596    0.000    0.634    0.634
##     SearchingPurps    0.208    0.050    4.192    0.000    0.160    0.160
##   Purpose ~~                                                            
##     SearchingPurps    0.286    0.066    4.316    0.000    0.162    0.162
## 
## Intercepts:
##                    Estimate  Std.Err  Z-value  P(>|z|)   Std.lv  Std.all
##     APSI_1            3.720    0.039   95.171    0.000    3.720    3.095
##     APSI_2            3.889    0.036  107.155    0.000    3.889    3.487
##     APSI_5            4.135    0.034  120.935    0.000    4.135    3.941
##     APSI_4            3.828    0.039   99.202    0.000    3.828    3.230
##     APSI_7            3.863    0.037  104.668    0.000    3.863    3.409
##     APSI_8            3.811    0.039   96.838    0.000    3.811    3.153
##     MLQ_1             4.664    0.055   84.499    0.000    4.664    2.713
##     MLQ_4             4.932    0.051   95.920    0.000    4.932    3.080
##     MLQ_5             5.196    0.047  109.545    0.000    5.196    3.517
##     MLQ_6             4.740    0.054   87.992    0.000    4.740    2.825
##     MLQ_9             3.195    0.063   50.605    0.000    3.195    1.625
##     MLQ_2             5.297    0.052  101.145    0.000    5.297    3.248
##     MLQ_3             5.149    0.052   99.477    0.000    5.149    3.194
##     MLQ_7             5.118    0.051   99.547    0.000    5.118    3.196
##     MLQ_8             5.256    0.051  102.482    0.000    5.256    3.291
##     MLQ_10            4.992    0.055   90.956    0.000    4.992    2.920
##     FeelingNow        0.000                               0.000    0.000
##     Futuregoals       0.000                               0.000    0.000
##     Purpose           0.000                               0.000    0.000
##     SearchingPurps    0.000                               0.000    0.000
## 
## Variances:
##                    Estimate  Std.Err  Z-value  P(>|z|)   Std.lv  Std.all
##     APSI_1            0.353    0.026   13.540    0.000    0.353    0.244
##     APSI_2            0.443    0.026   16.794    0.000    0.443    0.356
##     APSI_5            0.586    0.030   19.271    0.000    0.586    0.533
##     APSI_4            0.416    0.027   15.387    0.000    0.416    0.296
##     APSI_7            0.471    0.028   17.087    0.000    0.471    0.367
##     APSI_8            0.468    0.029   16.082    0.000    0.468    0.320
##     MLQ_1             1.117    0.066   16.953    0.000    1.117    0.378
##     MLQ_4             0.901    0.055   16.459    0.000    0.901    0.351
##     MLQ_5             0.909    0.051   17.708    0.000    0.909    0.417
##     MLQ_6             0.955    0.059   16.129    0.000    0.955    0.339
##     MLQ_9             3.317    0.154   21.519    0.000    3.317    0.858
##     MLQ_2             0.963    0.058   16.465    0.000    0.963    0.362
##     MLQ_3             1.128    0.063   17.870    0.000    1.128    0.434
##     MLQ_7             1.175    0.064   18.289    0.000    1.175    0.458
##     MLQ_8             1.165    0.064   18.290    0.000    1.165    0.457
##     MLQ_10            1.041    0.064   16.284    0.000    1.041    0.356
##     FeelingNow        1.093    0.068   16.108    0.000    1.000    1.000
##     Futuregoals       0.989    0.065   15.255    0.000    1.000    1.000
##     Purpose           1.838    0.131   14.016    0.000    1.000    1.000
##     SearchingPurps    1.697    0.119   14.249    0.000    1.000    1.000
## 
## R-Square:
##                    Estimate
##     APSI_1            0.756
##     APSI_2            0.644
##     APSI_5            0.467
##     APSI_4            0.704
##     APSI_7            0.633
##     APSI_8            0.680
##     MLQ_1             0.622
##     MLQ_4             0.649
##     MLQ_5             0.583
##     MLQ_6             0.661
##     MLQ_9             0.142
##     MLQ_2             0.638
##     MLQ_3             0.566
##     MLQ_7             0.542
##     MLQ_8             0.543
##     MLQ_10            0.644
correl1 = residuals(ConvergantMLQ.fit, type="cor")
correl1
## $type
## [1] "cor.bollen"
## 
## $cor
##        APSI_1 APSI_2 APSI_5 APSI_4 APSI_7 APSI_8 MLQ_1  MLQ_4  MLQ_5 
## APSI_1  0.000                                                        
## APSI_2 -0.011  0.000                                                 
## APSI_5 -0.006  0.041  0.000                                          
## APSI_4  0.011 -0.004  0.008  0.000                                   
## APSI_7 -0.008 -0.042  0.013  0.006  0.000                            
## APSI_8  0.005  0.010  0.005 -0.013  0.011  0.000                     
## MLQ_1  -0.044 -0.004 -0.156 -0.034 -0.069 -0.072  0.000              
## MLQ_4   0.065  0.052 -0.015  0.055  0.000  0.022 -0.018  0.000       
## MLQ_5  -0.036 -0.035 -0.104 -0.010 -0.025 -0.044  0.052 -0.013  0.000
## MLQ_6   0.079  0.054 -0.034  0.057  0.048  0.067 -0.004  0.002 -0.023
## MLQ_9   0.051  0.069  0.122  0.054  0.102  0.077 -0.058 -0.004 -0.058
## MLQ_2  -0.027 -0.049  0.064 -0.062  0.022 -0.031 -0.067 -0.036 -0.026
## MLQ_3   0.069  0.071  0.137  0.039  0.118  0.062  0.038  0.105  0.072
## MLQ_7   0.006 -0.033  0.026 -0.033  0.091  0.002  0.065  0.069  0.087
## MLQ_8   0.053  0.063  0.132  0.042  0.138  0.055  0.061  0.103  0.104
## MLQ_10 -0.127 -0.115  0.012 -0.124 -0.038 -0.104 -0.076 -0.077 -0.049
##        MLQ_6  MLQ_9  MLQ_2  MLQ_3  MLQ_7  MLQ_8  MLQ_10
## APSI_1                                                 
## APSI_2                                                 
## APSI_5                                                 
## APSI_4                                                 
## APSI_7                                                 
## APSI_8                                                 
## MLQ_1                                                  
## MLQ_4                                                  
## MLQ_5                                                  
## MLQ_6   0.000                                          
## MLQ_9   0.049  0.000                                   
## MLQ_2  -0.048  0.226  0.000                            
## MLQ_3   0.084  0.151 -0.027  0.000                     
## MLQ_7   0.045  0.132  0.018 -0.003  0.000              
## MLQ_8   0.065  0.108  0.006 -0.016  0.009  0.000       
## MLQ_10 -0.112  0.262  0.008  0.033 -0.025 -0.008  0.000
## 
## $mean
## APSI_1 APSI_2 APSI_5 APSI_4 APSI_7 APSI_8  MLQ_1  MLQ_4  MLQ_5  MLQ_6 
## -0.002 -0.002 -0.001 -0.002 -0.002 -0.002  0.000  0.000  0.000  0.000 
##  MLQ_9  MLQ_2  MLQ_3  MLQ_7  MLQ_8 MLQ_10 
##  0.000  0.000  0.000  0.000  0.000  0.000
correl2 = residuals(ConvergantMLQ.fit, type="standardized")
correl2$cov
##        APSI_1 APSI_2 APSI_5 APSI_4 APSI_7 APSI_8 MLQ_1  MLQ_4  MLQ_5 
## APSI_1     NA                                                        
## APSI_2     NA     NA                                                 
## APSI_5 -3.379  3.966     NA                                          
## APSI_4  3.511 -0.664  0.687     NA                                   
## APSI_7 -1.686 -6.390  0.944     NA     NA                            
## APSI_8  1.409  1.245  0.447     NA  3.926     NA                     
## MLQ_1  -3.518 -0.276 -8.951 -2.230 -4.240 -4.782  0.000              
## MLQ_4   4.570  3.178 -0.790  3.405 -0.023  1.357 -2.716  0.000       
## MLQ_5  -2.654 -2.152 -5.549 -0.583 -1.382 -2.648  4.893 -1.758  0.000
## MLQ_6   5.453  3.370 -1.899  3.642  2.799  3.992 -0.515  0.273 -3.334
## MLQ_9   2.301  2.933  4.754  2.234  4.134  3.178 -3.526 -0.287 -3.281
## MLQ_2  -1.486 -2.385  2.586 -3.198  1.056 -1.538 -3.086 -1.715 -1.162
## MLQ_3   3.337  3.149  5.273  1.796  5.069  2.830  1.647  4.493  2.968
## MLQ_7   0.304 -1.438  1.022 -1.541  3.856  0.069  2.726  2.938  3.532
## MLQ_8   2.502  2.739  5.042  1.918  5.772  2.457  2.556  4.331  4.197
## MLQ_10 -7.034 -5.580  0.501 -6.397 -1.800 -5.270 -3.521 -3.647 -2.189
##        MLQ_6  MLQ_9  MLQ_2  MLQ_3  MLQ_7  MLQ_8  MLQ_10
## APSI_1                                                 
## APSI_2                                                 
## APSI_5                                                 
## APSI_4                                                 
## APSI_7                                                 
## APSI_8                                                 
## MLQ_1                                                  
## MLQ_4                                                  
## MLQ_5                                                  
## MLQ_6   0.000                                          
## MLQ_9   3.557  0.000                                   
## MLQ_2  -2.299  7.430     NA                            
## MLQ_3   3.653  4.972 -3.505     NA                     
## MLQ_7   1.920  4.354  1.820 -0.275     NA              
## MLQ_8   2.809  3.580  0.620 -1.533  0.770     NA       
## MLQ_10 -5.385  8.557  1.079  3.356 -3.176 -0.862     NA
modindices(ConvergantMLQ.fit, sort. = TRUE, minimum.value = 3.84)
##                  lhs op    rhs     mi    epc sepc.lv sepc.all sepc.nox
## 110 SearchingPurpose =~  MLQ_9 60.361  0.383   0.499    0.254    0.254
## 75        FeelingNow =~ MLQ_10 52.448 -0.283  -0.296   -0.173   -0.173
## 99           Purpose =~ MLQ_10 48.743 -0.211  -0.286   -0.167   -0.167
## 88       Futuregoals =~ MLQ_10 48.407 -0.287  -0.286   -0.167   -0.167
## 187            MLQ_1 ~~  MLQ_5 32.973  0.262   0.262    0.103    0.103
## 91           Purpose =~ APSI_5 32.359 -0.189  -0.256   -0.244   -0.244
## 82       Futuregoals =~  MLQ_6 31.795  0.331   0.329    0.196    0.196
## 69        FeelingNow =~  MLQ_6 31.057  0.340   0.355    0.212    0.212
## 79       Futuregoals =~  MLQ_1 28.020 -0.324  -0.322   -0.187   -0.187
## 66        FeelingNow =~  MLQ_1 27.841 -0.335  -0.350   -0.204   -0.204
## 72        FeelingNow =~  MLQ_3 25.526  0.197   0.205    0.127    0.127
## 98           Purpose =~  MLQ_8 22.399  0.143   0.194    0.121    0.121
## 143           APSI_5 ~~  MLQ_1 22.359 -0.146  -0.146   -0.081   -0.081
## 85       Futuregoals =~  MLQ_3 21.957  0.193   0.192    0.119    0.119
## 74        FeelingNow =~  MLQ_8 21.426  0.181   0.189    0.119    0.119
## 87       Futuregoals =~  MLQ_8 21.125  0.190   0.189    0.118    0.118
## 96           Purpose =~  MLQ_3 19.914  0.134   0.182    0.113    0.113
## 67        FeelingNow =~  MLQ_4 18.079  0.249   0.260    0.162    0.162
## 104 SearchingPurpose =~ APSI_7 17.519  0.092   0.120    0.106    0.106
## 83       Futuregoals =~  MLQ_9 17.199  0.374   0.372    0.189    0.189
## 70        FeelingNow =~  MLQ_9 15.583  0.368   0.385    0.196    0.196
## 102 SearchingPurpose =~ APSI_5 14.896  0.087   0.113    0.108    0.108
## 227            MLQ_3 ~~ MLQ_10 14.378  0.194   0.194    0.070    0.070
## 95           Purpose =~  MLQ_2 14.241 -0.109  -0.148   -0.091   -0.091
## 189            MLQ_1 ~~  MLQ_9 13.489 -0.262  -0.262   -0.077   -0.077
## 126           APSI_2 ~~ APSI_5 13.433  0.077   0.077    0.066    0.066
## 68        FeelingNow =~  MLQ_5 13.410 -0.203  -0.213   -0.144   -0.144
## 204            MLQ_5 ~~  MLQ_9 11.560 -0.214  -0.214   -0.074   -0.074
## 220            MLQ_9 ~~ MLQ_10 11.516  0.231   0.231    0.069    0.069
## 210            MLQ_6 ~~  MLQ_9 11.289  0.228   0.228    0.069    0.069
## 80       Futuregoals =~  MLQ_4 11.166  0.188   0.187    0.117    0.117
## 97           Purpose =~  MLQ_7 10.008  0.096   0.130    0.081    0.081
## 128           APSI_2 ~~ APSI_7  9.330 -0.058  -0.058   -0.046   -0.046
## 221            MLQ_2 ~~  MLQ_3  9.268 -0.149  -0.149   -0.057   -0.057
## 103 SearchingPurpose =~ APSI_4  9.194 -0.068  -0.088   -0.074   -0.074
## 64        FeelingNow =~ APSI_7  9.163 -0.355  -0.371   -0.328   -0.328
## 173           APSI_7 ~~  MLQ_7  8.054  0.082   0.082    0.045    0.045
## 130           APSI_2 ~~  MLQ_1  8.048  0.081   0.081    0.042    0.042
## 203            MLQ_5 ~~  MLQ_6  7.989 -0.126  -0.126   -0.051   -0.051
## 229            MLQ_7 ~~ MLQ_10  7.889 -0.143  -0.143   -0.052   -0.052
## 150           APSI_5 ~~  MLQ_7  7.407 -0.084  -0.084   -0.050   -0.050
## 89           Purpose =~ APSI_1  7.226  0.097   0.132    0.110    0.110
## 179           APSI_8 ~~  MLQ_6  7.136  0.075   0.075    0.037    0.037
## 81       Futuregoals =~  MLQ_5  7.126 -0.143  -0.142   -0.096   -0.096
## 111           APSI_1 ~~ APSI_2  6.689 -0.073  -0.073   -0.055   -0.055
## 215            MLQ_6 ~~ MLQ_10  6.588 -0.106  -0.106   -0.037   -0.037
## 119           APSI_1 ~~  MLQ_6  6.559  0.068   0.068    0.034    0.034
## 125           APSI_1 ~~ MLQ_10  6.173 -0.068  -0.068   -0.033   -0.033
## 154           APSI_4 ~~ APSI_8  5.657 -0.062  -0.062   -0.043   -0.043
## 186            MLQ_1 ~~  MLQ_4  5.483 -0.116  -0.116   -0.042   -0.042
## 212            MLQ_6 ~~  MLQ_3  5.249  0.094   0.094    0.035    0.035
## 216            MLQ_9 ~~  MLQ_2  5.129  0.148   0.148    0.046    0.046
## 199            MLQ_4 ~~  MLQ_3  4.885  0.088   0.088    0.034    0.034
## 192            MLQ_1 ~~  MLQ_7  4.770  0.096   0.096    0.035    0.035
## 117           APSI_1 ~~  MLQ_4  4.729  0.055   0.055    0.029    0.029
## 137           APSI_2 ~~  MLQ_7  4.685 -0.061  -0.061   -0.034   -0.034
## 147           APSI_5 ~~  MLQ_9  4.412  0.101   0.101    0.049    0.049
## 77       Futuregoals =~ APSI_2  4.309 -0.271  -0.270   -0.242   -0.242
## 152           APSI_5 ~~ MLQ_10  4.194  0.062   0.062    0.035    0.035
## 174           APSI_7 ~~  MLQ_8  4.130  0.059   0.059    0.032    0.032
## 176           APSI_8 ~~  MLQ_1  4.114 -0.060  -0.060   -0.029   -0.029
summary(ConvergantMLQ.fit, standardized=TRUE, rsquare=TRUE)
## lavaan (0.5-20) converged normally after  72 iterations
## 
##                                                   Used       Total
##   Number of observations                           970        1288
## 
##   Number of missing patterns                         2
## 
##   Estimator                                         ML
##   Minimum Function Test Statistic              501.572
##   Degrees of freedom                                98
##   P-value (Chi-square)                           0.000
## 
## Parameter Estimates:
## 
##   Information                                 Observed
##   Standard Errors                             Standard
## 
## Latent Variables:
##                       Estimate  Std.Err  Z-value  P(>|z|)   Std.lv
##   FeelingNow =~                                                   
##     APSI_1               1.000                               1.045
##     APSI_2               0.856    0.030   28.978    0.000    0.895
##     APSI_5               0.686    0.030   23.093    0.000    0.717
##   Futuregoals =~                                                  
##     APSI_4               1.000                               0.995
##     APSI_7               0.907    0.033   27.776    0.000    0.902
##     APSI_8               1.002    0.035   28.849    0.000    0.997
##   Purpose =~                                                      
##     MLQ_1                1.000                               1.356
##     MLQ_4                0.951    0.037   25.740    0.000    1.290
##     MLQ_5                0.832    0.033   25.081    0.000    1.128
##     MLQ_6                1.006    0.038   26.130    0.000    1.364
##     MLQ_9               -0.546    0.048  -11.347    0.000   -0.741
##   SearchingPurpose =~                                             
##     MLQ_2                1.000                               1.303
##     MLQ_3                0.931    0.039   23.894    0.000    1.213
##     MLQ_7                0.905    0.038   23.782    0.000    1.178
##     MLQ_8                0.904    0.038   23.717    0.000    1.177
##     MLQ_10               1.053    0.040   26.148    0.000    1.371
##   Std.all
##          
##     0.870
##     0.802
##     0.684
##          
##     0.839
##     0.796
##     0.824
##          
##     0.789
##     0.806
##     0.764
##     0.813
##    -0.377
##          
##     0.799
##     0.752
##     0.736
##     0.737
##     0.802
## 
## Covariances:
##                    Estimate  Std.Err  Z-value  P(>|z|)   Std.lv  Std.all
##   FeelingNow ~~                                                         
##     Futuregoals       0.944    0.055   17.169    0.000    0.908    0.908
##     Purpose           0.977    0.068   14.475    0.000    0.689    0.689
##     SearchingPurps    0.190    0.052    3.645    0.000    0.139    0.139
##   Futuregoals ~~                                                        
##     Purpose           0.856    0.063   13.596    0.000    0.634    0.634
##     SearchingPurps    0.208    0.050    4.192    0.000    0.160    0.160
##   Purpose ~~                                                            
##     SearchingPurps    0.286    0.066    4.316    0.000    0.162    0.162
## 
## Intercepts:
##                    Estimate  Std.Err  Z-value  P(>|z|)   Std.lv  Std.all
##     APSI_1            3.720    0.039   95.171    0.000    3.720    3.095
##     APSI_2            3.889    0.036  107.155    0.000    3.889    3.487
##     APSI_5            4.135    0.034  120.935    0.000    4.135    3.941
##     APSI_4            3.828    0.039   99.202    0.000    3.828    3.230
##     APSI_7            3.863    0.037  104.668    0.000    3.863    3.409
##     APSI_8            3.811    0.039   96.838    0.000    3.811    3.153
##     MLQ_1             4.664    0.055   84.499    0.000    4.664    2.713
##     MLQ_4             4.932    0.051   95.920    0.000    4.932    3.080
##     MLQ_5             5.196    0.047  109.545    0.000    5.196    3.517
##     MLQ_6             4.740    0.054   87.992    0.000    4.740    2.825
##     MLQ_9             3.195    0.063   50.605    0.000    3.195    1.625
##     MLQ_2             5.297    0.052  101.145    0.000    5.297    3.248
##     MLQ_3             5.149    0.052   99.477    0.000    5.149    3.194
##     MLQ_7             5.118    0.051   99.547    0.000    5.118    3.196
##     MLQ_8             5.256    0.051  102.482    0.000    5.256    3.291
##     MLQ_10            4.992    0.055   90.956    0.000    4.992    2.920
##     FeelingNow        0.000                               0.000    0.000
##     Futuregoals       0.000                               0.000    0.000
##     Purpose           0.000                               0.000    0.000
##     SearchingPurps    0.000                               0.000    0.000
## 
## Variances:
##                    Estimate  Std.Err  Z-value  P(>|z|)   Std.lv  Std.all
##     APSI_1            0.353    0.026   13.540    0.000    0.353    0.244
##     APSI_2            0.443    0.026   16.794    0.000    0.443    0.356
##     APSI_5            0.586    0.030   19.271    0.000    0.586    0.533
##     APSI_4            0.416    0.027   15.387    0.000    0.416    0.296
##     APSI_7            0.471    0.028   17.087    0.000    0.471    0.367
##     APSI_8            0.468    0.029   16.082    0.000    0.468    0.320
##     MLQ_1             1.117    0.066   16.953    0.000    1.117    0.378
##     MLQ_4             0.901    0.055   16.459    0.000    0.901    0.351
##     MLQ_5             0.909    0.051   17.708    0.000    0.909    0.417
##     MLQ_6             0.955    0.059   16.129    0.000    0.955    0.339
##     MLQ_9             3.317    0.154   21.519    0.000    3.317    0.858
##     MLQ_2             0.963    0.058   16.465    0.000    0.963    0.362
##     MLQ_3             1.128    0.063   17.870    0.000    1.128    0.434
##     MLQ_7             1.175    0.064   18.289    0.000    1.175    0.458
##     MLQ_8             1.165    0.064   18.290    0.000    1.165    0.457
##     MLQ_10            1.041    0.064   16.284    0.000    1.041    0.356
##     FeelingNow        1.093    0.068   16.108    0.000    1.000    1.000
##     Futuregoals       0.989    0.065   15.255    0.000    1.000    1.000
##     Purpose           1.838    0.131   14.016    0.000    1.000    1.000
##     SearchingPurps    1.697    0.119   14.249    0.000    1.000    1.000
## 
## R-Square:
##                    Estimate
##     APSI_1            0.756
##     APSI_2            0.644
##     APSI_5            0.467
##     APSI_4            0.704
##     APSI_7            0.633
##     APSI_8            0.680
##     MLQ_1             0.622
##     MLQ_4             0.649
##     MLQ_5             0.583
##     MLQ_6             0.661
##     MLQ_9             0.142
##     MLQ_2             0.638
##     MLQ_3             0.566
##     MLQ_7             0.542
##     MLQ_8             0.543
##     MLQ_10            0.644
fitmeasures(ConvergantMLQ.fit, c("chisq", "df", "pvalue", "cfi", "tli", "rmsea", "rmsea.ci.lower", "rmsea.ci.upper", "srmr")) #Models as a single purpose factor
##          chisq             df         pvalue            cfi            tli 
##        501.572         98.000          0.000          0.952          0.941 
##          rmsea rmsea.ci.lower rmsea.ci.upper           srmr 
##          0.065          0.060          0.071          0.063
inspect(ConvergantMLQ.fit,what="std")
## $lambda
##        FlngNw Ftrgls Purpos SrchnP
## APSI_1  0.870  0.000  0.000  0.000
## APSI_2  0.802  0.000  0.000  0.000
## APSI_5  0.684  0.000  0.000  0.000
## APSI_4  0.000  0.839  0.000  0.000
## APSI_7  0.000  0.796  0.000  0.000
## APSI_8  0.000  0.824  0.000  0.000
## MLQ_1   0.000  0.000  0.789  0.000
## MLQ_4   0.000  0.000  0.806  0.000
## MLQ_5   0.000  0.000  0.764  0.000
## MLQ_6   0.000  0.000  0.813  0.000
## MLQ_9   0.000  0.000 -0.377  0.000
## MLQ_2   0.000  0.000  0.000  0.799
## MLQ_3   0.000  0.000  0.000  0.752
## MLQ_7   0.000  0.000  0.000  0.736
## MLQ_8   0.000  0.000  0.000  0.737
## MLQ_10  0.000  0.000  0.000  0.802
## 
## $theta
##        APSI_1 APSI_2 APSI_5 APSI_4 APSI_7 APSI_8 MLQ_1 MLQ_4 MLQ_5 MLQ_6
## APSI_1 0.244                                                            
## APSI_2 0.000  0.356                                                     
## APSI_5 0.000  0.000  0.533                                              
## APSI_4 0.000  0.000  0.000  0.296                                       
## APSI_7 0.000  0.000  0.000  0.000  0.367                                
## APSI_8 0.000  0.000  0.000  0.000  0.000  0.320                         
## MLQ_1  0.000  0.000  0.000  0.000  0.000  0.000  0.378                  
## MLQ_4  0.000  0.000  0.000  0.000  0.000  0.000  0.000 0.351            
## MLQ_5  0.000  0.000  0.000  0.000  0.000  0.000  0.000 0.000 0.417      
## MLQ_6  0.000  0.000  0.000  0.000  0.000  0.000  0.000 0.000 0.000 0.339
## MLQ_9  0.000  0.000  0.000  0.000  0.000  0.000  0.000 0.000 0.000 0.000
## MLQ_2  0.000  0.000  0.000  0.000  0.000  0.000  0.000 0.000 0.000 0.000
## MLQ_3  0.000  0.000  0.000  0.000  0.000  0.000  0.000 0.000 0.000 0.000
## MLQ_7  0.000  0.000  0.000  0.000  0.000  0.000  0.000 0.000 0.000 0.000
## MLQ_8  0.000  0.000  0.000  0.000  0.000  0.000  0.000 0.000 0.000 0.000
## MLQ_10 0.000  0.000  0.000  0.000  0.000  0.000  0.000 0.000 0.000 0.000
##        MLQ_9 MLQ_2 MLQ_3 MLQ_7 MLQ_8 MLQ_10
## APSI_1                                     
## APSI_2                                     
## APSI_5                                     
## APSI_4                                     
## APSI_7                                     
## APSI_8                                     
## MLQ_1                                      
## MLQ_4                                      
## MLQ_5                                      
## MLQ_6                                      
## MLQ_9  0.858                               
## MLQ_2  0.000 0.362                         
## MLQ_3  0.000 0.000 0.434                   
## MLQ_7  0.000 0.000 0.000 0.458             
## MLQ_8  0.000 0.000 0.000 0.000 0.457       
## MLQ_10 0.000 0.000 0.000 0.000 0.000 0.356 
## 
## $psi
##                  FlngNw Ftrgls Purpos SrchnP
## FeelingNow       1.000                      
## Futuregoals      0.908  1.000               
## Purpose          0.689  0.634  1.000        
## SearchingPurpose 0.139  0.160  0.162  1.000 
## 
## $nu
##        intrcp
## APSI_1  3.095
## APSI_2  3.487
## APSI_5  3.941
## APSI_4  3.230
## APSI_7  3.409
## APSI_8  3.153
## MLQ_1   2.713
## MLQ_4   3.080
## MLQ_5   3.517
## MLQ_6   2.825
## MLQ_9   1.625
## MLQ_2   3.248
## MLQ_3   3.194
## MLQ_7   3.196
## MLQ_8   3.291
## MLQ_10  2.920
## 
## $alpha
##                  intrcp
## FeelingNow            0
## Futuregoals           0
## Purpose               0
## SearchingPurpose      0
fitted(ConvergantMLQ.fit)
## $cov
##        APSI_1 APSI_2 APSI_5 APSI_4 APSI_7 APSI_8 MLQ_1  MLQ_4  MLQ_5 
## APSI_1  1.445                                                        
## APSI_2  0.936  1.244                                                 
## APSI_5  0.750  0.642  1.101                                          
## APSI_4  0.944  0.808  0.648  1.405                                   
## APSI_7  0.856  0.733  0.587  0.897  1.284                            
## APSI_8  0.946  0.810  0.649  0.991  0.899  1.461                     
## MLQ_1   0.977  0.837  0.670  0.856  0.776  0.857  2.955              
## MLQ_4   0.930  0.796  0.638  0.814  0.738  0.816  1.749  2.564       
## MLQ_5   0.813  0.696  0.558  0.712  0.646  0.713  1.530  1.455  2.182
## MLQ_6   0.983  0.841  0.674  0.861  0.780  0.862  1.849  1.759  1.539
## MLQ_9  -0.534 -0.457 -0.366 -0.468 -0.424 -0.468 -1.005 -0.956 -0.836
## MLQ_2   0.190  0.163  0.130  0.208  0.188  0.208  0.286  0.272  0.238
## MLQ_3   0.177  0.151  0.121  0.193  0.175  0.194  0.266  0.253  0.222
## MLQ_7   0.172  0.147  0.118  0.188  0.170  0.188  0.259  0.246  0.215
## MLQ_8   0.172  0.147  0.118  0.188  0.170  0.188  0.258  0.246  0.215
## MLQ_10  0.200  0.171  0.137  0.219  0.198  0.219  0.301  0.286  0.251
##        MLQ_6  MLQ_9  MLQ_2  MLQ_3  MLQ_7  MLQ_8  MLQ_10
## APSI_1                                                 
## APSI_2                                                 
## APSI_5                                                 
## APSI_4                                                 
## APSI_7                                                 
## APSI_8                                                 
## MLQ_1                                                  
## MLQ_4                                                  
## MLQ_5                                                  
## MLQ_6   2.815                                          
## MLQ_9  -1.010  3.866                                   
## MLQ_2   0.288 -0.156  2.660                            
## MLQ_3   0.268 -0.146  1.580  2.599                     
## MLQ_7   0.260 -0.141  1.535  1.429  2.564              
## MLQ_8   0.260 -0.141  1.534  1.428  1.387  2.551       
## MLQ_10  0.303 -0.165  1.786  1.663  1.616  1.614  2.922
## 
## $mean
## APSI_1 APSI_2 APSI_5 APSI_4 APSI_7 APSI_8  MLQ_1  MLQ_4  MLQ_5  MLQ_6 
##  3.720  3.889  4.135  3.828  3.863  3.811  4.664  4.932  5.196  4.740 
##  MLQ_9  MLQ_2  MLQ_3  MLQ_7  MLQ_8 MLQ_10 
##  3.195  5.297  5.149  5.118  5.256  4.992
co1<-cov2cor(inspect(ConvergantMLQ.fit, "coefficients")$psi) 
co1
##                  FlngNw Ftrgls Purpos SrchnP
## FeelingNow       1.000                      
## Futuregoals      0.908  1.000               
## Purpose          0.689  0.634  1.000        
## SearchingPurpose 0.139  0.160  0.162  1.000