Systemfit

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Systemfit

R help mailing list-2
I am new to R, so bear with me if my question is trivial. I ran a system of simultaneous equations with panel data and using the systemfit program, but the results came out by country. I want the results for the entire panel and not by country. What command will I use? Thanks!
Belinda
        [[alternative HTML version deleted]]

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Re: Systemfit

Bert Gunter-2
I think for us to "bear with you" you will first need to "bear with us" by
posting an intelligible question and following the posting guide linked
below. In particular, we generally require that you show us your efforts --
which so far appear to be "none" --  typically including a small
reproducible example showing us what you did, what went wrong, and what you
want. See also here for how to do that:

[1] http://stackoverflow.com/questions/5963269/how-to-make-
a-great-r-reproducible-example
[2] http://adv-r.had.co.nz/Reproducibility.html

You are far more likely to get useful answers if you follow the guidelines
of this list -- which also means that you should post in **plain text,**
not HTML, which often gets mangled by the list server.

Cheers,
Bert



Bert Gunter

"The trouble with having an open mind is that people keep coming along and
sticking things into it."
-- Opus (aka Berkeley Breathed in his "Bloom County" comic strip )

On Wed, May 9, 2018 at 2:56 PM, ngwinui Azenui via R-help <
[hidden email]> wrote:

> I am new to R, so bear with me if my question is trivial. I ran a system
> of simultaneous equations with panel data and using the systemfit program,
> but the results came out by country. I want the results for the entire
> panel and not by country. What command will I use? Thanks!
> Belinda
>         [[alternative HTML version deleted]]
>
> ______________________________________________
> [hidden email] mailing list -- To UNSUBSCRIBE and more, see
> https://stat.ethz.ch/mailman/listinfo/r-help
> PLEASE do read the posting guide http://www.R-project.org/
> posting-guide.html
> and provide commented, minimal, self-contained, reproducible code.
>

        [[alternative HTML version deleted]]

______________________________________________
[hidden email] mailing list -- To UNSUBSCRIBE and more, see
https://stat.ethz.ch/mailman/listinfo/r-help
PLEASE do read the posting guide http://www.R-project.org/posting-guide.html
and provide commented, minimal, self-contained, reproducible code.
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Re: Systemfit

Bert Gunter-2
Unless there is good reason not to, always cc the list -- there are lots of
smarter folks than I on it who can help.

I may or may not have time to look at this. Hopefully someone else will.

-- Bert

Bert Gunter

"The trouble with having an open mind is that people keep coming along and
sticking things into it."
-- Opus (aka Berkeley Breathed in his "Bloom County" comic strip )

On Mon, May 14, 2018 at 9:56 PM, ngwinui Azenui <[hidden email]> wrote:

> Hi Bert:
>
> I have attached a reproducible script. Please let me know if this is
> sufficient.
>
> On Thursday, May 10, 2018, 4:47:00 AM EDT, Bert Gunter <
> [hidden email]> wrote:
>
>
> I think for us to "bear with you" you will first need to "bear with us" by
> posting an intelligible question and following the posting guide linked
> below. In particular, we generally require that you show us your efforts --
> which so far appear to be "none" --  typically including a small
> reproducible example showing us what you did, what went wrong, and what you
> want. See also here for how to do that:
>
> [1] http://stackoverflow.com/ questions/5963269/how-to-make-
> a-great-r-reproducible-example
> <http://stackoverflow.com/questions/5963269/how-to-make-a-great-r-reproducible-example>
> [2] http://adv-r.had.co.nz/ Reproducibility.html
> <http://adv-r.had.co.nz/Reproducibility.html>
>
> You are far more likely to get useful answers if you follow the guidelines
> of this list -- which also means that you should post in **plain text,**
> not HTML, which often gets mangled by the list server.
>
> Cheers,
> Bert
>
>
>
> Bert Gunter
>
> "The trouble with having an open mind is that people keep coming along and
> sticking things into it."
> -- Opus (aka Berkeley Breathed in his "Bloom County" comic strip )
>
> On Wed, May 9, 2018 at 2:56 PM, ngwinui Azenui via R-help <
> [hidden email]> wrote:
>
> I am new to R, so bear with me if my question is trivial. I ran a system
> of simultaneous equations with panel data and using the systemfit program,
> but the results came out by country. I want the results for the entire
> panel and not by country. What command will I use? Thanks!
> Belinda
>         [[alternative HTML version deleted]]
>
> ______________________________ ________________
> [hidden email] mailing list -- To UNSUBSCRIBE and more, see
> https://stat.ethz.ch/mailman/ listinfo/r-help
> <https://stat.ethz.ch/mailman/listinfo/r-help>
> PLEASE do read the posting guide http://www.R-project.org/
> posting-guide.html <http://www.R-project.org/posting-guide.html>
> and provide commented, minimal, self-contained, reproducible code.
>
>
>

        [[alternative HTML version deleted]]

______________________________________________
[hidden email] mailing list -- To UNSUBSCRIBE and more, see
https://stat.ethz.ch/mailman/listinfo/r-help
PLEASE do read the posting guide http://www.R-project.org/posting-guide.html
and provide commented, minimal, self-contained, reproducible code.
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Re: Systemfit

Jeff Newmiller
... and the mailing list is picky about attachments... whatever you attached did not conform to the stringent requirements mentioned in the Posting Guide. Pasting the code right into the email is usually safest, though you DO have to post using plain text (as the Posting Guide indicates) or your code may get mangled by the automatic html format removal.

On May 15, 2018 7:04:31 AM PDT, Bert Gunter <[hidden email]> wrote:

>Unless there is good reason not to, always cc the list -- there are
>lots of
>smarter folks than I on it who can help.
>
>I may or may not have time to look at this. Hopefully someone else
>will.
>
>-- Bert
>
>Bert Gunter
>
>"The trouble with having an open mind is that people keep coming along
>and
>sticking things into it."
>-- Opus (aka Berkeley Breathed in his "Bloom County" comic strip )
>
>On Mon, May 14, 2018 at 9:56 PM, ngwinui Azenui <[hidden email]>
>wrote:
>
>> Hi Bert:
>>
>> I have attached a reproducible script. Please let me know if this is
>> sufficient.
>>
>> On Thursday, May 10, 2018, 4:47:00 AM EDT, Bert Gunter <
>> [hidden email]> wrote:
>>
>>
>> I think for us to "bear with you" you will first need to "bear with
>us" by
>> posting an intelligible question and following the posting guide
>linked
>> below. In particular, we generally require that you show us your
>efforts --
>> which so far appear to be "none" --  typically including a small
>> reproducible example showing us what you did, what went wrong, and
>what you
>> want. See also here for how to do that:
>>
>> [1] http://stackoverflow.com/ questions/5963269/how-to-make-
>> a-great-r-reproducible-example
>>
><http://stackoverflow.com/questions/5963269/how-to-make-a-great-r-reproducible-example>
>> [2] http://adv-r.had.co.nz/ Reproducibility.html
>> <http://adv-r.had.co.nz/Reproducibility.html>
>>
>> You are far more likely to get useful answers if you follow the
>guidelines
>> of this list -- which also means that you should post in **plain
>text,**
>> not HTML, which often gets mangled by the list server.
>>
>> Cheers,
>> Bert
>>
>>
>>
>> Bert Gunter
>>
>> "The trouble with having an open mind is that people keep coming
>along and
>> sticking things into it."
>> -- Opus (aka Berkeley Breathed in his "Bloom County" comic strip )
>>
>> On Wed, May 9, 2018 at 2:56 PM, ngwinui Azenui via R-help <
>> [hidden email]> wrote:
>>
>> I am new to R, so bear with me if my question is trivial. I ran a
>system
>> of simultaneous equations with panel data and using the systemfit
>program,
>> but the results came out by country. I want the results for the
>entire
>> panel and not by country. What command will I use? Thanks!
>> Belinda
>>         [[alternative HTML version deleted]]
>>
>> ______________________________ ________________
>> [hidden email] mailing list -- To UNSUBSCRIBE and more, see
>> https://stat.ethz.ch/mailman/ listinfo/r-help
>> <https://stat.ethz.ch/mailman/listinfo/r-help>
>> PLEASE do read the posting guide http://www.R-project.org/
>> posting-guide.html <http://www.R-project.org/posting-guide.html>
>> and provide commented, minimal, self-contained, reproducible code.
>>
>>
>>
>
> [[alternative HTML version deleted]]
>
>______________________________________________
>[hidden email] mailing list -- To UNSUBSCRIBE and more, see
>https://stat.ethz.ch/mailman/listinfo/r-help
>PLEASE do read the posting guide
>http://www.R-project.org/posting-guide.html
>and provide commented, minimal, self-contained, reproducible code.

--
Sent from my phone. Please excuse my brevity.

______________________________________________
[hidden email] mailing list -- To UNSUBSCRIBE and more, see
https://stat.ethz.ch/mailman/listinfo/r-help
PLEASE do read the posting guide http://www.R-project.org/posting-guide.html
and provide commented, minimal, self-contained, reproducible code.
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Re: Systemfit

R help mailing list-2
 OK, Let's try this again! Here is the reproducible script; it is long because I had to copy the panel dataset here. My question is related to systemfit; I don't know how to get the result for the entire panel.
#Reproducible script
Empdata<- read.csv("/Users/ngwinuiazenui/Documents/UPLOADemp.csv")

View(Empdata)

install.packages("systemfit")

library("systemfit")

pdata <- plm.data(Empdata, index=c("country","year"))

install.packages("plm")

library("plm")

EmpSur<- systemfit(prd ~ in_emp + ag_emp, method = "SUR", data = pdata)

#When I run the code below, I get a table with reults by country 

print(EmpSur)

#An except of the output from running <print(EmpSur)

#caf_(Intercept)     caf_in_emp      caf_ag_emp cod_(Intercept) 

#     -0.13243213     14.25003985     -8.57346398     -0.11581997 

#     cod_in_emp      cod_ag_emp eri_(Intercept)      eri_in_emp 

#     11.58115777    -13.29628753     -0.55615848     23.69284487 

#     eri_ag_emp eth_(Intercept)      eth_in_emp      eth_ag_emp 

#     -6.26339787      0.17436006     34.87782981     -4.80423119 

#gin_(Intercept)     gin_in_emp      gin_ag_emp gmb_(Intercept) 

#     0.01122243    -11.22002009     -0.64218211     -0.07104175 

#     gmb_in_emp      gmb_ag_emp gnb_(Intercept)      gnb_in_emp 

#     9.74177468      3.29511466     -0.07681684     17.00346867 

#     gnb_ag_emp gnq_(Intercept)      gnq_in_emp      gnq_ag_emp 

#     -3.40077876     -0.25706504     -1.09274682     -7.39122680 

 

#Below is the data. Sorry that it's a long panel dataset 

dput(Empdata)

Empdata <- structure(list(country = structure(c(1L, 1L, 1L, 1L, 1L, 1L, 

                                               1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 

                                                1L, 1L, 1L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 

                                               3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 4L, 4L, 4L, 4L, 

                                               4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 

                                               4L, 4L, 4L, 4L, 4L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 

                                               2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 5L, 5L, 

                                               5L, 5L, 5L, 5L, 5L, 5L, 5L, 5L, 5L, 5L, 5L, 5L, 5L, 5L, 5L, 5L, 

                                               5L, 5L, 5L, 5L, 5L, 5L, 5L, 26L, 26L, 26L, 26L, 26L, 26L, 26L, 

                                               26L, 26L, 26L, 26L, 26L, 26L, 26L, 26L, 26L, 26L, 26L, 26L, 26L, 

                                               26L, 26L, 26L, 26L, 26L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 

                                               6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 

                                               12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 

                                                12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 7L, 

                                               7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 

                                                7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 

                                               8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 

                                               8L, 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, 

                                               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, 11L, 11L, 11L, 11L, 11L, 

                                               11L, 11L, 11L, 11L, 11L, 11L, 11L, 11L, 11L, 11L, 11L, 11L, 11L, 

                                                11L, 11L, 11L, 11L, 11L, 11L, 11L, 14L, 14L, 14L, 14L, 14L, 14L, 

                                               14L, 14L, 14L, 14L, 14L, 14L, 14L, 14L, 14L, 14L, 14L, 14L, 14L, 

                                                14L, 14L, 14L, 14L, 14L, 14L, 13L, 13L, 13L, 13L, 13L, 13L, 13L, 

                                               13L, 13L, 13L, 13L, 13L, 13L, 13L, 13L, 13L, 13L, 13L, 13L, 13L, 

                                               13L, 13L, 13L, 13L, 13L, 15L, 15L, 15L, 15L, 15L, 15L, 15L, 15L, 

                                               15L, 15L, 15L, 15L, 15L, 15L, 15L, 15L, 15L, 15L, 15L, 15L, 15L, 

                                               15L, 15L, 15L, 15L, 19L, 19L, 19L, 19L, 19L, 19L, 19L, 19L, 19L, 

                                               19L, 19L, 19L, 19L, 19L, 19L, 19L, 19L, 19L, 19L, 19L, 19L, 19L, 

                                               19L, 19L, 19L, 16L, 16L, 16L, 16L, 16L, 16L, 16L, 16L, 16L, 16L, 

                                                16L, 16L, 16L, 16L, 16L, 16L, 16L, 16L, 16L, 16L, 16L, 16L, 16L, 

                                               16L, 16L, 18L, 18L, 18L, 18L, 18L, 18L, 18L, 18L, 18L, 18L, 18L, 

                                               18L, 18L, 18L, 18L, 18L, 18L, 18L, 18L, 18L, 18L, 18L, 18L, 18L, 

                                               18L, 17L, 17L, 17L, 17L, 17L, 17L, 17L, 17L, 17L, 17L, 17L, 17L, 

                                               17L, 17L, 17L, 17L, 17L, 17L, 17L, 17L, 17L, 17L, 17L, 17L, 17L, 

                                               20L, 20L, 20L, 20L, 20L, 20L, 20L, 20L, 20L, 20L, 20L, 20L, 20L, 

                                               20L, 20L, 20L, 20L, 20L, 20L, 20L, 20L, 20L, 20L, 20L, 20L, 21L, 

                                               21L, 21L, 21L, 21L, 21L, 21L, 21L, 21L, 21L, 21L, 21L, 21L, 21L, 

                                               21L, 21L, 21L, 21L, 21L, 21L, 21L, 21L, 21L, 21L, 21L, 23L, 23L, 

                                               23L, 23L, 23L, 23L, 23L, 23L, 23L, 23L, 23L, 23L, 23L, 23L, 23L, 

                                               23L, 23L, 23L, 23L, 23L, 23L, 23L, 23L, 23L, 23L, 24L, 24L, 24L, 

                                               24L, 24L, 24L, 24L, 24L, 24L, 24L, 24L, 24L, 24L, 24L, 24L, 24L, 

                                               24L, 24L, 24L, 24L, 24L, 24L, 24L, 24L, 24L, 25L, 25L, 25L, 25L, 

                                               25L, 25L, 25L, 25L, 25L, 25L, 25L, 25L, 25L, 25L, 25L, 25L, 25L, 

                                               25L, 25L, 25L, 25L, 25L, 25L, 25L, 25L, 22L, 22L, 22L, 22L, 22L, 

                                               22L, 22L, 22L, 22L, 22L, 22L, 22L, 22L, 22L, 22L, 22L, 22L, 22L, 

                                               22L, 22L, 22L, 22L, 22L, 22L, 22L, 28L, 28L, 28L, 28L, 28L, 28L, 

                                               28L, 28L, 28L, 28L, 28L, 28L, 28L, 28L, 28L, 28L, 28L, 28L, 28L, 

                                               28L, 28L, 28L, 28L, 28L, 28L, 27L, 27L, 27L, 27L, 27L, 27L, 27L, 

                                               27L, 27L, 27L, 27L, 27L, 27L, 27L, 27L, 27L, 27L, 27L, 27L, 27L, 

                                               27L, 27L, 27L, 27L, 27L, 29L, 29L, 29L, 29L, 29L, 29L, 29L, 29L, 

                                               29L, 29L, 29L, 29L, 29L, 29L, 29L, 29L, 29L, 29L, 29L, 29L, 29L, 

                                               29L, 29L, 29L, 29L, 30L, 30L, 30L, 30L, 30L, 30L, 30L, 30L, 30L, 

                                               30L, 30L, 30L, 30L, 30L, 30L, 30L, 30L, 30L, 30L, 30L, 30L, 30L, 

                                               30L, 30L, 30L), .Label = c("ago", "bdi", "ben", "bfa", "caf", 

                                                                          "cod", "eri", "eth", "gin", "gmb", "gnb", "gnq", "lbr", "lso",

                                                                          "mdg", "mli", "moz", "mrt", "mwi", "ner", "rwa", "sdn", "sen", 

                                                                          "sle", "som", "tcd", "tgo", "tza", "uga", "zmb"), class = "factor"),

                         year = c(1991L, 1992L, 1993L, 1994L, 1995L, 1996L, 1997L, 

                                   1998L, 1999L, 2000L, 2001L, 2002L, 2003L, 2004L, 2005L, 2006L, 

                                   2007L, 2008L, 2009L, 2010L, 2011L, 2012L, 2013L, 2014L, 2015L, 

                                   1991L, 1992L, 1993L, 1994L, 1995L, 1996L, 1997L, 1998L, 1999L, 

                                   2000L, 2001L, 2002L, 2003L, 2004L, 2005L, 2006L, 2007L, 2008L, 

                                   2009L, 2010L, 2011L, 2012L, 2013L, 2014L, 2015L, 1991L, 1992L, 

                                   1993L, 1994L, 1995L, 1996L, 1997L, 1998L, 1999L, 2000L, 2001L, 

                                   2002L, 2003L, 2004L, 2005L, 2006L, 2007L, 2008L, 2009L, 2010L, 

                                   2011L, 2012L, 2013L, 2014L, 2015L, 1991L, 1992L, 1993L, 1994L, 

                                   1995L, 1996L, 1997L, 1998L, 1999L, 2000L, 2001L, 2002L, 2003L, 

                                   2004L, 2005L, 2006L, 2007L, 2008L, 2009L, 2010L, 2011L, 2012L, 

                                   2013L, 2014L, 2015L, 1991L, 1992L, 1993L, 1994L, 1995L, 1996L, 

                                   1997L, 1998L, 1999L, 2000L, 2001L, 2002L, 2003L, 2004L, 2005L, 

                                   2006L, 2007L, 2008L, 2009L, 2010L, 2011L, 2012L, 2013L, 2014L, 

                                   2015L, 1991L, 1992L, 1993L, 1994L, 1995L, 1996L, 1997L, 1998L, 

                                   1999L, 2000L, 2001L, 2002L, 2003L, 2004L, 2005L, 2006L, 2007L, 

                                   2008L, 2009L, 2010L, 2011L, 2012L, 2013L, 2014L, 2015L, 1991L, 

                                   1992L, 1993L, 1994L, 1995L, 1996L, 1997L, 1998L, 1999L, 2000L, 

                                   2001L, 2002L, 2003L, 2004L, 2005L, 2006L, 2007L, 2008L, 2009L, 

                                   2010L, 2011L, 2012L, 2013L, 2014L, 2015L, 1991L, 1992L, 1993L, 

                                   1994L, 1995L, 1996L, 1997L, 1998L, 1999L, 2000L, 2001L, 2002L, 

                                   2003L, 2004L, 2005L, 2006L, 2007L, 2008L, 2009L, 2010L, 2011L, 

                                   2012L, 2013L, 2014L, 2015L, 1991L, 1992L, 1993L, 1994L, 1995L, 

                                   1996L, 1997L, 1998L, 1999L, 2000L, 2001L, 2002L, 2003L, 2004L, 

                                   2005L, 2006L, 2007L, 2008L, 2009L, 2010L, 2011L, 2012L, 2013L, 

                                   2014L, 2015L, 1991L, 1992L, 1993L, 1994L, 1995L, 1996L, 1997L, 

                                  1998L, 1999L, 2000L, 2001L, 2002L, 2003L, 2004L, 2005L, 2006L, 

                                   2007L, 2008L, 2009L, 2010L, 2011L, 2012L, 2013L, 2014L, 2015L, 

                                   1991L, 1992L, 1993L, 1994L, 1995L, 1996L, 1997L, 1998L, 1999L, 

                                   2000L, 2001L, 2002L, 2003L, 2004L, 2005L, 2006L, 2007L, 2008L, 

                                   2009L, 2010L, 2011L, 2012L, 2013L, 2014L, 2015L, 1991L, 1992L, 

                                   1993L, 1994L, 1995L, 1996L, 1997L, 1998L, 1999L, 2000L, 2001L, 

                                   2002L, 2003L, 2004L, 2005L, 2006L, 2007L, 2008L, 2009L, 2010L, 

                                   2011L, 2012L, 2013L, 2014L, 2015L, 1991L, 1992L, 1993L, 1994L, 

                                   1995L, 1996L, 1997L, 1998L, 1999L, 2000L, 2001L, 2002L, 2003L, 

                                   2004L, 2005L, 2006L, 2007L, 2008L, 2009L, 2010L, 2011L, 2012L, 

                                   2013L, 2014L, 2015L, 1991L, 1992L, 1993L, 1994L, 1995L, 1996L, 

                                   1997L, 1998L, 1999L, 2000L, 2001L, 2002L, 2003L, 2004L, 2005L, 

                                   2006L, 2007L, 2008L, 2009L, 2010L, 2011L, 2012L, 2013L, 2014L, 

                                   2015L, 1991L, 1992L, 1993L, 1994L, 1995L, 1996L, 1997L, 1998L, 

                                   1999L, 2000L, 2001L, 2002L, 2003L, 2004L, 2005L, 2006L, 2007L, 

                                   2008L, 2009L, 2010L, 2011L, 2012L, 2013L, 2014L, 2015L, 1991L, 

                                   1992L, 1993L, 1994L, 1995L, 1996L, 1997L, 1998L, 1999L, 2000L, 

                                   2001L, 2002L, 2003L, 2004L, 2005L, 2006L, 2007L, 2008L, 2009L, 

                                   2010L, 2011L, 2012L, 2013L, 2014L, 2015L, 1991L, 1992L, 1993L, 

                                   1994L, 1995L, 1996L, 1997L, 1998L, 1999L, 2000L, 2001L, 2002L, 

                                   2003L, 2004L, 2005L, 2006L, 2007L, 2008L, 2009L, 2010L, 2011L, 

                                   2012L, 2013L, 2014L, 2015L, 1991L, 1992L, 1993L, 1994L, 1995L, 

                                   1996L, 1997L, 1998L, 1999L, 2000L, 2001L, 2002L, 2003L, 2004L, 

                                   2005L, 2006L, 2007L, 2008L, 2009L, 2010L, 2011L, 2012L, 2013L, 

                                   2014L, 2015L, 1991L, 1992L, 1993L, 1994L, 1995L, 1996L, 1997L, 

                                   1998L, 1999L, 2000L, 2001L, 2002L, 2003L, 2004L, 2005L, 2006L, 

                                   2007L, 2008L, 2009L, 2010L, 2011L, 2012L, 2013L, 2014L, 2015L, 

                                   1991L, 1992L, 1993L, 1994L, 1995L, 1996L, 1997L, 1998L, 1999L, 

                                  2000L, 2001L, 2002L, 2003L, 2004L, 2005L, 2006L, 2007L, 2008L, 

                                   2009L, 2010L, 2011L, 2012L, 2013L, 2014L, 2015L, 1991L, 1992L, 

                                   1993L, 1994L, 1995L, 1996L, 1997L, 1998L, 1999L, 2000L, 2001L, 

                                   2002L, 2003L, 2004L, 2005L, 2006L, 2007L, 2008L, 2009L, 2010L, 

                                   2011L, 2012L, 2013L, 2014L, 2015L, 1991L, 1992L, 1993L, 1994L, 

                                   1995L, 1996L, 1997L, 1998L, 1999L, 2000L, 2001L, 2002L, 2003L, 

                                   2004L, 2005L, 2006L, 2007L, 2008L, 2009L, 2010L, 2011L, 2012L, 

                                   2013L, 2014L, 2015L, 1991L, 1992L, 1993L, 1994L, 1995L, 1996L, 

                                   1997L, 1998L, 1999L, 2000L, 2001L, 2002L, 2003L, 2004L, 2005L, 

                                   2006L, 2007L, 2008L, 2009L, 2010L, 2011L, 2012L, 2013L, 2014L, 

                                   2015L, 1991L, 1992L, 1993L, 1994L, 1995L, 1996L, 1997L, 1998L, 

                                   1999L, 2000L, 2001L, 2002L, 2003L, 2004L, 2005L, 2006L, 2007L, 

                                   2008L, 2009L, 2010L, 2011L, 2012L, 2013L, 2014L, 2015L, 1991L, 

                                   1992L, 1993L, 1994L, 1995L, 1996L, 1997L, 1998L, 1999L, 2000L, 

                                   2001L, 2002L, 2003L, 2004L, 2005L, 2006L, 2007L, 2008L, 2009L, 

                                   2010L, 2011L, 2012L, 2013L, 2014L, 2015L, 1991L, 1992L, 1993L, 

                                   1994L, 1995L, 1996L, 1997L, 1998L, 1999L, 2000L, 2001L, 2002L, 

                                   2003L, 2004L, 2005L, 2006L, 2007L, 2008L, 2009L, 2010L, 2011L, 

                                   2012L, 2013L, 2014L, 2015L, 1991L, 1992L, 1993L, 1994L, 1995L, 

                                   1996L, 1997L, 1998L, 1999L, 2000L, 2001L, 2002L, 2003L, 2004L, 

                                   2005L, 2006L, 2007L, 2008L, 2009L, 2010L, 2011L, 2012L, 2013L, 

                                   2014L, 2015L, 1991L, 1992L, 1993L, 1994L, 1995L, 1996L, 1997L, 

                                   1998L, 1999L, 2000L, 2001L, 2002L, 2003L, 2004L, 2005L, 2006L, 

                                   2007L, 2008L, 2009L, 2010L, 2011L, 2012L, 2013L, 2014L, 2015L, 

                                   1991L, 1992L, 1993L, 1994L, 1995L, 1996L, 1997L, 1998L, 1999L, 

                                   2000L, 2001L, 2002L, 2003L, 2004L, 2005L, 2006L, 2007L, 2008L, 

                                   2009L, 2010L, 2011L, 2012L, 2013L, 2014L, 2015L, 1991L, 1992L, 

                                   1993L, 1994L, 1995L, 1996L, 1997L, 1998L, 1999L, 2000L, 2001L, 

                                   2002L, 2003L, 2004L, 2005L, 2006L, 2007L, 2008L, 2009L, 2010L, 

                                   2011L, 2012L, 2013L, 2014L, 2015L), ag_emp = c(NA, 0.002, 

                                                                                 0.019, 0.002, -0.006, -0.014, -0.012, -0.01, -0.006, -0.005, 

                                                                                 -0.008, -0.013, -0.01, -0.011, -0.017, -0.021, -0.022, -0.017, 

                                                                                 -0.007, -0.004, -0.007, -0.007, -0.007, -0.005, -0.003, NA, 

                                                                                 0.002, 0.002, 0.002, 0.002, -0.002, -0.001, -0.001, -0.001, 

                                                                                 -0.001, 0, 0.001, 0.006, 0.004, 0.004, 0.003, 0.003, 0.003, 

                                                                                 0.003, 0.004, 0.007, 0.004, 0.004, 0.004, -0.002, NA, 0.001, 

                                                                                 -0.008, 0.003, 0, -0.005, -0.002, -0.004, -0.003, -0.005, 

                                                                                 -0.001, -0.01, -0.003, 0, 0, -0.038, -0.138, -0.055, -0.024, 

                                                                                 -0.018, -0.016, -0.014, -0.012, -0.009, -0.007, NA, -0.014, 

                                                                                 -0.01, -0.008, -0.007, -0.008, -0.008, -0.008, -0.001, 0, 

                                                                                 0.009, 0.009, 0.009, 0.008, 0.007, 0.004, 0.004, 0.004, 0.004, 

                                                                                 0.004, -0.002, -0.001, -0.001, -0.002, 0, NA, 0.006, 0.003, 

                                                                                 0.002, -0.003, 0.001, 0.001, -0.003, -0.001, 0.003, -0.003, 

                                                                                 -0.002, 0.004, 0, 0.001, 0, -0.001, 0.001, 0.001, 0.001, 

                                                                                 0.001, 0, 0.027, 0.011, 0.001, NA, -0.01, 0.009, -0.003, 

                                                                                 -0.003, -0.004, -0.003, -0.003, -0.002, 0, -0.003, -0.004, 

                                                                                 -0.004, -0.006, -0.01, -0.002, 0.001, 0.001, 0.002, 0.001, 

                                                                                 -0.001, 0.002, 0.001, 0.002, 0.002, NA, 0.006, 0.008, 0.002, 

                                                                                 -0.001, -0.002, 0.003, -0.003, 0.001, 0.005, -0.002, -0.005, 

                                                                                 -0.006, -0.005, -0.006, -0.007, -0.006, -0.006, -0.004, -0.005, 

                                                                                 -0.007, -0.006, -0.008, -0.007, -0.002, NA, -0.01, -0.015, 

                                                                                 -0.014, -0.007, -0.004, -0.006, -0.014, 0, 0.001, -0.011, 

                                                                                  -0.005, 0, -0.003, -0.005, 0.003, -0.002, -0.002, 0.004, 

                                                                                 0.002, -0.001, 0, 0.001, -0.002, 0.038, NA, -0.009, -0.015, 

                                                                                 -0.022, -0.009, -0.003, 0.006, 0.008, 0.009, 0.012, 0.004, 

                                                                                 0.017, 0.012, 0.008, 0.009, 0.001, 0.001, 0.004, 0.001, -0.003, 

                                                                                 -0.005, -0.006, -0.004, -0.005, -0.004, NA, -0.002, 0.001, 

                                                                                 -0.001, -0.001, -0.004, -0.009, -0.008, -0.01, 0.034, -0.012, 

                                                                                 0.01, 0.01, 0.009, -0.001, -0.006, -0.006, -0.005, -0.004, 

                                                                                  -0.005, -0.005, -0.008, 0.002, -0.007, 0, NA, -0.008, -0.013, 

                                                                                 -0.016, -0.009, -0.015, -0.015, -0.011, -0.014, -0.014, -0.016, 

                                                                                  -0.018, -0.012, -0.016, -0.019, -0.016, -0.016, -0.016, -0.016, 

                                                                                 -0.016, -0.019, -0.014, -0.016, -0.017, -0.003, NA, 0.001, 

                                                                                 0.002, 0.002, 0.005, 0.001, 0.002, 0.003, 0.004, 0.006, 0.001, 

                                                                                 0.003, 0.005, 0.004, 0.004, 0.004, 0.004, 0.003, 0.006, 0.007, 

                                                                                 0.016, 0.002, 0.087, 0.002, 0, NA, -0.009, -0.007, -0.006, 

                                                                                 -0.006, -0.013, -0.008, 0.019, 0.006, -0.01, -0.004, -0.002, 

                                                                                 -0.002, -0.004, -0.005, -0.006, -0.006, -0.005, -0.005, -0.006, 

                                                                                 -0.01, -0.005, -0.003, -0.005, -0.004, NA, -0.006, 0.011, 

                                                                                 -0.006, -0.083, 0.084, -0.125, 0.066, 0.064, -0.005, -0.115, 

                                                                                 0.101, 0.006, -0.064, -0.054, 0.098, -0.013, -0.007, 0.005, 

                                                                                  -0.007, 0.007, -0.004, 0.006, -0.016, -0.008, NA, -0.027, 

                                                                                 0.055, 0.044, 0.029, 0.023, -0.045, -0.014, -0.015, -0.012, 

                                                                                 -0.003, -0.003, 0.02, 0.003, -0.009, -0.001, -0.013, -0.003, 

                                                                                 0, 0.001, -0.006, -0.006, -0.006, -0.002, 0, NA, -0.002, 

                                                                                 0.012, -0.01, 0.018, 0.006, 0.004, 0.002, 0, 0.009, -0.005, 

                                                                                 0.006, 0.017, 0.036, 0.029, -0.006, -0.001, -0.002, 0.001, 

                                                                                 -0.002, -0.007, -0.008, -0.008, -0.006, -0.003, NA, -0.004, 

                                                                                  -0.003, -0.002, -0.128, -0.009, -0.006, -0.007, 0.005, 0.005, 

                                                                                 0.008, 0.007, 0.006, -0.001, 0.006, 0.007, -0.005, 0.007, 

                                                                                  -0.004, -0.003, -0.002, 0, -0.004, -0.001, -0.001, NA, -0.012, 

                                                                                 -0.003, 0.007, 0.004, 0.001, -0.02, -0.005, 0.013, -0.012, 

                                                                                 -0.017, -0.016, 0.026, -0.011, 0.02, 0.013, 0.011, 0.028, 

                                                                                 0.026, 0.031, -0.005, -0.004, -0.007, -0.013, -0.007, NA, 

                                                                                 -0.001, -0.006, -0.001, -0.008, -0.007, 0.001, -0.003, -0.005, 

                                                                                 -0.001, -0.002, -0.004, -0.007, -0.007, -0.004, -0.011, -0.003, 

                                                                                 -0.002, -0.002, -0.002, -0.005, -0.005, -0.005, -0.006, -0.003, 

                                                                                 NA, 0.005, 0.016, 0.004, 0.004, 0, -0.007, 0.003, 0.002, 

                                                                                 0, 0.003, -0.005, -0.004, -0.007, -0.008, -0.009, -0.011, 

                                                                                  -0.011, -0.01, -0.012, -0.014, -0.016, -0.003, 0, 0.001, 

                                                                                 NA, -0.009, 0.021, 0.006, -0.013, 0.02, 0.002, -0.003, 0.007, 

                                                                                 -0.001, 0.001, 0.003, -0.001, 0, 0.001, -0.004, -0.001, -0.005, 

                                                                                 -0.002, -0.004, -0.003, -0.006, -0.004, -0.006, -0.005, NA, 

                                                                                 -0.006, 0.029, 0.029, 0.02, 0.001, -0.014, -0.033, -0.002, 

                                                                                 -0.016, -0.015, 0.014, -0.015, -0.034, -0.023, -0.001, -0.003, 

                                                                                 0.013, -0.015, -0.003, -0.008, -0.008, -0.002, 0.007, 0, 

                                                                                 NA, 0, -0.015, -0.015, -0.015, -0.024, -0.015, -0.009, -0.016, 

                                                                                 -0.026, -0.019, -0.007, -0.037, -0.027, -0.026, -0.033, 0.042, 

                                                                                 0.034, 0.033, 0.041, 0.028, 0.016, 0.006, 0.009, 0.001, NA, 

                                                                                  0.009, 0, -0.002, 0.003, -0.005, 0, 0.001, -0.001, 0.003, 

                                                                                 0.006, -0.018, -0.008, 0.013, 0.001, -0.002, -0.003, -0.003, 

                                                                                  0, 0, -0.003, -0.006, -0.009, -0.005, 0.016, NA, -0.007, 

                                                                                 -0.005, -0.004, -0.006, -0.01, -0.01, -0.01, -0.008, -0.006, 

                                                                                 -0.009, -0.006, -0.003, -0.005, -0.004, -0.006, -0.006, -0.005, 

                                                                                 -0.003, -0.003, -0.005, -0.001, -0.001, -0.001, -0.001, NA, 

                                                                                 -0.019, -0.14, 0.006, 0.009, 0.007, 0.044, -0.035, -0.004, 

                                                                                 -0.002, -0.017, -0.005, -0.001, -0.004, -0.008, 0.004, -0.003, 

                                                                                 -0.011, 0.006, -0.001, -0.004, -0.002, 0.007, -0.003, -0.001, 

                                                                                  NA, 0.001, -0.002, -0.001, -0.005, -0.007, -0.002, 0.004, 

                                                                                 0.001, 0.002, -0.012, 0.004, -0.009, -0.014, -0.017, -0.029, 

                                                                                  -0.044, -0.014, -0.013, -0.017, -0.02, -0.017, -0.025, -0.006, 

                                                                                 -0.008, NA, 0.004, 0.009, 0.001, -0.001, -0.008, -0.004, 

                                                                                 0.003, 0.003, 0.003, 0.003, 0.003, 0.001, 0, 0.001, -0.002, 

                                                                                 -0.002, -0.002, -0.002, -0.003, -0.004, -0.004, -0.004, -0.004, 

                                                                                 -0.003, NA, -0.006, -0.005, 0.002, -0.001, -0.004, 0, -0.012, 

                                                                                 -0.016, 0.008, -0.017, -0.011, -0.014, 0.015, 0.008, 0.003, 

                                                                                 0.009, 0.014, 0.014, 0.012, 0.01, 0.009, 0.009, 0.006, 0.001, 

                                                                                  NA, -0.001, 0, 0.015, 0.014, 0.025, 0.022, 0.027, 0.007, 

                                                                                 0.007, -0.006, 0.013, 0.016, -0.01, -0.031, -0.003, 0.001, 

                                                                                 0.016, -0.008, -0.043, 0.024, 0.025, 0, -0.015, -0.008), 

                         in_emp = c(NA, -0.001, -0.004, 0.005, 0.004, 0.001, 0, 0.001, 

                                     0.001, 0.001, 0.001, 0.003, 0, 0.003, 0.004, 0.003, 0.003, 

                                     0.001, -0.001, 0.002, 0.001, 0.002, 0.002, 0.002, 0.002, 

                                     NA, 0, 0.001, 0.001, 0.001, 0, 0, 0, 0, 0, 0, 0, 0.001, 0.002, 

                                     0.002, 0.002, 0.002, 0.002, 0.002, 0.002, 0.002, 0.001, 0.001, 

                                     0.001, 0.002, NA, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -0.002, 

                                     -0.002, 0.024, 0.046, 0.021, 0.01, 0.008, 0.007, 0.006, 0.006, 

                                     0.006, 0.004, NA, -0.001, -0.001, 0, -0.001, 0, 0, 0, 0, 

                                     0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, NA, -0.001, 

                                     0, 0.002, 0, -0.002, 0.003, 0, 0, -0.001, 0, 0, -0.001, 0.002, 

                                     0, 0.001, 0.001, 0, 0.001, 0.001, 0.001, 0.001, -0.008, 0.007, 

                                     0.001, NA, 0, -0.001, 0, 0, 0, 0, 0, 0, 0, 0.001, 0, 0.001, 

                                     0.002, -0.001, 0, 0, 0, 0, 0.001, -0.001, 0.001, 0, 0, 0.001, 

                                    NA, 0, -0.001, 0.001, 0.001, 0.001, 0.002, -0.002, 0, 0.002, 

                                     0, 0, 0.001, 0.002, 0, 0, 0.001, 0.001, 0, 0.002, 0.001, 

                                     0.001, 0, 0.002, 0.002, NA, 0.001, -0.001, 0.002, 0, 0, 0.002, 

                                     -0.003, -0.001, 0.001, 0.002, 0, 0.001, 0.004, 0, 0, 0.002, 

                                     0.001, -0.001, 0.001, 0, 0.001, -0.001, 0, -0.028, NA, -0.001, 

                                     0.002, 0.001, 0.001, -0.001, 0.002, 0.001, 0, 0, 0, 0.004, 

                                     0, 0, 0.002, 0, 0.001, -0.002, 0.002, 0, 0.002, 0.001, 0, 

                                     0, 0.001, NA, 0, 0, 0, 0, 0, -0.001, -0.001, -0.001, 0.004, 

                                     -0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 

                                     0.001, 0.001, 0.001, 0.001, 0.002, 0.001, 0.003, NA, 0.001, 

                                     0.003, 0.002, 0.003, 0.003, 0.003, 0.003, 0.003, 0.003, 0.003, 

                                     0.003, 0.004, 0.004, 0.003, 0.004, 0.004, 0.004, 0.004, 0.004, 

                                     0.003, 0.005, 0.004, 0.004, 0.001, NA, 0, 0, 0, 0, 0, 0, 

                                     0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -0.002, 0, 0.004, 

                                     0, 0.001, NA, 0, 0.001, 0.001, 0.002, 0.002, 0.002, -0.005, 

                                     0.008, -0.001, 0.002, 0.001, 0.002, 0.002, 0.002, 0.001, 

                                     0.002, 0.002, 0.002, 0.002, 0.003, -0.001, 0.002, 0.002, 

                                     0.003, NA, 0.001, 0.003, 0.001, -0.009, 0.014, -0.016, 0.01, 

                                     0.01, 0.002, -0.015, 0.015, 0.004, -0.009, -0.006, 0.018, 

                                     0, 0.001, 0.002, 0.001, 0.003, 0.001, 0.003, -0.001, 0.001, 

                                     NA, -0.017, -0.008, -0.007, -0.006, -0.004, 0.006, 0.002, 

                                     0.001, 0.003, 0, 0.001, -0.007, 0.006, 0, 0.003, 0, 0.001, 

                                     0.002, 0.003, 0.001, 0.001, 0.001, -0.001, 0.001, NA, -0.004, 

                                    -0.001, -0.006, -0.001, -0.003, -0.004, -0.004, -0.005, -0.005, 

                                     -0.007, -0.008, -0.021, -0.02, -0.012, 0.004, 0.005, 0.005, 

                                     0.007, 0.008, 0.009, 0.01, 0.008, 0.003, 0.002, NA, -0.002, 

                                     0.003, -0.002, 0.013, 0, 0, 0, 0.001, 0, 0, 0.002, 0.002, 

                                     0, 0.001, 0, 0, 0.001, 0.001, 0, 0, 0, 0.001, 0.001, 0.001, 

                                     NA, -0.001, 0, 0.001, 0.001, 0.001, 0, 0.001, 0.002, 0, 0.002, 

                                     -0.001, 0.004, 0, 0.003, 0.003, 0.002, 0.004, 0.004, 0.004, 

                                     0.001, 0, 0.001, 0.001, 0.002, NA, 0.003, 0.003, -0.001, 

                                     0.005, 0.001, -0.001, 0.003, 0.004, 0.001, 0.003, 0.001, 

                                     0.003, 0.002, 0.005, 0.006, 0, 0.002, 0.001, 0.004, 0.002, 

                                     0.003, 0.002, 0.002, 0.002, NA, -0.001, 0.002, 0, 0, 0.001, 

                                     0, 0.001, 0.001, 0, 0.001, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 

                                     -0.001, 0.001, 0.001, 0.001, NA, -0.003, 0.006, 0.003, -0.003, 

                                     0.007, 0.001, 0.004, 0, 0, 0.004, 0, 0, -0.002, 0.002, 0, 

                                     0, 0.001, -0.002, 0.002, -0.001, 0.002, -0.001, 0.001, 0.001, 

                                     NA, 0, 0.001, 0.001, 0.001, 0, 0, 0, 0.001, 0, 0.001, 0.003, 

                                     0.004, 0.003, 0.004, 0.004, 0.004, 0.005, 0.004, 0.005, 0.005, 

                                     0.005, 0.006, 0.003, 0.004, NA, 0, -0.004, -0.004, -0.003, 

                                     -0.005, -0.003, -0.001, -0.002, -0.004, 0.003, 0.009, 0.001, 

                                     0.004, 0.005, 0.002, 0.012, 0.009, 0.01, 0.013, 0.01, 0.008, 

                                     0.003, 0.004, 0.003, NA, -0.003, 0.002, 0, -0.001, 0, -0.001, 

                                     0.002, -0.001, 0.004, -0.001, 0.001, -0.001, 0.002, 0, 0, 

                                     0.001, 0.001, 0, 0.001, 0.001, 0.002, 0.003, 0, -0.004, NA, 

                                     0, 0.001, -0.001, 0.002, 0, 0, 0, 0, 0, 0, 0, 0, 0.001, 0.001, 

                                     0.001, 0.001, 0, 0.001, 0.002, 0.001, 0.001, 0.002, 0.002, 

                                     0.002, NA, -0.001, 0.066, 0.001, 0.004, 0.003, 0.027, -0.018, 

                                     -0.001, 0.001, -0.006, 0, 0.003, 0, -0.001, 0.006, 0.003, 

                                     -0.003, 0.004, 0, 0.001, 0.003, 0.004, 0, 0.001, NA, -0.002, 

                                     -0.002, -0.002, -0.002, -0.002, -0.001, -0.001, -0.001, -0.001, 

                                     -0.002, 0.014, 0.003, 0.003, 0.003, 0.002, -0.007, 0.002, 

                                     0.002, 0.002, 0.002, 0.002, 0.002, 0.003, 0.003, NA, 0, -0.002, 

                                     0.005, 0.002, -0.002, 0.002, 0, 0.002, 0, 0.001, 0.001, 0.002, 

                                     0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 

                                     0.001, 0.001, 0.002, NA, 0, 0.001, 0.001, 0.001, 0.001, 0.002, 

                                     0.002, 0.006, 0.007, 0.006, 0.008, 0.008, -0.019, -0.015, 

                                     0.005, 0.006, 0.007, 0.008, -0.006, -0.006, -0.005, -0.005, 

                                     -0.003, 0.002, NA, -0.002, -0.002, 0, -0.001, -0.001, -0.004, 

                                     -0.003, -0.005, -0.004, 0.002, 0.004, 0.004, 0.002, 0, 0.001, 

                                     0.002, 0.003, 0.002, -0.003, 0.004, 0.004, 0.001, 0, 0), 

                         sv_emp = c(NA, 0, -0.007, 0, 0.005, 0.008, 0.007, 0.007, 

                                     0.005, 0.005, 0.004, 0.006, 0.007, 0.007, 0.009, 0.01, 0.011, 

                                     0.011, 0.008, 0.007, 0.006, 0.007, 0.008, 0.008, 0.005, NA, 

                                     0, 0.002, 0.002, 0.002, -0.001, -0.001, 0, 0, -0.001, -0.001, 

                                     -0.001, -0.003, -0.001, -0.001, -0.003, -0.003, -0.003, -0.003, 

                                     -0.003, -0.005, -0.001, 0, 0, 0.005, NA, 0.001, 0.001, 0.005, 

                                     0.004, 0.004, 0.004, 0.004, 0.005, 0.005, 0.005, 0.004, 0.006, 

                                     0.004, 0.004, 0.018, 0.083, 0.036, 0.016, 0.013, 0.01, 0.009, 

                                     0.009, 0.009, 0.007, NA, -0.001, -0.001, -0.001, -0.001, 

                                     -0.002, -0.001, 0, 0, 0, 0.001, 0.001, 0, 0.001, 0, 0.001, 

                                     0.001, 0.001, 0.001, 0.001, 0, 0, 0.001, 0.001, 0, NA, -0.004, 

                                     0, 0, 0.005, -0.001, -0.001, 0.003, 0.002, 0, 0.001, 0.001, 

                                     -0.002, 0.001, 0.001, 0.002, 0.003, 0.003, 0.002, 0.003, 

                                     0.003, 0.004, -0.014, -0.005, 0.004, NA, 0.002, -0.005, 0.001, 

                                     0, -0.001, 0, 0.001, -0.001, -0.002, 0.001, 0.001, 0.003, 

                                     0.007, 0.008, 0, 0, 0, 0.001, 0.003, 0.001, 0.002, 0.002, 

                                     0.002, 0.002, NA, -0.006, -0.006, -0.003, 0.001, -0.001, 

                                     -0.005, 0.003, 0, -0.005, 0, 0.003, 0.004, 0.003, 0.005, 

                                     0.004, 0.004, 0.004, 0.004, 0.005, 0.005, 0.005, 0.008, 0.005, 

                                     0.003, NA, 0.002, -0.002, 0, -0.004, 0.002, 0.007, -0.006, 

                                    0, 0.001, 0.007, 0.002, 0.005, 0.012, 0.006, -0.001, 0.007, 

                                     0.005, -0.001, 0.002, 0.004, 0.003, 0.002, -0.004, -0.016, 

                                     NA, -0.002, 0.002, 0.006, -0.001, 0.009, 0.005, 0.003, 0.003, 

                                     0.001, 0.009, 0.001, 0.003, 0.004, 0.003, 0.001, 0.001, -0.002, 

                                     0, 0.002, 0.003, 0.004, 0.003, 0.001, 0.002, NA, 0.025, -0.016, 

                                     -0.005, -0.006, -0.003, -0.001, 0.001, -0.005, 0, -0.002, 

                                     0.004, 0.001, 0.002, -0.003, -0.005, -0.007, -0.009, -0.006, 

                                     -0.005, -0.013, -0.002, 0.003, -0.007, -0.007, NA, 0.003, 

                                     0.01, 0.009, 0.012, 0.01, 0.01, 0.013, 0.012, 0.013, 0.011, 

                                     0.01, 0.016, 0.013, 0.011, 0.013, 0.013, 0.013, 0.013, 0.013, 

                                     0.008, 0.015, 0.011, 0.009, 0.005, NA, 0.001, 0.001, 0.002, 

                                     0.003, 0.002, 0.002, 0.002, 0.003, 0.003, 0.002, 0.002, 0.003, 

                                     0.003, 0.003, 0.003, 0.003, 0.002, 0.003, 0.002, -0.002, 

                                    0.001, 0.02, 0.001, 0.002, NA, 0.005, 0.004, 0.004, 0.006, 

                                     0.009, 0.007, -0.007, -0.002, 0.011, 0.006, 0.006, 0.005, 

                                     0.007, 0.008, 0.007, 0.008, 0.008, 0.008, 0.009, 0.009, 0.007, 

                                     0.005, 0.006, 0.006, NA, 0.003, 0.008, 0.004, -0.02, 0.031, 

                                     -0.033, 0.023, 0.021, 0.007, -0.033, 0.035, 0.011, -0.02, 

                                     -0.013, 0.044, 0.001, 0.003, 0.007, 0.002, 0.011, 0.004, 

                                     0.009, -0.003, 0, NA, 0.048, -0.043, -0.035, -0.025, -0.014, 

                                     0.044, 0.015, 0.007, 0.019, 0.002, 0.003, -0.011, -0.005, 

                                     0, 0.007, -0.001, 0.008, 0.006, 0.008, 0.005, 0.006, 0.007, 

                                     0.004, 0.004, NA, -0.002, 0.001, -0.003, 0.003, 0, 0, -0.001, 

                                     -0.002, -0.001, -0.004, -0.002, -0.002, -0.001, -0.001, 0.004, 

                                     0.005, 0.005, 0.005, 0.005, 0.004, 0.004, 0.006, 0.003, 0.003, 

                                     NA, 0, 0.002, 0, 0.116, 0.004, 0.002, 0.003, 0.003, 0.003, 

                                     -0.001, 0.002, 0.004, 0.002, 0.004, 0.001, 0.001, 0.007, 

                                     0.004, 0.003, 0.002, 0.001, 0.001, 0.003, 0.003, NA, 0.004, 

                                     -0.002, 0.004, 0.006, 0.002, 0, 0.004, 0.012, 0.003, 0, 0.002, 

                                     0.018, 0.002, 0.015, 0.016, 0.012, 0.02, 0.021, 0.024, 0.005, 

                                     0.003, 0.002, 0.002, 0.004, NA, 0.007, 0.006, 0.006, 0.005, 

                                     0.008, 0.007, 0.005, 0.008, 0.009, 0.007, 0.005, 0.005, 0.007, 

                                     0.012, 0.011, 0.013, 0.007, 0.005, 0.008, 0.006, 0.007, 0.007, 

                                     0.006, 0.005, NA, 0.001, 0.004, 0.004, 0.003, 0.002, 0.004, 

                                     0.005, 0.004, 0.002, 0.003, 0.003, 0.002, 0.002, 0.002, 0, 

                                     0.001, 0, 0, 0, -0.001, -0.001, 0.003, 0.004, 0.003, NA, 

                                     -0.006, 0.01, 0.006, -0.001, 0.01, 0.005, 0.003, 0.007, 0, 

                                     0.004, 0.002, 0, 0, -0.001, 0.002, 0.002, 0.001, 0, 0.001, 

                                     0.001, 0.002, 0.003, 0.001, 0.002, NA, 0.001, 0.004, 0.004, 

                                     0.003, 0.002, 0.001, -0.001, 0.002, 0.002, 0.003, 0.013, 

                                     0.021, 0.022, 0.029, 0.001, 0, 0.004, -0.002, 0, -0.001, 

                                    -0.001, 0.001, 0.002, 0.006, NA, 0.013, 0.004, 0.004, 0.004, 

                                     -0.001, 0.004, 0.009, 0.004, -0.003, 0.007, 0.019, -0.008, 

                                     0.001, 0.002, -0.007, -0.02, -0.029, -0.03, -0.025, -0.031, 

                                     -0.021, -0.008, -0.004, 0.003, NA, -0.007, -0.002, 0.001, 

                                     -0.002, 0.002, 0, -0.002, 0.001, -0.005, -0.005, 0.012, 0.007, 

                                     0.01, 0.003, 0.003, 0.004, 0.005, 0.004, 0.005, 0.005, 0.008, 

                                     0.012, 0.009, -0.005, NA, -0.001, 0.001, 0, 0, 0.001, 0.001, 

                                     0, 0, 0.001, 0.001, 0.001, 0.001, 0.002, 0.003, 0.003, 0.003, 

                                     0.002, 0.003, 0.004, 0.004, 0.004, 0.006, 0.006, 0.004, NA, 

                                     0.021, 0.073, 0.021, 0.008, -0.001, -0.08, 0.049, -0.002, 

                                     -0.006, 0.017, -0.001, -0.007, 0, 0.005, -0.017, -0.006, 

                                     -0.001, 0.005, 0.003, 0.002, -0.001, -0.009, 0, 0.002, NA, 

                                     0.004, 0.003, 0.003, 0.003, 0.003, 0.004, 0.005, 0.004, 0.005, 

                                     0.002, 0.002, 0.013, 0.013, 0.013, 0.011, 0.067, -0.004, 

                                     -0.004, -0.005, -0.006, -0.006, -0.008, -0.001, 0.005, NA, 

                                     0.002, -0.003, 0.008, 0.008, 0.014, 0.012, 0.005, 0.006, 

                                     0.005, 0.004, 0.004, 0.007, 0.006, 0.005, 0.006, 0.004, 0.004, 

                                     0.004, 0.005, 0.005, 0.005, 0.006, 0.006, 0.005, NA, -0.001, 

                                    -0.001, 0.001, 0.001, 0, 0.003, -0.001, -0.003, 0.005, -0.003, 

                                     -0.001, -0.002, -0.002, -0.003, -0.012, -0.009, -0.008, -0.007, 

                                     0.007, 0.007, 0.007, 0.007, 0.006, 0.004, NA, -0.003, -0.002, 

                                     0.003, 0.002, 0.005, 0.003, -0.002, -0.005, -0.005, -0.006, 

                                     0, 0, -0.007, -0.013, 0.001, 0.002, 0.007, 0, -0.011, 0.01, 

                                     0.01, 0.002, -0.001, 0), emp_pop = c(NA, 0.001, 0.007, 0.007, 

                                                                         0.003, -0.005, -0.004, -0.002, 0, 0.001, -0.003, -0.003, 

                                                                         -0.003, -0.002, -0.004, -0.008, -0.008, -0.006, 0.001, 0.004, 

                                                                         0, 0.002, 0.003, 0.005, 0.003, NA, 0.003, 0.004, 0.004, 0.004, 

                                                                          -0.002, -0.002, -0.001, -0.001, -0.001, 0, 0, 0.005, 0.005, 

                                                                         0.005, 0.001, 0.002, 0.002, 0.003, 0.003, 0.004, 0.004, 0.005, 

                                                                         0.005, 0.006, NA, 0.003, -0.007, 0.008, 0.004, -0.001, 0.002, 

                                                                         0.001, 0.002, 0, 0.004, -0.006, 0.003, 0.002, 0.002, 0.004, 

                                                                          -0.01, 0.001, 0.002, 0.002, 0.001, 0.002, 0.003, 0.006, 0.004, 

                                                                         NA, -0.015, -0.012, -0.01, -0.009, -0.01, -0.008, -0.008, 

                                                                         -0.001, 0, 0.01, 0.01, 0.01, 0.009, 0.008, 0.006, 0.005, 

                                                                         0.005, 0.005, 0.005, -0.001, 0, 0, -0.001, -0.001, NA, 0.002, 

                                                                         0.003, 0.004, 0.001, -0.002, 0.003, -0.001, 0.001, 0.003, 

                                                                         -0.002, 0, 0.001, 0.003, 0.002, 0.002, 0.003, 0.004, 0.004, 

                                                                         0.005, 0.005, 0.005, 0.004, 0.014, 0.006, NA, -0.008, 0.003, 

                                                                         -0.002, -0.003, -0.005, -0.003, -0.002, -0.003, -0.001, -0.002, 

                                                                         -0.003, -0.001, 0.002, -0.003, -0.002, 0, 0.001, 0.003, 0.005, 

                                                                         -0.001, 0.004, 0.003, 0.005, 0.005, NA, 0, 0, 0, 0, -0.003, 

                                                                         0, -0.002, 0, 0.002, -0.002, -0.002, -0.002, 0, -0.001, -0.003, 

                                                                         -0.001, 0, 0, 0.001, -0.001, 0, 0, 0.001, 0.003, NA, -0.007, 

                                                                         -0.019, -0.012, -0.011, -0.001, 0.004, -0.023, 0, 0.004, 

                                                                         -0.002, -0.003, 0.005, 0.013, 0.002, 0.002, 0.007, 0.004, 

                                                                         0.002, 0.005, 0.004, 0.004, 0.001, -0.006, -0.006, NA, -0.012, 

                                                                         -0.012, -0.015, -0.01, 0.005, 0.013, 0.013, 0.012, 0.013, 

                                                                         0.013, 0.022, 0.015, 0.013, 0.014, 0.002, 0.003, 0, 0.003, 

                                                                         -0.001, 0.001, -0.001, -0.001, -0.003, -0.001, NA, 0.023, 

                                                                         -0.015, -0.006, -0.006, -0.007, -0.01, -0.007, -0.015, 0.037, 

                                                                         -0.015, 0.015, 0.012, 0.012, -0.002, -0.009, -0.012, -0.013, 

                                                                         -0.009, -0.009, -0.016, -0.009, 0.007, -0.012, -0.004, NA, 

                                                                         -0.003, 0, -0.004, 0.006, -0.003, -0.002, 0.005, 0.002, 0.002, 

                                                                          -0.002, -0.006, 0.007, 0, -0.005, 0, 0.001, 0.001, 0.001, 

                                                                         0.001, -0.009, 0.006, -0.001, -0.005, 0.003, NA, 0.002, 0.003, 

                                                                          0.005, 0.008, 0.003, 0.004, 0.006, 0.006, 0.009, 0.003, 0.005, 

                                                                         0.008, 0.007, 0.007, 0.006, 0.007, 0.006, 0.009, 0.008, 0.012, 

                                                                         0.003, 0.111, 0.003, 0.003, NA, -0.003, -0.002, -0.001, 0.001, 

                                                                         -0.003, 0.001, 0.007, 0.012, 0.001, 0.003, 0.004, 0.005, 

                                                                         0.005, 0.005, 0.003, 0.004, 0.004, 0.005, 0.005, 0.002, 0.002, 

                                                                         0.004, 0.003, 0.005, NA, -0.002, 0.022, -0.001, -0.112, 0.129, 

                                                                         -0.173, 0.099, 0.095, 0.005, -0.164, 0.151, 0.02, -0.093, 

                                                                         -0.074, 0.16, -0.013, -0.003, 0.014, -0.004, 0.021, 0.001, 

                                                                         0.018, -0.02, -0.007, NA, 0.003, 0.004, 0.003, -0.002, 0.005, 

                                                                         0.005, 0.004, -0.008, 0.01, 0, 0.001, 0.003, 0.004, -0.009, 

                                                                         0.009, -0.014, 0.006, 0.007, 0.013, 0.001, 0.001, 0.001, 

                                                                         0.001, 0.004, NA, -0.008, 0.012, -0.019, 0.02, 0.003, 0, 

                                                                         -0.004, -0.007, 0.003, -0.016, -0.004, -0.006, 0.016, 0.016, 

                                                                         0.001, 0.008, 0.008, 0.013, 0.01, 0.005, 0.006, 0.005, -0.001, 

                                                                         0.002, NA, -0.006, 0.002, -0.005, 0.001, -0.004, -0.004, 

                                                                         -0.004, 0.008, 0.009, 0.007, 0.011, 0.011, 0.002, 0.011, 

                                                                         0.008, -0.004, 0.015, 0, 0.001, 0.001, 0.001, -0.002, 0.002, 

                                                                         0.003, NA, -0.009, -0.005, 0.012, 0.011, 0.004, -0.02, 0, 

                                                                         0.027, -0.01, -0.015, -0.015, 0.048, -0.009, 0.038, 0.032, 

                                                                         0.025, 0.052, 0.05, 0.06, 0.001, -0.001, -0.004, -0.011, 

                                                                         -0.001, NA, 0.009, 0.002, 0.005, 0.002, 0.003, 0.007, 0.005, 

                                                                         0.007, 0.009, 0.008, 0.001, 0.001, 0.001, 0.012, 0.006, 0.01, 

                                                                         0.006, 0.004, 0.009, 0.003, 0.005, 0.003, 0.002, 0.003, NA, 

                                                                         0.006, 0.021, 0.008, 0.007, 0.003, -0.004, 0.009, 0.007, 

                                                                         0.001, 0.007, -0.002, -0.002, -0.005, -0.006, -0.008, -0.01, 

                                                                         -0.011, -0.011, -0.012, -0.015, -0.017, 0.001, 0.005, 0.005, 

                                                                         NA, -0.018, 0.038, 0.015, -0.016, 0.037, 0.007, 0.004, 0.015, 

                                                                         -0.002, 0.009, 0.005, -0.001, -0.002, 0.001, -0.003, 0.002, 

                                                                          -0.002, -0.004, -0.001, -0.004, -0.001, -0.003, -0.004, -0.003, 

                                                                         NA, -0.005, 0.034, 0.034, 0.024, 0.004, -0.013, -0.034, 0.001, 

                                                                          -0.014, -0.011, 0.03, 0.01, -0.009, 0.01, 0.003, 0.001, 0.022, 

                                                                         -0.014, 0.002, -0.005, -0.004, 0.005, 0.013, 0.009, NA, 0.013, 

                                                                         -0.015, -0.015, -0.015, -0.03, -0.013, -0.001, -0.014, -0.032, 

                                                                         -0.009, 0.021, -0.043, -0.021, -0.019, -0.037, 0.034, 0.014, 

                                                                         0.013, 0.029, 0.008, 0.002, 0.001, 0.009, 0.008, NA, -0.001, 

                                                                         -0.001, -0.001, 0.001, -0.003, -0.001, 0.001, 0, 0.002, 0, 

                                                                         -0.004, -0.002, 0.024, 0.004, 0.001, 0.003, 0.003, 0.004, 

                                                                         0.005, 0.003, 0.005, 0.006, 0.004, 0.006, NA, -0.008, -0.004, 

                                                                         -0.005, -0.005, -0.009, -0.009, -0.01, -0.007, -0.005, -0.008, 

                                                                         -0.005, -0.002, -0.002, -0.001, -0.002, -0.002, -0.002, 0.001, 

                                                                         0.003, 0.001, 0.004, 0.007, 0.007, 0.004, NA, 0.001, -0.001, 

                                                                         0.028, 0.02, 0.009, -0.009, -0.003, -0.006, -0.006, -0.005, 

                                                                         -0.005, -0.005, -0.005, -0.004, -0.007, -0.006, -0.016, 0.015, 

                                                                         0.001, -0.001, 0.001, 0.003, -0.002, 0.001, NA, 0.003, -0.001, 

                                                                         0.001, -0.004, -0.006, 0, 0.008, 0.005, 0.005, -0.012, 0.019, 

                                                                         0.007, 0.001, -0.001, -0.016, 0.016, -0.017, -0.015, -0.021, 

                                                                         -0.024, -0.021, -0.031, -0.004, 0, NA, 0.005, 0.004, 0.014, 

                                                                         0.009, 0.004, 0.011, 0.008, 0.011, 0.009, 0.008, 0.008, 0.009, 

                                                                         0.007, 0.007, 0.005, 0.002, 0.003, 0.003, 0.003, 0.002, 0.003, 

                                                                         0.003, 0.003, 0.004, NA, -0.006, -0.006, 0.004, 0.001, -0.003, 

                                                                         0.005, -0.011, -0.014, 0.021, -0.014, -0.004, -0.007, -0.006, 

                                                                         -0.01, -0.004, 0.006, 0.013, 0.015, 0.012, 0.011, 0.011, 

                                                                         0.011, 0.008, 0.007, NA, -0.005, -0.004, 0.017, 0.015, 0.029, 

                                                                         0.021, 0.022, -0.003, -0.001, -0.011, 0.016, 0.021, -0.016, 

                                                                          -0.044, 0, 0.005, 0.026, -0.006, -0.057, 0.038, 0.039, 0.004, 

                                                                         -0.016, -0.008), prd = c(NA, -0.095, -0.276, -0.032, 0.06, 

                                                                                                   0.083, 0.053, 0.028, -0.006, -0.003, -0.046, 0.099, -0.031, 

                                                                                                  0.105, 0.143, 0.123, 0.127, 0.048, 0.075, 0.114, 0.101, 0.164, 

                                                                                                  0.081, 0.012, -0.033, NA, -0.017, -0.019, -0.019, 0.033, 

                                                                                                  0.007, 0.023, -0.005, -0.006, 0.039, 0.029, -0.011, -0.01, 

                                                                                                  0.008, -0.016, 0.008, 0.009, 0.008, -0.002, -0.018, -0.004, 

                                                                                                  -0.013, 0.038, 0.031, 0.01, NA, -0.023, 0.023, -0.059, 0.024, 

                                                                                                  0.066, 0.032, 0.051, 0.042, 0.018, 0.031, 0.023, 0.097, 0.007, 

                                                                                                  0.033, 0.089, -0.002, 0.038, -0.039, 0.051, 0.021, 0.031, 

                                                                                                   0.036, 0.023, 0.018, NA, 0.025, -0.074, -0.098, -0.088, -0.041, 

                                                                                                  0.014, 0.027, -0.013, -0.044, -0.018, 0, -0.037, -0.023, 

                                                                                                  -0.01, -0.003, -0.013, 0.005, -0.009, 0.004, 0.006, 0.011, 

                                                                                                  0.007, 0.015, -0.07, NA, -0.05, -0.037, 0.015, 0.013, -0.091, 

                                                                                                  0.007, 0.008, 0.076, 0.005, -0.018, -0.03, -0.097, -0.003, 

                                                                                                  0.005, 0.02, 0.016, 0.001, -0.006, -0.002, 0.008, 0.017, 

                                                                                                  -0.36, -0.012, 0.007, NA, 0.007, -0.088, 0.051, -0.024, -0.011, 

                                                                                                  0.029, 0.038, -0.043, -0.04, 0.08, 0.042, 0.191, 0.264, 0.112, 

                                                                                                  -0.046, 0.133, -0.018, 0.058, 0.076, -0.069, 0.071, 0.038, 

                                                                                                  0.194, 0.026, NA, -0.132, -0.182, -0.075, -0.026, -0.017, 

                                                                                                  -0.1, -0.02, -0.05, -0.101, -0.062, 0.001, 0.024, 0.033, 

                                                                                                   0.029, 0.019, 0.041, 0.032, -0.003, 0.037, 0.036, 0.036, 

                                                                                                  0.049, 0.062, 0.034, NA, 0.149, 0.064, -0.018, 0.062, 0.307, 

                                                                                                  0.605, 0.18, 0.187, 0.119, 0.575, 0.171, 0.093, 0.165, 0.061, 

                                                                                                  0.006, 0.111, 0.15, -0.014, -0.12, 0.043, 0.051, -0.073, 

                                                                                                  -0.031, -0.093, NA, 0.137, 0.11, 0.19, 0.213, 0.009, 0.053, 

                                                                                                   0.063, -0.017, -0.028, -0.175, -0.004, 0.01, -0.071, -0.015, 

                                                                                                  -0.029, 0.003, -0.108, 0.022, -0.006, 0.067, 0.05, 0.008, 

                                                                                                  0.031, 0.025, NA, -0.12, 0.091, -0.009, 0.032, 0.087, 0.008, 

                                                                                                   -0.062, 0.033, -0.012, 0.056, -0.03, -0.06, 0.067, 0.085, 

                                                                                                  0.084, 0.083, 0.081, 0.065, 0.071, 0.104, 0.061, 0.058, 0.074, 

                                                                                                  0.071, NA, 0.002, 0.029, -0.025, -0.004, 0.016, -0.02, 0, 

                                                                                                  0.037, 0.021, 0.026, -0.018, -0.015, -0.037, -0.032, -0.018, 

                                                                                                  -0.001, 0.023, 0.038, 0.019, -0.059, 0.017, 0.019, -0.002, 

                                                                                                   0.011, NA, -0.029, -0.014, -0.018, -0.01, 0.011, 0.014, 0.025, 

                                                                                                  0.021, -0.002, 0.016, 0.014, -0.016, -0.006, -0.007, -0.015, 

                                                                                                  0.008, 0.001, -0.039, 0.014, 0.019, 0.009, -0.1, -0.023, 

                                                                                                   0.002, NA, 0.003, -0.004, 0.01, 0.007, 0.022, 0.034, -0.189, 

                                                                                                  0.089, -0.026, -0.005, -0.048, -0.008, -0.01, 0.021, 0.005, 

                                                                                                  0.004, 0.011, 0.008, 0.018, 0.062, -0.039, 0.001, -0.026, 

                                                                                                  -0.017, NA, 0.058, -0.003, 0.034, 0.128, -0.075, 0.245, -0.073, 

                                                                                                  -0.066, 0.041, 0.249, -0.12, 0.022, 0.117, 0.089, -0.103, 

                                                                                                   0.051, 0.047, 0.009, 0.072, 0.002, 0.034, 0.011, 0.029, 0.033, 

                                                                                                  NA, -0.339, -0.325, -0.224, -0.073, 0.047, 0.903, 0.19, 0.155, 

                                                                                                  0.176, 0.239, 0.287, -0.338, -0.083, 0.063, 0.041, 0.074, 

                                                                                                   0.122, 0.046, 0.062, 0.022, 0.061, 0.051, -0.011, -0.049, 

                                                                                                  NA, -0.013, -0.017, -0.007, -0.032, -0.014, 0.005, 0.013, 

                                                                                                  0.023, 0.008, 0.043, -0.145, 0.057, 0.005, 0, 0.021, 0.027, 

                                                                                                  0.022, -0.154, 0.055, -0.027, 0.001, -0.005, 0.009, 0.001, 

                                                                                                  NA, -0.092, 0.122, -0.134, 0.095, 0.088, 0.039, 0.015, -0.017, 

                                                                                                  -0.023, -0.077, 0.001, 0.017, 0.057, -0.03, -0.026, 0.074, 

                                                                                                   0.029, 0.05, 0.046, 0.011, -0.013, 0.023, 0.026, -0.01, NA, 

                                                                                                  0.063, 0.01, 0, -0.028, 0.019, 0.022, 0.044, -0.003, 0.027, 

                                                                                                  0.134, 0.071, 0.036, -0.098, 0.03, 0.066, 0.025, 0.029, -0.005, 

                                                                                                  0.038, 0.033, 0.109, 0.035, 0.066, 0.041, NA, -0.028, 0.092, 

                                                                                                  -0.005, 0.029, -0.028, -0.098, -0.012, 0.054, -0.049, -0.013, 

                                                                                                  -0.031, 0.022, 0.014, 0.054, 0.173, -0.024, -0.032, 0.023, 

                                                                                                  -0.04, 0.006, 0.016, 0.04, 0.034, -0.016, NA, -0.073, 0.029, 

                                                                                                  0.024, -0.03, 0.056, 0.09, 0.055, 0.047, -0.018, 0.097, 0.049, 

                                                                                                   0.038, 0.066, 0.056, 0.071, 0.058, 0.061, 0.048, 0.061, 0.06, 

                                                                                                  0.064, 0.035, 0.039, 0.042, NA, -0.006, -0.057, -0.026, 0.006, 

                                                                                                  -0.03, -0.034, 0.066, -0.038, -0.067, 0.024, 0.002, 0.001, 

                                                                                                  -0.053, 0.036, 0.026, -0.006, 0.059, -0.048, 0.049, -0.021, 

                                                                                                  0.102, 0.003, 0.033, -0.017, NA, 0.119, -0.115, -0.469, 0.33, 

                                                                                                  0.067, 0.096, 0.061, 0.005, 0.048, 0.062, 0.066, -0.007, 

                                                                                                  0.061, 0.069, 0.051, 0.055, 0.053, 0.039, 0.034, 0.051, 0.073, 

                                                                                                  0.022, 0.035, 0.032, NA, -0.02, -0.042, 0.011, 0.047, 0.053, 

                                                                                                   0.021, 0.03, 0.055, 0.044, 0.014, -0.047, 0.091, 0.055, 0.049, 

                                                                                                  0.032, -0.014, 0.002, -0.007, -0.015, -0.027, 0.016, 0.007, 

                                                                                                  0.001, 0.025, NA, -0.092, 0, 0.061, -0.113, -0.227, -0.154, 

                                                                                                   -0.039, -0.091, -0.012, 0.11, 0.213, 0.044, -0.001, -0.002, 

                                                                                                  0.006, 0.047, 0.024, 0.005, 0.025, 0.036, 0.135, 0.194, 0.023, 

                                                                                                  -0.206, NA, -0.099, 0.007, -0.186, -0.005, 0.026, -0.047, 

                                                                                                  -0.006, 0.006, -0.004, 0.017, 0.008, 0.003, 0.005, 0.004, 

                                                                                                  0.007, -0.001, 0.004, 0.002, -0.002, 0.002, -0.026, -0.004, 

                                                                                                   0.014, -0.008, NA, 0.005, -0.019, -0.002, 0.007, 0.069, 0.059, 

                                                                                                  0.067, 0.037, 0.068, 0.065, 0.034, 0.043, 0.026, 0.045, 0.056, 

                                                                                                  0.07, -0.179, -0.009, 0.033, -0.006, -0.061, 0.024, -0.004, 

                                                                                                  0.019, NA, 0.018, 0.008, -0.017, -0.008, 0.011, 0.012, 0.02, 

                                                                                                  0.018, 0.018, 0.046, 0.025, 0.033, 0.049, 0.045, 0.038, 0.023, 

                                                                                                  0.042, 0.031, 0.055, 0.073, 0.042, 0.068, 0.04, 0.038, NA, 

                                                                                                  -0.065, -0.163, 0.098, 0.04, 0.061, 0.101, -0.052, -0.008, 

                                                                                                  -0.05, -0.061, -0.065, -0.006, -0.005, -0.026, 0.04, -0.02, 

                                                                                                  -0.011, 0.012, 0.001, 0.052, -0.033, 0.028, 0.024, 0.02, 

                                                                                                  NA, 0.023, 0.035, 0.061, 0.051, 0.033, 0.023, 0.069, 0.055, 

                                                                                                  0.002, 0.076, 0.035, 0.024, 0.02, 0.05, 0.026, 0.018, 0.035, 

                                                                                                  0.019, 0.042, 0.011, -0.01, 0.006, 0.004, 0.014, NA, -0.082, 

                                                                                                  0.087, -0.157, 0, 0.004, -0.017, -0.044, 0.025, 0.011, 0.034, 

                                                                                                  0.006, 0.021, 0.059, 0.09, 0.055, 0.05, 0.024, 0.067, 0.113, 

                                                                                                  -0.006, 0.009, 0.012, 0.034, 0.003), gnipc = structure(c(15L, 

                                                                                                                                                           487L, 397L, 323L, 233L, 315L, 370L, 309L, 268L, 391L, 381L, 

                                                                                                                                                           456L, 488L, 14L, 46L, 122L, 124L, 197L, 125L, 196L, 272L, 

                                                                                                                                                           273L, 274L, 335L, 199L, 264L, 286L, 285L, 183L, 265L, 284L, 

                                                                                                                                                           263L, 282L, 277L, 254L, 257L, 288L, 343L, 379L, 386L, 402L, 

                                                                                                                                                           441L, 472L, 461L, 453L, 473L, 474L, 496L, 502L, 465L, 240L, 

                                                                                                                                                           250L, 230L, 116L, 151L, 164L, 146L, 167L, 172L, 143L, 149L, 

                                                                                                                                                            168L, 224L, 252L, 279L, 293L, 321L, 372L, 360L, 367L, 411L, 

                                                                                                                                                           418L, 429L, 425L, 368L, 132L, 112L, 96L, 103L, 95L, 80L, 

                                                                                                                                                           90L, 81L, 68L, 62L, 56L, 500L, 478L, 500L, 83L, 94L, 97L, 

                                                                                                                                                           118L, 130L, 145L, 157L, 161L, 165L, 179L, 180L, 318L, 318L, 

                                                                                                                                                           287L, 173L, 233L, 200L, 179L, 181L, 184L, 162L, 163L, 171L, 

                                                                                                                                                           195L, 220L, 232L, 248L, 281L, 316L, 314L, 314L, 342L, 339L, 

                                                                                                                                                            239L, 266L, 246L, 194L, 195L, 157L, 119L, 148L, 163L, 146L, 

                                                                                                                                                           167L, 137L, 109L, 142L, 156L, 181L, 302L, 373L, 450L, 457L, 

                                                                                                                                                           497L, 467L, 486L, 499L, 9L, 1L, 4L, 470L, 247L, 216L, 284L, 

                                                                                                                                                           127L, 108L, 107L, 129L, 134L, 105L, 99L, 95L, 97L, 97L, 111L, 

                                                                                                                                                            138L, 160L, 180L, 211L, 187L, 216L, 253L, 283L, 291L, 323L, 

                                                                                                                                                           327L, 295L, 296L, 292L, 210L, 270L, 374L, 3L, 484L, 42L, 

                                                                                                                                                           47L, 51L, 121L, 123L, 198L, 337L, 336L, 385L, 55L, 60L, 54L, 

                                                                                                                                                           71L, 78L, 70L, 64L, 436L, 67L, 79L, 93L, 129L, 133L, 152L, 

                                                                                                                                                           158L, 163L, 154L, 131L, 136L, 126L, 145L, 185L, 179L, 194L, 

                                                                                                                                                           214L, 219L, 296L, 322L, 378L, 422L, 452L, 480L, 508L, 166L, 

                                                                                                                                                            119L, 76L, 68L, 72L, 77L, 79L, 67L, 62L, 65L, 63L, 59L, 63L, 

                                                                                                                                                           74L, 92L, 112L, 149L, 206L, 225L, 195L, 227L, 308L, 329L, 

                                                                                                                                                           363L, 405L, 444L, 446L, 448L, 440L, 447L, 455L, 432L, 439L, 

                                                                                                                                                           417L, 393L, 344L, 289L, 234L, 267L, 283L, 287L, 330L, 383L, 

                                                                                                                                                           358L, 365L, 340L, 333L, 320L, 297L, 313L, 394L, 406L, 388L, 

                                                                                                                                                           387L, 416L, 418L, 403L, 365L, 356L, 319L, 304L, 306L, 346L, 

                                                                                                                                                           354L, 294L, 295L, 400L, 419L, 401L, 404L, 398L, 410L, 425L, 

                                                                                                                                                            437L, 424L, 382L, 391L, 397L, 407L, 415L, 298L, 225L, 191L, 

                                                                                                                                                           209L, 184L, 188L, 207L, 241L, 264L, 290L, 288L, 323L, 377L, 

                                                                                                                                                           357L, 359L, 430L, 389L, 401L, 384L, 373L, 459L, 491L, 482L, 

                                                                                                                                                           477L, 494L, 479L, 489L, 507L, 498L, 471L, 438L, 413L, 506L, 

                                                                                                                                                           16L, 18L, 17L, 26L, 25L, 21L, 39L, 45L, 38L, 33L, 30L, 22L, 

                                                                                                                                                           146L, 86L, 61L, 495L, 493L, 56L, 91L, 102L, 98L, 104L, 84L, 

                                                                                                                                                            90L, 58L, 73L, 88L, 104L, 136L, 156L, 172L, 184L, 237L, 241L, 

                                                                                                                                                           261L, 266L, 341L, 161L, 182L, 201L, 165L, 170L, 221L, 186L, 

                                                                                                                                                           191L, 186L, 186L, 220L, 203L, 251L, 186L, 217L, 231L, 306L, 

                                                                                                                                                           367L, 320L, 326L, 367L, 350L, 361L, 329L, 311L, 271L, 230L, 

                                                                                                                                                           251L, 144L, 148L, 128L, 195L, 193L, 187L, 179L, 169L, 91L, 

                                                                                                                                                           79L, 82L, 89L, 191L, 213L, 247L, 285L, 310L, 331L, 230L, 

                                                                                                                                                           200L, 232L, 245L, 234L, 236L, 229L, 150L, 189L, 212L, 183L, 

                                                                                                                                                            208L, 216L, 174L, 191L, 212L, 258L, 295L, 318L, 338L, 379L, 

                                                                                                                                                           424L, 428L, 428L, 469L, 452L, 460L, 475L, 447L, 470L, 468L, 

                                                                                                                                                           396L, 423L, 431L, 427L, 424L, 375L, 358L, 324L, 309L, 341L, 

                                                                                                                                                            362L, 421L, 445L, 501L, 512L, 19L, 6L, 20L, 32L, 31L, 36L, 

                                                                                                                                                           27L, 12L, 146L, 89L, 91L, 89L, 89L, 112L, 141L, 144L, 160L, 

                                                                                                                                                           141L, 129L, 127L, 155L, 186L, 215L, 219L, 246L, 300L, 293L, 

                                                                                                                                                           280L, 351L, 384L, 390L, 397L, 347L, 200L, 195L, 175L, 91L, 

                                                                                                                                                           106L, 114L, 97L, 110L, 102L, 85L, 91L, 100L, 130L, 140L, 

                                                                                                                                                           159L, 167L, 191L, 243L, 231L, 236L, 255L, 262L, 281L, 294L, 

                                                                                                                                                            244L, 166L, 186L, 191L, 111L, 131L, 137L, 178L, 176L, 152L, 

                                                                                                                                                           136L, 120L, 116L, 132L, 147L, 186L, 231L, 278L, 334L, 355L, 

                                                                                                                                                           366L, 394L, 420L, 426L, 432L, 434L, 451L, 464L, 435L, 306L, 

                                                                                                                                                           384L, 392L, 352L, 374L, 364L, 317L, 329L, 349L, 409L, 449L, 

                                                                                                                                                           458L, 462L, 503L, 10L, 2L, 511L, 7L, 513L, 5L, 8L, 492L, 

                                                                                                                                                           151L, 126L, 153L, 174L, 179L, 203L, 182L, 132L, 131L, 115L, 

                                                                                                                                                            149L, 169L, 177L, 171L, 193L, 223L, 243L, 284L, 271L, 282L, 

                                                                                                                                                            303L, 380L, 442L, 433L, 379L, 463L, 454L, 69L, 80L, 77L, 

                                                                                                                                                           87L, 101L, 139L, 132L, 138L, 75L, 66L, 83L, 110L, 135L, 136L, 

                                                                                                                                                           137L, 139L, 94L, 481L, 476L, 509L, 57L, 509L, 500L, 249L, 

                                                                                                                                                           307L, 279L, 262L, 281L, 181L, 223L, 232L, 218L, 252L, 301L, 

                                                                                                                                                           328L, 363L, 422L, 485L, 11L, 37L, 24L, 23L, 35L, 50L, 40L, 

                                                                                                                                                           41L, 44L, 53L, 190L, 158L, 141L, 142L, 164L, 205L, 240L, 

                                                                                                                                                           256L, 257L, 263L, 262L, 265L, 282L, 299L, 314L, 312L, 348L, 

                                                                                                                                                           412L, 414L, 428L, 443L, 466L, 490L, 504L, 483L, 344L, 353L, 

                                                                                                                                                           277L, 189L, 260L, 281L, 276L, 252L, 244L, 192L, 185L, 217L, 

                                                                                                                                                           264L, 275L, 267L, 269L, 305L, 355L, 352L, 349L, 332L, 323L, 

                                                                                                                                                           345L, 371L, 342L, 113L, 117L, 120L, 202L, 235L, 231L, 245L, 

                                                                                                                                                           227L, 204L, 182L, 180L, 184L, 188L, 226L, 259L, 279L, 325L, 

                                                                                                                                                            369L, 375L, 376L, 395L, 418L, 423L, 441L, 399L, 248L, 242L, 

                                                                                                                                                            238L, 262L, 266L, 246L, 292L, 228L, 214L, 222L, 248L, 249L, 

                                                                                                                                                           290L, 333L, 408L, 505L, 510L, 28L, 13L, 34L, 43L, 49L, 52L, 

                                                                                                                                                           48L, 29L), .Label = c("1,003", "1,005", "1,011", "1,035", 

                                                                                                                                                                                  "1,051", "1,059", "1,063", "1,068", "1,076", "1,088", "1,091", 

                                                                                                                                                                                 "1,106", "1,108", "1,117", "1,128", "1,149", "1,170", "1,175", 

                                                                                                                                                                                 "1,176", "1,183", "1,197", "1,202", "1,245", "1,246", "1,247", 

                                                                                                                                                                                 "1,253", "1,258", "1,262", "1,298", "1,305", "1,316", "1,347", 

                                                                                                                                                                                 "1,362", "1,365", "1,377", "1,378", "1,390", "1,480", "1,486", 

                                                                                                                                                                                 "1,494", "1,508", "1,512", "1,564", "1,597", "1,599", "1,684", 

                                                                                                                                                                                 "1,686", "1,705", "1,712", "1,718", "1,726", "1,775", "1,789", 

                                                                                                                                                                                 "10,061", "10,693", "100", "102", "107", "109", "11,437", 

                                                                                                                                                                                 "110", "113", "116", "12,711", "120", "122", "123", "127", 

                                                                                                                                                                                 "128", "13,546", "13,880", "131", "132", "133", "135", "136", 

                                                                                                                                                                                 "139", "14,293", "140", "142", "143", "146", "148", "149", 

                                                                                                                                                                                 "151", "152", "153", "155", "156", "157", "158", "159", "163", 

                                                                                                                                                                                 "165", "166", "167", "170", "171", "172", "174", "175", "179", 

                                                                                                                                                                                 "180", "181", "183", "184", "185", "186", "187", "188", "189",

                                                                                                                                                                                 "190", "191", "192", "193", "194", "195", "196", "197", "198", 

                                                                                                                                                                                  "2,205", "2,280", "2,510", "2,692", "2,761", "200", "201", 

                                                                                                                                                                                 "204", "205", "207", "208", "209", "210", "211", "213", "214", 

                                                                                                                                                                                  "216", "218", "219", "220", "221", "222", "225", "228", "230", 

                                                                                                                                                                                 "232", "233", "234", "235", "236", "237", "238", "241", "242", 

                                                                                                                                                                                 "243", "244", "245", "246", "247", "248", "249", "251", "252", 

                                                                                                                                                                                 "253", "255", "256", "258", "259", "260", "262", "263", "265", 

                                                                                                                                                                                 "266", "267", "268", "270", "271", "272", "274", "275", "276", 

                                                                                                                                                                                 "277", "278", "282", "283", "284", "286", "288", "290", "291", 

                                                                                                                                                                                 "292", "293", "294", "296", "299", "3,143", "3,400", "3,420", 

                                                                                                                                                                                 "3,974", "300", "301", "302", "304", "305", "307", "308", 

                                                                                                                                                                                 "309", "310", "311", "312", "313", "314", "315", "316", "317", 

                                                                                                                                                                                 "318", "319", "321", "323", "324", "325", "327", "328", "329", 

                                                                                                                                                                                 "330", "331", "332", "333", "336", "338", "339", "340", "341", 

                                                                                                                                                                                 "343", "344", "345", "347", "348", "349", "351", "352", "353", 

                                                                                                                                                                                  "354", "355", "356", "361", "362", "363", "364", "365", "368", 

                                                                                                                                                                                 "369", "371", "372", "373", "376", "377", "378", "379", "380", 

                                                                                                                                                                                  "382", "384", "385", "386", "389", "390", "394", "395", "397", 

                                                                                                                                                                                 "398", "399", "4,191", "4,660", "4,847", "400", "401", "402", 

                                                                                                                                                                                 "403", "404", "405", "406", "408", "410", "411", "412", "413", 

                                                                                                                                                                                 "414", "415", "416", "417", "418", "419", "420", "422", "425", 

                                                                                                                                                                                 "427", "428", "430", "431", "433", "434", "436", "439", "440", 

                                                                                                                                                                                 "441", "442", "443", "449", "451", "452", "453", "458", "460", 

                                                                                                                                                                                 "462", "464", "465", "469", "472", "473", "474", "475", "478", 

                                                                                                                                                                                 "479", "482", "483", "486", "487", "488", "489", "490", "491", 

                                                                                                                                                                                 "493", "496", "497", "5,036", "5,551", "5,713", "502", "504", 

                                                                                                                                                                                 "509", "511", "512", "514", "516", "517", "518", "520", "521", 

                                                                                                                                                                                 "523", "526", "527", "528", "533", "534", "535", "537", "538", 

                                                                                                                                                                                 "544", "545", "548", "550", "553", "555", "556", "558", "559", 

                                                                                                                                                                                 "560", "562", "564", "566", "569", "570", "571", "572", "573", 

                                                                                                                                                                                 "574", "575", "578", "579", "580", "581", "585", "586", "593", 

                                                                                                                                                                                 "6,671", "600", "601", "602", "603", "604", "606", "608", 

                                                                                                                                                                                  "611", "612", "613", "615", "616", "617", "618", "619", "621", 

                                                                                                                                                                                  "622", "626", "627", "629", "630", "637", "639", "640", "641", 

                                                                                                                                                                                  "642", "644", "649", "652", "653", "654", "657", "661", "668", 

                                                                                                                                                                                  "669", "670", "672", "673", "674", "676", "677", "680", "681", 

                                                                                                                                                                                 "685", "688", "690", "691", "692", "693", "694", "7,183", 

                                                                                                                                                                                 "700", "701", "702", "703", "704", "707", "712", "716", "718", 

                                                                                                                                                                                 "719", "723", "730", "732", "735", "737", "746", "749", "75", 

                                                                                                                                                                                 "759", "764", "765", "769", "775", "777", "785", "786", "79", 

                                                                                                                                                                                 "790", "797", "800", "801", "802", "805", "809", "813", "815", 

                                                                                                                                                                                 "820", "824", "825", "83", "831", "84", "840", "846", "85", 

                                                                                                                                                                                 "852", "853", "863", "867", "879", "882", "883", "885", "886", 

                                                                                                                                                                                 "887", "888", "89", "891", "90", "904", "910", "914", "918", 

                                                                                                                                                                                  "92", "921", "925", "933", "935", "936", "939", "941", "978", 

                                                                                                                                                                                  "98", "983", "991", "995", "997"), class = "factor"), agemp_share = c(0.616, 

                                                                                                                                                                                                                                                        0.617, 0.632, 0.629, 0.621, 0.611, 0.601, 0.593, 0.587, 0.581, 

                                                                                                                                                                                                                                                       0.575, 0.564, 0.555, 0.545, 0.531, 0.514, 0.496, 0.481, 0.474, 

                                                                                                                                                                                                                                                       0.468, 0.461, 0.453, 0.445, 0.438, 0.433, 0.44, 0.441, 0.441, 

                                                                                                                                                                                                                                                       0.44, 0.44, 0.44, 0.439, 0.438, 0.438, 0.438, 0.438, 0.439, 

                                                                                                                                                                                                                                                       0.443, 0.446, 0.448, 0.45, 0.452, 0.454, 0.457, 0.459, 0.464, 

                                                                                                                                                                                                                                                        0.465, 0.467, 0.468, 0.464, 0.899, 0.897, 0.896, 0.891, 0.887, 

                                                                                                                                                                                                                                                       0.883, 0.879, 0.875, 0.87, 0.866, 0.861, 0.856, 0.85, 0.849, 

                                                                                                                                                                                                                                                       0.847, 0.806, 0.675, 0.619, 0.594, 0.575, 0.558, 0.544, 0.53, 

                                                                                                                                                                                                                                                       0.518, 0.509, 0.914, 0.914, 0.915, 0.916, 0.917, 0.918, 0.918, 

                                                                                                                                                                                                                                                        0.917, 0.917, 0.917, 0.917, 0.916, 0.917, 0.916, 0.916, 0.915, 

                                                                                                                                                                                                                                                       0.915, 0.914, 0.914, 0.913, 0.913, 0.912, 0.911, 0.911, 0.911, 

                                                                                                                                                                                                                                                       0.628, 0.633, 0.634, 0.634, 0.629, 0.632, 0.631, 0.628, 0.627, 

                                                                                                                                                                                                                                                       0.629, 0.626, 0.625, 0.628, 0.626, 0.625, 0.624, 0.621, 0.619, 

                                                                                                                                                                                                                                                       0.618, 0.616, 0.613, 0.61, 0.635, 0.637, 0.635, 0.828, 0.825, 

                                                                                                                                                                                                                                                       0.832, 0.83, 0.83, 0.83, 0.83, 0.829, 0.829, 0.831, 0.829, 

                                                                                                                                                                                                                                                       0.827, 0.824, 0.816, 0.808, 0.808, 0.808, 0.808, 0.808, 0.805, 

                                                                                                                                                                                                                                                       0.804, 0.803, 0.801, 0.799, 0.797, 0.661, 0.667, 0.675, 0.677, 

                                                                                                                                                                                                                                                       0.676, 0.675, 0.678, 0.676, 0.676, 0.68, 0.679, 0.676, 0.671, 

                                                                                                                                                                                                                                                       0.666, 0.66, 0.655, 0.65, 0.644, 0.641, 0.635, 0.628, 0.622, 

                                                                                                                                                                                                                                                        0.614, 0.607, 0.603, 0.533, 0.527, 0.521, 0.514, 0.512, 0.509, 

                                                                                                                                                                                                                                                       0.502, 0.499, 0.499, 0.499, 0.489, 0.485, 0.482, 0.473, 0.467, 

                                                                                                                                                                                                                                                       0.469, 0.464, 0.46, 0.463, 0.463, 0.461, 0.459, 0.459, 0.459, 

                                                                                                                                                                                                                                                       0.5, 0.752, 0.752, 0.746, 0.735, 0.733, 0.727, 0.723, 0.722, 

                                                                                                                                                                                                                                                        0.722, 0.724, 0.719, 0.72, 0.722, 0.721, 0.72, 0.72, 0.719, 

                                                                                                                                                                                                                                                       0.722, 0.721, 0.718, 0.713, 0.708, 0.705, 0.702, 0.7, 0.831, 

                                                                                                                                                                                                                                                       0.83, 0.829, 0.828, 0.827, 0.826, 0.825, 0.824, 0.823, 0.82, 

                                                                                                                                                                                                                                                       0.819, 0.817, 0.814, 0.81, 0.802, 0.794, 0.786, 0.777, 0.768, 

                                                                                                                                                                                                                                                       0.758, 0.748, 0.738, 0.727, 0.716, 0.709, 0.652, 0.646, 0.633, 

                                                                                                                                                                                                                                                       0.621, 0.608, 0.595, 0.581, 0.567, 0.552, 0.537, 0.522, 0.507, 

                                                                                                                                                                                                                                                       0.491, 0.474, 0.458, 0.442, 0.425, 0.409, 0.392, 0.376, 0.359, 

                                                                                                                                                                                                                                                        0.343, 0.327, 0.312, 0.308, 0.755, 0.755, 0.755, 0.753, 0.752, 

                                                                                                                                                                                                                                                       0.752, 0.751, 0.75, 0.749, 0.748, 0.747, 0.746, 0.745, 0.744, 

                                                                                                                                                                                                                                                       0.743, 0.742, 0.74, 0.739, 0.738, 0.738, 0.745, 0.745, 0.749, 

                                                                                                                                                                                                                                                       0.749, 0.747, 0.65, 0.644, 0.638, 0.632, 0.625, 0.613, 0.605, 

                                                                                                                                                                                                                                                       0.619, 0.618, 0.607, 0.601, 0.596, 0.591, 0.584, 0.576, 0.569, 

                                                                                                                                                                                                                                                        0.561, 0.553, 0.545, 0.536, 0.525, 0.52, 0.514, 0.508, 0.501, 

                                                                                                                                                                                                                                                       0.755, 0.751, 0.746, 0.741, 0.741, 0.731, 0.733, 0.728, 0.723, 

                                                                                                                                                                                                                                                       0.714, 0.716, 0.71, 0.701, 0.703, 0.7, 0.688, 0.683, 0.678, 

                                                                                                                                                                                                                                                       0.674, 0.67, 0.662, 0.658, 0.652, 0.649, 0.646, 0.463, 0.435, 

                                                                                                                                                                                                                                                       0.487, 0.53, 0.561, 0.58, 0.533, 0.517, 0.506, 0.489, 0.486, 

                                                                                                                                                                                                                                                       0.483, 0.502, 0.503, 0.499, 0.493, 0.487, 0.481, 0.478, 0.473, 

                                                                                                                                                                                                                                                       0.467, 0.46, 0.453, 0.45, 0.448, 0.704, 0.707, 0.71, 0.714, 

                                                                                                                                                                                                                                                       0.717, 0.721, 0.725, 0.73, 0.735, 0.742, 0.749, 0.758, 0.779, 

                                                                                                                                                                                                                                                       0.803, 0.82, 0.812, 0.805, 0.796, 0.787, 0.776, 0.765, 0.752, 

                                                                                                                                                                                                                                                        0.74, 0.734, 0.73, 0.805, 0.806, 0.802, 0.803, 0.675, 0.669, 

                                                                                                                                                                                                                                                       0.666, 0.662, 0.661, 0.661, 0.664, 0.664, 0.662, 0.66, 0.659, 

                                                                                                                                                                                                                                                       0.66, 0.658, 0.655, 0.651, 0.648, 0.646, 0.645, 0.643, 0.64, 

                                                                                                                                                                                                                                                       0.638, 0.736, 0.73, 0.731, 0.729, 0.725, 0.723, 0.718, 0.713, 

                                                                                                                                                                                                                                                       0.707, 0.702, 0.695, 0.689, 0.683, 0.678, 0.673, 0.665, 0.659, 

                                                                                                                                                                                                                                                        0.653, 0.646, 0.64, 0.634, 0.63, 0.626, 0.619, 0.612, 0.51, 

                                                                                                                                                                                                                                                       0.505, 0.498, 0.495, 0.486, 0.478, 0.475, 0.47, 0.462, 0.457, 

                                                                                                                                                                                                                                                       0.452, 0.447, 0.44, 0.432, 0.423, 0.409, 0.402, 0.397, 0.394, 

                                                                                                                                                                                                                                                       0.388, 0.382, 0.375, 0.368, 0.362, 0.357, 0.832, 0.833, 0.831, 

                                                                                                                                                                                                                                                       0.828, 0.826, 0.824, 0.819, 0.815, 0.812, 0.811, 0.808, 0.804, 

                                                                                                                                                                                                                                                       0.802, 0.799, 0.795, 0.793, 0.791, 0.788, 0.787, 0.784, 0.782, 

                                                                                                                                                                                                                                                       0.78, 0.777, 0.774, 0.771, 0.584, 0.586, 0.585, 0.582, 0.579, 

                                                                                                                                                                                                                                                       0.578, 0.576, 0.571, 0.569, 0.569, 0.565, 0.565, 0.565, 0.566, 

                                                                                                                                                                                                                                                       0.566, 0.563, 0.562, 0.558, 0.558, 0.555, 0.554, 0.549, 0.547, 

                                                                                                                                                                                                                                                       0.543, 0.54, 0.914, 0.912, 0.911, 0.909, 0.907, 0.905, 0.903, 

                                                                                                                                                                                                                                                        0.901, 0.898, 0.894, 0.889, 0.877, 0.854, 0.827, 0.796, 0.792, 

                                                                                                                                                                                                                                                       0.789, 0.785, 0.78, 0.776, 0.771, 0.766, 0.76, 0.758, 0.75, 

                                                                                                                                                                                                                                                       0.571, 0.565, 0.558, 0.551, 0.543, 0.536, 0.528, 0.519, 0.51, 

                                                                                                                                                                                                                                                       0.501, 0.486, 0.469, 0.452, 0.434, 0.416, 0.398, 0.426, 0.453, 

                                                                                                                                                                                                                                                       0.48, 0.506, 0.53, 0.545, 0.55, 0.554, 0.551, 0.672, 0.681, 

                                                                                                                                                                                                                                                        0.681, 0.68, 0.683, 0.681, 0.681, 0.682, 0.681, 0.683, 0.689, 

                                                                                                                                                                                                                                                       0.675, 0.668, 0.665, 0.663, 0.66, 0.655, 0.651, 0.648, 0.644, 

                                                                                                                                                                                                                                                       0.639, 0.63, 0.618, 0.611, 0.623, 0.701, 0.699, 0.697, 0.696, 

                                                                                                                                                                                                                                                       0.693, 0.689, 0.685, 0.682, 0.679, 0.677, 0.673, 0.671, 0.669, 

                                                                                                                                                                                                                                                       0.665, 0.661, 0.657, 0.652, 0.649, 0.645, 0.641, 0.635, 0.632, 

                                                                                                                                                                                                                                                       0.628, 0.622, 0.618, 0.619, 0.599, 0.461, 0.454, 0.454, 0.457, 

                                                                                                                                                                                                                                                       0.505, 0.472, 0.471, 0.472, 0.458, 0.455, 0.457, 0.455, 0.449, 

                                                                                                                                                                                                                                                       0.456, 0.456, 0.451, 0.451, 0.449, 0.445, 0.444, 0.45, 0.448, 

                                                                                                                                                                                                                                                       0.446, 0.841, 0.84, 0.838, 0.836, 0.835, 0.833, 0.831, 0.829, 

                                                                                                                                                                                                                                                       0.826, 0.824, 0.821, 0.809, 0.795, 0.78, 0.764, 0.746, 0.692, 

                                                                                                                                                                                                                                                       0.689, 0.686, 0.683, 0.68, 0.676, 0.673, 0.669, 0.662, 0.602, 

                                                                                                                                                                                                                                                       0.603, 0.609, 0.602, 0.595, 0.585, 0.575, 0.574, 0.57, 0.569, 

                                                                                                                                                                                                                                                       0.567, 0.566, 0.562, 0.558, 0.555, 0.55, 0.547, 0.543, 0.54, 

                                                                                                                                                                                                                                                       0.535, 0.529, 0.524, 0.519, 0.513, 0.508, 0.739, 0.738, 0.737, 

                                                                                                                                                                                                                                                        0.736, 0.734, 0.733, 0.729, 0.725, 0.718, 0.712, 0.704, 0.696, 

                                                                                                                                                                                                                                                       0.687, 0.705, 0.721, 0.726, 0.731, 0.735, 0.738, 0.74, 0.742, 

                                                                                                                                                                                                                                                       0.744, 0.745, 0.744, 0.74, 0.661, 0.664, 0.667, 0.67, 0.674, 

                                                                                                                                                                                                                                                       0.679, 0.687, 0.699, 0.708, 0.716, 0.717, 0.719, 0.72, 0.721, 

                                                                                                                                                                                                                                                        0.722, 0.72, 0.717, 0.714, 0.711, 0.708, 0.705, 0.703, 0.701, 

                                                                                                                                                                                                                                                       0.698, 0.695), inemp_share = c(0.091, 0.089, 0.085, 0.089, 

                                                                                                                                                                                                                                                                                      0.092, 0.094, 0.095, 0.096, 0.097, 0.098, 0.099, 0.103, 0.103, 

                                                                                                                                                                                                                                                                                      0.106, 0.11, 0.114, 0.118, 0.119, 0.118, 0.12, 0.121, 0.123, 

                                                                                                                                                                                                                                                                                      0.125, 0.126, 0.127, 0.093, 0.093, 0.094, 0.094, 0.094, 0.094, 

                                                                                                                                                                                                                                                                                      0.095, 0.095, 0.095, 0.095, 0.096, 0.096, 0.097, 0.098, 0.099, 

                                                                                                                                                                                                                                                                                      0.101, 0.102, 0.104, 0.106, 0.107, 0.109, 0.11, 0.111, 0.111, 

                                                                                                                                                                                                                                                                                      0.113, 0.033, 0.033, 0.033, 0.033, 0.033, 0.034, 0.034, 0.034, 

                                                                                                                                                                                                                                                                                      0.034, 0.034, 0.034, 0.034, 0.035, 0.033, 0.031, 0.055, 0.101, 

                                                                                                                                                                                                                                                                                      0.122, 0.131, 0.139, 0.145, 0.151, 0.157, 0.162, 0.165, 0.024, 

                                                                                                                                                                                                                                                                                      0.024, 0.024, 0.023, 0.023, 0.023, 0.023, 0.024, 0.023, 0.024, 

                                                                                                                                                                                                                                                                                      0.024, 0.024, 0.024, 0.024, 0.024, 0.024, 0.024, 0.024, 0.024, 

                                                                                                                                                                                                                                                                                      0.025, 0.025, 0.025, 0.025, 0.025, 0.025, 0.095, 0.094, 0.095, 

                                                                                                                                                                                                                                                                                      0.096, 0.096, 0.094, 0.096, 0.096, 0.096, 0.095, 0.096, 0.096, 

                                                                                                                                                                                                                                                                                      0.095, 0.097, 0.097, 0.097, 0.098, 0.098, 0.098, 0.099, 0.099, 

                                                                                                                                                                                                                                                                                      0.1, 0.091, 0.096, 0.097, 0.022, 0.022, 0.022, 0.022, 0.022, 

                                                                                                                                                                                                                                                                                      0.022, 0.022, 0.022, 0.022, 0.022, 0.022, 0.022, 0.023, 0.025, 

                                                                                                                                                                                                                                                                                      0.024, 0.024, 0.024, 0.024, 0.024, 0.025, 0.024, 0.025, 0.025, 

                                                                                                                                                                                                                                                                                      0.025, 0.026, 0.085, 0.085, 0.084, 0.085, 0.086, 0.087, 0.089, 

                                                                                                                                                                                                                                                                                      0.087, 0.087, 0.088, 0.089, 0.089, 0.089, 0.091, 0.092, 0.092, 

                                                                                                                                                                                                                                                                                      0.094, 0.095, 0.095, 0.096, 0.097, 0.099, 0.099, 0.101, 0.102, 

                                                                                                                                                                                                                                                                                      0.11, 0.111, 0.112, 0.115, 0.116, 0.117, 0.118, 0.119, 0.118, 

                                                                                                                                                                                                                                                                                      0.119, 0.121, 0.121, 0.121, 0.124, 0.124, 0.123, 0.124, 0.125, 

                                                                                                                                                                                                                                                                                      0.123, 0.124, 0.124, 0.124, 0.123, 0.124, 0.097, 0.067, 0.068, 

                                                                                                                                                                                                                                                                                      0.07, 0.072, 0.073, 0.072, 0.074, 0.073, 0.073, 0.072, 0.072, 

                                                                                                                                                                                                                                                                                      0.074, 0.073, 0.072, 0.073, 0.073, 0.073, 0.072, 0.074, 0.074, 

                                                                                                                                                                                                                                                                                      0.076, 0.076, 0.076, 0.077, 0.078, 0.064, 0.064, 0.064, 0.064, 

                                                                                                                                                                                                                                                                                      0.064, 0.064, 0.064, 0.064, 0.064, 0.065, 0.065, 0.065, 0.065, 

                                                                                                                                                                                                                                                                                      0.066, 0.066, 0.067, 0.068, 0.069, 0.07, 0.071, 0.072, 0.073, 

                                                                                                                                                                                                                                                                                      0.074, 0.075, 0.078, 0.067, 0.068, 0.071, 0.074, 0.076, 0.079, 

                                                                                                                                                                                                                                                                                      0.082, 0.085, 0.088, 0.091, 0.094, 0.098, 0.101, 0.105, 0.109, 

                                                                                                                                                                                                                                                                                      0.112, 0.116, 0.12, 0.124, 0.128, 0.132, 0.136, 0.14, 0.144, 

                                                                                                                                                                                                                                                                                      0.145, 0.066, 0.066, 0.066, 0.066, 0.065, 0.065, 0.064, 0.064, 

                                                                                                                                                                                                                                                                                      0.063, 0.063, 0.063, 0.062, 0.062, 0.062, 0.062, 0.061, 0.061, 

                                                                                                                                                                                                                                                                                      0.061, 0.061, 0.061, 0.058, 0.058, 0.056, 0.055, 0.056, 0.089, 

                                                                                                                                                                                                                                                                                      0.09, 0.091, 0.092, 0.094, 0.096, 0.098, 0.092, 0.098, 0.097, 

                                                                                                                                                                                                                                                                                      0.099, 0.1, 0.101, 0.103, 0.105, 0.106, 0.108, 0.109, 0.111, 

                                                                                                                                                                                                                                                                                      0.113, 0.116, 0.115, 0.117, 0.119, 0.121, 0.086, 0.087, 0.087, 

                                                                                                                                                                                                                                                                                      0.089, 0.089, 0.091, 0.091, 0.092, 0.093, 0.095, 0.095, 0.096, 

                                                                                                                                                                                                                                                                                      0.098, 0.098, 0.099, 0.101, 0.102, 0.104, 0.104, 0.106, 0.107, 

                                                                                                                                                                                                                                                                                      0.108, 0.109, 0.11, 0.112, 0.135, 0.117, 0.109, 0.102, 0.097, 

                                                                                                                                                                                                                                                                                      0.093, 0.098, 0.1, 0.101, 0.104, 0.104, 0.105, 0.098, 0.103, 

                                                                                                                                                                                                                                                                                      0.104, 0.106, 0.107, 0.107, 0.108, 0.109, 0.111, 0.112, 0.113, 

                                                                                                                                                                                                                                                                                      0.112, 0.113, 0.134, 0.131, 0.128, 0.125, 0.122, 0.118, 0.115, 

                                                                                                                                                                                                                                                                                      0.111, 0.107, 0.101, 0.095, 0.088, 0.067, 0.047, 0.034, 0.038, 

                                                                                                                                                                                                                                                                                      0.042, 0.047, 0.053, 0.061, 0.069, 0.079, 0.086, 0.089, 0.091, 

                                                                                                                                                                                                                                                                                      0.057, 0.056, 0.058, 0.056, 0.07, 0.07, 0.07, 0.07, 0.071, 

                                                                                                                                                                                                                                                                                      0.07, 0.07, 0.07, 0.071, 0.072, 0.071, 0.071, 0.072, 0.071, 

                                                                                                                                                                                                                                                                                      0.072, 0.072, 0.072, 0.072, 0.073, 0.073, 0.074, 0.051, 0.051, 

                                                                                                                                                                                                                                                                                      0.052, 0.052, 0.053, 0.053, 0.054, 0.055, 0.056, 0.056, 0.058, 

                                                                                                                                                                                                                                                                                      0.059, 0.06, 0.06, 0.061, 0.062, 0.063, 0.063, 0.064, 0.064, 

                                                                                                                                                                                                                                                                                      0.065, 0.065, 0.066, 0.068, 0.07, 0.13, 0.131, 0.134, 0.133, 

                                                                                                                                                                                                                                                                                      0.137, 0.138, 0.137, 0.139, 0.142, 0.141, 0.143, 0.144, 0.146, 

                                                                                                                                                                                                                                                                                      0.148, 0.151, 0.156, 0.154, 0.155, 0.155, 0.158, 0.159, 0.161, 

                                                                                                                                                                                                                                                                                      0.163, 0.165, 0.166, 0.031, 0.03, 0.031, 0.031, 0.031, 0.032, 

                                                                                                                                                                                                                                                                                      0.033, 0.033, 0.034, 0.033, 0.035, 0.035, 0.035, 0.036, 0.036, 

                                                                                                                                                                                                                                                                                      0.036, 0.037, 0.037, 0.037, 0.037, 0.038, 0.038, 0.038, 0.039, 

                                                                                                                                                                                                                                                                                      0.039, 0.106, 0.105, 0.107, 0.108, 0.108, 0.11, 0.11, 0.114, 

                                                                                                                                                                                                                                                                                      0.112, 0.112, 0.115, 0.115, 0.115, 0.114, 0.115, 0.115, 0.115, 

                                                                                                                                                                                                                                                                                      0.117, 0.115, 0.118, 0.117, 0.119, 0.118, 0.119, 0.12, 0.021, 

                                                                                                                                                                                                                                                                                      0.021, 0.021, 0.022, 0.022, 0.022, 0.023, 0.023, 0.024, 0.025, 

                                                                                                                                                                                                                                                                                      0.025, 0.028, 0.031, 0.035, 0.039, 0.042, 0.046, 0.05, 0.054, 

                                                                                                                                                                                                                                                                                      0.058, 0.063, 0.069, 0.074, 0.076, 0.079, 0.141, 0.139, 0.137, 

                                                                                                                                                                                                                                                                                      0.135, 0.134, 0.133, 0.132, 0.131, 0.131, 0.132, 0.136, 0.143, 

                                                                                                                                                                                                                                                                                      0.15, 0.158, 0.166, 0.175, 0.181, 0.188, 0.195, 0.203, 0.211, 

                                                                                                                                                                                                                                                                                      0.219, 0.222, 0.224, 0.226, 0.059, 0.056, 0.058, 0.057, 0.056, 

                                                                                                                                                                                                                                                                                      0.056, 0.055, 0.056, 0.055, 0.059, 0.058, 0.059, 0.058, 0.059, 

                                                                                                                                                                                                                                                                                      0.059, 0.059, 0.06, 0.061, 0.061, 0.062, 0.062, 0.064, 0.067, 

                                                                                                                                                                                                                                                                                      0.066, 0.061, 0.086, 0.086, 0.087, 0.087, 0.089, 0.09, 0.09, 

                                                                                                                                                                                                                                                                                      0.091, 0.092, 0.092, 0.093, 0.094, 0.094, 0.095, 0.096, 0.097, 

                                                                                                                                                                                                                                                                                      0.098, 0.099, 0.1, 0.101, 0.102, 0.102, 0.103, 0.105, 0.106, 

                                                                                                                                                                                                                                                                                      0.063, 0.062, 0.127, 0.125, 0.126, 0.128, 0.156, 0.139, 0.14, 

                                                                                                                                                                                                                                                                                      0.142, 0.137, 0.138, 0.141, 0.141, 0.141, 0.148, 0.152, 0.151, 

                                                                                                                                                                                                                                                                                      0.153, 0.153, 0.154, 0.157, 0.161, 0.161, 0.161, 0.041, 0.039, 

                                                                                                                                                                                                                                                                                      0.038, 0.036, 0.034, 0.033, 0.031, 0.03, 0.029, 0.027, 0.026, 

                                                                                                                                                                                                                                                                                      0.039, 0.041, 0.044, 0.047, 0.05, 0.042, 0.045, 0.048, 0.051, 

                                                                                                                                                                                                                                                                                      0.054, 0.057, 0.061, 0.065, 0.067, 0.065, 0.065, 0.063, 0.066, 

                                                                                                                                                                                                                                                                                      0.068, 0.066, 0.067, 0.067, 0.068, 0.067, 0.067, 0.068, 0.069, 

                                                                                                                                                                                                                                                                                      0.069, 0.069, 0.07, 0.07, 0.071, 0.072, 0.072, 0.073, 0.074, 

                                                                                                                                                                                                                                                                                      0.075, 0.076, 0.077, 0.033, 0.034, 0.035, 0.035, 0.036, 0.038, 

                                                                                                                                                                                                                                                                                      0.039, 0.042, 0.048, 0.054, 0.061, 0.069, 0.078, 0.06, 0.045, 

                                                                                                                                                                                                                                                                                      0.051, 0.057, 0.064, 0.071, 0.064, 0.057, 0.051, 0.046, 0.042, 

                                                                                                                                                                                                                                                                                      0.043, 0.087, 0.085, 0.084, 0.082, 0.08, 0.076, 0.071, 0.066, 

                                                                                                                                                                                                                                                                                      0.062, 0.058, 0.06, 0.063, 0.066, 0.069, 0.071, 0.073, 0.074, 

                                                                                                                                                                                                                                                                                      0.075, 0.078, 0.079, 0.08, 0.081, 0.081, 0.082, 0.083), svemp_share = c(0.294, 

                                                                                                                                                                                                                                                                                                                                                              0.293, 0.284, 0.282, 0.286, 0.295, 0.304, 0.311, 0.317, 0.321, 

                                                                                                                                                                                                                                                                                                                                                              0.326, 0.333, 0.341, 0.349, 0.359, 0.372, 0.386, 0.399, 0.407, 

                                                                                                                                                                                                                                                                                                                                                              0.412, 0.418, 0.424, 0.43, 0.436, 0.44, 0.467, 0.466, 0.466, 

                                                                                                                                                                                                                                                                                                                                                              0.466, 0.466, 0.466, 0.466, 0.467, 0.467, 0.467, 0.466, 0.465, 

                                                                                                                                                                                                                                                                                                                                                              0.46, 0.456, 0.453, 0.449, 0.445, 0.442, 0.438, 0.434, 0.427, 

                                                                                                                                                                                                                                                                                                                                                              0.424, 0.422, 0.421, 0.424, 0.068, 0.07, 0.071, 0.076, 0.079, 

                                                                                                                                                                                                                                                                                                                                                              0.083, 0.087, 0.091, 0.096, 0.1, 0.105, 0.11, 0.115, 0.119, 

                                                                                                                                                                                                                                                                                                                                                               0.122, 0.139, 0.224, 0.259, 0.274, 0.286, 0.296, 0.305, 0.313, 

                                                                                                                                                                                                                                                                                                                                                              0.32, 0.326, 0.062, 0.062, 0.061, 0.061, 0.06, 0.059, 0.059, 

                                                                                                                                                                                                                                                                                                                                                              0.059, 0.059, 0.059, 0.06, 0.06, 0.06, 0.06, 0.06, 0.06, 

                                                                                                                                                                                                                                                                                                                                                              0.061, 0.061, 0.062, 0.062, 0.063, 0.063, 0.064, 0.064, 0.064, 

                                                                                                                                                                                                                                                                                                                                                              0.276, 0.272, 0.271, 0.27, 0.275, 0.274, 0.273, 0.275, 0.277, 

                                                                                                                                                                                                                                                                                                                                                               0.276, 0.277, 0.279, 0.277, 0.278, 0.278, 0.279, 0.281, 0.283, 

                                                                                                                                                                                                                                                                                                                                                              0.284, 0.286, 0.288, 0.29, 0.274, 0.266, 0.268, 0.149, 0.153, 

                                                                                                                                                                                                                                                                                                                                                              0.147, 0.148, 0.148, 0.148, 0.148, 0.149, 0.149, 0.147, 0.148, 

                                                                                                                                                                                                                                                                                                                                                              0.15, 0.153, 0.159, 0.168, 0.168, 0.168, 0.168, 0.168, 0.171, 

                                                                                                                                                                                                                                                                                                                                                              0.172, 0.173, 0.174, 0.176, 0.178, 0.254, 0.248, 0.241, 0.238, 

                                                                                                                                                                                                                                                                                                                                                              0.239, 0.238, 0.233, 0.237, 0.237, 0.232, 0.232, 0.236, 0.24, 

                                                                                                                                                                                                                                                                                                                                                              0.243, 0.248, 0.252, 0.256, 0.261, 0.265, 0.269, 0.274, 0.279, 

                                                                                                                                                                                                                                                                                                                                                              0.287, 0.292, 0.295, 0.357, 0.362, 0.367, 0.371, 0.372, 0.374, 

                                                                                                                                                                                                                                                                                                                                                               0.38, 0.383, 0.383, 0.383, 0.39, 0.394, 0.397, 0.403, 0.409, 

                                                                                                                                                                                                                                                                                                                                                              0.408, 0.412, 0.415, 0.413, 0.413, 0.415, 0.417, 0.418, 0.417, 

                                                                                                                                                                                                                                                                                                                                                              0.403, 0.18, 0.18, 0.184, 0.193, 0.193, 0.201, 0.203, 0.204, 

                                                                                                                                                                                                                                                                                                                                                              0.205, 0.203, 0.209, 0.206, 0.205, 0.207, 0.207, 0.208, 0.208, 

                                                                                                                                                                                                                                                                                                                                                              0.206, 0.206, 0.208, 0.211, 0.216, 0.219, 0.221, 0.223, 0.105, 

                                                                                                                                                                                                                                                                                                                                                               0.106, 0.107, 0.108, 0.109, 0.11, 0.111, 0.112, 0.113, 0.115, 

                                                                                                                                                                                                                                                                                                                                                              0.116, 0.118, 0.121, 0.124, 0.131, 0.138, 0.146, 0.154, 0.162, 

                                                                                                                                                                                                                                                                                                                                                              0.171, 0.18, 0.189, 0.199, 0.209, 0.213, 0.281, 0.285, 0.295, 

                                                                                                                                                                                                                                                                                                                                                               0.305, 0.316, 0.326, 0.337, 0.348, 0.36, 0.372, 0.384, 0.396, 

                                                                                                                                                                                                                                                                                                                                                              0.408, 0.421, 0.434, 0.446, 0.459, 0.471, 0.484, 0.496, 0.509, 

                                                                                                                                                                                                                                                                                                                                                              0.521, 0.532, 0.544, 0.547, 0.178, 0.179, 0.179, 0.181, 0.182, 

                                                                                                                                                                                                                                                                                                                                                              0.184, 0.185, 0.186, 0.188, 0.189, 0.19, 0.192, 0.193, 0.194, 

                                                                                                                                                                                                                                                                                                                                                              0.196, 0.197, 0.198, 0.2, 0.201, 0.201, 0.197, 0.197, 0.195, 

                                                                                                                                                                                                                                                                                                                                                              0.195, 0.197, 0.261, 0.267, 0.271, 0.276, 0.282, 0.291, 0.298, 

                                                                                                                                                                                                                                                                                                                                                              0.289, 0.284, 0.295, 0.3, 0.304, 0.308, 0.313, 0.319, 0.325, 

                                                                                                                                                                                                                                                                                                                                                              0.332, 0.338, 0.344, 0.351, 0.359, 0.365, 0.368, 0.373, 0.378, 

                                                                                                                                                                                                                                                                                                                                                               0.159, 0.162, 0.167, 0.171, 0.169, 0.178, 0.175, 0.18, 0.184, 

                                                                                                                                                                                                                                                                                                                                                              0.191, 0.188, 0.194, 0.201, 0.199, 0.2, 0.21, 0.214, 0.218, 

                                                                                                                                                                                                                                                                                                                                                              0.222, 0.225, 0.231, 0.234, 0.239, 0.241, 0.243, 0.402, 0.448, 

                                                                                                                                                                                                                                                                                                                                                              0.403, 0.367, 0.342, 0.327, 0.369, 0.383, 0.393, 0.407, 0.41, 

                                                                                                                                                                                                                                                                                                                                                              0.412, 0.4, 0.394, 0.398, 0.402, 0.406, 0.411, 0.415, 0.418, 

                                                                                                                                                                                                                                                                                                                                                               0.423, 0.428, 0.434, 0.438, 0.439, 0.162, 0.162, 0.162, 0.161, 

                                                                                                                                                                                                                                                                                                                                                              0.161, 0.16, 0.16, 0.159, 0.159, 0.157, 0.156, 0.154, 0.153, 

                                                                                                                                                                                                                                                                                                                                                              0.15, 0.146, 0.15, 0.153, 0.157, 0.16, 0.163, 0.166, 0.169, 

                                                                                                                                                                                                                                                                                                                                                              0.174, 0.177, 0.179, 0.137, 0.138, 0.14, 0.14, 0.255, 0.261, 

                                                                                                                                                                                                                                                                                                                                                              0.264, 0.268, 0.268, 0.269, 0.267, 0.265, 0.267, 0.269, 0.27, 

                                                                                                                                                                                                                                                                                                                                                              0.268, 0.27, 0.273, 0.277, 0.28, 0.282, 0.283, 0.284, 0.287, 

                                                                                                                                                                                                                                                                                                                                                              0.288, 0.212, 0.218, 0.217, 0.219, 0.222, 0.224, 0.228, 0.232, 

                                                                                                                                                                                                                                                                                                                                                              0.237, 0.242, 0.246, 0.252, 0.257, 0.262, 0.266, 0.273, 0.278, 

                                                                                                                                                                                                                                                                                                                                                               0.284, 0.29, 0.296, 0.301, 0.305, 0.308, 0.313, 0.318, 0.36, 

                                                                                                                                                                                                                                                                                                                                                              0.363, 0.368, 0.372, 0.377, 0.384, 0.388, 0.391, 0.396, 0.401, 

                                                                                                                                                                                                                                                                                                                                                              0.405, 0.409, 0.414, 0.42, 0.427, 0.435, 0.444, 0.448, 0.451, 

                                                                                                                                                                                                                                                                                                                                                              0.454, 0.459, 0.464, 0.469, 0.474, 0.477, 0.137, 0.137, 0.138, 

                                                                                                                                                                                                                                                                                                                                                              0.141, 0.143, 0.144, 0.148, 0.152, 0.154, 0.156, 0.158, 0.161, 

                                                                                                                                                                                                                                                                                                                                                               0.163, 0.166, 0.169, 0.17, 0.173, 0.175, 0.176, 0.178, 0.18, 

                                                                                                                                                                                                                                                                                                                                                              0.182, 0.185, 0.188, 0.19, 0.31, 0.309, 0.308, 0.309, 0.313, 

                                                                                                                                                                                                                                                                                                                                                              0.312, 0.314, 0.316, 0.319, 0.319, 0.319, 0.32, 0.32, 0.321, 

                                                                                                                                                                                                                                                                                                                                                              0.319, 0.321, 0.323, 0.325, 0.326, 0.327, 0.329, 0.331, 0.335, 

                                                                                                                                                                                                                                                                                                                                                              0.337, 0.34, 0.065, 0.067, 0.068, 0.069, 0.071, 0.072, 0.074, 

                                                                                                                                                                                                                                                                                                                                                              0.076, 0.078, 0.081, 0.085, 0.095, 0.115, 0.139, 0.166, 0.166, 

                                                                                                                                                                                                                                                                                                                                                              0.166, 0.166, 0.166, 0.166, 0.165, 0.165, 0.166, 0.166, 0.17, 

                                                                                                                                                                                                                                                                                                                                                              0.288, 0.297, 0.305, 0.314, 0.323, 0.331, 0.34, 0.349, 0.358, 

                                                                                                                                                                                                                                                                                                                                                              0.367, 0.377, 0.388, 0.398, 0.408, 0.418, 0.427, 0.394, 0.36, 

                                                                                                                                                                                                                                                                                                                                                              0.325, 0.291, 0.259, 0.237, 0.228, 0.222, 0.224, 0.27, 0.263, 

                                                                                                                                                                                                                                                                                                                                                              0.261, 0.263, 0.261, 0.263, 0.264, 0.262, 0.263, 0.258, 0.252, 

                                                                                                                                                                                                                                                                                                                                                               0.266, 0.274, 0.277, 0.279, 0.281, 0.285, 0.289, 0.291, 0.294, 

                                                                                                                                                                                                                                                                                                                                                              0.298, 0.305, 0.315, 0.323, 0.316, 0.213, 0.214, 0.216, 0.218, 

                                                                                                                                                                                                                                                                                                                                                              0.219, 0.222, 0.224, 0.227, 0.229, 0.231, 0.234, 0.236, 0.237, 

                                                                                                                                                                                                                                                                                                                                                              0.24, 0.243, 0.246, 0.249, 0.252, 0.255, 0.259, 0.263, 0.265, 

                                                                                                                                                                                                                                                                                                                                                              0.269, 0.273, 0.276, 0.318, 0.339, 0.412, 0.421, 0.42, 0.415, 

                                                                                                                                                                                                                                                                                                                                                               0.339, 0.389, 0.389, 0.386, 0.405, 0.407, 0.402, 0.404, 0.41, 

                                                                                                                                                                                                                                                                                                                                                              0.396, 0.393, 0.397, 0.396, 0.398, 0.401, 0.4, 0.39, 0.391, 

                                                                                                                                                                                                                                                                                                                                                              0.392, 0.118, 0.121, 0.124, 0.128, 0.131, 0.134, 0.138, 0.142, 

                                                                                                                                                                                                                                                                                                                                                              0.145, 0.149, 0.153, 0.152, 0.164, 0.176, 0.189, 0.203, 0.266, 

                                                                                                                                                                                                                                                                                                                                                              0.266, 0.266, 0.266, 0.266, 0.266, 0.266, 0.266, 0.271, 0.332, 

                                                                                                                                                                                                                                                                                                                                                              0.332, 0.328, 0.332, 0.337, 0.349, 0.358, 0.36, 0.362, 0.364, 

                                                                                                                                                                                                                                                                                                                                                              0.365, 0.366, 0.37, 0.373, 0.376, 0.38, 0.383, 0.386, 0.389, 

                                                                                                                                                                                                                                                                                                                                                              0.393, 0.397, 0.402, 0.406, 0.411, 0.415, 0.227, 0.228, 0.228, 

                                                                                                                                                                                                                                                                                                                                                              0.229, 0.229, 0.23, 0.232, 0.233, 0.234, 0.234, 0.235, 0.235, 

                                                                                                                                                                                                                                                                                                                                                              0.235, 0.235, 0.234, 0.223, 0.212, 0.202, 0.191, 0.196, 0.2, 

                                                                                                                                                                                                                                                                                                                                                              0.205, 0.209, 0.214, 0.216, 0.252, 0.251, 0.249, 0.248, 0.246, 

                                                                                                                                                                                                                                                                                                                                                              0.244, 0.242, 0.235, 0.23, 0.226, 0.222, 0.218, 0.214, 0.21, 

                                                                                                                                                                                                                                                                                                                                                              0.206, 0.208, 0.209, 0.211, 0.212, 0.213, 0.215, 0.216, 0.218, 

                                                                                                                                                                                                                                                                                                                                                               0.22, 0.222)), .Names = c("country", "year", "ag_emp", "in_emp", 

                                                                                                                                                                                                                                                                                                                                                                                        "sv_emp", "emp_pop", "prd", "gnipc", "agemp_share", "inemp_share", 

                                                                                                                                                                                                                                                                                                                                                                                        "svemp_share"), class = "data.frame", row.names = c(NA, -750L
                                                                                                                                                                                                                                                                                                                                                                                        ))

    On Tuesday, May 15, 2018, 1:18:28 PM EDT, Jeff Newmiller <[hidden email]> wrote:  
 
 ... and the mailing list is picky about attachments... whatever you attached did not conform to the stringent requirements mentioned in the Posting Guide. Pasting the code right into the email is usually safest, though you DO have to post using plain text (as the Posting Guide indicates) or your code may get mangled by the automatic html format removal.

On May 15, 2018 7:04:31 AM PDT, Bert Gunter <[hidden email]> wrote:

>Unless there is good reason not to, always cc the list -- there are
>lots of
>smarter folks than I on it who can help.
>
>I may or may not have time to look at this. Hopefully someone else
>will.
>
>-- Bert
>
>Bert Gunter
>
>"The trouble with having an open mind is that people keep coming along
>and
>sticking things into it."
>-- Opus (aka Berkeley Breathed in his "Bloom County" comic strip )
>
>On Mon, May 14, 2018 at 9:56 PM, ngwinui Azenui <[hidden email]>
>wrote:
>
>> Hi Bert:
>>
>> I have attached a reproducible script. Please let me know if this is
>> sufficient.
>>
>> On Thursday, May 10, 2018, 4:47:00 AM EDT, Bert Gunter <
>> [hidden email]> wrote:
>>
>>
>> I think for us to "bear with you" you will first need to "bear with
>us" by
>> posting an intelligible question and following the posting guide
>linked
>> below. In particular, we generally require that you show us your
>efforts --
>> which so far appear to be "none" --  typically including a small
>> reproducible example showing us what you did, what went wrong, and
>what you
>> want. See also here for how to do that:
>>
>> [1] http://stackoverflow.com/ questions/5963269/how-to-make-
>> a-great-r-reproducible-example
>>
><http://stackoverflow.com/questions/5963269/how-to-make-a-great-r-reproducible-example>
>> [2] http://adv-r.had.co.nz/ Reproducibility.html
>> <http://adv-r.had.co.nz/Reproducibility.html>
>>
>> You are far more likely to get useful answers if you follow the
>guidelines
>> of this list -- which also means that you should post in **plain
>text,**
>> not HTML, which often gets mangled by the list server.
>>
>> Cheers,
>> Bert
>>
>>
>>
>> Bert Gunter
>>
>> "The trouble with having an open mind is that people keep coming
>along and
>> sticking things into it."
>> -- Opus (aka Berkeley Breathed in his "Bloom County" comic strip )
>>
>> On Wed, May 9, 2018 at 2:56 PM, ngwinui Azenui via R-help <
>> [hidden email]> wrote:
>>
>> I am new to R, so bear with me if my question is trivial. I ran a
>system
>> of simultaneous equations with panel data and using the systemfit
>program,
>> but the results came out by country. I want the results for the
>entire
>> panel and not by country. What command will I use? Thanks!
>> Belinda
>>        [[alternative HTML version deleted]]
>>
>> ______________________________ ________________
>> [hidden email] mailing list -- To UNSUBSCRIBE and more, see
>> https://stat.ethz.ch/mailman/ listinfo/r-help
>> <https://stat.ethz.ch/mailman/listinfo/r-help>
>> PLEASE do read the posting guide http://www.R-project.org/
>> posting-guide.html <http://www.R-project.org/posting-guide.html>
>> and provide commented, minimal, self-contained, reproducible code.
>>
>>
>>
>
>    [[alternative HTML version deleted]]
>
>______________________________________________
>[hidden email] mailing list -- To UNSUBSCRIBE and more, see
>https://stat.ethz.ch/mailman/listinfo/r-help
>PLEASE do read the posting guide
>http://www.R-project.org/posting-guide.html
>and provide commented, minimal, self-contained, reproducible code.

--
Sent from my phone. Please excuse my brevity.  
        [[alternative HTML version deleted]]

______________________________________________
[hidden email] mailing list -- To UNSUBSCRIBE and more, see
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PLEASE do read the posting guide http://www.R-project.org/posting-guide.html
and provide commented, minimal, self-contained, reproducible code.
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Re: Systemfit

Jeff Newmiller
Sadly you failed to set your email program to send plain text and the data is corrupted at my end.

I also think you need to reduce the size of the data set... the intent here is to increase your understanding, not debug your particular analysis.

I will say that I am having a very challenging time understanding what you are trying to accomplish though. What are the equations that you think need to be solved simultaneously?

On May 15, 2018 11:22:53 AM PDT, ngwinui Azenui <[hidden email]> wrote:

>OK, Let's try this again! Here is the reproducible script; it is long
>because I had to copy the panel dataset here. My question is related to
>systemfit; I don't know how to get the result for the entire panel.
>#Reproducible script
>Empdata<- read.csv("/Users/ngwinuiazenui/Documents/UPLOADemp.csv")
>
>View(Empdata)
>
>install.packages("systemfit")
>
>library("systemfit")
>
>pdata <- plm.data(Empdata, index=c("country","year"))
>
>install.packages("plm")
>
>library("plm")
>
>EmpSur<- systemfit(prd ~ in_emp + ag_emp, method = "SUR", data = pdata)
>
>#When I run the code below, I get a table with reults by country 
>
>print(EmpSur)
>
>#An except of the output from running <print(EmpSur)
>
>#caf_(Intercept)     caf_in_emp      caf_ag_emp cod_(Intercept) 
>
>#     -0.13243213     14.25003985     -8.57346398     -0.11581997 
>
>#     cod_in_emp      cod_ag_emp eri_(Intercept)      eri_in_emp 
>
>#     11.58115777    -13.29628753     -0.55615848     23.69284487 
>
>#     eri_ag_emp eth_(Intercept)      eth_in_emp      eth_ag_emp 
>
>#     -6.26339787      0.17436006     34.87782981     -4.80423119 
>
>#gin_(Intercept)     gin_in_emp      gin_ag_emp gmb_(Intercept) 
>
>#     0.01122243    -11.22002009     -0.64218211     -0.07104175 
>
>#     gmb_in_emp      gmb_ag_emp gnb_(Intercept)      gnb_in_emp 
>
>#     9.74177468      3.29511466     -0.07681684     17.00346867 
>
>#     gnb_ag_emp gnq_(Intercept)      gnq_in_emp      gnq_ag_emp 
>
>#     -3.40077876     -0.25706504     -1.09274682     -7.39122680 
>

>
>#Below is the data. Sorry that it's a long panel dataset 
>
>dput(Empdata)
>
>Empdata <- structure(list(country = structure(c(1L, 1L, 1L, 1L, 1L,
>1L, 
>
>                                               1L, 1L, 1L, 1L, 1L, 1L,
>1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
>
>                                                1L, 1L, 1L, 3L, 3L, 3L,
>3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 
>
>                                               3L, 3L, 3L, 3L, 3L, 3L,
>3L, 3L, 3L, 3L, 3L, 3L, 4L, 4L, 4L, 4L, 
>
>                                               4L, 4L, 4L, 4L, 4L, 4L,
>4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 
>
>                                               4L, 4L, 4L, 4L, 4L, 2L,
>2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 
>
>                                               2L, 2L, 2L, 2L, 2L, 2L,
>2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 5L, 5L, 
>
>                                               5L, 5L, 5L, 5L, 5L, 5L,
>5L, 5L, 5L, 5L, 5L, 5L, 5L, 5L, 5L, 5L, 
>
>                                               5L, 5L, 5L, 5L, 5L, 5L,
>5L, 26L, 26L, 26L, 26L, 26L, 26L, 26L, 
>
>                                               26L, 26L, 26L, 26L, 26L,
>26L, 26L, 26L, 26L, 26L, 26L, 26L, 26L, 
>
>                                               26L, 26L, 26L, 26L, 26L,
>6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 
>
>                                               6L, 6L, 6L, 6L, 6L, 6L,
>6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 
>
>                                               12L, 12L, 12L, 12L, 12L,
>12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 
>
>                                                12L, 12L, 12L, 12L,
>12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 7L, 
>
>                                               7L, 7L, 7L, 7L, 7L, 7L,
>7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 
>
>                                                7L, 7L, 7L, 7L, 7L, 7L,
>7L, 7L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 
>
>                                               8L, 8L, 8L, 8L, 8L, 8L,
>8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 
>
>                                               8L, 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, 
>
>                                               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, 11L, 11L, 11L, 11L, 11L, 
>
>                                               11L, 11L, 11L, 11L, 11L,
>11L, 11L, 11L, 11L, 11L, 11L, 11L, 11L, 
>
>                                                11L, 11L, 11L, 11L,
>11L, 11L, 11L, 14L, 14L, 14L, 14L, 14L, 14L, 
>
>                                               14L, 14L, 14L, 14L, 14L,
>14L, 14L, 14L, 14L, 14L, 14L, 14L, 14L, 
>
>                                                14L, 14L, 14L, 14L,
>14L, 14L, 13L, 13L, 13L, 13L, 13L, 13L, 13L, 
>
>                                               13L, 13L, 13L, 13L, 13L,
>13L, 13L, 13L, 13L, 13L, 13L, 13L, 13L, 
>
>                                               13L, 13L, 13L, 13L, 13L,
>15L, 15L, 15L, 15L, 15L, 15L, 15L, 15L, 
>
>                                               15L, 15L, 15L, 15L, 15L,
>15L, 15L, 15L, 15L, 15L, 15L, 15L, 15L, 
>
>                                               15L, 15L, 15L, 15L, 19L,
>19L, 19L, 19L, 19L, 19L, 19L, 19L, 19L, 
>
>                                               19L, 19L, 19L, 19L, 19L,
>19L, 19L, 19L, 19L, 19L, 19L, 19L, 19L, 
>
>                                               19L, 19L, 19L, 16L, 16L,
>16L, 16L, 16L, 16L, 16L, 16L, 16L, 16L, 
>
>                                                16L, 16L, 16L, 16L,
>16L, 16L, 16L, 16L, 16L, 16L, 16L, 16L, 16L, 
>
>                                               16L, 16L, 18L, 18L, 18L,
>18L, 18L, 18L, 18L, 18L, 18L, 18L, 18L, 
>
>                                               18L, 18L, 18L, 18L, 18L,
>18L, 18L, 18L, 18L, 18L, 18L, 18L, 18L, 
>
>                                               18L, 17L, 17L, 17L, 17L,
>17L, 17L, 17L, 17L, 17L, 17L, 17L, 17L, 
>
>                                               17L, 17L, 17L, 17L, 17L,
>17L, 17L, 17L, 17L, 17L, 17L, 17L, 17L, 
>
>                                               20L, 20L, 20L, 20L, 20L,
>20L, 20L, 20L, 20L, 20L, 20L, 20L, 20L, 
>
>                                               20L, 20L, 20L, 20L, 20L,
>20L, 20L, 20L, 20L, 20L, 20L, 20L, 21L, 
>
>                                               21L, 21L, 21L, 21L, 21L,
>21L, 21L, 21L, 21L, 21L, 21L, 21L, 21L, 
>
>                                               21L, 21L, 21L, 21L, 21L,
>21L, 21L, 21L, 21L, 21L, 21L, 23L, 23L, 
>
>                                               23L, 23L, 23L, 23L, 23L,
>23L, 23L, 23L, 23L, 23L, 23L, 23L, 23L, 
>
>                                               23L, 23L, 23L, 23L, 23L,
>23L, 23L, 23L, 23L, 23L, 24L, 24L, 24L, 
>
>                                               24L, 24L, 24L, 24L, 24L,
>24L, 24L, 24L, 24L, 24L, 24L, 24L, 24L, 
>
>                                               24L, 24L, 24L, 24L, 24L,
>24L, 24L, 24L, 24L, 25L, 25L, 25L, 25L, 
>
>                                               25L, 25L, 25L, 25L, 25L,
>25L, 25L, 25L, 25L, 25L, 25L, 25L, 25L, 
>
>                                               25L, 25L, 25L, 25L, 25L,
>25L, 25L, 25L, 22L, 22L, 22L, 22L, 22L, 
>
>                                               22L, 22L, 22L, 22L, 22L,
>22L, 22L, 22L, 22L, 22L, 22L, 22L, 22L, 
>
>                                               22L, 22L, 22L, 22L, 22L,
>22L, 22L, 28L, 28L, 28L, 28L, 28L, 28L, 
>
>                                               28L, 28L, 28L, 28L, 28L,
>28L, 28L, 28L, 28L, 28L, 28L, 28L, 28L, 
>
>                                               28L, 28L, 28L, 28L, 28L,
>28L, 27L, 27L, 27L, 27L, 27L, 27L, 27L, 
>
>                                               27L, 27L, 27L, 27L, 27L,
>27L, 27L, 27L, 27L, 27L, 27L, 27L, 27L, 
>
>                                               27L, 27L, 27L, 27L, 27L,
>29L, 29L, 29L, 29L, 29L, 29L, 29L, 29L, 
>
>                                               29L, 29L, 29L, 29L, 29L,
>29L, 29L, 29L, 29L, 29L, 29L, 29L, 29L, 
>
>                                               29L, 29L, 29L, 29L, 30L,
>30L, 30L, 30L, 30L, 30L, 30L, 30L, 30L, 
>
>                                               30L, 30L, 30L, 30L, 30L,
>30L, 30L, 30L, 30L, 30L, 30L, 30L, 30L, 
>
>                                               30L, 30L, 30L), .Label =
>c("ago", "bdi", "ben", "bfa", "caf", 
>
>                                                                          "cod",
>"eri", "eth", "gin", "gmb", "gnb", "gnq", "lbr", "lso",
>
>                                                                          "mdg",
>"mli", "moz", "mrt", "mwi", "ner", "rwa", "sdn", "sen", 
>
>                                                                          "sle",
>"som", "tcd", "tgo", "tza", "uga", "zmb"), class = "factor"),
>
>                         year = c(1991L, 1992L, 1993L, 1994L, 1995L,
>1996L, 1997L, 
>
>                                   1998L, 1999L, 2000L, 2001L, 2002L,
>2003L, 2004L, 2005L, 2006L, 
>
>                                   2007L, 2008L, 2009L, 2010L, 2011L,
>2012L, 2013L, 2014L, 2015L, 
>
>                                   1991L, 1992L, 1993L, 1994L, 1995L,
>1996L, 1997L, 1998L, 1999L, 
>
>                                   2000L, 2001L, 2002L, 2003L, 2004L,
>2005L, 2006L, 2007L, 2008L, 
>
>                                   2009L, 2010L, 2011L, 2012L, 2013L,
>2014L, 2015L, 1991L, 1992L, 
>
>                                   1993L, 1994L, 1995L, 1996L, 1997L,
>1998L, 1999L, 2000L, 2001L, 
>
>                                   2002L, 2003L, 2004L, 2005L, 2006L,
>2007L, 2008L, 2009L, 2010L, 
>
>                                   2011L, 2012L, 2013L, 2014L, 2015L,
>1991L, 1992L, 1993L, 1994L, 
>
>                                   1995L, 1996L, 1997L, 1998L, 1999L,
>2000L, 2001L, 2002L, 2003L, 
>
>                                   2004L, 2005L, 2006L, 2007L, 2008L,
>2009L, 2010L, 2011L, 2012L, 
>
>                                   2013L, 2014L, 2015L, 1991L, 1992L,
>1993L, 1994L, 1995L, 1996L, 
>
>                                   1997L, 1998L, 1999L, 2000L, 2001L,
>2002L, 2003L, 2004L, 2005L, 
>
>                                   2006L, 2007L, 2008L, 2009L, 2010L,
>2011L, 2012L, 2013L, 2014L, 
>
>                                   2015L, 1991L, 1992L, 1993L, 1994L,
>1995L, 1996L, 1997L, 1998L, 
>
>                                   1999L, 2000L, 2001L, 2002L, 2003L,
>2004L, 2005L, 2006L, 2007L, 
>
>                                   2008L, 2009L, 2010L, 2011L, 2012L,
>2013L, 2014L, 2015L, 1991L, 
>
>                                   1992L, 1993L, 1994L, 1995L, 1996L,
>1997L, 1998L, 1999L, 2000L, 
>
>                                   2001L, 2002L, 2003L, 2004L, 2005L,
>2006L, 2007L, 2008L, 2009L, 
>
>                                   2010L, 2011L, 2012L, 2013L, 2014L,
>2015L, 1991L, 1992L, 1993L, 
>
>                                   1994L, 1995L, 1996L, 1997L, 1998L,
>1999L, 2000L, 2001L, 2002L, 
>
>                                   2003L, 2004L, 2005L, 2006L, 2007L,
>2008L, 2009L, 2010L, 2011L, 
>
>                                   2012L, 2013L, 2014L, 2015L, 1991L,
>1992L, 1993L, 1994L, 1995L, 
>
>                                   1996L, 1997L, 1998L, 1999L, 2000L,
>2001L, 2002L, 2003L, 2004L, 
>
>                                   2005L, 2006L, 2007L, 2008L, 2009L,
>2010L, 2011L, 2012L, 2013L, 
>
>                                   2014L, 2015L, 1991L, 1992L, 1993L,
>1994L, 1995L, 1996L, 1997L, 
>
>                                  1998L, 1999L, 2000L, 2001L, 2002L,
>2003L, 2004L, 2005L, 2006L, 
>
>                                   2007L, 2008L, 2009L, 2010L, 2011L,
>2012L, 2013L, 2014L, 2015L, 
>
>                                   1991L, 1992L, 1993L, 1994L, 1995L,
>1996L, 1997L, 1998L, 1999L, 
>
>                                   2000L, 2001L, 2002L, 2003L, 2004L,
>2005L, 2006L, 2007L, 2008L, 
>
>                                   2009L, 2010L, 2011L, 2012L, 2013L,
>2014L, 2015L, 1991L, 1992L, 
>
>                                   1993L, 1994L, 1995L, 1996L, 1997L,
>1998L, 1999L, 2000L, 2001L, 
>
>                                   2002L, 2003L, 2004L, 2005L, 2006L,
>2007L, 2008L, 2009L, 2010L, 
>
>                                   2011L, 2012L, 2013L, 2014L, 2015L,
>1991L, 1992L, 1993L, 1994L, 
>
>                                   1995L, 1996L, 1997L, 1998L, 1999L,
>2000L, 2001L, 2002L, 2003L, 
>
>                                   2004L, 2005L, 2006L, 2007L, 2008L,
>2009L, 2010L, 2011L, 2012L, 
>
>                                   2013L, 2014L, 2015L, 1991L, 1992L,
>1993L, 1994L, 1995L, 1996L, 
>
>                                   1997L, 1998L, 1999L, 2000L, 2001L,
>2002L, 2003L, 2004L, 2005L, 
>
>                                   2006L, 2007L, 2008L, 2009L, 2010L,
>2011L, 2012L, 2013L, 2014L, 
>
>                                   2015L, 1991L, 1992L, 1993L, 1994L,
>1995L, 1996L, 1997L, 1998L, 
>
>                                   1999L, 2000L, 2001L, 2002L, 2003L,
>2004L, 2005L, 2006L, 2007L, 
>
>                                   2008L, 2009L, 2010L, 2011L, 2012L,
>2013L, 2014L, 2015L, 1991L, 
>
>                                   1992L, 1993L, 1994L, 1995L, 1996L,
>1997L, 1998L, 1999L, 2000L, 
>
>                                   2001L, 2002L, 2003L, 2004L, 2005L,
>2006L, 2007L, 2008L, 2009L, 
>
>                                   2010L, 2011L, 2012L, 2013L, 2014L,
>2015L, 1991L, 1992L, 1993L, 
>
>                                   1994L, 1995L, 1996L, 1997L, 1998L,
>1999L, 2000L, 2001L, 2002L, 
>
>                                   2003L, 2004L, 2005L, 2006L, 2007L,
>2008L, 2009L, 2010L, 2011L, 
>
>                                   2012L, 2013L, 2014L, 2015L, 1991L,
>1992L, 1993L, 1994L, 1995L, 
>
>                                   1996L, 1997L, 1998L, 1999L, 2000L,
>2001L, 2002L, 2003L, 2004L, 
>
>                                   2005L, 2006L, 2007L, 2008L, 2009L,
>2010L, 2011L, 2012L, 2013L, 
>
>                                   2014L, 2015L, 1991L, 1992L, 1993L,
>1994L, 1995L, 1996L, 1997L, 
>
>                                   1998L, 1999L, 2000L, 2001L, 2002L,
>2003L, 2004L, 2005L, 2006L, 
>
>                                   2007L, 2008L, 2009L, 2010L, 2011L,
>2012L, 2013L, 2014L, 2015L, 
>
>                                   1991L, 1992L, 1993L, 1994L, 1995L,
>1996L, 1997L, 1998L, 1999L, 
>
>                                  2000L, 2001L, 2002L, 2003L, 2004L,
>2005L, 2006L, 2007L, 2008L, 
>
>                                   2009L, 2010L, 2011L, 2012L, 2013L,
>2014L, 2015L, 1991L, 1992L, 
>
>                                   1993L, 1994L, 1995L, 1996L, 1997L,
>1998L, 1999L, 2000L, 2001L, 
>
>                                   2002L, 2003L, 2004L, 2005L, 2006L,
>2007L, 2008L, 2009L, 2010L, 
>
>                                   2011L, 2012L, 2013L, 2014L, 2015L,
>1991L, 1992L, 1993L, 1994L, 
>
>                                   1995L, 1996L, 1997L, 1998L, 1999L,
>2000L, 2001L, 2002L, 2003L, 
>
>                                   2004L, 2005L, 2006L, 2007L, 2008L,
>2009L, 2010L, 2011L, 2012L, 
>
>                                   2013L, 2014L, 2015L, 1991L, 1992L,
>1993L, 1994L, 1995L, 1996L, 
>
>                                   1997L, 1998L, 1999L, 2000L, 2001L,
>2002L, 2003L, 2004L, 2005L, 
>
>                                   2006L, 2007L, 2008L, 2009L, 2010L,
>2011L, 2012L, 2013L, 2014L, 
>
>                                   2015L, 1991L, 1992L, 1993L, 1994L,
>1995L, 1996L, 1997L, 1998L, 
>
>                                   1999L, 2000L, 2001L, 2002L, 2003L,
>2004L, 2005L, 2006L, 2007L, 
>
>                                   2008L, 2009L, 2010L, 2011L, 2012L,
>2013L, 2014L, 2015L, 1991L, 
>
>                                   1992L, 1993L, 1994L, 1995L, 1996L,
>1997L, 1998L, 1999L, 2000L, 
>
>                                   2001L, 2002L, 2003L, 2004L, 2005L,
>2006L, 2007L, 2008L, 2009L, 
>
>                                   2010L, 2011L, 2012L, 2013L, 2014L,
>2015L, 1991L, 1992L, 1993L, 
>
>                                   1994L, 1995L, 1996L, 1997L, 1998L,
>1999L, 2000L, 2001L, 2002L, 
>
>                                   2003L, 2004L, 2005L, 2006L, 2007L,
>2008L, 2009L, 2010L, 2011L, 
>
>                                   2012L, 2013L, 2014L, 2015L, 1991L,
>1992L, 1993L, 1994L, 1995L, 
>
>                                   1996L, 1997L, 1998L, 1999L, 2000L,
>2001L, 2002L, 2003L, 2004L, 
>
>                                   2005L, 2006L, 2007L, 2008L, 2009L,
>2010L, 2011L, 2012L, 2013L, 
>
>                                   2014L, 2015L, 1991L, 1992L, 1993L,
>1994L, 1995L, 1996L, 1997L, 
>
>                                   1998L, 1999L, 2000L, 2001L, 2002L,
>2003L, 2004L, 2005L, 2006L, 
>
>                                   2007L, 2008L, 2009L, 2010L, 2011L,
>2012L, 2013L, 2014L, 2015L, 
>
>                                   1991L, 1992L, 1993L, 1994L, 1995L,
>1996L, 1997L, 1998L, 1999L, 
>
>                                   2000L, 2001L, 2002L, 2003L, 2004L,
>2005L, 2006L, 2007L, 2008L, 
>
>                                   2009L, 2010L, 2011L, 2012L, 2013L,
>2014L, 2015L, 1991L, 1992L, 
>
>                                   1993L, 1994L, 1995L, 1996L, 1997L,
>1998L, 1999L, 2000L, 2001L, 
>
>                                   2002L, 2003L, 2004L, 2005L, 2006L,
>2007L, 2008L, 2009L, 2010L, 
>
>                                   2011L, 2012L, 2013L, 2014L, 2015L),
>ag_emp = c(NA, 0.002, 
>
>                                                                                 0.019,
>0.002, -0.006, -0.014, -0.012, -0.01, -0.006, -0.005, 
>
>                                                                                 -0.008,
>-0.013, -0.01, -0.011, -0.017, -0.021, -0.022, -0.017, 
>
>                                                                                 -0.007,
>-0.004, -0.007, -0.007, -0.007, -0.005, -0.003, NA, 
>
>                                                                                 0.002,
>0.002, 0.002, 0.002, -0.002, -0.001, -0.001, -0.001, 
>
>                                                                                 -0.001,
>0, 0.001, 0.006, 0.004, 0.004, 0.003, 0.003, 0.003, 
>
>                                                                                 0.003,
>0.004, 0.007, 0.004, 0.004, 0.004, -0.002, NA, 0.001, 
>
>                                                                                 -0.008,
>0.003, 0, -0.005, -0.002, -0.004, -0.003, -0.005, 
>
>                                                                                 -0.001,
>-0.01, -0.003, 0, 0, -0.038, -0.138, -0.055, -0.024, 
>
>                                                                                 -0.018,
>-0.016, -0.014, -0.012, -0.009, -0.007, NA, -0.014, 
>
>                                                                                 -0.01,
>-0.008, -0.007, -0.008, -0.008, -0.008, -0.001, 0, 
>
>                                                                                 0.009,
>0.009, 0.009, 0.008, 0.007, 0.004, 0.004, 0.004, 0.004, 
>
>                                                                                 0.004,
>-0.002, -0.001, -0.001, -0.002, 0, NA, 0.006, 0.003, 
>
>                                                                                 0.002,
>-0.003, 0.001, 0.001, -0.003, -0.001, 0.003, -0.003, 
>
>                                                                                 -0.002,
>0.004, 0, 0.001, 0, -0.001, 0.001, 0.001, 0.001, 
>
>                                                                                 0.001,
>0, 0.027, 0.011, 0.001, NA, -0.01, 0.009, -0.003, 
>
>                                                                                 -0.003,
>-0.004, -0.003, -0.003, -0.002, 0, -0.003, -0.004, 
>
>                                                                                 -0.004,
>-0.006, -0.01, -0.002, 0.001, 0.001, 0.002, 0.001, 
>
>                                                                                 -0.001,
>0.002, 0.001, 0.002, 0.002, NA, 0.006, 0.008, 0.002, 
>
>                                                                                 -0.001,
>-0.002, 0.003, -0.003, 0.001, 0.005, -0.002, -0.005, 
>
>                                                                                 -0.006,
>-0.005, -0.006, -0.007, -0.006, -0.006, -0.004, -0.005, 
>
>                                                                                 -0.007,
>-0.006, -0.008, -0.007, -0.002, NA, -0.01, -0.015, 
>
>                                                                                 -0.014,
>-0.007, -0.004, -0.006, -0.014, 0, 0.001, -0.011, 
>
>                                                                                  -0.005,
>0, -0.003, -0.005, 0.003, -0.002, -0.002, 0.004, 
>
>                                                                                 0.002,
>-0.001, 0, 0.001, -0.002, 0.038, NA, -0.009, -0.015, 
>
>                                                                                 -0.022,
>-0.009, -0.003, 0.006, 0.008, 0.009, 0.012, 0.004, 
>
>                                                                                 0.017,
>0.012, 0.008, 0.009, 0.001, 0.001, 0.004, 0.001, -0.003, 
>
>                                                                                 -0.005,
>-0.006, -0.004, -0.005, -0.004, NA, -0.002, 0.001, 
>
>                                                                                 -0.001,
>-0.001, -0.004, -0.009, -0.008, -0.01, 0.034, -0.012, 
>
>                                                                                 0.01,
>0.01, 0.009, -0.001, -0.006, -0.006, -0.005, -0.004, 
>
>                                                                                  -0.005,
>-0.005, -0.008, 0.002, -0.007, 0, NA, -0.008, -0.013, 
>
>                                                                                 -0.016,
>-0.009, -0.015, -0.015, -0.011, -0.014, -0.014, -0.016, 
>
>                                                                                  -0.018,
>-0.012, -0.016, -0.019, -0.016, -0.016, -0.016, -0.016, 
>
>                                                                                 -0.016,
>-0.019, -0.014, -0.016, -0.017, -0.003, NA, 0.001, 
>
>                                                                                 0.002,
>0.002, 0.005, 0.001, 0.002, 0.003, 0.004, 0.006, 0.001, 
>
>                                                                                 0.003,
>0.005, 0.004, 0.004, 0.004, 0.004, 0.003, 0.006, 0.007, 
>
>                                                                                 0.016,
>0.002, 0.087, 0.002, 0, NA, -0.009, -0.007, -0.006, 
>
>                                                                                 -0.006,
>-0.013, -0.008, 0.019, 0.006, -0.01, -0.004, -0.002, 
>
>                                                                                 -0.002,
>-0.004, -0.005, -0.006, -0.006, -0.005, -0.005, -0.006, 
>
>                                                                                 -0.01,
>-0.005, -0.003, -0.005, -0.004, NA, -0.006, 0.011, 
>
>                                                                                 -0.006,
>-0.083, 0.084, -0.125, 0.066, 0.064, -0.005, -0.115, 
>
>                                                                                 0.101,
>0.006, -0.064, -0.054, 0.098, -0.013, -0.007, 0.005, 
>
>                                                                                  -0.007,
>0.007, -0.004, 0.006, -0.016, -0.008, NA, -0.027, 
>
>                                                                                 0.055,
>0.044, 0.029, 0.023, -0.045, -0.014, -0.015, -0.012, 
>
>                                                                                 -0.003,
>-0.003, 0.02, 0.003, -0.009, -0.001, -0.013, -0.003, 
>
>                                                                                 0,
>0.001, -0.006, -0.006, -0.006, -0.002, 0, NA, -0.002, 
>
>                                                                                 0.012,
>-0.01, 0.018, 0.006, 0.004, 0.002, 0, 0.009, -0.005, 
>
>                                                                                 0.006,
>0.017, 0.036, 0.029, -0.006, -0.001, -0.002, 0.001, 
>
>                                                                                 -0.002,
>-0.007, -0.008, -0.008, -0.006, -0.003, NA, -0.004, 
>
>                                                                                  -0.003,
>-0.002, -0.128, -0.009, -0.006, -0.007, 0.005, 0.005, 
>
>                                                                                 0.008,
>0.007, 0.006, -0.001, 0.006, 0.007, -0.005, 0.007, 
>
>                                                                                  -0.004,
>-0.003, -0.002, 0, -0.004, -0.001, -0.001, NA, -0.012, 
>
>                                                                                 -0.003,
>0.007, 0.004, 0.001, -0.02, -0.005, 0.013, -0.012, 
>
>                                                                                 -0.017,
>-0.016, 0.026, -0.011, 0.02, 0.013, 0.011, 0.028, 
>
>                                                                                 0.026,
>0.031, -0.005, -0.004, -0.007, -0.013, -0.007, NA, 
>
>                                                                                 -0.001,
>-0.006, -0.001, -0.008, -0.007, 0.001, -0.003, -0.005, 
>
>                                                                                 -0.001,
>-0.002, -0.004, -0.007, -0.007, -0.004, -0.011, -0.003, 
>
>                                                                                 -0.002,
>-0.002, -0.002, -0.005, -0.005, -0.005, -0.006, -0.003, 
>
>                                                                                 NA,
>0.005, 0.016, 0.004, 0.004, 0, -0.007, 0.003, 0.002, 
>
>                                                                                 0,
>0.003, -0.005, -0.004, -0.007, -0.008, -0.009, -0.011, 
>
>                                                                                  -0.011,
>-0.01, -0.012, -0.014, -0.016, -0.003, 0, 0.001, 
>
>                                                                                 NA,
>-0.009, 0.021, 0.006, -0.013, 0.02, 0.002, -0.003, 0.007, 
>
>                                                                                 -0.001,
>0.001, 0.003, -0.001, 0, 0.001, -0.004, -0.001, -0.005, 
>
>                                                                                 -0.002,
>-0.004, -0.003, -0.006, -0.004, -0.006, -0.005, NA, 
>
>                                                                                 -0.006,
>0.029, 0.029, 0.02, 0.001, -0.014, -0.033, -0.002, 
>
>                                                                                 -0.016,
>-0.015, 0.014, -0.015, -0.034, -0.023, -0.001, -0.003, 
>
>                                                                                 0.013,
>-0.015, -0.003, -0.008, -0.008, -0.002, 0.007, 0, 
>
>                                                                                 NA,
>0, -0.015, -0.015, -0.015, -0.024, -0.015, -0.009, -0.016, 
>
>                                                                                 -0.026,
>-0.019, -0.007, -0.037, -0.027, -0.026, -0.033, 0.042, 
>
>                                                                                 0.034,
>0.033, 0.041, 0.028, 0.016, 0.006, 0.009, 0.001, NA, 
>
>                                                                                  0.009,
>0, -0.002, 0.003, -0.005, 0, 0.001, -0.001, 0.003, 
>
>                                                                                 0.006,
>-0.018, -0.008, 0.013, 0.001, -0.002, -0.003, -0.003, 
>
>                                                                                  0,
>0, -0.003, -0.006, -0.009, -0.005, 0.016, NA, -0.007, 
>
>                                                                                 -0.005,
>-0.004, -0.006, -0.01, -0.01, -0.01, -0.008, -0.006, 
>
>                                                                                 -0.009,
>-0.006, -0.003, -0.005, -0.004, -0.006, -0.006, -0.005, 
>
>                                                                                 -0.003,
>-0.003, -0.005, -0.001, -0.001, -0.001, -0.001, NA, 
>
>                                                                                 -0.019,
>-0.14, 0.006, 0.009, 0.007, 0.044, -0.035, -0.004, 
>
>                                                                                 -0.002,
>-0.017, -0.005, -0.001, -0.004, -0.008, 0.004, -0.003, 
>
>                                                                                 -0.011,
>0.006, -0.001, -0.004, -0.002, 0.007, -0.003, -0.001, 
>
>                                                                                  NA,
>0.001, -0.002, -0.001, -0.005, -0.007, -0.002, 0.004, 
>
>                                                                                 0.001,
>0.002, -0.012, 0.004, -0.009, -0.014, -0.017, -0.029, 
>
>                                                                                  -0.044,
>-0.014, -0.013, -0.017, -0.02, -0.017, -0.025, -0.006, 
>
>                                                                                 -0.008,
>NA, 0.004, 0.009, 0.001, -0.001, -0.008, -0.004, 
>
>                                                                                 0.003,
>0.003, 0.003, 0.003, 0.003, 0.001, 0, 0.001, -0.002, 
>
>                                                                                 -0.002,
>-0.002, -0.002, -0.003, -0.004, -0.004, -0.004, -0.004, 
>
>                                                                                 -0.003,
>NA, -0.006, -0.005, 0.002, -0.001, -0.004, 0, -0.012, 
>
>                                                                                 -0.016,
>0.008, -0.017, -0.011, -0.014, 0.015, 0.008, 0.003, 
>
>                                                                                 0.009,
>0.014, 0.014, 0.012, 0.01, 0.009, 0.009, 0.006, 0.001, 
>
>                                                                                  NA,
>-0.001, 0, 0.015, 0.014, 0.025, 0.022, 0.027, 0.007, 
>
>                                                                                 0.007,
>-0.006, 0.013, 0.016, -0.01, -0.031, -0.003, 0.001, 
>
>                                                                                 0.016,
>-0.008, -0.043, 0.024, 0.025, 0, -0.015, -0.008), 
>
>                         in_emp = c(NA, -0.001, -0.004, 0.005, 0.004,
>0.001, 0, 0.001, 
>
>                                     0.001, 0.001, 0.001, 0.003, 0,
>0.003, 0.004, 0.003, 0.003, 
>
>                                     0.001, -0.001, 0.002, 0.001,
>0.002, 0.002, 0.002, 0.002, 
>
>                                     NA, 0, 0.001, 0.001, 0.001, 0, 0,
>0, 0, 0, 0, 0, 0.001, 0.002, 
>
>                                     0.002, 0.002, 0.002, 0.002, 0.002,
>0.002, 0.002, 0.001, 0.001, 
>
>                                     0.001, 0.002, NA, 0, 0, 0, 0, 0,
>0, 0, 0, 0, 0, 0, 0, -0.002, 
>
>                                     -0.002, 0.024, 0.046, 0.021, 0.01,
>0.008, 0.007, 0.006, 0.006, 
>
>                                     0.006, 0.004, NA, -0.001, -0.001,
>0, -0.001, 0, 0, 0, 0, 
>
>                                     0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
>0, 0, 0, 0, 0, NA, -0.001, 
>
>                                     0, 0.002, 0, -0.002, 0.003, 0, 0,
>-0.001, 0, 0, -0.001, 0.002, 
>
>                                     0, 0.001, 0.001, 0, 0.001, 0.001,
>0.001, 0.001, -0.008, 0.007, 
>
>                                     0.001, NA, 0, -0.001, 0, 0, 0, 0,
>0, 0, 0, 0.001, 0, 0.001, 
>
>                                     0.002, -0.001, 0, 0, 0, 0, 0.001,
>-0.001, 0.001, 0, 0, 0.001, 
>
>                                    NA, 0, -0.001, 0.001, 0.001, 0.001,
>0.002, -0.002, 0, 0.002, 
>
>                                     0, 0, 0.001, 0.002, 0, 0, 0.001,
>0.001, 0, 0.002, 0.001, 
>
>                                     0.001, 0, 0.002, 0.002, NA, 0.001,
>-0.001, 0.002, 0, 0, 0.002, 
>
>                                     -0.003, -0.001, 0.001, 0.002, 0,
>0.001, 0.004, 0, 0, 0.002, 
>
>                                     0.001, -0.001, 0.001, 0, 0.001,
>-0.001, 0, -0.028, NA, -0.001, 
>
>                                     0.002, 0.001, 0.001, -0.001,
>0.002, 0.001, 0, 0, 0, 0.004, 
>
>                                     0, 0, 0.002, 0, 0.001, -0.002,
>0.002, 0, 0.002, 0.001, 0, 
>
>                                     0, 0.001, NA, 0, 0, 0, 0, 0,
>-0.001, -0.001, -0.001, 0.004, 
>
>                                     -0.001, 0.001, 0.001, 0.001,
>0.001, 0.001, 0.001, 0.001, 
>
>                                     0.001, 0.001, 0.001, 0.001, 0.002,
>0.001, 0.003, NA, 0.001, 
>
>                                     0.003, 0.002, 0.003, 0.003, 0.003,
>0.003, 0.003, 0.003, 0.003, 
>
>                                     0.003, 0.004, 0.004, 0.003, 0.004,
>0.004, 0.004, 0.004, 0.004, 
>
>                                     0.003, 0.005, 0.004, 0.004, 0.001,
>NA, 0, 0, 0, 0, 0, 0, 
>
>                                     0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
>0, 0, -0.002, 0, 0.004, 
>
>                                     0, 0.001, NA, 0, 0.001, 0.001,
>0.002, 0.002, 0.002, -0.005, 
>
>                                     0.008, -0.001, 0.002, 0.001,
>0.002, 0.002, 0.002, 0.001, 
>
>                                     0.002, 0.002, 0.002, 0.002, 0.003,
>-0.001, 0.002, 0.002, 
>
>                                     0.003, NA, 0.001, 0.003, 0.001,
>-0.009, 0.014, -0.016, 0.01, 
>
>                                     0.01, 0.002, -0.015, 0.015, 0.004,
>-0.009, -0.006, 0.018, 
>
>                                     0, 0.001, 0.002, 0.001, 0.003,
>0.001, 0.003, -0.001, 0.001, 
>
>                                     NA, -0.017, -0.008, -0.007,
>-0.006, -0.004, 0.006, 0.002, 
>
>                                     0.001, 0.003, 0, 0.001, -0.007,
>0.006, 0, 0.003, 0, 0.001, 
>
>                                     0.002, 0.003, 0.001, 0.001, 0.001,
>-0.001, 0.001, NA, -0.004, 
>
>                                    -0.001, -0.006, -0.001, -0.003,
>-0.004, -0.004, -0.005, -0.005, 
>
>                                     -0.007, -0.008, -0.021, -0.02,
>-0.012, 0.004, 0.005, 0.005, 
>
>                                     0.007, 0.008, 0.009, 0.01, 0.008,
>0.003, 0.002, NA, -0.002, 
>
>                                     0.003, -0.002, 0.013, 0, 0, 0,
>0.001, 0, 0, 0.002, 0.002, 
>
>                                     0, 0.001, 0, 0, 0.001, 0.001, 0,
>0, 0, 0.001, 0.001, 0.001, 
>
>                                     NA, -0.001, 0, 0.001, 0.001,
>0.001, 0, 0.001, 0.002, 0, 0.002, 
>
>                                     -0.001, 0.004, 0, 0.003, 0.003,
>0.002, 0.004, 0.004, 0.004, 
>
>                                     0.001, 0, 0.001, 0.001, 0.002, NA,
>0.003, 0.003, -0.001, 
>
>                                     0.005, 0.001, -0.001, 0.003,
>0.004, 0.001, 0.003, 0.001, 
>
>                                     0.003, 0.002, 0.005, 0.006, 0,
>0.002, 0.001, 0.004, 0.002, 
>
>                                     0.003, 0.002, 0.002, 0.002, NA,
>-0.001, 0.002, 0, 0, 0.001, 
>
>                                     0, 0.001, 0.001, 0, 0.001, 0, 0,
>0, 0, 0, 0, 0, 0, 0, 0, 
>
>                                     -0.001, 0.001, 0.001, 0.001, NA,
>-0.003, 0.006, 0.003, -0.003, 
>
>                                     0.007, 0.001, 0.004, 0, 0, 0.004,
>0, 0, -0.002, 0.002, 0, 
>
>                                     0, 0.001, -0.002, 0.002, -0.001,
>0.002, -0.001, 0.001, 0.001, 
>
>                                     NA, 0, 0.001, 0.001, 0.001, 0, 0,
>0, 0.001, 0, 0.001, 0.003, 
>
>                                     0.004, 0.003, 0.004, 0.004, 0.004,
>0.005, 0.004, 0.005, 0.005, 
>
>                                     0.005, 0.006, 0.003, 0.004, NA, 0,
>-0.004, -0.004, -0.003, 
>
>                                     -0.005, -0.003, -0.001, -0.002,
>-0.004, 0.003, 0.009, 0.001, 
>
>                                     0.004, 0.005, 0.002, 0.012, 0.009,
>0.01, 0.013, 0.01, 0.008, 
>
>                                     0.003, 0.004, 0.003, NA, -0.003,
>0.002, 0, -0.001, 0, -0.001, 
>
>                                     0.002, -0.001, 0.004, -0.001,
>0.001, -0.001, 0.002, 0, 0, 
>
>                                     0.001, 0.001, 0, 0.001, 0.001,
>0.002, 0.003, 0, -0.004, NA, 
>
>                                     0, 0.001, -0.001, 0.002, 0, 0, 0,
>0, 0, 0, 0, 0, 0.001, 0.001, 
>
>                                     0.001, 0.001, 0, 0.001, 0.002,
>0.001, 0.001, 0.002, 0.002, 
>
>                                     0.002, NA, -0.001, 0.066, 0.001,
>0.004, 0.003, 0.027, -0.018, 
>
>                                     -0.001, 0.001, -0.006, 0, 0.003,
>0, -0.001, 0.006, 0.003, 
>
>                                     -0.003, 0.004, 0, 0.001, 0.003,
>0.004, 0, 0.001, NA, -0.002, 
>
>                                     -0.002, -0.002, -0.002, -0.002,
>-0.001, -0.001, -0.001, -0.001, 
>
>                                     -0.002, 0.014, 0.003, 0.003,
>0.003, 0.002, -0.007, 0.002, 
>
>                                     0.002, 0.002, 0.002, 0.002, 0.002,
>0.003, 0.003, NA, 0, -0.002, 
>
>                                     0.005, 0.002, -0.002, 0.002, 0,
>0.002, 0, 0.001, 0.001, 0.002, 
>
>                                     0.001, 0.001, 0.001, 0.001, 0.001,
>0.001, 0.001, 0.001, 0.001, 
>
>                                     0.001, 0.001, 0.002, NA, 0, 0.001,
>0.001, 0.001, 0.001, 0.002, 
>
>                                     0.002, 0.006, 0.007, 0.006, 0.008,
>0.008, -0.019, -0.015, 
>
>                                     0.005, 0.006, 0.007, 0.008,
>-0.006, -0.006, -0.005, -0.005, 
>
>                                     -0.003, 0.002, NA, -0.002, -0.002,
>0, -0.001, -0.001, -0.004, 
>
>                                     -0.003, -0.005, -0.004, 0.002,
>0.004, 0.004, 0.002, 0, 0.001, 
>
>                                     0.002, 0.003, 0.002, -0.003,
>0.004, 0.004, 0.001, 0, 0), 
>
>                         sv_emp = c(NA, 0, -0.007, 0, 0.005, 0.008,
>0.007, 0.007, 
>
>                                     0.005, 0.005, 0.004, 0.006, 0.007,
>0.007, 0.009, 0.01, 0.011, 
>
>                                     0.011, 0.008, 0.007, 0.006, 0.007,
>0.008, 0.008, 0.005, NA, 
>
>                                     0, 0.002, 0.002, 0.002, -0.001,
>-0.001, 0, 0, -0.001, -0.001, 
>
>                                     -0.001, -0.003, -0.001, -0.001,
>-0.003, -0.003, -0.003, -0.003, 
>
>                                     -0.003, -0.005, -0.001, 0, 0,
>0.005, NA, 0.001, 0.001, 0.005, 
>
>                                     0.004, 0.004, 0.004, 0.004, 0.005,
>0.005, 0.005, 0.004, 0.006, 
>
>                                     0.004, 0.004, 0.018, 0.083, 0.036,
>0.016, 0.013, 0.01, 0.009, 
>
>                                     0.009, 0.009, 0.007, NA, -0.001,
>-0.001, -0.001, -0.001, 
>
>                                     -0.002, -0.001, 0, 0, 0, 0.001,
>0.001, 0, 0.001, 0, 0.001, 
>
>                                     0.001, 0.001, 0.001, 0.001, 0, 0,
>0.001, 0.001, 0, NA, -0.004, 
>
>                                     0, 0, 0.005, -0.001, -0.001,
>0.003, 0.002, 0, 0.001, 0.001, 
>
>                                     -0.002, 0.001, 0.001, 0.002,
>0.003, 0.003, 0.002, 0.003, 
>
>                                     0.003, 0.004, -0.014, -0.005,
>0.004, NA, 0.002, -0.005, 0.001, 
>
>                                     0, -0.001, 0, 0.001, -0.001,
>-0.002, 0.001, 0.001, 0.003, 
>
>                                     0.007, 0.008, 0, 0, 0, 0.001,
>0.003, 0.001, 0.002, 0.002, 
>
>                                     0.002, 0.002, NA, -0.006, -0.006,
>-0.003, 0.001, -0.001, 
>
>                                     -0.005, 0.003, 0, -0.005, 0,
>0.003, 0.004, 0.003, 0.005, 
>
>                                     0.004, 0.004, 0.004, 0.004, 0.005,
>0.005, 0.005, 0.008, 0.005, 
>
>                                     0.003, NA, 0.002, -0.002, 0,
>-0.004, 0.002, 0.007, -0.006, 
>
>                                    0, 0.001, 0.007, 0.002, 0.005,
>0.012, 0.006, -0.001, 0.007, 
>
>                                     0.005, -0.001, 0.002, 0.004,
>0.003, 0.002, -0.004, -0.016, 
>
>                                     NA, -0.002, 0.002, 0.006, -0.001,
>0.009, 0.005, 0.003, 0.003, 
>
>                                     0.001, 0.009, 0.001, 0.003, 0.004,
>0.003, 0.001, 0.001, -0.002, 
>
>                                     0, 0.002, 0.003, 0.004, 0.003,
>0.001, 0.002, NA, 0.025, -0.016, 
>
>                                     -0.005, -0.006, -0.003, -0.001,
>0.001, -0.005, 0, -0.002, 
>
>                                     0.004, 0.001, 0.002, -0.003,
>-0.005, -0.007, -0.009, -0.006, 
>
>                                     -0.005, -0.013, -0.002, 0.003,
>-0.007, -0.007, NA, 0.003, 
>
>                                     0.01, 0.009, 0.012, 0.01, 0.01,
>0.013, 0.012, 0.013, 0.011, 
>
>                                     0.01, 0.016, 0.013, 0.011, 0.013,
>0.013, 0.013, 0.013, 0.013, 
>
>                                     0.008, 0.015, 0.011, 0.009, 0.005,
>NA, 0.001, 0.001, 0.002, 
>
>                                     0.003, 0.002, 0.002, 0.002, 0.003,
>0.003, 0.002, 0.002, 0.003, 
>
>                                     0.003, 0.003, 0.003, 0.003, 0.002,
>0.003, 0.002, -0.002, 
>
>                                    0.001, 0.02, 0.001, 0.002, NA,
>0.005, 0.004, 0.004, 0.006, 
>
>                                     0.009, 0.007, -0.007, -0.002,
>0.011, 0.006, 0.006, 0.005, 
>
>                                     0.007, 0.008, 0.007, 0.008, 0.008,
>0.008, 0.009, 0.009, 0.007, 
>
>                                     0.005, 0.006, 0.006, NA, 0.003,
>0.008, 0.004, -0.02, 0.031, 
>
>                                     -0.033, 0.023, 0.021, 0.007,
>-0.033, 0.035, 0.011, -0.02, 
>
>                                     -0.013, 0.044, 0.001, 0.003,
>0.007, 0.002, 0.011, 0.004, 
>
>                                     0.009, -0.003, 0, NA, 0.048,
>-0.043, -0.035, -0.025, -0.014, 
>
>                                     0.044, 0.015, 0.007, 0.019, 0.002,
>0.003, -0.011, -0.005, 
>
>                                     0, 0.007, -0.001, 0.008, 0.006,
>0.008, 0.005, 0.006, 0.007, 
>
>                                     0.004, 0.004, NA, -0.002, 0.001,
>-0.003, 0.003, 0, 0, -0.001, 
>
>                                     -0.002, -0.001, -0.004, -0.002,
>-0.002, -0.001, -0.001, 0.004, 
>
>                                     0.005, 0.005, 0.005, 0.005, 0.004,
>0.004, 0.006, 0.003, 0.003, 
>
>                                     NA, 0, 0.002, 0, 0.116, 0.004,
>0.002, 0.003, 0.003, 0.003, 
>
>                                     -0.001, 0.002, 0.004, 0.002,
>0.004, 0.001, 0.001, 0.007, 
>
>                                     0.004, 0.003, 0.002, 0.001, 0.001,
>0.003, 0.003, NA, 0.004, 
>
>                                     -0.002, 0.004, 0.006, 0.002, 0,
>0.004, 0.012, 0.003, 0, 0.002, 
>
>                                     0.018, 0.002, 0.015, 0.016, 0.012,
>0.02, 0.021, 0.024, 0.005, 
>
>                                     0.003, 0.002, 0.002, 0.004, NA,
>0.007, 0.006, 0.006, 0.005, 
>
>                                     0.008, 0.007, 0.005, 0.008, 0.009,
>0.007, 0.005, 0.005, 0.007, 
>
>                                     0.012, 0.011, 0.013, 0.007, 0.005,
>0.008, 0.006, 0.007, 0.007, 
>
>                                     0.006, 0.005, NA, 0.001, 0.004,
>0.004, 0.003, 0.002, 0.004, 
>
>                                     0.005, 0.004, 0.002, 0.003, 0.003,
>0.002, 0.002, 0.002, 0, 
>
>                                     0.001, 0, 0, 0, -0.001, -0.001,
>0.003, 0.004, 0.003, NA, 
>
>                                     -0.006, 0.01, 0.006, -0.001, 0.01,
>0.005, 0.003, 0.007, 0, 
>
>                                     0.004, 0.002, 0, 0, -0.001, 0.002,
>0.002, 0.001, 0, 0.001, 
>
>                                     0.001, 0.002, 0.003, 0.001, 0.002,
>NA, 0.001, 0.004, 0.004, 
>
>                                     0.003, 0.002, 0.001, -0.001,
>0.002, 0.002, 0.003, 0.013, 
>
>                                     0.021, 0.022, 0.029, 0.001, 0,
>0.004, -0.002, 0, -0.001, 
>
>                                    -0.001, 0.001, 0.002, 0.006, NA,
>0.013, 0.004, 0.004, 0.004, 
>
>                                     -0.001, 0.004, 0.009, 0.004,
>-0.003, 0.007, 0.019, -0.008, 
>
>                                     0.001, 0.002, -0.007, -0.02,
>-0.029, -0.03, -0.025, -0.031, 
>
>                                     -0.021, -0.008, -0.004, 0.003, NA,
>-0.007, -0.002, 0.001, 
>
>                                     -0.002, 0.002, 0, -0.002, 0.001,
>-0.005, -0.005, 0.012, 0.007, 
>
>                                     0.01, 0.003, 0.003, 0.004, 0.005,
>0.004, 0.005, 0.005, 0.008, 
>
>                                     0.012, 0.009, -0.005, NA, -0.001,
>0.001, 0, 0, 0.001, 0.001, 
>
>                                     0, 0, 0.001, 0.001, 0.001, 0.001,
>0.002, 0.003, 0.003, 0.003, 
>
>                                     0.002, 0.003, 0.004, 0.004, 0.004,
>0.006, 0.006, 0.004, NA, 
>
>                                     0.021, 0.073, 0.021, 0.008,
>-0.001, -0.08, 0.049, -0.002, 
>
>                                     -0.006, 0.017, -0.001, -0.007, 0,
>0.005, -0.017, -0.006, 
>
>                                     -0.001, 0.005, 0.003, 0.002,
>-0.001, -0.009, 0, 0.002, NA, 
>
>                                     0.004, 0.003, 0.003, 0.003, 0.003,
>0.004, 0.005, 0.004, 0.005, 
>
>                                     0.002, 0.002, 0.013, 0.013, 0.013,
>0.011, 0.067, -0.004, 
>
>                                     -0.004, -0.005, -0.006, -0.006,
>-0.008, -0.001, 0.005, NA, 
>
>                                     0.002, -0.003, 0.008, 0.008,
>0.014, 0.012, 0.005, 0.006, 
>
>                                     0.005, 0.004, 0.004, 0.007, 0.006,
>0.005, 0.006, 0.004, 0.004, 
>
>                                     0.004, 0.005, 0.005, 0.005, 0.006,
>0.006, 0.005, NA, -0.001, 
>
>                                    -0.001, 0.001, 0.001, 0, 0.003,
>-0.001, -0.003, 0.005, -0.003, 
>
>                                     -0.001, -0.002, -0.002, -0.003,
>-0.012, -0.009, -0.008, -0.007, 
>
>                                     0.007, 0.007, 0.007, 0.007, 0.006,
>0.004, NA, -0.003, -0.002, 
>
>                                     0.003, 0.002, 0.005, 0.003,
>-0.002, -0.005, -0.005, -0.006, 
>
>                                     0, 0, -0.007, -0.013, 0.001,
>0.002, 0.007, 0, -0.011, 0.01, 
>
>                                     0.01, 0.002, -0.001, 0), emp_pop =
>c(NA, 0.001, 0.007, 0.007, 
>
>                                                                         0.003,
>-0.005, -0.004, -0.002, 0, 0.001, -0.003, -0.003, 
>
>                                                                         -0.003,
>-0.002, -0.004, -0.008, -0.008, -0.006, 0.001, 0.004, 
>
>                                                                         0,
>0.002, 0.003, 0.005, 0.003, NA, 0.003, 0.004, 0.004, 0.004, 
>
>                                                                          -0.002,
>-0.002, -0.001, -0.001, -0.001, 0, 0, 0.005, 0.005, 
>
>                                                                         0.005,
>0.001, 0.002, 0.002, 0.003, 0.003, 0.004, 0.004, 0.005, 
>
>                                                                         0.005,
>0.006, NA, 0.003, -0.007, 0.008, 0.004, -0.001, 0.002, 
>
>                                                                         0.001,
>0.002, 0, 0.004, -0.006, 0.003, 0.002, 0.002, 0.004, 
>
>                                                                          -0.01,
>0.001, 0.002, 0.002, 0.001, 0.002, 0.003, 0.006, 0.004, 
>
>                                                                         NA,
>-0.015, -0.012, -0.01, -0.009, -0.01, -0.008, -0.008, 
>
>                                                                         -0.001,
>0, 0.01, 0.01, 0.01, 0.009, 0.008, 0.006, 0.005, 
>
>                                                                         0.005,
>0.005, 0.005, -0.001, 0, 0, -0.001, -0.001, NA, 0.002, 
>
>                                                                         0.003,
>0.004, 0.001, -0.002, 0.003, -0.001, 0.001, 0.003, 
>
>                                                                         -0.002,
>0, 0.001, 0.003, 0.002, 0.002, 0.003, 0.004, 0.004, 
>
>                                                                         0.005,
>0.005, 0.005, 0.004, 0.014, 0.006, NA, -0.008, 0.003, 
>
>                                                                         -0.002,
>-0.003, -0.005, -0.003, -0.002, -0.003, -0.001, -0.002, 
>
>                                                                         -0.003,
>-0.001, 0.002, -0.003, -0.002, 0, 0.001, 0.003, 0.005, 
>
>                                                                         -0.001,
>0.004, 0.003, 0.005, 0.005, NA, 0, 0, 0, 0, -0.003, 
>
>                                                                         0,
>-0.002, 0, 0.002, -0.002, -0.002, -0.002, 0, -0.001, -0.003, 
>
>                                                                         -0.001,
>0, 0, 0.001, -0.001, 0, 0, 0.001, 0.003, NA, -0.007, 
>
>                                                                         -0.019,
>-0.012, -0.011, -0.001, 0.004, -0.023, 0, 0.004, 
>
>                                                                         -0.002,
>-0.003, 0.005, 0.013, 0.002, 0.002, 0.007, 0.004, 
>
>                                                                         0.002,
>0.005, 0.004, 0.004, 0.001, -0.006, -0.006, NA, -0.012, 
>
>                                                                         -0.012,
>-0.015, -0.01, 0.005, 0.013, 0.013, 0.012, 0.013, 
>
>                                                                         0.013,
>0.022, 0.015, 0.013, 0.014, 0.002, 0.003, 0, 0.003, 
>
>                                                                         -0.001,
>0.001, -0.001, -0.001, -0.003, -0.001, NA, 0.023, 
>
>                                                                         -0.015,
>-0.006, -0.006, -0.007, -0.01, -0.007, -0.015, 0.037, 
>
>                                                                         -0.015,
>0.015, 0.012, 0.012, -0.002, -0.009, -0.012, -0.013, 
>
>                                                                         -0.009,
>-0.009, -0.016, -0.009, 0.007, -0.012, -0.004, NA, 
>
>                                                                         -0.003,
>0, -0.004, 0.006, -0.003, -0.002, 0.005, 0.002, 0.002, 
>
>                                                                          -0.002,
>-0.006, 0.007, 0, -0.005, 0, 0.001, 0.001, 0.001, 
>
>                                                                         0.001,
>-0.009, 0.006, -0.001, -0.005, 0.003, NA, 0.002, 0.003, 
>
>                                                                          0.005,
>0.008, 0.003, 0.004, 0.006, 0.006, 0.009, 0.003, 0.005, 
>
>                                                                         0.008,
>0.007, 0.007, 0.006, 0.007, 0.006, 0.009, 0.008, 0.012, 
>
>                                                                         0.003,
>0.111, 0.003, 0.003, NA, -0.003, -0.002, -0.001, 0.001, 
>
>                                                                         -0.003,
>0.001, 0.007, 0.012, 0.001, 0.003, 0.004, 0.005, 
>
>                                                                         0.005,
>0.005, 0.003, 0.004, 0.004, 0.005, 0.005, 0.002, 0.002, 
>
>                                                                         0.004,
>0.003, 0.005, NA, -0.002, 0.022, -0.001, -0.112, 0.129, 
>
>                                                                         -0.173,
>0.099, 0.095, 0.005, -0.164, 0.151, 0.02, -0.093, 
>
>                                                                         -0.074,
>0.16, -0.013, -0.003, 0.014, -0.004, 0.021, 0.001, 
>
>                                                                         0.018,
>-0.02, -0.007, NA, 0.003, 0.004, 0.003, -0.002, 0.005, 
>
>                                                                         0.005,
>0.004, -0.008, 0.01, 0, 0.001, 0.003, 0.004, -0.009, 
>
>                                                                         0.009,
>-0.014, 0.006, 0.007, 0.013, 0.001, 0.001, 0.001, 
>
>                                                                         0.001,
>0.004, NA, -0.008, 0.012, -0.019, 0.02, 0.003, 0, 
>
>                                                                         -0.004,
>-0.007, 0.003, -0.016, -0.004, -0.006, 0.016, 0.016, 
>
>                                                                         0.001,
>0.008, 0.008, 0.013, 0.01, 0.005, 0.006, 0.005, -0.001, 
>
>                                                                         0.002,
>NA, -0.006, 0.002, -0.005, 0.001, -0.004, -0.004, 
>
>                                                                         -0.004,
>0.008, 0.009, 0.007, 0.011, 0.011, 0.002, 0.011, 
>
>                                                                         0.008,
>-0.004, 0.015, 0, 0.001, 0.001, 0.001, -0.002, 0.002, 
>
>                                                                         0.003,
>NA, -0.009, -0.005, 0.012, 0.011, 0.004, -0.02, 0, 
>
>                                                                         0.027,
>-0.01, -0.015, -0.015, 0.048, -0.009, 0.038, 0.032, 
>
>                                                                         0.025,
>0.052, 0.05, 0.06, 0.001, -0.001, -0.004, -0.011, 
>
>                                                                         -0.001,
>NA, 0.009, 0.002, 0.005, 0.002, 0.003, 0.007, 0.005, 
>
>                                                                         0.007,
>0.009, 0.008, 0.001, 0.001, 0.001, 0.012, 0.006, 0.01, 
>
>                                                                         0.006,
>0.004, 0.009, 0.003, 0.005, 0.003, 0.002, 0.003, NA, 
>
>                                                                         0.006,
>0.021, 0.008, 0.007, 0.003, -0.004, 0.009, 0.007, 
>
>                                                                         0.001,
>0.007, -0.002, -0.002, -0.005, -0.006, -0.008, -0.01, 
>
>                                                                         -0.011,
>-0.011, -0.012, -0.015, -0.017, 0.001, 0.005, 0.005, 
>
>                                                                         NA,
>-0.018, 0.038, 0.015, -0.016, 0.037, 0.007, 0.004, 0.015, 
>
>                                                                         -0.002,
>0.009, 0.005, -0.001, -0.002, 0.001, -0.003, 0.002, 
>
>                                                                          -0.002,
>-0.004, -0.001, -0.004, -0.001, -0.003, -0.004, -0.003, 
>
>                                                                         NA,
>-0.005, 0.034, 0.034, 0.024, 0.004, -0.013, -0.034, 0.001, 
>
>                                                                          -0.014,
>-0.011, 0.03, 0.01, -0.009, 0.01, 0.003, 0.001, 0.022, 
>
>                                                                         -0.014,
>0.002, -0.005, -0.004, 0.005, 0.013, 0.009, NA, 0.013, 
>
>                                                                         -0.015,
>-0.015, -0.015, -0.03, -0.013, -0.001, -0.014, -0.032, 
>
>                                                                         -0.009,
>0.021, -0.043, -0.021, -0.019, -0.037, 0.034, 0.014, 
>
>                                                                         0.013,
>0.029, 0.008, 0.002, 0.001, 0.009, 0.008, NA, -0.001, 
>
>                                                                         -0.001,
>-0.001, 0.001, -0.003, -0.001, 0.001, 0, 0.002, 0, 
>
>                                                                         -0.004,
>-0.002, 0.024, 0.004, 0.001, 0.003, 0.003, 0.004, 
>
>                                                                         0.005,
>0.003, 0.005, 0.006, 0.004, 0.006, NA, -0.008, -0.004, 
>
>                                                                         -0.005,
>-0.005, -0.009, -0.009, -0.01, -0.007, -0.005, -0.008, 
>
>                                                                         -0.005,
>-0.002, -0.002, -0.001, -0.002, -0.002, -0.002, 0.001, 
>
>                                                                         0.003,
>0.001, 0.004, 0.007, 0.007, 0.004, NA, 0.001, -0.001, 
>
>                                                                         0.028,
>0.02, 0.009, -0.009, -0.003, -0.006, -0.006, -0.005, 
>
>                                                                         -0.005,
>-0.005, -0.005, -0.004, -0.007, -0.006, -0.016, 0.015, 
>
>                                                                         0.001,
>-0.001, 0.001, 0.003, -0.002, 0.001, NA, 0.003, -0.001, 
>
>                                                                         0.001,
>-0.004, -0.006, 0, 0.008, 0.005, 0.005, -0.012, 0.019, 
>
>                                                                         0.007,
>0.001, -0.001, -0.016, 0.016, -0.017, -0.015, -0.021, 
>
>                                                                         -0.024,
>-0.021, -0.031, -0.004, 0, NA, 0.005, 0.004, 0.014, 
>
>                                                                         0.009,
>0.004, 0.011, 0.008, 0.011, 0.009, 0.008, 0.008, 0.009, 
>
>                                                                         0.007,
>0.007, 0.005, 0.002, 0.003, 0.003, 0.003, 0.002, 0.003, 
>
>                                                                         0.003,
>0.003, 0.004, NA, -0.006, -0.006, 0.004, 0.001, -0.003, 
>
>                                                                         0.005,
>-0.011, -0.014, 0.021, -0.014, -0.004, -0.007, -0.006, 
>
>                                                                         -0.01,
>-0.004, 0.006, 0.013, 0.015, 0.012, 0.011, 0.011, 
>
>                                                                         0.011,
>0.008, 0.007, NA, -0.005, -0.004, 0.017, 0.015, 0.029, 
>
>                                                                         0.021,
>0.022, -0.003, -0.001, -0.011, 0.016, 0.021, -0.016, 
>
>                                                                          -0.044,
>0, 0.005, 0.026, -0.006, -0.057, 0.038, 0.039, 0.004, 
>
>                                                                         -0.016,
>-0.008), prd = c(NA, -0.095, -0.276, -0.032, 0.06, 
>
>                                                                                                   0.083,
>0.053, 0.028, -0.006, -0.003, -0.046, 0.099, -0.031, 
>
>                                                                                                  0.105,
>0.143, 0.123, 0.127, 0.048, 0.075, 0.114, 0.101, 0.164, 
>
>                                                                                                  0.081,
>0.012, -0.033, NA, -0.017, -0.019, -0.019, 0.033, 
>
>                                                                                                  0.007,
>0.023, -0.005, -0.006, 0.039, 0.029, -0.011, -0.01, 
>
>                                                                                                  0.008,
>-0.016, 0.008, 0.009, 0.008, -0.002, -0.018, -0.004, 
>
>                                                                                                  -0.013,
>0.038, 0.031, 0.01, NA, -0.023, 0.023, -0.059, 0.024, 
>
>                                                                                                  0.066,
>0.032, 0.051, 0.042, 0.018, 0.031, 0.023, 0.097, 0.007, 
>
>                                                                                                  0.033,
>0.089, -0.002, 0.038, -0.039, 0.051, 0.021, 0.031, 
>
>                                                                                                   0.036,
>0.023, 0.018, NA, 0.025, -0.074, -0.098, -0.088, -0.041, 
>
>                                                                                                  0.014,
>0.027, -0.013, -0.044, -0.018, 0, -0.037, -0.023, 
>
>                                                                                                  -0.01,
>-0.003, -0.013, 0.005, -0.009, 0.004, 0.006, 0.011, 
>
>                                                                                                  0.007,
>0.015, -0.07, NA, -0.05, -0.037, 0.015, 0.013, -0.091, 
>
>                                                                                                  0.007,
>0.008, 0.076, 0.005, -0.018, -0.03, -0.097, -0.003, 
>
>                                                                                                  0.005,
>0.02, 0.016, 0.001, -0.006, -0.002, 0.008, 0.017, 
>
>                                                                                                  -0.36,
>-0.012, 0.007, NA, 0.007, -0.088, 0.051, -0.024, -0.011, 
>
>                                                                                                  0.029,
>0.038, -0.043, -0.04, 0.08, 0.042, 0.191, 0.264, 0.112, 
>
>                                                                                                  -0.046,
>0.133, -0.018, 0.058, 0.076, -0.069, 0.071, 0.038, 
>
>                                                                                                  0.194,
>0.026, NA, -0.132, -0.182, -0.075, -0.026, -0.017, 
>
>                                                                                                  -0.1,
>-0.02, -0.05, -0.101, -0.062, 0.001, 0.024, 0.033, 
>
>                                                                                                   0.029,
>0.019, 0.041, 0.032, -0.003, 0.037, 0.036, 0.036, 
>
>                                                                                                  0.049,
>0.062, 0.034, NA, 0.149, 0.064, -0.018, 0.062, 0.307, 
>
>                                                                                                  0.605,
>0.18, 0.187, 0.119, 0.575, 0.171, 0.093, 0.165, 0.061, 
>
>                                                                                                  0.006,
>0.111, 0.15, -0.014, -0.12, 0.043, 0.051, -0.073, 
>
>                                                                                                  -0.031,
>-0.093, NA, 0.137, 0.11, 0.19, 0.213, 0.009, 0.053, 
>
>                                                                                                   0.063,
>-0.017, -0.028, -0.175, -0.004, 0.01, -0.071, -0.015, 
>
>                                                                                                  -0.029,
>0.003, -0.108, 0.022, -0.006, 0.067, 0.05, 0.008, 
>
>                                                                                                  0.031,
>0.025, NA, -0.12, 0.091, -0.009, 0.032, 0.087, 0.008, 
>
>                                                                                                   -0.062,
>0.033, -0.012, 0.056, -0.03, -0.06, 0.067, 0.085, 
>
>                                                                                                  0.084,
>0.083, 0.081, 0.065, 0.071, 0.104, 0.061, 0.058, 0.074, 
>
>                                                                                                  0.071,
>NA, 0.002, 0.029, -0.025, -0.004, 0.016, -0.02, 0, 
>
>                                                                                                  0.037,
>0.021, 0.026, -0.018, -0.015, -0.037, -0.032, -0.018, 
>
>                                                                                                  -0.001,
>0.023, 0.038, 0.019, -0.059, 0.017, 0.019, -0.002, 
>
>                                                                                                   0.011,
>NA, -0.029, -0.014, -0.018, -0.01, 0.011, 0.014, 0.025, 
>
>                                                                                                  0.021,
>-0.002, 0.016, 0.014, -0.016, -0.006, -0.007, -0.015, 
>
>                                                                                                  0.008,
>0.001, -0.039, 0.014, 0.019, 0.009, -0.1, -0.023, 
>
>                                                                                                   0.002,
>NA, 0.003, -0.004, 0.01, 0.007, 0.022, 0.034, -0.189, 
>
>                                                                                                  0.089,
>-0.026, -0.005, -0.048, -0.008, -0.01, 0.021, 0.005, 
>
>                                                                                                  0.004,
>0.011, 0.008, 0.018, 0.062, -0.039, 0.001, -0.026, 
>
>                                                                                                  -0.017,
>NA, 0.058, -0.003, 0.034, 0.128, -0.075, 0.245, -0.073, 
>
>                                                                                                  -0.066,
>0.041, 0.249, -0.12, 0.022, 0.117, 0.089, -0.103, 
>
>                                                                                                   0.051,
>0.047, 0.009, 0.072, 0.002, 0.034, 0.011, 0.029, 0.033, 
>
>                                                                                                  NA,
>-0.339, -0.325, -0.224, -0.073, 0.047, 0.903, 0.19, 0.155, 
>
>                                                                                                  0.176,
>0.239, 0.287, -0.338, -0.083, 0.063, 0.041, 0.074, 
>
>                                                                                                   0.122,
>0.046, 0.062, 0.022, 0.061, 0.051, -0.011, -0.049, 
>
>                                                                                                  NA,
>-0.013, -0.017, -0.007, -0.032, -0.014, 0.005, 0.013, 
>
>                                                                                                  0.023,
>0.008, 0.043, -0.145, 0.057, 0.005, 0, 0.021, 0.027, 
>
>                                                                                                  0.022,
>-0.154, 0.055, -0.027, 0.001, -0.005, 0.009, 0.001, 
>
>                                                                                                  NA,
>-0.092, 0.122, -0.134, 0.095, 0.088, 0.039, 0.015, -0.017, 
>
>                                                                                                  -0.023,
>-0.077, 0.001, 0.017, 0.057, -0.03, -0.026, 0.074, 
>
>                                                                                                   0.029,
>0.05, 0.046, 0.011, -0.013, 0.023, 0.026, -0.01, NA, 
>
>                                                                                                  0.063,
>0.01, 0, -0.028, 0.019, 0.022, 0.044, -0.003, 0.027, 
>
>                                                                                                  0.134,
>0.071, 0.036, -0.098, 0.03, 0.066, 0.025, 0.029, -0.005, 
>
>                                                                                                  0.038,
>0.033, 0.109, 0.035, 0.066, 0.041, NA, -0.028, 0.092, 
>
>                                                                                                  -0.005,
>0.029, -0.028, -0.098, -0.012, 0.054, -0.049, -0.013, 
>
>                                                                                                  -0.031,
>0.022, 0.014, 0.054, 0.173, -0.024, -0.032, 0.023, 
>
>                                                                                                  -0.04,
>0.006, 0.016, 0.04, 0.034, -0.016, NA, -0.073, 0.029, 
>
>                                                                                                  0.024,
>-0.03, 0.056, 0.09, 0.055, 0.047, -0.018, 0.097, 0.049, 
>
>                                                                                                   0.038,
>0.066, 0.056, 0.071, 0.058, 0.061, 0.048, 0.061, 0.06, 
>
>                                                                                                  0.064,
>0.035, 0.039, 0.042, NA, -0.006, -0.057, -0.026, 0.006, 
>
>                                                                                                  -0.03,
>-0.034, 0.066, -0.038, -0.067, 0.024, 0.002, 0.001, 
>
>                                                                                                  -0.053,
>0.036, 0.026, -0.006, 0.059, -0.048, 0.049, -0.021, 
>
>                                                                                                  0.102,
>0.003, 0.033, -0.017, NA, 0.119, -0.115, -0.469, 0.33, 
>
>                                                                                                  0.067,
>0.096, 0.061, 0.005, 0.048, 0.062, 0.066, -0.007, 
>
>                                                                                                  0.061,
>0.069, 0.051, 0.055, 0.053, 0.039, 0.034, 0.051, 0.073, 
>
>                                                                                                  0.022,
>0.035, 0.032, NA, -0.02, -0.042, 0.011, 0.047, 0.053, 
>
>                                                                                                   0.021,
>0.03, 0.055, 0.044, 0.014, -0.047, 0.091, 0.055, 0.049, 
>
>                                                                                                  0.032,
>-0.014, 0.002, -0.007, -0.015, -0.027, 0.016, 0.007, 
>
>                                                                                                  0.001,
>0.025, NA, -0.092, 0, 0.061, -0.113, -0.227, -0.154, 
>
>                                                                                                   -0.039,
>-0.091, -0.012, 0.11, 0.213, 0.044, -0.001, -0.002, 
>
>                                                                                                  0.006,
>0.047, 0.024, 0.005, 0.025, 0.036, 0.135, 0.194, 0.023, 
>
>                                                                                                  -0.206,
>NA, -0.099, 0.007, -0.186, -0.005, 0.026, -0.047, 
>
>                                                                                                  -0.006,
>0.006, -0.004, 0.017, 0.008, 0.003, 0.005, 0.004, 
>
>                                                                                                  0.007,
>-0.001, 0.004, 0.002, -0.002, 0.002, -0.026, -0.004, 
>
>                                                                                                   0.014,
>-0.008, NA, 0.005, -0.019, -0.002, 0.007, 0.069, 0.059, 
>
>                                                                                                  0.067,
>0.037, 0.068, 0.065, 0.034, 0.043, 0.026, 0.045, 0.056, 
>
>                                                                                                  0.07,
>-0.179, -0.009, 0.033, -0.006, -0.061, 0.024, -0.004, 
>
>                                                                                                  0.019,
>NA, 0.018, 0.008, -0.017, -0.008, 0.011, 0.012, 0.02, 
>
>                                                                                                  0.018,
>0.018, 0.046, 0.025, 0.033, 0.049, 0.045, 0.038, 0.023, 
>
>                                                                                                  0.042,
>0.031, 0.055, 0.073, 0.042, 0.068, 0.04, 0.038, NA, 
>
>                                                                                                  -0.065,
>-0.163, 0.098, 0.04, 0.061, 0.101, -0.052, -0.008, 
>
>                                                                                                  -0.05,
>-0.061, -0.065, -0.006, -0.005, -0.026, 0.04, -0.02, 
>
>                                                                                                  -0.011,
>0.012, 0.001, 0.052, -0.033, 0.028, 0.024, 0.02, 
>
>                                                                                                  NA,
>0.023, 0.035, 0.061, 0.051, 0.033, 0.023, 0.069, 0.055, 
>
>                                                                                                  0.002,
>0.076, 0.035, 0.024, 0.02, 0.05, 0.026, 0.018, 0.035, 
>
>                                                                                                  0.019,
>0.042, 0.011, -0.01, 0.006, 0.004, 0.014, NA, -0.082, 
>
>                                                                                                  0.087,
>-0.157, 0, 0.004, -0.017, -0.044, 0.025, 0.011, 0.034, 
>
>                                                                                                  0.006,
>0.021, 0.059, 0.09, 0.055, 0.05, 0.024, 0.067, 0.113, 
>
>                                                                                                  -0.006,
>0.009, 0.012, 0.034, 0.003), gnipc = structure(c(15L, 
>
>                                                                                                                                                           487L,
>397L, 323L, 233L, 315L, 370L, 309L, 268L, 391L, 381L, 
>
>                                                                                                                                                           456L,
>488L, 14L, 46L, 122L, 124L, 197L, 125L, 196L, 272L, 
>
>                                                                                                                                                           273L,
>274L, 335L, 199L, 264L, 286L, 285L, 183L, 265L, 284L, 
>
>                                                                                                                                                           263L,
>282L, 277L, 254L, 257L, 288L, 343L, 379L, 386L, 402L, 
>
>                                                                                                                                                           441L,
>472L, 461L, 453L, 473L, 474L, 496L, 502L, 465L, 240L, 
>
>                                                                                                                                                           250L,
>230L, 116L, 151L, 164L, 146L, 167L, 172L, 143L, 149L, 
>
>                                                                                                                                                            168L,
>224L, 252L, 279L, 293L, 321L, 372L, 360L, 367L, 411L, 
>
>                                                                                                                                                           418L,
>429L, 425L, 368L, 132L, 112L, 96L, 103L, 95L, 80L, 
>
>                                                                                                                                                           90L,
>81L, 68L, 62L, 56L, 500L, 478L, 500L, 83L, 94L, 97L, 
>
>                                                                                                                                                           118L,
>130L, 145L, 157L, 161L, 165L, 179L, 180L, 318L, 318L, 
>
>                                                                                                                                                           287L,
>173L, 233L, 200L, 179L, 181L, 184L, 162L, 163L, 171L, 
>
>                                                                                                                                                           195L,
>220L, 232L, 248L, 281L, 316L, 314L, 314L, 342L, 339L, 
>
>                                                                                                                                                            239L,
>266L, 246L, 194L, 195L, 157L, 119L, 148L, 163L, 146L, 
>
>                                                                                                                                                           167L,
>137L, 109L, 142L, 156L, 181L, 302L, 373L, 450L, 457L, 
>
>                                                                                                                                                           497L,
>467L, 486L, 499L, 9L, 1L, 4L, 470L, 247L, 216L, 284L, 
>
>                                                                                                                                                           127L,
>108L, 107L, 129L, 134L, 105L, 99L, 95L, 97L, 97L, 111L, 
>
>                                                                                                                                                            138L,
>160L, 180L, 211L, 187L, 216L, 253L, 283L, 291L, 323L, 
>
>                                                                                                                                                           327L,
>295L, 296L, 292L, 210L, 270L, 374L, 3L, 484L, 42L, 
>
>                                                                                                                                                           47L,
>51L, 121L, 123L, 198L, 337L, 336L, 385L, 55L, 60L, 54L, 
>
>                                                                                                                                                           71L,
>78L, 70L, 64L, 436L, 67L, 79L, 93L, 129L, 133L, 152L, 
>
>                                                                                                                                                           158L,
>163L, 154L, 131L, 136L, 126L, 145L, 185L, 179L, 194L, 
>
>                                                                                                                                                           214L,
>219L, 296L, 322L, 378L, 422L, 452L, 480L, 508L, 166L, 
>
>                                                                                                                                                            119L,
>76L, 68L, 72L, 77L, 79L, 67L, 62L, 65L, 63L, 59L, 63L, 
>
>                                                                                                                                                           74L,
>92L, 112L, 149L, 206L, 225L, 195L, 227L, 308L, 329L, 
>
>                                                                                                                                                           363L,
>405L, 444L, 446L, 448L, 440L, 447L, 455L, 432L, 439L, 
>
>                                                                                                                                                           417L,
>393L, 344L, 289L, 234L, 267L, 283L, 287L, 330L, 383L, 
>
>                                                                                                                                                           358L,
>365L, 340L, 333L, 320L, 297L, 313L, 394L, 406L, 388L, 
>
>                                                                                                                                                           387L,
>416L, 418L, 403L, 365L, 356L, 319L, 304L, 306L, 346L, 
>
>                                                                                                                                                           354L,
>294L, 295L, 400L, 419L, 401L, 404L, 398L, 410L, 425L, 
>
>                                                                                                                                                            437L,
>424L, 382L, 391L, 397L, 407L, 415L, 298L, 225L, 191L, 
>
>                                                                                                                                                           209L,
>184L, 188L, 207L, 241L, 264L, 290L, 288L, 323L, 377L, 
>
>                                                                                                                                                           357L,
>359L, 430L, 389L, 401L, 384L, 373L, 459L, 491L, 482L, 
>
>                                                                                                                                                           477L,
>494L, 479L, 489L, 507L, 498L, 471L, 438L, 413L, 506L, 
>
>                                                                                                                                                           16L,
>18L, 17L, 26L, 25L, 21L, 39L, 45L, 38L, 33L, 30L, 22L, 
>
>                                                                                                                                                           146L,
>86L, 61L, 495L, 493L, 56L, 91L, 102L, 98L, 104L, 84L, 
>
>                                                                                                                                                            90L,
>58L, 73L, 88L, 104L, 136L, 156L, 172L, 184L, 237L, 241L, 
>
>                                                                                                                                                           261L,
>266L, 341L, 161L, 182L, 201L, 165L, 170L, 221L, 186L, 
>
>                                                                                                                                                           191L,
>186L, 186L, 220L, 203L, 251L, 186L, 217L, 231L, 306L, 
>
>                                                                                                                                                           367L,
>320L, 326L, 367L, 350L, 361L, 329L, 311L, 271L, 230L, 
>
>                                                                                                                                                           251L,
>144L, 148L, 128L, 195L, 193L, 187L, 179L, 169L, 91L, 
>
>                                                                                                                                                           79L,
>82L, 89L, 191L, 213L, 247L, 285L, 310L, 331L, 230L, 
>
>                                                                                                                                                           200L,
>232L, 245L, 234L, 236L, 229L, 150L, 189L, 212L, 183L, 
>
>                                                                                                                                                            208L,
>216L, 174L, 191L, 212L, 258L, 295L, 318L, 338L, 379L, 
>
>                                                                                                                                                           424L,
>428L, 428L, 469L, 452L, 460L, 475L, 447L, 470L, 468L, 
>
>                                                                                                                                                           396L,
>423L, 431L, 427L, 424L, 375L, 358L, 324L, 309L, 341L, 
>
>                                                                                                                                                            362L,
>421L, 445L, 501L, 512L, 19L, 6L, 20L, 32L, 31L, 36L, 
>
>                                                                                                                                                           27L,
>12L, 146L, 89L, 91L, 89L, 89L, 112L, 141L, 144L, 160L, 
>
>                                                                                                                                                           141L,
>129L, 127L, 155L, 186L, 215L, 219L, 246L, 300L, 293L, 
>
>                                                                                                                                                           280L,
>351L, 384L, 390L, 397L, 347L, 200L, 195L, 175L, 91L, 
>
>                                                                                                                                                           106L,
>114L, 97L, 110L, 102L, 85L, 91L, 100L, 130L, 140L, 
>
>                                                                                                                                                           159L,
>167L, 191L, 243L, 231L, 236L, 255L, 262L, 281L, 294L, 
>
>                                                                                                                                                            244L,
>166L, 186L, 191L, 111L, 131L, 137L, 178L, 176L, 152L, 
>
>                                                                                                                                                           136L,
>120L, 116L, 132L, 147L, 186L, 231L, 278L, 334L, 355L, 
>
>                                                                                                                                                           366L,
>394L, 420L, 426L, 432L, 434L, 451L, 464L, 435L, 306L, 
>
>                                                                                                                                                           384L,
>392L, 352L, 374L, 364L, 317L, 329L, 349L, 409L, 449L, 
>
>                                                                                                                                                           458L,
>462L, 503L, 10L, 2L, 511L, 7L, 513L, 5L, 8L, 492L, 
>
>                                                                                                                                                           151L,
>126L, 153L, 174L, 179L, 203L, 182L, 132L, 131L, 115L, 
>
>                                                                                                                                                            149L,
>169L, 177L, 171L, 193L, 223L, 243L, 284L, 271L, 282L, 
>
>                                                                                                                                                            303L,
>380L, 442L, 433L, 379L, 463L, 454L, 69L, 80L, 77L, 
>
>                                                                                                                                                           87L,
>101L, 139L, 132L, 138L, 75L, 66L, 83L, 110L, 135L, 136L, 
>
>                                                                                                                                                           137L,
>139L, 94L, 481L, 476L, 509L, 57L, 509L, 500L, 249L, 
>
>                                                                                                                                                           307L,
>279L, 262L, 281L, 181L, 223L, 232L, 218L, 252L, 301L, 
>
>                                                                                                                                                           328L,
>363L, 422L, 485L, 11L, 37L, 24L, 23L, 35L, 50L, 40L, 
>
>                                                                                                                                                           41L,
>44L, 53L, 190L, 158L, 141L, 142L, 164L, 205L, 240L, 
>
>                                                                                                                                                           256L,
>257L, 263L, 262L, 265L, 282L, 299L, 314L, 312L, 348L, 
>
>                                                                                                                                                           412L,
>414L, 428L, 443L, 466L, 490L, 504L, 483L, 344L, 353L, 
>
>                                                                                                                                                           277L,
>189L, 260L, 281L, 276L, 252L, 244L, 192L, 185L, 217L, 
>
>                                                                                                                                                           264L,
>275L, 267L, 269L, 305L, 355L, 352L, 349L, 332L, 323L, 
>
>                                                                                                                                                           345L,
>371L, 342L, 113L, 117L, 120L, 202L, 235L, 231L, 245L, 
>
>                                                                                                                                                           227L,
>204L, 182L, 180L, 184L, 188L, 226L, 259L, 279L, 325L, 
>
>                                                                                                                                                            369L,
>375L, 376L, 395L, 418L, 423L, 441L, 399L, 248L, 242L, 
>
>                                                                                                                                                            238L,
>262L, 266L, 246L, 292L, 228L, 214L, 222L, 248L, 249L, 
>
>                                                                                                                                                           290L,
>333L, 408L, 505L, 510L, 28L, 13L, 34L, 43L, 49L, 52L, 
>
>                                                                                                                                                           48L,
>29L), .Label = c("1,003", "1,005", "1,011", "1,035", 
>
>                                                                                                                                                                                  "1,051",
>"1,059", "1,063", "1,068", "1,076", "1,088", "1,091", 
>
>                                                                                                                                                                                 "1,106",
>"1,108", "1,117", "1,128", "1,149", "1,170", "1,175", 
>
>                                                                                                                                                                                 "1,176",
>"1,183", "1,197", "1,202", "1,245", "1,246", "1,247", 
>
>                                                                                                                                                                                 "1,253",
>"1,258", "1,262", "1,298", "1,305", "1,316", "1,347", 
>
>                                                                                                                                                                                 "1,362",
>"1,365", "1,377", "1,378", "1,390", "1,480", "1,486", 
>
>                                                                                                                                                                                 "1,494",
>"1,508", "1,512", "1,564", "1,597", "1,599", "1,684", 
>
>                                                                                                                                                                                 "1,686",
>"1,705", "1,712", "1,718", "1,726", "1,775", "1,789", 
>
>                                                                                                                                                                                 "10,061",
>"10,693", "100", "102", "107", "109", "11,437", 
>
>                                                                                                                                                                                 "110",
>"113", "116", "12,711", "120", "122", "123", "127", 
>
>                                                                                                                                                                                 "128",
>"13,546", "13,880", "131", "132", "133", "135", "136", 
>
>                                                                                                                                                                                 "139",
>"14,293", "140", "142", "143", "146", "148", "149", 
>
>                                                                                                                                                                                 "151",
>"152", "153", "155", "156", "157", "158", "159", "163", 
>
>                                                                                                                                                                                 "165",
>"166", "167", "170", "171", "172", "174", "175", "179", 
>
>                                                                                                                                                                                 "180",
>"181", "183", "184", "185", "186", "187", "188", "189",
>
>                                                                                                                                                                                 "190",
>"191", "192", "193", "194", "195", "196", "197", "198", 
>
>                                                                                                                                                                                  "2,205",
>"2,280", "2,510", "2,692", "2,761", "200", "201", 
>
>                                                                                                                                                                                 "204",
>"205", "207", "208", "209", "210", "211", "213", "214", 
>
>                                                                                                                                                                                  "216",
>"218", "219", "220", "221", "222", "225", "228", "230", 
>
>                                                                                                                                                                                 "232",
>"233", "234", "235", "236", "237", "238", "241", "242", 
>
>                                                                                                                                                                                 "243",
>"244", "245", "246", "247", "248", "249", "251", "252", 
>
>                                                                                                                                                                                 "253",
>"255", "256", "258", "259", "260", "262", "263", "265", 
>
>                                                                                                                                                                                 "266",
>"267", "268", "270", "271", "272", "274", "275", "276", 
>
>                                                                                                                                                                                 "277",
>"278", "282", "283", "284", "286", "288", "290", "291", 
>
>                                                                                                                                                                                 "292",
>"293", "294", "296", "299", "3,143", "3,400", "3,420", 
>
>                                                                                                                                                                                 "3,974",
>"300", "301", "302", "304", "305", "307", "308", 
>
>                                                                                                                                                                                 "309",
>"310", "311", "312", "313", "314", "315", "316", "317", 
>
>                                                                                                                                                                                 "318",
>"319", "321", "323", "324", "325", "327", "328", "329", 
>
>                                                                                                                                                                                 "330",
>"331", "332", "333", "336", "338", "339", "340", "341", 
>
>                                                                                                                                                                                 "343",
>"344", "345", "347", "348", "349", "351", "352", "353", 
>
>                                                                                                                                                                                  "354",
>"355", "356", "361", "362", "363", "364", "365", "368", 
>
>                                                                                                                                                                                 "369",
>"371", "372", "373", "376", "377", "378", "379", "380", 
>
>                                                                                                                                                                                  "382",
>"384", "385", "386", "389", "390", "394", "395", "397", 
>
>                                                                                                                                                                                 "398",
>"399", "4,191", "4,660", "4,847", "400", "401", "402", 
>
>                                                                                                                                                                                 "403",
>"404", "405", "406", "408", "410", "411", "412", "413", 
>
>                                                                                                                                                                                 "414",
>"415", "416", "417", "418", "419", "420", "422", "425", 
>
>                                                                                                                                                                                 "427",
>"428", "430", "431", "433", "434", "436", "439", "440", 
>
>                                                                                                                                                                                 "441",
>"442", "443", "449", "451", "452", "453", "458", "460", 
>
>                                                                                                                                                                                 "462",
>"464", "465", "469", "472", "473", "474", "475", "478", 
>
>                                                                                                                                                                                 "479",
>"482", "483", "486", "487", "488", "489", "490", "491", 
>
>                                                                                                                                                                                 "493",
>"496", "497", "5,036", "5,551", "5,713", "502", "504", 
>
>                                                                                                                                                                                 "509",
>"511", "512", "514", "516", "517", "518", "520", "521", 
>
>                                                                                                                                                                                 "523",
>"526", "527", "528", "533", "534", "535", "537", "538", 
>
>                                                                                                                                                                                 "544",
>"545", "548", "550", "553", "555", "556", "558", "559", 
>
>                                                                                                                                                                                 "560",
>"562", "564", "566", "569", "570", "571", "572", "573", 
>
>                                                                                                                                                                                 "574",
>"575", "578", "579", "580", "581", "585", "586", "593", 
>
>                                                                                                                                                                                 "6,671",
>"600", "601", "602", "603", "604", "606", "608", 
>
>                                                                                                                                                                                  "611",
>"612", "613", "615", "616", "617", "618", "619", "621", 
>
>                                                                                                                                                                                  "622",
>"626", "627", "629", "630", "637", "639", "640", "641", 
>
>                                                                                                                                                                                  "642",
>"644", "649", "652", "653", "654", "657", "661", "668", 
>
>                                                                                                                                                                                  "669",
>"670", "672", "673", "674", "676", "677", "680", "681", 
>
>                                                                                                                                                                                 "685",
>"688", "690", "691", "692", "693", "694", "7,183", 
>
>                                                                                                                                                                                 "700",
>"701", "702", "703", "704", "707", "712", "716", "718", 
>
>                                                                                                                                                                                 "719",
>"723", "730", "732", "735", "737", "746", "749", "75", 
>
>                                                                                                                                                                                 "759",
>"764", "765", "769", "775", "777", "785", "786", "79", 
>
>                                                                                                                                                                                 "790",
>"797", "800", "801", "802", "805", "809", "813", "815", 
>
>                                                                                                                                                                                 "820",
>"824", "825", "83", "831", "84", "840", "846", "85", 
>
>                                                                                                                                                                                 "852",
>"853", "863", "867", "879", "882", "883", "885", "886", 
>
>                                                                                                                                                                                 "887",
>"888", "89", "891", "90", "904", "910", "914", "918", 
>
>                                                                                                                                                                                  "92",
>"921", "925", "933", "935", "936", "939", "941", "978", 
>
>                                                                                                                                                                                  "98",
>"983", "991", "995", "997"), class = "factor"), agemp_share = c(0.616, 
>
>                                                                                                                                                                                                                                                        0.617,
>0.632, 0.629, 0.621, 0.611, 0.601, 0.593, 0.587, 0.581, 
>
>                                                                                                                                                                                                                                                       0.575,
>0.564, 0.555, 0.545, 0.531, 0.514, 0.496, 0.481, 0.474, 
>
>                                                                                                                                                                                                                                                       0.468,
>0.461, 0.453, 0.445, 0.438, 0.433, 0.44, 0.441, 0.441, 
>
>                                                                                                                                                                                                                                                       0.44,
>0.44, 0.44, 0.439, 0.438, 0.438, 0.438, 0.438, 0.439, 
>
>                                                                                                                                                                                                                                                       0.443,
>0.446, 0.448, 0.45, 0.452, 0.454, 0.457, 0.459, 0.464, 
>
>                                                                                                                                                                                                                                                        0.465,
>0.467, 0.468, 0.464, 0.899, 0.897, 0.896, 0.891, 0.887, 
>
>                                                                                                                                                                                                                                                       0.883,
>0.879, 0.875, 0.87, 0.866, 0.861, 0.856, 0.85, 0.849, 
>
>                                                                                                                                                                                                                                                       0.847,
>0.806, 0.675, 0.619, 0.594, 0.575, 0.558, 0.544, 0.53, 
>
>                                                                                                                                                                                                                                                       0.518,
>0.509, 0.914, 0.914, 0.915, 0.916, 0.917, 0.918, 0.918, 
>
>                                                                                                                                                                                                                                                        0.917,
>0.917, 0.917, 0.917, 0.916, 0.917, 0.916, 0.916, 0.915, 
>
>                                                                                                                                                                                                                                                       0.915,
>0.914, 0.914, 0.913, 0.913, 0.912, 0.911, 0.911, 0.911, 
>
>                                                                                                                                                                                                                                                       0.628,
>0.633, 0.634, 0.634, 0.629, 0.632, 0.631, 0.628, 0.627, 
>
>                                                                                                                                                                                                                                                       0.629,
>0.626, 0.625, 0.628, 0.626, 0.625, 0.624, 0.621, 0.619, 
>
>                                                                                                                                                                                                                                                       0.618,
>0.616, 0.613, 0.61, 0.635, 0.637, 0.635, 0.828, 0.825, 
>
>                                                                                                                                                                                                                                                       0.832,
>0.83, 0.83, 0.83, 0.83, 0.829, 0.829, 0.831, 0.829, 
>
>                                                                                                                                                                                                                                                       0.827,
>0.824, 0.816, 0.808, 0.808, 0.808, 0.808, 0.808, 0.805, 
>
>                                                                                                                                                                                                                                                       0.804,
>0.803, 0.801, 0.799, 0.797, 0.661, 0.667, 0.675, 0.677, 
>
>                                                                                                                                                                                                                                                       0.676,
>0.675, 0.678, 0.676, 0.676, 0.68, 0.679, 0.676, 0.671, 
>
>                                                                                                                                                                                                                                                       0.666,
>0.66, 0.655, 0.65, 0.644, 0.641, 0.635, 0.628, 0.622, 
>
>                                                                                                                                                                                                                                                        0.614,
>0.607, 0.603, 0.533, 0.527, 0.521, 0.514, 0.512, 0.509, 
>
>                                                                                                                                                                                                                                                       0.502,
>0.499, 0.499, 0.499, 0.489, 0.485, 0.482, 0.473, 0.467, 
>
>                                                                                                                                                                                                                                                       0.469,
>0.464, 0.46, 0.463, 0.463, 0.461, 0.459, 0.459, 0.459, 
>
>                                                                                                                                                                                                                                                       0.5,
>0.752, 0.752, 0.746, 0.735, 0.733, 0.727, 0.723, 0.722, 
>
>                                                                                                                                                                                                                                                        0.722,
>0.724, 0.719, 0.72, 0.722, 0.721, 0.72, 0.72, 0.719, 
>
>                                                                                                                                                                                                                                                       0.722,
>0.721, 0.718, 0.713, 0.708, 0.705, 0.702, 0.7, 0.831, 
>
>                                                                                                                                                                                                                                                       0.83,
>0.829, 0.828, 0.827, 0.826, 0.825, 0.824, 0.823, 0.82, 
>
>                                                                                                                                                                                                                                                       0.819,
>0.817, 0.814, 0.81, 0.802, 0.794, 0.786, 0.777, 0.768, 
>
>                                                                                                                                                                                                                                                       0.758,
>0.748, 0.738, 0.727, 0.716, 0.709, 0.652, 0.646, 0.633, 
>
>                                                                                                                                                                                                                                                       0.621,
>0.608, 0.595, 0.581, 0.567, 0.552, 0.537, 0.522, 0.507, 
>
>                                                                                                                                                                                                                                                       0.491,
>0.474, 0.458, 0.442, 0.425, 0.409, 0.392, 0.376, 0.359, 
>
>                                                                                                                                                                                                                                                        0.343,
>0.327, 0.312, 0.308, 0.755, 0.755, 0.755, 0.753, 0.752, 
>
>                                                                                                                                                                                                                                                       0.752,
>0.751, 0.75, 0.749, 0.748, 0.747, 0.746, 0.745, 0.744, 
>
>                                                                                                                                                                                                                                                       0.743,
>0.742, 0.74, 0.739, 0.738, 0.738, 0.745, 0.745, 0.749, 
>
>                                                                                                                                                                                                                                                       0.749,
>0.747, 0.65, 0.644, 0.638, 0.632, 0.625, 0.613, 0.605, 
>
>                                                                                                                                                                                                                                                       0.619,
>0.618, 0.607, 0.601, 0.596, 0.591, 0.584, 0.576, 0.569, 
>
>                                                                                                                                                                                                                                                        0.561,
>0.553, 0.545, 0.536, 0.525, 0.52, 0.514, 0.508, 0.501, 
>
>                                                                                                                                                                                                                                                       0.755,
>0.751, 0.746, 0.741, 0.741, 0.731, 0.733, 0.728, 0.723, 
>
>                                                                                                                                                                                                                                                       0.714,
>0.716, 0.71, 0.701, 0.703, 0.7, 0.688, 0.683, 0.678, 
>
>                                                                                                                                                                                                                                                       0.674,
>0.67, 0.662, 0.658, 0.652, 0.649, 0.646, 0.463, 0.435, 
>
>                                                                                                                                                                                                                                                       0.487,
>0.53, 0.561, 0.58, 0.533, 0.517, 0.506, 0.489, 0.486, 
>
>                                                                                                                                                                                                                                                       0.483,
>0.502, 0.503, 0.499, 0.493, 0.487, 0.481, 0.478, 0.473, 
>
>                                                                                                                                                                                                                                                       0.467,
>0.46, 0.453, 0.45, 0.448, 0.704, 0.707, 0.71, 0.714, 
>
>                                                                                                                                                                                                                                                       0.717,
>0.721, 0.725, 0.73, 0.735, 0.742, 0.749, 0.758, 0.779, 
>
>                                                                                                                                                                                                                                                       0.803,
>0.82, 0.812, 0.805, 0.796, 0.787, 0.776, 0.765, 0.752, 
>
>                                                                                                                                                                                                                                                        0.74,
>0.734, 0.73, 0.805, 0.806, 0.802, 0.803, 0.675, 0.669, 
>
>                                                                                                                                                                                                                                                       0.666,
>0.662, 0.661, 0.661, 0.664, 0.664, 0.662, 0.66, 0.659, 
>
>                                                                                                                                                                                                                                                       0.66,
>0.658, 0.655, 0.651, 0.648, 0.646, 0.645, 0.643, 0.64, 
>
>                                                                                                                                                                                                                                                       0.638,
>0.736, 0.73, 0.731, 0.729, 0.725, 0.723, 0.718, 0.713, 
>
>                                                                                                                                                                                                                                                       0.707,
>0.702, 0.695, 0.689, 0.683, 0.678, 0.673, 0.665, 0.659, 
>
>                                                                                                                                                                                                                                                        0.653,
>0.646, 0.64, 0.634, 0.63, 0.626, 0.619, 0.612, 0.51, 
>
>                                                                                                                                                                                                                                                       0.505,
>0.498, 0.495, 0.486, 0.478, 0.475, 0.47, 0.462, 0.457, 
>
>                                                                                                                                                                                                                                                       0.452,
>0.447, 0.44, 0.432, 0.423, 0.409, 0.402, 0.397, 0.394, 
>
>                                                                                                                                                                                                                                                       0.388,
>0.382, 0.375, 0.368, 0.362, 0.357, 0.832, 0.833, 0.831, 
>
>                                                                                                                                                                                                                                                       0.828,
>0.826, 0.824, 0.819, 0.815, 0.812, 0.811, 0.808, 0.804, 
>
>                                                                                                                                                                                                                                                       0.802,
>0.799, 0.795, 0.793, 0.791, 0.788, 0.787, 0.784, 0.782, 
>
>                                                                                                                                                                                                                                                       0.78,
>0.777, 0.774, 0.771, 0.584, 0.586, 0.585, 0.582, 0.579, 
>
>                                                                                                                                                                                                                                                       0.578,
>0.576, 0.571, 0.569, 0.569, 0.565, 0.565, 0.565, 0.566, 
>
>                                                                                                                                                                                                                                                       0.566,
>0.563, 0.562, 0.558, 0.558, 0.555, 0.554, 0.549, 0.547, 
>
>                                                                                                                                                                                                                                                       0.543,
>0.54, 0.914, 0.912, 0.911, 0.909, 0.907, 0.905, 0.903, 
>
>                                                                                                                                                                                                                                                        0.901,
>0.898, 0.894, 0.889, 0.877, 0.854, 0.827, 0.796, 0.792, 
>
>                                                                                                                                                                                                                                                       0.789,
>0.785, 0.78, 0.776, 0.771, 0.766, 0.76, 0.758, 0.75, 
>
>                                                                                                                                                                                                                                                       0.571,
>0.565, 0.558, 0.551, 0.543, 0.536, 0.528, 0.519, 0.51, 
>
>                                                                                                                                                                                                                                                       0.501,
>0.486, 0.469, 0.452, 0.434, 0.416, 0.398, 0.426, 0.453, 
>
>                                                                                                                                                                                                                                                       0.48,
>0.506, 0.53, 0.545, 0.55, 0.554, 0.551, 0.672, 0.681, 
>
>                                                                                                                                                                                                                                                        0.681,
>0.68, 0.683, 0.681, 0.681, 0.682, 0.681, 0.683, 0.689, 
>
>                                                                                                                                                                                                                                                       0.675,
>0.668, 0.665, 0.663, 0.66, 0.655, 0.651, 0.648, 0.644, 
>
>                                                                                                                                                                                                                                                       0.639,
>0.63, 0.618, 0.611, 0.623, 0.701, 0.699, 0.697, 0.696, 
>
>                                                                                                                                                                                                                                                       0.693,
>0.689, 0.685, 0.682, 0.679, 0.677, 0.673, 0.671, 0.669, 
>
>                                                                                                                                                                                                                                                       0.665,
>0.661, 0.657, 0.652, 0.649, 0.645, 0.641, 0.635, 0.632, 
>
>                                                                                                                                                                                                                                                       0.628,
>0.622, 0.618, 0.619, 0.599, 0.461, 0.454, 0.454, 0.457, 
>
>                                                                                                                                                                                                                                                       0.505,
>0.472, 0.471, 0.472, 0.458, 0.455, 0.457, 0.455, 0.449, 
>
>                                                                                                                                                                                                                                                       0.456,
>0.456, 0.451, 0.451, 0.449, 0.445, 0.444, 0.45, 0.448, 
>
>                                                                                                                                                                                                                                                       0.446,
>0.841, 0.84, 0.838, 0.836, 0.835, 0.833, 0.831, 0.829, 
>
>                                                                                                                                                                                                                                                       0.826,
>0.824, 0.821, 0.809, 0.795, 0.78, 0.764, 0.746, 0.692, 
>
>                                                                                                                                                                                                                                                       0.689,
>0.686, 0.683, 0.68, 0.676, 0.673, 0.669, 0.662, 0.602, 
>
>                                                                                                                                                                                                                                                       0.603,
>0.609, 0.602, 0.595, 0.585, 0.575, 0.574, 0.57, 0.569, 
>
>                                                                                                                                                                                                                                                       0.567,
>0.566, 0.562, 0.558, 0.555, 0.55, 0.547, 0.543, 0.54, 
>
>                                                                                                                                                                                                                                                       0.535,
>0.529, 0.524, 0.519, 0.513, 0.508, 0.739, 0.738, 0.737, 
>
>                                                                                                                                                                                                                                                        0.736,
>0.734, 0.733, 0.729, 0.725, 0.718, 0.712, 0.704, 0.696, 
>
>                                                                                                                                                                                                                                                       0.687,
>0.705, 0.721, 0.726, 0.731, 0.735, 0.738, 0.74, 0.742, 
>
>                                                                                                                                                                                                                                                       0.744,
>0.745, 0.744, 0.74, 0.661, 0.664, 0.667, 0.67, 0.674, 
>
>                                                                                                                                                                                                                                                       0.679,
>0.687, 0.699, 0.708, 0.716, 0.717, 0.719, 0.72, 0.721, 
>
>                                                                                                                                                                                                                                                        0.722,
>0.72, 0.717, 0.714, 0.711, 0.708, 0.705, 0.703, 0.701, 
>
>                                                                                                                                                                                                                                                       0.698,
>0.695), inemp_share = c(0.091, 0.089, 0.085, 0.089, 
>
>                                                                                                                                                                                                                                                                                      0.092,
>0.094, 0.095, 0.096, 0.097, 0.098, 0.099, 0.103, 0.103, 
>
>                                                                                                                                                                                                                                                                                      0.106,
>0.11, 0.114, 0.118, 0.119, 0.118, 0.12, 0.121, 0.123, 
>
>                                                                                                                                                                                                                                                                                      0.125,
>0.126, 0.127, 0.093, 0.093, 0.094, 0.094, 0.094, 0.094, 
>
>                                                                                                                                                                                                                                                                                      0.095,
>0.095, 0.095, 0.095, 0.096, 0.096, 0.097, 0.098, 0.099, 
>
>                                                                                                                                                                                                                                                                                      0.101,
>0.102, 0.104, 0.106, 0.107, 0.109, 0.11, 0.111, 0.111, 
>
>                                                                                                                                                                                                                                                                                      0.113,
>0.033, 0.033, 0.033, 0.033, 0.033, 0.034, 0.034, 0.034, 
>
>                                                                                                                                                                                                                                                                                      0.034,
>0.034, 0.034, 0.034, 0.035, 0.033, 0.031, 0.055, 0.101, 
>
>                                                                                                                                                                                                                                                                                      0.122,
>0.131, 0.139, 0.145, 0.151, 0.157, 0.162, 0.165, 0.024, 
>
>                                                                                                                                                                                                                                                                                      0.024,
>0.024, 0.023, 0.023, 0.023, 0.023, 0.024, 0.023, 0.024, 
>
>                                                                                                                                                                                                                                                                                      0.024,
>0.024, 0.024, 0.024, 0.024, 0.024, 0.024, 0.024, 0.024, 
>
>                                                                                                                                                                                                                                                                                      0.025,
>0.025, 0.025, 0.025, 0.025, 0.025, 0.095, 0.094, 0.095, 
>
>                                                                                                                                                                                                                                                                                      0.096,
>0.096, 0.094, 0.096, 0.096, 0.096, 0.095, 0.096, 0.096, 
>
>                                                                                                                                                                                                                                                                                      0.095,
>0.097, 0.097, 0.097, 0.098, 0.098, 0.098, 0.099, 0.099, 
>
>                                                                                                                                                                                                                                                                                      0.1,
>0.091, 0.096, 0.097, 0.022, 0.022, 0.022, 0.022, 0.022, 
>
>                                                                                                                                                                                                                                                                                      0.022,
>0.022, 0.022, 0.022, 0.022, 0.022, 0.022, 0.023, 0.025, 
>
>                                                                                                                                                                                                                                                                                      0.024,
>0.024, 0.024, 0.024, 0.024, 0.025, 0.024, 0.025, 0.025, 
>
>                                                                                                                                                                                                                                                                                      0.025,
>0.026, 0.085, 0.085, 0.084, 0.085, 0.086, 0.087, 0.089, 
>
>                                                                                                                                                                                                                                                                                      0.087,
>0.087, 0.088, 0.089, 0.089, 0.089, 0.091, 0.092, 0.092, 
>
>                                                                                                                                                                                                                                                                                      0.094,
>0.095, 0.095, 0.096, 0.097, 0.099, 0.099, 0.101, 0.102, 
>
>                                                                                                                                                                                                                                                                                      0.11,
>0.111, 0.112, 0.115, 0.116, 0.117, 0.118, 0.119, 0.118, 
>
>                                                                                                                                                                                                                                                                                      0.119,
>0.121, 0.121, 0.121, 0.124, 0.124, 0.123, 0.124, 0.125, 
>
>                                                                                                                                                                                                                                                                                      0.123,
>0.124, 0.124, 0.124, 0.123, 0.124, 0.097, 0.067, 0.068, 
>
>                                                                                                                                                                                                                                                                                      0.07,
>0.072, 0.073, 0.072, 0.074, 0.073, 0.073, 0.072, 0.072, 
>
>                                                                                                                                                                                                                                                                                      0.074,
>0.073, 0.072, 0.073, 0.073, 0.073, 0.072, 0.074, 0.074, 
>
>                                                                                                                                                                                                                                                                                      0.076,
>0.076, 0.076, 0.077, 0.078, 0.064, 0.064, 0.064, 0.064, 
>
>                                                                                                                                                                                                                                                                                      0.064,
>0.064, 0.064, 0.064, 0.064, 0.065, 0.065, 0.065, 0.065, 
>
>                                                                                                                                                                                                                                                                                      0.066,
>0.066, 0.067, 0.068, 0.069, 0.07, 0.071, 0.072, 0.073, 
>
>                                                                                                                                                                                                                                                                                      0.074,
>0.075, 0.078, 0.067, 0.068, 0.071, 0.074, 0.076, 0.079, 
>
>                                                                                                                                                                                                                                                                                      0.082,
>0.085, 0.088, 0.091, 0.094, 0.098, 0.101, 0.105, 0.109, 
>
>                                                                                                                                                                                                                                                                                      0.112,
>0.116, 0.12, 0.124, 0.128, 0.132, 0.136, 0.14, 0.144, 
>
>                                                                                                                                                                                                                                                                                      0.145,
>0.066, 0.066, 0.066, 0.066, 0.065, 0.065, 0.064, 0.064, 
>
>                                                                                                                                                                                                                                                                                      0.063,
>0.063, 0.063, 0.062, 0.062, 0.062, 0.062, 0.061, 0.061, 
>
>                                                                                                                                                                                                                                                                                      0.061,
>0.061, 0.061, 0.058, 0.058, 0.056, 0.055, 0.056, 0.089, 
>
>                                                                                                                                                                                                                                                                                      0.09,
>0.091, 0.092, 0.094, 0.096, 0.098, 0.092, 0.098, 0.097, 
>
>                                                                                                                                                                                                                                                                                      0.099,
>0.1, 0.101, 0.103, 0.105, 0.106, 0.108, 0.109, 0.111, 
>
>                                                                                                                                                                                                                                                                                      0.113,
>0.116, 0.115, 0.117, 0.119, 0.121, 0.086, 0.087, 0.087, 
>
>                                                                                                                                                                                                                                                                                      0.089,
>0.089, 0.091, 0.091, 0.092, 0.093, 0.095, 0.095, 0.096, 
>
>                                                                                                                                                                                                                                                                                      0.098,
>0.098, 0.099, 0.101, 0.102, 0.104, 0.104, 0.106, 0.107, 
>
>                                                                                                                                                                                                                                                                                      0.108,
>0.109, 0.11, 0.112, 0.135, 0.117, 0.109, 0.102, 0.097, 
>
>                                                                                                                                                                                                                                                                                      0.093,
>0.098, 0.1, 0.101, 0.104, 0.104, 0.105, 0.098, 0.103, 
>
>                                                                                                                                                                                                                                                                                      0.104,
>0.106, 0.107, 0.107, 0.108, 0.109, 0.111, 0.112, 0.113, 
>
>                                                                                                                                                                                                                                                                                      0.112,
>0.113, 0.134, 0.131, 0.128, 0.125, 0.122, 0.118, 0.115, 
>
>                                                                                                                                                                                                                                                                                      0.111,
>0.107, 0.101, 0.095, 0.088, 0.067, 0.047, 0.034, 0.038, 
>
>                                                                                                                                                                                                                                                                                      0.042,
>0.047, 0.053, 0.061, 0.069, 0.079, 0.086, 0.089, 0.091, 
>
>                                                                                                                                                                                                                                                                                      0.057,
>0.056, 0.058, 0.056, 0.07, 0.07, 0.07, 0.07, 0.071, 
>
>                                                                                                                                                                                                                                                                                      0.07,
>0.07, 0.07, 0.071, 0.072, 0.071, 0.071, 0.072, 0.071, 
>
>                                                                                                                                                                                                                                                                                      0.072,
>0.072, 0.072, 0.072, 0.073, 0.073, 0.074, 0.051, 0.051, 
>
>                                                                                                                                                                                                                                                                                      0.052,
>0.052, 0.053, 0.053, 0.054, 0.055, 0.056, 0.056, 0.058, 
>
>                                                                                                                                                                                                                                                                                      0.059,
>0.06, 0.06, 0.061, 0.062, 0.063, 0.063, 0.064, 0.064, 
>
>                                                                                                                                                                                                                                                                                      0.065,
>0.065, 0.066, 0.068, 0.07, 0.13, 0.131, 0.134, 0.133, 
>
>                                                                                                                                                                                                                                                                                      0.137,
>0.138, 0.137, 0.139, 0.142, 0.141, 0.143, 0.144, 0.146, 
>
>                                                                                                                                                                                                                                                                                      0.148,
>0.151, 0.156, 0.154, 0.155, 0.155, 0.158, 0.159, 0.161, 
>
>                                                                                                                                                                                                                                                                                      0.163,
>0.165, 0.166, 0.031, 0.03, 0.031, 0.031, 0.031, 0.032, 
>
>                                                                                                                                                                                                                                                                                      0.033,
>0.033, 0.034, 0.033, 0.035, 0.035, 0.035, 0.036, 0.036, 
>
>                                                                                                                                                                                                                                                                                      0.036,
>0.037, 0.037, 0.037, 0.037, 0.038, 0.038, 0.038, 0.039, 
>
>                                                                                                                                                                                                                                                                                      0.039,
>0.106, 0.105, 0.107, 0.108, 0.108, 0.11, 0.11, 0.114, 
>
>                                                                                                                                                                                                                                                                                      0.112,
>0.112, 0.115, 0.115, 0.115, 0.114, 0.115, 0.115, 0.115, 
>
>                                                                                                                                                                                                                                                                                      0.117,
>0.115, 0.118, 0.117, 0.119, 0.118, 0.119, 0.12, 0.021, 
>
>                                                                                                                                                                                                                                                                                      0.021,
>0.021, 0.022, 0.022, 0.022, 0.023, 0.023, 0.024, 0.025, 
>
>                                                                                                                                                                                                                                                                                      0.025,
>0.028, 0.031, 0.035, 0.039, 0.042, 0.046, 0.05, 0.054, 
>
>                                                                                                                                                                                                                                                                                      0.058,
>0.063, 0.069, 0.074, 0.076, 0.079, 0.141, 0.139, 0.137, 
>
>                                                                                                                                                                                                                                                                                      0.135,
>0.134, 0.133, 0.132, 0.131, 0.131, 0.132, 0.136, 0.143, 
>
>                                                                                                                                                                                                                                                                                      0.15,
>0.158, 0.166, 0.175, 0.181, 0.188, 0.195, 0.203, 0.211, 
>
>                                                                                                                                                                                                                                                                                      0.219,
>0.222, 0.224, 0.226, 0.059, 0.056, 0.058, 0.057, 0.056, 
>
>                                                                                                                                                                                                                                                                                      0.056,
>0.055, 0.056, 0.055, 0.059, 0.058, 0.059, 0.058, 0.059, 
>
>                                                                                                                                                                                                                                                                                      0.059,
>0.059, 0.06, 0.061, 0.061, 0.062, 0.062, 0.064, 0.067, 
>
>                                                                                                                                                                                                                                                                                      0.066,
>0.061, 0.086, 0.086, 0.087, 0.087, 0.089, 0.09, 0.09, 
>
>                                                                                                                                                                                                                                                                                      0.091,
>0.092, 0.092, 0.093, 0.094, 0.094, 0.095, 0.096, 0.097, 
>
>                                                                                                                                                                                                                                                                                      0.098,
>0.099, 0.1, 0.101, 0.102, 0.102, 0.103, 0.105, 0.106, 
>
>                                                                                                                                                                                                                                                                                      0.063,
>0.062, 0.127, 0.125, 0.126, 0.128, 0.156, 0.139, 0.14, 
>
>                                                                                                                                                                                                                                                                                      0.142,
>0.137, 0.138, 0.141, 0.141, 0.141, 0.148, 0.152, 0.151, 
>
>                                                                                                                                                                                                                                                                                      0.153,
>0.153, 0.154, 0.157, 0.161, 0.161, 0.161, 0.041, 0.039, 
>
>                                                                                                                                                                                                                                                                                      0.038,
>0.036, 0.034, 0.033, 0.031, 0.03, 0.029, 0.027, 0.026, 
>
>                                                                                                                                                                                                                                                                                      0.039,
>0.041, 0.044, 0.047, 0.05, 0.042, 0.045, 0.048, 0.051, 
>
>                                                                                                                                                                                                                                                                                      0.054,
>0.057, 0.061, 0.065, 0.067, 0.065, 0.065, 0.063, 0.066, 
>
>                                                                                                                                                                                                                                                                                      0.068,
>0.066, 0.067, 0.067, 0.068, 0.067, 0.067, 0.068, 0.069, 
>
>                                                                                                                                                                                                                                                                                      0.069,
>0.069, 0.07, 0.07, 0.071, 0.072, 0.072, 0.073, 0.074, 
>
>                                                                                                                                                                                                                                                                                      0.075,
>0.076, 0.077, 0.033, 0.034, 0.035, 0.035, 0.036, 0.038, 
>
>                                                                                                                                                                                                                                                                                      0.039,
>0.042, 0.048, 0.054, 0.061, 0.069, 0.078, 0.06, 0.045, 
>
>                                                                                                                                                                                                                                                                                      0.051,
>0.057, 0.064, 0.071, 0.064, 0.057, 0.051, 0.046, 0.042, 
>
>                                                                                                                                                                                                                                                                                      0.043,
>0.087, 0.085, 0.084, 0.082, 0.08, 0.076, 0.071, 0.066, 
>
>                                                                                                                                                                                                                                                                                      0.062,
>0.058, 0.06, 0.063, 0.066, 0.069, 0.071, 0.073, 0.074, 
>
>                                                                                                                                                                                                                                                                                      0.075,
>0.078, 0.079, 0.08, 0.081, 0.081, 0.082, 0.083), svemp_share =
>c(0.294, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.293,
>0.284, 0.282, 0.286, 0.295, 0.304, 0.311, 0.317, 0.321, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.326,
>0.333, 0.341, 0.349, 0.359, 0.372, 0.386, 0.399, 0.407, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.412,
>0.418, 0.424, 0.43, 0.436, 0.44, 0.467, 0.466, 0.466, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.466,
>0.466, 0.466, 0.466, 0.467, 0.467, 0.467, 0.466, 0.465, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.46,
>0.456, 0.453, 0.449, 0.445, 0.442, 0.438, 0.434, 0.427, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.424,
>0.422, 0.421, 0.424, 0.068, 0.07, 0.071, 0.076, 0.079, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.083,
>0.087, 0.091, 0.096, 0.1, 0.105, 0.11, 0.115, 0.119, 
>
>                                                                                                                                                                                                                                                                                                                                                               0.122,
>0.139, 0.224, 0.259, 0.274, 0.286, 0.296, 0.305, 0.313, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.32,
>0.326, 0.062, 0.062, 0.061, 0.061, 0.06, 0.059, 0.059, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.059,
>0.059, 0.059, 0.06, 0.06, 0.06, 0.06, 0.06, 0.06, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.061,
>0.061, 0.062, 0.062, 0.063, 0.063, 0.064, 0.064, 0.064, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.276,
>0.272, 0.271, 0.27, 0.275, 0.274, 0.273, 0.275, 0.277, 
>
>                                                                                                                                                                                                                                                                                                                                                               0.276,
>0.277, 0.279, 0.277, 0.278, 0.278, 0.279, 0.281, 0.283, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.284,
>0.286, 0.288, 0.29, 0.274, 0.266, 0.268, 0.149, 0.153, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.147,
>0.148, 0.148, 0.148, 0.148, 0.149, 0.149, 0.147, 0.148, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.15,
>0.153, 0.159, 0.168, 0.168, 0.168, 0.168, 0.168, 0.171, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.172,
>0.173, 0.174, 0.176, 0.178, 0.254, 0.248, 0.241, 0.238, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.239,
>0.238, 0.233, 0.237, 0.237, 0.232, 0.232, 0.236, 0.24, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.243,
>0.248, 0.252, 0.256, 0.261, 0.265, 0.269, 0.274, 0.279, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.287,
>0.292, 0.295, 0.357, 0.362, 0.367, 0.371, 0.372, 0.374, 
>
>                                                                                                                                                                                                                                                                                                                                                               0.38,
>0.383, 0.383, 0.383, 0.39, 0.394, 0.397, 0.403, 0.409, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.408,
>0.412, 0.415, 0.413, 0.413, 0.415, 0.417, 0.418, 0.417, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.403,
>0.18, 0.18, 0.184, 0.193, 0.193, 0.201, 0.203, 0.204, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.205,
>0.203, 0.209, 0.206, 0.205, 0.207, 0.207, 0.208, 0.208, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.206,
>0.206, 0.208, 0.211, 0.216, 0.219, 0.221, 0.223, 0.105, 
>
>                                                                                                                                                                                                                                                                                                                                                               0.106,
>0.107, 0.108, 0.109, 0.11, 0.111, 0.112, 0.113, 0.115, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.116,
>0.118, 0.121, 0.124, 0.131, 0.138, 0.146, 0.154, 0.162, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.171,
>0.18, 0.189, 0.199, 0.209, 0.213, 0.281, 0.285, 0.295, 
>
>                                                                                                                                                                                                                                                                                                                                                               0.305,
>0.316, 0.326, 0.337, 0.348, 0.36, 0.372, 0.384, 0.396, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.408,
>0.421, 0.434, 0.446, 0.459, 0.471, 0.484, 0.496, 0.509, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.521,
>0.532, 0.544, 0.547, 0.178, 0.179, 0.179, 0.181, 0.182, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.184,
>0.185, 0.186, 0.188, 0.189, 0.19, 0.192, 0.193, 0.194, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.196,
>0.197, 0.198, 0.2, 0.201, 0.201, 0.197, 0.197, 0.195, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.195,
>0.197, 0.261, 0.267, 0.271, 0.276, 0.282, 0.291, 0.298, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.289,
>0.284, 0.295, 0.3, 0.304, 0.308, 0.313, 0.319, 0.325, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.332,
>0.338, 0.344, 0.351, 0.359, 0.365, 0.368, 0.373, 0.378, 
>
>                                                                                                                                                                                                                                                                                                                                                               0.159,
>0.162, 0.167, 0.171, 0.169, 0.178, 0.175, 0.18, 0.184, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.191,
>0.188, 0.194, 0.201, 0.199, 0.2, 0.21, 0.214, 0.218, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.222,
>0.225, 0.231, 0.234, 0.239, 0.241, 0.243, 0.402, 0.448, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.403,
>0.367, 0.342, 0.327, 0.369, 0.383, 0.393, 0.407, 0.41, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.412,
>0.4, 0.394, 0.398, 0.402, 0.406, 0.411, 0.415, 0.418, 
>
>                                                                                                                                                                                                                                                                                                                                                               0.423,
>0.428, 0.434, 0.438, 0.439, 0.162, 0.162, 0.162, 0.161, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.161,
>0.16, 0.16, 0.159, 0.159, 0.157, 0.156, 0.154, 0.153, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.15,
>0.146, 0.15, 0.153, 0.157, 0.16, 0.163, 0.166, 0.169, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.174,
>0.177, 0.179, 0.137, 0.138, 0.14, 0.14, 0.255, 0.261, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.264,
>0.268, 0.268, 0.269, 0.267, 0.265, 0.267, 0.269, 0.27, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.268,
>0.27, 0.273, 0.277, 0.28, 0.282, 0.283, 0.284, 0.287, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.288,
>0.212, 0.218, 0.217, 0.219, 0.222, 0.224, 0.228, 0.232, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.237,
>0.242, 0.246, 0.252, 0.257, 0.262, 0.266, 0.273, 0.278, 
>
>                                                                                                                                                                                                                                                                                                                                                               0.284,
>0.29, 0.296, 0.301, 0.305, 0.308, 0.313, 0.318, 0.36, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.363,
>0.368, 0.372, 0.377, 0.384, 0.388, 0.391, 0.396, 0.401, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.405,
>0.409, 0.414, 0.42, 0.427, 0.435, 0.444, 0.448, 0.451, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.454,
>0.459, 0.464, 0.469, 0.474, 0.477, 0.137, 0.137, 0.138, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.141,
>0.143, 0.144, 0.148, 0.152, 0.154, 0.156, 0.158, 0.161, 
>
>                                                                                                                                                                                                                                                                                                                                                               0.163,
>0.166, 0.169, 0.17, 0.173, 0.175, 0.176, 0.178, 0.18, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.182,
>0.185, 0.188, 0.19, 0.31, 0.309, 0.308, 0.309, 0.313, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.312,
>0.314, 0.316, 0.319, 0.319, 0.319, 0.32, 0.32, 0.321, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.319,
>0.321, 0.323, 0.325, 0.326, 0.327, 0.329, 0.331, 0.335, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.337,
>0.34, 0.065, 0.067, 0.068, 0.069, 0.071, 0.072, 0.074, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.076,
>0.078, 0.081, 0.085, 0.095, 0.115, 0.139, 0.166, 0.166, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.166,
>0.166, 0.166, 0.166, 0.165, 0.165, 0.166, 0.166, 0.17, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.288,
>0.297, 0.305, 0.314, 0.323, 0.331, 0.34, 0.349, 0.358, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.367,
>0.377, 0.388, 0.398, 0.408, 0.418, 0.427, 0.394, 0.36, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.325,
>0.291, 0.259, 0.237, 0.228, 0.222, 0.224, 0.27, 0.263, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.261,
>0.263, 0.261, 0.263, 0.264, 0.262, 0.263, 0.258, 0.252, 
>
>                                                                                                                                                                                                                                                                                                                                                               0.266,
>0.274, 0.277, 0.279, 0.281, 0.285, 0.289, 0.291, 0.294, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.298,
>0.305, 0.315, 0.323, 0.316, 0.213, 0.214, 0.216, 0.218, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.219,
>0.222, 0.224, 0.227, 0.229, 0.231, 0.234, 0.236, 0.237, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.24,
>0.243, 0.246, 0.249, 0.252, 0.255, 0.259, 0.263, 0.265, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.269,
>0.273, 0.276, 0.318, 0.339, 0.412, 0.421, 0.42, 0.415, 
>
>                                                                                                                                                                                                                                                                                                                                                               0.339,
>0.389, 0.389, 0.386, 0.405, 0.407, 0.402, 0.404, 0.41, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.396,
>0.393, 0.397, 0.396, 0.398, 0.401, 0.4, 0.39, 0.391, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.392,
>0.118, 0.121, 0.124, 0.128, 0.131, 0.134, 0.138, 0.142, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.145,
>0.149, 0.153, 0.152, 0.164, 0.176, 0.189, 0.203, 0.266, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.266,
>0.266, 0.266, 0.266, 0.266, 0.266, 0.266, 0.271, 0.332, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.332,
>0.328, 0.332, 0.337, 0.349, 0.358, 0.36, 0.362, 0.364, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.365,
>0.366, 0.37, 0.373, 0.376, 0.38, 0.383, 0.386, 0.389, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.393,
>0.397, 0.402, 0.406, 0.411, 0.415, 0.227, 0.228, 0.228, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.229,
>0.229, 0.23, 0.232, 0.233, 0.234, 0.234, 0.235, 0.235, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.235,
>0.235, 0.234, 0.223, 0.212, 0.202, 0.191, 0.196, 0.2, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.205,
>0.209, 0.214, 0.216, 0.252, 0.251, 0.249, 0.248, 0.246, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.244,
>0.242, 0.235, 0.23, 0.226, 0.222, 0.218, 0.214, 0.21, 
>
>                                                                                                                                                                                                                                                                                                                                                              0.206,
>0.208, 0.209, 0.211, 0.212, 0.213, 0.215, 0.216, 0.218, 
>
>                                                                                                                                                                                                                                                                                                                                                               0.22,
>0.222)), .Names = c("country", "year", "ag_emp", "in_emp", 
>
>                                                                                                                                                                                                                                                                                                                                                                                        "sv_emp",
>"emp_pop", "prd", "gnipc", "agemp_share", "inemp_share", 
>
>                                                                                                                                                                                                                                                                                                                                                                                        "svemp_share"),
>class = "data.frame", row.names = c(NA, -750L
>                                                                                                                                                                                                                                                                                                                                                                                        ))
>
>On Tuesday, May 15, 2018, 1:18:28 PM EDT, Jeff Newmiller
><[hidden email]> wrote:  
>
>... and the mailing list is picky about attachments... whatever you
>attached did not conform to the stringent requirements mentioned in the
>Posting Guide. Pasting the code right into the email is usually safest,
>though you DO have to post using plain text (as the Posting Guide
>indicates) or your code may get mangled by the automatic html format
>removal.
>
>On May 15, 2018 7:04:31 AM PDT, Bert Gunter <[hidden email]>
>wrote:
>>Unless there is good reason not to, always cc the list -- there are
>>lots of
>>smarter folks than I on it who can help.
>>
>>I may or may not have time to look at this. Hopefully someone else
>>will.
>>
>>-- Bert
>>
>>Bert Gunter
>>
>>"The trouble with having an open mind is that people keep coming along
>>and
>>sticking things into it."
>>-- Opus (aka Berkeley Breathed in his "Bloom County" comic strip )
>>
>>On Mon, May 14, 2018 at 9:56 PM, ngwinui Azenui <[hidden email]>
>>wrote:
>>
>>> Hi Bert:
>>>
>>> I have attached a reproducible script. Please let me know if this is
>>> sufficient.
>>>
>>> On Thursday, May 10, 2018, 4:47:00 AM EDT, Bert Gunter <
>>> [hidden email]> wrote:
>>>
>>>
>>> I think for us to "bear with you" you will first need to "bear with
>>us" by
>>> posting an intelligible question and following the posting guide
>>linked
>>> below. In particular, we generally require that you show us your
>>efforts --
>>> which so far appear to be "none" --  typically including a small
>>> reproducible example showing us what you did, what went wrong, and
>>what you
>>> want. See also here for how to do that:
>>>
>>> [1] http://stackoverflow.com/ questions/5963269/how-to-make-
>>> a-great-r-reproducible-example
>>>
>><http://stackoverflow.com/questions/5963269/how-to-make-a-great-r-reproducible-example>
>>> [2] http://adv-r.had.co.nz/ Reproducibility.html
>>> <http://adv-r.had.co.nz/Reproducibility.html>
>>>
>>> You are far more likely to get useful answers if you follow the
>>guidelines
>>> of this list -- which also means that you should post in **plain
>>text,**
>>> not HTML, which often gets mangled by the list server.
>>>
>>> Cheers,
>>> Bert
>>>
>>>
>>>
>>> Bert Gunter
>>>
>>> "The trouble with having an open mind is that people keep coming
>>along and
>>> sticking things into it."
>>> -- Opus (aka Berkeley Breathed in his "Bloom County" comic strip )
>>>
>>> On Wed, May 9, 2018 at 2:56 PM, ngwinui Azenui via R-help <
>>> [hidden email]> wrote:
>>>
>>> I am new to R, so bear with me if my question is trivial. I ran a
>>system
>>> of simultaneous equations with panel data and using the systemfit
>>program,
>>> but the results came out by country. I want the results for the
>>entire
>>> panel and not by country. What command will I use? Thanks!
>>> Belinda
>>>        [[alternative HTML version deleted]]
>>>
>>> ______________________________ ________________
>>> [hidden email] mailing list -- To UNSUBSCRIBE and more, see
>>> https://stat.ethz.ch/mailman/ listinfo/r-help
>>> <https://stat.ethz.ch/mailman/listinfo/r-help>
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Re: Systemfit

R help mailing list-2
I didn't include the simultaneous equations because I keep getting error code, but see them below. Thanks!

#Reproducible script
Empdata<- read.csv("/Users/ngwinuiazenui/Documents/UPLOADemp.csv")
View(Empdata)
str(Empdata)
Empdata$gnipc<-as.numeric(Empdata$gnipc)
install.packages("systemfit")
library("systemfit")
pdata <- plm.data(Empdata, index=c("country","year"))
install.packages("plm")
library("plm")

#Simultaneous equation 1
eqprd<- prd ~ in_emp
eqemp<- in_emp ~ prd
system<- list(productivity = eqprd, industrialemp = eqemp)
fit2sls<- systemfit(system, "2SLS", inst = inst, data = Empdata)

#Simultaneous equation 2
eqprd2<- prd ~  in_emp + lag(prd, -1) + gnipc
eqemp2<- in_emp ~ prd + lag(prd, -1) + conflict
system2<- list(productivity = eqprd2, industrialemp = eqemp2)
inst <- ~ lag(prd, -1) + gnipc + conflict
fit2sls<- systemfit(system2, "2SLS", inst = inst, data = Empdata)
#I also wanted to include year and country fix effects(string variables) to the model in "Simultaneous equation 2)

EmpSur<- systemfit(prd ~ in_emp + ag_emp, method = "SUR", data = pdata)
#When I run the code below, I get a table with reults by country 
print(EmpSur)
#An except of the output from running <print(EmpSur)
#caf_(Intercept)      caf_in_emp      caf_ag_emp cod_(Intercept) 
#     -0.13243213     14.25003985     -8.57346398     -0.11581997 
#     cod_in_emp      cod_ag_emp eri_(Intercept)      eri_in_emp 
#     11.58115777    -13.29628753     -0.55615848     23.69284487 
#     eri_ag_emp eth_(Intercept)      eth_in_emp      eth_ag_emp 
#     -6.26339787      0.17436006     34.87782981     -4.80423119 
#gin_(Intercept)      gin_in_emp      gin_ag_emp gmb_(Intercept) 
#     0.01122243    -11.22002009     -0.64218211     -0.07104175 
#     gmb_in_emp      gmb_ag_emp gnb_(Intercept)      gnb_in_emp 
#     9.74177468      3.29511466     -0.07681684     17.00346867 
#     gnb_ag_emp gnq_(Intercept)      gnq_in_emp      gnq_ag_emp 
#     -3.40077876     -0.25706504     -1.09274682     -7.39122680 

#Below is the data. Sorry that it's a long panel dataset 
dput(Empdata)
Empdata <- structure(list(country = structure(c(1L, 1L, 1L, 1L, 1L, 1L, 
                                                1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
                                                1L, 1L, 1L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 
                                                3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 4L, 4L, 4L, 4L, 
                                                4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 
                                                4L, 4L, 4L, 4L, 4L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 
                                                2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 5L, 5L, 
                                                5L, 5L, 5L, 5L, 5L, 5L, 5L, 5L, 5L, 5L, 5L, 5L, 5L, 5L, 5L, 5L, 
                                                5L, 5L, 5L, 5L, 5L, 5L, 5L, 26L, 26L, 26L, 26L, 26L, 26L, 26L, 
                                                26L, 26L, 26L, 26L, 26L, 26L, 26L, 26L, 26L, 26L, 26L, 26L, 26L, 
                                                26L, 26L, 26L, 26L, 26L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 
                                                6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 
                                                12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 
                                                12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 7L, 
                                                7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 
                                                7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 
                                                8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 
                                                8L, 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, 
                                                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, 11L, 11L, 11L, 11L, 11L, 
                                                11L, 11L, 11L, 11L, 11L, 11L, 11L, 11L, 11L, 11L, 11L, 11L, 11L, 
                                                11L, 11L, 11L, 11L, 11L, 11L, 11L, 14L, 14L, 14L, 14L, 14L, 14L, 
                                                14L, 14L, 14L, 14L, 14L, 14L, 14L, 14L, 14L, 14L, 14L, 14L, 14L, 
                                                14L, 14L, 14L, 14L, 14L, 14L, 13L, 13L, 13L, 13L, 13L, 13L, 13L, 
                                                13L, 13L, 13L, 13L, 13L, 13L, 13L, 13L, 13L, 13L, 13L, 13L, 13L, 
                                                13L, 13L, 13L, 13L, 13L, 15L, 15L, 15L, 15L, 15L, 15L, 15L, 15L, 
                                                15L, 15L, 15L, 15L, 15L, 15L, 15L, 15L, 15L, 15L, 15L, 15L, 15L, 
                                                15L, 15L, 15L, 15L, 19L, 19L, 19L, 19L, 19L, 19L, 19L, 19L, 19L, 
                                                19L, 19L, 19L, 19L, 19L, 19L, 19L, 19L, 19L, 19L, 19L, 19L, 19L, 
                                                19L, 19L, 19L, 16L, 16L, 16L, 16L, 16L, 16L, 16L, 16L, 16L, 16L, 
                                                16L, 16L, 16L, 16L, 16L, 16L, 16L, 16L, 16L, 16L, 16L, 16L, 16L, 
                                                16L, 16L, 18L, 18L, 18L, 18L, 18L, 18L, 18L, 18L, 18L, 18L, 18L, 
                                                18L, 18L, 18L, 18L, 18L, 18L, 18L, 18L, 18L, 18L, 18L, 18L, 18L, 
                                                18L, 17L, 17L, 17L, 17L, 17L, 17L, 17L, 17L, 17L, 17L, 17L, 17L, 
                                                17L, 17L, 17L, 17L, 17L, 17L, 17L, 17L, 17L, 17L, 17L, 17L, 17L, 
                                                20L, 20L, 20L, 20L, 20L, 20L, 20L, 20L, 20L, 20L, 20L, 20L, 20L, 
                                                20L, 20L, 20L, 20L, 20L, 20L, 20L, 20L, 20L, 20L, 20L, 20L, 21L, 
                                                21L, 21L, 21L, 21L, 21L, 21L, 21L, 21L, 21L, 21L, 21L, 21L, 21L, 
                                                21L, 21L, 21L, 21L, 21L, 21L, 21L, 21L, 21L, 21L, 21L, 23L, 23L, 
                                                23L, 23L, 23L, 23L, 23L, 23L, 23L, 23L, 23L, 23L, 23L, 23L, 23L, 
                                                23L, 23L, 23L, 23L, 23L, 23L, 23L, 23L, 23L, 23L, 24L, 24L, 24L, 
                                                24L, 24L, 24L, 24L, 24L, 24L, 24L, 24L, 24L, 24L, 24L, 24L, 24L, 
                                                24L, 24L, 24L, 24L, 24L, 24L, 24L, 24L, 24L, 25L, 25L, 25L, 25L, 
                                                25L, 25L, 25L, 25L, 25L, 25L, 25L, 25L, 25L, 25L, 25L, 25L, 25L, 
                                                25L, 25L, 25L, 25L, 25L, 25L, 25L, 25L, 22L, 22L, 22L, 22L, 22L, 
                                                22L, 22L, 22L, 22L, 22L, 22L, 22L, 22L, 22L, 22L, 22L, 22L, 22L, 
                                                22L, 22L, 22L, 22L, 22L, 22L, 22L, 28L, 28L, 28L, 28L, 28L, 28L, 
                                                28L, 28L, 28L, 28L, 28L, 28L, 28L, 28L, 28L, 28L, 28L, 28L, 28L, 
                                                28L, 28L, 28L, 28L, 28L, 28L, 27L, 27L, 27L, 27L, 27L, 27L, 27L, 
                                                27L, 27L, 27L, 27L, 27L, 27L, 27L, 27L, 27L, 27L, 27L, 27L, 27L, 
                                                27L, 27L, 27L, 27L, 27L, 29L, 29L, 29L, 29L, 29L, 29L, 29L, 29L, 
                                                29L, 29L, 29L, 29L, 29L, 29L, 29L, 29L, 29L, 29L, 29L, 29L, 29L, 
                                                29L, 29L, 29L, 29L, 30L, 30L, 30L, 30L, 30L, 30L, 30L, 30L, 30L, 
                                                30L, 30L, 30L, 30L, 30L, 30L, 30L, 30L, 30L, 30L, 30L, 30L, 30L, 
                                                30L, 30L, 30L), .Label = c("ago", "bdi", "ben", "bfa", "caf", 
                                                                           "cod", "eri", "eth", "gin", "gmb", "gnb", "gnq", "lbr", "lso", 
                                                                           "mdg", "mli", "moz", "mrt", "mwi", "ner", "rwa", "sdn", "sen", 
                                                                           "sle", "som", "tcd", "tgo", "tza", "uga", "zmb"), class = "factor"), 
                          year = c(1991L, 1992L, 1993L, 1994L, 1995L, 1996L, 1997L, 
                                   1998L, 1999L, 2000L, 2001L, 2002L, 2003L, 2004L, 2005L, 2006L, 
                                   2007L, 2008L, 2009L, 2010L, 2011L, 2012L, 2013L, 2014L, 2015L, 
                                   1991L, 1992L, 1993L, 1994L, 1995L, 1996L, 1997L, 1998L, 1999L, 
                                   2000L, 2001L, 2002L, 2003L, 2004L, 2005L, 2006L, 2007L, 2008L, 
                                   2009L, 2010L, 2011L, 2012L, 2013L, 2014L, 2015L, 1991L, 1992L, 
                                   1993L, 1994L, 1995L, 1996L, 1997L, 1998L, 1999L, 2000L, 2001L, 
                                   2002L, 2003L, 2004L, 2005L, 2006L, 2007L, 2008L, 2009L, 2010L, 
                                   2011L, 2012L, 2013L, 2014L, 2015L, 1991L, 1992L, 1993L, 1994L, 
                                   1995L, 1996L, 1997L, 1998L, 1999L, 2000L, 2001L, 2002L, 2003L, 
                                   2004L, 2005L, 2006L, 2007L, 2008L, 2009L, 2010L, 2011L, 2012L, 
                                   2013L, 2014L, 2015L, 1991L, 1992L, 1993L, 1994L, 1995L, 1996L, 
                                   1997L, 1998L, 1999L, 2000L, 2001L, 2002L, 2003L, 2004L, 2005L, 
                                   2006L, 2007L, 2008L, 2009L, 2010L, 2011L, 2012L, 2013L, 2014L, 
                                   2015L, 1991L, 1992L, 1993L, 1994L, 1995L, 1996L, 1997L, 1998L, 
                                   1999L, 2000L, 2001L, 2002L, 2003L, 2004L, 2005L, 2006L, 2007L, 
                                   2008L, 2009L, 2010L, 2011L, 2012L, 2013L, 2014L, 2015L, 1991L, 
                                   1992L, 1993L, 1994L, 1995L, 1996L, 1997L, 1998L, 1999L, 2000L, 
                                   2001L, 2002L, 2003L, 2004L, 2005L, 2006L, 2007L, 2008L, 2009L, 
                                   2010L, 2011L, 2012L, 2013L, 2014L, 2015L, 1991L, 1992L, 1993L, 
                                   1994L, 1995L, 1996L, 1997L, 1998L, 1999L, 2000L, 2001L, 2002L, 
                                   2003L, 2004L, 2005L, 2006L, 2007L, 2008L, 2009L, 2010L, 2011L, 
                                   2012L, 2013L, 2014L, 2015L, 1991L, 1992L, 1993L, 1994L, 1995L, 
                                   1996L, 1997L, 1998L, 1999L, 2000L, 2001L, 2002L, 2003L, 2004L, 
                                   2005L, 2006L, 2007L, 2008L, 2009L, 2010L, 2011L, 2012L, 2013L, 
                                   2014L, 2015L, 1991L, 1992L, 1993L, 1994L, 1995L, 1996L, 1997L, 
                                   1998L, 1999L, 2000L, 2001L, 2002L, 2003L, 2004L, 2005L, 2006L, 
                                   2007L, 2008L, 2009L, 2010L, 2011L, 2012L, 2013L, 2014L, 2015L, 
                                   1991L, 1992L, 1993L, 1994L, 1995L, 1996L, 1997L, 1998L, 1999L, 
                                   2000L, 2001L, 2002L, 2003L, 2004L, 2005L, 2006L, 2007L, 2008L, 
                                   2009L, 2010L, 2011L, 2012L, 2013L, 2014L, 2015L, 1991L, 1992L, 
                                   1993L, 1994L, 1995L, 1996L, 1997L, 1998L, 1999L, 2000L, 2001L, 
                                   2002L, 2003L, 2004L, 2005L, 2006L, 2007L, 2008L, 2009L, 2010L, 
                                   2011L, 2012L, 2013L, 2014L, 2015L, 1991L, 1992L, 1993L, 1994L, 
                                   1995L, 1996L, 1997L, 1998L, 1999L, 2000L, 2001L, 2002L, 2003L, 
                                   2004L, 2005L, 2006L, 2007L, 2008L, 2009L, 2010L, 2011L, 2012L, 
                                   2013L, 2014L, 2015L, 1991L, 1992L, 1993L, 1994L, 1995L, 1996L, 
                                   1997L, 1998L, 1999L, 2000L, 2001L, 2002L, 2003L, 2004L, 2005L, 
                                   2006L, 2007L, 2008L, 2009L, 2010L, 2011L, 2012L, 2013L, 2014L, 
                                   2015L, 1991L, 1992L, 1993L, 1994L, 1995L, 1996L, 1997L, 1998L, 
                                   1999L, 2000L, 2001L, 2002L, 2003L, 2004L, 2005L, 2006L, 2007L, 
                                   2008L, 2009L, 2010L, 2011L, 2012L, 2013L, 2014L, 2015L, 1991L, 
                                   1992L, 1993L, 1994L, 1995L, 1996L, 1997L, 1998L, 1999L, 2000L, 
                                   2001L, 2002L, 2003L, 2004L, 2005L, 2006L, 2007L, 2008L, 2009L, 
                                   2010L, 2011L, 2012L, 2013L, 2014L, 2015L, 1991L, 1992L, 1993L, 
                                   1994L, 1995L, 1996L, 1997L, 1998L, 1999L, 2000L, 2001L, 2002L, 
                                   2003L, 2004L, 2005L, 2006L, 2007L, 2008L, 2009L, 2010L, 2011L, 
                                   2012L, 2013L, 2014L, 2015L, 1991L, 1992L, 1993L, 1994L, 1995L, 
                                   1996L, 1997L, 1998L, 1999L, 2000L, 2001L, 2002L, 2003L, 2004L, 
                                   2005L, 2006L, 2007L, 2008L, 2009L, 2010L, 2011L, 2012L, 2013L, 
                                   2014L, 2015L, 1991L, 1992L, 1993L, 1994L, 1995L, 1996L, 1997L, 
                                   1998L, 1999L, 2000L, 2001L, 2002L, 2003L, 2004L, 2005L, 2006L, 
                                   2007L, 2008L, 2009L, 2010L, 2011L, 2012L, 2013L, 2014L, 2015L, 
                                   1991L, 1992L, 1993L, 1994L, 1995L, 1996L, 1997L, 1998L, 1999L, 
                                   2000L, 2001L, 2002L, 2003L, 2004L, 2005L, 2006L, 2007L, 2008L, 
                                   2009L, 2010L, 2011L, 2012L, 2013L, 2014L, 2015L, 1991L, 1992L, 
                                   1993L, 1994L, 1995L, 1996L, 1997L, 1998L, 1999L, 2000L, 2001L, 
                                   2002L, 2003L, 2004L, 2005L, 2006L, 2007L, 2008L, 2009L, 2010L, 
                                   2011L, 2012L, 2013L, 2014L, 2015L, 1991L, 1992L, 1993L, 1994L, 
                                   1995L, 1996L, 1997L, 1998L, 1999L, 2000L, 2001L, 2002L, 2003L, 
                                   2004L, 2005L, 2006L, 2007L, 2008L, 2009L, 2010L, 2011L, 2012L, 
                                   2013L, 2014L, 2015L, 1991L, 1992L, 1993L, 1994L, 1995L, 1996L, 
                                   1997L, 1998L, 1999L, 2000L, 2001L, 2002L, 2003L, 2004L, 2005L, 
                                   2006L, 2007L, 2008L, 2009L, 2010L, 2011L, 2012L, 2013L, 2014L, 
                                   2015L, 1991L, 1992L, 1993L, 1994L, 1995L, 1996L, 1997L, 1998L, 
                                   1999L, 2000L, 2001L, 2002L, 2003L, 2004L, 2005L, 2006L, 2007L, 
                                   2008L, 2009L, 2010L, 2011L, 2012L, 2013L, 2014L, 2015L, 1991L, 
                                   1992L, 1993L, 1994L, 1995L, 1996L, 1997L, 1998L, 1999L, 2000L, 
                                   2001L, 2002L, 2003L, 2004L, 2005L, 2006L, 2007L, 2008L, 2009L, 
                                   2010L, 2011L, 2012L, 2013L, 2014L, 2015L, 1991L, 1992L, 1993L, 
                                   1994L, 1995L, 1996L, 1997L, 1998L, 1999L, 2000L, 2001L, 2002L, 
                                   2003L, 2004L, 2005L, 2006L, 2007L, 2008L, 2009L, 2010L, 2011L, 
                                   2012L, 2013L, 2014L, 2015L, 1991L, 1992L, 1993L, 1994L, 1995L, 
                                   1996L, 1997L, 1998L, 1999L, 2000L, 2001L, 2002L, 2003L, 2004L, 
                                   2005L, 2006L, 2007L, 2008L, 2009L, 2010L, 2011L, 2012L, 2013L, 
                                   2014L, 2015L, 1991L, 1992L, 1993L, 1994L, 1995L, 1996L, 1997L, 
                                   1998L, 1999L, 2000L, 2001L, 2002L, 2003L, 2004L, 2005L, 2006L, 
                                   2007L, 2008L, 2009L, 2010L, 2011L, 2012L, 2013L, 2014L, 2015L, 
                                   1991L, 1992L, 1993L, 1994L, 1995L, 1996L, 1997L, 1998L, 1999L, 
                                   2000L, 2001L, 2002L, 2003L, 2004L, 2005L, 2006L, 2007L, 2008L, 
                                   2009L, 2010L, 2011L, 2012L, 2013L, 2014L, 2015L, 1991L, 1992L, 
                                   1993L, 1994L, 1995L, 1996L, 1997L, 1998L, 1999L, 2000L, 2001L, 
                                   2002L, 2003L, 2004L, 2005L, 2006L, 2007L, 2008L, 2009L, 2010L, 
                                   2011L, 2012L, 2013L, 2014L, 2015L), ag_emp = c(NA, 0.002, 
                                                                                  0.019, 0.002, -0.006, -0.014, -0.012, -0.01, -0.006, -0.005, 
                                                                                  -0.008, -0.013, -0.01, -0.011, -0.017, -0.021, -0.022, -0.017, 
                                                                                  -0.007, -0.004, -0.007, -0.007, -0.007, -0.005, -0.003, NA, 
                                                                                  0.002, 0.002, 0.002, 0.002, -0.002, -0.001, -0.001, -0.001, 
                                                                                  -0.001, 0, 0.001, 0.006, 0.004, 0.004, 0.003, 0.003, 0.003, 
                                                                                  0.003, 0.004, 0.007, 0.004, 0.004, 0.004, -0.002, NA, 0.001, 
                                                                                  -0.008, 0.003, 0, -0.005, -0.002, -0.004, -0.003, -0.005, 
                                                                                  -0.001, -0.01, -0.003, 0, 0, -0.038, -0.138, -0.055, -0.024, 
                                                                                  -0.018, -0.016, -0.014, -0.012, -0.009, -0.007, NA, -0.014, 
                                                                                  -0.01, -0.008, -0.007, -0.008, -0.008, -0.008, -0.001, 0, 
                                                                                  0.009, 0.009, 0.009, 0.008, 0.007, 0.004, 0.004, 0.004, 0.004, 
                                                                                  0.004, -0.002, -0.001, -0.001, -0.002, 0, NA, 0.006, 0.003, 
                                                                                  0.002, -0.003, 0.001, 0.001, -0.003, -0.001, 0.003, -0.003, 
                                                                                  -0.002, 0.004, 0, 0.001, 0, -0.001, 0.001, 0.001, 0.001, 
                                                                                  0.001, 0, 0.027, 0.011, 0.001, NA, -0.01, 0.009, -0.003, 
                                                                                  -0.003, -0.004, -0.003, -0.003, -0.002, 0, -0.003, -0.004, 
                                                                                  -0.004, -0.006, -0.01, -0.002, 0.001, 0.001, 0.002, 0.001, 
                                                                                  -0.001, 0.002, 0.001, 0.002, 0.002, NA, 0.006, 0.008, 0.002, 
                                                                                  -0.001, -0.002, 0.003, -0.003, 0.001, 0.005, -0.002, -0.005, 
                                                                                  -0.006, -0.005, -0.006, -0.007, -0.006, -0.006, -0.004, -0.005, 
                                                                                  -0.007, -0.006, -0.008, -0.007, -0.002, NA, -0.01, -0.015, 
                                                                                  -0.014, -0.007, -0.004, -0.006, -0.014, 0, 0.001, -0.011, 
                                                                                  -0.005, 0, -0.003, -0.005, 0.003, -0.002, -0.002, 0.004, 
                                                                                  0.002, -0.001, 0, 0.001, -0.002, 0.038, NA, -0.009, -0.015, 
                                                                                  -0.022, -0.009, -0.003, 0.006, 0.008, 0.009, 0.012, 0.004, 
                                                                                  0.017, 0.012, 0.008, 0.009, 0.001, 0.001, 0.004, 0.001, -0.003, 
                                                                                  -0.005, -0.006, -0.004, -0.005, -0.004, NA, -0.002, 0.001, 
                                                                                  -0.001, -0.001, -0.004, -0.009, -0.008, -0.01, 0.034, -0.012, 
                                                                                  0.01, 0.01, 0.009, -0.001, -0.006, -0.006, -0.005, -0.004, 
                                                                                  -0.005, -0.005, -0.008, 0.002, -0.007, 0, NA, -0.008, -0.013, 
                                                                                  -0.016, -0.009, -0.015, -0.015, -0.011, -0.014, -0.014, -0.016, 
                                                                                  -0.018, -0.012, -0.016, -0.019, -0.016, -0.016, -0.016, -0.016, 
                                                                                  -0.016, -0.019, -0.014, -0.016, -0.017, -0.003, NA, 0.001, 
                                                                                  0.002, 0.002, 0.005, 0.001, 0.002, 0.003, 0.004, 0.006, 0.001, 
                                                                                  0.003, 0.005, 0.004, 0.004, 0.004, 0.004, 0.003, 0.006, 0.007, 
                                                                                  0.016, 0.002, 0.087, 0.002, 0, NA, -0.009, -0.007, -0.006, 
                                                                                  -0.006, -0.013, -0.008, 0.019, 0.006, -0.01, -0.004, -0.002, 
                                                                                  -0.002, -0.004, -0.005, -0.006, -0.006, -0.005, -0.005, -0.006, 
                                                                                  -0.01, -0.005, -0.003, -0.005, -0.004, NA, -0.006, 0.011, 
                                                                                  -0.006, -0.083, 0.084, -0.125, 0.066, 0.064, -0.005, -0.115, 
                                                                                  0.101, 0.006, -0.064, -0.054, 0.098, -0.013, -0.007, 0.005, 
                                                                                  -0.007, 0.007, -0.004, 0.006, -0.016, -0.008, NA, -0.027, 
                                                                                  0.055, 0.044, 0.029, 0.023, -0.045, -0.014, -0.015, -0.012, 
                                                                                  -0.003, -0.003, 0.02, 0.003, -0.009, -0.001, -0.013, -0.003, 
                                                                                  0, 0.001, -0.006, -0.006, -0.006, -0.002, 0, NA, -0.002, 
                                                                                  0.012, -0.01, 0.018, 0.006, 0.004, 0.002, 0, 0.009, -0.005, 
                                                                                  0.006, 0.017, 0.036, 0.029, -0.006, -0.001, -0.002, 0.001, 
                                                                                  -0.002, -0.007, -0.008, -0.008, -0.006, -0.003, NA, -0.004, 
                                                                                  -0.003, -0.002, -0.128, -0.009, -0.006, -0.007, 0.005, 0.005, 
                                                                                  0.008, 0.007, 0.006, -0.001, 0.006, 0.007, -0.005, 0.007, 
                                                                                  -0.004, -0.003, -0.002, 0, -0.004, -0.001, -0.001, NA, -0.012, 
                                                                                  -0.003, 0.007, 0.004, 0.001, -0.02, -0.005, 0.013, -0.012, 
                                                                                  -0.017, -0.016, 0.026, -0.011, 0.02, 0.013, 0.011, 0.028, 
                                                                                  0.026, 0.031, -0.005, -0.004, -0.007, -0.013, -0.007, NA, 
                                                                                  -0.001, -0.006, -0.001, -0.008, -0.007, 0.001, -0.003, -0.005, 
                                                                                  -0.001, -0.002, -0.004, -0.007, -0.007, -0.004, -0.011, -0.003, 
                                                                                  -0.002, -0.002, -0.002, -0.005, -0.005, -0.005, -0.006, -0.003, 
                                                                                  NA, 0.005, 0.016, 0.004, 0.004, 0, -0.007, 0.003, 0.002, 
                                                                                  0, 0.003, -0.005, -0.004, -0.007, -0.008, -0.009, -0.011, 
                                                                                  -0.011, -0.01, -0.012, -0.014, -0.016, -0.003, 0, 0.001, 
                                                                                  NA, -0.009, 0.021, 0.006, -0.013, 0.02, 0.002, -0.003, 0.007, 
                                                                                  -0.001, 0.001, 0.003, -0.001, 0, 0.001, -0.004, -0.001, -0.005, 
                                                                                  -0.002, -0.004, -0.003, -0.006, -0.004, -0.006, -0.005, NA, 
                                                                                  -0.006, 0.029, 0.029, 0.02, 0.001, -0.014, -0.033, -0.002, 
                                                                                  -0.016, -0.015, 0.014, -0.015, -0.034, -0.023, -0.001, -0.003, 
                                                                                  0.013, -0.015, -0.003, -0.008, -0.008, -0.002, 0.007, 0, 
                                                                                  NA, 0, -0.015, -0.015, -0.015, -0.024, -0.015, -0.009, -0.016, 
                                                                                  -0.026, -0.019, -0.007, -0.037, -0.027, -0.026, -0.033, 0.042, 
                                                                                  0.034, 0.033, 0.041, 0.028, 0.016, 0.006, 0.009, 0.001, NA, 
                                                                                  0.009, 0, -0.002, 0.003, -0.005, 0, 0.001, -0.001, 0.003, 
                                                                                  0.006, -0.018, -0.008, 0.013, 0.001, -0.002, -0.003, -0.003, 
                                                                                  0, 0, -0.003, -0.006, -0.009, -0.005, 0.016, NA, -0.007, 
                                                                                  -0.005, -0.004, -0.006, -0.01, -0.01, -0.01, -0.008, -0.006, 
                                                                                  -0.009, -0.006, -0.003, -0.005, -0.004, -0.006, -0.006, -0.005, 
                                                                                  -0.003, -0.003, -0.005, -0.001, -0.001, -0.001, -0.001, NA, 
                                                                                  -0.019, -0.14, 0.006, 0.009, 0.007, 0.044, -0.035, -0.004, 
                                                                                  -0.002, -0.017, -0.005, -0.001, -0.004, -0.008, 0.004, -0.003, 
                                                                                  -0.011, 0.006, -0.001, -0.004, -0.002, 0.007, -0.003, -0.001, 
                                                                                  NA, 0.001, -0.002, -0.001, -0.005, -0.007, -0.002, 0.004, 
                                                                                  0.001, 0.002, -0.012, 0.004, -0.009, -0.014, -0.017, -0.029, 
                                                                                  -0.044, -0.014, -0.013, -0.017, -0.02, -0.017, -0.025, -0.006, 
                                                                                  -0.008, NA, 0.004, 0.009, 0.001, -0.001, -0.008, -0.004, 
                                                                                  0.003, 0.003, 0.003, 0.003, 0.003, 0.001, 0, 0.001, -0.002, 
                                                                                  -0.002, -0.002, -0.002, -0.003, -0.004, -0.004, -0.004, -0.004, 
                                                                                  -0.003, NA, -0.006, -0.005, 0.002, -0.001, -0.004, 0, -0.012, 
                                                                                  -0.016, 0.008, -0.017, -0.011, -0.014, 0.015, 0.008, 0.003, 
                                                                                  0.009, 0.014, 0.014, 0.012, 0.01, 0.009, 0.009, 0.006, 0.001, 
                                                                                  NA, -0.001, 0, 0.015, 0.014, 0.025, 0.022, 0.027, 0.007, 
                                                                                  0.007, -0.006, 0.013, 0.016, -0.01, -0.031, -0.003, 0.001, 
                                                                                  0.016, -0.008, -0.043, 0.024, 0.025, 0, -0.015, -0.008), 
                          in_emp = c(NA, -0.001, -0.004, 0.005, 0.004, 0.001, 0, 0.001, 
                                     0.001, 0.001, 0.001, 0.003, 0, 0.003, 0.004, 0.003, 0.003, 
                                     0.001, -0.001, 0.002, 0.001, 0.002, 0.002, 0.002, 0.002, 
                                     NA, 0, 0.001, 0.001, 0.001, 0, 0, 0, 0, 0, 0, 0, 0.001, 0.002, 
                                     0.002, 0.002, 0.002, 0.002, 0.002, 0.002, 0.002, 0.001, 0.001, 
                                     0.001, 0.002, NA, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -0.002, 
                                     -0.002, 0.024, 0.046, 0.021, 0.01, 0.008, 0.007, 0.006, 0.006, 
                                     0.006, 0.004, NA, -0.001, -0.001, 0, -0.001, 0, 0, 0, 0, 
                                     0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, NA, -0.001, 
                                     0, 0.002, 0, -0.002, 0.003, 0, 0, -0.001, 0, 0, -0.001, 0.002, 
                                     0, 0.001, 0.001, 0, 0.001, 0.001, 0.001, 0.001, -0.008, 0.007, 
                                     0.001, NA, 0, -0.001, 0, 0, 0, 0, 0, 0, 0, 0.001, 0, 0.001, 
                                     0.002, -0.001, 0, 0, 0, 0, 0.001, -0.001, 0.001, 0, 0, 0.001, 
                                     NA, 0, -0.001, 0.001, 0.001, 0.001, 0.002, -0.002, 0, 0.002, 
                                     0, 0, 0.001, 0.002, 0, 0, 0.001, 0.001, 0, 0.002, 0.001, 
                                     0.001, 0, 0.002, 0.002, NA, 0.001, -0.001, 0.002, 0, 0, 0.002, 
                                     -0.003, -0.001, 0.001, 0.002, 0, 0.001, 0.004, 0, 0, 0.002, 
                                     0.001, -0.001, 0.001, 0, 0.001, -0.001, 0, -0.028, NA, -0.001, 
                                     0.002, 0.001, 0.001, -0.001, 0.002, 0.001, 0, 0, 0, 0.004, 
                                     0, 0, 0.002, 0, 0.001, -0.002, 0.002, 0, 0.002, 0.001, 0, 
                                     0, 0.001, NA, 0, 0, 0, 0, 0, -0.001, -0.001, -0.001, 0.004, 
                                     -0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 
                                     0.001, 0.001, 0.001, 0.001, 0.002, 0.001, 0.003, NA, 0.001, 
                                     0.003, 0.002, 0.003, 0.003, 0.003, 0.003, 0.003, 0.003, 0.003, 
                                     0.003, 0.004, 0.004, 0.003, 0.004, 0.004, 0.004, 0.004, 0.004, 
                                     0.003, 0.005, 0.004, 0.004, 0.001, NA, 0, 0, 0, 0, 0, 0, 
                                     0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -0.002, 0, 0.004, 
                                     0, 0.001, NA, 0, 0.001, 0.001, 0.002, 0.002, 0.002, -0.005, 
                                     0.008, -0.001, 0.002, 0.001, 0.002, 0.002, 0.002, 0.001, 
                                     0.002, 0.002, 0.002, 0.002, 0.003, -0.001, 0.002, 0.002, 
                                     0.003, NA, 0.001, 0.003, 0.001, -0.009, 0.014, -0.016, 0.01, 
                                     0.01, 0.002, -0.015, 0.015, 0.004, -0.009, -0.006, 0.018, 
                                     0, 0.001, 0.002, 0.001, 0.003, 0.001, 0.003, -0.001, 0.001, 
                                     NA, -0.017, -0.008, -0.007, -0.006, -0.004, 0.006, 0.002, 
                                     0.001, 0.003, 0, 0.001, -0.007, 0.006, 0, 0.003, 0, 0.001, 
                                     0.002, 0.003, 0.001, 0.001, 0.001, -0.001, 0.001, NA, -0.004, 
                                     -0.001, -0.006, -0.001, -0.003, -0.004, -0.004, -0.005, -0.005, 
                                     -0.007, -0.008, -0.021, -0.02, -0.012, 0.004, 0.005, 0.005, 
                                     0.007, 0.008, 0.009, 0.01, 0.008, 0.003, 0.002, NA, -0.002, 
                                     0.003, -0.002, 0.013, 0, 0, 0, 0.001, 0, 0, 0.002, 0.002, 
                                     0, 0.001, 0, 0, 0.001, 0.001, 0, 0, 0, 0.001, 0.001, 0.001, 
                                     NA, -0.001, 0, 0.001, 0.001, 0.001, 0, 0.001, 0.002, 0, 0.002, 
                                     -0.001, 0.004, 0, 0.003, 0.003, 0.002, 0.004, 0.004, 0.004, 
                                     0.001, 0, 0.001, 0.001, 0.002, NA, 0.003, 0.003, -0.001, 
                                     0.005, 0.001, -0.001, 0.003, 0.004, 0.001, 0.003, 0.001, 
                                     0.003, 0.002, 0.005, 0.006, 0, 0.002, 0.001, 0.004, 0.002, 
                                     0.003, 0.002, 0.002, 0.002, NA, -0.001, 0.002, 0, 0, 0.001, 
                                     0, 0.001, 0.001, 0, 0.001, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 
                                     -0.001, 0.001, 0.001, 0.001, NA, -0.003, 0.006, 0.003, -0.003, 
                                     0.007, 0.001, 0.004, 0, 0, 0.004, 0, 0, -0.002, 0.002, 0, 
                                     0, 0.001, -0.002, 0.002, -0.001, 0.002, -0.001, 0.001, 0.001, 
                                     NA, 0, 0.001, 0.001, 0.001, 0, 0, 0, 0.001, 0, 0.001, 0.003, 
                                     0.004, 0.003, 0.004, 0.004, 0.004, 0.005, 0.004, 0.005, 0.005, 
                                     0.005, 0.006, 0.003, 0.004, NA, 0, -0.004, -0.004, -0.003, 
                                     -0.005, -0.003, -0.001, -0.002, -0.004, 0.003, 0.009, 0.001, 
                                     0.004, 0.005, 0.002, 0.012, 0.009, 0.01, 0.013, 0.01, 0.008, 
                                     0.003, 0.004, 0.003, NA, -0.003, 0.002, 0, -0.001, 0, -0.001, 
                                     0.002, -0.001, 0.004, -0.001, 0.001, -0.001, 0.002, 0, 0, 
                                     0.001, 0.001, 0, 0.001, 0.001, 0.002, 0.003, 0, -0.004, NA, 
                                     0, 0.001, -0.001, 0.002, 0, 0, 0, 0, 0, 0, 0, 0, 0.001, 0.001, 
                                     0.001, 0.001, 0, 0.001, 0.002, 0.001, 0.001, 0.002, 0.002, 
                                     0.002, NA, -0.001, 0.066, 0.001, 0.004, 0.003, 0.027, -0.018, 
                                     -0.001, 0.001, -0.006, 0, 0.003, 0, -0.001, 0.006, 0.003, 
                                     -0.003, 0.004, 0, 0.001, 0.003, 0.004, 0, 0.001, NA, -0.002, 
                                     -0.002, -0.002, -0.002, -0.002, -0.001, -0.001, -0.001, -0.001, 
                                     -0.002, 0.014, 0.003, 0.003, 0.003, 0.002, -0.007, 0.002, 
                                     0.002, 0.002, 0.002, 0.002, 0.002, 0.003, 0.003, NA, 0, -0.002, 
                                     0.005, 0.002, -0.002, 0.002, 0, 0.002, 0, 0.001, 0.001, 0.002, 
                                     0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 
                                     0.001, 0.001, 0.002, NA, 0, 0.001, 0.001, 0.001, 0.001, 0.002, 
                                     0.002, 0.006, 0.007, 0.006, 0.008, 0.008, -0.019, -0.015, 
                                     0.005, 0.006, 0.007, 0.008, -0.006, -0.006, -0.005, -0.005, 
                                     -0.003, 0.002, NA, -0.002, -0.002, 0, -0.001, -0.001, -0.004, 
                                     -0.003, -0.005, -0.004, 0.002, 0.004, 0.004, 0.002, 0, 0.001, 
                                     0.002, 0.003, 0.002, -0.003, 0.004, 0.004, 0.001, 0, 0), prd = c(NA, -0.095, -0.276, -0.032, 0.06, 
                                                                                                   0.083, 0.053, 0.028, -0.006, -0.003, -0.046, 0.099, -0.031, 
                                                                                                   0.105, 0.143, 0.123, 0.127, 0.048, 0.075, 0.114, 0.101, 0.164, 
                                                                                                   0.081, 0.012, -0.033, NA, -0.017, -0.019, -0.019, 0.033, 
                                                                                                   0.007, 0.023, -0.005, -0.006, 0.039, 0.029, -0.011, -0.01, 
                                                                                                   0.008, -0.016, 0.008, 0.009, 0.008, -0.002, -0.018, -0.004, 
                                                                                                   -0.013, 0.038, 0.031, 0.01, NA, -0.023, 0.023, -0.059, 0.024, 
                                                                                                   0.066, 0.032, 0.051, 0.042, 0.018, 0.031, 0.023, 0.097, 0.007, 
                                                                                                   0.033, 0.089, -0.002, 0.038, -0.039, 0.051, 0.021, 0.031, 
                                                                                                   0.036, 0.023, 0.018, NA, 0.025, -0.074, -0.098, -0.088, -0.041, 
                                                                                                   0.014, 0.027, -0.013, -0.044, -0.018, 0, -0.037, -0.023, 
                                                                                                   -0.01, -0.003, -0.013, 0.005, -0.009, 0.004, 0.006, 0.011, 
                                                                                                   0.007, 0.015, -0.07, NA, -0.05, -0.037, 0.015, 0.013, -0.091, 
                                                                                                   0.007, 0.008, 0.076, 0.005, -0.018, -0.03, -0.097, -0.003, 
                                                                                                   0.005, 0.02, 0.016, 0.001, -0.006, -0.002, 0.008, 0.017, 
                                                                                                   -0.36, -0.012, 0.007, NA, 0.007, -0.088, 0.051, -0.024, -0.011, 
                                                                                                   0.029, 0.038, -0.043, -0.04, 0.08, 0.042, 0.191, 0.264, 0.112, 
                                                                                                   -0.046, 0.133, -0.018, 0.058, 0.076, -0.069, 0.071, 0.038, 
                                                                                                   0.194, 0.026, NA, -0.132, -0.182, -0.075, -0.026, -0.017, 
                                                                                                   -0.1, -0.02, -0.05, -0.101, -0.062, 0.001, 0.024, 0.033, 
                                                                                                   0.029, 0.019, 0.041, 0.032, -0.003, 0.037, 0.036, 0.036, 
                                                                                                   0.049, 0.062, 0.034, NA, 0.149, 0.064, -0.018, 0.062, 0.307, 
                                                                                                   0.605, 0.18, 0.187, 0.119, 0.575, 0.171, 0.093, 0.165, 0.061, 
                                                                                                   0.006, 0.111, 0.15, -0.014, -0.12, 0.043, 0.051, -0.073, 
                                                                                                   -0.031, -0.093, NA, 0.137, 0.11, 0.19, 0.213, 0.009, 0.053, 
                                                                                                   0.063, -0.017, -0.028, -0.175, -0.004, 0.01, -0.071, -0.015, 
                                                                                                   -0.029, 0.003, -0.108, 0.022, -0.006, 0.067, 0.05, 0.008, 
                                                                                                   0.031, 0.025, NA, -0.12, 0.091, -0.009, 0.032, 0.087, 0.008, 
                                                                                                   -0.062, 0.033, -0.012, 0.056, -0.03, -0.06, 0.067, 0.085, 
                                                                                                   0.084, 0.083, 0.081, 0.065, 0.071, 0.104, 0.061, 0.058, 0.074, 
                                                                                                   0.071, NA, 0.002, 0.029, -0.025, -0.004, 0.016, -0.02, 0, 
                                                                                                   0.037, 0.021, 0.026, -0.018, -0.015, -0.037, -0.032, -0.018, 
                                                                                                   -0.001, 0.023, 0.038, 0.019, -0.059, 0.017, 0.019, -0.002, 
                                                                                                   0.011, NA, -0.029, -0.014, -0.018, -0.01, 0.011, 0.014, 0.025, 
                                                                                                   0.021, -0.002, 0.016, 0.014, -0.016, -0.006, -0.007, -0.015, 
                                                                                                   0.008, 0.001, -0.039, 0.014, 0.019, 0.009, -0.1, -0.023, 
                                                                                                   0.002, NA, 0.003, -0.004, 0.01, 0.007, 0.022, 0.034, -0.189, 
                                                                                                   0.089, -0.026, -0.005, -0.048, -0.008, -0.01, 0.021, 0.005, 
                                                                                                   0.004, 0.011, 0.008, 0.018, 0.062, -0.039, 0.001, -0.026, 
                                                                                                   -0.017, NA, 0.058, -0.003, 0.034, 0.128, -0.075, 0.245, -0.073, 
                                                                                                   -0.066, 0.041, 0.249, -0.12, 0.022, 0.117, 0.089, -0.103, 
                                                                                                   0.051, 0.047, 0.009, 0.072, 0.002, 0.034, 0.011, 0.029, 0.033, 
                                                                                                   NA, -0.339, -0.325, -0.224, -0.073, 0.047, 0.903, 0.19, 0.155, 
                                                                                                   0.176, 0.239, 0.287, -0.338, -0.083, 0.063, 0.041, 0.074, 
                                                                                                   0.122, 0.046, 0.062, 0.022, 0.061, 0.051, -0.011, -0.049, 
                                                                                                   NA, -0.013, -0.017, -0.007, -0.032, -0.014, 0.005, 0.013, 
                                                                                                   0.023, 0.008, 0.043, -0.145, 0.057, 0.005, 0, 0.021, 0.027, 
                                                                                                   0.022, -0.154, 0.055, -0.027, 0.001, -0.005, 0.009, 0.001, 
                                                                                                   NA, -0.092, 0.122, -0.134, 0.095, 0.088, 0.039, 0.015, -0.017, 
                                                                                                   -0.023, -0.077, 0.001, 0.017, 0.057, -0.03, -0.026, 0.074, 
                                                                                                   0.029, 0.05, 0.046, 0.011, -0.013, 0.023, 0.026, -0.01, NA, 
                                                                                                   0.063, 0.01, 0, -0.028, 0.019, 0.022, 0.044, -0.003, 0.027, 
                                                                                                   0.134, 0.071, 0.036, -0.098, 0.03, 0.066, 0.025, 0.029, -0.005, 
                                                                                                   0.038, 0.033, 0.109, 0.035, 0.066, 0.041, NA, -0.028, 0.092, 
                                                                                                   -0.005, 0.029, -0.028, -0.098, -0.012, 0.054, -0.049, -0.013, 
                                                                                                   -0.031, 0.022, 0.014, 0.054, 0.173, -0.024, -0.032, 0.023, 
                                                                                                   -0.04, 0.006, 0.016, 0.04, 0.034, -0.016, NA, -0.073, 0.029, 
                                                                                                   0.024, -0.03, 0.056, 0.09, 0.055, 0.047, -0.018, 0.097, 0.049, 
                                                                                                   0.038, 0.066, 0.056, 0.071, 0.058, 0.061, 0.048, 0.061, 0.06, 
                                                                                                   0.064, 0.035, 0.039, 0.042, NA, -0.006, -0.057, -0.026, 0.006, 
                                                                                                   -0.03, -0.034, 0.066, -0.038, -0.067, 0.024, 0.002, 0.001, 
                                                                                                   -0.053, 0.036, 0.026, -0.006, 0.059, -0.048, 0.049, -0.021, 
                                                                                                   0.102, 0.003, 0.033, -0.017, NA, 0.119, -0.115, -0.469, 0.33, 
                                                                                                   0.067, 0.096, 0.061, 0.005, 0.048, 0.062, 0.066, -0.007, 
                                                                                                   0.061, 0.069, 0.051, 0.055, 0.053, 0.039, 0.034, 0.051, 0.073, 
                                                                                                   0.022, 0.035, 0.032, NA, -0.02, -0.042, 0.011, 0.047, 0.053, 
                                                                                                   0.021, 0.03, 0.055, 0.044, 0.014, -0.047, 0.091, 0.055, 0.049, 
                                                                                                   0.032, -0.014, 0.002, -0.007, -0.015, -0.027, 0.016, 0.007, 
                                                                                                   0.001, 0.025, NA, -0.092, 0, 0.061, -0.113, -0.227, -0.154, 
                                                                                                   -0.039, -0.091, -0.012, 0.11, 0.213, 0.044, -0.001, -0.002, 
                                                                                                   0.006, 0.047, 0.024, 0.005, 0.025, 0.036, 0.135, 0.194, 0.023, 
                                                                                                   -0.206, NA, -0.099, 0.007, -0.186, -0.005, 0.026, -0.047, 
                                                                                                   -0.006, 0.006, -0.004, 0.017, 0.008, 0.003, 0.005, 0.004, 
                                                                                                   0.007, -0.001, 0.004, 0.002, -0.002, 0.002, -0.026, -0.004, 
                                                                                                   0.014, -0.008, NA, 0.005, -0.019, -0.002, 0.007, 0.069, 0.059, 
                                                                                                   0.067, 0.037, 0.068, 0.065, 0.034, 0.043, 0.026, 0.045, 0.056, 
                                                                                                   0.07, -0.179, -0.009, 0.033, -0.006, -0.061, 0.024, -0.004, 
                                                                                                   0.019, NA, 0.018, 0.008, -0.017, -0.008, 0.011, 0.012, 0.02, 
                                                                                                   0.018, 0.018, 0.046, 0.025, 0.033, 0.049, 0.045, 0.038, 0.023, 
                                                                                                   0.042, 0.031, 0.055, 0.073, 0.042, 0.068, 0.04, 0.038, NA, 
                                                                                                   -0.065, -0.163, 0.098, 0.04, 0.061, 0.101, -0.052, -0.008, 
                                                                                                   -0.05, -0.061, -0.065, -0.006, -0.005, -0.026, 0.04, -0.02, 
                                                                                                   -0.011, 0.012, 0.001, 0.052, -0.033, 0.028, 0.024, 0.02, 
                                                                                                   NA, 0.023, 0.035, 0.061, 0.051, 0.033, 0.023, 0.069, 0.055, 
                                                                                                   0.002, 0.076, 0.035, 0.024, 0.02, 0.05, 0.026, 0.018, 0.035, 
                                                                                                   0.019, 0.042, 0.011, -0.01, 0.006, 0.004, 0.014, NA, -0.082, 
                                                                                                   0.087, -0.157, 0, 0.004, -0.017, -0.044, 0.025, 0.011, 0.034, 
                                                                                                   0.006, 0.021, 0.059, 0.09, 0.055, 0.05, 0.024, 0.067, 0.113, 
                                                                                                   -0.006, 0.009, 0.012, 0.034, 0.003), gnipc = structure(c(15L, 
                                                                                                                                                            487L, 397L, 323L, 233L, 315L, 370L, 309L, 268L, 391L, 381L, 
                                                                                                                                                            456L, 488L, 14L, 46L, 122L, 124L, 197L, 125L, 196L, 272L, 
                                                                                                                                                            273L, 274L, 335L, 199L, 264L, 286L, 285L, 183L, 265L, 284L, 
                                                                                                                                                            263L, 282L, 277L, 254L, 257L, 288L, 343L, 379L, 386L, 402L, 
                                                                                                                                                            441L, 472L, 461L, 453L, 473L, 474L, 496L, 502L, 465L, 240L, 
                                                                                                                                                            250L, 230L, 116L, 151L, 164L, 146L, 167L, 172L, 143L, 149L, 
                                                                                                                                                            168L, 224L, 252L, 279L, 293L, 321L, 372L, 360L, 367L, 411L, 
                                                                                                                                                            418L, 429L, 425L, 368L, 132L, 112L, 96L, 103L, 95L, 80L, 
                                                                                                                                                            90L, 81L, 68L, 62L, 56L, 500L, 478L, 500L, 83L, 94L, 97L, 
                                                                                                                                                            118L, 130L, 145L, 157L, 161L, 165L, 179L, 180L, 318L, 318L, 
                                                                                                                                                            287L, 173L, 233L, 200L, 179L, 181L, 184L, 162L, 163L, 171L, 
                                                                                                                                                            195L, 220L, 232L, 248L, 281L, 316L, 314L, 314L, 342L, 339L, 
                                                                                                                                                            239L, 266L, 246L, 194L, 195L, 157L, 119L, 148L, 163L, 146L, 
                                                                                                                                                            167L, 137L, 109L, 142L, 156L, 181L, 302L, 373L, 450L, 457L, 
                                                                                                                                                            497L, 467L, 486L, 499L, 9L, 1L, 4L, 470L, 247L, 216L, 284L, 
                                                                                                                                                            127L, 108L, 107L, 129L, 134L, 105L, 99L, 95L, 97L, 97L, 111L, 
                                                                                                                                                            138L, 160L, 180L, 211L, 187L, 216L, 253L, 283L, 291L, 323L, 
                                                                                                                                                            327L, 295L, 296L, 292L, 210L, 270L, 374L, 3L, 484L, 42L, 
                                                                                                                                                            47L, 51L, 121L, 123L, 198L, 337L, 336L, 385L, 55L, 60L, 54L, 
                                                                                                                                                            71L, 78L, 70L, 64L, 436L, 67L, 79L, 93L, 129L, 133L, 152L, 
                                                                                                                                                            158L, 163L, 154L, 131L, 136L, 126L, 145L, 185L, 179L, 194L, 
                                                                                                                                                            214L, 219L, 296L, 322L, 378L, 422L, 452L, 480L, 508L, 166L, 
                                                                                                                                                            119L, 76L, 68L, 72L, 77L, 79L, 67L, 62L, 65L, 63L, 59L, 63L, 
                                                                                                                                                            74L, 92L, 112L, 149L, 206L, 225L, 195L, 227L, 308L, 329L, 
                                                                                                                                                            363L, 405L, 444L, 446L, 448L, 440L, 447L, 455L, 432L, 439L, 
                                                                                                                                                            417L, 393L, 344L, 289L, 234L, 267L, 283L, 287L, 330L, 383L, 
                                                                                                                                                            358L, 365L, 340L, 333L, 320L, 297L, 313L, 394L, 406L, 388L, 
                                                                                                                                                            387L, 416L, 418L, 403L, 365L, 356L, 319L, 304L, 306L, 346L, 
                                                                                                                                                            354L, 294L, 295L, 400L, 419L, 401L, 404L, 398L, 410L, 425L, 
                                                                                                                                                            437L, 424L, 382L, 391L, 397L, 407L, 415L, 298L, 225L, 191L, 
                                                                                                                                                            209L, 184L, 188L, 207L, 241L, 264L, 290L, 288L, 323L, 377L, 
                                                                                                                                                            357L, 359L, 430L, 389L, 401L, 384L, 373L, 459L, 491L, 482L, 
                                                                                                                                                            477L, 494L, 479L, 489L, 507L, 498L, 471L, 438L, 413L, 506L, 
                                                                                                                                                            16L, 18L, 17L, 26L, 25L, 21L, 39L, 45L, 38L, 33L, 30L, 22L, 
                                                                                                                                                            146L, 86L, 61L, 495L, 493L, 56L, 91L, 102L, 98L, 104L, 84L, 
                                                                                                                                                            90L, 58L, 73L, 88L, 104L, 136L, 156L, 172L, 184L, 237L, 241L, 
                                                                                                                                                            261L, 266L, 341L, 161L, 182L, 201L, 165L, 170L, 221L, 186L, 
                                                                                                                                                            191L, 186L, 186L, 220L, 203L, 251L, 186L, 217L, 231L, 306L, 
                                                                                                                                                            367L, 320L, 326L, 367L, 350L, 361L, 329L, 311L, 271L, 230L, 
                                                                                                                                                            251L, 144L, 148L, 128L, 195L, 193L, 187L, 179L, 169L, 91L, 
                                                                                                                                                            79L, 82L, 89L, 191L, 213L, 247L, 285L, 310L, 331L, 230L, 
                                                                                                                                                            200L, 232L, 245L, 234L, 236L, 229L, 150L, 189L, 212L, 183L, 
                                                                                                                                                            208L, 216L, 174L, 191L, 212L, 258L, 295L, 318L, 338L, 379L, 
                                                                                                                                                            424L, 428L, 428L, 469L, 452L, 460L, 475L, 447L, 470L, 468L, 
                                                                                                                                                            396L, 423L, 431L, 427L, 424L, 375L, 358L, 324L, 309L, 341L, 
                                                                                                                                                            362L, 421L, 445L, 501L, 512L, 19L, 6L, 20L, 32L, 31L, 36L, 
                                                                                                                                                            27L, 12L, 146L, 89L, 91L, 89L, 89L, 112L, 141L, 144L, 160L, 
                                                                                                                                                            141L, 129L, 127L, 155L, 186L, 215L, 219L, 246L, 300L, 293L, 
                                                                                                                                                            280L, 351L, 384L, 390L, 397L, 347L, 200L, 195L, 175L, 91L, 
                                                                                                                                                            106L, 114L, 97L, 110L, 102L, 85L, 91L, 100L, 130L, 140L, 
                                                                                                                                                            159L, 167L, 191L, 243L, 231L, 236L, 255L, 262L, 281L, 294L, 
                                                                                                                                                            244L, 166L, 186L, 191L, 111L, 131L, 137L, 178L, 176L, 152L, 
                                                                                                                                                            136L, 120L, 116L, 132L, 147L, 186L, 231L, 278L, 334L, 355L, 
                                                                                                                                                            366L, 394L, 420L, 426L, 432L, 434L, 451L, 464L, 435L, 306L, 
                                                                                                                                                            384L, 392L, 352L, 374L, 364L, 317L, 329L, 349L, 409L, 449L, 
                                                                                                                                                            458L, 462L, 503L, 10L, 2L, 511L, 7L, 513L, 5L, 8L, 492L, 
                                                                                                                                                            151L, 126L, 153L, 174L, 179L, 203L, 182L, 132L, 131L, 115L, 
                                                                                                                                                            149L, 169L, 177L, 171L, 193L, 223L, 243L, 284L, 271L, 282L, 
                                                                                                                                                            303L, 380L, 442L, 433L, 379L, 463L, 454L, 69L, 80L, 77L, 
                                                                                                                                                            87L, 101L, 139L, 132L, 138L, 75L, 66L, 83L, 110L, 135L, 136L, 
                                                                                                                                                            137L, 139L, 94L, 481L, 476L, 509L, 57L, 509L, 500L, 249L, 
                                                                                                                                                            307L, 279L, 262L, 281L, 181L, 223L, 232L, 218L, 252L, 301L, 
                                                                                                                                                            328L, 363L, 422L, 485L, 11L, 37L, 24L, 23L, 35L, 50L, 40L, 
                                                                                                                                                            41L, 44L, 53L, 190L, 158L, 141L, 142L, 164L, 205L, 240L, 
                                                                                                                                                            256L, 257L, 263L, 262L, 265L, 282L, 299L, 314L, 312L, 348L, 
                                                                                                                                                            412L, 414L, 428L, 443L, 466L, 490L, 504L, 483L, 344L, 353L, 
                                                                                                                                                            277L, 189L, 260L, 281L, 276L, 252L, 244L, 192L, 185L, 217L, 
                                                                                                                                                            264L, 275L, 267L, 269L, 305L, 355L, 352L, 349L, 332L, 323L, 
                                                                                                                                                            345L, 371L, 342L, 113L, 117L, 120L, 202L, 235L, 231L, 245L, 
                                                                                                                                                            227L, 204L, 182L, 180L, 184L, 188L, 226L, 259L, 279L, 325L, 
                                                                                                                                                            369L, 375L, 376L, 395L, 418L, 423L, 441L, 399L, 248L, 242L, 
                                                                                                                                                            238L, 262L, 266L, 246L, 292L, 228L, 214L, 222L, 248L, 249L, 
                                                                                                                                                            290L, 333L, 408L, 505L, 510L, 28L, 13L, 34L, 43L, 49L, 52L, 
                                                                                                                                                            48L, 29L), .Label = c("1,003", "1,005", "1,011", "1,035", 
                                                                                                                                                                                  "1,051", "1,059", "1,063", "1,068", "1,076", "1,088", "1,091", 
                                                                                                                                                                                  "1,106", "1,108", "1,117", "1,128", "1,149", "1,170", "1,175", 
                                                                                                                                                                                  "1,176", "1,183", "1,197", "1,202", "1,245", "1,246", "1,247", 
                                                                                                                                                                                  "1,253", "1,258", "1,262", "1,298", "1,305", "1,316", "1,347", 
                                                                                                                                                                                  "1,362", "1,365", "1,377", "1,378", "1,390", "1,480", "1,486", 
                                                                                                                                                                                  "1,494", "1,508", "1,512", "1,564", "1,597", "1,599", "1,684", 
                                                                                                                                                                                  "1,686", "1,705", "1,712", "1,718", "1,726", "1,775", "1,789", 
                                                                                                                                                                                  "10,061", "10,693", "100", "102", "107", "109", "11,437", 
                                                                                                                                                                                  "110", "113", "116", "12,711", "120", "122", "123", "127", 
                                                                                                                                                                                  "128", "13,546", "13,880", "131", "132", "133", "135", "136", 
                                                                                                                                                                                  "139", "14,293", "140", "142", "143", "146", "148", "149", 
                                                                                                                                                                                  "151", "152", "153", "155", "156", "157", "158", "159", "163", 
                                                                                                                                                                                  "165", "166", "167", "170", "171", "172", "174", "175", "179", 
                                                                                                                                                                                  "180", "181", "183", "184", "185", "186", "187", "188", "189", 
                                                                                                                                                                                  "190", "191", "192", "193", "194", "195", "196", "197", "198", 
                                                                                                                                                                                  "2,205", "2,280", "2,510", "2,692", "2,761", "200", "201", 
                                                                                                                                                                                  "204", "205", "207", "208", "209", "210", "211", "213", "214", 
                                                                                                                                                                                  "216", "218", "219", "220", "221", "222", "225", "228", "230", 
                                                                                                                                                                                  "232", "233", "234", "235", "236", "237", "238", "241", "242", 
                                                                                                                                                                                  "243", "244", "245", "246", "247", "248", "249", "251", "252", 
                                                                                                                                                                                  "253", "255", "256", "258", "259", "260", "262", "263", "265", 
                                                                                                                                                                                  "266", "267", "268", "270", "271", "272", "274", "275", "276", 
                                                                                                                                                                                  "277", "278", "282", "283", "284", "286", "288", "290", "291", 
                                                                                                                                                                                  "292", "293", "294", "296", "299", "3,143", "3,400", "3,420", 
                                                                                                                                                                                  "3,974", "300", "301", "302", "304", "305", "307", "308", 
                                                                                                                                                                                  "309", "310", "311", "312", "313", "314", "315", "316", "317", 
                                                                                                                                                                                  "318", "319", "321", "323", "324", "325", "327", "328", "329", 
                                                                                                                                                                                  "330", "331", "332", "333", "336", "338", "339", "340", "341", 
                                                                                                                                                                                  "343", "344", "345", "347", "348", "349", "351", "352", "353", 
                                                                                                                                                                                  "354", "355", "356", "361", "362", "363", "364", "365", "368", 
                                                                                                                                                                                  "369", "371", "372", "373", "376", "377", "378", "379", "380", 
                                                                                                                                                                                  "382", "384", "385", "386", "389", "390", "394", "395", "397", 
                                                                                                                                                                                  "398", "399", "4,191", "4,660", "4,847", "400", "401", "402", 
                                                                                                                                                                                  "403", "404", "405", "406", "408", "410", "411", "412", "413", 
                                                                                                                                                                                  "414", "415", "416", "417", "418", "419", "420", "422", "425", 
                                                                                                                                                                                  "427", "428", "430", "431", "433", "434", "436", "439", "440", 
                                                                                                                                                                                  "441", "442", "443", "449", "451", "452", "453", "458", "460", 
                                                                                                                                                                                  "462", "464", "465", "469", "472", "473", "474", "475", "478", 
                                                                                                                                                                                  "479", "482", "483", "486", "487", "488", "489", "490", "491", 
                                                                                                                                                                                  "493", "496", "497", "5,036", "5,551", "5,713", "502", "504", 
                                                                                                                                                                                  "509", "511", "512", "514", "516", "517", "518", "520", "521", 
                                                                                                                                                                                  "523", "526", "527", "528", "533", "534", "535", "537", "538", 
                                                                                                                                                                                  "544", "545", "548", "550", "553", "555", "556", "558", "559", 
                                                                                                                                                                                  "560", "562", "564", "566", "569", "570", "571", "572", "573", 
                                                                                                                                                                                  "574", "575", "578", "579", "580", "581", "585", "586", "593", 
                                                                                                                                                                                  "6,671", "600", "601", "602", "603", "604", "606", "608", 
                                                                                                                                                                                  "611", "612", "613", "615", "616", "617", "618", "619", "621", 
                                                                                                                                                                                  "622", "626", "627", "629", "630", "637", "639", "640", "641", 
                                                                                                                                                                                  "642", "644", "649", "652", "653", "654", "657", "661", "668", 
                                                                                                                                                                                  "669", "670", "672", "673", "674", "676", "677", "680", "681", 
                                                                                                                                                                                  "685", "688", "690", "691", "692", "693", "694", "7,183", 
                                                                                                                                                                                  "700", "701", "702", "703", "704", "707", "712", "716", "718", 
                                                                                                                                                                                  "719", "723", "730", "732", "735", "737", "746", "749", "75", 
                                                                                                                                                                                  "759", "764", "765", "769", "775", "777", "785", "786", "79", 
                                                                                                                                                                                  "790", "797", "800", "801", "802", "805", "809", "813", "815", 
                                                                                                                                                                                  "820", "824", "825", "83", "831", "84", "840", "846", "85", 
                                                                                                                                                                                  "852", "853", "863", "867", "879", "882", "883", "885", "886", 
                                                                                                                                                                                  "887", "888", "89", "891", "90", "904", "910", "914", "918", 
                                                                                                                                                                                  "92", "921", "925", "933", "935", "936", "939", "941", "978", 
                                                                                                                                                                                  "98", "983", "991", "995", "997"), class = "factor"),.Names = c("country", "year", "ag_emp", "in_emp", 
                                                                                                                                                                                                                                                                                                                                                                                         "sv_emp", "emp_pop", "prd", "gnipc", "agemp_share", "inemp_share", 
                                                                                                                                                                                                                                                                                                                                                                                         "svemp_share"), class = "data.frame", row.names = c(NA, -750L
                                                                                                                                                                                                                                                                                                                                                                                         ))


On Tuesday, May 15, 2018, 9:31:18 PM EDT, Jeff Newmiller <[hidden email]> wrote:





Sadly you failed to set your email program to send plain text and the data is corrupted at my end.

I also think you need to reduce the size of the data set... the intent here is to increase your understanding, not debug your particular analysis.

I will say that I am having a very challenging time understanding what you are trying to accomplish though. What are the equations that you think need to be solved simultaneously?

On May 15, 2018 11:22:53 AM PDT, ngwinui Azenui <[hidden email]> wrote:

>OK, Let's try this again! Here is the reproducible script; it is long
>because I had to copy the panel dataset here. My question is related to
>systemfit; I don't know how to get the result for the entire panel.
>#Reproducible script
>Empdata<- read.csv("/Users/ngwinuiazenui/Documents/UPLOADemp.csv")
>
>View(Empdata)
>
>install.packages("systemfit")
>
>library("systemfit")
>
>pdata <- plm.data(Empdata, index=c("country","year"))
>
>install.packages("plm")
>
>library("plm")
>
>EmpSur<- systemfit(prd ~ in_emp + ag_emp, method = "SUR", data = pdata)
>
>#When I run the code below, I get a table with reults by country 
>
>print(EmpSur)
>
>#An except of the output from running <print(EmpSur)
>
>#caf_(Intercept)     caf_in_emp      caf_ag_emp cod_(Intercept) 
>
>#     -0.13243213     14.25003985     -8.57346398     -0.11581997 
>
>#     cod_in_emp      cod_ag_emp eri_(Intercept)      eri_in_emp 
>
>#     11.58115777    -13.29628753     -0.55615848     23.69284487 
>
>#     eri_ag_emp eth_(Intercept)      eth_in_emp      eth_ag_emp 
>
>#     -6.26339787      0.17436006     34.87782981     -4.80423119 
>
>#gin_(Intercept)     gin_in_emp      gin_ag_emp gmb_(Intercept) 
>
>#     0.01122243    -11.22002009     -0.64218211     -0.07104175 
>
>#     gmb_in_emp      gmb_ag_emp gnb_(Intercept)      gnb_in_emp 
>
>#     9.74177468      3.29511466     -0.07681684     17.00346867 
>
>#     gnb_ag_emp gnq_(Intercept)      gnq_in_emp      gnq_ag_emp 
>
>#     -3.40077876     -0.25706504     -1.09274682     -7.39122680 
>

>
>#Below is the data. Sorry that it's a long panel dataset 
>
>dput(Empdata)
>
>Empdata <- structure(list(country = structure(c(1L, 1L, 1L, 1L, 1L,
>1L, 
>
>                                               1L, 1L, 1L, 1L, 1L, 1L,
>1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 
>
>                                                1L, 1L, 1L, 3L, 3L, 3L,
>3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 
>
>                                               3L, 3L, 3L, 3L, 3L, 3L,
>3L, 3L, 3L, 3L, 3L, 3L, 4L, 4L, 4L, 4L, 
>
>                                               4L, 4L, 4L, 4L, 4L, 4L,
>4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 
>
>                                               4L, 4L, 4L, 4L, 4L, 2L,
>2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 
>
>                                               2L, 2L, 2L, 2L, 2L, 2L,
>2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 5L, 5L, 
>
>                                               5L, 5L, 5L, 5L, 5L, 5L,
>5L, 5L, 5L, 5L, 5L, 5L, 5L, 5L, 5L, 5L, 
>
>                                               5L, 5L, 5L, 5L, 5L, 5L,
>5L, 26L, 26L, 26L, 26L, 26L, 26L, 26L, 
>
>                                               26L, 26L, 26L, 26L, 26L,
>26L, 26L, 26L, 26L, 26L, 26L, 26L, 26L, 
>
>                                               26L, 26L, 26L, 26L, 26L,
>6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 
>
>                                               6L, 6L, 6L, 6L, 6L, 6L,
>6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 
>
>                                               12L, 12L, 12L, 12L, 12L,
>12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 
>
>                                                12L, 12L, 12L, 12L,
>12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 7L, 
>
>                                               7L, 7L, 7L, 7L, 7L, 7L,
>7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 
>
>                                                7L, 7L, 7L, 7L, 7L, 7L,
>7L, 7L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 
>
>                                               8L, 8L, 8L, 8L, 8L, 8L,
>8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 
>
>                                               8L, 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, 
>
>                                               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, 11L, 11L, 11L, 11L, 11L, 
>
>                                               11L, 11L, 11L, 11L, 11L,
>11L, 11L, 11L, 11L, 11L, 11L, 11L, 11L, 
>
>                                                11L, 11L, 11L, 11L,
>11L, 11L, 11L, 14L, 14L, 14L, 14L, 14L, 14L, 
>
>                                               14L, 14L, 14L, 14L, 14L,
>14L, 14L, 14L, 14L, 14L, 14L, 14L, 14L, 
>
>                                                14L, 14L, 14L, 14L,
>14L, 14L, 13L, 13L, 13L, 13L, 13L, 13L, 13L, 
>
>                                               13L, 13L, 13L, 13L, 13L,
>13L, 13L, 13L, 13L, 13L, 13L, 13L, 13L, 
>
>                                               13L, 13L, 13L, 13L, 13L,
>15L, 15L, 15L, 15L, 15L, 15L, 15L, 15L, 
>
>                                               15L, 15L, 15L, 15L, 15L,
>15L, 15L, 15L, 15L, 15L, 15L, 15L, 15L, 
>
>                                               15L, 15L, 15L, 15L, 19L,
>19L, 19L, 19L, 19L, 19L, 19L, 19L, 19L, 
>
>                                               19L, 19L, 19L, 19L, 19L,
>19L, 19L, 19L, 19L, 19L, 19L, 19L, 19L, 
>
>                                               19L, 19L, 19L, 16L, 16L,
>16L, 16L, 16L, 16L, 16L, 16L, 16L, 16L, 
>
>                                                16L, 16L, 16L, 16L,
>16L, 16L, 16L, 16L, 16L, 16L, 16L, 16L, 16L, 
>
>                                               16L, 16L, 18L, 18L, 18L,
>18L, 18L, 18L, 18L, 18L, 18L, 18L, 18L, 
>
>                                               18L, 18L, 18L, 18L, 18L,
>18L, 18L, 18L, 18L, 18L, 18L, 18L, 18L, 
>
>                                               18L, 17L, 17L, 17L, 17L,
>17L, 17L, 17L, 17L, 17L, 17L, 17L, 17L, 
>
>                                               17L, 17L, 17L, 17L, 17L,
>17L, 17L, 17L, 17L, 17L, 17L, 17L, 17L, 
>
>                                               20L, 20L, 20L, 20L, 20L,
>20L, 20L, 20L, 20L, 20L, 20L, 20L, 20L, 
>
>                                               20L, 20L, 20L, 20L, 20L,
>20L, 20L, 20L, 20L, 20L, 20L, 20L, 21L, 
>
>                                               21L, 21L, 21L, 21L, 21L,
>21L, 21L, 21L, 21L, 21L, 21L, 21L, 21L, 
>
>                                               21L, 21L, 21L, 21L, 21L,
>21L, 21L, 21L, 21L, 21L, 21L, 23L, 23L, 
>
>                                               23L, 23L, 23L, 23L, 23L,
>23L, 23L, 23L, 23L, 23L, 23L, 23L, 23L, 
>
>                                               23L, 23L, 23L, 23L, 23L,
>23L, 23L, 23L, 23L, 23L, 24L, 24L, 24L, 
>
>                                               24L, 24L, 24L, 24L, 24L,
>24L, 24L, 24L, 24L, 24L, 24L, 24L, 24L, 
>
>                                               24L, 24L, 24L, 24L, 24L,
>24L, 24L, 24L, 24L, 25L, 25L, 25L, 25L, 
>
>                                               25L, 25L, 25L, 25L, 25L,
>25L, 25L, 25L, 25L, 25L, 25L, 25L, 25L, 
>
>                                               25L, 25L, 25L, 25L, 25L,
>25L, 25L, 25L, 22L, 22L, 22L, 22L, 22L, 
>
>                                               22L, 22L, 22L, 22L, 22L,
>22L, 22L, 22L, 22L, 22L, 22L, 22L, 22L, 
>
>                                               22L, 22L, 22L, 22L, 22L,
>22L, 22L, 28L, 28L, 28L, 28L, 28L, 28L, 
>
>                                               28L, 28L, 28L, 28L, 28L,
>28L, 28L, 28L, 28L, 28L, 28L, 28L, 28L, 
>
>                                               28L, 28L, 28L, 28L, 28L,
>28L, 27L, 27L, 27L, 27L, 27L, 27L, 27L, 
>
>                                               27L, 27L, 27L, 27L, 27L,
>27L, 27L, 27L, 27L, 27L, 27L, 27L, 27L, 
>
>                                               27L, 27L, 27L, 27L, 27L,
>29L, 29L, 29L, 29L, 29L, 29L, 29L, 29L, 
>
>                                               29L, 29L, 29L, 29L, 29L,
>29L, 29L, 29L, 29L, 29L, 29L, 29L, 29L, 
>
>                                               29L, 29L, 29L, 29L, 30L,
>30L, 30L, 30L, 30L, 30L, 30L, 30L, 30L, 
>
>                                               30L, 30L, 30L, 30L, 30L,
>30L, 30L, 30L, 30L, 30L, 30L, 30L, 30L, 
>
>                                               30L, 30L, 30L), .Label =
>c("ago", "bdi", "ben", "bfa", "caf", 
>
>                                                                          "cod",
>"eri", "eth", "gin", "gmb", "gnb", "gnq", "lbr", "lso",
>
>                                                                          "mdg",
>"mli", "moz", "mrt", "mwi", "ner", "rwa", "sdn", "sen", 
>
>                                                                          "sle",
>"som", "tcd", "tgo", "tza", "uga", "zmb"), class = "factor"),
>
>                         year = c(1991L, 1992L, 1993L, 1994L, 1995L,
>1996L, 1997L, 
>
>                                   1998L, 1999L, 2000L, 2001L, 2002L,
>2003L, 2004L, 2005L, 2006L, 
>
>                                   2007L, 2008L, 2009L, 2010L, 2011L,
>2012L, 2013L, 2014L, 2015L, 
>
>                                   1991L, 1992L, 1993L, 1994L, 1995L,
>1996L, 1997L, 1998L, 1999L, 
>
>                                   2000L, 2001L, 2002L, 2003L, 2004L,
>2005L, 2006L, 2007L, 2008L, 
>
>                                   2009L, 2010L, 2011L, 2012L, 2013L,
>2014L, 2015L, 1991L, 1992L, 
>
>                                   1993L, 1994L, 1995L, 1996L, 1997L,
>1998L, 1999L, 2000L, 2001L, 
>
>                                   2002L, 2003L, 2004L, 2005L, 2006L,
>2007L, 2008L, 2009L, 2010L, 
>
>                                   2011L, 2012L, 2013L, 2014L, 2015L,
>1991L, 1992L, 1993L, 1994L, 
>
>                                   1995L, 1996L, 1997L, 1998L, 1999L,
>2000L, 2001L, 2002L, 2003L, 
>
>                                   2004L, 2005L, 2006L, 2007L, 2008L,
>2009L, 2010L, 2011L, 2012L, 
>
>                                   2013L, 2014L, 2015L, 1991L, 1992L,
>1993L, 1994L, 1995L, 1996L, 
>
>                                   1997L, 1998L, 1999L, 2000L, 2001L,
>2002L, 2003L, 2004L, 2005L, 
>
>                                   2006L, 2007L, 2008L, 2009L, 2010L,
>2011L, 2012L, 2013L, 2014L, 
>
>                                   2015L, 1991L, 1992L, 1993L, 1994L,
>1995L, 1996L, 1997L, 1998L, 
>
>                                   1999L, 2000L, 2001L, 2002L, 2003L,
>2004L, 2005L, 2006L, 2007L, 
>
>                                   2008L, 2009L, 2010L, 2011L, 2012L,
>2013L, 2014L, 2015L, 1991L, 
>
>                                   1992L, 1993L, 1994L, 1995L, 1996L,
>1997L, 1998L, 1999L, 2000L, 
>
>                                   2001L, 2002L, 2003L, 2004L, 2005L,
>2006L, 2007L, 2008L, 2009L, 
>
>                                   2010L, 2011L, 2012L, 2013L, 2014L,
>2015L, 1991L, 1992L, 1993L, 
>
>                                   1994L, 1995L, 1996L, 1997L, 1998L,
>1999L, 2000L, 2001L, 2002L, 
>
>                                   2003L, 2004L, 2005L, 2006L, 2007L,
>2008L, 2009L, 2010L, 2011L, 
>
>                                   2012L, 2013L, 2014L, 2015L, 1991L,
>1992L, 1993L, 1994L, 1995L, 
>
>                                   1996L, 1997L, 1998L, 1999L, 2000L,
>2001L, 2002L, 2003L, 2004L, 
>
>                                   2005L, 2006L, 2007L, 2008L, 2009L,
>2010L, 2011L, 2012L, 2013L, 
>
>                                   2014L, 2015L, 1991L, 1992L, 1993L,
>1994L, 1995L, 1996L, 1997L, 
>
>                                  1998L, 1999L, 2000L, 2001L, 2002L,
>2003L, 2004L, 2005L, 2006L, 
>
>                                   2007L, 2008L, 2009L, 2010L, 2011L,
>2012L, 2013L, 2014L, 2015L, 
>
>                                   1991L, 1992L, 1993L, 1994L, 1995L,
>1996L, 1997L, 1998L, 1999L, 
>
>                                   2000L, 2001L, 2002L, 2003L, 2004L,
>2005L, 2006L, 2007L, 2008L, 
>
>                                   2009L, 2010L, 2011L, 2012L, 2013L,
>2014L, 2015L, 1991L, 1992L, 
>
>                                   1993L, 1994L, 1995L, 1996L, 1997L,
>1998L, 1999L, 2000L, 2001L, 
>
>                                   2002L, 2003L, 2004L, 2005L, 2006L,
>2007L, 2008L, 2009L, 2010L, 
>
>                                   2011L, 2012L, 2013L, 2014L, 2015L,
>1991L, 1992L, 1993L, 1994L, 
>
>                                   1995L, 1996L, 1997L, 1998L, 1999L,
>2000L, 2001L, 2002L, 2003L, 
>
>                                   2004L, 2005L, 2006L, 2007L, 2008L,
>2009L, 2010L, 2011L, 2012L, 
>
>                                   2013L, 2014L, 2015L, 1991L, 1992L,
>1993L, 1994L, 1995L, 1996L, 
>
>                                   1997L, 1998L, 1999L, 2000L, 2001L,
>2002L, 2003L, 2004L, 2005L, 
>
>                                   2006L, 2007L, 2008L, 2009L, 2010L,
>2011L, 2012L, 2013L, 2014L, 
>
>                                   2015L, 1991L, 1992L, 1993L, 1994L,
>1995L, 1996L, 1997L, 1998L, 
>
>                                   1999L, 2000L, 2001L, 2002L, 2003L,
>2004L, 2005L, 2006L, 2007L, 
>
>                                   2008L, 2009L, 2010L, 2011L, 2012L,
>2013L, 2014L, 2015L, 1991L, 
>
>                                   1992L, 1993L, 1994L, 1995L, 1996L,
>1997L, 1998L, 1999L, 2000L, 
>
>                                   2001L, 2002L, 2003L, 2004L, 2005L,
>2006L, 2007L, 2008L, 2009L, 
>
>                                   2010L, 2011L, 2012L, 2013L, 2014L,
>2015L, 1991L, 1992L, 1993L, 
>
>                                   1994L, 1995L, 1996L, 1997L, 1998L,
>1999L, 2000L, 2001L, 2002L, 
>
>                                   2003L, 2004L, 2005L, 2006L, 2007L,
>2008L, 2009L, 2010L, 2011L, 
>
>                                   2012L, 2013L, 2014L, 2015L, 1991L,
>1992L, 1993L, 1994L, 1995L, 
>
>                                   1996L, 1997L, 1998L, 1999L, 2000L,
>2001L, 2002L, 2003L, 2004L, 
>
>                                   2005L, 2006L, 2007L, 2008L, 2009L,
>2010L, 2011L, 2012L, 2013L, 
>
>                                   2014L, 2015L, 1991L, 1992L, 1993L,
>1994L, 1995L, 1996L, 1997L, 
>
>                                   1998L, 1999L, 2000L, 2001L, 2002L,
>2003L, 2004L, 2005L, 2006L, 
>
>                                   2007L, 2008L, 2009L, 2010L, 2011L,
>2012L, 2013L, 2014L, 2015L, 
>
>                                   1991L, 1992L, 1993L, 1994L, 1995L,
>1996L, 1997L, 1998L, 1999L, 
>
>                                  2000L, 2001L, 2002L, 2003L, 2004L,
>2005L, 2006L, 2007L, 2008L, 
>
>                                   2009L, 2010L, 2011L, 2012L, 2013L,
>2014L, 2015L, 1991L, 1992L, 
>
>                                   1993L, 1994L, 1995L, 1996L, 1997L,
>1998L, 1999L, 2000L, 2001L, 
>
>                                   2002L, 2003L, 2004L, 2005L, 2006L,
>2007L, 2008L, 2009L, 2010L, 
>
>                                   2011L, 2012L, 2013L, 2014L, 2015L,
>1991L, 1992L, 1993L, 1994L, 
>
>                                   1995L, 1996L, 1997L, 1998L, 1999L,
>2000L, 2001L, 2002L, 2003L, 
>
>                                   2004L, 2005L, 2006L, 2007L, 2008L,
>2009L, 2010L, 2011L, 2012L, 
>
>                                   2013L, 2014L, 2015L, 1991L, 1992L,
>1993L, 1994L, 1995L, 1996L, 
>
>                                   1997L, 1998L, 1999L, 2000L, 2001L,
>2002L, 2003L, 2004L, 2005L, 
>
>                                   2006L, 2007L, 2008L, 2009L, 2010L,
>2011L, 2012L, 2013L, 2014L, 
>
>                                   2015L, 1991L, 1992L, 1993L, 1994L,
>1995L, 1996L, 1997L, 1998L, 
>
>                                   1999L, 2000L, 2001L, 2002L, 2003L,
>2004L, 2005L, 2006L, 2007L, 
>
>                                   2008L, 2009L, 2010L, 2011L, 2012L,
>2013L, 2014L, 2015L, 1991L, 
>
>                                   1992L, 1993L, 1994L, 1995L, 1996L,
>1997L, 1998L, 1999L, 2000L, 
>
>                                   2001L, 2002L, 2003L, 2004L, 2005L,
>2006L, 2007L, 2008L, 2009L, 
>
>                                   2010L, 2011L, 2012L, 2013L, 2014L,
>2015L, 1991L, 1992L, 1993L, 
>
>                                   1994L, 1995L, 1996L, 1997L, 1998L,
>1999L, 2000L, 2001L, 2002L, 
>
>                                   2003L, 2004L, 2005L, 2006L, 2007L,
>2008L, 2009L, 2010L, 2011L, 
>
>                                   2012L, 2013L, 2014L, 2015L, 1991L,
>1992L, 1993L, 1994L, 1995L, 
>
>                                   1996L, 1997L, 1998L, 1999L, 2000L,
>2001L, 2002L, 2003L, 2004L, 
>
>                                   2005L, 2006L, 2007L, 2008L, 2009L,
>2010L, 2011L, 2012L, 2013L, 
>
>                                   2014L, 2015L, 1991L, 1992L, 1993L,
>1994L, 1995L, 1996L, 1997L, 
>
>                                   1998L, 1999L, 2000L, 2001L, 2002L,
>2003L, 2004L, 2005L, 2006L, 
>
>                                   2007L, 2008L, 2009L, 2010L, 2011L,
>2012L, 2013L, 2014L, 2015L, 
>
>                                   1991L, 1992L, 1993L, 1994L, 1995L,
>1996L, 1997L, 1998L, 1999L, 
>
>                                   2000L, 2001L, 2002L, 2003L, 2004L,
>2005L, 2006L, 2007L, 2008L, 
>
>                                   2009L, 2010L, 2011L, 2012L, 2013L,
>2014L, 2015L, 1991L, 1992L, 
>
>                                   1993L, 1994L, 1995L, 1996L, 1997L,
>1998L, 1999L, 2000L, 2001L, 
>
>                                   2002L, 2003L, 2004L, 2005L, 2006L,
>2007L, 2008L, 2009L, 2010L, 
>
>                                   2011L, 2012L, 2013L, 2014L, 2015L),
>ag_emp = c(NA, 0.002, 
>
>                                                                                 0.019,
>0.002, -0.006, -0.014, -0.012, -0.01, -0.006, -0.005, 
>
>                                                                                 -0.008,
>-0.013, -0.01, -0.011, -0.017, -0.021, -0.022, -0.017, 
>
>                                                                                 -0.007,
>-0.004, -0.007, -0.007, -0.007, -0.005, -0.003, NA, 
>
>                                                                                 0.002,
>0.002, 0.002, 0.002, -0.002, -0.001, -0.001, -0.001, 
>
>                                                                                 -0.001,
>0, 0.001, 0.006, 0.004, 0.004, 0.003, 0.003, 0.003, 
>
>                                                                                 0.003,
>0.004, 0.007, 0.004, 0.004, 0.004, -0.002, NA, 0.001, 
>
>                                                                                 -0.008,
>0.003, 0, -0.005, -0.002, -0.004, -0.003, -0.005, 
>
>                                                                                 -0.001,
>-0.01, -0.003, 0, 0, -0.038, -0.138, -0.055, -0.024, 
>
>                                                                                 -0.018,
>-0.016, -0.014, -0.012, -0.009, -0.007, NA, -0.014, 
>
>                                                                                 -0.01,
>-0.008, -0.007, -0.008, -0.008, -0.008, -0.001, 0, 
>
>                                                                                 0.009,
>0.009, 0.009, 0.008, 0.007, 0.004, 0.004, 0.004, 0.004, 
>
>                                                                                 0.004,
>-0.002, -0.001, -0.001, -0.002, 0, NA, 0.006, 0.003, 
>
>                                                                                 0.002,
>-0.003, 0.001, 0.001, -0.003, -0.001, 0.003, -0.003, 
>
>                                                                                 -0.002,
>0.004, 0, 0.001, 0, -0.001, 0.001, 0.001, 0.001, 
>
>                                                                                 0.001,
>0, 0.027, 0.011, 0.001, NA, -0.01, 0.009, -0.003, 
>
>                                                                                 -0.003,
>-0.004, -0.003, -0.003, -0.002, 0, -0.003, -0.004, 
>
>                                                                                 -0.004,
>-0.006, -0.01, -0.002, 0.001, 0.001, 0.002, 0.001, 
>
>                                                                                 -0.001,
>0.002, 0.001, 0.002, 0.002, NA, 0.006, 0.008, 0.002, 
>
>                                                                                 -0.001,
>-0.002, 0.003, -0.003, 0.001, 0.005, -0.002, -0.005, 
>
>                                                                                 -0.006,
>-0.005, -0.006, -0.007, -0.006, -0.006, -0.004, -0.005, 
>
>                                                                                 -0.007,
>-0.006, -0.008, -0.007, -0.002, NA, -0.01, -0.015, 
>
>                                                                                 -0.014,
>-0.007, -0.004, -0.006, -0.014, 0, 0.001, -0.011, 
>
>                                                                                  -0.005,
>0, -0.003, -0.005, 0.003, -0.002, -0.002, 0.004, 
>
>                                                                                 0.002,
>-0.001, 0, 0.001, -0.002, 0.038, NA, -0.009, -0.015, 
>
>                                                                                 -0.022,
>-0.009, -0.003, 0.006, 0.008, 0.009, 0.012, 0.004, 
>
>                                                                                 0.017,
>0.012, 0.008, 0.009, 0.001, 0.001, 0.004, 0.001, -0.003, 
>
>                                                                                 -0.005,
>-0.006, -0.004, -0.005, -0.004, NA, -0.002, 0.001, 
>
>                                                                                 -0.001,
>-0.001, -0.004, -0.009, -0.008, -0.01, 0.034, -0.012, 
>
>                                                                                 0.01,
>0.01, 0.009, -0.001, -0.006, -0.006, -0.005, -0.004, 
>
>                                                                                  -0.005,
>-0.005, -0.008, 0.002, -0.007, 0, NA, -0.008, -0.013, 
>
>                                                                                 -0.016,
>-0.009, -0.015, -0.015, -0.011, -0.014, -0.014, -0.016, 
>
>                                                                                  -0.018,
>-0.012, -0.016, -0.019, -0.016, -0.016, -0.016, -0.016, 
>
>                                                                                 -0.016,
>-0.019, -0.014, -0.016, -0.017, -0.003, NA, 0.001, 
>
>                                                                                 0.002,
>0.002, 0.005, 0.001, 0.002, 0.003, 0.004, 0.006, 0.001, 
>
>                                                                                 0.003,
>0.005, 0.004, 0.004, 0.004, 0.004, 0.003, 0.006, 0.007, 
>
>                                                                                 0.016,
>0.002, 0.087, 0.002, 0, NA, -0.009, -0.007, -0.006, 
>
>                                                                                 -0.006,
>-0.013, -0.008, 0.019, 0.006, -0.01, -0.004, -0.002, 
>
>                                                                                 -0.002,
>-0.004, -0.005, -0.006, -0.006, -0.005, -0.005, -0.006, 
>
>                                                                                 -0.01,
>-0.005, -0.003, -0.005, -0.004, NA, -0.006, 0.011, 
>
>                                                                                 -0.006,
>-0.083, 0.084, -0.125, 0.066, 0.064, -0.005, -0.115, 
>
>                                                                                 0.101,
>0.006, -0.064, -0.054, 0.098, -0.013, -0.007, 0.005, 
>
>                                                                                  -0.007,
>0.007, -0.004, 0.006, -0.016, -0.008, NA, -0.027, 
>
>                                                                                 0.055,
>0.044, 0.029, 0.023, -0.045, -0.014, -0.015, -0.012, 
>
>                                                                                 -0.003,
>-0.003, 0.02, 0.003, -0.009, -0.001, -0.013, -0.003, 
>
>                                                                                 0,
>0.001, -0.006, -0.006, -0.006, -0.002, 0, NA, -0.002, 
>
>                                                                                 0.012,
>-0.01, 0.018, 0.006, 0.004, 0.002, 0, 0.009, -0.005, 
>
>                                                                                 0.006,
>0.017, 0.036, 0.029, -0.006, -0.001, -0.002, 0.001, 
>
>                                                                                 -0.002,
>-0.007, -0.008, -0.008, -0.006, -0.003, NA, -0.004, 
>
>                                                                                  -0.003,
>-0.002, -0.128, -0.009, -0.006, -0.007, 0.005, 0.005, 
>
>                                                                                 0.008,
>0.007, 0.006, -0.001, 0.006, 0.007, -0.005, 0.007, 
>
>                                                                                  -0.004,
>-0.003, -0.002, 0, -0.004, -0.001, -0.001, NA, -0.012, 
>
>                                                                                 -0.003,
>0.007, 0.004, 0.001, -0.02, -0.005, 0.013, -0.012, 
>
>                                                                                 -0.017,
>-0.016, 0.026, -0.011, 0.02, 0.013, 0.011, 0.028, 
>
>                                                                                 0.026,
>0.031, -0.005, -0.004, -0.007, -0.013, -0.007, NA, 
>
>                                                                                 -0.001,
>-0.006, -0.001, -0.008, -0.007, 0.001, -0.003, -0.005, 
>
>                                                                                 -0.001,
>-0.002, -0.004, -0.007, -0.007, -0.004, -0.011, -0.003, 
>
>                                                                                 -0.002,
>-0.002, -0.002, -0.005, -0.005, -0.005, -0.006, -0.003, 
>
>                                                                                 NA,
>0.005, 0.016, 0.004, 0.004, 0, -0.007, 0.003, 0.002, 
>
>                                                                                 0,
>0.003, -0.005, -0.004, -0.007, -0.008, -0.009, -0.011, 
>
>                                                                                  -0.011,
>-0.01, -0.012, -0.014, -0.016, -0.003, 0, 0.001, 
>
>                                                                                 NA,
>-0.009, 0.021, 0.006, -0.013, 0.02, 0.002, -0.003, 0.007, 
>
>                                                                                 -0.001,
>0.001, 0.003, -0.001, 0, 0.001, -0.004, -0.001, -0.005, 
>
>                                                                                 -0.002,
>-0.004, -0.003, -0.006, -0.004, -0.006, -0.005, NA, 
>
>                                                                                 -0.006,
>0.029, 0.029, 0.02, 0.001, -0.014, -0.033, -0.002, 
>
>                                                                                 -0.016,
>-0.015, 0.014, -0.015, -0.034, -0.023, -0.001, -0.003, 
>
>                                                                                 0.013,
>-0.015, -0.003, -0.008, -0.008, -0.002, 0.007, 0, 
>
>                                                                                 NA,
>0, -0.015, -0.015, -0.015, -0.024, -0.015, -0.009, -0.016, 
>
>                                                                                 -0.026,
>-0.019, -0.007, -0.037, -0.027, -0.026, -0.033, 0.042, 
>
>                                                                                 0.034,
>0.033, 0.041, 0.028, 0.016, 0.006, 0.009, 0.001, NA, 
>
>                                                                                  0.009,
>0, -0.002, 0.003, -0.005, 0, 0.001, -0.001, 0.003, 
>
>                                                                                 0.006,
>-0.018, -0.008, 0.013, 0.001, -0.002, -0.003, -0.003, 
>
>                                                                                  0,
>0, -0.003, -0.006, -0.009, -0.005, 0.016, NA, -0.007, 
>
>                                                                                 -0.005,
>-0.004, -0.006, -0.01, -0.01, -0.01, -0.008, -0.006, 
>
>                                                                                 -0.009,
>-0.006, -0.003, -0.005, -0.004, -0.006, -0.006, -0.005, 
>
>                                                                                 -0.003,
>-0.003, -0.005, -0.001, -0.001, -0.001, -0.001, NA, 
>
>                                                                                 -0.019,
>-0.14, 0.006, 0.009, 0.007, 0.044, -0.035, -0.004, 
>
>                                                                                 -0.002,
>-0.017, -0.005, -0.001, -0.004, -0.008, 0.004, -0.003, 
>
>                                                                                 -0.011,
>0.006, -0.001, -0.004, -0.002, 0.007, -0.003, -0.001, 
>
>                                                                                  NA,
>0.001, -0.002, -0.001, -0.005, -0.007, -0.002, 0.004, 
>
>                                                                                 0.001,
>0.002, -0.012, 0.004, -0.009, -0.014, -0.017, -0.029, 
>
>                                                                                  -0.044,
>-0.014, -0.013, -0.017, -0.02, -0.017, -0.025, -0.006, 
>
>                                                                                 -0.008,
>NA, 0.004, 0.009, 0.001, -0.001, -0.008, -0.004, 
>
>                                                                                 0.003,
>0.003, 0.003, 0.003, 0.003, 0.001, 0, 0.001, -0.002, 
>
>                                                                                 -0.002,
>-0.002, -0.002, -0.003, -0.004, -0.004, -0.004, -0.004, 
>
>                                                                                 -0.003,
>NA, -0.006, -0.005, 0.002, -0.001, -0.004, 0, -0.012, 
>
>                                                                                 -0.016,
>0.008, -0.017, -0.011, -0.014, 0.015, 0.008, 0.003, 
>
>                                                                                 0.009,
>0.014, 0.014, 0.012, 0.01, 0.009, 0.009, 0.006, 0.001, 
>
>                                                                                  NA,
>-0.001, 0, 0.015, 0.014, 0.025, 0.022, 0.027, 0.007, 
>
>                                                                                 0.007,
>-0.006, 0.013, 0.016, -0.01, -0.031, -0.003, 0.001, 
>
>                                                                                 0.016,
>-0.008, -0.043, 0.024, 0.025, 0, -0.015, -0.008), 
>
>                         in_emp = c(NA, -0.001, -0.004, 0.005, 0.004,
>0.001, 0, 0.001, 
>
>                                     0.001, 0.001, 0.001, 0.003, 0,
>0.003, 0.004, 0.003, 0.003, 
>
>                                     0.001, -0.001, 0.002, 0.001,
>0.002, 0.002, 0.002, 0.002, 
>
>                                     NA, 0, 0.001, 0.001, 0.001, 0, 0,
>0, 0, 0, 0, 0, 0.001, 0.002, 
>
>                                     0.002, 0.002, 0.002, 0.002, 0.002,
>0.002, 0.002, 0.001, 0.001, 
>
>                                     0.001, 0.002, NA, 0, 0, 0, 0, 0,
>0, 0, 0, 0, 0, 0, 0, -0.002, 
>
>                                     -0.002, 0.024, 0.046, 0.021, 0.01,
>0.008, 0.007, 0.006, 0.006, 
>
>                                     0.006, 0.004, NA, -0.001, -0.001,
>0, -0.001, 0, 0, 0, 0, 
>
>                                     0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
>0, 0, 0, 0, 0, NA, -0.001, 
>
>                                     0, 0.002, 0, -0.002, 0.003, 0, 0,
>-0.001, 0, 0, -0.001, 0.002, 
>
>                                     0, 0.001, 0.001, 0, 0.001, 0.001,
>0.001, 0.001, -0.008, 0.007, 
>
>                                     0.001, NA, 0, -0.001, 0, 0, 0, 0,
>0, 0, 0, 0.001, 0, 0.001, 
>
>                                     0.002, -0.001, 0, 0, 0, 0, 0.001,
>-0.001, 0.001, 0, 0, 0.001, 
>
>                                    NA, 0, -0.001, 0.001, 0.001, 0.001,
>0.002, -0.002, 0, 0.002, 
>
>                                     0, 0, 0.001, 0.002, 0, 0, 0.001,
>0.001, 0, 0.002, 0.001, 
>
>                                     0.001, 0, 0.002, 0.002, NA, 0.001,
>-0.001, 0.002, 0, 0, 0.002, 
>
>                                     -0.003, -0.001, 0.001, 0.002, 0,
>0.001, 0.004, 0, 0, 0.002, 
>
>                                     0.001, -0.001, 0.001, 0, 0.001,
>-0.001, 0, -0.028, NA, -0.001, 
>
>                                     0.002, 0.001, 0.001, -0.001,
>0.002, 0.001, 0, 0, 0, 0.004, 
>
>                                     0, 0, 0.002, 0, 0.001, -0.002,
>0.002, 0, 0.002, 0.001, 0, 
>
>                                     0, 0.001, NA, 0, 0, 0, 0, 0,
>-0.001, -0.001, -0.001, 0.004, 
>
>                                     -0.001, 0.001, 0.001, 0.001,
>0.001, 0.001, 0.001, 0.001, 
>
>                                     0.001, 0.001, 0.001, 0.001, 0.002,
>0.001, 0.003, NA, 0.001, 
>
>                                     0.003, 0.002, 0.003, 0.003, 0.003,
>0.003, 0.003, 0.003, 0.003, 
>
>                                     0.003, 0.004, 0.004, 0.003, 0.004,
>0.004, 0.004, 0.004, 0.004, 
>
>                                     0.003, 0.005, 0.004, 0.004, 0.001,
>NA, 0, 0, 0, 0, 0, 0, 
>
>                                     0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
>0, 0, -0.002, 0, 0.004, 
>
>                                     0, 0.001, NA, 0, 0.001, 0.001,
>0.002, 0.002, 0.002, -0.005, 
>
>                                     0.008, -0.001, 0.002, 0.001,
>0.002, 0.002, 0.002, 0.001, 
>
>                                     0.002, 0.002, 0.002, 0.002, 0.003,
>-0.001, 0.002, 0.002, 
>
>                                     0.003, NA, 0.001, 0.003, 0.001,
>-0.009, 0.014, -0.016, 0.01, 
>
>                                     0.01, 0.002, -0.015, 0.015, 0.004,
>-0.009, -0.006, 0.018, 
>
>                                     0, 0.001, 0.002, 0.001, 0.003,
>0.001, 0.003, -0.001, 0.001, 
>
>                                     NA, -0.017, -0.008, -0.007,
>-0.006, -0.004, 0.006, 0.002, 
>
>                                     0.001, 0.003, 0, 0.001, -0.007,
>0.006, 0, 0.003, 0, 0.001, 
>
>                                     0.002, 0.003, 0.001, 0.001, 0.001,
>-0.001, 0.001, NA, -0.004, 
>
>                                    -0.001, -0.006, -0.001, -0.003,
>-0.004, -0.004, -0.005, -0.005, 
>
>                                     -0.007, -0.008, -0.021, -0.02,
>-0.012, 0.004, 0.005, 0.005, 
>
>                                     0.007, 0.008, 0.009, 0.01, 0.008,
>0.003, 0.002, NA, -0.002, 
>
>                                     0.003, -0.002, 0.013, 0, 0, 0,
>0.001, 0, 0, 0.002, 0.002, 
>
>                                     0, 0.001, 0, 0, 0.001, 0.001, 0,
>0, 0, 0.001, 0.001, 0.001, 
>
>                                     NA, -0.001, 0, 0.001, 0.001,
>0.001, 0, 0.001, 0.002, 0, 0.002, 
>
>                                     -0.001, 0.004, 0, 0.003, 0.003,
>0.002, 0.004, 0.004, 0.004, 
>
>                                     0.001, 0, 0.001, 0.001, 0.002, NA,
>0.003, 0.003, -0.001, 
>
>                                     0.005, 0.001, -0.001, 0.003,
>0.004, 0.001, 0.003, 0.001, 
>
>                                     0.003, 0.002, 0.005, 0.006, 0,
>0.002, 0.001, 0.004, 0.002, 
>
>                                     0.003, 0.002, 0.002, 0.002, NA,
>-0.001, 0.002, 0, 0, 0.001, 
>
>                                     0, 0.001, 0.001, 0, 0.001, 0, 0,
>0, 0, 0, 0, 0, 0, 0, 0, 
>
>                                     -0.001, 0.001, 0.001, 0.001, NA,
>-0.003, 0.006, 0.003, -0.003, 
>
>                                     0.007, 0.001, 0.004, 0, 0, 0.004,
>0, 0, -0.002, 0.002, 0, 
>
>                                     0, 0.001, -0.002, 0.002, -0.001,
>0.002, -0.001, 0.001, 0.001, 
>
>                                     NA, 0, 0.001, 0.001, 0.001, 0, 0,
>0, 0.001, 0, 0.001, 0.003, 
>
>                                     0.004, 0.003, 0.004, 0.004, 0.004,
>0.005, 0.004, 0.005, 0.005, 
>
>                                     0.005, 0.006, 0.003, 0.004, NA, 0,
>-0.004, -0.004, -0.003, 
>
>                                     -0.005, -0.003, -0.001, -0.002,
>-0.004, 0.003, 0.009, 0.001, 
>
>                                     0.004, 0.005, 0.002, 0.012, 0.009,
>0.01, 0.013, 0.01, 0.008, 
>
>                                     0.003, 0.004, 0.003, NA, -0.003,
>0.002, 0, -0.001, 0, -0.001, 
>
>                                     0.002, -0.001, 0.004, -0.001,
>0.001, -0.001, 0.002, 0, 0, 
>
>                                     0.001, 0.001, 0, 0.001, 0.001,
>0.002, 0.003, 0, -0.004, NA, 
>
>                                     0, 0.001, -0.001, 0.002, 0, 0, 0,
>0, 0, 0, 0, 0, 0.001, 0.001, 
>
>                                     0.001, 0.001, 0, 0.001, 0.002,
>0.001, 0.001, 0.002, 0.002, 
>
>                                     0.002, NA, -0.001, 0.066, 0.001,
>0.004, 0.003, 0.027, -0.018, 
>
>                                     -0.001, 0.001, -0.006, 0, 0.003,
>0, -0.001, 0.006, 0.003, 
>
>                                     -0.003, 0.004, 0, 0.001, 0.003,
>0.004, 0, 0.001, NA, -0.002, 
>
>                                     -0.002, -0.002, -0.002, -0.002,
>-0.001, -0.001, -0.001, -0.001, 
>
>                                     -0.002, 0.014, 0.003, 0.003,
>0.003, 0.002, -0.007, 0.002, 
>
>                                     0.002, 0.002, 0.002, 0.002, 0.002,
>0.003, 0.003, NA, 0, -0.002, 
>
>                                     0.005, 0.002, -0.002, 0.002, 0,
>0.002, 0, 0.001, 0.001, 0.002, 
>
>                                     0.001, 0.001, 0.001, 0.001, 0.001,
>0.001, 0.001, 0.001, 0.001, 
>
>                                     0.001, 0.001, 0.002, NA, 0, 0.001,
>0.001, 0.001, 0.001, 0.002, 
>
>                                     0.002, 0.006, 0.007, 0.006, 0.008,
>0.008, -0.019, -0.015, 
>
>                                     0.005, 0.006, 0.007, 0.008,
>-0.006, -0.006, -0.005, -0.005, 
>
>                                     -0.003, 0.002, NA, -0.002, -0.002,
>0, -0.001, -0.001, -0.004, 
>
>                                     -0.003, -0.005, -0.004, 0.002,
>0.004, 0.004, 0.002, 0, 0.001, 
>
>                                     0.002, 0.003, 0.002, -0.003,
>0.004, 0.004, 0.001, 0, 0), 
>
>                         sv_emp = c(NA, 0, -0.007, 0, 0.005, 0.008,
>0.007, 0.007, 
>
>                                     0.005, 0.005, 0.004, 0.006, 0.007,
>0.007, 0.009, 0.01, 0.011, 
>
>                                     0.011, 0.008, 0.007, 0.006, 0.007,
>0.008, 0.008, 0.005, NA, 
>
>                                     0, 0.002, 0.002, 0.002, -0.001,
>-0.001, 0, 0, -0.001, -0.001, 
>
>                                     -0.001, -0.003, -0.001, -0.001,
>-0.003, -0.003, -0.003, -0.003, 
>
>                                     -0.003, -0.005, -0.001, 0, 0,
>0.005, NA, 0.001, 0.001, 0.005, 
>
>                                     0.004, 0.004, 0.004, 0.004, 0.005,
>0.005, 0.005, 0.004, 0.006, 
>
>                                     0.004, 0.004, 0.018, 0.083, 0.036,
>0.016, 0.013, 0.01, 0.009, 
>
>                                     0.009, 0.009, 0.007, NA, -0.001,
>-0.001, -0.001, -0.001, 
>
>                                     -0.002, -0.001, 0, 0, 0, 0.001,
>0.001, 0, 0.001, 0, 0.001, 
>
>                                     0.001, 0.001, 0.001, 0.001, 0, 0,
>0.001, 0.001, 0, NA, -0.004, 
>
>                                     0, 0, 0.005, -0.001, -0.001,
>0.003, 0.002, 0, 0.001, 0.001, 
>
>                                     -0.002, 0.001, 0.001, 0.002,
>0.003, 0.003, 0.002, 0.003, 
>
>                                     0.003, 0.004, -0.014, -0.005,
>0.004, NA, 0.002, -0.005, 0.001, 
>
>                                     0, -0.001, 0, 0.001, -0.001,
>-0.002, 0.001, 0.001, 0.003, 
>
>                                     0.007, 0.008, 0, 0, 0, 0.001,
>0.003, 0.001, 0.002, 0.002, 
>
>                                     0.002, 0.002, NA, -0.006, -0.006,
>-0.003, 0.001, -0.001, 
>
>                                     -0.005, 0.003, 0, -0.005, 0,
>0.003, 0.004, 0.003, 0.005, 
>
>                                     0.004, 0.004, 0.004, 0.004, 0.005,
>0.005, 0.005, 0.008, 0.005, 
>
>                                     0.003, NA, 0.002, -0.002, 0,
>-0.004, 0.002, 0.007, -0.006, 
>
>                                    0, 0.001, 0.007, 0.002, 0.005,
>0.012, 0.006, -0.001, 0.007, 
>
>                                     0.005, -0.001, 0.002, 0.004,
>0.003, 0.002, -0.004, -0.016, 
>
>                                     NA, -0.002, 0.002, 0.006, -0.001,
>0.009, 0.005, 0.003, 0.003, 
>
>                                     0.001, 0.009, 0.001, 0.003, 0.004,
>0.003, 0.001, 0.001, -0.002, 
>
>                                     0, 0.002, 0.003, 0.004, 0.003,
>0.001, 0.002, NA, 0.025, -0.016, 
>
>                                     -0.005, -0.006, -0.003, -0.001,
>0.001, -0.005, 0, -0.002, 
>
>                                     0.004, 0.001, 0.002, -0.003,
>-0.005, -0.007, -0.009, -0.006, 
>
>                                     -0.005, -0.013, -0.002, 0.003,
>-0.007, -0.007, NA, 0.003, 
>
>                                     0.01, 0.009, 0.012, 0.01, 0.01,
>0.013, 0.012, 0.013, 0.011, 
>
>                                     0.01, 0.016, 0.013, 0.011, 0.013,
>0.013, 0.013, 0.013, 0.013, 
>
>                                     0.008, 0.015, 0.011, 0.009, 0.005,
>NA, 0.001, 0.001, 0.002, 
>
>                                     0.003, 0.002, 0.002, 0.002, 0.003,
>0.003, 0.002, 0.002, 0.003, 
>
>                                     0.003, 0.003, 0.003, 0.003, 0.002,
>0.003, 0.002, -0.002, 
>
>                                    0.001, 0.02, 0.001, 0.002, NA,
>0.005, 0.004, 0.004, 0.006, 
>
>                                     0.009, 0.007, -0.007, -0.002,
>0.011, 0.006, 0.006, 0.005, 
>
>                                     0.007, 0.008, 0.007, 0.008, 0.008,
>0.008, 0.009, 0.009, 0.007, 
>
>                                     0.005, 0.006, 0.006, NA, 0.003,
>0.008, 0.004, -0.02, 0.031, 
>
>                                     -0.033, 0.023, 0.021, 0.007,
>-0.033, 0.035, 0.011, -0.02, 
>
>                                     -0.013, 0.044, 0.001, 0.003,
>0.007, 0.002, 0.011, 0.004, 
>
>                                     0.009, -0.003, 0, NA, 0.048,
>-0.043, -0.035, -0.025, -0.014, 
>
>                                     0.044, 0.015, 0.007, 0.019, 0.002,
>0.003, -0.011, -0.005, 
>
>                                     0, 0.007, -0.001, 0.008, 0.006,
>0.008, 0.005, 0.006, 0.007, 
>
>                                     0.004, 0.004, NA, -0.002, 0.001,
>-0.003, 0.003, 0, 0, -0.001, 
>
>                                     -0.002, -0.001, -0.004, -0.002,
>-0.002, -0.001, -0.001, 0.004, 
>
>                                     0.005, 0.005, 0.005, 0.005, 0.004,
>0.004, 0.006, 0.003, 0.003, 
>
>                                     NA, 0, 0.002, 0, 0.116, 0.004,
>0.002, 0.003, 0.003, 0.003, 
>
>                                     -0.001, 0.002, 0.004, 0.002,
>0.004, 0.001, 0.001, 0.007, 
>
>                                     0.004, 0.003, 0.002, 0.001, 0.001,
>0.003, 0.003, NA, 0.004, 
>
>                                     -0.002, 0.004, 0.006, 0.002, 0,
>0.004, 0.012, 0.003, 0, 0.002, 
>
>                                     0.018, 0.002, 0.015, 0.016, 0.012,
>0.02, 0.021, 0.024, 0.005, 
>
>                                     0.003, 0.002, 0.002, 0.004, NA,
>0.007, 0.006, 0.006, 0.005, 
>
>                                     0.008, 0.007, 0.005, 0.008, 0.009,
>0.007, 0.005, 0.005, 0.007, 
>
>                                     0.012, 0.011, 0.013, 0.007, 0.005,
>0.008, 0.006, 0.007, 0.007, 
>
>                                     0.006, 0.005, NA, 0.001, 0.004,
>0.004, 0.003, 0.002, 0.004, 
>
>                                     0.005, 0.004, 0.002, 0.003, 0.003,
>0.002, 0.002, 0.002, 0, 
>
>                                     0.001, 0, 0, 0, -0.001, -0.001,
>0.003, 0.004, 0.003, NA, 
>
>                                     -0.006, 0.01, 0.006, -0.001, 0.01,
>0.005, 0.003, 0.007, 0, 
>
>                                     0.004, 0.002, 0, 0, -0.001, 0.002,
>0.002, 0.001, 0, 0.001, 
>
>                                     0.001, 0.002, 0.003, 0.001, 0.002,
>NA, 0.001, 0.004, 0.004, 
>
>                                     0.003, 0.002, 0.001, -0.001,
>0.002, 0.002, 0.003, 0.013, 
>
>                                     0.021, 0.022, 0.029, 0.001, 0,
>0.004, -0.002, 0, -0.001, 
>
>                                    -0.001, 0.001, 0.002, 0.006, NA,
>0.013, 0.004, 0.004, 0.004, 
>
>                                     -0.001, 0.004, 0.009, 0.004,
>-0.003, 0.007, 0.019, -0.008, 
>
>                                     0.001, 0.002, -0.007, -0.02,
>-0.029, -0.03, -0.025, -0.031, 
>
>                                     -0.021, -0.008, -0.004, 0.003, NA,
>-0.007, -0.002, 0.001, 
>
>                                     -0.002, 0.002, 0, -0.002, 0.001,
>-0.005, -0.005, 0.012, 0.007, 
>
>                                     0.01, 0.003, 0.003, 0.004, 0.005,
>0.004, 0.005, 0.005, 0.008, 
>
>                                     0.012, 0.009, -0.005, NA, -0.001,
>0.001, 0, 0, 0.001, 0.001, 
>
>                                     0, 0, 0.001, 0.001, 0.001, 0.001,
>0.002, 0.003, 0.003, 0.003, 
>
>                                     0.002, 0.003, 0.004, 0.004, 0.004,
>0.006, 0.006, 0.004, NA, 
>
>                                     0.021, 0.073, 0.021, 0.008,
>-0.001, -0.08, 0.049, -0.002, 
>
>                                     -0.006, 0.017, -0.001, -0.007, 0,
>0.005, -0.017, -0.006, 
>
>                                     -0.001, 0.005, 0.003, 0.002,
>-0.001, -0.009, 0, 0.002, NA, 
>
>                                     0.004, 0.003, 0.003, 0.003, 0.003,
>0.004, 0.005, 0.004, 0.005, 
>
>                                     0.002, 0.002, 0.013, 0.013, 0.013,
>0.011, 0.067, -0.004, 
>
>                                     -0.004, -0.005, -0.006, -0.006,
>-0.008, -0.001, 0.005, NA, 
>
>                                     0.002, -0.003, 0.008, 0.008,
>0.014, 0.012, 0.005, 0.006, 
>
>                                     0.005, 0.004, 0.004, 0.007, 0.006,
>0.005, 0.006, 0.004, 0.004, 
>
>                                     0.004, 0.005, 0.005, 0.005, 0.006,
>0.006, 0.005, NA, -0.001, 
>
>                                    -0.001, 0.001, 0.001, 0, 0.003,
>-0.001, -0.003, 0.005, -0.003, 
>
>                                     -0.001, -0.002, -0.002, -0.003,
>-0.012, -0.009, -0.008, -0.007, 
>
>                                     0.007, 0.007, 0.007, 0.007, 0.006,
>0.004, NA, -0.003, -0.002, 
>
>                                     0.003, 0.002, 0.005, 0.003,
>-0.002, -0.005, -0.005, -0.006, 
>
>                                     0, 0, -0.007, -0.013, 0.001,
>0.002, 0.007, 0, -0.011, 0.01, 
>
>                                     0.01, 0.002, -0.001, 0), emp_pop =
>c(NA, 0.001, 0.007, 0.007, 
>
>                                                                         0.003,
>-0.005, -0.004, -0.002, 0, 0.001, -0.003, -0.003, 
>
>                                                                         -0.003,
>-0.002, -0.004, -0.008, -0.008, -0.006, 0.001, 0.004, 
>
>                                                                         0,
>0.002, 0.003, 0.005, 0.003, NA, 0.003, 0.004, 0.004, 0.004, 
>
>                                                                          -0.002,
>-0.002, -0.001, -0.001, -0.001, 0, 0, 0.005, 0.005, 
>
>                                                                         0.005,
>0.001, 0.002, 0.002, 0.003, 0.003, 0.004, 0.004, 0.005, 
>
>                                                                         0.005,
>0.006, NA, 0.003, -0.007, 0.008, 0.004, -0.001, 0.002, 
>
>                                                                         0.001,
>0.002, 0, 0.004, -0.006, 0.003, 0.002, 0.002, 0.004, 
>
>                                                                          -0.01,
>0.001, 0.002, 0.002, 0.001, 0.002, 0.003, 0.006, 0.004, 
>
>                                                                         NA,
>-0.015, -0.012, -0.01, -0.009, -0.01, -0.008, -0.008, 
>
>                                                                         -0.001,
>0, 0.01, 0.01, 0.01, 0.009, 0.008, 0.006, 0.005, 
>
>                                                                         0.005,
>0.005, 0.005, -0.001, 0, 0, -0.001, -0.001, NA, 0.002, 
>
>                                                                         0.003,
>0.004, 0.001, -0.002, 0.003, -0.001, 0.001, 0.003, 
>
>                                                                         -0.002,
>0, 0.001, 0.003, 0.002, 0.002, 0.003, 0.004, 0.004, 
>
>                                                                         0.005,
>0.005, 0.005, 0.004, 0.014, 0.006, NA, -0.008, 0.003, 
>
>                                                                         -0.002,
>-0.003, -0.005, -0.003, -0.002, -0.003, -0.001, -0.002, 
>
>                                                                         -0.003,
>-0.001, 0.002, -0.003, -0.002, 0, 0.001, 0.003, 0.005, 
>
>                                                                         -0.001,
>0.004, 0.003, 0.005, 0.005, NA, 0, 0, 0, 0, -0.003, 
>
>                                                                         0,
>-0.002, 0, 0.002, -0.002, -0.002, -0.002, 0, -0.001, -0.003, 
>
>                                                                         -0.001,
>0, 0, 0.001, -0.001, 0, 0, 0.001, 0.003, NA, -0.007, 
>
>                                                                         -0.019,
>-0.012, -0.011, -0.001, 0.004, -0.023, 0, 0.004, 
>
>                                                                         -0.002,
>-0.003, 0.005, 0.013, 0.002, 0.002, 0.007, 0.004, 
>
>                                                                         0.002,
>0.005, 0.004, 0.004, 0.001, -0.006, -0.006, NA, -0.012, 
>
>                                                                         -0.012,
>-0.015, -0.01, 0.005, 0.013, 0.013, 0.012, 0.013, 
>
>                                                                         0.013,
>0.022, 0.015, 0.013, 0.014, 0.002, 0.003, 0, 0.003, 
>
>                                                                         -0.001,
>0.001, -0.001, -0.001, -0.003, -0.001, NA, 0.023, 
>
>                                                                         -0.015,
>-0.006, -0.006, -0.007, -0.01, -0.007, -0.015, 0.037, 
>
>                                                                         -0.015,
>0.015, 0.012, 0.012, -0.002, -0.009, -0.012, -0.013, 
>
>                                                                         -0.009,
>-0.009, -0.016, -0.009, 0.007, -0.012, -0.004, NA, 
>
>                                                                         -0.003,
>0, -0.004, 0.006, -0.003, -0.002, 0.005, 0.002, 0.002, 
>
>                                                                          -0.002,
>-0.006, 0.007, 0, -0.005, 0, 0.001, 0.001, 0.001, 
>
>                                                                         0.001,
>-0.009, 0.006, -0.001, -0.005, 0.003, NA, 0.002, 0.003, 
>
>                                                                          0.005,
>0.008, 0.003, 0.004, 0.006, 0.006, 0.009, 0.003, 0.005, 
>
>                                                                         0.008,
>0.007, 0.007, 0.006, 0.007, 0.006, 0.009, 0.008, 0.012, 
>
>                                                                         0.003,
>0.111, 0.003, 0.003, NA, -0.003, -0.002, -0.001, 0.001, 
>
>                                                                         -0.003,
>0.001, 0.007, 0.012, 0.001, 0.003, 0.004, 0.005, 
>
>                                                                         0.005,
>0.005, 0.003, 0.004, 0.004, 0.005, 0.005, 0.002, 0.002, 
>
>                                                                         0.004,
>0.003, 0.005, NA, -0.002, 0.022, -0.001, -0.112, 0.129, 
>
>                                                                         -0.173,
>0.099, 0.095, 0.005, -0.164, 0.151, 0.02, -0.093, 
>
>                                                                         -0.074,
>0.16, -0.013, -0.003, 0.014, -0.004, 0.021, 0.001, 
>
>                                                                         0.018,
>-0.02, -0.007, NA, 0.003, 0.004, 0.003, -0.002, 0.005, 
>
>                                                                         0.005,
>0.004, -0.008, 0.01, 0, 0.001, 0.003, 0.004, -0.009, 
>
>                                                                         0.009,
>-0.014, 0.006, 0.007, 0.013, 0.001, 0.001, 0.001, 
>
>                                                                         0.001,
>0.004, NA, -0.008, 0.012, -0.019, 0.02, 0.003, 0, 
>
>                                                                         -0.004,
>-0.007, 0.003, -0.016, -0.004, -0.006, 0.016, 0.016, 
>
>                                                                         0.001,
>0.008, 0.008, 0.013, 0.01, 0.005, 0.006, 0.005, -0.001, 
>
>                                                                         0.002,
>NA, -0.006, 0.002, -0.005, 0.001, -0.004, -0.004, 
>
>                                                                         -0.004,
>0.008, 0.009, 0.007, 0.011, 0.011, 0.002, 0.011, 
>
>                                                                         0.008,
>-0.004, 0.015, 0, 0.001, 0.001, 0.001, -0.002, 0.002, 
>
>                                                                         0.003,
>NA, -0.009, -0.005, 0.012, 0.011, 0.004, -0.02, 0, 
>
>                                                                         0.027,
>-0.01, -0.015, -0.015, 0.048, -0.009, 0.038, 0.032, 
>
>                                                                         0.025,
>0.052, 0.05, 0.06, 0.001, -0.001, -0.004, -0.011, 
>
>                                                                         -0.001,
>NA, 0.009, 0.002, 0.005, 0.002, 0.003, 0.007, 0.005, 
>
>                                                                         0.007,
>0.009, 0.008, 0.001, 0.001, 0.001, 0.012, 0.006, 0.01, 
>
>                                                                         0.006,
>0.004, 0.009, 0.003, 0.005, 0.003, 0.002, 0.003, NA, 
>
>                                                                         0.006,
>0.021, 0.008, 0.007, 0.003, -0.004, 0.009, 0.007, 
>
>                                                                         0.001,
>0.007, -0.002, -0.002, -0.005, -0.006, -0.008, -0.01, 
>
>                                                                         -0.011,
>-0.011, -0.012, -0.015, -0.017, 0.001, 0.005, 0.005, 
>
>                                                                         NA,
>-0.018, 0.038, 0.015, -0.016, 0.037, 0.007, 0.004, 0.015, 
>
>                                                                         -0.002,
>0.009, 0.005, -0.001, -0.002, 0.001, -0.003, 0.002, 
>
>                                                                          -0.002,
>-0.004, -0.001, -0.004, -0.001, -0.003, -0.004, -0.003, 
>
>                                                                         NA,
>-0.005, 0.034, 0.034, 0.024, 0.004, -0.013, -0.034, 0.001, 
>
>                                                                          -0.014,
>-0.011, 0.03, 0.01, -0.009, 0.01, 0.003, 0.001, 0.022, 
>
>                                                                         -0.014,
>0.002, -0.005, -0.004, 0.005, 0.013, 0.009, NA, 0.013, 
>
>                                                                         -0.015,
>-0.015, -0.015, -0.03, -0.013, -0.001, -0.014, -0.032, 
>
>                                                                         -0.009,
>0.021, -0.043, -0.021, -0.019, -0.037, 0.034, 0.014, 
>
>                                                                         0.013,
>0.029, 0.008, 0.002, 0.001, 0.009, 0.008, NA, -0.001, 
>
>                                                                         -0.001,
>-0.001, 0.001, -0.003, -0.001, 0.001, 0, 0.002, 0, 
>
>                                                                         -0.004,
>-0.002, 0.024, 0.004, 0.001, 0.003, 0.003, 0.004, 
>
>                                                                         0.005,
>0.003, 0.005, 0.006, 0.004, 0.006, NA, -0.008, -0.004, 
>
>                                                                         -0.005,
>-0.005, -0.009, -0.009, -0.01, -0.007, -0.005, -0.008, 
>
>                                                                         -0.005,
>-0.002, -0.002, -0.001, -0.002, -0.002, -0.002, 0.001, 
>
>                                                                         0.003,
>0.001, 0.004, 0.007, 0.007, 0.004, NA, 0.001, -0.001, 
>
>                                                                         0.028,
>0.02, 0.009, -0.009, -0.003, -0.006, -0.006, -0.005, 
>
>                                                                         -0.005,
>-0.005, -0.005, -0.004, -0.007, -0.006, -0.016, 0.015, 
>
>                                                                         0.001,
>-0.001, 0.001, 0.003, -0.002, 0.001, NA, 0.003, -0.001, 
>
>                                                                         0.001,
>-0.004, -0.006, 0, 0.008, 0.005, 0.005, -0.012, 0.019, 
>
>                                                                         0.007,
>0.001, -0.001, -0.016, 0.016, -0.017, -0.015, -0.021, 
>
>                                                                         -0.024,
>-0.021, -0.031, -0.004, 0, NA, 0.005, 0.004, 0.014, 
>
>                                                                         0.009,
>0.004, 0.011, 0.008, 0.011, 0.009, 0.008, 0.008, 0.009, 
>
>                                                                         0.007,
>0.007, 0.005, 0.002, 0.003, 0.003, 0.003, 0.002, 0.003, 
>
>                                                                         0.003,
>0.003, 0.004, NA, -0.006, -0.006, 0.004, 0.001, -0.003, 
>
>                                                                         0.005,
>-0.011, -0.014, 0.021, -0.014, -0.004, -0.007, -0.006, 
>
>                                                                         -0.01,
>-0.004, 0.006, 0.013, 0.015, 0.012, 0.011, 0.011, 
>
>                                                                         0.011,
>0.008, 0.007, NA, -0.005, -0.004, 0.017, 0.015, 0.029, 
>
>                                                                         0.021,
>0.022, -0.003, -0.001, -0.011, 0.016, 0.021, -0.016, 
>
>                                                                          -0.044,
>0, 0.005, 0.026, -0.006, -0.057, 0.038, 0.039, 0.004, 
>
>                                                                         -0.016,
>-0.008), prd = c(NA, -0.095, -0.276, -0.032, 0.06, 
>
>                                                                                                   0.083,
>0.053, 0.028, -0.006, -0.003, -0.046, 0.099, -0.031, 
>
>                                                                                                  0.105,
>0.143, 0.123, 0.127, 0.048, 0.075, 0.114, 0.101, 0.164, 
>
>                                                                                                  0.081,
>0.012, -0.033, NA, -0.017, -0.019, -0.019, 0.033, 
>
>                                                                                                  0.007,
>0.023, -0.005, -0.006, 0.039, 0.029, -0.011, -0.01, 
>
>                                                                                                  0.008,
>-0.016, 0.008, 0.009, 0.008, -0.002, -0.018, -0.004, 
>
>                                                                                                  -0.013,
>0.038, 0.031, 0.01, NA, -0.023, 0.023, -0.059, 0.024, 
>
>                                                                                                  0.066,
>0.032, 0.051, 0.042, 0.018, 0.031, 0.023, 0.097, 0.007, 
>
>                                                                                                  0.033,
>0.089, -0.002, 0.038, -0.039, 0.051, 0.021, 0.031, 
>
>                                                                                                   0.036,
>0.023, 0.018, NA, 0.025, -0.074, -0.098, -0.088, -0.041, 
>
>                                                                                                  0.014,
>0.027, -0.013, -0.044, -0.018, 0, -0.037, -0.023, 
>
>                                                                                                  -0.01,
>-0.003, -0.013, 0.005, -0.009, 0.004, 0.006, 0.011, 
>
>                                                                                                  0.007,
>0.015, -0.07, NA, -0.05, -0.037, 0.015, 0.013, -0.091, 
>
>                                                                                                  0.007,
>0.008, 0.076, 0.005, -0.018, -0.03, -0.097, -0.003, 
>
>                                                                                                  0.005,
>0.02, 0.016, 0.001, -0.006, -0.002, 0.008, 0.017, 
>
>                                                                                                  -0.36,
>-0.012, 0.007, NA, 0.007, -0.088, 0.051, -0.024, -0.011, 
>
>                                                                                                  0.029,
>0.038, -0.043, -0.04, 0.08, 0.042, 0.191, 0.264, 0.112, 
>
>                                                                                                  -0.046,
>0.133, -0.018, 0.058, 0.076, -0.069, 0.071, 0.038, 
>
>                                                                                                  0.194,
>0.026, NA, -0.132, -0.182, -0.075, -0.026, -0.017, 
>
>                                                                                                  -0.1,
>-0.02, -0.05, -0.101, -0.062, 0.001, 0.024, 0.033, 
>
>                                                                                                   0.029,
>0.019, 0.041, 0.032, -0.003, 0.037, 0.036, 0.036, 
>
>                                                                                                  0.049,
>0.062, 0.034, NA, 0.149, 0.064, -0.018, 0.062, 0.307, 
>
>                                                                                                  0.605,
>0.18, 0.187, 0.119, 0.575, 0.171, 0.093, 0.165, 0.061, 
>
>                                                                                                  0.006,
>0.111, 0.15, -0.014, -0.12, 0.043, 0.051, -0.073, 
>
>                                                                                                  -0.031,
>-0.093, NA, 0.137, 0.11, 0.19, 0.213, 0.009, 0.053, 
>
>                                                                                                   0.063,
>-0.017, -0.028, -0.175, -0.004, 0.01, -0.071, -0.015, 
>
>                                                                                                  -0.029,
>0.003, -0.108, 0.022, -0.006, 0.067, 0.05, 0.008, 
>
>                                                                                                  0.031,
>0.025, NA, -0.12, 0.091, -0.009, 0.032, 0.087, 0.008, 
>
>                                                                                                   -0.062,
>0.033, -0.012, 0.056, -0.03, -0.06, 0.067, 0.085, 
>
>                                                                                                  0.084,
>0.083, 0.081, 0.065, 0.071, 0.104, 0.061, 0.058, 0.074, 
>
>                                                                                                  0.071,
>NA, 0.002, 0.029, -0.025, -0.004, 0.016, -0.02, 0, 
>
>                                                                                                  0.037,
>0.021, 0.026, -0.018, -0.015, -0.037, -0.032, -0.018, 
>
>                                                                                                  -0.001,
>0.023, 0.038, 0.019, -0.059, 0.017, 0.019, -0.002, 
>
>                                                                                                   0.011,
>NA, -0.029, -0.014, -0.018, -0.01, 0.011, 0.014, 0.025, 
>
>                                                                                                  0.021,
>-0.002, 0.016, 0.014, -0.016, -0.006, -0.007, -0.015, 
>
>                                                                                                  0.008,
>0.001, -0.039, 0.014, 0.019, 0.009, -0.1, -0.023, 
>
>                                                                                                   0.002,
>NA, 0.003, -0.004, 0.01, 0.007, 0.022, 0.034, -0.189, 
>
>                                                                                                  0.089,
>-0.026, -0.005, -0.048, -0.008, -0.01, 0.021, 0.005, 
>
>                                                                                                  0.004,
>0.011, 0.008, 0.018, 0.062, -0.039, 0.001, -0.026, 
>
>                                                                                                  -0.017,
>NA, 0.058, -0.003, 0.034, 0.128, -0.075, 0.245, -0.073, 
>
>                                                                                                  -0.066,
>0.041, 0.249, -0.12, 0.022, 0.117, 0.089, -0.103, 
>
>                                                                                                   0.051,
>0.047, 0.009, 0.072, 0.002, 0.034, 0.011, 0.029, 0.033, 
>
>                                                                                                  NA,
>-0.339, -0.325, -0.224, -0.073, 0.047, 0.903, 0.19, 0.155, 
>
>                                                                                                  0.176,
>0.239, 0.287, -0.338, -0.083, 0.063, 0.041, 0.074, 
>
>                                                                                                   0.122,
>0.046, 0.062, 0.022, 0.061, 0.051, -0.011, -0.049, 
>
>                                                                                                  NA,
>-0.013, -0.017, -0.007, -0.032, -0.014, 0.005, 0.013, 
>
>                                                                                                  0.023,
>0.008, 0.043, -0.145, 0.057, 0.005, 0, 0.021, 0.027, 
>
>                                                                                                  0.022,
>-0.154, 0.055, -0.027, 0.001, -0.005, 0.009, 0.001, 
>
>                                                                                                  NA,
>-0.092, 0.122, -0.134, 0.095, 0.088, 0.039, 0.015, -0.017, 
>
>                                                                                                  -0.023,
>-0.077, 0.001, 0.017, 0.057, -0.03, -0.026, 0.074, 
>
>                                                                                                   0.029,
>0.05, 0.046, 0.011, -0.013, 0.023, 0.026, -0.01, NA, 
>
>                                                                                                  0.063,
>0.01, 0, -0.028, 0.019, 0.022, 0.044, -0.003, 0.027, 
>
>                                                                                                  0.134,
>0.071, 0.036, -0.098, 0.03, 0.066, 0.025, 0.029, -0.005, 
>
>                                                                                                  0.038,
>0.033, 0.109, 0.035, 0.066, 0.041, NA, -0.028, 0.092, 
>
>                                                                                                  -0.005,
>0.029, -0.028, -0.098, -0.012, 0.054, -0.049, -0.013, 
>
>                                                                                                  -0.031,
>0.022, 0.014, 0.054, 0.173, -0.024, -0.032, 0.023, 
>
>                                                                                                  -0.04,
>0.006, 0.016, 0.04, 0.034, -0.016, NA, -0.073, 0.029, 
>
>                                                                                                  0.024,
>-0.03, 0.056, 0.09, 0.055, 0.047, -0.018, 0.097, 0.049, 
>
>                                                                                                   0.038,
>0.066, 0.056, 0.071, 0.058, 0.061, 0.048, 0.061, 0.06, 
>
>                                                                                                  0.064,
>0.035, 0.039, 0.042, NA, -0.006, -0.057, -0.026, 0.006, 
>
>                                                                                                  -0.03,
>-0.034, 0.066, -0.038, -0.067, 0.024, 0.002, 0.001, 
>
>                                                                                                  -0.053,
>0.036, 0.026, -0.006, 0.059, -0.048, 0.049, -0.021, 
>
>                                                                                                  0.102,
>0.003, 0.033, -0.017, NA, 0.119, -0.115, -0.469, 0.33, 
>
>                                                                                                  0.067,
>0.096, 0.061, 0.005, 0.048, 0.062, 0.066, -0.007, 
>
>                                                                                                  0.061,
>0.069, 0.051, 0.055, 0.053, 0.039, 0.034, 0.051, 0.073, 
>
>                                                                                                  0.022,
>0.035, 0.032, NA, -0.02, -0.042, 0.011, 0.047, 0.053, 
>
>                                                                                                   0.021,
>0.03, 0.055, 0.044, 0.014, -0.047, 0.091, 0.055, 0.049, 
>
>                                                                                                  0.032,
>-0.014, 0.002, -0.007, -0.015, -0.027, 0.016, 0.007, 
>
>                                                                                                  0.001,
>0.025, NA, -0.092, 0, 0.061, -0.113, -0.227, -0.154, 
>
>                                                                                                   -0.039,
>-0.091, -0.012, 0.11, 0.213, 0.044, -0.001, -0.002, 
>
>                                                                                                  0.006,
>0.047, 0.024, 0.005, 0.025, 0.036, 0.135, 0.194, 0.023, 
>
>                                                                                                  -0.206,
>NA, -0.099, 0.007, -0.186, -0.005, 0.026, -0.047, 
>
>                                                                                                  -0.006,
>0.006, -0.004, 0.017, 0.008, 0.003, 0.005, 0.004, 
>
>                                                                                                  0.007,
>-0.001, 0.004, 0.002, -0.002, 0.002, -0.026, -0.004, 
>
>                                                                                                   0.014,
>-0.008, NA, 0.005, -0.019, -0.002, 0.007, 0.069, 0.059, 
>
>                                                                                                  0.067,
>0.037, 0.068, 0.065, 0.034, 0.043, 0.026, 0.045, 0.056, 
>
>                                                                                                  0.07,
>-0.179, -0.009, 0.033, -0.006, -0.061, 0.024, -0.004, 
>
>                                                                                                  0.019,
>NA, 0.018, 0.008, -0.017, -0.008, 0.011, 0.012, 0.02, 
>
>                                                                                                  0.018,
>0.018, 0.046, 0.025, 0.033, 0.049, 0.045, 0.038, 0.023, 
>
>                                                                                                  0.042,
>0.031, 0.055, 0.073, 0.042, 0.068, 0.04, 0.038, NA, 
>
>                                                                                                  -0.065,
>-0.163, 0.098, 0.04, 0.061, 0.101, -0.052, -0.008, 
>
>                                                                                                  -0.05,
>-0.061, -0.065, -0.006, -0.005, -0.026, 0.04, -0.02, 
>
>                                                                                                  -0.011,
>0.012, 0.001, 0.052, -0.033, 0.028, 0.024, 0.02, 
>
>                                                                                                  NA,
>0.023, 0.035, 0.061, 0.051, 0.033, 0.023, 0.069, 0.055, 
>
>                                                                                                  0.002,
>0.076, 0.035, 0.024, 0.02, 0.05, 0.026, 0.018, 0.035, 
>
>                                                                                                  0.019,
>0.042, 0.011, -0.01, 0.006, 0.004, 0.014, NA, -0.082, 
>
>                                                                                                  0.087,
>-0.157, 0, 0.004, -0.017, -0.044, 0.025, 0.011, 0.034, 
>
>                                                                                                  0.006,
>0.021, 0.059, 0.09, 0.055, 0.05, 0.024, 0.067, 0.113, 
>
>                                                                                                  -0.006,
>0.009, 0.012, 0.034, 0.003), gnipc = structure(c(15L, 
>
>                                                                                                                                                           487L,
>397L, 323L, 233L, 315L, 370L, 309L, 268L, 391L, 381L, 
>
>                                                                                                                                                           456L,
>488L, 14L, 46L, 122L, 124L, 197L, 125L, 196L, 272L, 
>
>                                                                                                                                                           273L,
>274L, 335L, 199L, 264L, 286L, 285L, 183L, 265L, 284L, 
>
>                                                                                                                                                           263L,
>282L, 277L, 254L, 257L, 288L, 343L, 379L, 386L, 402L, 
>
>                                                                                                                                                           441L,
>472L, 461L, 453L, 473L, 474L, 496L, 502L, 465L, 240L, 
>
>                                                                                                                                                           250L,
>230L, 116L, 151L, 164L, 146L, 167L, 172L, 143L, 149L, 
>
>                                                                                                                                                            168L,
>224L, 252L, 279L, 293L, 321L, 372L, 360L, 367L, 411L, 
>
>                                                                                                                                                           418L,
>429L, 425L, 368L, 132L, 112L, 96L, 103L, 95L, 80L, 
>
>                                                                                                                                                           90L,
>81L, 68L, 62L, 56L, 500L, 478L, 500L, 83L, 94L, 97L, 
>
>                                                                                                                                                           118L,
>130L, 145L, 157L, 161L, 165L, 179L, 180L, 318L, 318L, 
>
>                                                                                                                                                           287L,
>173L, 233L, 200L, 179L, 181L, 184L, 162L, 163L, 171L, 
>
>                                                                                                                                                           195L,
>220L, 232L, 248L, 281L, 316L, 314L, 314L, 342L, 339L, 
>
>                                                                                                                                                            239L,
>266L, 246L, 194L, 195L, 157L, 119L, 148L, 163L, 146L, 
>
>                                                                                                                                                           167L,
>137L, 109L, 142L, 156L, 181L, 302L, 373L, 450L, 457L, 
>
>                                                                                                                                                           497L,
>467L, 486L, 499L, 9L, 1L, 4L, 470L, 247L, 216L, 284L, 
>
>                                                                                                                                                           127L,
>108L, 107L, 129L, 134L, 105L, 99L, 95L, 97L, 97L, 111L, 
>
>                                                                                                                                                            138L,
>160L, 180L, 211L, 187L, 216L, 253L, 283L, 291L, 323L, 
>
>                                                                                                                                                           327L,
>295L, 296L, 292L, 210L, 270L, 374L, 3L, 484L, 42L, 
>
>                                                                                                                                                           47L,
>51L, 121L, 123L, 198L, 337L, 336L, 385L, 55L, 60L, 54L, 
>
>                                                                                                                                                           71L,
>78L, 70L, 64L, 436L, 67L, 79L, 93L, 129L, 133L, 152L, 
>
>                                                                                                                                                           158L,
>163L, 154L, 131L, 136L, 126L, 145L, 185L, 179L, 194L, 
>
>                                                                                                                                                           214L,
>219L, 296L, 322L, 378L, 422L, 452L, 480L, 508L, 166L, 
>
>                                                                                                                                                            119L,
>76L, 68L, 72L, 77L, 79L, 67L, 62L, 65L, 63L, 59L, 63L, 
>
>                                                                                                                                                           74L,
>92L, 112L, 149L, 206L, 225L, 195L, 227L, 308L, 329L, 
>
>                                                                                                                                                           363L,
>405L, 444L, 446L, 448L, 440L, 447L, 455L, 432L, 439L, 
>
>                                                                                                                                                           417L,
>393L, 344L, 289L, 234L, 267L, 283L, 287L, 330L, 383L, 
>
>                                                                                                                                                           358L,
>365L, 340L, 333L, 320L, 297L, 313L, 394L, 406L, 388L, 
>
>                                                                                                                                                           387L,
>416L, 418L, 403L, 365L, 356L, 319L, 304L, 306L, 346L, 
>
>                                                                                                                                                           354L,
>294L, 295L, 400L, 419L, 401L, 404L, 398L, 410L, 425L, 
>
>                                                                                                                                                            437L,
>424L, 382L, 391L, 397L, 407L, 415L, 298L, 225L, 191L, 
>
>                                                                                                                                                           209L,
>184L, 188L, 207L, 241L, 264L, 290L, 288L, 323L, 377L, 
>
>                                                                                                                                                           357L,
>359L, 430L, 389L, 401L, 384L, 373L, 459L, 491L, 482L, 
>
>                                                                                                                                                           477L,
>494L, 479L, 489L, 507L, 498L, 471L, 438L, 413L, 506L, 
>
>                                                                                                                                                           16L,
>18L, 17L, 26L, 25L, 21L, 39L, 45L, 38L, 33L, 30L, 22L, 
>
>                                                                                                                                                           146L,
>86L, 61L, 495L, 493L, 56L, 91L, 102L, 98L, 104L, 84L, 
>
>                                                                                                                                                            90L,
>58L, 73L, 88L, 104L, 136L, 156L, 172L, 184L, 237L, 241L, 
>
>                                                                                                                                                           261L,
>266L, 341L, 161L, 182L, 201L, 165L, 170L, 221L, 186L, 
>
>                                                                                                                                                           191L,
>186L, 186L, 220L, 203L, 251L, 186L, 217L, 231L, 306L, 
>
>                                                                                                                                                           367L,
>320L, 326L, 367L, 350L, 361L, 329L, 311L, 271L, 230L, 
>
>                                                                                                                                                           251L,
>144L, 148L, 128L, 195L, 193L, 187L, 179L, 169L, 91L, 
>
>                                                                                                                                                           79L,
>82L, 89L, 191L, 213L, 247L, 285L, 310L, 331L, 230L, 
>
>                                                                                                                                                           200L,
>232L, 245L, 234L, 236L, 229L, 150L, 189L, 212L, 183L, 
>
>                                                                                                                                                            208L,
>216L, 174L, 191L, 212L, 258L, 295L, 318L, 338L, 379L, 
>
>                                                                                                                                                           424L,
>428L, 428L, 469L, 452L, 460L, 475L, 447L, 470L, 468L, 
>
>                                                                                                                                                           396L,
>423L, 431L, 427L, 424L, 375L, 358L, 324L, 309L, 341L, 
>
>                                                                                                                                                            362L,
>421L, 445L, 501L, 512L, 19L, 6L, 20L, 32L, 31L, 36L, 
>
>                                                                                                                                                           27L,
>12L, 146L, 89L, 91L, 89L, 89L, 112L, 141L, 144L, 160L, 
>
>                                                                                                                                                           141L,
>129L, 127L, 155L, 186L, 215L, 219L, 246L, 300L, 293L, 
>
>                                                                                                                                                           280L,
>351L, 384L, 390L, 397L, 347L, 200L, 195L, 175L, 91L, 
>
>                                                                                                                                                           106L,
>114L, 97L, 110L, 102L, 85L, 91L, 100L, 130L, 140L, 
>
>                                                                                                                                                           159L,
>167L, 191L, 243L, 231L, 236L, 255L, 262L, 281L, 294L, 
>
>                                                                                                                                                            244L,
>166L, 186L, 191L, 111L, 131L, 137L, 178L, 176L, 152L, 
>
>                                                                                                                                                           136L,
>120L, 116L, 132L, 147L, 186L, 231L, 278L, 334L, 355L, 
>
>                                                                                                                                                           366L,
>394L, 420L, 426L, 432L, 434L, 451L, 464L, 435L, 306L, 
>
>                                                                                                                                                           384L,
>392L, 352L, 374L, 364L, 317L, 329L, 349L, 409L, 449L, 
>
>                                                                                                                                                           458L,
>462L, 503L, 10L, 2L, 511L, 7L, 513L, 5L, 8L, 492L, 
>
>                                                                                                                                                           151L,
>126L, 153L, 174L, 179L, 203L, 182L, 132L, 131L, 115L, 
>
>                                                                                                                                                            149L,
>169L, 177L, 171L, 193L, 223L, 243L, 284L, 271L, 282L, 
>
>                                                                                                                                                            303L,
>380L, 442L, 433L, 379L, 463L, 454L, 69L, 80L, 77L, 
>
>                                                                                                                                                           87L,
>101L, 139L, 132L, 138L, 75L, 66L, 83L, 110L, 135L, 136L, 
>
>                                                                                                                                                           137L,
>139L, 94L, 481L, 476L, 509L, 57L, 509L, 500L, 249L, 
>
>                                                                                                                                                           307L,
>279L, 262L, 281L, 181L, 223L, 232L, 218L, 252L, 301L, 
>
>