I can't get my simultaneous equations to work using system fit. Please help.
#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 +gnipc
eqemp<- in_emp ~ prd
inst <- ~ gnipc
system<- list(productivity = eqprd, industrialemp = eqemp)
fit2sls<- systemfit(system, "2SLS", inst = inst, data = Empdata)
#I get an error code when I run the last line
#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, 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,
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