From 99826d62d7a7c0b405b4d1c666a041cd07eb626d Mon Sep 17 00:00:00 2001
From: jaccard <jaccard@pik-potsdam.de>
Date: Wed, 16 Dec 2020 17:26:32 -0800
Subject: [PATCH] edit full code

---
 analysis/preprocessing/full_code.Rmd          | 102 +++-
 .../Privathusholdninger.csv                   |   2 +
 .../lfst_hhnhtych_1_Data.csv                  | 541 ++++++++++++++++++
 3 files changed, 627 insertions(+), 18 deletions(-)
 create mode 100644 analysis/preprocessing/income-stratified-footprints/Privathusholdninger.csv
 create mode 100644 analysis/preprocessing/income-stratified-footprints/lfst_hhnhtych_1_Data.csv

diff --git a/analysis/preprocessing/full_code.Rmd b/analysis/preprocessing/full_code.Rmd
index 9e8deca..b2d7b60 100644
--- a/analysis/preprocessing/full_code.Rmd
+++ b/analysis/preprocessing/full_code.Rmd
@@ -37,6 +37,7 @@ pacman::p_load(tidyverse,
                wbstats,
                ISOcodes,
                viridis,
+               imputeTS,
                hrbrthemes,
                wesanderson,
                glue,
@@ -656,7 +657,7 @@ satellite_FD = read.delim(paste0(data_dir_exiobase, "/IOT_", year_current, "_pxp
 write.csv(satellite_FD, paste0(data_dir_exiobase, "/IOT_", year_current, "_pxp/satellite/F_hh.csv"))
 
 ## extract the relevant satellite extensions from the satellite table, calculate the 'total intensity 
-## vectors' (and their row-wise breakdowns), and save to 'data_dir_exiobase'
+## vectors' (and their row-wise breakdowns), and write them as .csv files to 'data_dir_exiobase'
 
 # CO2 - combustion - air
 CO2_combustion_air = satellite[24,]
@@ -7482,38 +7483,103 @@ write_rds(results_formatted_with_direct_FD_fp, paste0(data_dir_income_stratified
 
 ```{r european-expenditure-deciles, eval = FALSE}
 
-knitr::opts_chunk$set(echo = FALSE, message=FALSE)
-
-if (!require("pacman")) install.packages("pacman")
-pacman::p_load(tidyverse,
-               janitor,
-               here,
-               wbstats,
-               ISOcodes,
-               viridis,
-               imputeTS,
-               hrbrthemes,
-               wesanderson,
-               glue)
-
+# set target number of quantiles
 target_eu_ntiles = 10
 
-#source(here("code", "helper_functions.R"))
+##### main paper results (main paper method, EXIOBASE industry-by-industry version)
 
-# 1) load MRIO result file
+# 1) load income-stratified-footprints formatted results file
 dat_results_raw = read_rds(here("analysis", "preprocessing", "income-stratified-footprints",
                                 "results_formatted_method1_ixi.rds")) %>%
   ungroup() %>%
   mutate(year= strtoi(year)) %>%
   rename(iso2 = geo)
 
-# get iso3 country codes to join with hh data
+# get iso3 country codes to join with household data
 country_codes = ISOcodes::ISO_3166_1 %>%
   select(iso2 = Alpha_2, iso3 = Alpha_3) %>%
   # resolve inconsistency between Eurostat and ISO for Greece and UK/Great Britain
   mutate(iso2 = if_else(iso2=="GR", "EL", iso2)) %>%
   mutate(iso2 = if_else(iso2=="GB", "UK", iso2))
 
+options(digits=4)
+
+total_private_households_Eurostat = read.csv(here("/analysis/preprocessing/income-stratified-footprints/lfst_hhnhtych_1_Data.csv")) %>%
+  filter(!(GEO %in% c("European Union - 27 countries (from 2020)",
+                    "Euro area - 19 countries  (from 2015)",
+                    "European Union - 28 countries (2013-2020)",
+                    "European Union - 15 countries (1995-2004)"))) %>%
+  mutate(geo = dplyr::recode(GEO,
+                             "Belgium" = "BE",
+                             "Bulgaria" = "BG",
+                             "Czechia" = "CZ",
+                             "Denmark" = "DK",
+                             "Germany (until 1990 former territory of the FRG)" = "DE",
+                             "Estonia" = "EE",
+                             "Ireland" = "IE",
+                             "Greece" = "EL",
+                             "Spain" = "ES",
+                             "France" = "FR",
+                             "Croatia" = "HR",
+                             "Italy" = "IT",
+                             "Cyprus" = "CY",
+                             "Latvia" = "LV",
+                             "Lithuania" = "LT",
+                             "Luxembourg" = "LU",
+                             "Hungary" = "HU",
+                             "Malta" = "MT",
+                             "Netherlands" = "NL",
+                             "Austria" = "AT",
+                             "Poland" = "PL",
+                             "Portugal" = "PT",
+                             "Romania" = "RO",
+                             "Slovenia" = "SI",
+                             "Slovakia" = "SK",
+                             "Finland" = "FI",
+                             "Sweden" = "SE",
+                             "United Kingdom" = "UK",
+                             "Montenegro" = "ME",
+                             "North Macedonia" = "MK",
+                             "Serbia" = "RS",
+                             "Turkey" = "TR")) %>%
+  select(TIME,geo,Value) %>%
+  rename(year = TIME, total_private_households = Value) %>%
+  mutate(total_private_households = parse_number(total_private_households),
+         total_private_households = as.numeric(total_private_households),
+         total_private_households = total_private_households*1000)
+
+total_private_households_Norway = read.csv(here("/analysis/preprocessing/income-stratified-footprints/Privathusholdninger.csv")) %>%
+  gather(year, total_private_households, Private.households.2005:Private.households.2019) %>%
+  mutate(geo = dplyr::recode(region,
+                             "0 The whole country" = "NO"),
+         year = dplyr::recode(year,
+                              "Private.households.2005" = 2005,
+                              "Private.households.2006" = 2006,
+                              "Private.households.2007" = 2007,
+                              "Private.households.2008" = 2008,
+                              "Private.households.2009" = 2009,
+                              "Private.households.2010" = 2010,
+                              "Private.households.2011" = 2011,
+                              "Private.households.2012" = 2012,
+                              "Private.households.2013" = 2013,
+                              "Private.households.2014" = 2014,
+                              "Private.households.2015" = 2015,
+                              "Private.households.2016" = 2016,
+                              "Private.households.2017" = 2017,
+                              "Private.households.2018" = 2018,
+                              "Private.households.2019" = 2019)) %>%
+  select(year,geo,total_private_households)
+
+total_private_households = rbind(total_private_households_Eurostat,
+                                 total_private_households_Norway) %>%
+  mutate(geo = as.character(geo),
+         year = as.numeric(year),
+         total_private_households = as.numeric(total_private_households))
+
+#write_csv(total_private_households, "../data/total_private_households.csv")
+
+options(digits=2)
+
 # 2) load Eurostat household data - should show how I get to 'total_private_households.csv' - see code chunk in SI - move to here. 
 hh_data = read_csv(here("analysis", "preprocessing", "income-stratified-footprints", 
                         "total_private_households.csv")) %>%
diff --git a/analysis/preprocessing/income-stratified-footprints/Privathusholdninger.csv b/analysis/preprocessing/income-stratified-footprints/Privathusholdninger.csv
new file mode 100644
index 0000000..3ffa891
--- /dev/null
+++ b/analysis/preprocessing/income-stratified-footprints/Privathusholdninger.csv
@@ -0,0 +1,2 @@
+region,Private households 2005,Private households 2006,Private households 2007,Private households 2008,Private households 2009,Private households 2010,Private households 2011,Private households 2012,Private households 2013,Private households 2014,Private households 2015,Private households 2016,Private households 2017,Private households 2018,Private households 2019
+0 The whole country,2010999,2036890,2064841,2104531,2142638,2170893,2201787,2226046,2258794,2286445,2316647,2348797,2376971,2409257,2439242
diff --git a/analysis/preprocessing/income-stratified-footprints/lfst_hhnhtych_1_Data.csv b/analysis/preprocessing/income-stratified-footprints/lfst_hhnhtych_1_Data.csv
new file mode 100644
index 0000000..c943c63
--- /dev/null
+++ b/analysis/preprocessing/income-stratified-footprints/lfst_hhnhtych_1_Data.csv
@@ -0,0 +1,541 @@
+"TIME","GEO","AGECHILD","N_CHILD","HHCOMP","Value","Flag and Footnotes"
+"2005","European Union - 27 countries (from 2020)","Total","Total","Total",":",""
+"2005","European Union - 28 countries (2013-2020)","Total","Total","Total",":",""
+"2005","European Union - 15 countries (1995-2004)","Total","Total","Total",":",""
+"2005","Euro area - 19 countries  (from 2015)","Total","Total","Total","134,160.2",""
+"2005","Belgium","Total","Total","Total","4,384.2",""
+"2005","Bulgaria","Total","Total","Total","2,874.0",""
+"2005","Czechia","Total","Total","Total","4,123.0",""
+"2005","Denmark","Total","Total","Total","2,353.8",""
+"2005","Germany (until 1990 former territory of the FRG)","Total","Total","Total","38,512.3",""
+"2005","Estonia","Total","Total","Total","575.6",""
+"2005","Ireland","Total","Total","Total",":","u"
+"2005","Greece","Total","Total","Total","4,219.7",""
+"2005","Spain","Total","Total","Total","15,759.8",""
+"2005","France","Total","Total","Total","25,858.0",""
+"2005","Croatia","Total","Total","Total","1,569.6",""
+"2005","Italy","Total","Total","Total","23,166.1",""
+"2005","Cyprus","Total","Total","Total","249.9",""
+"2005","Latvia","Total","Total","Total","805.7",""
+"2005","Lithuania","Total","Total","Total","1,182.7",""
+"2005","Luxembourg","Total","Total","Total","180.7",""
+"2005","Hungary","Total","Total","Total","3,816.2",""
+"2005","Malta","Total","Total","Total","128.8",""
+"2005","Netherlands","Total","Total","Total","7,072.2",""
+"2005","Austria","Total","Total","Total","3,474.8",""
+"2005","Poland","Total","Total","Total","12,702.7",""
+"2005","Portugal","Total","Total","Total","3,767.3",""
+"2005","Romania","Total","Total","Total","7,360.2",""
+"2005","Slovenia","Total","Total","Total","747.0",""
+"2005","Slovakia","Total","Total","Total","1,672.1",""
+"2005","Finland","Total","Total","Total","2,403.3",""
+"2005","Sweden","Total","Total","Total",":",""
+"2005","United Kingdom","Total","Total","Total","26,226.1",""
+"2005","Montenegro","Total","Total","Total",":",""
+"2005","North Macedonia","Total","Total","Total",":",""
+"2005","Serbia","Total","Total","Total",":",""
+"2005","Turkey","Total","Total","Total",":",""
+"2006","European Union - 27 countries (from 2020)","Total","Total","Total",":",""
+"2006","European Union - 28 countries (2013-2020)","Total","Total","Total",":",""
+"2006","European Union - 15 countries (1995-2004)","Total","Total","Total",":",""
+"2006","Euro area - 19 countries  (from 2015)","Total","Total","Total","137,655.1",""
+"2006","Belgium","Total","Total","Total","4,436.4",""
+"2006","Bulgaria","Total","Total","Total","2,870.2",""
+"2006","Czechia","Total","Total","Total","4,139.4",""
+"2006","Denmark","Total","Total","Total","2,365.0",""
+"2006","Germany (until 1990 former territory of the FRG)","Total","Total","Total","39,188.5",""
+"2006","Estonia","Total","Total","Total","546.9",""
+"2006","Ireland","Total","Total","Total","1,484.6",""
+"2006","Greece","Total","Total","Total","4,236.3",""
+"2006","Spain","Total","Total","Total","16,179.8",""
+"2006","France","Total","Total","Total","26,175.6",""
+"2006","Croatia","Total","Total","Total","1,569.9",""
+"2006","Italy","Total","Total","Total","23,438.8",""
+"2006","Cyprus","Total","Total","Total","251.6",""
+"2006","Latvia","Total","Total","Total","825.2",""
+"2006","Lithuania","Total","Total","Total","1,187.3",""
+"2006","Luxembourg","Total","Total","Total","184.5",""
+"2006","Hungary","Total","Total","Total","3,836.0",""
+"2006","Malta","Total","Total","Total","129.4",""
+"2006","Netherlands","Total","Total","Total","7,189.1",""
+"2006","Austria","Total","Total","Total","3,509.4",""
+"2006","Poland","Total","Total","Total","12,768.8",""
+"2006","Portugal","Total","Total","Total","3,819.1",""
+"2006","Romania","Total","Total","Total","7,373.2",""
+"2006","Slovenia","Total","Total","Total","753.9",""
+"2006","Slovakia","Total","Total","Total","1,705.6",""
+"2006","Finland","Total","Total","Total","2,412.9",""
+"2006","Sweden","Total","Total","Total",":",""
+"2006","United Kingdom","Total","Total","Total","26,483.1",""
+"2006","Montenegro","Total","Total","Total",":",""
+"2006","North Macedonia","Total","Total","Total","526.5",""
+"2006","Serbia","Total","Total","Total",":",""
+"2006","Turkey","Total","Total","Total","17,885.8",""
+"2007","European Union - 27 countries (from 2020)","Total","Total","Total",":",""
+"2007","European Union - 28 countries (2013-2020)","Total","Total","Total",":",""
+"2007","European Union - 15 countries (1995-2004)","Total","Total","Total",":",""
+"2007","Euro area - 19 countries  (from 2015)","Total","Total","Total","139,055.7",""
+"2007","Belgium","Total","Total","Total","4,438.5",""
+"2007","Bulgaria","Total","Total","Total","2,866.2",""
+"2007","Czechia","Total","Total","Total","4,219.4",""
+"2007","Denmark","Total","Total","Total","2,366.8",""
+"2007","Germany (until 1990 former territory of the FRG)","Total","Total","Total","39,290.5",""
+"2007","Estonia","Total","Total","Total","545.9",""
+"2007","Ireland","Total","Total","Total","1,549.0","b"
+"2007","Greece","Total","Total","Total","4,280.8",""
+"2007","Spain","Total","Total","Total","16,643.0",""
+"2007","France","Total","Total","Total","26,456.5",""
+"2007","Croatia","Total","Total","Total","1,518.5",""
+"2007","Italy","Total","Total","Total","23,710.7",""
+"2007","Cyprus","Total","Total","Total","261.1",""
+"2007","Latvia","Total","Total","Total","834.7",""
+"2007","Lithuania","Total","Total","Total","1,226.8",""
+"2007","Luxembourg","Total","Total","Total","186.6","b"
+"2007","Hungary","Total","Total","Total","3,880.7",""
+"2007","Malta","Total","Total","Total","131.1",""
+"2007","Netherlands","Total","Total","Total","7,248.2",""
+"2007","Austria","Total","Total","Total","3,540.1",""
+"2007","Poland","Total","Total","Total","12,932.9",""
+"2007","Portugal","Total","Total","Total","3,836.2",""
+"2007","Romania","Total","Total","Total","7,381.3",""
+"2007","Slovenia","Total","Total","Total","745.4",""
+"2007","Slovakia","Total","Total","Total","1,697.0",""
+"2007","Finland","Total","Total","Total","2,433.7",""
+"2007","Sweden","Total","Total","Total",":",""
+"2007","United Kingdom","Total","Total","Total","26,799.4","b"
+"2007","Montenegro","Total","Total","Total",":",""
+"2007","North Macedonia","Total","Total","Total","535.3",""
+"2007","Serbia","Total","Total","Total",":",""
+"2007","Turkey","Total","Total","Total","18,278.9",""
+"2008","European Union - 27 countries (from 2020)","Total","Total","Total",":",""
+"2008","European Union - 28 countries (2013-2020)","Total","Total","Total",":",""
+"2008","European Union - 15 countries (1995-2004)","Total","Total","Total",":",""
+"2008","Euro area - 19 countries  (from 2015)","Total","Total","Total","140,881.3",""
+"2008","Belgium","Total","Total","Total","4,509.3",""
+"2008","Bulgaria","Total","Total","Total","2,881.6",""
+"2008","Czechia","Total","Total","Total","4,319.0",""
+"2008","Denmark","Total","Total","Total","2,423.7","b"
+"2008","Germany (until 1990 former territory of the FRG)","Total","Total","Total","39,646.2",""
+"2008","Estonia","Total","Total","Total","546.9",""
+"2008","Ireland","Total","Total","Total","1,600.3",""
+"2008","Greece","Total","Total","Total","4,293.7",""
+"2008","Spain","Total","Total","Total","17,067.8",""
+"2008","France","Total","Total","Total","26,714.2",""
+"2008","Croatia","Total","Total","Total","1,518.8",""
+"2008","Italy","Total","Total","Total","24,073.2",""
+"2008","Cyprus","Total","Total","Total","268.1",""
+"2008","Latvia","Total","Total","Total","830.2",""
+"2008","Lithuania","Total","Total","Total","1,374.8",""
+"2008","Luxembourg","Total","Total","Total","189.6",""
+"2008","Hungary","Total","Total","Total","3,925.2",""
+"2008","Malta","Total","Total","Total","133.7",""
+"2008","Netherlands","Total","Total","Total","7,245.5",""
+"2008","Austria","Total","Total","Total","3,568.2",""
+"2008","Poland","Total","Total","Total","13,050.9",""
+"2008","Portugal","Total","Total","Total","3,879.1",""
+"2008","Romania","Total","Total","Total","7,383.8",""
+"2008","Slovenia","Total","Total","Total","773.8",""
+"2008","Slovakia","Total","Total","Total","1,713.6",""
+"2008","Finland","Total","Total","Total","2,453.0",""
+"2008","Sweden","Total","Total","Total",":",""
+"2008","United Kingdom","Total","Total","Total","26,721.9","b"
+"2008","Montenegro","Total","Total","Total",":",""
+"2008","North Macedonia","Total","Total","Total","528.7",""
+"2008","Serbia","Total","Total","Total",":",""
+"2008","Turkey","Total","Total","Total","18,705.8",""
+"2009","European Union - 27 countries (from 2020)","Total","Total","Total","181,961.1",""
+"2009","European Union - 28 countries (2013-2020)","Total","Total","Total","208,905.3",""
+"2009","European Union - 15 countries (1995-2004)","Total","Total","Total","169,758.8",""
+"2009","Euro area - 19 countries  (from 2015)","Total","Total","Total","141,850.8",""
+"2009","Belgium","Total","Total","Total","4,568.0",""
+"2009","Bulgaria","Total","Total","Total","2,900.8",""
+"2009","Czechia","Total","Total","Total","4,366.3",""
+"2009","Denmark","Total","Total","Total","2,391.1",""
+"2009","Germany (until 1990 former territory of the FRG)","Total","Total","Total","39,311.2",""
+"2009","Estonia","Total","Total","Total","545.7",""
+"2009","Ireland","Total","Total","Total","1,661.0",""
+"2009","Greece","Total","Total","Total","4,348.1","b"
+"2009","Spain","Total","Total","Total","17,384.3",""
+"2009","France","Total","Total","Total","26,986.4",""
+"2009","Croatia","Total","Total","Total","1,518.7",""
+"2009","Italy","Total","Total","Total","24,409.1",""
+"2009","Cyprus","Total","Total","Total","270.0","b"
+"2009","Latvia","Total","Total","Total","810.7",""
+"2009","Lithuania","Total","Total","Total","1,363.7",""
+"2009","Luxembourg","Total","Total","Total","202.0","b"
+"2009","Hungary","Total","Total","Total","3,969.8",""
+"2009","Malta","Total","Total","Total","138.1",""
+"2009","Netherlands","Total","Total","Total","7,315.6",""
+"2009","Austria","Total","Total","Total","3,596.4",""
+"2009","Poland","Total","Total","Total","13,319.2",""
+"2009","Portugal","Total","Total","Total","3,910.8",""
+"2009","Romania","Total","Total","Total","7,395.7",""
+"2009","Slovenia","Total","Total","Total","791.3",""
+"2009","Slovakia","Total","Total","Total","1,756.5",""
+"2009","Finland","Total","Total","Total","2,482.0",""
+"2009","Sweden","Total","Total","Total","4,248.7",""
+"2009","United Kingdom","Total","Total","Total","26,944.2",""
+"2009","Montenegro","Total","Total","Total",":",""
+"2009","North Macedonia","Total","Total","Total","539.1",""
+"2009","Serbia","Total","Total","Total",":",""
+"2009","Turkey","Total","Total","Total","19,006.3",""
+"2010","European Union - 27 countries (from 2020)","Total","Total","Total","182,264.3",""
+"2010","European Union - 28 countries (2013-2020)","Total","Total","Total","209,493.5",""
+"2010","European Union - 15 countries (1995-2004)","Total","Total","Total","170,415.1",""
+"2010","Euro area - 19 countries  (from 2015)","Total","Total","Total","142,101.7",""
+"2010","Belgium","Total","Total","Total","4,622.4",""
+"2010","Bulgaria","Total","Total","Total","2,753.8","b"
+"2010","Czechia","Total","Total","Total","4,423.2",""
+"2010","Denmark","Total","Total","Total","2,313.7",""
+"2010","Germany (until 1990 former territory of the FRG)","Total","Total","Total","38,609.5","b"
+"2010","Estonia","Total","Total","Total","548.8",""
+"2010","Ireland","Total","Total","Total","1,690.6",""
+"2010","Greece","Total","Total","Total","4,352.6",""
+"2010","Spain","Total","Total","Total","17,645.2",""
+"2010","France","Total","Total","Total","27,205.1",""
+"2010","Croatia","Total","Total","Total","1,519.0",""
+"2010","Italy","Total","Total","Total","24,669.8",""
+"2010","Cyprus","Total","Total","Total","284.6",""
+"2010","Latvia","Total","Total","Total","809.0",""
+"2010","Lithuania","Total","Total","Total","1,348.9",""
+"2010","Luxembourg","Total","Total","Total","204.9",""
+"2010","Hungary","Total","Total","Total","4,014.5",""
+"2010","Malta","Total","Total","Total","137.2",""
+"2010","Netherlands","Total","Total","Total","7,334.2",""
+"2010","Austria","Total","Total","Total","3,622.9",""
+"2010","Poland","Total","Total","Total","13,276.0","b"
+"2010","Portugal","Total","Total","Total","3,942.1",""
+"2010","Romania","Total","Total","Total","7,402.1","b"
+"2010","Slovenia","Total","Total","Total","807.1",""
+"2010","Slovakia","Total","Total","Total","1,754.1",""
+"2010","Finland","Total","Total","Total","2,512.6",""
+"2010","Sweden","Total","Total","Total","4,460.3",""
+"2010","United Kingdom","Total","Total","Total","27,229.2",""
+"2010","Montenegro","Total","Total","Total",":",""
+"2010","North Macedonia","Total","Total","Total","543.9",""
+"2010","Serbia","Total","Total","Total","2,551.8",""
+"2010","Turkey","Total","Total","Total","19,304.0",""
+"2011","European Union - 27 countries (from 2020)","Total","Total","Total","183,843.8",""
+"2011","European Union - 28 countries (2013-2020)","Total","Total","Total","211,956.5",""
+"2011","European Union - 15 countries (1995-2004)","Total","Total","Total","172,679.7",""
+"2011","Euro area - 19 countries  (from 2015)","Total","Total","Total","143,458.0",""
+"2011","Belgium","Total","Total","Total","4,653.1",""
+"2011","Bulgaria","Total","Total","Total","2,775.8","b"
+"2011","Czechia","Total","Total","Total","4,420.8","b"
+"2011","Denmark","Total","Total","Total","2,323.6",""
+"2011","Germany (until 1990 former territory of the FRG)","Total","Total","Total","38,994.0",""
+"2011","Estonia","Total","Total","Total","554.0",""
+"2011","Ireland","Total","Total","Total","1,688.9",""
+"2011","Greece","Total","Total","Total","4,343.0",""
+"2011","Spain","Total","Total","Total","17,897.3",""
+"2011","France","Total","Total","Total","27,440.5",""
+"2011","Croatia","Total","Total","Total","1,518.9",""
+"2011","Italy","Total","Total","Total","24,921.7",""
+"2011","Cyprus","Total","Total","Total","297.6",""
+"2011","Latvia","Total","Total","Total","829.0",""
+"2011","Lithuania","Total","Total","Total","1,325.9",""
+"2011","Luxembourg","Total","Total","Total","211.2",""
+"2011","Hungary","Total","Total","Total","4,058.4",""
+"2011","Malta","Total","Total","Total","138.7",""
+"2011","Netherlands","Total","Total","Total","7,367.5",""
+"2011","Austria","Total","Total","Total","3,652.0",""
+"2011","Poland","Total","Total","Total","13,320.4",""
+"2011","Portugal","Total","Total","Total","4,001.2","b"
+"2011","Romania","Total","Total","Total","7,426.5",""
+"2011","Slovenia","Total","Total","Total","829.8",""
+"2011","Slovakia","Total","Total","Total","1,781.1","b"
+"2011","Finland","Total","Total","Total","2,531.5",""
+"2011","Sweden","Total","Total","Total","4,541.4",""
+"2011","United Kingdom","Total","Total","Total","28,112.8",""
+"2011","Montenegro","Total","Total","Total","182.6",""
+"2011","North Macedonia","Total","Total","Total","547.6",""
+"2011","Serbia","Total","Total","Total","2,580.4",""
+"2011","Turkey","Total","Total","Total","19,606.6",""
+"2012","European Union - 27 countries (from 2020)","Total","Total","Total","185,164.6",""
+"2012","European Union - 28 countries (2013-2020)","Total","Total","Total","213,315.4",""
+"2012","European Union - 15 countries (1995-2004)","Total","Total","Total","173,764.7",""
+"2012","Euro area - 19 countries  (from 2015)","Total","Total","Total","144,510.1",""
+"2012","Belgium","Total","Total","Total","4,637.9",""
+"2012","Bulgaria","Total","Total","Total","2,792.0",""
+"2012","Czechia","Total","Total","Total","4,465.8",""
+"2012","Denmark","Total","Total","Total","2,329.9",""
+"2012","Germany (until 1990 former territory of the FRG)","Total","Total","Total","39,166.1",""
+"2012","Estonia","Total","Total","Total","557.8",""
+"2012","Ireland","Total","Total","Total","1,707.0",""
+"2012","Greece","Total","Total","Total","4,334.5",""
+"2012","Spain","Total","Total","Total","18,090.9",""
+"2012","France","Total","Total","Total","27,638.6",""
+"2012","Croatia","Total","Total","Total","1,519.0",""
+"2012","Italy","Total","Total","Total","25,195.9",""
+"2012","Cyprus","Total","Total","Total","295.4",""
+"2012","Latvia","Total","Total","Total","832.4",""
+"2012","Lithuania","Total","Total","Total","1,326.7",""
+"2012","Luxembourg","Total","Total","Total","216.6",""
+"2012","Hungary","Total","Total","Total","4,085.5",""
+"2012","Malta","Total","Total","Total","155.1",""
+"2012","Netherlands","Total","Total","Total","7,453.0",""
+"2012","Austria","Total","Total","Total","3,685.0",""
+"2012","Poland","Total","Total","Total","13,444.3",""
+"2012","Portugal","Total","Total","Total","4,012.5",""
+"2012","Romania","Total","Total","Total","7,423.1",""
+"2012","Slovenia","Total","Total","Total","842.3",""
+"2012","Slovakia","Total","Total","Total","1,811.3",""
+"2012","Finland","Total","Total","Total","2,551.0",""
+"2012","Sweden","Total","Total","Total","4,594.8",""
+"2012","United Kingdom","Total","Total","Total","28,150.8",""
+"2012","Montenegro","Total","Total","Total","192.8",""
+"2012","North Macedonia","Total","Total","Total","553.1",""
+"2012","Serbia","Total","Total","Total","2,571.2",""
+"2012","Turkey","Total","Total","Total","20,176.2",""
+"2013","European Union - 27 countries (from 2020)","Total","Total","Total","186,594.1",""
+"2013","European Union - 28 countries (2013-2020)","Total","Total","Total","214,213.4",""
+"2013","European Union - 15 countries (1995-2004)","Total","Total","Total","174,351.0",""
+"2013","Euro area - 19 countries  (from 2015)","Total","Total","Total","145,574.4",""
+"2013","Belgium","Total","Total","Total","4,644.6",""
+"2013","Bulgaria","Total","Total","Total","2,729.5",""
+"2013","Czechia","Total","Total","Total","4,582.8",""
+"2013","Denmark","Total","Total","Total","2,339.1",""
+"2013","Germany (until 1990 former territory of the FRG)","Total","Total","Total","39,410.7",""
+"2013","Estonia","Total","Total","Total","555.5",""
+"2013","Ireland","Total","Total","Total","1,714.3",""
+"2013","Greece","Total","Total","Total","4,336.0",""
+"2013","Spain","Total","Total","Total","18,212.4",""
+"2013","France","Total","Total","Total","27,855.8",""
+"2013","Croatia","Total","Total","Total","1,518.8",""
+"2013","Italy","Total","Total","Total","25,518.0",""
+"2013","Cyprus","Total","Total","Total","290.5",""
+"2013","Latvia","Total","Total","Total","833.1",""
+"2013","Lithuania","Total","Total","Total","1,309.8",""
+"2013","Luxembourg","Total","Total","Total","220.1",""
+"2013","Hungary","Total","Total","Total","4,105.6",""
+"2013","Malta","Total","Total","Total","160.2",""
+"2013","Netherlands","Total","Total","Total","7,548.8",""
+"2013","Austria","Total","Total","Total","3,721.5",""
+"2013","Poland","Total","Total","Total","13,660.1",""
+"2013","Portugal","Total","Total","Total","4,007.1",""
+"2013","Romania","Total","Total","Total","7,451.5",""
+"2013","Slovenia","Total","Total","Total","854.7",""
+"2013","Slovakia","Total","Total","Total","1,810.5",""
+"2013","Finland","Total","Total","Total","2,571.0",""
+"2013","Sweden","Total","Total","Total","4,632.3",""
+"2013","United Kingdom","Total","Total","Total","27,619.3",""
+"2013","Montenegro","Total","Total","Total","187.4",""
+"2013","North Macedonia","Total","Total","Total","555.2",""
+"2013","Serbia","Total","Total","Total","2,487.8",""
+"2013","Turkey","Total","Total","Total","20,704.5",""
+"2014","European Union - 27 countries (from 2020)","Total","Total","Total","188,786.8",""
+"2014","European Union - 28 countries (2013-2020)","Total","Total","Total","216,889.3",""
+"2014","European Union - 15 countries (1995-2004)","Total","Total","Total","176,621.5",""
+"2014","Euro area - 19 countries  (from 2015)","Total","Total","Total","147,422.4",""
+"2014","Belgium","Total","Total","Total","4,651.8",""
+"2014","Bulgaria","Total","Total","Total","2,759.9",""
+"2014","Czechia","Total","Total","Total","4,606.9",""
+"2014","Denmark","Total","Total","Total","2,360.4",""
+"2014","Germany (until 1990 former territory of the FRG)","Total","Total","Total","39,709.6",""
+"2014","Estonia","Total","Total","Total","561.1",""
+"2014","Ireland","Total","Total","Total","1,716.6",""
+"2014","Greece","Total","Total","Total","4,344.5",""
+"2014","Spain","Total","Total","Total","18,328.9",""
+"2014","France","Total","Total","Total","28,803.7","b"
+"2014","Croatia","Total","Total","Total","1,518.9",""
+"2014","Italy","Total","Total","Total","25,767.6",""
+"2014","Cyprus","Total","Total","Total","288.8",""
+"2014","Latvia","Total","Total","Total","830.3",""
+"2014","Lithuania","Total","Total","Total","1,308.9",""
+"2014","Luxembourg","Total","Total","Total","224.6",""
+"2014","Hungary","Total","Total","Total","4,129.7",""
+"2014","Malta","Total","Total","Total","166.4",""
+"2014","Netherlands","Total","Total","Total","7,594.6",""
+"2014","Austria","Total","Total","Total","3,768.2",""
+"2014","Poland","Total","Total","Total","13,927.6",""
+"2014","Portugal","Total","Total","Total","4,062.6",""
+"2014","Romania","Total","Total","Total","7,470.2",""
+"2014","Slovenia","Total","Total","Total","862.2",""
+"2014","Slovakia","Total","Total","Total","1,837.1",""
+"2014","Finland","Total","Total","Total","2,595.0",""
+"2014","Sweden","Total","Total","Total","4,590.9",""
+"2014","United Kingdom","Total","Total","Total","28,102.6",""
+"2014","Montenegro","Total","Total","Total","183.9",""
+"2014","North Macedonia","Total","Total","Total","557.2",""
+"2014","Serbia","Total","Total","Total","2,469.9","b"
+"2014","Turkey","Total","Total","Total","20,745.1","b"
+"2015","European Union - 27 countries (from 2020)","Total","Total","Total","190,772.1",""
+"2015","European Union - 28 countries (2013-2020)","Total","Total","Total","219,042.7",""
+"2015","European Union - 15 countries (1995-2004)","Total","Total","Total","178,305.2",""
+"2015","Euro area - 19 countries  (from 2015)","Total","Total","Total","148,497.0",""
+"2015","Belgium","Total","Total","Total","4,699.3",""
+"2015","Bulgaria","Total","Total","Total","2,939.8",""
+"2015","Czechia","Total","Total","Total","4,644.2",""
+"2015","Denmark","Total","Total","Total","2,373.1",""
+"2015","Germany (until 1990 former territory of the FRG)","Total","Total","Total","40,257.8",""
+"2015","Estonia","Total","Total","Total","571.6",""
+"2015","Ireland","Total","Total","Total","1,730.5",""
+"2015","Greece","Total","Total","Total","4,376.1",""
+"2015","Spain","Total","Total","Total","18,376.0",""
+"2015","France","Total","Total","Total","28,961.4",""
+"2015","Croatia","Total","Total","Total","1,486.8",""
+"2015","Italy","Total","Total","Total","25,788.6",""
+"2015","Cyprus","Total","Total","Total","297.5",""
+"2015","Latvia","Total","Total","Total","832.7",""
+"2015","Lithuania","Total","Total","Total","1,331.5",""
+"2015","Luxembourg","Total","Total","Total","229.1","b"
+"2015","Hungary","Total","Total","Total","4,151.6",""
+"2015","Malta","Total","Total","Total","172.7",""
+"2015","Netherlands","Total","Total","Total","7,621.7",""
+"2015","Austria","Total","Total","Total","3,815.9",""
+"2015","Poland","Total","Total","Total","14,110.0",""
+"2015","Portugal","Total","Total","Total","4,082.7",""
+"2015","Romania","Total","Total","Total","7,469.7",""
+"2015","Slovenia","Total","Total","Total","882.7",""
+"2015","Slovakia","Total","Total","Total","1,846.9",""
+"2015","Finland","Total","Total","Total","2,622.5",""
+"2015","Sweden","Total","Total","Total","5,099.8",""
+"2015","United Kingdom","Total","Total","Total","28,270.6",""
+"2015","Montenegro","Total","Total","Total","181.1",""
+"2015","North Macedonia","Total","Total","Total","561.6",""
+"2015","Serbia","Total","Total","Total","2,454.0",""
+"2015","Turkey","Total","Total","Total","21,633.6",""
+"2016","European Union - 27 countries (from 2020)","Total","Total","Total","191,210.9",""
+"2016","European Union - 28 countries (2013-2020)","Total","Total","Total","219,872.4",""
+"2016","European Union - 15 countries (1995-2004)","Total","Total","Total","179,085.7",""
+"2016","Euro area - 19 countries  (from 2015)","Total","Total","Total","149,240.9",""
+"2016","Belgium","Total","Total","Total","4,692.6",""
+"2016","Bulgaria","Total","Total","Total","2,742.8",""
+"2016","Czechia","Total","Total","Total","4,690.4",""
+"2016","Denmark","Total","Total","Total","2,387.3","b"
+"2016","Germany (until 1990 former territory of the FRG)","Total","Total","Total","40,399.7",""
+"2016","Estonia","Total","Total","Total","573.4",""
+"2016","Ireland","Total","Total","Total","1,752.7",""
+"2016","Greece","Total","Total","Total","4,410.7",""
+"2016","Spain","Total","Total","Total","18,444.2",""
+"2016","France","Total","Total","Total","29,174.0",""
+"2016","Croatia","Total","Total","Total","1,480.8",""
+"2016","Italy","Total","Total","Total","25,797.2",""
+"2016","Cyprus","Total","Total","Total","315.3",""
+"2016","Latvia","Total","Total","Total","835.7",""
+"2016","Lithuania","Total","Total","Total","1,391.6",""
+"2016","Luxembourg","Total","Total","Total","233.6",""
+"2016","Hungary","Total","Total","Total","4,148.6",""
+"2016","Malta","Total","Total","Total","178.1",""
+"2016","Netherlands","Total","Total","Total","7,722.6",""
+"2016","Austria","Total","Total","Total","3,864.0",""
+"2016","Poland","Total","Total","Total","14,225.1",""
+"2016","Portugal","Total","Total","Total","4,080.2",""
+"2016","Romania","Total","Total","Total","7,470.0",""
+"2016","Slovenia","Total","Total","Total","889.2",""
+"2016","Slovakia","Total","Total","Total","1,845.6",""
+"2016","Finland","Total","Total","Total","2,640.5",""
+"2016","Sweden","Total","Total","Total","4,825.0",""
+"2016","United Kingdom","Total","Total","Total","28,661.5",""
+"2016","Montenegro","Total","Total","Total","180.2",""
+"2016","North Macedonia","Total","Total","Total","564.4",""
+"2016","Serbia","Total","Total","Total","2,442.2",""
+"2016","Turkey","Total","Total","Total","22,353.7",""
+"2017","European Union - 27 countries (from 2020)","Total","Total","Total","192,489.8",""
+"2017","European Union - 28 countries (2013-2020)","Total","Total","Total","221,293.1",""
+"2017","European Union - 15 countries (1995-2004)","Total","Total","Total","180,088.1",""
+"2017","Euro area - 19 countries  (from 2015)","Total","Total","Total","150,077.5",""
+"2017","Belgium","Total","Total","Total","4,761.7","b"
+"2017","Bulgaria","Total","Total","Total","2,905.4",""
+"2017","Czechia","Total","Total","Total","4,697.8",""
+"2017","Denmark","Total","Total","Total","2,395.9","b"
+"2017","Germany (until 1990 former territory of the FRG)","Total","Total","Total","40,722.6",""
+"2017","Estonia","Total","Total","Total","584.0",""
+"2017","Ireland","Total","Total","Total","1,795.0","b"
+"2017","Greece","Total","Total","Total","4,393.9",""
+"2017","Spain","Total","Total","Total","18,512.5",""
+"2017","France","Total","Total","Total","29,267.0",""
+"2017","Croatia","Total","Total","Total","1,471.6",""
+"2017","Italy","Total","Total","Total","25,864.7",""
+"2017","Cyprus","Total","Total","Total","321.2",""
+"2017","Latvia","Total","Total","Total","850.1",""
+"2017","Lithuania","Total","Total","Total","1,357.0",""
+"2017","Luxembourg","Total","Total","Total","242.4",""
+"2017","Hungary","Total","Total","Total","4,131.4",""
+"2017","Malta","Total","Total","Total","183.4",""
+"2017","Netherlands","Total","Total","Total","7,819.0",""
+"2017","Austria","Total","Total","Total","3,889.1",""
+"2017","Poland","Total","Total","Total","14,465.8",""
+"2017","Portugal","Total","Total","Total","4,102.7",""
+"2017","Romania","Total","Total","Total","7,481.9",""
+"2017","Slovenia","Total","Total","Total","881.1",""
+"2017","Slovakia","Total","Total","Total","1,874.5",""
+"2017","Finland","Total","Total","Total","2,655.5",""
+"2017","Sweden","Total","Total","Total","4,862.7",""
+"2017","United Kingdom","Total","Total","Total","28,803.3",""
+"2017","Montenegro","Total","Total","Total","179.6",""
+"2017","North Macedonia","Total","Total","Total","566.8",""
+"2017","Serbia","Total","Total","Total","2,429.7",""
+"2017","Turkey","Total","Total","Total","23,087.9",""
+"2018","European Union - 27 countries (from 2020)","Total","Total","Total","193,807.2",""
+"2018","European Union - 28 countries (2013-2020)","Total","Total","Total","222,823.0",""
+"2018","European Union - 15 countries (1995-2004)","Total","Total","Total","181,572.0",""
+"2018","Euro area - 19 countries  (from 2015)","Total","Total","Total","150,991.8",""
+"2018","Belgium","Total","Total","Total","4,770.4",""
+"2018","Bulgaria","Total","Total","Total","2,708.0",""
+"2018","Czechia","Total","Total","Total","4,759.8",""
+"2018","Denmark","Total","Total","Total","2,402.2",""
+"2018","Germany (until 1990 former territory of the FRG)","Total","Total","Total","40,806.6",""
+"2018","Estonia","Total","Total","Total","610.9",""
+"2018","Ireland","Total","Total","Total","1,842.0",""
+"2018","Greece","Total","Total","Total","4,383.6",""
+"2018","Spain","Total","Total","Total","18,580.6",""
+"2018","France","Total","Total","Total","29,778.2",""
+"2018","Croatia","Total","Total","Total","1,473.6",""
+"2018","Italy","Total","Total","Total","25,925.8",""
+"2018","Cyprus","Total","Total","Total","326.8",""
+"2018","Latvia","Total","Total","Total","854.3",""
+"2018","Lithuania","Total","Total","Total","1,321.7",""
+"2018","Luxembourg","Total","Total","Total","251.5",""
+"2018","Hungary","Total","Total","Total","4,124.8",""
+"2018","Malta","Total","Total","Total","192.4",""
+"2018","Netherlands","Total","Total","Total","7,834.2",""
+"2018","Austria","Total","Total","Total","3,915.5",""
+"2018","Poland","Total","Total","Total","14,608.9",""
+"2018","Portugal","Total","Total","Total","4,144.6",""
+"2018","Romania","Total","Total","Total","7,494.3",""
+"2018","Slovenia","Total","Total","Total","887.1",""
+"2018","Slovakia","Total","Total","Total","1,888.4",""
+"2018","Finland","Total","Total","Total","2,677.1",""
+"2018","Sweden","Total","Total","Total","5,243.8","b"
+"2018","United Kingdom","Total","Total","Total","29,015.8",""
+"2018","Montenegro","Total","Total","Total","173.7",""
+"2018","North Macedonia","Total","Total","Total","567.0",""
+"2018","Serbia","Total","Total","Total","2,417.2",""
+"2018","Turkey","Total","Total","Total","23,584.8",""
+"2019","European Union - 27 countries (from 2020)","Total","Total","Total","195,021.1",""
+"2019","European Union - 28 countries (2013-2020)","Total","Total","Total","224,478.7",""
+"2019","European Union - 15 countries (1995-2004)","Total","Total","Total","182,868.6",""
+"2019","Euro area - 19 countries  (from 2015)","Total","Total","Total","151,809.1",""
+"2019","Belgium","Total","Total","Total","4,787.7",""
+"2019","Bulgaria","Total","Total","Total","2,690.5",""
+"2019","Czechia","Total","Total","Total","4,823.2",""
+"2019","Denmark","Total","Total","Total","2,408.7",""
+"2019","Germany (until 1990 former territory of the FRG)","Total","Total","Total","40,899.9",""
+"2019","Estonia","Total","Total","Total","619.5",""
+"2019","Ireland","Total","Total","Total","1,883.3",""
+"2019","Greece","Total","Total","Total","4,450.0",""
+"2019","Spain","Total","Total","Total","18,696.6",""
+"2019","France","Total","Total","Total","29,969.9",""
+"2019","Croatia","Total","Total","Total","1,471.9",""
+"2019","Italy","Total","Total","Total","25,991.5",""
+"2019","Cyprus","Total","Total","Total","332.1",""
+"2019","Latvia","Total","Total","Total","865.8",""
+"2019","Lithuania","Total","Total","Total","1,308.3",""
+"2019","Luxembourg","Total","Total","Total","255.7",""
+"2019","Hungary","Total","Total","Total","4,124.2",""
+"2019","Malta","Total","Total","Total","201.3",""
+"2019","Netherlands","Total","Total","Total","7,922.0",""
+"2019","Austria","Total","Total","Total","3,949.2",""
+"2019","Poland","Total","Total","Total","14,852.9",""
+"2019","Portugal","Total","Total","Total","4,148.1",""
+"2019","Romania","Total","Total","Total","7,505.6",""
+"2019","Slovenia","Total","Total","Total","919.6",""
+"2019","Slovakia","Total","Total","Total","1,895.3",""
+"2019","Finland","Total","Total","Total","2,713.3",""
+"2019","Sweden","Total","Total","Total","5,335.1",""
+"2019","United Kingdom","Total","Total","Total","29,457.7",""
+"2019","Montenegro","Total","Total","Total","171.0",""
+"2019","North Macedonia","Total","Total","Total","567.6",""
+"2019","Serbia","Total","Total","Total","2,403.9",""
+"2019","Turkey","Total","Total","Total","24,188.1",""
-- 
GitLab