{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "In this notebook, we simply reproduce the examples presented in the paper [_\"Retrieval and analysis of Eurostat open data with the eurostat package\"_](https://journal.r-project.org/archive/2017/RJ-2017-019/RJ-2017-019.pdf) by L. Lahti, P. Biecek, M. Kainu and J. Huovari (_R Journal_ 9(1):385-392, 2017) and in the [online version](http://ropengov.github.io/eurostat/articles/eurostat_tutorial.html) of the vignettes. See also this online [tutorial](https://rdrr.io/cran/eurostat/f/inst/doc/eurostat_tutorial.pdf) on `eurostat` package.\n", "\n", "*Some of the examples which were producing errors were modfied.*" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Loading required package: ggplot2\n", "Registered S3 methods overwritten by 'ggplot2':\n", " method from \n", " [.quosures rlang\n", " c.quosures rlang\n", " print.quosures rlang\n" ] } ], "source": [ "library(\"eurostat\")\n", "library(\"ggrepel\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Finding data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "
A tibble: 6 × 8
titlecodetypelast update of datalast table structure changedata startdata endvalues
<chr><chr><chr><chr><chr><chr><chr><chr>
Database by themes data folder NA NA NA NA NA
General and regional statistics general folder NA NA NA NA NA
European and national indicators for short-term analysiseuroind folder NA NA NA NA NA
Business and consumer surveys (source: DG ECFIN) ei_bcs folder NA NA NA NA NA
Consumer surveys (source: DG ECFIN) ei_bcs_csfolder NA NA NA NA NA
Consumers - monthly data ei_bsco_mdataset28.05.201928.05.20191980M012019M05NA
\n" ], "text/latex": [ "A tibble: 6 × 8\n", "\\begin{tabular}{r|llllllll}\n", " title & code & type & last update of data & last table structure change & data start & data end & values\\\\\n", " & & & & & & & \\\\\n", "\\hline\n", "\t Database by themes & data & folder & NA & NA & NA & NA & NA\\\\\n", "\t General and regional statistics & general & folder & NA & NA & NA & NA & NA\\\\\n", "\t European and national indicators for short-term analysis & euroind & folder & NA & NA & NA & NA & NA\\\\\n", "\t Business and consumer surveys (source: DG ECFIN) & ei\\_bcs & folder & NA & NA & NA & NA & NA\\\\\n", "\t Consumer surveys (source: DG ECFIN) & ei\\_bcs\\_cs & folder & NA & NA & NA & NA & NA\\\\\n", "\t Consumers - monthly data & ei\\_bsco\\_m & dataset & 28.05.2019 & 28.05.2019 & 1980M01 & 2019M05 & NA\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 6 × 8\n", "\n", "| title <chr> | code <chr> | type <chr> | last update of data <chr> | last table structure change <chr> | data start <chr> | data end <chr> | values <chr> |\n", "|---|---|---|---|---|---|---|---|\n", "| Database by themes | data | folder | NA | NA | NA | NA | NA |\n", "| General and regional statistics | general | folder | NA | NA | NA | NA | NA |\n", "| European and national indicators for short-term analysis | euroind | folder | NA | NA | NA | NA | NA |\n", "| Business and consumer surveys (source: DG ECFIN) | ei_bcs | folder | NA | NA | NA | NA | NA |\n", "| Consumer surveys (source: DG ECFIN) | ei_bcs_cs | folder | NA | NA | NA | NA | NA |\n", "| Consumers - monthly data | ei_bsco_m | dataset | 28.05.2019 | 28.05.2019 | 1980M01 | 2019M05 | NA |\n", "\n" ], "text/plain": [ " title code type \n", "1 Database by themes data folder \n", "2 General and regional statistics general folder \n", "3 European and national indicators for short-term analysis euroind folder \n", "4 Business and consumer surveys (source: DG ECFIN) ei_bcs folder \n", "5 Consumer surveys (source: DG ECFIN) ei_bcs_cs folder \n", "6 Consumers - monthly data ei_bsco_m dataset\n", " last update of data last table structure change data start data end values\n", "1 NA NA NA NA NA \n", "2 NA NA NA NA NA \n", "3 NA NA NA NA NA \n", "4 NA NA NA NA NA \n", "5 NA NA NA NA NA \n", "6 28.05.2019 28.05.2019 1980M01 2019M05 NA " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "toc <-get_eurostat_toc()\n", "head(toc)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "
A tibble: 6 × 8
titlecodetypelast update of datalast table structure changedata startdata endvalues
<chr><chr><chr><chr><chr><chr><chr><chr>
Volume of passenger transport relative to GDP tran_hv_pstradataset26.03.201926.03.201920002016 NA
Modal split of passenger transport tran_hv_psmoddataset21.03.201921.03.201919902016 NA
Air passenger transport by reporting country avia_paoc dataset23.05.201922.05.201919932018Q4NA
Air passenger transport by main airports in each reporting country avia_paoa dataset23.05.201905.04.201919932018Q4NA
Air passenger transport between reporting countries avia_paocc dataset10.04.201927.03.201919932018Q4NA
Air passenger transport between main airports in each reporting country and partner reporting countriesavia_paoac dataset09.04.201927.03.201919932018Q4NA
\n" ], "text/latex": [ "A tibble: 6 × 8\n", "\\begin{tabular}{r|llllllll}\n", " title & code & type & last update of data & last table structure change & data start & data end & values\\\\\n", " & & & & & & & \\\\\n", "\\hline\n", "\t Volume of passenger transport relative to GDP & tran\\_hv\\_pstra & dataset & 26.03.2019 & 26.03.2019 & 2000 & 2016 & NA\\\\\n", "\t Modal split of passenger transport & tran\\_hv\\_psmod & dataset & 21.03.2019 & 21.03.2019 & 1990 & 2016 & NA\\\\\n", "\t Air passenger transport by reporting country & avia\\_paoc & dataset & 23.05.2019 & 22.05.2019 & 1993 & 2018Q4 & NA\\\\\n", "\t Air passenger transport by main airports in each reporting country & avia\\_paoa & dataset & 23.05.2019 & 05.04.2019 & 1993 & 2018Q4 & NA\\\\\n", "\t Air passenger transport between reporting countries & avia\\_paocc & dataset & 10.04.2019 & 27.03.2019 & 1993 & 2018Q4 & NA\\\\\n", "\t Air passenger transport between main airports in each reporting country and partner reporting countries & avia\\_paoac & dataset & 09.04.2019 & 27.03.2019 & 1993 & 2018Q4 & NA\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 6 × 8\n", "\n", "| title <chr> | code <chr> | type <chr> | last update of data <chr> | last table structure change <chr> | data start <chr> | data end <chr> | values <chr> |\n", "|---|---|---|---|---|---|---|---|\n", "| Volume of passenger transport relative to GDP | tran_hv_pstra | dataset | 26.03.2019 | 26.03.2019 | 2000 | 2016 | NA |\n", "| Modal split of passenger transport | tran_hv_psmod | dataset | 21.03.2019 | 21.03.2019 | 1990 | 2016 | NA |\n", "| Air passenger transport by reporting country | avia_paoc | dataset | 23.05.2019 | 22.05.2019 | 1993 | 2018Q4 | NA |\n", "| Air passenger transport by main airports in each reporting country | avia_paoa | dataset | 23.05.2019 | 05.04.2019 | 1993 | 2018Q4 | NA |\n", "| Air passenger transport between reporting countries | avia_paocc | dataset | 10.04.2019 | 27.03.2019 | 1993 | 2018Q4 | NA |\n", "| Air passenger transport between main airports in each reporting country and partner reporting countries | avia_paoac | dataset | 09.04.2019 | 27.03.2019 | 1993 | 2018Q4 | NA |\n", "\n" ], "text/plain": [ " title \n", "1 Volume of passenger transport relative to GDP \n", "2 Modal split of passenger transport \n", "3 Air passenger transport by reporting country \n", "4 Air passenger transport by main airports in each reporting country \n", "5 Air passenger transport between reporting countries \n", "6 Air passenger transport between main airports in each reporting country and partner reporting countries\n", " code type last update of data last table structure change\n", "1 tran_hv_pstra dataset 26.03.2019 26.03.2019 \n", "2 tran_hv_psmod dataset 21.03.2019 21.03.2019 \n", "3 avia_paoc dataset 23.05.2019 22.05.2019 \n", "4 avia_paoa dataset 23.05.2019 05.04.2019 \n", "5 avia_paocc dataset 10.04.2019 27.03.2019 \n", "6 avia_paoac dataset 09.04.2019 27.03.2019 \n", " data start data end values\n", "1 2000 2016 NA \n", "2 1990 2016 NA \n", "3 1993 2018Q4 NA \n", "4 1993 2018Q4 NA \n", "5 1993 2018Q4 NA \n", "6 1993 2018Q4 NA " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "head(search_eurostat(\"passenger transport\"))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Downloading data" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[1] \"t2020_rk310\"\n" ] } ], "source": [ "id <-search_eurostat(\"Modal split of passenger transport\", type =\"table\")$code[1]\n", "print(id)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Table t2020_rk310 cached at /tmp/RtmpNiXU9L/eurostat/t2020_rk310_num_code_TF.rds\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classes ‘tbl_df’, ‘tbl’ and 'data.frame':\t2485 obs. of 5 variables:\n", " $ unit : Factor w/ 1 level \"PC\": 1 1 1 1 1 1 1 1 1 1 ...\n", " $ vehicle: Factor w/ 3 levels \"BUS_TOT\",\"CAR\",..: 1 1 1 1 1 1 1 1 1 1 ...\n", " $ geo : Factor w/ 34 levels \"AT\",\"BE\",\"CH\",..: 1 2 3 4 5 6 7 8 9 10 ...\n", " $ time : num 1990 1990 1990 1990 1990 1990 1990 1990 1990 1990 ...\n", " $ values : num 11 10.6 3.7 9.1 11.3 32.4 14.9 13.5 6 24.8 ...\n" ] }, { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "
A tibble: 6 × 5
unitvehiclegeotimevalues
<fct><fct><fct><dbl><dbl>
PCBUS_TOTAT199011.0
PCBUS_TOTBE199010.6
PCBUS_TOTCH1990 3.7
PCBUS_TOTDE1990 9.1
PCBUS_TOTDK199011.3
PCBUS_TOTEL199032.4
\n" ], "text/latex": [ "A tibble: 6 × 5\n", "\\begin{tabular}{r|lllll}\n", " unit & vehicle & geo & time & values\\\\\n", " & & & & \\\\\n", "\\hline\n", "\t PC & BUS\\_TOT & AT & 1990 & 11.0\\\\\n", "\t PC & BUS\\_TOT & BE & 1990 & 10.6\\\\\n", "\t PC & BUS\\_TOT & CH & 1990 & 3.7\\\\\n", "\t PC & BUS\\_TOT & DE & 1990 & 9.1\\\\\n", "\t PC & BUS\\_TOT & DK & 1990 & 11.3\\\\\n", "\t PC & BUS\\_TOT & EL & 1990 & 32.4\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 6 × 5\n", "\n", "| unit <fct> | vehicle <fct> | geo <fct> | time <dbl> | values <dbl> |\n", "|---|---|---|---|---|\n", "| PC | BUS_TOT | AT | 1990 | 11.0 |\n", "| PC | BUS_TOT | BE | 1990 | 10.6 |\n", "| PC | BUS_TOT | CH | 1990 | 3.7 |\n", "| PC | BUS_TOT | DE | 1990 | 9.1 |\n", "| PC | BUS_TOT | DK | 1990 | 11.3 |\n", "| PC | BUS_TOT | EL | 1990 | 32.4 |\n", "\n" ], "text/plain": [ " unit vehicle geo time values\n", "1 PC BUS_TOT AT 1990 11.0 \n", "2 PC BUS_TOT BE 1990 10.6 \n", "3 PC BUS_TOT CH 1990 3.7 \n", "4 PC BUS_TOT DE 1990 9.1 \n", "5 PC BUS_TOT DK 1990 11.3 \n", "6 PC BUS_TOT EL 1990 32.4 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dat <-get_eurostat(id, time_format = \"num\")\n", "str(dat)\n", "head(dat)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "
A tibble: 6 × 5
unitvehiclegeotimevalues
<fct><fct><fct><dbl><dbl>
PCBUS_TOTEU282016 9.4
PCBUS_TOTFI 201611.9
PCCAR EU28201682.9
PCCAR FI 201682.5
PCTRN EU282016 7.7
PCTRN FI 2016 5.6
\n" ], "text/latex": [ "A tibble: 6 × 5\n", "\\begin{tabular}{r|lllll}\n", " unit & vehicle & geo & time & values\\\\\n", " & & & & \\\\\n", "\\hline\n", "\t PC & BUS\\_TOT & EU28 & 2016 & 9.4\\\\\n", "\t PC & BUS\\_TOT & FI & 2016 & 11.9\\\\\n", "\t PC & CAR & EU28 & 2016 & 82.9\\\\\n", "\t PC & CAR & FI & 2016 & 82.5\\\\\n", "\t PC & TRN & EU28 & 2016 & 7.7\\\\\n", "\t PC & TRN & FI & 2016 & 5.6\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 6 × 5\n", "\n", "| unit <fct> | vehicle <fct> | geo <fct> | time <dbl> | values <dbl> |\n", "|---|---|---|---|---|\n", "| PC | BUS_TOT | EU28 | 2016 | 9.4 |\n", "| PC | BUS_TOT | FI | 2016 | 11.9 |\n", "| PC | CAR | EU28 | 2016 | 82.9 |\n", "| PC | CAR | FI | 2016 | 82.5 |\n", "| PC | TRN | EU28 | 2016 | 7.7 |\n", "| PC | TRN | FI | 2016 | 5.6 |\n", "\n" ], "text/plain": [ " unit vehicle geo time values\n", "1 PC BUS_TOT EU28 2016 9.4 \n", "2 PC BUS_TOT FI 2016 11.9 \n", "3 PC CAR EU28 2016 82.9 \n", "4 PC CAR FI 2016 82.5 \n", "5 PC TRN EU28 2016 7.7 \n", "6 PC TRN FI 2016 5.6 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dat2 <- get_eurostat(id, filters = list(geo = c(\"EU28\", \"FI\"), lastTimePeriod=1), time_format = \"num\")\n", "head(dat2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Replacing codes with labels**" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "
A tibble: 6 × 5
unitvehiclegeotimevalues
<fct><fct><fct><dbl><dbl>
PercentageMotor coaches, buses and trolley busesEuropean Union - 28 countries2016 9.4
PercentageMotor coaches, buses and trolley busesFinland 201611.9
PercentagePassenger cars European Union - 28 countries201682.9
PercentagePassenger cars Finland 201682.5
PercentageTrains European Union - 28 countries2016 7.7
PercentageTrains Finland 2016 5.6
\n" ], "text/latex": [ "A tibble: 6 × 5\n", "\\begin{tabular}{r|lllll}\n", " unit & vehicle & geo & time & values\\\\\n", " & & & & \\\\\n", "\\hline\n", "\t Percentage & Motor coaches, buses and trolley buses & European Union - 28 countries & 2016 & 9.4\\\\\n", "\t Percentage & Motor coaches, buses and trolley buses & Finland & 2016 & 11.9\\\\\n", "\t Percentage & Passenger cars & European Union - 28 countries & 2016 & 82.9\\\\\n", "\t Percentage & Passenger cars & Finland & 2016 & 82.5\\\\\n", "\t Percentage & Trains & European Union - 28 countries & 2016 & 7.7\\\\\n", "\t Percentage & Trains & Finland & 2016 & 5.6\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 6 × 5\n", "\n", "| unit <fct> | vehicle <fct> | geo <fct> | time <dbl> | values <dbl> |\n", "|---|---|---|---|---|\n", "| Percentage | Motor coaches, buses and trolley buses | European Union - 28 countries | 2016 | 9.4 |\n", "| Percentage | Motor coaches, buses and trolley buses | Finland | 2016 | 11.9 |\n", "| Percentage | Passenger cars | European Union - 28 countries | 2016 | 82.9 |\n", "| Percentage | Passenger cars | Finland | 2016 | 82.5 |\n", "| Percentage | Trains | European Union - 28 countries | 2016 | 7.7 |\n", "| Percentage | Trains | Finland | 2016 | 5.6 |\n", "\n" ], "text/plain": [ " unit vehicle \n", "1 Percentage Motor coaches, buses and trolley buses\n", "2 Percentage Motor coaches, buses and trolley buses\n", "3 Percentage Passenger cars \n", "4 Percentage Passenger cars \n", "5 Percentage Trains \n", "6 Percentage Trains \n", " geo time values\n", "1 European Union - 28 countries 2016 9.4 \n", "2 Finland 2016 11.9 \n", "3 European Union - 28 countries 2016 82.9 \n", "4 Finland 2016 82.5 \n", "5 European Union - 28 countries 2016 7.7 \n", "6 Finland 2016 5.6 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "datl2 <- get_eurostat(id, filters = list(geo = c(\"EU28\", \"FI\"),lastTimePeriod = 1), type = \"label\", time_format = \"num\")\n", "head(datl2)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "
A tibble: 6 × 5
unitvehiclegeotimevalues
<fct><fct><fct><dbl><dbl>
PercentageMotor coaches, buses and trolley busesAustria 199011.0
PercentageMotor coaches, buses and trolley busesBelgium 199010.6
PercentageMotor coaches, buses and trolley busesSwitzerland 1990 3.7
PercentageMotor coaches, buses and trolley busesGermany (until 1990 former territory of the FRG)1990 9.1
PercentageMotor coaches, buses and trolley busesDenmark 199011.3
PercentageMotor coaches, buses and trolley busesGreece 199032.4
\n" ], "text/latex": [ "A tibble: 6 × 5\n", "\\begin{tabular}{r|lllll}\n", " unit & vehicle & geo & time & values\\\\\n", " & & & & \\\\\n", "\\hline\n", "\t Percentage & Motor coaches, buses and trolley buses & Austria & 1990 & 11.0\\\\\n", "\t Percentage & Motor coaches, buses and trolley buses & Belgium & 1990 & 10.6\\\\\n", "\t Percentage & Motor coaches, buses and trolley buses & Switzerland & 1990 & 3.7\\\\\n", "\t Percentage & Motor coaches, buses and trolley buses & Germany (until 1990 former territory of the FRG) & 1990 & 9.1\\\\\n", "\t Percentage & Motor coaches, buses and trolley buses & Denmark & 1990 & 11.3\\\\\n", "\t Percentage & Motor coaches, buses and trolley buses & Greece & 1990 & 32.4\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 6 × 5\n", "\n", "| unit <fct> | vehicle <fct> | geo <fct> | time <dbl> | values <dbl> |\n", "|---|---|---|---|---|\n", "| Percentage | Motor coaches, buses and trolley buses | Austria | 1990 | 11.0 |\n", "| Percentage | Motor coaches, buses and trolley buses | Belgium | 1990 | 10.6 |\n", "| Percentage | Motor coaches, buses and trolley buses | Switzerland | 1990 | 3.7 |\n", "| Percentage | Motor coaches, buses and trolley buses | Germany (until 1990 former territory of the FRG) | 1990 | 9.1 |\n", "| Percentage | Motor coaches, buses and trolley buses | Denmark | 1990 | 11.3 |\n", "| Percentage | Motor coaches, buses and trolley buses | Greece | 1990 | 32.4 |\n", "\n" ], "text/plain": [ " unit vehicle \n", "1 Percentage Motor coaches, buses and trolley buses\n", "2 Percentage Motor coaches, buses and trolley buses\n", "3 Percentage Motor coaches, buses and trolley buses\n", "4 Percentage Motor coaches, buses and trolley buses\n", "5 Percentage Motor coaches, buses and trolley buses\n", "6 Percentage Motor coaches, buses and trolley buses\n", " geo time values\n", "1 Austria 1990 11.0 \n", "2 Belgium 1990 10.6 \n", "3 Switzerland 1990 3.7 \n", "4 Germany (until 1990 former territory of the FRG) 1990 9.1 \n", "5 Denmark 1990 11.3 \n", "6 Greece 1990 32.4 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "datl <- label_eurostat(dat)\n", "head(datl)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
    \n", "\t
  1. 'Unit of measure'
  2. \n", "\t
  3. 'Vehicles'
  4. \n", "\t
  5. 'Geopolitical entity (reporting)'
  6. \n", "\t
  7. 'Period of time (a=annual, q=quarterly, m=monthly, d=daily, c=cumulated from January)'
  8. \n", "
\n" ], "text/latex": [ "\\begin{enumerate*}\n", "\\item 'Unit of measure'\n", "\\item 'Vehicles'\n", "\\item 'Geopolitical entity (reporting)'\n", "\\item 'Period of time (a=annual, q=quarterly, m=monthly, d=daily, c=cumulated from January)'\n", "\\end{enumerate*}\n" ], "text/markdown": [ "1. 'Unit of measure'\n", "2. 'Vehicles'\n", "3. 'Geopolitical entity (reporting)'\n", "4. 'Period of time (a=annual, q=quarterly, m=monthly, d=daily, c=cumulated from January)'\n", "\n", "\n" ], "text/plain": [ "[1] \"Unit of measure\" \n", "[2] \"Vehicles\" \n", "[3] \"Geopolitical entity (reporting)\" \n", "[4] \"Period of time (a=annual, q=quarterly, m=monthly, d=daily, c=cumulated from January)\"" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
    \n", "\t
  1. 'Motor coaches, buses and trolley buses'
  2. \n", "\t
  3. 'Passenger cars'
  4. \n", "\t
  5. 'Trains'
  6. \n", "
\n" ], "text/latex": [ "\\begin{enumerate*}\n", "\\item 'Motor coaches, buses and trolley buses'\n", "\\item 'Passenger cars'\n", "\\item 'Trains'\n", "\\end{enumerate*}\n" ], "text/markdown": [ "1. 'Motor coaches, buses and trolley buses'\n", "2. 'Passenger cars'\n", "3. 'Trains'\n", "\n", "\n" ], "text/plain": [ "[1] \"Motor coaches, buses and trolley buses\"\n", "[2] \"Passenger cars\" \n", "[3] \"Trains\" " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "label_eurostat_vars(names(datl))\n", "levels(datl$vehicle)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Selecting and modifying data\n", "\n", "**EFTA, Eurozone, EU and EU candidate countries**" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "
A df[,3]: 4 × 3
codenamelabel
<chr><chr><chr>
ISIceland Iceland
LILiechtensteinLiechtenstein
NONorway Norway
CHSwitzerland Switzerland
\n" ], "text/latex": [ "A df[,3]: 4 × 3\n", "\\begin{tabular}{r|lll}\n", " code & name & label\\\\\n", " & & \\\\\n", "\\hline\n", "\t IS & Iceland & Iceland \\\\\n", "\t LI & Liechtenstein & Liechtenstein\\\\\n", "\t NO & Norway & Norway \\\\\n", "\t CH & Switzerland & Switzerland \\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A df[,3]: 4 × 3\n", "\n", "| code <chr> | name <chr> | label <chr> |\n", "|---|---|---|\n", "| IS | Iceland | Iceland |\n", "| LI | Liechtenstein | Liechtenstein |\n", "| NO | Norway | Norway |\n", "| CH | Switzerland | Switzerland |\n", "\n" ], "text/plain": [ " code name label \n", "1 IS Iceland Iceland \n", "2 LI Liechtenstein Liechtenstein\n", "3 NO Norway Norway \n", "4 CH Switzerland Switzerland " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data(efta_countries)\n", "efta_countries" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**EU data from 2012 in all vehicles**" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\n", "
A tibble: 0 × 5
unitvehiclegeotimevalues
<fct><fct><fct><dbl><dbl>
\n" ], "text/latex": [ "A tibble: 0 × 5\n", "\\begin{tabular}{r|lllll}\n", " unit & vehicle & geo & time & values\\\\\n", " & & & & \\\\\n", "\\hline\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 0 × 5\n", "\n", "| unit <fct> | vehicle <fct> | geo <fct> | time <dbl> | values <dbl> |\n", "|---|---|---|---|---|\n", "\n" ], "text/plain": [ " unit vehicle geo time values" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dat_eu12 <-subset(datl, geo==\"European Union (current composition)\" & time==2012)\n", "dat_eu12" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**EU data from 2000 - 2012 with vehicle types as variables**" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "
A tibble: 13 × 5
unittimeBUS_TOTCARTRN
<fct><dbl><dbl><dbl><dbl>
PC200010.482.57.1
PC200110.282.87.0
PC2002 9.883.46.8
PC2003 9.883.66.6
PC2004 9.783.56.7
PC2005 9.883.46.9
PC2006 9.683.47.0
PC2007 9.883.17.1
PC2008 9.882.97.4
PC2009 9.283.77.1
PC2010 9.483.57.2
PC2011 9.483.27.4
PC2012 9.582.97.7
\n" ], "text/latex": [ "A tibble: 13 × 5\n", "\\begin{tabular}{r|lllll}\n", " unit & time & BUS\\_TOT & CAR & TRN\\\\\n", " & & & & \\\\\n", "\\hline\n", "\t PC & 2000 & 10.4 & 82.5 & 7.1\\\\\n", "\t PC & 2001 & 10.2 & 82.8 & 7.0\\\\\n", "\t PC & 2002 & 9.8 & 83.4 & 6.8\\\\\n", "\t PC & 2003 & 9.8 & 83.6 & 6.6\\\\\n", "\t PC & 2004 & 9.7 & 83.5 & 6.7\\\\\n", "\t PC & 2005 & 9.8 & 83.4 & 6.9\\\\\n", "\t PC & 2006 & 9.6 & 83.4 & 7.0\\\\\n", "\t PC & 2007 & 9.8 & 83.1 & 7.1\\\\\n", "\t PC & 2008 & 9.8 & 82.9 & 7.4\\\\\n", "\t PC & 2009 & 9.2 & 83.7 & 7.1\\\\\n", "\t PC & 2010 & 9.4 & 83.5 & 7.2\\\\\n", "\t PC & 2011 & 9.4 & 83.2 & 7.4\\\\\n", "\t PC & 2012 & 9.5 & 82.9 & 7.7\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 13 × 5\n", "\n", "| unit <fct> | time <dbl> | BUS_TOT <dbl> | CAR <dbl> | TRN <dbl> |\n", "|---|---|---|---|---|\n", "| PC | 2000 | 10.4 | 82.5 | 7.1 |\n", "| PC | 2001 | 10.2 | 82.8 | 7.0 |\n", "| PC | 2002 | 9.8 | 83.4 | 6.8 |\n", "| PC | 2003 | 9.8 | 83.6 | 6.6 |\n", "| PC | 2004 | 9.7 | 83.5 | 6.7 |\n", "| PC | 2005 | 9.8 | 83.4 | 6.9 |\n", "| PC | 2006 | 9.6 | 83.4 | 7.0 |\n", "| PC | 2007 | 9.8 | 83.1 | 7.1 |\n", "| PC | 2008 | 9.8 | 82.9 | 7.4 |\n", "| PC | 2009 | 9.2 | 83.7 | 7.1 |\n", "| PC | 2010 | 9.4 | 83.5 | 7.2 |\n", "| PC | 2011 | 9.4 | 83.2 | 7.4 |\n", "| PC | 2012 | 9.5 | 82.9 | 7.7 |\n", "\n" ], "text/plain": [ " unit time BUS_TOT CAR TRN\n", "1 PC 2000 10.4 82.5 7.1\n", "2 PC 2001 10.2 82.8 7.0\n", "3 PC 2002 9.8 83.4 6.8\n", "4 PC 2003 9.8 83.6 6.6\n", "5 PC 2004 9.7 83.5 6.7\n", "6 PC 2005 9.8 83.4 6.9\n", "7 PC 2006 9.6 83.4 7.0\n", "8 PC 2007 9.8 83.1 7.1\n", "9 PC 2008 9.8 82.9 7.4\n", "10 PC 2009 9.2 83.7 7.1\n", "11 PC 2010 9.4 83.5 7.2\n", "12 PC 2011 9.4 83.2 7.4\n", "13 PC 2012 9.5 82.9 7.7" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "library(\"tidyr\")\n", "dat_eu_0012 <- subset(dat, geo == \"EU28\" & time %in% 2000:2012)\n", "dat_eu_0012_wide <- spread(dat_eu_0012, vehicle, values)\n", "subset(dat_eu_0012_wide, select = -geo)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Train passengers for selected EU countries in 2000 - 2012**" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "
A tibble: 13 × 6
unittimeAustriaBelgiumFinlandSweden
<fct><dbl><dbl><dbl><dbl><dbl>
Percentage2000 9.76.35.16.8
Percentage2001 9.76.44.87.1
Percentage2002 9.76.54.87.1
Percentage2003 9.56.54.77.0
Percentage2004 9.47.14.76.8
Percentage2005 9.86.64.87.1
Percentage200610.06.94.87.6
Percentage200710.07.15.07.9
Percentage200811.17.55.48.6
Percentage200911.17.55.18.7
Percentage201011.07.75.28.7
Percentage201111.37.75.08.7
Percentage201211.87.85.39.1
\n" ], "text/latex": [ "A tibble: 13 × 6\n", "\\begin{tabular}{r|llllll}\n", " unit & time & Austria & Belgium & Finland & Sweden\\\\\n", " & & & & & \\\\\n", "\\hline\n", "\t Percentage & 2000 & 9.7 & 6.3 & 5.1 & 6.8\\\\\n", "\t Percentage & 2001 & 9.7 & 6.4 & 4.8 & 7.1\\\\\n", "\t Percentage & 2002 & 9.7 & 6.5 & 4.8 & 7.1\\\\\n", "\t Percentage & 2003 & 9.5 & 6.5 & 4.7 & 7.0\\\\\n", "\t Percentage & 2004 & 9.4 & 7.1 & 4.7 & 6.8\\\\\n", "\t Percentage & 2005 & 9.8 & 6.6 & 4.8 & 7.1\\\\\n", "\t Percentage & 2006 & 10.0 & 6.9 & 4.8 & 7.6\\\\\n", "\t Percentage & 2007 & 10.0 & 7.1 & 5.0 & 7.9\\\\\n", "\t Percentage & 2008 & 11.1 & 7.5 & 5.4 & 8.6\\\\\n", "\t Percentage & 2009 & 11.1 & 7.5 & 5.1 & 8.7\\\\\n", "\t Percentage & 2010 & 11.0 & 7.7 & 5.2 & 8.7\\\\\n", "\t Percentage & 2011 & 11.3 & 7.7 & 5.0 & 8.7\\\\\n", "\t Percentage & 2012 & 11.8 & 7.8 & 5.3 & 9.1\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 13 × 6\n", "\n", "| unit <fct> | time <dbl> | Austria <dbl> | Belgium <dbl> | Finland <dbl> | Sweden <dbl> |\n", "|---|---|---|---|---|---|\n", "| Percentage | 2000 | 9.7 | 6.3 | 5.1 | 6.8 |\n", "| Percentage | 2001 | 9.7 | 6.4 | 4.8 | 7.1 |\n", "| Percentage | 2002 | 9.7 | 6.5 | 4.8 | 7.1 |\n", "| Percentage | 2003 | 9.5 | 6.5 | 4.7 | 7.0 |\n", "| Percentage | 2004 | 9.4 | 7.1 | 4.7 | 6.8 |\n", "| Percentage | 2005 | 9.8 | 6.6 | 4.8 | 7.1 |\n", "| Percentage | 2006 | 10.0 | 6.9 | 4.8 | 7.6 |\n", "| Percentage | 2007 | 10.0 | 7.1 | 5.0 | 7.9 |\n", "| Percentage | 2008 | 11.1 | 7.5 | 5.4 | 8.6 |\n", "| Percentage | 2009 | 11.1 | 7.5 | 5.1 | 8.7 |\n", "| Percentage | 2010 | 11.0 | 7.7 | 5.2 | 8.7 |\n", "| Percentage | 2011 | 11.3 | 7.7 | 5.0 | 8.7 |\n", "| Percentage | 2012 | 11.8 | 7.8 | 5.3 | 9.1 |\n", "\n" ], "text/plain": [ " unit time Austria Belgium Finland Sweden\n", "1 Percentage 2000 9.7 6.3 5.1 6.8 \n", "2 Percentage 2001 9.7 6.4 4.8 7.1 \n", "3 Percentage 2002 9.7 6.5 4.8 7.1 \n", "4 Percentage 2003 9.5 6.5 4.7 7.0 \n", "5 Percentage 2004 9.4 7.1 4.7 6.8 \n", "6 Percentage 2005 9.8 6.6 4.8 7.1 \n", "7 Percentage 2006 10.0 6.9 4.8 7.6 \n", "8 Percentage 2007 10.0 7.1 5.0 7.9 \n", "9 Percentage 2008 11.1 7.5 5.4 8.6 \n", "10 Percentage 2009 11.1 7.5 5.1 8.7 \n", "11 Percentage 2010 11.0 7.7 5.2 8.7 \n", "12 Percentage 2011 11.3 7.7 5.0 8.7 \n", "13 Percentage 2012 11.8 7.8 5.3 9.1 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dat_trains <- subset(datl, geo %in% c(\"Austria\", \"Belgium\", \"Finland\", \"Sweden\") & time %in% 2000:2012 & vehicle == \"Trains\")\n", "dat_trains_wide <- spread(dat_trains, geo, values)\n", "subset (dat_trains_wide, select = - vehicle)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualization" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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PXF8aqJVl6+3dEAAF+h2AE4E7m5Sd26Ud24XopGGKIDgAxHsQNwCpJhuGp3qpvW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6AsUOkkh544rK5pUm9eCZg/83Hs/iTNOU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\nYII=", "text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "library(ggplot2)\n", "p <- ggplot (dat_trains, aes( x = time, y = values, colour = geo))\n", "p <- p + geom_line()\n", "print(p)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Triangle plot" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\n", "Attaching package: ‘dplyr’\n", "\n", "The following objects are masked from ‘package:stats’:\n", "\n", " filter, lag\n", "\n", "The following objects are masked from ‘package:base’:\n", "\n", " intersect, setdiff, setequal, union\n", "\n", "Table nrg_114a cached at /tmp/RtmpNiXU9L/eurostat/nrg_114a_date_code_TF.rds\n" ] }, { "data": { "image/png": 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QfcXPVFeSVTdFhIZeC/+x0X/2X+2+Py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"text/plain": [ "Plot with title “”" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "library(tidyr)\n", "library(plotrix)\n", "library(eurostat)\n", "library(dplyr)\n", "library(tidyr)\n", "\n", "# Some cleaning of the data is required\n", " energy3 <- get_eurostat(\"nrg_114a\") %>%\n", " label_eurostat(dat) %>%\n", " filter(time == \"2013-01-01\") %>%\n", " mutate(geo = gsub(geo, pattern=\" \\\\(.*\", replacement=\"\")) %>%\n", " select(product, geo, values) %>%\n", " group_by(product, geo) %>%\n", " summarise(svalue = sum(values)) %>%\n", " group_by(geo) %>%\n", " mutate(tvalue = sum(svalue),\n", " svalue = svalue/sum(svalue)) %>%\n", " filter(tvalue > 1000) %>% # only large countries\n", " spread(product, svalue)\n", " \n", "# Triangle plot\n", " par(cex=0.75, mar=c(0,0,0,0))\n", " positions <- plotrix::triax.plot(as.matrix(energy3[, c(3,5,4)]),\n", " show.grid = TRUE,\n", " label.points= FALSE, point.labels = energy3$geo,\n", " col.axis=\"gray50\", col.grid=\"gray90\",\n", " pch = 19, cex.axis=0.8, cex.ticks=0.7, col=\"grey50\")\n", "\n", " # Larger labels\n", " ind <- which(energy3$geo %in% c(\"Norway\", \"Iceland\",\"Denmark\",\"Estonia\", \"Turkey\", \"Italy\", \"Finland\"))\n", " df <- data.frame(positions$xypos, geo = energy3$geo)\n", " points(df$x[ind], df$y[ind], cex=2, col=\"red\", pch=19)\n", " text(df$x[ind], df$y[ind], df$geo[ind], adj = c(0.5,-1), cex=1.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Maps**\n", "\n", "Disposable income of private households by NUTS 2 regions at 1:60mln resolution using tmap" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Linking to GEOS 3.6.2, GDAL 2.2.3, PROJ 4.9.3\n", "Table tgs00026 cached at /tmp/RtmpNiXU9L/eurostat/tgs00026_raw_code_FF.rds\n", "\n", "COPYRIGHT NOTICE\n", "\n", "When data downloaded from this page \n", "\n", "is used in any printed or electronic publication, \n", "in addition to any other provisions \n", "applicable to the whole Eurostat website, \n", "data source will have to be acknowledged \n", "in the legend of the map and \n", "in the introductory page of the publication \n", "with the following copyright notice:\n", "\n", "- EN: (C) EuroGeographics for the administrative boundaries\n", "- FR: (C) EuroGeographics pour les limites administratives\n", "- DE: (C) EuroGeographics bezuglich der Verwaltungsgrenzen\n", "\n", "For publications in languages other than \n", "English, French or German, \n", "the translation of the copyright notice \n", "in the language of the publication shall be used.\n", "\n", "If you intend to use the data commercially, \n", "please contact EuroGeographics for \n", "information regarding their licence agreements.\n", " \n", "No encoding supplied: defaulting to UTF-8.\n", "\n", "# --------------------------\n", "HEADS UP!!\n", "\n", "Function now returns the data in 'sf'-class (simple features) \n", "by default which is different \n", "from previous behaviour's 'SpatialPolygonDataFrame'. \n", "\n", "If you prefer either 'SpatialPolygonDataFrame' or \n", "fortified 'data_frame' (for ggplot2::geom_polygon), \n", "please specify it explicitly to 'output_class'-argument!\n", "\n", "# -------------------------- \n", " \n", "Joining, by = \"geo\"\n", "tmap mode set to plotting\n" ] }, { "data": { "image/png": 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U5UbC519Cn5dwqzbnAbtSsa0TC3B73/cendu3eHDx/eNhdFr6aXuMVO+5Hl4MGD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tW9edmlT+nOrqakrY/fjjj6+99tqPP/5I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\njz766Pr164dvaWxsrK2tXbhwY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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "library(dplyr)\n", "library(eurostat)\n", "library(sf)\n", "library(tmap)\n", "\n", "# Download attribute data from Eurostat\n", "sp_data <- eurostat::get_eurostat(\"tgs00026\", time_format = \"raw\", stringsAsFactors = FALSE) %>% \n", " # subset to have only a single row per geo\n", " dplyr::filter(time == 2010, nchar(geo) == 4) %>% \n", " # categorise\n", " dplyr::mutate(income = cut_to_classes(values, n = 5))\n", "\n", "# Download geospatial data from GISCO\n", "geodata <- get_eurostat_geospatial(output_class = \"sf\", resolution = \"60\", nuts_level = 2, year = 2010)\n", "\n", "# merge with attribute data with geodata\n", "map_data <- inner_join(geodata, sp_data)\n", "\n", "# Construct the map\n", "map1 <- tmap::tm_shape(geodata) +\n", " tmap::tm_fill(\"lightgrey\") +\n", " tmap::tm_shape(map_data) +\n", " tmap::tm_grid() +\n", " tmap::tm_polygons(\"income\", title = \"Disposable household\\nincomes in 2010\", \n", " palette = \"Oranges\")\n", "tmap_mode(\"plot\")\n", "print(map1) \n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Disposable income of private households by NUTS 2 regions in Poland with labels at 1:1mln resolution using tmap" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[1] \"Let us focus on year 2014 and NUTS-3 level\"\n", "[1] \"Download geospatial data from GISCO\"\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n", "COPYRIGHT NOTICE\n", "\n", "When data downloaded from this page \n", "\n", "is used in any printed or electronic publication, \n", "in addition to any other provisions \n", "applicable to the whole Eurostat website, \n", "data source will have to be acknowledged \n", "in the legend of the map and \n", "in the introductory page of the publication \n", "with the following copyright notice:\n", "\n", "- EN: (C) EuroGeographics for the administrative boundaries\n", "- FR: (C) EuroGeographics pour les limites administratives\n", "- DE: (C) EuroGeographics bezuglich der Verwaltungsgrenzen\n", "\n", "For publications in languages other than \n", "English, French or German, \n", "the translation of the copyright notice \n", "in the language of the publication shall be used.\n", "\n", "If you intend to use the data commercially, \n", "please contact EuroGeographics for \n", "information regarding their licence agreements.\n", " \n", "No encoding supplied: defaulting to UTF-8.\n", "\n", "# --------------------------\n", "HEADS UP!!\n", "\n", "Function now returns the data in 'sf'-class (simple features) \n", "by default which is different \n", "from previous behaviour's 'SpatialPolygonDataFrame'. \n", "\n", "If you prefer either 'SpatialPolygonDataFrame' or \n", "fortified 'data_frame' (for ggplot2::geom_polygon), \n", "please specify it explicitly to 'output_class'-argument!\n", "\n", "# -------------------------- \n", " \n", "Joining, by = \"geo\"\n" ] }, { "data": { "image/png": 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xx7aUlap/eG+LoHeslzKhubNAZfT7f27XUtuiBv9z58OrxRhAjlqjAhTg6rjnvG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VovE4i8jTPwNAJEFtFujzQJ+L2iwQS4Hx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\nIojwgeTt3VQHYt+eNN11fT0wMKpK093TrcAgibKvk+nngK6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ceHg4QRCWLTQVTwAAIABJREFUcWMWSUlJHTt2JAiittosA1qtn+5nzpyp\n8r0qISHB+nNycrK/v3/l/rsOHTrQ6XSlUhnwHwcHh7qHxldRR8wAAB6PZ02ALJMc635xGhdP\n3TFYWLKWtLQ0y0O5XG79uaECAgKYTObdu3ctD1Uq1fjx4+/evWtLGHWr4/br/nNqtEOHDp0/\nf37nzp2VszoAQGBgoKen58WLFy0PSZK8ePGiZX27OnzwwQdHjx498p8RI0ZEREQcOXLE2gP+\nnAoLC1VaPeEfBxj1t7Y2GF7rxDZQFEZ0eQk9/BOvSNxe4Cmx2HOwmxY7tVptmaBgMBgSExP3\n798vFApXrFhRuYxEIpk3b97ixYtjY2PNZvPPP//s6OhoWd8VAJCZmbl3794BAwbcu3fv/Pnz\nH3zwAQDA2dn5pZde+vbbbz08PPz9/S9cuHD27FnLfMnaatNqtQwGY//+/VOnTv33339/+eWX\n0NDQtLQ0tVrN5/MRQmlpafv27RswYEBSUtL58+dnzJhROUhHR8dRo0Zt2LCBw+F06NAhPT39\n008/HTZs2IIFC2x8KeqIGQAQHh5+9uzZ119/nU6nf/3119b2ntpuh8vlNiKeumOw8PX1DQ8P\n37p1q7u7O4fD2bp1q6XhrREcHR1Hjhy5ZcsWoVAoFot37txZUlLSoUMHBweHesOot+babr/u\nP6fG0el033777YABA0pLS63zfuh0elRUFIRwxowZ69atc3Z2Dg0NPXbsWEFBwZtvvmkp8+DB\nA51OZ+ndfvz48e3bt2k0Wrdu3UQiUeUs3MnJqaSk5DmDrAwhlJeX5+fnx/PvR2aeB2ZjU9UM\nCDqAEK9ObAvaILwicTuDF7HDnoPdJHapqalvv/02AIBOp3t5eb322mvvvPNO5SmEAIDY2NgV\nK1bs2bPnq6++YrFY4eHh27Ztsw7MmjRpUkZGxtatWwEA48ePnzp1quX4ihUrNmzYsHTpUpVK\n5evr+8knnwwdOrSO2rhc7qpVqzZv3vzrr79GR0evW7fu6tWr69evX7Nmzfr1641G4/z585OT\nk7ds2QIAeOWVVyxhV/bxxx87Ojp+9tlncrlcJBKNGjVq9uzZDXo1aosZALBkyZIVK1bEx8c7\nOzu//fbb0dHRlibGOl6cxsVTRwxWX3311YoVK2bMmOHs7Dxt2jQut/HzvBYvXkyj0T777DOj\n0di5c+cdO3ZYBp/ZEkbdarv9uv+cGicjI6OsrOzYsWPHjh2zHnRycrpy5QoAYNy4cRqNZvfu\n3TKZLDQ0dPv27dYO4pUrV1oXi7H8DXM4nFu3bj1PMDaybM4RGBjI9u9HZl0EZBN93ji4AoDX\nOqkfEdafCOxFXt1MdSBYC8ItdthzgHUs39Ac9u7dazQa6x6B3hxiY2PffffdJlnoC8PaITqd\nHhgYyDCUotxroCneNKB7J+gSalzfG5gM9Zdutwg6Y9ZhyGCQZ9dSHQrWcuALs2UMz8LCQqoD\nwZ7XzZs3mUxmC+ce9jrGDsOwlmQymbKzs80cd+gV0wTVsfhQGIQIOmPucVrsVMCsa+Zve0aL\nfhW6+uMVidsbvO0E9jxwYodhmE3+23DMB3p0ea6KOEIiYIC6vCI1NbVQYyb7v8/88Axt6GLI\nc22iSNsKNp8WNwtJk4G6iOpQsJaFx9hhz8Fuxtg9J+uemxiGNZplwzF//zBoMqDSejaIqxHk\niaBvb4VKk5+fjxCSyWRlZWUCgcAtciwrehz54LT58g48o8KC1nc64DiiMz9SHQjWwiBg8Uwm\nBdVhYPaqvSR2GIY1CcuGYz4+XaDZgOTZDToXOvlCrx6yMrlUKrUetOxrp1Ao+Hy+e8hATsRw\nMv2q+dI2JG3XaxdDJy9ajwko/Tww6amOBWtZLAdA0HGLHdZoOLHDMKxhLBuOicXdgcmA1NL6\nTwAAAABdgoFHVGFRUeX9nStTq9VqtZrL5bp5RvGnH0B5CeZL28jMf5oucHtCe/EDgEiU9DvV\ngWAtju0IALCsZoBhjYDH2GEY1mBlZWUlpTLo8wLg2jQwDrp3Ah5REomktqzOSqfT5eTkZGRk\nKPn+tEnbGW/tJkLjAIB1n9XGQO8uRMfBZNJRAPCKxO0OZAkQQpV3GMewBsGJHYZhjVFUVCST\nKwi/PoDlWFc5CKFXd+Qanpubq1Qqbaxcr9dLJJL09PQyrg/t9U2MWYeJLiMB0U56GCB90AKg\nKwOZV6mOBKMCB0+JxZ4LTuwwDGuk+jccgwT0iSUd/bKzs6tsqWwLo9EolUpTU1NLgCMcuZox\n9zit5yTAsHUjYDtFdBoCfbqSt/CcifaKhRM77LngxA7DsEaybDimNZKEf19AY1Z9msYg/ONM\nHFFmZqZlM7TGMZlMxcXFqamphTqABs5nzjtFi5sNOILnCr3VojFoA94DZVlA9pjqUDCK4LVO\nsOeDEzsMwxoPIZSTk6NHLMK/7zNdpXQ2ERBvoDtmZmYaDE2wtwRJkjKZLDU1VVKmMce+zZx3\nkjZ0MXQU1X+mXaH1nAydvMmb31MdCEYdtiOeOYE9D/sYs0Kn0wmiwTmo2WzG408xrLmRJJmd\nnR0YGMjwiUW5VwFCgOlA+MeVm2nZWZlN+2/wmbVRIkZzol8lH5wyX92FSjOb8CqU4TrT+k5D\nkrtAJ6c6FIw6eNsJ7PnYQWJHo9E6dOjQiBO1Wm1WVlaTx4NhWBWWDccCAwNpXj2QLJ3w66su\nN+blZZFkc03qtKyNwufz3YIHcC1L313diSSJzXS5lkHvPxsw2OjePqoDwagE2QKTGid2WOPZ\nQWJnaatDihxgbkjrNMeZIGoZ0I1hWFMzGo05OTkBAQGEwFeuUBQUFCCEmvuizyx99/ZelJdg\nvvYDmXYZgGa/dJODLv5Et7Ho0SlgMlIdC0YpBgdCLdVBYHbMDhK7JxAJUEP6dBDZzpa+wjCK\nlZeX5+TksNlsmUzWkte1LH3HZrNdXf0Fr2+iFaeZb+wlk08A0p5GYtAGLQBmI0r5i+pAMIqh\n9HPuHV9WqVR4pB3WOHjyROMdOXJk5MiRVEeBYa2IVqtt4azOyrr0nZzhRrz8CePd34luY2uY\nq9sqEQE9iNB+5L2fqQ4Eox5KP0dTZHt5eVEdCGav2ldiN3LkyP79+1deT+vBgwfR0dHNd8Ur\nV67k5OQ0X/0YhlVmNBoLCgrS0tJKzRw4bBnj/RO0F94ETAeq46qPsy8AADr7UR0H1gogkryz\nh8dmCoVCqkPB7FL7SuwAAGazefPmzS12uZ07d2ZnZ7fY5TAMAwCYTKaioqLU1NRCjYmMe485\n/wxt6GLId6M6rlqR9w6bT30BQwfBmDepjgVrBTQlKPk3Dw8PJtM+mpyxVqXdJXbTpk07evRo\nSkpK9aekUuncuXP79u07cODAjz76SC6vYcWBhISEsWPHxsTETJ8+vXKXU1JS0htvvNGzZ89+\n/fqtXr3aaDQCAN55551///13wYIFS5cura0MhmHNxLL0XVpamqRYboocy3j/BH3UZ9CllbaK\nmW/uN/2+HHp3g3EfUh0LRj30+DIseeTt7Q0hHi2ONUy7S+x8fX0nTZq0Zs2aKgsxIITmzJkj\nEAhOnjx56NChkpKSFStWVDnXZDJ9+OGHffv2vXr16ty5cw8dOmQ994MPPujatevly5cPHDhw\n8+bNn3/+GQCwa9cuHo+3YcOGzz//vLYyGIY1K8vSd+np6TkSqSFkIOPd3+njN0NxJ6rjqgGZ\n+Kfp0ALo5Eu8uAw0fOVOrG1B6O4+Lh24uLhQHQlmZ9rdewdCaNasWcXFxUePHq18PCkp6fHj\nxx999JGDg4NQKJw5c+bly5errJifkJBQVlY2ffp0FovVpUuXQYMGWY5DCA8fPjxnzhwWi+Xl\n5dWnT58HDx5Uua4tZTAMaz5qtfrx48eZWdlazyjGtP2Mt3YToXFUB1UVmXqxYv+7gC0gBq8G\ndNwN176VK1DSEZFIxGa38f2RsabV7hI7AACHw1m4cOHGjRsrd7ZKJBIXFxcnJyfLw4CAAJIk\nCwsLK59YVFTk5OTk4PBkILa/v7/1qcTExLfffrtfv379+/f/7bffatxDyZYyGIY1K8vaKBkZ\nj5V8f9rrmxjTfyG6jASwFb0Topw7FXumIQCJoZ8CJo/qcDAqoewboOA+7pDFGqQVvZ21pMGD\nB3fq1Gnjxo11/2upsoyQ0WisXF6v11t+yMjI+OCDD8aNG3fhwoWLFy+++uqr1auypQyGYS3D\nsjZKRkaGgu1Be+VT+vhvqI7oGUiaYvrpTVSuJoZ9AhxcqQ4HoxL692c2rHBza71Tf7DWpp0m\ndgCAjz/++K+//kpOTrY89PHxkclk1ja8rKwsgiDEYnHlU9zc3BQKhU6nszy0Tnd98OCBQCAY\nNWoUjUYDACQlJVW/nC1lMAxrSQaDIT8///Hjx0RIX+gZTnU4z0CyHNOPb6AyCTHo/4CTD9Xh\nNJkJ/ztDG7dNItO0tsvVXdLybKFC19QB2sCgQfd+dnNz43A4FFwds0PtN7Hz8/N74403tm7d\nannYuXPnkJCQjRs36vX64uLibdu2DR48mMt9ZlOyqKgoDoezY8cOrVZ7586dq1evWo6LxWKl\nUvn48WOtVrtt2za9Xl9aWmp5is1m5+TkaDSaOspgGEYhvV6v0WhoPSZSHUhVSF1c8dNbqOAB\nMWAxcKcg79x/OY02bhtt3LbTCXk1Fvjwx2uWAiZzc20K3Ep09Xcd3NWHxaBRcnVUcB9I7uIO\nWcxG7TexAwDMmDGDxWJZfoYQfvXVV4WFhQMHDpw4cWJYWNjq1aurlHdwcNi4ceOlS5fi4uJ2\n7Njx5ptvWnbDjImJGTt27OTJk0eOHMlgMNasWSORSObOnQsAGDdu3DfffLNo0aI6ymAYRi2Z\nTEZ0Hgp5ra/TU6+q2DeTzLhG9HkP+HSnJAQaAX+68Kj6cZOZ/OVqOo1oF6nG4tFRfy9/ydmB\nRVUA6N8DLLLc3d2dqgAwO2I/e8U2hT///LPyQxaLderUKetDf3//HTt21F1Dz549f//9d+vD\niROffMtfvnz58uXLrccvX75s+WHOnDlz5sypuwyGYdRSq9UGkwe921jz5XreAShQoTf9Oo/+\n0gqix1sk0wE8vtTC1+8R7P7HrSyF1uD0bFpzKiGvWFkeFeD6bxbufGh+FeXo3wOusbM0Go1W\nq6U6GqxVa1+JHYZhWI3Kyso8ur9mvvYDMLe+nddJs+nYKlq5ihY7FXFdUNLR+k9pOkOifG+k\nFR28/njGoI6Vj+++mOrrygsVO1VJ7G5lFK87eu9qilSlM4qFDn3CPT8Z38PfnV9j5Tkl6tUH\n75y5n1eiLHfkMmPDPJaNi+4R/KRdaswXJ/+4lSXZ+caKX24dv5Ot0BoC3B3fH9Fl1pBONtZQ\nmaHCvPlE0v7LadnFahKhAHfHyXGh81+OJGrq3yQReu2r07/fytw9d+CkfqET/nfm4LWM/O/f\n8HDiAgCKFOWfHrrz191sqVwn4DJf6OD58dhuMTVdtAkhaRLMueHl1T0jI6PKOqwYVhlO7DAM\nw4BcLheJOhAdB5NJf1EdS42Q+cwGoJPTBs4DbD66vbvFLtwt0C3A3XH3hUeVEzuF1nD8Tvbc\n4RG5pc/MNribWRL/f78L+ez3R3TxcOJkFqm2nkw+cz8veeN4F37VxdjySjW9lhzRGUyzhnTq\n5CPML9NuO5nc//9+P71yZJ8OngAAy5i2Mev/7t/Z68iioSRCnx66M2fnZQadeGdguC01VPbu\nd5d/uvBoQt+QWUM6QQhPJeQu3nsjp0S9eVrf6ne9cPeN325mfjn1hUn9Qqs8VaIqj116RKE1\nzBzcqbOvMK9Us+3Ug7j/+/3v/3sprqO4elVNCCUeZrp3EIlEUqm0WS+E2TW7SewgXwwAasAJ\nBI1makh5DMPaMZIk5XK5sNfk1prYAQCA+doPSK+mD/8YMB3Qta0tdt2p/cNWH7ydWqAIEz9Z\n6fPg9ceGCvOUuLDPjtytXPJ2enFHH+FXb7wQ1+lJiuMl5L2/68ovVzPmDOtcpdoVv9wqVpYf\nWTh0VM8Ay5FRPQIi5/+6eM+Na2vHWIsFegg+n9zryXUXDPF856e1R+5aEjsba/gv5ozYUNG+\neS9aHs4Y1HHBT9dzS9VmElUZKbj1ZPLG4/c/eqXr/Jcjq78aq369nV+mvbZ2TPegJ0uQTOoX\nGvHhL4t2X7+5flx9r+XzqdCjO3td+s1Tq9UaTQvNLMbsjv1MnjCqkV5p+3/AZMATiDAMs51M\nJoOeHaF3F6oDqQt595Dp0ALoGkIM/LjF3sCn9g+DEOyuNIViz4VH0YFunX2FVUrOGtLp9hfj\nLFldhZnUV5g7ejsDALJLVFVKIgT+uJUlcuK80iPAejDc2zk21OOftCKZWm89OL53sPVnAZfZ\nJ9wzu1gtletsr8GCQSNySjXFynLrkQ1vvnDooyFVsrrjd7I/+OHqlLiwdZNjq78UCIHD1x93\n8XPxdnEoVOgs/zHoRGyYx53HJRp9s/fjo5JU9Piil5eXZeUsDKvOblrsSMktYGzIFxS3DibH\nkGYLB8OwtsZoNKrVaoeek0ySRKpjqQv56Lzp5zn01zcRQ1aSZz4FpKm5r+jvzu/XUbzvUtqa\niT0JCDMKlTfSija93afGwvsupe06l5KYI1Non26uYzJX7T8pVOiUOmO3IK8qX8BDvZyuPpKm\nSZWx/3XdhvzXTGjhJXSwnA4AsLEGi9Xje3zww9Ww935+uYd/fGevQZE+lqoqu5dZMnnjuV6h\nou/f7V9jy0CxsrxUrS9V672m1dAbnluqsSSyzQol/c4QdRSJRAUFBc19Lcwe2U1ih2EY1txk\nMhk/fBB0/BqpiqiOpS5k9u2KvdMZE7cQw9aQZz4BxmZfOPetAR3e3Hz+7H3J4K4+ey+mMmjE\n+L41fHNe9vPNdUfvdQ9y+/rNF/xFjiw67WFe2fRtF6uX1BoqAAAOLEaV4xwmDQCgq9T0xWU9\n8zllOUWpNfA5DBtrsJg7PKKzj3Dz30m//ZO171IahGBolO+W6f383J5O7Jj6zTmtoSI5t0wi\n09Y44UOtNwIAuvq7rp3Us/qzYmdu9YNNj6wAZhNCuMUOqxlO7DAMw57QaDSGChM9+lXzhW+p\njqUeqOBBxU9v0SdtI4Z+Sp5dA3Ty+s95DmN7Bc39/spPFx4NivTZdzlteLSfa7XJEPoK86bj\niT6uvHOrX+Gxn+RbKp2xxgotBSzpXWVavQkAwOMwKh15poxSZwAACPls22uwio/wio/wMlSY\nr6ZI911O23spdfDqP5M2jmfSn3Rq9wwVzRnaeewXp6ZsOnvx01HVV+njs5mWH4ZE+dZ4Xy0A\nenVDjp6laWlUBYC1cvYzxq4ppKSkvPPOO7GxsXFxcYsWLapx74faypSWls6bN69v374DBw5c\nu3atyWSq+3gTSkxMHD58+NSpUysftOW6KSkp06ZN69WrV3x8/NKlS2UyWePuEcPaD5lMRot+\nFdApW4rWdqg0y/TDFCSXEENWN/e2Y1wWfWyvoON3cq4+kmYXq9/oH1a9TKFcV240RQe5WbM6\nAMClhzV3F3o4cYU81iOJHD3bSZsikUMIwip1vz7KfyZnzZAqAQCezlzba6iCxaAN7OL943sD\nZg7ulFGoTMh++kGw6934l2MCFo7qej218JODt6ufK3LiuPLZj/LllTuaAQAlqvLqhZsFhLDD\nsLKysipbmWOYVTtK7Ewm0+zZs7t27Xrx4sXffvtNpVKtWrXK9jKLFi0iCGLfvn3ffvvtnTt3\ntmzZUvfxRkhISLh27VqVg4cPH164cGFQUFCV4/Vet7y8fPr06R06dDh69OjWrVszMzPXrFnT\nuHvEsPZDoVCYWXyi8zCqA7EJUpdU7H4HFTwgBiwC7jUkW03ozQEdtIaKFQduufLZw6P9qhcQ\nOXEgBDnFauuRhOzSvRdTAQB6Yw3fEkf3DJTKdcduZ1UufyujKL6zd+XFkH84/3TSRlqB4vbj\n4jCxk5sjx/YaAAD/pBX5zNiz91Jq5YOWFewYtKqfg6vH9+ge5Pb50XtXUmpYVWTcC0H6CvNX\nfyRYj5SoyrvOP/jy5yeqF25y0DsaOXqWlJS0wLUwO9WOEruioiKZTDZmzBgWiyUUCocNG5aS\nkmJjmaysrDt37ixbtszPzy88PHzOnDlHjhxBCNV2vEGBkSR56tSpSZMmLVy4sPq5NBrtl19+\n6dz5mZUCbLmuRqOZPn36/PnzxWJxeHj46NGjU1NTG3GPDboXDLN3lnVPaL2mAGAn0+rLlRV7\nZ5KP/yH6vA+8uzXfdfqGewZ5OF5+WDC+b0j1ZAgAwGHSh3fz+zerdPaOS79ey1j5y60XVx77\nbnZ/Oo04cS/3l6vpVbpNV70e4+HEnfrNueU/39x7KfXTQ3eGfXqcx2ZsePOFysUMFeaXPz/x\n3ZmH2089GLbmOELg/17t3qAaAADdg9yEPNaMbRdnbr+07VTy9lMPpm29sP3Ugz4dPLv6V91K\njkEj9s57kc2gT9l0tkrLHABg5Wsxvq68z4/ee2fLhT0XU9cdvddj0WGZWv/+8OafTw0JGD5c\nJpPh7hSsDu0osfP09AwJCTl48KBOp5PL5adOnYqLi7OxzMOHDz08PFxdn/z7j4iIkMvlBQUF\ntR23MSSNRrNnz55hw4Z9//33EyZMOHnyZJ8+VSeajR492tm56jQrW67r5ub2xhtvEAQBAMjP\nz//zzz/79+/fiHu08V4wrM2QyWTALQj6RVMdiM0qyk2/ziMfniZ6vgOC+jXfdd7o3wEAMLWm\nfliLXXPiJ/QN+e1m1uwdl66lFv6+dNjQKN/l46IVWsOCn66ry59J7MRCh3/WjR0XG/TThUfT\ntl7cejI5vrPXjc/HdvFzqVxs64x+wZ6CTw/d+fDHq1wm/cf3Bkz4b96GjTUAAOg04sIno2YP\n7XwhWbJoz42P9/9zL7Pk0wk9/lo+osbZr6Fip41v984r1czYXnUPN3cB58a6sbOGdDqXJJm+\n7eKXfyREBrhe/mz0i5Hetr6OjQV9upMO7jUOIsIwK9jCTTJ79+41Go09e9Ywn6g2DAYjLCyM\nTDvRoOVOoFsHvWPI48ePKx/MycmZPn26Zc3ubt26bdu2jcutOompxjL79+///fffDx06ZClj\nMBi6d+9+4MCB+/fv13i8cgObRCJZv359WlpaQEDA8OHDBw4cKJPJcnJyBALBzJkzu3bt+uab\nb9b7guzYsePatWt79uyxPKwtnioNe5bbGTVqlNlsfu211z7++GNLntege6xeJ4a1eb6+vrz8\n26ZD86kOpEEgbchHtJ6T0cO/UErrXWbZdpaNvHJ2TPF24VEdSysACWLQ8lIDvbCwkOpQMFvd\nvHmTyWROmTKlJS/ajlrsDAbD3LlzX3755Rs3bpw7d87Z2XnRokWNKGNV2wLIVY4XFRVNmDDh\nxx9/HDVq1MmTJwcOHPjmm2+aTCalUgkAiIyMDA2tumVN49QYj1gsPnz48DfffHPv3r3Vq1eD\nJrpHDGvbZDIZ0SEeOnlRHUiDIPOpL83nNsGOI2D0ZKqDwZoY9InBzXV2x9/fv+Uv2o6WO7l+\n/XpJScm7775LEASPx3v//fdfeeWVsrIyoVBYbxlnZ+eysjJrMcv0Umdn59qOV75udPSTDh2x\nWDx06NDKT+3YsWP37t3Dhg0bMWLE1KlT/fxqGI9cI1uua8FgMIKCgoKCgpydnSdPnjxv3rz7\n9+836B5tDAnD2hKtVqs3GBkxr5vPfE11LA1jvvYDqCinDV0CGBz0z06qw8GaCCRg+LBSPLrO\nrnTu3LmoiIIVMdtRix1JkpX7nWv851FbmU6dOhUXF1sbwBMSElxdXcVicW3HbQypS5cuGzZs\nOHr0KIfDmThx4rx58zIyMmw50ZbrXrhwYezYsSRJWh4yGAwAAISwofdo471gWBsjk8loUaMB\ng0N1IA1mvnXA9Odq6BUFHKoONcPsFZ0FHNzw/rCYLdpRYtetWzcajbZ9+3a9Xq9QKHbs2NG1\na9fKzXV1lPHz8+vZs+eqVatycnKSkpK++eab8ePHAwBqO94gYrH4o48+On36dExMTFJSUpVn\ni4uLi4qKtFptRUVFUVFRUVERSZK2XDciIqKgoGDdunUSiSQtLW3Dhg2RkZHOzs4NvUcMa58U\nCoWJziW6vER1II1BJh4HpAl6RVEdyHM58OEg8+HZeIAdAABUlANFroND1T3QsFaLwuHp7Wvy\nRHJy8oYNG1JTU5lMZnR09KJFi0QiUZUTaysjk8nWrFlz+/ZtDoczdOjQDz/80DIRobbjTSU2\nNrbKt7SzZ8+KRCJbrpuYmPjVV189ePCAy+XGxMQsXrzYci8NvUcMa59EIpEroavY8goA9rfu\nD2PGQQAq0LWtVAeCNQ3Y8SW9f3yVDzWsdbJmdefOnSsoKGjhyRPtK7HDMAyzHZ1ODwsLM/88\nm3x8g+pYGoz+8moiLI48sYzqQLAm4hJE9F/w6NEjPMyulavcVkdJYofbYzAMw2pmMplUKhXR\nYxLVgTQGWfAQsBypjgJrOmVZwKjFvbFYvXBih2EYViuZTEaE9IEu/lQH0mBI+hAQNDx/ou1A\nJCpO5fP5VMeB1aU1rPxqB8udWJZSI0IauHUjBAyTuVkCwjCs3dDpdOXlembM6+aT66mOpWFQ\nURogTVDcFaWfozoWrIkUPeR5NP/GZVhjtYasDthFYmcZBYgeHgcGdb2FnxJ1NLl0aK6YMAxr\nN2QymXfXV8wXtgCDXS02YTKgkkzgFgpwYtdWoKKHdDqNzWbr9XqqY8GqaiVZHbCLxM4CSe4C\nTbHt5SGTi4S1bmiIYRhmI6VSKRKJaF1fMd/cT3UsDYOkD4nQfvY3oRerTbkCqKR8Ph8ndq1N\n68nqAB5jh2EYVjeEkFwuJ2LGA2hnb5hImgLYAqqjwJoSKnzI4+GF/bC62Nn7FIZhWMsrKysD\nzj5ESB+qA2kY0jJ/gisg2kTYAAAgAElEQVSsvyhmL4oecrlcGo1GdRzYU62quQ60w8QuMTFx\n+PDhU6dOrXywtLR03rx5ffv2HThw4Nq1a2tcJSglJWXatGm9evWKj49funSpZStVy/F33nkn\nNjY2Li5u0aJF1h2abamzOe6ljuNWGRkZM2fOjI2N7dev36ZNm6xrGSKEtm/fHh8f37179+nT\npxcUFLTYvWBYa2YymZRKJdFjItWBNAwqTAWkGXh1pToQrMmg0gxoNuJFT1qP1pbVgfaW2B0+\nfHjhwoVBQUFVji9atIggiH379n377bd37tzZsmVLlQLl5eXTp0/v0KHD0aNHt27dmpmZuWbN\nGgCAyWSaPXt2165dL168+Ntvv6lUqlWrVtlYp+0SEhKuXbtm473UdtxKr9fPnj3bw8PjyJEj\nX3/99YkTJ/bu3Wt5as+ePcePH//666+PHDkiEom2b9/e5PeCYXaqtLSUCOwF3UOoDqQhTAZU\nmgXd8GjjNoQ0oZI03BvbSrTCrA60t8SORqP98ssvVX4TWVlZd+7cWbZsmZ+fX3h4+Jw5c44c\nOVJlQw6NRjN9+vT58+eLxeLw8PDRo0enpqYCAIqKimQy2ZgxY1gsllAoHDZsWEpKio111osk\nyVOnTk2aNGnhwoXVz63xXuo4bpWcnCyTyZYtWyYWi7t37z579uxDhw4BABBCe/bsWbZsWVRU\nlJ+f35o1az755JOmuhcMs3d6vV6nK6fF2NkGykj6EAq8qI4Ca1JFKTixw+rQvhK70aNHOzs7\nVzn48OFDDw8PV1dXy8OIiAi5XG7thbRwc3N74403LBun5ufn//nnn/379wcAeHp6hoSEHDx4\nUKfTyeXyU6dOxcXF2VhnHTQazZ49e4YNG/b9999PmDDh5MmTffpUHdxT473UcdzKaDQSBMFg\nMKy3lpOTo9frJRJJcXFxaWnpsGHDYmNj58+fX1ZW9vz3gmFthkwmI7q8BDhOVAfSAEj6ELDx\n/hNtCipMYjKZLBaL6kDau9bZXAfaW2JXI4VCIRA8nThm+Vkul1cvmZOTExUVNWzYsPDw8I8+\n+ggAQBDE//73v7///rtnz579+vXTarWW47bUKZFI5s6dO2TIkFmzZh07dkyr1ebm5l65ciUx\n8f/bu/O4Jq69YeBnhiTsJIGwBW2gUHADRKWI1bogCqIVr11EAfvcW6+1llJbN0qLgjyIFWyl\ndXv1/VjcSq9I31dbt8LT663dlVJkKauAEEjIJEAIS0Jmnj+mTSmbCUtC4Pf9K3NmzszvjAi/\nzJylMDg4+Pvvv09KSrp8+fLq1atHt5/srFmzmEzm2bNnSZJsa2vLysqiKKqtrU0kEuE4npub\nm5mZmZOTQxDEvn37dLo/AExsbW1tSgo38Qs3dCA6IBtLEc5AFkN92QNGRkEgRTM8tDOscZvV\nIUjsBkMvd9EHn8/Pzs7OyMjIz89PTExECHV3d8fExDz33HPff/99Xl4el8vdvXu3lucUiUQR\nERFnz54NDw+/efNmUFDQyy+/TPfRRgj5+vp6enqOdrMQQsjGxiY1NfXixYv+/v7h4eH+/v4I\nIQaDQVEUSZIxMTEODg7Ozs5vvvnmnTt3BpstacD7A8DE9ue8J7jRjEmkmn5DpBo5+xo6EDCa\nqKYSWFvMgMZzVoeMaILiscPlcul3jjR6uOuAbzOZTKa7u7u7uzuXy42MjIyNjf3111+bm5tf\ne+01HMetrKzeeOONtWvXSqVSbc45d+5c+gOfzw8JCem969SpU5mZmaGhoWFhYdHR0QKBYPSa\nixBCixcvzsvLa21ttba2/uGHH0xNTTkcDv2y1cbGRhMVRVESiUT7+wPAhCeVSu29vHCvpWRp\nrqFj0Y6qiyJqMAcvqurfhg4FjB5RiYXbIhzHSZI0dCiTzjjP6hA8sUMIzZw5UywWNzU10ZsF\nBQU8Ho/P5/c+5uuvv16/fr3mvxDdQQ3DMJIkew8j0MwDos05h+Dj45Oenp6Tk2Nubr5x48bY\n2NjKysoRNPEvVCrV9evXFQoFm83Gcfzu3bu+vr44jru4uFhbWxcXF9OH1dTU4Dju4OAwwrYA\nMJGo1erW1lYTo5r3hGoswdhTDB0FGE1UcxmOSAsLC0MHAsajyZXYicVikUikUChUKpVIJBKJ\nRCRJCgSCgICA/fv319bWPnjwICMjY8OGvgPfvL29hUJhampqfX19eXl5enq6r68vl8udM2eO\niYnJyZMnu7q6WlpaTp06NXv2bFtbW23O+Vh8Pn/nzp23b9/29/d/8OCBNm0ZolyDyWQeP378\ngw8+kEgkX3755aeffrp582aEEIvFWr9+fVpaWklJSXV19ZEjR8LCwlgs1qi0BYAJQyKRYIK5\nGH+moQPRFiUsQeaw/sTE0qOkJFXQzU7/xv/jOoQQpud5K86fP69UKgMCArSvwmQyvby8yFv7\ndVsr1mtFl/vKqqqq3oWBgYHt7X9Zxjs3N9fR0ZEgiOTk5J9//tnc3DwkJGTHjh30ANjeCgsL\n09LSiouLLSws/P399+zZ4+joiBAqKipKT08vKytjsVhz587dvXs3Xa7NOUdisLYMVt67pKys\nLDExsby8nMfjbd26dd26dXR5d3f3+++/f+PGDbVaHRwcHBcXR0+DOdZtAcC4uLm5mVd81XN1\nn6ED0Qo2dTbzvzLJL+NQV6uhYwGjBvMMVnquqqioMHQgk8gwsrq8vDyhUBgVFTUW8QxmciV2\nAAAwctbW1oIpzqoPQygFYehYtMA0Z+39jvz1Mqq6Y+hQwOhh8/Hl75aXlyuVSkOHMikM71md\nQRI7eO4CAAC6kcvlSjXC56w3dCBawSxtUY8SczKad8dAK62NqLMF3saC/oxmVCzm7EN1t+lQ\ngTMVpuQAAIwRgiCc/F9Sf3cWqVWGjmVIFlzGpuNdamTmOIPiTEEt9YYOCIwWihKVWNnO6j1r\nARgjRtG1TsMIEju6Oxfm8zdd0zSmWj0W8QAAgEwmc3Schk9fThbdMHQsgzO1ZG460WXh+LC6\nesqUKTZ+G8l/H0awHuCEISq1emI+hum7S9VkY1xZHTKKxI4e1Kn6eA0lrdO+lskzf1cu+OeY\nBQUAmNRIkpTJZLbzo8ZvYscwZW74SGn7ZO3DhyRJNjY2Wj31FOa2kKr+xtCRgdFBiUtxDFlY\nWCgUCkPHMmEZXVaHoI8dAAAMD0EQGH8m5uJt6EAGguGMdSk9fJ+amhp6fk2VSiUWi7FZ64xr\nrVswFGUHktZAN7uxY4xZHYLEDgAAhkepVMrlcpOAcThZMcZYnUB5Lq2pqVGp/uwCSBBEZw+F\n+RjHmA+gDUpUAokd6GPSJXaFhYWrVq2Kjo7WslyjsrJy69atgYGBzz777NGjRzV9GiiKOnny\n5NKlS+fNm7dlyxahUEiXSySS2NjYRYsWBQUFpaSkaBalGOu2lJaWvvLKK/Pnz1+6dGlcXBy9\nAlgfK1as8O5l7969fQ5ISUnx9vZW/9FJUQ9tAcAYEQSBz1iB2Tg+/lA9MgnegXzX1tTUdHd3\n9y6nKEooFCKXOZjzuHzKCHRHiUrMzc0ZDCPoVWV0jPRxHZpsiV12dvauXbvc3d21LNfo6ura\ntm2bk5PTlStXjhw5cv369fPnz9O7zp0798UXXxw5cuTKlSuOjo4nT56ky3fv3o3j+IULFz7+\n+ON79+4dO3Zs2GEXFBR8++232sTc2dm5ZcuWadOm5eTkHD9+vLq6Ojk5uf8J5XJ5enp67h/e\neeed3nuLioquX7/eu2QU2wLARNLe3t6tUuNznjd0IH8yWfgPfH50XV1dZ2dn/72dnZ1SqRSb\n/RJimOo/NjD6ZLWoWw4P7UBvkyuxMzExycrK6p+GD1auUVRURBBEfHw8n8+fN2/etm3bLl++\njBCiKOrcuXPx8fF+fn4CgSA5OTkpKQkh9PDhw3v37sXHxwsEgunTp2/fvv3KlSu6DlwiSfLW\nrVubNm3atWtX/7oDxtze3r5ly5a33nqLz+dPnz593bp1ZWVl/U+rUChcXV0d/2BjY9N7b1JS\nEr3IGG1U2gLAREUQhMm8F8ZJnoT7rMGXxtTX1/dZfqY3kUikYlpj01fpMzAwViiKEv8Gid1Y\nKCoqMnQIwzS5Ert169ZxuVztyzWUSiWO40wmk960t7evra3t6uqqr68Xi8USiSQ0NDQwMPCt\nt96ipxQqKSlxcnLi8Xj08d7e3jKZTPOW9rHa29vPnTsXGhp65syZiIiImzdvLly4UJuY7e3t\nN2/eTE8Q09DQcO3atSVLlvQ5Ri6XUxSVlZUVHh6+evXq1NTUjo4Ozd4LFy5wOJyVK1dqSkbY\nFgAmtpaWFrWpDT4zxNCBINxrKeO5RKFQ2No61NJhJEkKhULsqSDEmaq32MAYEpVYW1sbOggw\njkyuxG7YZs2axWQyz549S5JkW1tbVlYWRVFtbW0ikQjH8dzc3MzMzJycHIIg9u3bhxBqaWlh\ns/9cdZv+LJPJep+zvr4+JiZm5cqVr7766tWrVxUKRV1d3TfffFNYWBgcHPz9998nJSVdvnx5\n9erVJiYmOkVbW1vr5+cXGho6ffr0nTt39tnb2dnp4OBgaWmZlpYWFxd39+7dhIQEepdIJDpz\n5kx8fHzv47VpCwCTFj3viUnAJsOGgbv6M9YfEjVLtPm/KZfL2+Tt+JyNCIM/AUaPEpWamODm\n5uaGDgSMF/C/Wis2NjapqakXL1709/cPDw/39/dHCDEYDIqiSJKMiYlxcHBwdnZ+880379y5\n09XVNeBJ+qyEIRKJIiIizp49Gx4efvPmzaCgoJdffrmnp4f+tu3r6+vp6Tm8aPl8fnZ2dkZG\nRn5+fmJiYp+9Tk5OeXl5b7/9toeHxzPPPBMfH3/r1i36xU1KSkpERIRAIHjsJWBVDwA0CIJA\njp7YE3MMFQDm6MV48QOitb25uVnLKkKhUG0zBXPr+yoAGJ+uNtRSDw/tgAYMpdHW4sWL8/Ly\nWltbra2tf/jhB1NTUw6HQ7+g1PRR4/P5FEVJJBIul9t7mRd6aGqfN6dz587V1AoJ+ct7nFOn\nTmVmZoaGhoaFhUVHR2uTafXGZDLd3d3d3d25XG5kZGRsbKytre1gB7u5uSGExGLxvXv3qqur\nDx8+3OcAbdoCwGSmUqnkcrlVwKaeunz9Xx2zfYIReaKlS93Y2Kh9rZ6eHrFY7DwrnGosRJ0t\nYxce0ANKVGI1dZFYLDZ0IBNNUVGRMY6NhSd2WlGpVNevX1coFGw2G8fxu3fv+vr64jju4uJi\nbW1dXFxMH1ZTU4PjuIODw8yZM8VicVNTE11eUFDA4/H4fL6Wl/Px8UlPT8/JyTE3N9+4cWNs\nbGxlZaU2Fb/++uv169fTa3UghOhOgX2erpWWlqakpGg2KysrcRzn8/nXrl1ramoKCgpatGhR\nREQEQmjJkiU3btwYYVsAmAwIgsC9luJPLdLzdTEbR0bU/2knWQ0NDbrWJQiiQ0ViPuNoSC8Y\nHnrSE1077YCJanI9sROLxRRFKRQKlUolEokQQvb29jiOD1auqchkMo8fP56fn//qq6/++OOP\nn3766dGjRxFCLBZr/fr1aWlpjo6OZmZmR44cCQsLY7FYAoEgICBg//79cXFxbW1tGRkZGzZs\n0DVaPp+/c+fObdu2ff755w8ePPDw8HhsW7y9vYVCYWpqanR0dEdHR3p6uq+vb5+na3Z2dlev\nXjU1NY2MjBSJRIcPH167dq2ZmVlCQoLmJXJDQ8PmzZs/++wzW1tbMzOzkbcFgIlNoVBIpDK7\nDR/hv+Wpb71PtYn0cVVzDmPTyQ6GzaPa2uENVBcKhe7ufpizD9VYOOrRAf2RVGE9XVZWVkOP\nmwGThL4XDz5//rxSqQwICNC+CpPJ9PLyGt5asVVVVb0LAwMD+8wCkJub6+joOFh575KysrLE\nxMTy8nIej7d169Z169bR5d3d3e+///6NGzfUanVwcHBcXJylpSVCiCCI5OTkn3/+2dzcPCQk\nZMeOHb0zxZEbLObCwsK0tLTi4mILCwt/f/89e/b0aQhC6JdffklPTy8vL+dwOMuWLduxY4ep\n6V8ma6irqwsLCysoKKC/Ao51WwCYGMzMzPh8vgUTV3/3ifruGaRWPb7OsDHNmJGnuu2nPXz4\nUDOX+DA4OTnxLHDyqwOop/vxR4PxCgv8Z4u5YBgPbsHQRvgqNi8vTygURkVFjVY82phciR0A\nAIw1Dofj7OyMt9Srb6SQ1T+MyTVwBmNDRs8T/tXV1SNcCQbHcQ8PD2bNf6gHOaMVHdA/7MlF\nPbOe7z9xKRghY0zs4LkLAACMppaWlvLycimyYmw6wQj/b8xy0KFLw4ThjHUppGtATU3NyNf3\nI0mysbERe2oZTGtn1KjGIiaTaWZmZuhAJhpjnKYYEjsAABhlarW6sbGx+mGN0nM5c/tVk4BN\nozhjnMnKXdS05TU1NUqlclROCNPaTQSdMiRvgiUoADKKwRP0oE7GphNIrcNvMcycA0OEAAAG\n1NHRUVVVZWtr6xi8k+mzpud6MtUw0m//Jku3Y/M21NTUDDZf5vAIhULLp57Cn3yWqvr3KJ4W\n6BMlKrFyeloikRg6EGBgRpDY0bpriskuhfbHM108MWevsYsHAAAei6IogiBaW1udnJw5fz9P\nPrjec+vwsOeNM/HfgC/cUldX13sZwFHxx7R2z1HCApjWzlg1lVi6L8VxXDPjFZicjCCxo4d3\nyD7Z2dOo1VxuNJu1b7P+Fv/44wAAYIz19PTU19fLZJZ8r2DWk/PVuR+ShV8gpNvANXzWKjxk\nb0NDg1wuH4sgCYJgs9nmvi9QP5wei/ODsUZJKnBSZWlpOUY/IZOW0U1TDD0qAABAHxQKRWVl\npVihNll7gLn5/2L27trXxZ8MZKxNampqamkZw8dpQqEQ8WdjfJ+xuwQYQ2oVJamEbnYAEjsA\nANATiqKam5srKirabT2ZW/9lErIHsSweWwub4sN46QMxIaMX9Bs7XV1dBEFgs19CDNPHHw3G\noaYSWDQWTLrErrCwcNWqVdHR0b0LS0tLX3nllfnz5y9dujQuLm7A354rVqzw7mXv3r19DkhJ\nSfH29tbMFCqRSGJjYxctWhQUFJSSkjLyWQm0bMtj4xyibn19fUxMzIIFCxYvXhwfH6+ZxFwP\nbQFg8lAqlbW1tbWPGki/F5jb/z/us2aIgzEHD2bEx1J5p35WAhWLxSqGFTZjqJDAuEWJSlgs\nFovFMnQgwJAmV2KXnZ29a9cud/e/vAHp7OzcsmXLtGnTcnJyjh8/Xl1dnZyc3L+uXC5PT0/P\n/cM777zTe29RUdH169d7l+zevRvH8QsXLnz88cf37t07duzYsMMuKCj49ttvtWnLY+Mcoi5F\nUa+//rqJicmlS5dOnDhRWlqampo66m0BANDkcnlFRUVzJzJZe4Cx4SOMM8D6yxh3CiPyVKsS\nCYVC/URFkqRQKMQ8lsC0dsYGw5xm4XM2oT9WCQejyLhms5tciZ2JiUlWVlafXpDt7e1btmx5\n6623+Hz+9OnT161b13/ybpIkFQqFq6ur4x9sbGx6701KStq8ebOm5OHDh/fu3YuPjxcIBNOn\nT9++ffuVK1d0XeSDJMlbt25t2rRp165d/esO2Jah4xy6LkEQAoEgISHB1dV1xowZUVFR9+/f\nH622AAD6I0lSLBZXVlZ28OcwX/t/Jou3IZNez1osuIyNxxTIrL6+Xp9RTd5p7XDjnCELw7Gp\n8/DlcWjBNpmJbUVFhUKhwwwSYOIxglGxo0izwGtv9vb2mpysoaHh2rVrS5Ys6XOMXC6nKCor\nKys/P7+np2fhwoVvvPGGhcXvnWMuXLjA4XBWrlyZkZFBl5SUlDg5OfF4PHrT29tbJpMJhUIX\nFxdt4mxvb8/Jybl48aKNjc3mzZtDQ0P7z8k3YFuGjnPoujwe7+jRo5pNsVhMRzvCtgAAhtbd\n3V1TU8PhcJyeeYXpvUp9I4Ws+h6ZWjIjT3ZZONY9fKj/71G/T2vnvpiq/FrPlzYEDHOehXmt\nRDbO1IMc6uF3ug5YNhicgQkCMM8VpIWdVCaTlJerVGO5PDEwEpMrsRtCbW1teHi4Wq1+8cUX\nd+7c2WdvZ2eng4ODpaVlWlqaSCQ6ePCgRCJJS0tDCIlEojNnzpw/f7738S0tLWw2W7NJf5bJ\nZL2Tofr6+kOHDpWXl7u5ua1atSooKIggiNraWjabvXXr1tmzZyclJem0qO7QceqkrKzsk08+\n+eijj7RsCwBghFpaWuRyuZOTE3fTSfLBlxjbWcl1q6muNsicZD09PSKRiD9zDdVQgDpl+g9A\nTzAcmzIH81pJ2fBlLS1KaZv97Ahsqj+Vfwm166NH4/AxTDG3RZhnkJppJZVKifpy6PoMNCCx\n+x2fz8/Ozn706FFGRkZiYmJiYmLvvU5OTnl5efRnDw+P+Pj4f/7zn/v377eyskpJSYmIiBAI\nBHV1dUNfgl5CQ0MkEkVERLi6uhYWFl69ejUlJcXCwuK9996jhyz4+vp6enrq2ooh4tT+JD/9\n9NPOnTvfe++9efPmadkWAMDIqdXqhoYGmUz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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "library(eurostat)\n", "library(dplyr)\n", "library(sf)\n", "library(RColorBrewer)\n", "\n", "# Downloading and manipulating the tabular data\n", "print(\"Let us focus on year 2014 and NUTS-3 level\")\n", "euro_sf2 <- get_eurostat(\"tgs00026\", time_format = \"raw\",\n", " stringsAsFactors = FALSE,\n", "\t\t\t filter = list(time = \"2014\")) %>% \n", " \n", " # Subset to NUTS-3 level\n", " dplyr::filter(grepl(\"PL\",geo)) %>% \n", " # label the single geo column\n", " mutate(label = paste0(label_eurostat(.)[[\"geo\"]], \"\\n\", values, \"€\"),\n", " income = cut_to_classes(values))\n", "\n", "print(\"Download geospatial data from GISCO\")\n", "geodata <- get_eurostat_geospatial(output_class = \"sf\", resolution = \"60\", nuts_level = 2, year = 2013)\n", "\n", "# Merge with attribute data with geodata\n", "map_data <- inner_join(geodata, euro_sf2)\n", "\n", "# plot map\n", "map2 <- tm_shape(geodata) +\n", " tm_fill(\"lightgrey\") +\n", " tm_shape(map_data, is.master = TRUE) +\n", " tm_polygons(\"income\", title = \"Disposable household incomes in 2014\",\n", " palette = \"Oranges\", border.col = \"white\") + \n", " tm_text(\"NUTS_NAME\", just = \"center\") + \n", " tm_scale_bar()\n", "map2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Disposable income of private households by NUTS 2 regions at 1:10mln resolution using spplot" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Reading cache file /tmp/RtmpNiXU9L/eurostat/tgs00026_raw_code_FF.rds\n", "Table tgs00026 read from cache file: /tmp/RtmpNiXU9L/eurostat/tgs00026_raw_code_FF.rds\n", "\n", "COPYRIGHT NOTICE\n", "\n", "When data downloaded from this page \n", "\n", "is used in any printed or electronic publication, \n", "in addition to any other provisions \n", "applicable to the whole Eurostat website, \n", "data source will have to be acknowledged \n", "in the legend of the map and \n", "in the introductory page of the publication \n", "with the following copyright notice:\n", "\n", "- EN: (C) EuroGeographics for the administrative boundaries\n", "- FR: (C) EuroGeographics pour les limites administratives\n", "- DE: (C) EuroGeographics bezuglich der Verwaltungsgrenzen\n", "\n", "For publications in languages other than \n", "English, French or German, \n", "the translation of the copyright notice \n", "in the language of the publication shall be used.\n", "\n", "If you intend to use the data commercially, \n", "please contact EuroGeographics for \n", "information regarding their licence agreements.\n", " \n", "No encoding supplied: defaulting to UTF-8.\n", "SpatialPolygonDataFrame at resolution 1: 10 cached at: /tmp/RtmpNiXU9L/eurostat/spdf1022013.RData\n", "\n", "# --------------------------\n", "HEADS UP!!\n", "\n", "Function now returns the data in 'sf'-class (simple features) \n", "by default which is different \n", "from previous behaviour's 'SpatialPolygonDataFrame'. \n", "\n", "If you prefer either 'SpatialPolygonDataFrame' or \n", "fortified 'data_frame' (for ggplot2::geom_polygon), \n", "please specify it explicitly to 'output_class'-argument!\n", "\n", "# -------------------------- \n", " \n", "Joining, by = \"geo\"\n" ] }, { "data": { "image/png": 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OxQrzadACAZK2Gx6entwx6tZ96H1y25m+DqCcozWW0tE9MrhddoyVsXLz1hYbEQ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3rGDLFxXfSwUHVxOoMofWSHn7AVDePgAIecGA1ikTplQAACAASURBVCBPfWeJ/Yu6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\ne0EF3rUMCiWS8kI+lS5+Rbr0DWo/hIs24di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DRHDZ2FLhfyqpSJfAbjucZn/2RmQUKorPAvjXUHXHN2yIXnEudpyNUBug1JyyCQWC//8I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\nMg++iuRGjLwRjIgopoNTzSgSXXByaN0Oe1rc9EnoFrIj8tDfrYwmW17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46RchfaXtrlqo88bGhB1AqU0AqGsvD72GqQuzDwy8gvZd0K0g\n6rMAN8+T56l587K2W31jVhyeA88JBpgKjaKtnB1hJ0trVNgBIKJwgnMrM8yD4p3wbBTK/Q3J\nj0HfQPEunuov9b1ydgSaAS00r8ajOpqBRqbTKhTXEkrYrVN49ASffxZCn1fpkh6ofeHZp2nj\nbeLmX+Tj3+XsSA0dVoVou7jhQwinUMyAJb/xbbBEsZwfWAk9BK8o9j4Er8jHv8fDR8rX6Dg5\nPvVjBgKnK+lR116x+4NgXz735+KGX+DhI7ThFkQrtE8q3ioiLYi2IjdW7/lWkrbcB7fAxx+f\np+oAzgwSM215O5/8fvlrx05gNYUdhAFzfquvGYWVQDGDUGIND7Yy4/C90n/YpS8SToEIJDg/\nXr4nQ0qeukTNm6AZs4Ymvlt/rA5Co0jL0neoUKxx1lolr2KZMPPEWT7yraBncEkF0fK5P4cZ\np70Pib0fW2LZUHKjuOVT0EyAYCV54jQPH+GRNyqdTl17xT2/I255BACMMO38eXHnb9KmO6rd\nwneCZ9e2A7olX3gMTk4e+hJfOhSkeBRXG0bdfaOaKW77VbgF+cJf8tibCx/1ijxylFqvq3Q1\nj55cSlvl8qBIC4VTnBla+Q7TKwYRRZop0QXSYEQo2kKRhmvXKNxEVhLSg1fZHs+KAwAtMb5O\nVnKtprwVipVARezWF/LFvwp85paDZyM/jmgrrCSEXuaTtBGG7y5WjdS8BS1bIXRKboT05LN/\nJu79XZ44zSe+V+12kWba/mDgricMsC9f/6bY85G6om5WkqJtcLIoTAZ7SPUhuTpDCBTLgzSj\nTslDG/dDGPLgFyqW809dQPv1Fa93ssgMrNYsiipYSdLMUjcAxBr928vQDEr1AghmPziF8inv\nsoQSAGr2YZAZgVdccq8GS39tdqkoFCvDGv3jolgS9jTydae6qqNbKGb45A9mVR0R7fkocmPQ\nDGrbAd+Vxx7H9AXq3EPd+3jyPKKtlNoMIrgFSFee/SkAefL7Ytf7sP1BZIYQboIe5rNPzR1P\nSR030HXvgO8udK/IDFE4VVMHiD0fgR6SB78we6h1O5iV78FVCNetD7gwRUSU7KkY5S2mq7dH\n8NQFuvLCDoARJpY8fYli7WsxqsSFqaAFpDgNKSnZQ9EWsITvwozBzUEPw3d4plV5AYYF6aOY\nqx62ZN8Nxn8JHXoITh6E+oOsa7iQUaFYCZSwW0fw6PGVyUDpFkIxnjzHc2qZqXMPtWxD81YQ\nwZ4CS3HTJ/nii9SxG2CKdUIzkBmUx/51Xh3V0Ovo2kcbbwUzfAeaASPMJ75b0ovUdw9tvocn\nzvDr31i4h2gbpEfd+3jgcMV9kkCklc/9dO5Hf+4/iHCKzCinB6l739rzFbuGqb8dZ+w42Ees\nDRUbuGsp98xg3dtaacwo3AIXptae/rCnUZgCMBOi49xwoI91i508GRGQgAgDVFa6kRmBlCAB\nrjoNzHMQil/2K+HA6vzyiJFZSrLPtReupnqkFOsbJezWEZTq40jrCgTtPJsHX6WO3bT9HfLE\nd0t/dqn7FuTH5eGvIt6FsZMAaNOdtPlekJAvPIbcaGnO9+LF5OEvQwsFbxWde8Su91HbDnn4\nq0gP0MZbAAYIcl6xNm19ANKDV6AdP49ilsdPLVxU6GLvQzCjEILHT897qJjm175Res/hCy/Q\nlnupbddaNRi7lvBd2vYAAD79JOypWmcLkFat10d6AKj3AGcGMXl+8eM8feEt/JVTpGXFfEOu\nGG6e8xMLD3oO29Pw3ZIdHQPQTUpsoFgb58bK9VgQ58ZqqDoEK1G0FdLj7DDCKTIiFGlmO03h\nVLAsETQTYPgeZwbnzY2VPpS0U6xjlLBbT1hJceuj8tn/2YBrQAX4+HdQmKItbxP7Hw0O+a58\n80coZmYcR/n8szzwCoQeHKnU1MY8W6Mz9LocPy3u+k3quIELU/CKMCLU1Dvvs78ZpZ7b4Bdh\nNcHJ8oIP8QAAatuJph6e7Ofj30EVW77CBB/9Z44+S207aPM9Df0EFCuMZlD79QAo3iVfeKxG\nW0+8CwBXboLhyXMYPkJb7yewPPpPkD7m9liQoMQGSO8tK3QLRMlagp0KfzQWqD3P4dwYRVtR\nzJb7O8NkJdgvztNhi3EL8IrQTJ66BEhkhtHUC92imAWW7DpkhCE9zgzDdyi5geJd7GTJiMAr\ncH7qynfGKBRXFUrYrSd0CwCirbCnYYRRqQ6mTowwpCsPPgYAkLDLOZXUP/xn9pI83CJtuBlg\nzk9QOAWhgcTsp3+WAEO3ID158C/LF26zBMCHv1LXHXMj6L092Oqay45de1hN1R+nXe+lluvg\n1zDL5ePfQXqQOq4Xuz8MlvLJPwRArdeBiLb9HKzkrAPiW4hbuNpfcl4R0gfLBloZihlEW8sm\nwzk/QZFmCiX4cjPTfIIELoVT0E3ODAPB/3qe6ocRhhGGnYb05go3nr5I8S6ymsA+rCYyoqq+\nQrHOUcJu3UG9ByjVx2Mn+eg/L2MVASsJKevImjWMPPuU2PFu6toLofPkeUptgh6Ge/l9xS3I\n498RO9/D0xfhF6Fb4vbPwMlzdgiZIR58Fb6L5IZqZgqL0UNwC/LFvxT3/MfLURyG9GtEdAqT\nPPga9dx2tb83ry3Yp47dPHykfFCn/XrqvBFuHr5XI6onfb74Io+dELs+gKaekpMc7fkIALgF\n+dznKd5BN/zCqjyF+il91rqK4exwjejaYswoANLDzBLMFG0D+5yfhGfDTrMRITNKADSdi1lI\nH5oBzSArCSK4NoQOzWAnt/BjoVso/0FR+jx9Mfha6BTrgKaEnWJdo4TduoNatsHNzwxsXQq6\nRTd8iJr65PHHV25fcxh4RdpTYs9H4RUo2iIPf21W1ZUYep0jLbTpTrr9s5wZhBlDYYpatqPz\nRk4PIDNE7dfz+CJ7s7IYEdp8L7Vs53NPQ0r56tep724+8T2QBicr9j6ERHfFa4n4/DM8fISa\nNyPeRd03LetZr0NKfhnM82ochU4730O9B+SLf1VGUkz1w3dhZxDvoNbruKahsZ2GFQf71LkH\nzVvgO/Lp/xEEdD2bFtz6ynP1F3cakcZm+AJgCenDigdDvViCBcXa2E6TZkAzIHSEmwCQGZtz\nFXNhmoww+w7sKRSX5HxOxPYURZrXrJuMQrECqFf/eoRP/hAg2vMRZIb53NONXk59d1GqTx76\nCqb7V2F3AICJs/KpP67yOJ95kidO09afo/ZdABDvKlVkU8/tyA7BjPLE2dp3iXXQ1vso1cdn\nnwzmWU318+GvzjwuD31J3PMfoJlwC5wZpObN89stCQDsaR44DHoVRpgizaVW3Maf8LqklDIr\nK24iLdR9E198aeFxJ4v8GMw4AAid+u6BEeZTP644CyHaCqsJxTRtvR9eUR57fPZMz0ZmsJpw\nVwANh+sAuAWe6kdpbphm8tRFCEHxToqkIP1SLxSnL0EIkBbU4Aq9FCOvkKKtF4q0qPC5QqGE\n3frDd9C5R+z+IAAeW9RPWg/CgPRXUdXVuYsbH4J2eXCT0OC5cPPUvgslqVfT8kAzxf5HQcTD\nRypOKWUpD34BREEF4aY72cnDnkYxTd030cZbacMtfOllAGDmI99iAKGEuOPXVZXP8qFtD0J6\nC+1sOnYj1sGXXoYRpr67gqqs4jT3H5x3WqSFtj1A8S6YUbCUr3xV3ParPHkOo8fnnsUXDtLu\nD63+U1nL1G8+PAtRtAWaAWYIDdEW5EZns6WRFgpFIT3MleJLGoGz8K6RZqXqFAooYbc+oZat\nACA9nliKsKN4J8+fzvkWYCUhNB55AwOHad/HAUALyWf/X3Hgs9BMeeJ7qOJvB8CM0eZ7QSQP\nfiGYrlaJOXkoPv/s7NenfkxdN1LH7kDYzZ6fRmESalTl8iGibQ/yxLmgjjPSLG76RZhRHjrC\np5+A9PiNbwMQd/92EMCbe2n3PmrZygOHefqC2PV+ceDXAMKiaBCPHKPeOxDvvCLPpz585ypq\nmC21TdRPKE5mDOzDjMJ3oJsAyIzy3Gk3mr7AvWglIAo3IbTwZaBQrE9UXGH9cfltg0eOLbGQ\nJZz6/9l70yfHsvPM73nO3bADuWdWVtbW1Xuz92Z3s9XcRIrkSOKMyLFMSiNpZGnsscfWREzo\nv3CEHQ7LdsQ4FGGNJiRqxpRkUeIiiTNsDkVSbKrZK3up7uqq6loys3LFjruc1x+AykxkYssE\ncsX5fehGAvdeHKAA3Pe+y/Nw5Kz66O/yvp8f5MJ2A+eeBpVcfkFWr8jNn8j1F0Fi/B5Zegfo\nPo3L2cd46lFZfq9LVNcBy4XtyfxrOw7Num+SYQBYDk89Ur/JmUfgJOSdb8qbf7E1wSOFW5x8\ngBP3NUq6XkY99s8497SsXpW3vwHaAOStr+uX/lAu/+edz9DyzsOE3F0sta8oC/He3WDJxChs\nD05cysuyfkOKi9CR1Jrn5f0yLIfJ8UEOjrhJxHMmTW4w1DHfhCGmvMzxu/fQvi3XX5Qrfyc3\nf8KZRzDz8H4srfsaLn8HouvzCvL2N+TS38jCG+rez3HqIQDqns9i6qFOZ47YCEJfXv2Tva8g\nNwewReZSRFbuSCIPosA07NT/EZWFWA4k7O21Nnnr6wirfOgLnH0SJM8/j9wZfelb9V5Jjp4H\nIMvvYv2DlvJmsvK+3Hpl319F7yjnSAUojOfAHtV+BbUCSOgQfhEA/JKsXdsudFcrSK0AL83E\n6MAWaXJ1BsMWTCl2WBHNsYu48HG8/lW5/fbudr3yPQDIneXc07tTFRkgkY/8TWZmN87V8tZf\nyvUXUVmFl+bFn1UPfB6AfPCjFvO/yQlOP6Qv9TEXDGD5PYjm2F2y08kjfwOjd0n+urz+p9AR\n557ihU90PpgsvgmSE/f1taSTCE89zuxpCWvMzCKsorZDLrGW1z/6t+q5f80LH0dilDMPy8Lr\nuN6ojzMzg1qxcw5M3vkWk+M4FOvYo48OezCKaCDVdToJWC6ggPbveS0PLz3AwVXxS3RijSFr\ng2HoMV+DYYUK2dMQ2fv5rLyE/A310C8hlh3oynrDSyNzSmpb3EV1hPxNBBUUF+XlP9bf/99l\n6R3OfVg99ztQTZ9z1hvgVq/0u4bCfMtQTK79vf7u/ywv/zHCGnQoV3/Q6EAPKvrVP9Ev/Tts\nbTkqL+tX/0Te+DN5/U/lnW/2u6STB4nUFHNnoAN5489a1L4BAPqtr0NZnH1CLn+33ntXR269\nAi/VRfRYh/rlP2phTGcApHcDXwB2DJYjQaVLrrreDbIH9fJ21PKyekXWPjA5coMBJrAbaiIf\ntTynHtzj7n5Jv/PXAA9HMsqOgQrzr7fdoFbAjZfk8gugpR779aaHxi5AR6j1K60sYW1byNgO\n/Q9/IPOv6e//b1h+D+vX9Y9/H5U11AooL+trP8QdN1u59Ypc+bv+Dd9OJnaMD3+Jp59q/ejy\nJf2D/0O/9Idy9e+23i2334EIZx7pcvAokNf+XxRuDWitJwQpL7d2lGkDbQ9A910iH4DsVh6v\nMyIQvcemYYPhZGFKsUOM5UI58t6397h7Ykzd81lE/t7nD/qh0v1JZeUyVi6jcJMP/9d86Ivy\n0/+v4Q0/drfMv9p/EZnJ8V7TPOVlefNrm39qrX/4f7Y44MT9PPuR3itfQwfJiz8rq1eaUp4b\nbPEp3qR0W1/6lrrns8jfaJftayBaLn+Hj3x5YKs9/tCOC3oO7Gz3TvK+m1VrfAT1adkuWirs\nfqhmRIdHXvHZYNh3TMZuiIkCeeUr8sGPNu9RVo8pKLhJ9fivI57VP+nNj3XQ8MxHICItT/DN\nyMr7cumvOXaX+ujvIj0DEnYMUSeb0V5xkyguDOA4d+DcU+AhZUCPC1Td028bKJsf+qfI35Kl\nd3jv55Cc6Ly5rLwvl/5mMJ+Nk4GbgJfqvhkAy2FqEjqSlavdZ9KVg7AmOkLdecJymZrgtn8d\ny+HIWSYnEMvAifc6wBGU96KobDCcLExgN7zI/KuyusWeIXtaPf+76onf7GVfXvwULEd///cO\nq3olS5dAMncGAJw4zzzdcKg89Rgf/TIf+kKTONnIedACFVKTEEFpcQA6c7EsqKQw3+9xtjJ4\nfa8TCCfv67FHnuc/yvF71JO/ybGLiPzumtWAXH9Rv/h/Y1eNZScaepme3m0nAeVI/manmYk7\niF+C7TExwtQ4E2PMzsJNwUshloWbRCwLkPXknxNjYpTpaY7MtZnfb75TR1Jc3G2ez2A4YZjc\nwLASlOXa38N2Mf0h5s4yOYnECARITfLczzTmXtvA0fOcelBf+tZhtioXF1C4xXs/x7mnpbLC\nyQfgZeT6i7z706gVEMtw7CKo9A9+j6kpTtwrS5cQVnHrFQBSWeP43TJyrp/5Cc48DB2huDiw\nVwTI/CvMnDoG/qGHi5fh9ENy69WuG3L2Cbn1KpYvITsnV7/fa/NiZU3yN3goI0FHENtjbk6q\n66jmOw0X17N0SvUQ1wGVVamtQ2tmTiGWgYisX0d8hPEcSIjATSAKIFFDTig1xbqPxQZ1tRTR\nUDaiQArzm79FYVVKy0waWz/D8GIydkOKFBZQXVOP/3N192c4ehdsT8orUlyE1jzzbJd9owBB\nhaN31ZXlDwv9+ldl+V2kpzlxPwAEFd79GehI//D/0q//GcrL0CH8EtIzEC3v/u1Gl5tc/g5A\nnn6yn2fn6afk9luDDW3l5suorHTfbujh3Z9RT/123Ui+I8L0FKJA3v3bXY2kyPwb/SzvpEHF\n+Ahzp+Emumype06VaQ1A8jeldLsRlpWWQSVBVQrzsGNwk5uZQu1D2Y3knLLhJpkcB1WjaaFe\nBd5EAazPZxgMw4nJ2A0ptBxc+BiS41JY2DznKQukrLY3gbXj6rn/CaIBIp5Tz/8uKiuyegVO\nQl7/04NZ+SbVvLzx54zlYHmIZ3n+owB0fRlL7+jqunrqt5g7K2vXCKoP/wu59kO59kNEPpMT\nUJZc++Hen3r2CVjetgHMgSDVPI0dWVcsB6lJ9fhv6Fe+0qHNUa79kLNP8pEv4dYr8u7fIqz1\neHh14WOorsn1H3P6Q0hNDWjRxxxa9NLit4mP6zHWHvrbNudYtaw0OkOkuk47JuU7FnDKAYS5\n05tPtA3bY+aUhFV6aZDb67MGw5BhArthJTnB7GmprG7NZDAxCh3J61/F6SfVhU/I+y8gd0YW\nforFnza2GD1fr32AZGIcEMRHGR8BKKMXsSfn2T7R//D/3Fm9ghOHX2r8WVxANc9HvszIBymF\nRZ79CGcfl9WrzM6iuIgNV/Ldo04/gaC803t0AOwU4DW0w02qx/6ZfuWPkL8FJ86xi9vmXuXK\n9+TK93DqUXX3Z5g5pV/5Soux2TrpKcTHGp/z008iNSkv/5GsXpEPfsS7Pskzz+z/izkOKKf9\nQxYgvTTY9UR5pSn1V11vSuC1xPYaYisGw9BjArthxfZQXUelWcuNNgBM3q8ufhokL34KOuT4\nPbjrE9ChvvyCuvvnIFryNyACKkCgbCiH6SlOPyiHEdhtInozqgMA6B/8Hk5/mOkpTj2IWy/r\nV97ifT/P1ASqef3WX/X1VKVl5s4M3NOT43dz8v7BHvOEY3vqrp/VP/n3SIxh5mG0FDS5+bJe\nvaae+ZccvUtuvbzzcd71szzzNACZuFcuv6Aufkpu/kTu9F/KB3/PM8/ALwGE5UA0dAgdig6h\nQ0QhJGJ8ZCgc6C0bVK0/9vUs/j4R1iBiek8Nhh4xgd3wslnp2LinlmdqUt3/i/BLoJLyCqKA\no2fhJqFs9dAXEFQkf6vRxVz/fY8CRAF0CKv91fwhcv1HAnD8HrhphFV5/asDmJc7/SQn7pX3\nvt3Se3TPcOJePvTFAR5wWMidgZPA+nXpoLxTWQGEd30c1VWMnIflyNUfNPxME2M887Rc+yF0\nyLkPM3sataK89582902MAZDyUoeZZamsDoddKRnLSstEdb3ZNDE2YFVLZTHbbh7WYDC0xgR2\nw4pELUQBgrKUliACv7TxqKxdhw4RyyKqIWglKKosKFsW2ptAHDpBBZmZgRyJZz/C8x+VxTfl\n2t8P5IANEqO87xcGecBhgtlZWbrUeRu59G3OPMxHfqUxd5kYk8vfQWGe0w8BAjsmb38d6RmO\n3SWvfGVrNx7jI0A3JRo7NoCXcSyIZVDNt9DQDmtSXmFiVJQ1mFFxO4ZYFjSJOoNh15jAblih\nalFVEWnRhFS/Fu+g7EULABMTMuNg4Y0jKMYmN1/iXZ8UN9VI0uwZO9aI6t77zwNaGkDFM89w\n9gmYDqG9wvt+AW/9ZefYTq7/SK7/iBc/jbAiflHd9Uk++d9AR4Agf7MufCPvv4CF12XlctOe\n9a5Hpdp+sJ34dnHdEwwV3GTrTtDqukjE5Likp9GnvqObZF1y0kR1BsPuMYHd0MKmUYN+iALo\nkOefJ4B7f0H/5A/7mUsYPMkJXvg4qvl+ozqAs48DlLe/MTAxBWXz4qc4+/hgjja0OHF+6L/C\nO9+UGy913lDe/Zv6DX3zZT76ZY6cl1e+shnJFeabFKdJXvg4s3OAtC27u0mmJoZoDFM0gvY/\nGrWiaM3UpKSnUOjDlMVLQ4eydh2Ww1hmKPoXDYbBYXTshhc63VSpekUkf0vyt2TtGsKaeuTL\nR6cyxbs/rZ76LZRu65cHYH0m+Zsg1aNf7sXDoPvaxi6qD/+3JqobFLzrk7uKAOTlP4YOO6mZ\nZE7zzLPIzEp+vnVgZ8eGK6oD4Je6aJoEZUQ1UsFyG/6EdmzXb1E1D2XDSyLypbQkxcWBDyoZ\nDCcYE9gNMQMcd9Ahwip0JNVVWA5Gzw3syP3B1DRqBf3Gnw1GmmT1itx+G5nZrq6jXYhl+NAX\n+fAv9yCxa+gZy+XFT+1ul8oaOlh9kABk9QraedUPoWRad89Wwo7B8pidZXaOI2eZmWH21O6e\nJShLUNkUdPRLYkzeDIaeMaXYIWYf5lgZy8EvYfGtgR95b0hYYeihPCA7BzvGzCkElb17iVJx\n7mme+5kjOkR8zOHk/bj5cpMDcme8FBNjfPZ/RFiRD16UW69sORZRWYMOmTsja20ku6Og3xUf\nOzrnqpPjd1JrGpGGsuAXIRqx3V/AhLWmxP9AJ9ANhpONCeyGGCqAgzTMtj04cf3qfxjYAftD\nPfuv4KUAwknsylGqLfEsvLT89C8azpi7h+ee47nnB7ASQxv40Bew+FOsXpWVy20zbQDiI+qx\nX2uEDm4Slsv7fp6nHpcr35WVy0hPqw/9MoJyw+cgMYId2kAAoEP4Rbip/XkpR5JNlWAFAiR0\nBGXDSTAx0tC2hEj+1mbUq2zGckhPo5aHbqgA9vREW8uvxiLMYOgZE9gNM9KQfhgIymFyAqKx\nfKgyxRskJ7Dh454YxfoAAru6Ke0uEkLbcJOce7r/ZRg6YXs89RhOPcbyin71T9qV4Dn3NNwk\nIh+WCx1J/ibsGJPjfPALWP+AoxcAgeVKcZGxDN3UTtHHOlJcYopwk/v5ko4S9QDLjnGnfpCO\npDgPZSGsNeUydYjqOp3ERjujBBUUFrvYVFhOk6jKECZHDYa9YgK7YYZwk21NlnZ7rFgaSjUp\nu+4fysbMw7j1KuIj6t7PSem2vP2N7es5+yz8olz6WyndRun2QJ5W5l/j2Y9w9IK0dDjoBs89\nD8sdyEoM3UmM8p7Pyit/DABeCn6p6Rqmtg5CCvOIZRuqdWFV1m8gPc2Rc1Ja2vxexLIdO/dF\niotwE0yMtbYxPWG4SY6cARXCGkRLdR3KYXIM1bxU19ul4qS8Aq4yM4uwKmGN8RGMnpHyaqOl\nQSkkJxH5dJNQFqIQlg1wUwnZTTExelCv0GA49gzBL5GhPbScweTrYhnEsnLrFfngRwM5XlsS\nY7zwcaanEcvins8AhAgzsxy7KEvvyDvf2tzSy6C8IhsutwOhvAyJdi2+4KU4cT8n70Pm9CAX\nY+gGR89L9jSnHuKpx1BalHe/LfkbnH5YVi4jcxogwOb+S0Hh1rZvhFTWmJ7kyFkpLrYtwftl\nCaqMjyCW2bdXc9jUCuKXYdlUNmhJZeXOeGwFXgqxTJdLRBFZv9G45ZeYGGViVEi6aVg2RODE\noCNU1uHEpbyKoIwogLLgJJgcG7ohFYOhD0xgN9z0n2OwPSbHYbmyekX6M2DtBfXor8KJQ4dS\nT8KJIKwxOQbL4ewTnHpQ/5f/pbFpdR3ZQQdSp58ErU6dW1txU5y8j5P3I3Pa6KweFurxX2/c\nSk3x0V+hX4KTIABSSrd7avYKypKfZ2KMqakNA9kWiJbyMvwCE+MnUmta/BKCCoIWPblSXWdq\nsoUdxY4N7/xfS2mJymJ8BGFVSmuIfEQBQEi0tXrOWO4kx8oGw/5gArvhps8zEBVTUwhK+qU/\nRLEPPdJenurCxzj3DJSS9ZvbOqmlLoXqJpia4oWPy+XvAEDpNqYe5D2fQWJUfvoXA5Bitlw1\n9wyKCzLf0TzNiXP8Xkw9wNzZYY/nSksIq4MPr/thazNcZz22rUQ+LFt2zt/YbmMaYIPQl/xN\neCnGcidt8LnD2+WXATA5LsXbvQvOSWEBltOtec4MwxoMu8YEdsONsmHHek1B7cRLgUr/6N8i\n3OeZtZlHePY5BGWI3XY+LgoR+TzzjCy9AyeB9DRAzj4BCB//Nf3W19FOtKI31Id/G8qS9/5T\n2wV4ad7zWY5eGIh88bHHL8kHfy+3XuHZj/DCxw95Ma1gYkzyN3oaHhKBjugkkJ2T6hosF8qC\n1oylAUh1bfvMbK0otSLcJOO549ZVKQARBfUut8Z9kQ+RjtlNkcI801PMzCDypVZobSq9k64j\nEUblxGDYPSawG3osp3Vgt9NJFoCyQIUogOWCinYcUW3fozonoe79rMy/huV3+eAvwY4jbNXq\nFPmSv8XcnHriN+q9d/XLfVm7zvS0euRL+qU/ROHW3pcR+tCl1sW47BzPPcfRC3s/+MlCFnVb\nFIMAACAASURBVF6XN/+y/vmR229z4l6kdwxRHjqWAzfV2/CQSGmJXgrKYnIcAKIAtoJfhg4Y\ny4lfafEl8kvil45TeCeR5OcBgQ6hHAAgoFyEle7ZzaAia9eZnYXl0nLvtNP1zTDMoxgMg8Y4\nTww73PbTqSy4KSbGOHK2qVDrxDlylrkzzJ6GE2d6mpkZuHF9+YX9XV96Rj31W6iV5NJfy+Kb\nWLvGVHvXB9GSvynlFSmvyNpVWb0m6zehQ1m/DkA99AU48T0vRL/zTWRm64onW+HYRfX4r5mo\nbhO/KJf+ZvOqoLwsq1cPdUFtYe/9W2FVSktSWKiPakr+pqxdk+KClFego059YH5J1m+gujaI\n9e4zfrnR6yaCyEfkI/ThF3utWetQVq9KcRGW22WINZ5jYmyLJF5bZK+CkQbDMGMCu6Enlt7a\nCsbkBFMTiGUAYeYU01ONwmI9LeeXADA9DWVBR7JyBTf+YR/XlhhTT/4mgop+46t1TQrp2ioX\nBajmUV1vZOzulE0lfwNehvf9wt4Xs34dUYBtZyw3xfv7OOZJRN7+5rbpUbn99mAEogeO5e46\n1tfNaWw3BWXRcuF1kimW8qoMyv5knwiqUloewHH8EqKwkWmjxcQos7ObipIA3FR9fJipCSbH\nu/hKK3OGMhh2jUl0Dz20YHmbhSRliV9GeQk6QmKEsRxsD1ozMQoqiQJCEAaSv4FYhiPnpJ8W\nvW6o+34e5RX9499vtNpYDsfvkVp+L8fSWmp55ub23rMzchaWI8vvbd5D8oFfhJPY8yFPGiJy\n8yVZemfb3Zx5+Mi+S/TSvaaFnDgTY7BshNXNfGRYkcoqnQSTE2J5KLePjarrIhGT40dUucN2\nBzOpYMdh2VJbB8j0ZD1uY3xE/CJEmDm1OVPiJADQS8MvSnkVkO2pQZLxkQEsyWAYMkxgZxB6\nKQmrAJgcg3IISP0XtlZELMetevGV1U3V0FoB8VGeeVr2rxqbmpKr399soE7PQFmoFfd4tCiA\nl0Fqao8DvF4GwNbME+ee4cj5PS7mxCHL78mbX2uZmZNLfyNXv6+e+u2jqANix+AmacdEB6h2\numZgfASWLeXVpglrHaGyJpU1piboJqVDYAegVhTRTE0ecmxX730sL0OEyQlAQCX+QDz3RhjP\nIaigVoAT38zGkcydabuXm2LDlk2gI+hQKusIKkxN9lKuNRgM2zCB3XAjGlrD9hoGQXZM/NJm\nP1AUSHERouGm6KVQWmremSClsj/NQ05CPfPfw3K2BmFMTQLoSXusJbUC4iO88DHp0c02NaEe\n+CV99ftYeB1AvWDNeE7qcvmWywsf2+NKTgSy8j6WL6Eu8Fa4Je9+u63UhQ5RXZf1Dzh28WDX\n2APKqn+uCEDZHQqmIkIAtULLlynVPDNJJMZQXYcTQ1CDbjXy6ZclP8/k+OGIoVTWJKggrG54\nCYpfRizDxCj8vV4v1SGRGKWXQa0gpaW6P9sejgJlQ9lMe/BLRzbLazAccUxgN9xEvtSKTIwi\nCmFZ0BGKi00b1JMTQUVKy9u9HettNIWb+7EuPvB56EBe/0tZubxxp6y8TxHEMp0zK50Q3bvO\nFs98BMlx9cDnce45WbvGU4/K+vXNOYDIl4U3OHn/8A7uLbxWl/TrtYC3/C6OYGC3lViWItLG\nXha1PJxJkK1fcFiT8ioTo4ilGwm5sCb5Wy3enrp3WTzLWO6AlQ4lChqNE5syIoJaAfEsYtm2\nvho9wMypxuSvl6Ky4cSas5KCoLqbdkbC7dSzaDAYOmAS3cNN6KNWkNWrkr8hq9ekk9LbjnhI\nBxDh+L2DX5VSHD0vV/5Obr/dFIfpsNF2o/aY7RAd0u3BEMxN8pEvc/J+1IpSXoGX4anHEPrM\nnua9n9082ptfk9tv7W0lJ4GZR3a1uSy/u08LGSROHCTsWIuxzdAHhKnptjqF1XUEZUShrH0g\npSXYXvvSs6CyJuvXD3imhImRFlVg0aiV6MSRnt7jcS1ni54L4cS3P0u1INuuGA0Gw74xrMkG\nAwBA2mnt9rSzALrReTZALI/3fgag7MwF1gry5td49lmmp+oKJruEEA2r+2eepx7j6HmEtboh\npvhF0ELkc+Qsx+6W0bdQWOTdn2Z6Gomx3S/jhEA3tbtm+/q08tYBySOIaGbnoCxAqKymcEQH\nUlquG+hBt05uSWERbDjdAd3aBnQohQW4SSbGDkjUWtmw7J2ywFJZoWXTcjv8gzIxCjsmlbUW\nwaho6KjjS5Bhd2ExGA4Qk7EbbvoJ7OwYaMlCR3+t3aMe+RLH7pb5V7FTfEG0zL8mq9dg2bsu\ngCrF0XN0k9LD7IUsvQ0dwnIaY3o6qr9RUlqC5amHv8TzH+PUg8Mc1QFAYkw99693Jxeyt4nm\ng8SJ3wlQCDcJt7nNq/5QJ4UOuVPlFKA3tQ6/JPtsx9dEy1YEEUibh+rEc/DSsF16rRLeOuqS\nkItlOw1PGAyGgWICu+Gmq6VPBySCaM483HQnrc6CXt3JzMj735U3/7Jd0CmXv4PiIrOzuzus\nkwQgC2/I21/vvnHxtn7nG6DaXozzS1KcB8DZx3b37CcVN8nRu3rfXD54cf/Wsh9sj2MqaxJU\n6PbQ1N8I7xQA2B4To4y3KoPWiQJIz8a1/RDW2qkNS1Rr1+HA9DTjI6AC2DbhHVb7adEzGAwD\nxAR2Q0wU9D5J0AqCSgrzm3dkT6vn/436yO/w7p/rb2G1To+GVf3Gn4OqydC9K7YHEXnnm6jP\ntHaDuXMAWqgt6AhdRZKHCZ5/vveNpSf/rqOEEwebK4w6grK7W4SJAGBqAm6KmVOIZRHPMTPT\nuiIpWoq3D8DwvlNqMKiAZG5uWwqW8RE48UZluT4m345+pEl0eAAv32AYEkxgN8T0KSxc12u4\n9Wr9L55/Xj3+a9ChVFZ5+kme28X5fgP1xG+CqvvHsryMtWtdbIu24sTppeX97zbOTz3AyQcQ\nlFv0SCm735TkCSM+0sU8YAs89ei+rmUfILzm64fSEkQzPd1Fr0QiKcwDbHLAs7220U9QkfzN\nvUv5dKWyJsXFTuZg9RleHXHbCEX9ZTamQARR+xX209ehw+2WHgaDYa+YwG54kZ6jnNYEVeiI\nD/4SAD7yZZ57HpV1KcyjsgYdce5peCk+9AXe+496Olpygg/+E2Rm5MZLsvp+98Xnb+4iQ2C5\nEEFlF55OsvIe7B3DfQBj2SPqHHCIOL0FdvEcpx7c56UMHm4PW0XWboBkvNt1RV0xbtvRMrNt\nM82hL8WF/UpcxXMIu5VKw2pDo3HLeaFJuNhymZlpPSQRy/Y1/2HHDmh8xGAYAkxgN8T0mbGz\nXVAhqiFziqPnpbi4IQAmtTwsWz3zP3DiPs48zPs/3/YgVJh5lGc/wgsf4+QDaAhieZx7uvMY\nHXNndlFHrq5Dh7z/FxHP9bQ9FUfOIyhvP8sqCy2bx4cb3vu5nja753PHUfNPWtTutdSKcGJd\nCrLK2j57gYYeMtPTTI4zOc74SNN7Evr7YikrEUQQ72HWJ6hApKmBdVsezvY2bcGU1bhhOUyM\nGj1hg+GIcPx+Zw2DQaJ+JieYHIOXBsixi5x8AJHf1HlWWRMdMpZDLQ/L5dSDTI7r+dfUxZ9F\nWNPf+183j3P+eZ59rr4LysuIZZGeVo9+GW6S5z8qP/1zWbrU4uktF+lpUMGJ99iyLWGNXko9\n+AX90r/rVPBKjKpHfxUklCWF7WO5jGWNasNOOHJeLKfLxyk5wdHjab/W8tNSXoWXZHJc8m0F\nuull2iZ3t/SxMZ6V0jI2ug+rebipwXqvSXkVymY810JmfPumWiqrTU0OO/OLymZ2Fn4ZTgy0\nENa6NMUaDIaDxQR2w0o/dVg3AS8j1XWCIhrhSouj1YqbwiJOjKlpdXFqw8gIAKiQO8szzyKo\nwI41cmkiEIGTkKBM5fDBL2DhNbn+4+1+GDqU229z7CKcRK+zeKXbUllj7rR6/NekeJsjZ6W4\nKK/9x21bcfpD8FIIqlKY396QZMcGL9p3MvBL3S8SjqBLbG8wNSnl1e3pbccDrXZqdgBAItZj\ncpd04k1jJUFlwG+XaFTXEcsgObrDGLAZZTM+AgDJcdSKCKttRoC5GfB10mE2GAyHgAnshhXL\nBbjHhp76nKBflLC3dumgKoVbsD3aMVAhNYXcnLr4KVAhrEpxAZbXkKar5AENKEALgMQIpx/m\nzKOydhXXfyxL7zTiQtHyxp/x2X9FO7aLF6ADKS0yNcXUNEjGMjL9Icy/1vTKcmcR1ppGfRsP\nkOkpk65rTS8t/8VF6PA4lmJhx5iZQWWtyWrMyyAKZGeQZDmMZSSKqKzt47QdcBOwvY2rI/GL\njA+ulbM+x00F0Z0liAFAWQ1PZC8NNyX5G93nfw0GwxHD9NgNK7T23qYdVKBDZk7t4twT1lDN\nQzScuHrqt9TdPwcRiJbKGkQQVlErorJ2p050p1pUXpXVq1JcZPoUH/oiZx6BsnjuZzhxHx/6\nIrz0rl9CrSSVVZD1XiJ1/y+qJ35j89HcHLKnWysYO4m+1BxONrFs99bDyJdbrxzIavaHeK7R\nMGc5iGXoeAirWxxXG9BNwcswnkNsV8ldcmv3ZxR0Gj7dNVJ/BihLdOfEKpkYg2hAEPkgu7Sx\nbntUdFubXYPBcIAcwwtow0Dopy1Gh7J+g7kzSIyivMMfogNUiHypFRAFCKq9hmV+SWyPVpbn\nPsoLn4Ada2TORPdiI7Gdah6JUehQSgV6KWRm4SQQlHnfz3Pmke3NgnWceJNohWEb1fVeBnHk\n5sucfeIAlrNPMDkhssDkBEjQkrAKZTfmEjawXUS+VNeZ3OUHZmsu00120VLpCYHW9cUAjbwd\n3ZSkuL2x4Q6M52B7kr8BrWE5TE8jOQHRnS5ptmZhqRDWv9QmsW0wHCYmsBtSJOhvJFY0ggqd\n+F6SftXd+UoxM9NQSvOSUiuhlkdY60clWPwyvVTDVEC0+vC/kPIyc2ekvNxybfTSh36uktf/\nVKprdFOYe4ojR2sKQS79dS+DOBy9cACL2UeomJ7Z/MtJIDEOArXinZosYXnSKpPXnS27sMfZ\n7c74lW1yxBJU6KbQLmnnxBHPSWUN9f4KHUp5lfFsp6iOalvSjunphoCzwWA4PMw3cFjZ6eS9\nW5TdrbKzA8uRDhKprWD2dCN7IVrWbwxGwbW4KPUjUyEog4q5M41icasl7M4OdX/g6afgF7F2\nTV7+YzzypaMVJHmZnsaTY9kDWc1B4SYhkVSLjGUR1qjshs9seWUvwwSWi/pkMdVA2tpaqLQE\nFUgEbkmwYbOcSi8N0dhaS62uQVmNF9UuvGvEcBtZOvYa1VXXQZppJINhPzCB3VCio76mYgFQ\nwXJQ3U10SAXLpQXxMr2bwYsOaDmIAlm/2UWpYQ8EFSktwUnQTcJ2oeydgSOTowfRXSdaFt7g\n9IfabpCbI4DJ+5E9jdWrOEqBHe/5DDKz8uZfdNnOPmlt+FIrorwCL8XkOEQj8qW0BB01Bkt3\nBcn0jBRu7SXb1/J4blK21cd1hKBKLwkvhbAGywYt6KgR8Olo52yQ1Bst6uMjHZ9t1+uzY2aW\n1mDYJ0xgN5T0bdfN5ASI3uMzABAtpdtMTjCWFvS8b2FB3OS+2LMqq5GuiGoIfQlKLQyXLPcg\nkgr5W/L+C7JymakppCY7b8upBzFx774vaZcwPd09Hjlx85W0HAFk9TqAzasOL73HDjllMXsa\nffZIbOAmdva/SmWVYGMIF5DqGpRLNwESIKRNNj2sIaz2bhzXEyaqMxj2DRPYDSPSZx2WhJuQ\n8kon68mW1EpITsBymRyT3oPC/YjqnDioxC8AgI4kf6PlVoPpduqI3HhJ3vlm4/baVXYL7AAc\nwR6mJhm2dpy4wO6OoElzn1mfhfse/dm24pdaWHK1DBCjQCordBNSWUNYrV/g9ZAhFCksMDNz\nAv8FDYaTiFFwGEr6zNjVA4uu1pMtEFTXUXefPMTCnHKYGIWO0FmHT9ltbT0HhNx6ZSOqAyBX\nvy/L70FHcuMf9vV5B8/K5a6b8OQlaVrZm0rUm7jjgJDX/qPc/Mn2lUS+lG632pwNVwm/tLsf\nAdH9p/kNBsPBcOQu/Q37TuTvwmXVS0NZdBLQIXQIJwFlNVpqelQnbkbKK7A9ugnoQTfM9QqZ\nnQW53QRzJ3vInewGufWqvP31prv8krz6J+ImoezjpAxSK/akUXfy8j20Wqh8B1Uc4LAN557Z\n/kEVLcWWUR3gxOEkJKx2//DvQELfqJgYDMcCE9gNH70HZJbL5HjjtjgAJKwhKEN0Xz6zsSxE\nD2a+dQ/EsyBk7YOu0S27iu72gcy/Lm//FahaNDb5JT74T/bvqQcP0YuOHawTl7Ej4Xjbi55h\nFdX8LgWK+yA3B9FNanPVfNu4LawBsovruq0YQ1iD4ZhgArvho3tERWZPISjDTUMiWb/JeA5e\nWvK3ejp/d0U0yJYjqAcA4yPwS92f2o4NuFt8K2FNLn2Ld/8cZx6V91+Qaz9setRNHS01k66U\ne/MbOHFTsagPn+7oZpPyMmp50GJqsmW5dtCLaOqo6dTvKBGqBXrJvUzeRsHgRygMBsM+YHrs\nhgwdSXUdVLBjcJNbdAq4KXbgxGC5iOVAyOp16FBKywgqzEwPZJZNysuIAmZO9X+o3aPQUuJr\nB/T2s7vO9tTP/BvOPgFl8cInkJpqeuqLnzxep0+59ZPuG8WyJ7AUC8BLt/5SRAHCqhQX95ge\n6wPmTncbr9ljTVUKi4O5tDMYDPuJCeyGCykvQzSTE8zMMDXJxCi8NJPjHD3L3JlGbGc5AKS4\nuEU6TqS4gNBncwiy10WIFBdBIj0FAG6SI+f2e0yhmR5ObKp/T6fOS+Dmja1jv8ri+D37+9SD\nRlbe777RYVXe9x1utivsJKzK2geNaaGDgx3ShBJWQbVHzW2JJD9vpigMhiOOCeyGCb8MvwRl\nw4037LpjGSbH4aWlmgcV7DgA1IqAwE02nYxFoMOBpR+iQErLdBLMzTE1CR6Yu4MGwMSBaA73\nDKce4Mj5emjL3Nnjl9nqISgfzCXB0aRuGtEO0VJeaisRt090CKP9EsIak+N7+ZgpG6SUV3p1\neTYYDIeB6bEbGoKqFBcBMDEGEVTWJAoQVqBsKAd+CV6aTlyCckMQobyy4xDcqU2/d/yiFIWx\nLKIQTmx3Wsd9IOs3mDnF7CxqRQnK7Rw4JKj0K0jWM7z4KQAsLuhXvsK7PnEwTzowRPeUkcqe\n3v+lHB52rNM4kY5QLWD/NRE3cZMdHJmllmd8lNlZWbu6q+F0pqdAJaUlVAsHMh0iCGvHqy3B\nYDgKHKG8hWF/0eGd62zdsC3yS9AaoV8vBUpQhZtkZgZeWkorOy/6pboOZSGxe7ukdvglyd8E\nBDrcm3jKXoh8Wb8uUYBYlplTbVN3B19vSk2pp/87HLvMFhVn2juhDQfsajVxsJrSTIwxOwsn\n0frhWlHWrwOAlwVb+cDaHraNhJNMT8FyoWympzddW/YRQa0o+Vt7UGYxGIYck7EbGtSdn+92\nv8jlJWTnYMektNw6fxZWEfqDFq0gdLDfinHb0SEK8xIfaQivtCTyocOD9ng4jskJEVm9uv1O\ny+HMI0hNoVaU6z9CUDl2jYO74+h5gcBy6Sbaesx4adQFfeI56EjyN7deyDE+AicOLy2lpUZc\npZymMNFNIqztly1YrSBR0GgasT1E/vFrTjAYDhWTsRsaNkpFymkdzehI1q+3jeoa24R04kiM\nDWxVsSy8DMCuHqkDh06sSzJgUK6dJxvR2BE98IF/zLt/jjOP8Nxz6ol/DicBL3Uoqzsgumma\nyKEMHLipdiER61EaIaVFKAU3CSfWGCpSNpy4BGVYDje+6TrY3le38ZJlwP12ElRQXYebYGaG\nmVNSLeyLqaDBcHIxgd2wsHFqkVoBltO64V2HnXvdpLiIsMpYmpmZgayKXgqRL0Fl17az/WN7\nXTxzB9hQeIJRVr1HcJNYhmN3b/4ZH1HP/MvGXM5JpVvGjoei4VevnyqLibHGeIftMTvLzKl6\njlzKK6iVEIWM55ieYXIcIBMjgKCwILUCnBi8DACIoFaE6E25E2U3vrOD/powNcHkGGM5ABB9\n0HMnBsPxxwR2Q8PGuaeeiOraFdQGqZVQK8FykWiv8tATrJ9vJPRRmEd5ub+j7RInDrBzJkD6\nkeyK/EMIVQ8Jjt/Difs2/w5r21PCduyER8nK7qahc0gvX9lMTSKWZmYW8RzjOShHIFJZBaSe\nz6sPyEtQgZdi9hTclJRWAKC8AhG6ccZHYDlSWpLySlO3wH5pLxNeBspC5Mv6DYjAbdMsaDAY\nWmECu2GByXGOnAMUc6dRb6PZm3RcLS+l2whr7L8xbj89u7pQ7zhkxzOTX96LrEMUyOXv6Bd/\nf6gyDXzoC5uneR0O1Wtv0LHhTKprB69U3MCO1efZGR9p9MkV5qEjgI0JIb8kq1dRWAQAZUv+\nxkbaXoIy7DhiWaZn4KYOPO9IOHGIlsrawT6vwXC8MYHdcFDLy8plkMxMgwpr1wDs3e9V2XBi\nEvTZ+CIIqxCNWrG/4+yJegUqOQY3iVi2de5Bh6jt+jX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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "library(sp)\n", "library(eurostat)\n", "library(dplyr)\n", "library(RColorBrewer)\n", "dat <- get_eurostat(\"tgs00026\", time_format = \"raw\", stringsAsFactors = FALSE) %>% \n", " # subsetting to year 2014 and NUTS-2 level\n", " dplyr::filter(time == 2014, nchar(geo) == 4) %>% \n", " # classifying the values the variable\n", " dplyr::mutate(cat = cut_to_classes(values))\n", "\n", "# Download geospatial data from GISCO\n", "geodata <- get_eurostat_geospatial(output_class = \"spdf\", resolution = \"10\", nuts_level = 2, year = 2013)\n", "\n", "# merge with attribute data with geodata\n", "geodata@data <- left_join(geodata@data, dat)\n", "\n", "# plot map\n", "sp::spplot(obj = geodata, \"cat\", main = \"Disposable household income\",\n", "\t xlim = c(-22,34), ylim = c(35,70), \n", " col.regions = c(\"dim grey\", brewer.pal(n = 5, name = \"Oranges\")),\n", "\t col = \"white\", usePolypath = FALSE)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Disposable income of private households by NUTS 2 regions at 1:60mln resolution using ggplot2" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Reading cache file /tmp/RtmpNiXU9L/eurostat/tgs00026_raw_code_FF.rds\n", "Table tgs00026 read from cache file: /tmp/RtmpNiXU9L/eurostat/tgs00026_raw_code_FF.rds\n", "\n", "COPYRIGHT NOTICE\n", "\n", "When data downloaded from this page \n", "\n", "is used in any printed or electronic publication, \n", "in addition to any other provisions \n", "applicable to the whole Eurostat website, \n", "data source will have to be acknowledged \n", "in the legend of the map and \n", "in the introductory page of the publication \n", "with the following copyright notice:\n", "\n", "- EN: (C) EuroGeographics for the administrative boundaries\n", "- FR: (C) EuroGeographics pour les limites administratives\n", "- DE: (C) EuroGeographics bezuglich der Verwaltungsgrenzen\n", "\n", "For publications in languages other than \n", "English, French or German, \n", "the translation of the copyright notice \n", "in the language of the publication shall be used.\n", "\n", "If you intend to use the data commercially, \n", "please contact EuroGeographics for \n", "information regarding their licence agreements.\n", " \n", "No encoding supplied: defaulting to UTF-8.\n", "\n", "# --------------------------\n", "HEADS UP!!\n", "\n", "Function now returns the data in 'sf'-class (simple features) \n", "by default which is different \n", "from previous behaviour's 'SpatialPolygonDataFrame'. \n", "\n", "If you prefer either 'SpatialPolygonDataFrame' or \n", "fortified 'data_frame' (for ggplot2::geom_polygon), \n", "please specify it explicitly to 'output_class'-argument!\n", "\n", "# -------------------------- \n", " \n", "Joining, by = \"geo\"\n" ] }, { "data": { "image/png": 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/33b7311qefforjeF5e3sSJExkMRkxMzIEDBwzncjiczz777O233x6AZgAAgMUQ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IP4HEdZeIlTIHAMmCTuSIkHANDk0JY8e2LD\nH6goimfPnjWYP55x8NEaasXAc92QU4BAJSVyo2kAQNsEg+d9JsCd2osEQWhra1uYGirOzVhn\nFV1TW1dueopEEszPyQMjE3XN7Xfu2RVgvAgAgBAuOF0sy9FSqVRKUeSa/axv6YhOzfMlB+Et\nCd0Ntsht8sKiXbHIzREVFSW59+s1r/20OkW5+Ld0ZJ6dTzxWVVi4eAKO48lHvtx34b/WHxUT\nRHhlnNFVfX5PUBOrpqen184cjGXP4jf+pWd5sd3suTDoeKI8LMBppig16eh8dUChQGMSm2U0\nGo1GY730h6aab0nWSFO8FgoTjRKPUbJytlSEYMMfaG9v79S550tiZIKOyvY2oFsar2gccTEp\nR88xjNB9Kv/TfxcWFrap7q0GIbx69arNPFCQlSqPy1//ZEEQgxvVAQBmLdaHj90ZlKYwDFMr\nN1hfK4rwfOOVnLK9er0+KBdFEORmQctvbzthYWFFn/1fNX0OEYKeaQ+T9VDhJ1HdopiYmNmY\nOznB+1Auw8OWMXc9vS/3s/+wFenyExMTzXYeAAAhrO13vNw0Xz/sbDN7jGpqV7xi/bzEPkoN\nl9ov/G5iYiLwpm5DGRkZ/UxwduFMsVJ4+Jn1TpiaqqmpUXS8XJmoUEjwtXL04Bgoi5fHmN/D\nMKzyse8FGNWJotjW1nbh9Ml4DV5ZnCuXbW7JabAMjIyH8nIdvYNpBRUoqkOQWwAasbsdqdXq\nis9978zvf5By+KmEhITVJ5SWltb/4e2KZYlROAF2TTEuFtIFn87ekxWsudfVIiMjm6ycxck7\nEu7iEpmH8bqlb41b2cDbZwXYYWbazW76T//+4Dd+EniDtxu1Wm3ng3DfaHeqseP/Ur7GhKnD\n4WhpaQmf+GB3uBRsVGtuUbSGiuDONb18Sl32SHZ2NgDgL//nO7s+/bTJZPLl4aIo9vb2zs/P\nY665jJR4dUwQZnIDIYZ2kUxOetLZ1i6j0Xv1MwRBdhAU2N2maJo++Dc/Wuu7FEUZ9z4x1vqi\nmsZ7pz28CCV5n8qoyFAotiRhynIkSSpKHoqLiyNJsvf1fwHRQRsvGZlnJ+384Bx7IE1ZYJL1\nTHtmZmZC8IxuPfiRZ8D5b/r98AWBvOzQFH3j9173THAcd/nyZarnrQqTDAvf3OcHEsd2JShm\nB/9ydnY2JyfHpKGYS78+H3Vo165d5BoLy0RRHBoaslqtgn0yJcGUlhYJQORmn9HAyHhZQdZm\nH7U+kzHCxTByOnTjhQWJYW1tbUFZm4ggyE2EAjvEu+Tk5Gb7fQ6ptOBgahDzkPkiJycHANDY\n2JgbecPf9TErRxHuvBga38wyOzsjdE0xnZOeApOsLF5e9snGkdRwSUN//+rMYciGwsLC5jgq\njOI2PtUbK08aH/rx8qhOEISpqanJyUmO48SOE4WxconJp8LBXhkUZLV4vv290wNzntJ4eaz7\nzNnfvl35uWdlsuttchzX3d1ttVoJz3xmSkJigg4And9X3AoVxTkvvX7q8585GrIralTKvqEu\nuz1erVaH7KIIggQdCuyQNa1YexdibNvr1I0Jh+/P10wt8C81WnfFy9dJyLcchPD5OsuXqsLK\n4leOzGEYBrpOijn+VIK6zSUmJl72KMIoq38Pj5UyPa99o6b6uzRNQwhB50kCxyJUZI6aJHEM\nrJFlerNyomW1gy4AAEVge1OU5178YdGD35FKpV1dXQzDkJ75jOR4RXTM6rwhfrA7nDNz8+Fh\nwQwNKZIszEkbn5qJifSSYGWLFOWkn2tu3rt3b8iuiCBI0KHADtmOZmdn9XIvb85IFfm5Ul3j\niKtzklksDsuL4Fy/Y8bBL51jdwufLtDo5CQAAMOwSBUlIb1vuciIpHt6eoqKirbmSdyyCIIQ\nYEB7k9UEN9b57u40FQAAxG9VHoQwOcEKUEJgOAb2JCtqXvlXbea+jOR4WqrxY751HU8+fKzh\nSmff8HhFUTA/JzhdTH5m6KI6AACGYRnRqu7ublTfDEF2LhTYIdvRwMBA8dpjciVx8lOdCx2T\n/z977xne1n3ne/5Px0EHUdhBEuy9N1GUbLnLkhVX2Y4Tx/Ek42duNnvv7H327rRndubO3Hn2\nzsxuJjvzZJNJMkkc9yQuclOxrUKJvfdOgp0gOnAAnLovIFEQiUaKVLHO55V48D8NgHi+/LWv\nn+FAroGoSCU10uv9kiOrfjZ0FkfkInSlBPH3/x6Iwi4O1tfXh/71+/Jjf06SZEZGhqfph3/4\n8me0ADco7ZnEjsfafSaUvxJUdftJtg7vMlMEAgW/AQgEaJoZHJvGMESjUmak7lmjAARBdRVF\nb390dg+FHc0wy6sx3Hj3A8rnVxlSbv15RURE9gpR2InciUCxhpsZNRiGEmGH7XE8wEPGYkBw\ntCOpScRms4lTHmJiNpubVTak5X/z88i8n4Rp4kmtFYLAabue54GJ3IG2m/LJqvYtShdKSQp5\nZcarqn2+pKQk9AvFMExbW1vGHuRgr2NzuJINeznkfGh85oGDtXt4wDhZtVgbyw7c+vOKiIjs\nFeIcO5E7EZVK1T5H2Sgu0oLeRV+2NnxLB8PxBBbvFzs/UTIxMbGbS7zH4DguGPmSwFy+1HOf\n2hpUSo9oLPMB2bRvB0ItU0L1Lvr26TpDwRHovlx56sIHl3/5lyMjI5vbMQzTarUe715ew/zS\nanVZQfQ1Pn/gYnvfle7BwbHpoNNrFIYnZjSqfQ9qbmFheY3U3qO2EyIiXxtEYSdyJ5KXl5dw\n4FtnXTlWbxhtxwsgR09ECuqlqPD+a7pheiOgIREAQIAVRlf9HfNUG3Hfr2aT/m1IcQlumrQE\nIACE0VOisZ7L5RocHOzo6BgbGwv7bgif/12kfe9XW6b9YbRdt0ft48P8hkEh4RHQd2bMdZPX\nHCdqEjlgkiVM/e7SL/6ira3N4/EAAAwGw7rVtodnYRhWLo3WyTs1t/i7T788UF1yoLo0QaN8\n59TZi+19Dpcn7GKr3WlMuaUj5RiW7egboSW6ioqKW3leERGRPUdMxYrcibAsO/DpL05WqAG4\nnlWlaL530bdop2EY0slRhhOCHvBbSFKiX056EMQ3vupfdjHFSRJBEPoWqcTDr7rX15Gxj59J\nkaAI1M7zyubXvhoZUSLnx8bGCgsLb+H93X58Pl/r6/9dikMIDPO8oJDAWRpcisN2C9fWGoCL\njldVVW2OuWEYBoOiad+HNZZzdh0EgaCNrI+HO9yaQql70KusU4Rpnk3GA3Nrox5TrXwvrETi\nwaBADQr0NwNdcuD1Un5e4GXk7ieqbMHh8lxo78nOSA3r68qyXHvfMIFj33rqseCW1ET9Cyce\n5jj+i8udcpk0SZ9gMt6QGJ6YXWiui+FjtofMmJeWXHzDwYdwPJqRoIiIyF2BKOxE7kS++uqr\n0FSVJ8C/3W1PUWFZOrzJpAEAUDTfMuM9aJIFtZ3Tx42tBebtV60pCASkKNGadA0A4MqMF4Kg\nNTer7f5NrRaDrlV31TOX28dAfX292120sbFxi2/wttPf338wW4ZuK0DUSJH6TOmU+TN3bm5C\nQsLAwAAEQT6fj+LQIa+yRBYxzPagZuOM3SAACAX8OYf+W4ZFHOa/sOsq5S4M2mosywrQGJHT\neKtU3SYF+Epx3l5OhhMEoXd4Ympu8bGbe/IAACAASURBVL+8+sLA2NSZix0nHmkOnSq8vLZx\n+kLbySce3D5qGEHghw/VAwCGxqdf/8NnhTlZAACe52EYmp5f3NsG20hQPn/XwFhOWd2hij0t\nORQREbl9iMJO5I6DYZjJts9qrk2eW7DTl2ao7zZoYPi6DpDicH2G9PNRd44O99L8nJV+qkJV\nnxmm0mvORh8wySQYlKPDaZZ3B67ndnOpi2fO2I8fP56cnLzfN3VHQdM0Mv4xaoxYGOeg2FyN\nRhAEb/c7OXqihSktKSm3jfREP+zDmvXfWVJkMPtqkjm45WjC+qBHUaVwblnZ6tI8d+A2DARG\nIMgfoCXE3sSlllYtp861PPnI4aqSfABAVUl+Sb6pb3hyYWX1Gw8fhmG4s3/UQ1GvPHcs+nFK\n8rNL8q/bLrMsPzwx6/H65LI9iylugWaYxRXLutWGKpOaHzkR+j9LRETkbkcUdiJ3HBiGld73\npGb1i/Y5CoaAj+FzdPj2Zw8PQIIU8TGCAMAzleqwh2qd9doodsoSQGAotGCfxCAIQACAAtDX\n0ZHY1NS0f7dzB9LX11eeGk00oDDk8XhWVlZy9BKtDNHPdp6a9z2KsVF2CfKUdvk36+mdbrUK\nZTIInwplx3yKUrkrNJM75FXqCspl+xyuW3LSGhKV3ngWYwLeNTBysHYPysja+4b9fvq1l54M\n3YhjWF1FUUFORmvPUN/w5LOPH0nU77jhGkXhbz316M/f/uiV545hEZzQdoo/QJuXV+1ONwAA\nkukJgkhNzcuuuKVD8kRERG4NorATuRPJzc21Lp7djMB1zHtPj7ophn+y7HoN08VJz6EcuZyA\nz096+HB9QHM2GkegP2rUvtVt/059QqRmi7GF0+vruQaDYV/u5M6DYRh+5ENsmxVHKOWpkgtv\n/QOKQDkmGQBgcp3+oaobBrFbTGAYfCdpAQBgpqWn7QYvB6dLfC0ubbPSikICAGCFJpa0ZY8k\n7a8FasuMl0ShVSc7bqF1MvhIniKYdNbL0S/m1vfkFEq5DEWQSC8drC1fWrXsQtUFgWH4208f\nbensP1xfeZPhtBnz0tqGndSmZWWX56vD//0jIiLydUKMwIvcWfh8vtHR0aSkJKTyxYn1AAAg\nwArDq4FHChUmLd4y4wUA0Cy/7GRW3YycgAEANUbpe932Lcdx+fkFO1NtlEowWIojUebiFSRK\nhj740b3TGNvf31+eGmM6CQRBTSZZtu7qjGgSh+NRdaEYceoJ7eoLhuVmpbVK5vrdRmq7W2MO\nkGehikcK93eKx+lRd6ICrTZKq43SF6vVdRmy3gXfrztsX054eJ43QeY9OUthTqbPH7BYt37x\nNrnJb5SEwCuL81s6B3a3O+Xz9wyNXxpakOizDjx4vLKyUi2qOhGRewMxYidyS/H7/TzP4ziO\nhuSYLBbL3Nwcx3FDQ0PPPvvs6JlfWVvRhIZvwuUvtLT8ZgrOebqcBwCUp5KrLrZ7wQcBICdg\nHLn6Z4mcgKuM0gtTngQpuuxknH4u3yDpnPe+0hBvvKQ8lRwcHCwrK9vz+70DUSgUA9yDwugp\nnRwxaSPae2AIlKzcm98PKpR+Xr/IA7jLo+IwML4eyI/P6jeUSUsgXYNJIrjDbfJ2t+Nwrjz0\nytUkUpshrc2QrnvYTrOv0+yrE4RYA7Dj4kB16c/fPvXqyWNIhNDdTaJWyjPTkroGxmpiTcjb\nRBCEidkFh8st02eUH3gQ3aNMroiIyF2E+N9eZB9ZXV09deoUtDFekkxg13TY2Jr/4LM/0Gq1\nU1NTgUBAGD2llSGVWgKGwJjVZv7kn5HMA4ODFxWf/EeWFtfLsUrNsuyalUSSEk269swOrZnL\n1RMYAmEIlKXFpTi07GS+WZuARPWcCEUjRaZ63qVycqTSW+GIcHsJ2oAyVVV9b/4N0N6688KA\nr5Pb60D75JTsN3Ml3yhTKSUx9BDL862z1KKDydYROjk6tOyfsNCFiURlWpgCQZrlX++0P1Oh\nVpHhD2uQowY5OsGk7ImqAwDAMFxfWTQxt1CYnbn91S0TTHaHMTXJ7nQPjc+U5Juir7TanZNz\nC5BMn59fVqC5DY0pIiIidwiisBPZR5KSkr73ve95vd6RkZHA0AcGBRZgeADA8pc/cxFwno6Q\nYHCoB3xFGkni0KOyoRYD0ZgljR6eQRHgDXAy4upTPDPheqtjmnrHbY/VRrKtp+fgwYM73fEu\nZXx8vCDuQrcND7uKE0l4YE9OnUt6s4SOng6VRVv8WKF8ew0ZRfPnJz1OP5ejIwqTJM3Z8uB2\nkxavMUoXHEz7HGW20w/myzXSq7/BWue8DCt8qy4BDzfacJN1D5uZvmdGqAsrayvr1kcPN4R9\nlRe2DnnZHeVFuRfbe6fnl7K3maBxHG+x2c1La4JUq9VqG44c2yvNKiIicvciCjuRfUcmk9XW\n1oLa2s7OTnT8o+er1JEeP2Up5JUZr0lLHDTJ3ux2vFwXMfCw6GC0UvTMuCe0neJmgCEIjH/G\nNjTcI9krn88njbsv9ViJ4tPxCgkH5VDjRoK6eYWHQkKdwuHwdVy5qJTllAYjcGtutmXak67B\ncAQ+nCuP1DabrsbS1VhVOjmy6v9s1AMDkJGAZSQQKarYH9y0JXDoG3vjrGCxOtp7hp95/EjY\nV1mWW1xeB5V7cipwqL7yky8uwzAEQdCGzcnzPCTXC4KAoqhOp685XLlPuWAREZG7kXviGSZy\nJ+B0OsHIh+WRZ6cF8dK81ctpZcjxEuWHA84T4XTb+Lrf6uXuy5W3znrD9sPuApefk1U9c4+o\nOgCAIAjxx3aMGqI6nUdhqDCxrt3s+3KDrqMHc0jvTV6DGmEOqqzTC53/OlOUpkLzEiVPlKrC\nuolsB0Og8lSyPJXkBRBnyp2i+XUy96au+Boer+9sS8eLJx6OtGBi1txYU7on5wry+ANNn1wZ\nrquryyjR+f3+e6FmQEREZHeIXbEitwKGYXrf/b+qY6k6AMADebJJix8AkCBFilPIKzNb1UPH\nPOWjhQNZMgBAYZLk7GgclqOCELNFsXfRd0+5ZO60Z7M8lRxfD/hY0Jgpe7FG42CxvbqSbIn3\nP8k7i7wDA0v+lhkvz+8sgxl3ISUYWvE/el/jjq9vG/4A/e7H56KoOgCAy+NNTdzLKXFuL5Wd\nnW0wGMRhwiIiItG5V+ITIrcRQRAuX758wBRtcNomMAwv2JnKNIFAoRwdbvWw09aAWoJ4aSHA\n8pPrgWwdkZ94tadSTSIxC/ABACgCcQJAIyuAwWVfyTf+yz1VnySMfgSijrLbjkmLv9tjL04m\nJy2BI4Qv9g5xA0Egj/TmgdZlm+Q/Nsp0cvSRQkXMBtgdwfHCFJ9WvxPPCUEQVtatiyvrAhDO\nX+nJyUrz+QMsy8ml5LefjuZLJgjC9PxSQ+VeeoLNmJcKqg/t4QFFRES+rojCTmTfaW9vr/S3\noERcz2keABSB5m10noFYdbECEAYWfUVJV7sgG7JkCdIblFymlrgy442iGsfX/XM22k5xenn4\nb7snwLMF39Drr8dXbDZb/+//SVJyPCEhIS8v7+sn+AKBwE5lk8vPLTnoVxq0AACdHJ0bkibv\nUS9FKAt+8mSjBoGggSVqeoN+tFClke6NvBtZ9T/YVBtzGc/zi6uW1XXr9PwiLwjZxtSaskIU\nRWbNy08/dn+c5xIEITMt+UJb7+GGmy2yEwTBaneurFstVkfFNrdZERERke2Iwk5kfxkeHk5b\nPaNQoQAAAYA5K73oYPINhEGx9bvnZ/lPh90pKrTWSK442Te67FkJeMw4X7ISPTfm3r5scNk/\ntubP0RMyHP7P9+nb5qhIwq7TTB15pGrzx9HRUarrzcM5cuD/yjnD9XbQbP7xoqIiuVy+45u/\nU5mZmcnU7qxxuH/J91jR1cHCJi2Ol1Vd6u89qLTdpOjlBGiRJtdpHAAwJSsoySXlOAwAqMuQ\nVaVLh5b9nwz7DphkUebtxQnDAY1KGf4aOH5+acVic8wvrnI8l2/KqCkrqKso2vW5YBhuqilb\nXtt4+6Ozzz/x0K6PAwAYGp+BlUm5lU1l5H75xoqIiHzNEIWdyD6ysLAAD76r1mD9Sz4/w8NF\nT2QVZ6W6XOj4m1tWvt/vTNdgR4uVEhS6MuutSidrM+ItDz9gkg0t+0pSrj75WucogRfSNdiz\nIQayFM2ve1hDOG1XkEhcunSpoaHB7/f39vaWeC5qro1JU0mQijSSdZ8d/fCUO+MRvV4fHAJ3\nt+NyufLjSGFvsuBgCBQKre5K0+BYdfWl7p5mpXUX2m4hQK7QxKy8EIVBvpGoTiJgGN4ST0Nh\nqCKNLE+VdJopFIaNmpuq6itMkrzz8dlvPfXYlu1uL/XmB6fva6yuryiuryi+mVNsISVRx9+0\nnYnJmDJr50hR1YmIiMSNKOxE9gu3233mtz8qvv9ZRiotPJwnuZZIMpvNWdIbvngfD7nqM2Wb\n4yoWbHSwNyJOsnX4bzttQWF3etSdpcXzthkbPFSgaJn2GMJF3ZKVmJ659M6/nCpMJA6mkZB0\nq+JBYag0hQTMxZUx5vJlWlL+VGlpKY7veFTenYMwegrErZsBAF9OuF+u22rjkahAQXVVS3fP\nwTi0nYdD+zwqAuZgCNA87NQXPlqkrIvj1BAE1WXILkx5UlQIehN9AyQG3a+zfH6+NbR/gueF\nNz84/b0XTuxHRwLLcpKdlPSFRSYlqaW9MbcVERG5RxCFnch+IZPJvvt//NP2AjWe50M3XZjy\nFCTFNYQsCpVp0kUH02mmao3SNHX40A7NCWtuNnFbChgAML0RKE6SVITzMwglWYklKzHa/vnA\n2+/TOUdLSkqUyvDZvTsZv99PYjvQMasuJlcXPhMa1HYXu3sOKm0IFC06Ne6T1xysCRb2jawG\ndDscu6YgEP6mB9ukqjD7ytjIZFJRblZwS0tn/8ljD8aj6miG2enpVi3WZMMeOHsIXsvNH0RE\nROTeQeycF9kvYBiO2XbQv+TTSpGcEN3A8QK283bIomTJr9ptR/LkkVQdAOBInmJy3b9lI8uD\nd3sdAUaIqeo2wRGoKl1a7/9qbGxsp9d5JzA5OWnS7SCSNG+jGyJXOiYq0OoDNf/uq/Fw0aT5\nuLRws12jKIm4PO2J/wIAABwv4HvRJFuSLLEOfeHyUACAwbHpBLVCrVLE3Ov1P3x24uEdd6Qm\n6bWkRPLGB6c/+fKyP0Dv5nIBAAAI5C30fRMREbn7ESN2IrcaYeSjYB5weiPAcsKWkcV2H2dQ\n7HiMftc8VZ5KjqwGGjOjZRh5AbzRZccQSBAAEIRsPcEL4FixMn4Phk0gCNrpKLjby/r6OkVR\nPp9veXm5eCf3O71B12dGy4zLcfj7Tbr3emqz3KMQACaJV4vdEN9ysqj+xs+0OUc+sR7YnjGP\nxIyVjllzyfHCxHoAR+HsqLK1MVPadvZNn66MF4RHDtXHPPXH51oeaq5TKXbcOoOiSEVRbkVR\nrsvjHRidGp+ZT09JPFxfuaMma/PyWnp6+k5PLSIici8jCjuRWw2T8+jE0lmNFFlzs9tr6ewU\nF+r6GokL014EAmYbTaAwhoCqdGlthrTbTM3Z6Ci7H8qR/6rN+kxFAhFlqF3cCKMfgfrYyuBO\nwOVyjZ36l3wDocXh3J3kYT0BXiWJvR4G4GSVGoBGHoDzE+5VN1fqGy6UulFIAABM+OSHKm/4\noLN1xK/abbl6fK9GyXSbqSlLoDlHvuhgrF6m1iiNdGQEhppMsra5gcYTfxTPkV1eKkl/UzEz\npVxWV1FUV1G0arG29Q5PzphrK4sKszPj2Xdp1XKgJLwXrYiIiEhYxFSsyK3m4MGDCff/p3/v\nh0tTwmQ/XX4+RR1b2GEwOGiSvVijeapc6aX5YAa22ihdsDNeOpp1wfM1moGlvRmui0AQx3F7\ncqj9JhAIpGswvRyV4XD8Vg0AgIn1wOG82MnKTWAAjuQpXqxWp1bVfwA3tLs1S7RkUlZIbEuk\nHsqRja/HNQmP4QQ8lhCfttInqzUpKqwuQ5qmxi/PUtHXz0MZ8ZwaAEDgGMOycS6OTpJe21hV\n8q2nH8MQtK136HeffEn5t9YGhOIP0JKE1D05tYiIyL2DKOxEbgNOp/PlYvbdHvv2eRA8L8T8\nUq642M0xxRAE1WfK3uq2+1keANCYJX2r2x7FlkqCwnHqiZjo5KjFcncUtnMcN7UeGFrxz1pp\nHxPmzVlzh9cuLC/4aP6rSc9b3fZ3uu1vdTvidP1KkKLPVKjrDzWsJNez4eSvDEcuTMZVacdw\nwoaHtVPxWo2lqDApBs/bd1/WFkpuVvqqxbonhwoCQVBOZlpDZcnxh5pHJmbf+OB0JHk3ND5d\nUrKX9hUiIiL3AmIqVuRWw/P8+qVfNWbJTpSqOud99TdWxfGCMLLqL0oKP2R/wcEs2Ok5ayBV\njbv9VJoGS1ZiJi2eqsL6l6juBV+BQfJshfq9PtfJKnXYIwAAABB4QYBvOgno8HFJKtVNHuTW\nkJSUlPTaPwQCAafT2fvxv2zJgH854SEx6MyY+9lK1RZHCsf0qGXRV0n41cjVsrn1DaJzQTot\nL8gzEDXpsTtOChIls9YwGmvSEjhRFuUzuo4Uh19t1J6f9BzJi7fQrSqd7Jj3Zmj2YCRNUU5m\n38hkenLizR9qCwSO1ZQVlhbkDI5Njc+Yn3z0sPRGbwmW0NzVU3VERERuC6KwE7nV9PT0VKRJ\nAQA6ObrgYCYtgVz99SL6+kzZpCXwq3bbwwWKFNX1FldBEHoW/U4fdyRPHtQlPM93mn3dZl+y\nEuUFwAvApCUO58lhAHL1hNXLamVhvt6rbrYiTXrzqk4QBH/20btrcixBEAaDYbb4CUB9sbmx\nfZ5KVqKFSZIao7R3kYIhqCaknSW5oJiY79hUdQAAAxYwYIF60PrVtC6QXL09xxoKRfPv9Nhf\nqddsf+mgSdY+501SxvUrCIaAMmqpX46O6DJTHC9MWxmG4xEIcvm5ushmuPGPDkZRlIsjQrlr\nQuXd1NziiYcPkRLC4XIPT8zmlN0dFZwiIiJ3FKKwE7mleDweaPRD8tpskco08vUOe6iwAwDk\n6okcPXF61HVhypOtw6U4opOhY2v+PANRHRIigmG4PlO25KQTFeiW0bUMJ4RVdQCADwec32/a\ng/kR4+uB/IfvShcKFEVZXkBhCADQv+QjUagwSQIAwBCoLkM2sR74cNB5ovRqJLI0RfIrc7FJ\n6NiuhJflOdFVHc0Jb3bZv9OgiTQobnqDrs2IV2RHV2JV174Y9ZnxHAyYgDmudQAAAKbnl/bW\nlGI7QXlXkp/dNTDqcnuziiqbHnri62dSLCIicgsQa+xEbh2CIPT09JSn3pBvClsX72cEPyO8\nUK2py5AlK9GpjcChXHloAG+TVBW+RdXxgjBnC19f9V6voy5D+vGQ6yZu4ioO46MJCVvNGO4K\n0tLSFh2M2U6/1+tgOaEs9YagY56B8N/YffJggXLEt7V/YjEgyY81rORnl63PVWmi2EUczJZN\nxF3vOBvhM90dKhJZXInX0eHm47txIiFwCUE8ePyZoqIiUdWJiIjsDlHYidwilpeXL/3yL0u9\nF+J5TPYtUsdKrgaNtDL0oEkW/zd1cp1uDOdI9uGgszFLVplGlqVKPh+5KW03b6ONRuPNHOE2\nsrKysuZi/YzwZLmq2hhmOFzWjXPgDHKE5re+/YsBsibcvqH8cZN2cNk3vBqx8dOowe3U7Wkr\nzk+UXGjvvS2njgLLcoJUSxDxjvcTERER2Y4o7ET2HZ/Pd/HiRdelnx40yVRxeM97AvyGl9u1\n0cDImn+7Yfx/tFldPi44FSVDg5t0RM9ijIkYUVh2Mmlpabve/XbhdDov/vzP05dO1WdK8wwE\nGmHwCQLDwRbjIL1LvmR8m2OHAFs8MYaAYAjUZJKtOBkqwgCaRTsdvXJu/4AAyEcW7c649L3J\neItmjvSNTJaVld2ac4mIiHxdEYWdyD4iCMLAwEDf23/fwFyK32ZgeMX3WFG8/Y/j64HLM97g\nv1ke/LLVWuwZ+GT4hgf22TH3Uai/JDBm9V7VInkGgqJ36Rux4WUNzd/Z3b63kampqbmP/+lg\ntlwjjaGtEQhMWq5mSNfcbMc8lYhtTZg2qWxjXd2LcYwUUUmQSMYeF6a9hRHan7ez5zYfZank\n6Qvt8awMO65lz2FZjpNoJJJ43xARERGRsIjNEyL7xeLi4szpn5SlSJRRbb62o5OjUxamIDGi\nEFxy0l3zPoefy9YRehmKI5DFw5I4/FaX/SWii4R54Oy7NF3dnC0DANgpPmF9MFERWGEkRIjp\nQr6B+FWb9XipKrTN4syoy0MLflZgOL4shawMZyA7uR5oOpa7ozu6E2AYxhjH+I9ZK31uwp2i\nwvoWfHm+CTnK/rHMuz15DgGhWWVr6e9Lu69up1fC8vzwSmDNzeTpifjL10xafGjZVxJuqPXu\nwBAoQ5iPZ+WG3TFjXtrvuF3/6GRF/f37egoREZF7AVHYiew9Ho+nr68vZe3cwcjm8Ztw/NZQ\njElHvNvjCCvsPhxwJqtQNYkeLVZiCLR5hF+22fPoqVeUtqCHVR7p9S33dS7BAgAIBCrlTgAA\nzcPykNCRXo5+u17bt+j7cNAlw2FeEHJ0RH6iJOOaI9mslf51h60hUxbaJeAJ8Iqakzt7O+4M\ncnJyBrvoinBSNZQsLf5fjxgAAB0X2+qU9hjHJD0XpzyHciKGVwVBmLAENm1eL0x5l5xMrg5P\nVqFZWlxB7CBjUJshnVgPtM95Z61MshprzCDxXWfrrzEjpDfGseyJB5vPXurw+QPFeaabPGMU\nWEIM14mIiOwBorAT2UsEQRgaGvL1vNOQTsJxWL7yPL/dsh0CoDiJ+GTY9XixMnT7h4PO+kzZ\n9slnCAwpCPiQxBoa/SmXby2fmpIVbAkuwRCoSicnLYGw04yztHiWNmHSEni9025UY1IcBoXH\nEQVSdXeaAVAU5YlqtraFWXlBpdCGQdEyoEl4YHJxmDfVhh1owgtCy7T3wfzrHbUrLvrF6jAz\n7eIkz0AAQNRnAquXHVj2j64FHsgL3ysdJ0jkjt0tPNRc19473DcyUVGUt+vTRcFidej1+v04\nsoiIyL2GWGMnsmeYzeYLP/+LjKUPa4zxDie7ME3lGsJEKUpSyCaT7NK0d2j5qq/ruTF3VRoZ\naZ4tDIOYJ8z2jNFsGGVj0kYToLl64lu1mmQVxuQ8Wl5eXlNTE2kq253DxsaGw+HY/JGiqNbW\n1umP/qkpjgDqJg8VKEa8sV1ic0lvu3lra8X0Bt0x732r21GaIklUXP/ISBT2hzM02ylaGVpj\nlL5Uo7Z62Z9eti47mdj73DT1lcUwDHf0jezHwafmF02mfQwHioiI3Dvc6Y8okbuF9vZ2tvOX\nh3Lk8p3k10JdX7egJpHmbBmGwG922c+OezK0ePpNOESZA2S6xHdmbKs5KQ9iK0IAQJIShSc/\nu3Tp0q4v4Jbh8Xgm//W7S//6QktLi8Vi6ejoGP39P9T6vqpII3c0GC1BigxKCmMuM2CBznnv\nz1uvu6n2L/nW3WxdhuybNRqN9AYhXpshnbftmQiDIKg0hfzegQSLhz075t6rw0ahrCAnQa24\n3DUg7FErx9Tc4ox5iWU5WK4XB9eJiIjsCWIqVmRvqKysbOn/MCMBj//pZPNyJu31PJqX5ues\ntJfmaA40ZUmDz7n8RCJTi/++z/FQfrx9smEZ8Srg1FwDuVVEzlnpLeIjFJefm1gP8PnHlInK\nuofyUPRO///CMEzHP37rsNIOQUBo/7Ox83KOxaYVBYIAKtLJnf4Zl2eQLKxI0omIg+gAADAE\nfqjs6nSrAWgEAHSbKQKFGrPCt8ukqLAOhxeAvZzTBkNQogKlmL1umr2R/tGpsak5AACKIjzH\nX2jvPVRXcZOxW3+AdvKkMc3Ybzbn5e1LhldEROQe5E5/UIncLeA4Xvfin1955x/iz/cpSdjH\nCG9127N1xOxGQCGBazNkerlk0cEMLPvLrzkiECiEIjHkosk9CqKmDZtVts/9/MMFyi3bpy2B\nhnDTjAEAE+sBX943qh8uQ5DYs/fuEFpbW5uUV2sNIQgUSj0AgDqhdWVZ0j0rmZYVJquwwznh\n73fDy7r8nEl7XXXVZUhb56TRhd0mwYq6TC2xfYhgKNMbdBQL191httO1xn007eV53uX2nDz+\nIACA43ifP2B1OC+09zZWlUqI3UeR+0cnq5sfwTDMYDDs3cWKiIjc64ipWJE9Qy6XF33jT7vM\nEQf/Onzc4LLv9KjL6ecAACgM3Z8rf6FaU5chPVmtOVqs0stRAECaGpveoINrNmG4aCGZmOEa\nGcJmu4e3FGOtudkZayBsbybDCaN4hdVqPXPmTKxj30HgeJiIKQSBFNxfq3A8D7euubdmQima\nPzfmfrvbMbNBczzomKc656kuM9U5T3XOU4GU4jf5xk63mhWiaetJaf7lGao0RRJd1QEAUBja\n3gd9k0xZ6CjGZTfPB2culhXmBP+NILBcRmakJjXXlr/90Vmr3bm7YzIsiygSMWz3nR8iIiIi\nYREjdiJ7iVarDTz0J0Nf/SQ4b8zq5RYddIDlocInAABAChyIo0zeFtN/4hulisuzvuAgOo4X\nFh302TH30eKt8bZNpmQFtaAt+jHLZa5fj7m/U58wY6U75iilY0ZqzM03SP7Q78zT45k6InQY\nCoZAFUL/ivThhoaGuO/+9lNaWjp8Vlkui6g2+G2i6osJz6GcGI4gLn/9V1d6HtJYIi2YtNA1\nRlmUpHYol6a92XoiWYlGsr6IjsvPWTwsRfM0BwAAPC+we60UQ/H6/KlJepViayUAiqLfefbx\ndz/+or6yOCM1KbhREATz8tqqxZqk1xpTEqOUzfWPTJU1Htm/yxYREblnEYWdyB6TkpLib3yl\n02IBAOiMuqK0tE3vy8uXLysUihXt48uCwHEcNfDRoRx52If75VlKKUFYXhhY8rN5j1ce9jYJ\n0XSbQYHanZgGjVaYD0Hgfn7g2fUVnAAAIABJREFUD2fVpTL3c6TXosDPzczC2vRnKtVrbrZ3\ngUpR4aGzV5IU2Nzwx29MT7/00kt3S2G7TCbzPfDnoO2/hX2136s6UHyDQFlzs0YNFlNnX5zy\nHFQ6Ir3a7tJ8t0G74WV/fMHyRKkqM9yYG57nO80+hgfN2XKdHB5dpU8NOv+kWRfHPV1FAGBy\nPWCjWAfF5SVKMrXEZqiV21Urg9nOWB2x420fnL7w3LEHIr363LEHvrjctWFzCILA8fysebko\nL6u+onhgbOrtjwayjCkledly2dY0cdBkQvSEFRER2Q9EYSey95hMprCzG5qamkJ/9JWXX3j9\nvx/KliEw5PLzrbMeG8Vl63AIQHo56qWFHtkDFc9V0DQ9//E/4cnRZrc2mWRdLYqDKlv0C0vE\naQLickmPhcY/GGLxVKTeP/zbzsKXG7QYAnXOU9k6fMFOLzgYAoUBAHjR499sbLxbVF2QrKys\n2fPSLEmYhLgMZlec9NCy70CWtGvBp5TAFC1EKrkLxe7j1NdEs5XBbCyRS17tLx6jFJipPF2D\npWuwORtNYltTojzPfzDoTlVh6RoiRXX1F05pimRiPcDyQpxBu/4l3/BqoCGTbMgMc7VqEjHb\nmehZ4JYZ7/TGVWM0AoFNOkwjRQ/pXf0jk+VFEX1E5hZXygpysKhNMw801Sytrms1agmB11cU\nBzeWFeSUFeTwPN/RP9JQuXXw4cDYVHnt4SjHFBEREdk1orATuW2QJHnw5b/+4pf/5/RGAIGh\nXD2Ro0NhGOLzj1EIUlZaGgxpmM1mgyLGF1WCwlNkbpPQHl2D+XiYEWAAwCpDFrm7e1iji0Nx\nCUyz/C/bbE+VqxYdtDvvmYN32Ajiixcv4jielpaWlpYWc3FycvJlWhJW2OWQXqe5v4rw//uV\nkj86oFWRMC+AeGRrZRp5aVyLQ/y0LD9JjVKM8IWdOYYOAgDmE8oeSb8akfIzfOKNn9Syk5my\nBI7kydXb+pFzDfiKi01Xx1VkNrYWeLE6zBDpIPmJkne6HcbIC97vd5alkmF9UC6Ong9kZxLE\nDZdB+f3nWjrdHqooN6sisuzbJDUpfPcDDMOTs4v1FcWhbzLP8wyuJsl97PYQERG5l4H2aiDT\n3UtfX19aWppOt4Os0K2HoiipdGeOq3cLPp+PpmmVShX21dnZWVvLL8N6tm6hZ4EyLLWnRW7h\nnPGRS7SUgDkni6lRZmJszZJSqEQ4VpWokkDN2Qo/y294WAyB+5d8WGr5iRMnlMqIVX23AEEQ\n1tbWRkdHy6gWjRRZdDBLDkZS8XRlZWX0HYeHh1M+/V9USMTE9CglV5U07MizweJhg60tHfOU\nBIPKUsiWGa/Vw54ou/7Btc9560Miap+OuFKUWCQTM5bnvxj3HM6RS7YF+bbzTo8jrDtIyKmp\naqNkewsFy4O3uu1HixShjsCh0JzwO7P2m994BADgD9BfXO60WB352Rml+WFSqLtgdHqOwHCT\nMWVzS9/IRG5Fk1y++/E9X+PfBrcX8Y3dJ+6RN5bjuIsXL95//+13fBYjdiK3GZIkI0Uv+vr6\nZJMfxKPqAAAVqZLuWUkkYdftUQEANausAICFAPmFXfftasc6u5SIBThgfp2pC6ock5ZgOMFG\nsQlFRVNTUwAAnudrampomrbZbG632+l0ymSywsLYk3sjEZRrSUlJkRYsLy8vLCwIo6cgAAxK\ntEmFoVIEAJCmxtLU2Mz0B8uJiSkpKZF2BwAUFRW1vidviOz0ygkwFmuCzBb0clQAoGXak6rG\ngiNRtgTAlpy08lqtnp3i3utzPF2uiiSnAAAoDDea5OfG3Q4fl6uXFCQSqm1RvR1cngL5fNST\nKEchCExv0DAMAQA4TkhVYyer1Hjkm8URqF6x8uvffYKiaL7JeLi+ak/03CaF2ZlXugc3hZ0g\nCH5EeTOqTkRERCQ6orATueNgGGZxcfH06dOofVJNov1LvgDL05yAwhCJwWoSPpIXZmYdDMNT\nssJJXpCgcJZrGADg4xEBABLiLAyeIfEVSK+WhSkRhuKR31lTAAA0D+kx+qmm69EgDIEeyFMA\n1+ngj8tOtn3oAwkGKUlERyJZBNzNPbi7+1pdXZ2dnYXGP/EE+KQ//h9h16yvr19460cnq9Qg\nI/wfuCYt0To7G13Yra6uqlE2yoJs0vvplPfpivBR0rCwvNAy7S1OlgTjdtsJsGDDyy06mAU7\nbae4JAVGc2EXXkdJwMdKVAAAiuYvTnlWXMwrDdr4L+mGy+NARSqZpsYAADXGncUGsnVEuwsN\nBu32g8WVdYZlg4V6XsovqjoREZF9RRR2IrefQCCwuLhot9thGBaG3xcEkKzCvpePQiDMY/7d\n3ojtmQAI1zzmD4Ru/W2n/RH0elOtCmX/JGXu6g4A+neq5hFJxGxgigrdLPkHAPCCsIt5xTzP\nd3R0qOc/qzcQIEPaOU/19PSkp6dv8X0fHR2le96sSifnbHTY3tIghuUzPT1kaWlp2CloNE1P\n//S1A8poFlskzJVS/Z+PVDxaFG+u+f9rsX6rVq0iI/7GMGlxkxbvmKcq00kJCgMA3u11PJCn\n0Mpiv11SHH64QP6LNnuAFQh0a3TN6ee0EXznNmE4XobvfiZcHrpI+f1SSbQGnV3zUHPtyORs\neWEuAEAuI71La/txFhEREZEgorATuaW4XK719XWHw8HzPAzDS63vaWWoDIfT1HhWUAHEl3jd\nDscLWLgWSw/NF/nHQIQoCQSEKGJlO+tuzpCzM58Ai8Uy+P7/U5shlRmujreQE7Bi/pRzRpjx\nsAAAUHgcgiCGYYyWc6kpJEXzX024owi7bB1xpv29geH3GY4HBcfz8vISEhI2X11bW1NGrq7b\nJI/0mtcmfuHMMmrwhwqiunYAAAB4pSHhzS77s5Xq7W0QodSFBBqfq1S/3mE7UaZSxhqnAgBY\ncXH1GdLtqg4AoCTgNU/4AOSMNWDzcgAAl5/HEUYj3eUAETkB2+wuadTO612jUSk//uJyUNgB\nAASvRRCEu6vVWkRE5C5CdJ4QuaV0dXUlTLxV4Tpd4z2XufYZL4ADWbLyVDKeuE6QSE/EJSeT\nnxjmwSxFARPVNWFHrLiY5OTkOBcHA3Xr5/7f+3LlspDpxzo5OmsNmLR4bYa0NkNaS31R4z3X\nSF9IVWEAACkOuwJ89CNrSKQyjazLkNX5vhx6/58p6noPbFpa2mL1Dzrd6vc2IqZr/Tzc7VHP\n+8jvEh3lro5fd9jYGCcEMhx+vlpzccoTz41v8s0a9ehqIJ6VqWpsYDl8fSQEQTk6guW3XuKy\nkx1b9dcYpTVG6ZE8+bKL2b4mTpw+Pi15X3y9fvfJl+19w1q1qn90ElxzJLt48aLHs7N3UkRE\nRCRORGEncksxGAwoDMEQBABwBzhPgPfQO3gY+xhBhoVXaWsutjApTJQLhuEVdaGPjygcy32D\nb3Y7Lk3HftDOWmkm9/E4baCmp6ev/OqviuxnCpO2ys2RVX9thBI6P8N3zlNRiv0pmv9tpz1R\neT3KeCBL2vbbv2NZFgDAMMz58+ebhv+xVuF4WGP55apxu2J7byNl0KtMwf1HtWsQBAwY/RzS\n2XKx0+qNVpY3sOQ7M+o+Whw7thcKDMNI3L9jMhLw/iWfjQpjHpdnIC5MekO3UDT/1aT7aPH1\nMsHqdOkf+l07urwgLC8solm72DEmF9v7DtaV11cUHz1ygGW5r1q73/34XEme6UBh6sxA25Ur\nV4aGhoIfnIiIiMheIaZiRW4dPM97PB53gJcTMAAgQ4OnVGI9C5Sd4uIs9oIgsOJivphw35+n\n2CIYBCBEMgxNVKK2NSwVD1/MXyD1FIDWdSvRviSdVxQ0maSpqq0CkeOF7gWfvvmVhuzseK4T\nALD41S+as8MngJccTLAKbTsQBE1aAi/WaEI3sjzv9vMaKdo6Rwm8cLJKHdrTCkNQk0nW2tpa\nXl7e/c/fPqC0YYgAAFAhzDP65c/siTmkZ4KSUzySKfFxAtSktKXgN8TGSJg/rLKe7+w9fKga\nDvceuvzciovdUbPFLmjOli07meEV/4KDyTcQlWnkZmpdRcKdZkpFIhVpJApDAgAd89TJqhuu\nR07AlWnkwLK/LCViRtXiYdfdrFaGJoUo4/G1wMG6iv24IxRFkvRX60SrSwtCXyotyAYAuL1U\n98XTLg5XKpUSiUQikZDXkEgkaNTByCIiIiJhEX9xiNwiFhYWpj7/SXW6VB7yTMUQqD5T5vBx\n7XOUFIdKU2IU2ElQ6NVGrY3iOueoGWugOVuWpr4qwqY36LqM8CYK/PxQqjLifLsgBixgwAK1\noG1sSH6BKEYRKFdPBCetLDqYed2R+hfrcTxi3dt2iAjSDQCQrYtYCsbwgkGBdsxT0xsBJQGz\nPPDSfI4el6DwnI2ZtgReqtVs3wtDIAzDxsbG8kkPBl0PeCkR1iShSJh/JMEigaNFRiEgFJLu\ndrO/MTNMKHFiPXA4N7ZBxRb6l3xWLycndpAHT1Fhwbkzdop/vcN2wCTL1RMAgAUHc6xYlZ6A\nv91tr0iTuv1ccXKYqXW5euLKrDfMca/h8HFMetPlucXDyJLu2igWT4DH3B6L1R4UW3vF8MRM\nkj4h+hqFTFpXUfTWR2ceqHqIYVmfP+D3e7xOesMfcLo9kExfVVUVZ4RYREREJIgo7ET2Ha/X\nOzg4aFj6/HBO+AiWmkTqM6VTG4HXO2xPlKliWpcmSJH6TGlthvTStKdl2gtBUJYWj7TX+UlP\noSTawz4UGAhFUncRaBMANLtAfuqq1EpR3cGXm3Nj2w9sASo8Dqgvwr6kJpFIfa/vdttfrk9A\nYKguQ+pjBAgCkpB+gon18PVqDCcQBFFZWdmL/SPz+f+eHjLMr1gWrT02lCQ88PlaGGHHC0LL\ntBcAIAgAggAKQ0oSSVFhknCNDptYvayfEWqMpJzYTb2HRgq/XJ/Qs0C93e0w6bBlJ/tEiQKG\n4ZdqExYdzLKDjjR1xajB2uaohnDyFACQpcU/nFt85vEjbR/+PCjsaE4Y9ukTZxeyM1LPt/U0\n11Yg8SePo9LZP/qdZx+PZyUEIAiCcAzDMUwVkuumGabn0hlEmVhVVRU2kioiIiKyHfGXhcj+\nQlHUv//jX9b6vozS5hkkR0e8UKMZX/OfGnTGY4gCQ6DGKMUQ+GSVui5DerRYueFlv5r0cPz1\nfXmex5eHE/G46veDCABaoSU9HtUGg0OZzRXP/0XuzlUdAEClUlki9HJm6/FPh8PYz58dcx8t\nViLXEpAkBm0RT1na8MGbKUsgaM5bWVm50PzXNL+b/9fLtCSLmnq9Y6vfbpfZ93K9tsYorc2Q\n1hileQZCEMDb3XaHL9qcuiuz3rJUUilB4Jto/6xKlz5fra7LkD1apAgqGzvFXp7xJiojBrHS\n1PiUJeLH7WcEq8MFAJiHMxlOAACMrPhRFD32QFNhTmZlcf4v3z3l8sT7Z0AUFlfX6yqK4lxs\nMqaG3Y5jWF1FUX6itOP8p8Fx2SIiIiIxESN2IvtLZ2dnY5Zs0U6na2LnMVEYqsuQOf1c2xwl\nxeHy1BiZWRkO5xmIGWsg6IWgk6GpKuydlYzc3Fxh9CM5gay5WT+LDniVBMQjsIBDPAYJGMRj\nEC9FeAy6mp2kBXjeL7WzKPzYXwEAkpOTq1NTbzJGUlBQcH71kJq9vN3jAYWhWuPWzKadYjVS\nJCmyZAEAaGXo9Aadrdv6Trr8/KYnG4ZheNSsayQ+txleSTSPULTZXm/UXL2MORsdYHmN9Ppb\nIcXhbB2erUt4o8t+MFtm1OBhhZs3wJMR2lx2gQSFx9cDA0u+bB3+VLkqum1GXYZ0bM1fENIi\nzQtgfM3v8HEb8vyXn6kHABTnZV0enLVITP4A/fIzjwWXqRSyV08ef/vUuaaasozUiNYg8XC+\ntWevJh7LZWR9RfHy2kZvb29MNzkRERERUdiJ7CP9/f1F7gtao7RtzhuPsAuikiCNWbIL8U3W\nKE2R/Ee7LSjsNrysnWKz8rLq6+tBfb3X680CQCaT+f1+nud9Pp8gCBRFsYJg8/n8fn8gEBA+\n/zv4sb/CcTwzMzNfHc2NdBc0NTVd+fXZ5mzZpCWgIhEJCkWZ6PbBgOvl+gQAgMXDdpmpORud\nZyAeuNFjw6jBPx52bRF2Y2v+DV395o/C538Hdta6CngAv7mW/IR2FYJAkdT9xpT7pdoEAIDL\nz7XPUZFMWr9Zo+lf8rfN2AEAJh1RlkqGTqEzbVOfN8PYWsDpY5+tjOsDyjMQb3TZg8Juzc0u\nOpgxJuVAddmBa75eDqfb5nDf/8z3tu8Lw/CLJx7+8kqXzeGqKMrd3bQ5h8tTmJO5t5PqlHKZ\nC4ij70RERGIjCjuR/cJqtUJDv9OmkACABTtTkcrHY/e+iUqC+Fk+UvcoAIDhhGA27Uie/PVO\nW/6hZ3TpurL7k/v7+9vb26uqqmSyq1ExiUQCAAjrQk2VvrN/7tQYhhWd+M9v//p/SjAYz27O\nMmYNt7+plCAwBDrNFCcIGALzvAAAmLMzdRlXm0AVBJxrIIKD/d7qtiMwJPACACDXIPEzvNvP\n0Zzg8nMSFHYH+M9HnAdMMuVa26VftOEIhCKQm93Zf2oni767kfa8flGBsAAACAKVgZEZa12G\nBnunx/FqQ5hejU3KUyXlqRIAgJ/lPxhwlqdKgnJKEITAng7xyNNjneYdHLEsRXJh0rMAp2Wl\npxw8Vl4T8pI/QPeOTByujxb6OnKgZnFl/e2PzmYZU/QJGpMxZUcq7fPzrU8f3WMj8LUNm8G4\ne4diERGRewdR2InsCzzPD73/fzdnX5VWjxUrR1b9VenxSqg5G72R2DygUIKxUwAAjRRN1+Bb\nCs4+8xQbjUYYhkmSfOFYFgCgt7fX2frrulSS5YWu334kqz5ZVla2p7e1Y/R6feaBJ3NycgwG\nAwDAn/1XX/3yb3IN+J8060Jla14i37NADXTbzXamMJEoTiaDHb5b+nzb5yhBAJ+NuAwK1O3n\nSAwJmqvmh8zWNcsqLvb3NiltCBS7TrHFlYAA4dWkeRhcX1wkdf983K2UwCerNHHmo3EY8AK/\n2ScBQRCJQ5OWQLCn9eaBYXh01V+fGVdnLi8Aq5crf/DkfeqtM3R4nv/tHz779jNHY95XWrLh\nhRMPAwBmzMvvn76QmZasUsjjUXg0zWYZU7C9nlSSqEuYmJvTanfppSsiInLvIAo7kX2hra2t\nOv16hZwch4dXA/EIOy/ND6/4ku773sOZmQAA0NAAAHA6ndNms9PpFMY/gyFgUGDpGiyb6k43\n3ae+lj8dGRnxD35UY7wa96I5kJ+Wtvc3tnMOHLhuXCuRSBKkSDBxHBqMVEng+3PlAIBJS8Dp\n47ZX0fEAnJ/wUDQfTNdGwajB1A01v+ixv0x0ERGK7Zws+tZ6apHMY5JQaYRvy6sQBL5HdnS6\n1UpJY5z3+Pmo57EiVajbWE269PUOW5YWR8P5vMWP08+fG3OnqNDDuXElmBlOuDzjrXz4BbUy\nTAu2LxAoLczBdzJAxGRMMRlTAACj03NvfngmOyPVZEw1aCMGMj/96vJDzXXxH59l2XjUs1xG\nIv5Fq9UqajsREZHoiMJOZO9ZWFjQL52W3jitrSRZYrbTxsiVdrwAus2UUHCs/uH6LXERlUpV\nWloKAAAHDwIALBbL6OJiQB5YWVnZFHZFRUVs3t/09fX5+t+H8h9r+k7D3TjfNVdP9C/53u52\nGDVYXSaJwvCKiz0/6TZpiYo0yeQ6TdG8FI+hAxQEBAEQNmLn4dBPbIk5Es/LSQsExEcRXayw\ng7w5AkPbGxowFI7a5BCbN7vsRUmS46XKKFYcoZjt9Jfr2ueOPykjw7fdyEhy1rxcUZRH4Dse\nDleYnVmYncnzfEvXwAenLxx/sDnZsFVjTc4uGFOTZNId+B2zHB/ngJXywtyW4ZHm5uYdXLSI\niMi9x9335BO5w6FpeumLn9Zts8yqTCPb5ryRhN30Br2e8lD189XBerjo6PV6vV6/fTuKojU1\nNaCmZvtLdw5c3tGppTOpKpSMUHFYnkqWp5LrHrZ3wd82R92fK3uuUh2cgVKVjrzZbX+5LkbQ\nzh0QCugplAwj7Ho9qie1KzHbZm0s7tTvoKJLgsPMNicwlrtZq/tcPVGRFpdI4gXQu0BRidWv\nPBfDQ+IbjxzuHR5vqCwJ0AzDsP5AIEAzDMv6A7RBq0nYlr3dAgzDFUV5HMcl6rZ+CublNavD\n2VBZEs8Fb7K8tiGTxv7OBylKVQ4MDOTk5OzoFCIiIvcUorAT2WOuXLnSlB7+YbziZH0MH1bQ\n2IyPNdXXb9/+9ePAgQM2W8H04qLP52OGPmo0ycJqH4McNcjRGStdEuLGgSHQkVz5pWlPJLOy\nIEoJrMwt/+mc94+lHaHblwISHRaIZxjKsFf+aG14iTNnozvmqUz32KQ036QjggONJShEszcI\nuxlrINU71XqB9yUXHcmLkUX9atKtl6ElsXxHIrHiYk+ZFc8dO6ZRxU7XLq6s9w1PmJfWCAKT\nSiRyGSkhCLmUlEqI2YXlmMLOQ1Hdg6OH6irhG6Odaxbb/OJK886tydp6B58//lCci0kJ0fbp\n5xRF1ddvjWqLiIiIBBGFncheMjw8XOC6iCjCf68eKlSMrQUqw8Vg7qmnVEJCQkJCAgBgLTNz\n7tJPsrQ7mAySrsEXHcz0RiCKLxkAoDxVYqNYuwPToMzmxksu3XO6xZinmAtISVNp6JZZK73q\nZmatTI53TI3ST0soRCHUgbaVNaJ9XgpBAgaEz9YKnixTKyUwAMDp580D/ferrQAAi6Oj9YLc\nqi18tEgZqcVZtjIkRen2KcKsKHisWOn0sbNWesnBaKRhvkgBVvAzfDDzKwAwvOLzaCv++Jux\nw7ReytczNC6Tka+99NT2V7sHx5INupgHaesZvr+xenvy9EJ7b54pXRB2HKTMSo8xMVEQBJvD\ntby24fMHRiZnX3nuca/Pf/6zP1Q0HtFoovUsi4iI3JuIwk5kz3A4HHTv24YIU4V9DO/2cx3z\n3tIUyZaCekEQWHZPx2PcJRgMhjkPGxR2LC9wPCCi+nQFaciSTa4Hzo27NzwsDEMCL5SnSQsS\nt+q85mx5X4usRuEAAPAC2GBxFUK7OVSJsNG1B8NDWIhw6TJT9OxglsTbiAe2TMhLxgPJ11w9\nyoSO3g7VnLyQE0Cud+SgyhXcrsdoPWbz+Nve6KoJJpE/GXZ5/BwPQKICO5In97M8CgQTSZkA\nVc63j7QpZAiXj9GNKDOyoWifr6zPkAIArF5uZiMwyaeREkIhkwIGAABohqlrKtJHbmXYZGBs\namLa/NRj90VSUQvLawXZGTGPY9BqxqbnivNMW7bXVRTNmJde//1nDx2q3157F4n23mFjSmKU\nBS6P97d/+LykILs0P1ujUgTdLFQK+X0NVf0jnfMyQ0VFxBihIAg0TRPE3jQmi4iI3C2Iwk5k\nbxAEofe9/xnqBrvkZFacDCh8AoZhnudJktRoNCebpd3j48q5zwqTrtcVdZl9pU+Xhjvq1xwI\ngrw032WmhILjCIIwgx/Uh5icvtllt1Jh9C4EQJ6BsFPsg/lXBc1b3faCRGJk1d8663218aqq\nQGHQCnJ59+SsvBAIgtGAG9ORHg87ZQn8EdkJgYjDUHJJ7+WpfkpfG+zS8M8MHVRt9RnbDgoJ\ntQoH4xqrkrskiq1uY3KEO0APDa3UlSRL3H7+KN+lRNlFG/nbzrJMLZEnudqZK4H5KsV1s7VS\nmWt4oecTT5lTmpmSqGs+Wl6384aYDZvjw7MXH2iqfebxI1GWHXuguaWr776GquhHKyvM+fx8\nq1IuS79RkGWmJbf1DH37maPnW3tmF5ZrygqCvbcMyw6OTZfkm8K24k7OLdRXFkc5Xf/I5Gsv\nPRlWjJYX5jpc7vPnz1dUVKhvnK3Nsmx/f//GwmR2SY1YkCcicq9xtwo7QRB+85vfXL58OS0t\n7Qc/+EEwsSVyG+ns7KwOmWZCc4JZ/2DTN5q2r2xsbNzIzb08Oppt+ypJic7baO3B7ygUO3RL\n+LpQffK/KRRXjVDbht4PfSnPQNQYI8aipq1MfebVf2dp8dZZr16BNmTKNjysTo4CAD4ddj1d\nrkpRNYbO3igGIM+ADw4qymSuKFdVKnP9pGXjMDotAFAqj9c71cWiNpaQwOE9ZHNJ76/MVEmy\n5LlK5Y8uVPypuiuN8D3Fd305q9Nr6EjHLJa5eyXGb+3Knovnhd7h8YXl9VdPPhFzMYrCuVnp\nvcMTlcV50Vc+el/jb3736VOP3S+X3RCczkxPBgDc11hF+f3vffJlbmY6x/PmpdU8k3FucSUv\ny7jlOP4AvX1jKOtWO80wURK1aqXicJlidKJ3FlMH3cb8fv/Q0JDftlRVkr+GGeXXjOZERETu\nHe4UYffDH/5wbm5u80eJRPLuu+8CADwez89+9rOBgQGGYfLz81977bXgoNcLFy4sLS395Cc/\nOX/+/E9/+tM/+7M/AwD86Z/+qdls/vGPf5ySkrJ5qB/84AePP/74Y489dqtv6V5icXFROfuJ\n3HA96dM26236TsRpXjqdrrm5eXRUN3Plt2jx8YZ7OKigCnn0QoVPAOqLePZy+Tm97PrQuIZr\nk3sdPq530Xd/rrzLTOXoiRRVmCjRxDpdhm+dXReKj4fftaT8r4k9aBwjjjcRANTjUR1NWI+y\n5jHQ13mRHPIqv61dDW6RwtyxhLXoRy5f+cRibYgn3xqKeXnti5bOJx46WF1aEOcuqYn6yZmF\n+aXVmEaxLz316C/eOfXqySeCLRQMy45Pmz1en9fnk5GkVCI5eeyB1p6h5rqKxqoSyu/vGRzf\n1HA0zZ5v67bYHHlZxvKi3ChnGZ+ef6CpNuZlF+Zk2p3u8+fPEwRBsK7y/GzUpAUAuD1U8r36\n95KIyL3MnSLsPB7P97///YaGhuCPm3+k/uhHP/J4PH/9139NEMSbb775t3/7tz/+8Y9hGJ6c\nnGxqakIQ5L777nvjjTc21DscAAAgAElEQVQ2j0MQxL/927/9/d///W24h3sVhmHMZ3/SEOIK\nMGkJ5D3+AyzWGNjCwkIu72/j9Da4FyAIIuASgmV2LM/D10rhWF6weTm9HNkszJ+y0E2mMDYM\nLj/XOU9ppAgCQ3mG8MVVKy72fowJ+xIAwMcjr6+lfTdxPo5ivxtoc2mKZR4YRGu5TcQDiXgg\nGfePeuXN6tjp3SCFUvf7rT3PHXsgzvU0w/QNT3I898pzx+LcZZP7Gqve+OC0TqOKPosOhuFn\nH3/gUmefSiEL0Ezv0PjB2ooHD14XYacvdjTXlQMAPjh9ISVRX1teFNz+5ZUuhUxWX1msUkTr\nawYAzC2ukJJ4y+M0KsXhsqCGuy5Jff5APMODREREvmbcKc9Ut9udlJSku0YwtbqxsdHZ2fn9\n738/KysrJSXltddeW1paGhwcBABkZWVduXKFZdkLFy5kZ2dvHufEiRNzc3Pnzp27bXdy7zE1\nNZWkvK7hXH7Ok/1EaNA0CgiC3FP9sNFJTU1ddl6VXDYvT2IQAIDmhBaocTnt2Pj61TYFT4B3\n+bmwY4ovTHr+q7bHMTlUmBRRE5g8Y5Fe8nLIm2upf5S8ENmhNwycALW6EtIlPj0WiGd9GuGH\nYcDH/csHhYS0mY9iLnO43DPmpeGJmd9/+lVFUV5j1daqzdGpucWVGNFBAMALTzzUOTAac5la\nKS8wZWSmpdRXFJcV5ibpb6gGSVArlXIZAMCUkUoQ2OY85PUNe215YUxVBwD46kp3TdlNmcOK\n/7NE/n/27js6rutMEPx9oV7lHFAFFHLOOTJnSqRIiZJIycqS3e3TbXs8PdPt9q5npme6p92z\ns+f0nl57ndSyrGAqR4qkEkUSJAKJnGMhpyoUKucX9o8igUKhUAEAJZK4vz+6iVfv3bqAqeKH\ne+/3fdD2dFcEdj6fz+PxNDY2/vSnP33ppZd++ctfzszMAACGh4dZLFZqaqr/NoFAoNVqBwcH\nAQD79+9XKBQ//OEP6+vrf/jDHy4PxefzX3jhhVdeecVisYR8L2jL5ebmunNPDxs8wJ9CMe0q\nK4twAh0KSaFQGB23siWMDpLHRl0+pgnfsWfPHrfbnaViG+xk87jzy0FbXWqI5mw6o7ea7EUB\nUydceq/dvN67TIlz57whwj4vjf7LVAYPI9/Vq78xK3UuLrn+58PrC9p3F+PfXYx/Wx//kVGT\nyHZqw27vBnLTaL8zhi1CkkEcFPZNQ+t6N4xOzDS0dje19VAUrTeaFDIJQYTYi9Avmoavf9L0\n8ctvffLl6MS6ZV8GdZNriw+HFKeU+RuX2eyOwNW1q83tqYka/5+LcjLsDtegbhIAQJKU10eO\nTc1GHLl3SLcnUhoHBEFQSHfFVqzT6ZRIJCRJ/tVf/RUA4OzZsz//+c9/85vfWK1WoVAY+Hun\nWCz2R2woiv7gBz/4wQ9+sHa0gwcPXr58+fe///3f/u3frvd2/f0rv5F7vV632+1wRHtC/Dvh\n8XgYJoYDT9+y5OTkceZ0b+dbbh+Tc/zHTqfzu55RtO62Hyx9ezIWN83CkUa0uqaiwul0okPn\nkWTe6zdNf7MvRMsNv2uj9me5dgAAgdI7vV03JqrW9v8AADxeIv6gs7za3ZZAuAOv9zgFf6GZ\nTGS7AABmkmUkiRtWCRejSvkhfkfK5tmrhOvGjmG4afRNvfa5uKnwm7Z+kx7ulIc75uLukyw6\nOl/+zO0+tn8lHYckqaGxybaewaLczLryW+tzmamJc/rF3//5o8ePHQiqV7ynpvT6R63VKfwy\nynDxmq73GnPiqR+CNZwut0oR23k+m8PJDdj0xHFcrVypeLKjouiLq80IAq40tT958pBuYvZP\n752vLM7NzUgJuahGUXRbz+AzpzZ7LNiDC+/yj7W7zd32aXDf2CY/WIqi7pJv864I7MRi8Wuv\nvbb85d/93d8999xzDQ0NYKO7CX/913/94x//uKWlpSJUdyk2mx1YAmB0dJTD4fD5IU4s3T0Q\nBOHxQvwjfffIz8+fEv2Fx+PRaDTf9VxicLf9YBU7X2iu/yOKIP3zbm3ZoSMHDwIAHA4Hn0AQ\nAJ6qkH7aY32oIER3hIEFTx3ZA25viadwXFNjPa74ipB9Pk4Vi//YVPQccyOwnmARz/qqPvlF\n9SQKGAnuk+C+dI6j0Spz0yhnTbMKBACaBrEej/Qy6BsL2uc103gUUV23QwQAskO0tOPWt+vh\nDr/2Z6v9ew8fsdjsg6OTg7qJB/fVPf3I0aAHNSrF95842dYz6HC69tSUBr5kEuY2jfdPIMk7\n9x/QakIXkCsvzGlo7U5c59WQKIpebkTRO6QLjOr8Du+uvtTQ+tyjxwgCL8rNKMrNGJ2YfuPD\niyV5WQXZaUGfcv0j49EnfISBuk0cDgfDsMi3QgCAu+/T4L6xTX6wFEXdJecf7orALgiXy1Uq\nlYuLi2lpaVarNbCYu8ViiabYukajeeKJJ37zm9/8+te/XvuDxjAsMBURHt7fKomJid/1FO55\nGRkZGRn/EwBQFfDXns/nO7w0AEAlxPW20HkPNyYcz3JXLc9UC03vdlqeqgj930uGkm1aIuT4\nSp0RHAWPK2aummV7Jcbli3l8W6NVvk9iCHpcgpPTXm4SJ9rtVxBjVAcAcNFo0KJgItt1yPDu\na+9TcUr5oZ2V/mq9IaEoUlGU09E3PDm7EFgB+PiBHQDsqI301g6na8lsjdheLKTm9r4nThxc\n24Jif1154Jfpydr0ZO3MguG3b3z44pmHlg/hAQDys1IbWruHx6YyUzf1H1RFUU5ra2tV1brJ\n6RAE3ZfuiphmYmLiV7/61XLvAbfbbTAY1Gp1Zmamz+cbHR31X7darVNTU7m5UR0ofuSRR3g8\n3uuvvw5/YYXuRSF/87s54TiWH6IymdFBFnmDUyIIlK7xdd+cDL0tPmnyibDg6sdinExkuzoc\nK28hxnzz3hDZzVyUnPPFlnHZbJU+q442qrNT2JAzxCL6lId7aFf1kd3V0fw+hqGoiL+RdQKV\nXNo9OHqjsy/K+wP3X/IyU75pbPvg4uU3P/r8RkeEERLilM88erRncDTwIoIgOyqKrHZH18BI\nrDMPRLBYAuAwGIKDcgiC7m93RWAnk8kaGxt/9atfzc/Pz8zM/Ou//qtAIKirq5PJZLW1tb/+\n9a/Hxsb819PT0/Py1v01PRCGYT/+8Y/Pnz9vNBoj3w1Bdzcs/+GbE87RRa9aFGKVXc7HO4kQ\nm3fpHIc/qSXItMlb5O5jISFirGSu20Ov+lhI44ZYlksg3D32lRNsJpLV4xDdsEns1LqbACSD\nkFEFdaDbITpnjHtSFZxkYKewyczHo2/Y5fZ4RcKYj1g0t/cyAOypLk2IU7767mctnZEzZAOj\n8JqygmP76x59YN9TDx/BMHRgdCL8swIer294bO3RnPLCHJpmWqLIzw3DZncGNaWAIOi+d1cE\ndkKh8B//8R+NRuNPf/rTv//7v6co6pe//KW/xeFPfvKT5OTkf/iHf/jZz35GEMQvfvGL6Pew\ns7KyHnzwQZgeC90HKisrq5//p6Mv/H39qMNLhTifW6bljbiCgxgHhUk4If4b/3LQXsAL0XmC\npsFZfUI+zxZ4UUO42x3By4QIAh5Wzn9pUplJ1m/nUm7aJElsZ4XQ2ukIvX1JMYgAIz8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37J/6X32/X3tcLhEd3FnlT2gAAHx17WYZxx79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\n+973MjMzhcL/v71zDYriyuL4bZqBYSa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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "library(eurostat)\n", "library(dplyr)\n", "library(ggplot2)\n", "dat <- get_eurostat(\"tgs00026\", time_format = \"raw\", stringsAsFactors = FALSE) %>% \n", " # subsetting to year 2014 and NUTS-2 level\n", " dplyr::filter(time == 2014, nchar(geo) == 4) %>% \n", " # classifying the values the variable\n", " dplyr::mutate(cat = cut_to_classes(values))\n", "\n", "# Download geospatial data from GISCO\n", "geodata <- get_eurostat_geospatial(resolution = \"60\", nuts_level = \"2\", year = 2013)\n", "\n", "# merge with attribute data with geodata\n", "map_data <- inner_join(geodata, dat)\n", "\n", "ggplot(data=map_data) + geom_sf(aes(fill=cat),color=\"dim grey\", size=.1) + \n", " scale_fill_brewer(palette = \"Oranges\") +\n", " guides(fill = guide_legend(reverse=T, title = \"euro\")) +\n", " labs(title=\"Disposable household income in 2014\",\n", " caption=\"(C) EuroGeographics for the administrative boundaries \n", " Map produced in R with a help from Eurostat-package \") +\n", " theme_light() + theme(legend.position=c(.8,.8)) +\n", " coord_sf(xlim=c(-12,44), ylim=c(35,70))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### SDMX" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "
A df[,8]: 6 × 8
TRA_INFRUNITN_TRACKSGEOFREQobsTimeobsValueOBS_STATUS
<chr><chr><chr><chr><chr><chr><dbl><chr>
TOTALKM1BEA2011 NAna
TOTALKM1BEA2010 NAna
TOTALKM1BEA2009796NA
TOTALKM1BEA2008744NA
TOTALKM1BEA2007828NA
TOTALKM1BEA2006825NA
\n" ], "text/latex": [ "A df[,8]: 6 × 8\n", "\\begin{tabular}{r|llllllll}\n", " TRA\\_INFR & UNIT & N\\_TRACKS & GEO & FREQ & obsTime & obsValue & OBS\\_STATUS\\\\\n", " & & & & & & & \\\\\n", "\\hline\n", "\t TOTAL & KM & 1 & BE & A & 2011 & NA & na\\\\\n", "\t TOTAL & KM & 1 & BE & A & 2010 & NA & na\\\\\n", "\t TOTAL & KM & 1 & BE & A & 2009 & 796 & NA\\\\\n", "\t TOTAL & KM & 1 & BE & A & 2008 & 744 & NA\\\\\n", "\t TOTAL & KM & 1 & BE & A & 2007 & 828 & NA\\\\\n", "\t TOTAL & KM & 1 & BE & A & 2006 & 825 & NA\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A df[,8]: 6 × 8\n", "\n", "| TRA_INFR <chr> | UNIT <chr> | N_TRACKS <chr> | GEO <chr> | FREQ <chr> | obsTime <chr> | obsValue <dbl> | OBS_STATUS <chr> |\n", "|---|---|---|---|---|---|---|---|\n", "| TOTAL | KM | 1 | BE | A | 2011 | NA | na |\n", "| TOTAL | KM | 1 | BE | A | 2010 | NA | na |\n", "| TOTAL | KM | 1 | BE | A | 2009 | 796 | NA |\n", "| TOTAL | KM | 1 | BE | A | 2008 | 744 | NA |\n", "| TOTAL | KM | 1 | BE | A | 2007 | 828 | NA |\n", "| TOTAL | KM | 1 | BE | A | 2006 | 825 | NA |\n", "\n" ], "text/plain": [ " TRA_INFR UNIT N_TRACKS GEO FREQ obsTime obsValue OBS_STATUS\n", "1 TOTAL KM 1 BE A 2011 NA na \n", "2 TOTAL KM 1 BE A 2010 NA na \n", "3 TOTAL KM 1 BE A 2009 796 NA \n", "4 TOTAL KM 1 BE A 2008 744 NA \n", "5 TOTAL KM 1 BE A 2007 828 NA \n", "6 TOTAL KM 1 BE A 2006 825 NA " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "library(rsdmx)\n", "\n", "# Data set URL\n", "url <- \"http://ec.europa.eu/eurostat/SDMX/diss-web/rest/data/rail_if_line_tr/..TOTAL.1.BE/?startperiod=2005&endPeriod=2011\"\n", "\n", "# Read the data from eurostat\n", "d <- readSDMX(url)\n", "\n", "# Convert to data frame and show the first entries\n", "df <- as.data.frame(d)\n", "\n", "head(df)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Further examples" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "query <- search_eurostat(\"road accidents\", type = \"table\")" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/html": [ "'sdg_11_40'" ], "text/latex": [ "'sdg\\_11\\_40'" ], "text/markdown": [ "'sdg_11_40'" ], "text/plain": [ "[1] \"sdg_11_40\"" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "'People killed in road accidents (source: DG MOVE)'" ], "text/latex": [ "'People killed in road accidents (source: DG MOVE)'" ], "text/markdown": [ "'People killed in road accidents (source: DG MOVE)'" ], "text/plain": [ "[1] \"People killed in road accidents (source: DG MOVE)\"" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "query$code[[1]]\n", "query$title[[1]]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that the table `tsdtr420` mentioned in the original paper has been discontinued (see for instance this [archive](https://ec.europa.eu/eurostat/statistics-explained/index.php?oldid=54178)), it has been replaced with a dedicated [EU SDG](https://ec.europa.eu/eurostat/statistics-explained/index.php/SDG_11_-_Sustainable_cities_and_communities_(statistical_annex)) indicator, namely `sdg_11_40` ([this table](https://ec.europa.eu/eurostat/web/products-datasets/-/sdg_11_40))." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Table sdg_11_40 cached at /tmp/RtmpNiXU9L/eurostat/sdg_11_40_num_code_TF.rds\n" ] }, { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "
A tibble: 6 × 4
unitgeotimevalues
<fct><fct><dbl><dbl>
NRAT2000 976
NRBE20001470
NRBG20001012
NRCH2000 592
NRCY2000 111
NRCZ20001486
\n" ], "text/latex": [ "A tibble: 6 × 4\n", "\\begin{tabular}{r|llll}\n", " unit & geo & time & values\\\\\n", " & & & \\\\\n", "\\hline\n", "\t NR & AT & 2000 & 976\\\\\n", "\t NR & BE & 2000 & 1470\\\\\n", "\t NR & BG & 2000 & 1012\\\\\n", "\t NR & CH & 2000 & 592\\\\\n", "\t NR & CY & 2000 & 111\\\\\n", "\t NR & CZ & 2000 & 1486\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 6 × 4\n", "\n", "| unit <fct> | geo <fct> | time <dbl> | values <dbl> |\n", "|---|---|---|---|\n", "| NR | AT | 2000 | 976 |\n", "| NR | BE | 2000 | 1470 |\n", "| NR | BG | 2000 | 1012 |\n", "| NR | CH | 2000 | 592 |\n", "| NR | CY | 2000 | 111 |\n", "| NR | CZ | 2000 | 1486 |\n", "\n" ], "text/plain": [ " unit geo time values\n", "1 NR AT 2000 976 \n", "2 NR BE 2000 1470 \n", "3 NR BG 2000 1012 \n", "4 NR CH 2000 592 \n", "5 NR CY 2000 111 \n", "6 NR CZ 2000 1486 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dat <- get_eurostat(id = \"sdg_11_40\", time_format = \"num\")\n", "head(dat)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can still run similar operations:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "countries <- c(\"UK\", \"SK\", \"FR\", \"PL\", \"ES\", \"PT\")\n", "t1 <- get_eurostat(\"sdg_11_40\", filters = list(geo = countries))" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Warning message:\n", "“Removed 2 rows containing missing values (geom_point).”Warning message:\n", "“Removed 2 rows containing missing values (geom_path).”" ] }, { "data": { "image/png": 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INiy0yh1wkAAEAoINgFnWWmJElRtBZRD8DMNLbEAgAAhAKCXdBZZlrVhc2E2izL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FFrfjV3hI4+IT5eDfvTlG4UprBdyzTKzHTa2/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\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MFSShlZNltjMAKIk3ofylUxOLC0BWcm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\n3JxXvyczICBh9I0e5eqaRjEsN2qu8zx4xwTnuA2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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "library(\"ggplot2\")\n", "library(\"ggrepel\")\n", "ggplot(t1, aes(x = time, y = values, color = geo, group = geo, shape = geo)) +\n", " geom_point(size = 4) + geom_line() + theme_bw() +\n", " ggtitle(\"Road accidents\") + xlab(\"Year\") + ylab(\"Victims (n)\") +\n", " theme(legend.position = \"none\") +\n", " ggrepel::geom_label_repel(data = t1 %>% group_by(geo) %>% na.omit() %>%\n", " filter(time %in% c(min(time), max(time))), aes(fill = geo, label = geo), color = \"white\")" ] } ], "metadata": { "kernelspec": { "display_name": "R", "language": "R", "name": "ir" }, "language_info": { "codemirror_mode": "r", "file_extension": ".r", "mimetype": "text/x-r-source", "name": "R", "pygments_lexer": "r", "version": "3.6.0" } }, "nbformat": 4, "nbformat_minor": 2 }