Skip to content

Instantly share code, notes, and snippets.

@slowkow
Last active June 15, 2018 00:36
Show Gist options
  • Save slowkow/b0a9b498df2aa8bac2ddb8a39474e10d to your computer and use it in GitHub Desktop.
Save slowkow/b0a9b498df2aa8bac2ddb8a39474e10d to your computer and use it in GitHub Desktop.
Make a slopegraph in R with ggplot2 and ggrepel
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"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"
]
}
],
"source": [
"library(ggplot2)\n",
"library(ggrepel)\n",
"library(dplyr)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Random data"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table>\n",
"<thead><tr><th scope=col>country</th><th scope=col>quant</th><th scope=col>variable</th><th scope=col>value</th></tr></thead>\n",
"<tbody>\n",
"\t<tr><td>pahhv </td><td>0.25 </td><td>y1970 </td><td>31.27942</td></tr>\n",
"\t<tr><td>gsxyb </td><td>0.75 </td><td>y1970 </td><td>29.54920</td></tr>\n",
"\t<tr><td>thcyk </td><td>0.25 </td><td>y1970 </td><td>20.35986</td></tr>\n",
"\t<tr><td>lzpzt </td><td>0.75 </td><td>y1970 </td><td>31.20090</td></tr>\n",
"\t<tr><td>sznmq </td><td>0.25 </td><td>y1970 </td><td>25.76732</td></tr>\n",
"\t<tr><td>vmvnn </td><td>0.75 </td><td>y1970 </td><td>30.25966</td></tr>\n",
"</tbody>\n",
"</table>\n"
],
"text/latex": [
"\\begin{tabular}{r|llll}\n",
" country & quant & variable & value\\\\\n",
"\\hline\n",
"\t pahhv & 0.25 & y1970 & 31.27942\\\\\n",
"\t gsxyb & 0.75 & y1970 & 29.54920\\\\\n",
"\t thcyk & 0.25 & y1970 & 20.35986\\\\\n",
"\t lzpzt & 0.75 & y1970 & 31.20090\\\\\n",
"\t sznmq & 0.25 & y1970 & 25.76732\\\\\n",
"\t vmvnn & 0.75 & y1970 & 30.25966\\\\\n",
"\\end{tabular}\n"
],
"text/markdown": [
"\n",
"country | quant | variable | value | \n",
"|---|---|---|---|---|---|\n",
"| pahhv | 0.25 | y1970 | 31.27942 | \n",
"| gsxyb | 0.75 | y1970 | 29.54920 | \n",
"| thcyk | 0.25 | y1970 | 20.35986 | \n",
"| lzpzt | 0.75 | y1970 | 31.20090 | \n",
"| sznmq | 0.25 | y1970 | 25.76732 | \n",
"| vmvnn | 0.75 | y1970 | 30.25966 | \n",
"\n",
"\n"
],
"text/plain": [
" country quant variable value \n",
"1 pahhv 0.25 y1970 31.27942\n",
"2 gsxyb 0.75 y1970 29.54920\n",
"3 thcyk 0.25 y1970 20.35986\n",
"4 lzpzt 0.75 y1970 31.20090\n",
"5 sznmq 0.25 y1970 25.76732\n",
"6 vmvnn 0.75 y1970 30.25966"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"set.seed(4)\n",
"\n",
"random_word <- function(len) paste(sample(letters, len, replace = TRUE), collapse = \"\")\n",
"\n",
"d <- data.frame(\n",
" country = replicate(10, {random_word(5)}),\n",
" quant = sample(rep(c(0.25, 0.75), rep = 5)),\n",
" y1970 = rnorm(10, mean = 25, sd = 5),\n",
" y1979 = rnorm(10, mean = 25, sd = 5)\n",
")\n",
"\n",
"#d <- d %>% tidyr::gather(\"key\", \"value\", -country)\n",
"\n",
"d <- reshape2::melt(data = d, id.vars = c(\"country\", \"quant\"))\n",
"\n",
"head(d)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# GDP data\n",
"\n",
"Current receipts of government as a percentage of gross domestic product."
]
},
{
"cell_type": "code",
"execution_count": 93,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table>\n",
"<thead><tr><th scope=col>country</th><th scope=col>quant</th><th scope=col>variable</th><th scope=col>value</th><th scope=col>value_label</th></tr></thead>\n",
"<tbody>\n",
"\t<tr><td>Sweden </td><td>0.75 </td><td>y1970 </td><td>46.9 </td><td>46.9 </td></tr>\n",
"\t<tr><td>Netherlands </td><td>0.75 </td><td>y1970 </td><td>44.0 </td><td>44 </td></tr>\n",
"\t<tr><td>Norway </td><td>0.25 </td><td>y1970 </td><td>44.0 </td><td> </td></tr>\n",
"\t<tr><td>Britain </td><td>0.25 </td><td>y1970 </td><td>40.7 </td><td>40.7 </td></tr>\n",
"\t<tr><td>France </td><td>0.75 </td><td>y1970 </td><td>39.0 </td><td>39 </td></tr>\n",
"\t<tr><td>Germany </td><td>0.75 </td><td>y1970 </td><td>37.5 </td><td>37.5 </td></tr>\n",
"\t<tr><td>Belgium </td><td>0.75 </td><td>y1970 </td><td>35.2 </td><td>35.2 </td></tr>\n",
"\t<tr><td>Canada </td><td>0.25 </td><td>y1970 </td><td>35.2 </td><td> </td></tr>\n",
"\t<tr><td>Finland </td><td>0.25 </td><td>y1970 </td><td>34.9 </td><td>34.9 </td></tr>\n",
"\t<tr><td>Italy </td><td>0.25 </td><td>y1970 </td><td>30.4 </td><td>30.4 </td></tr>\n",
"\t<tr><td>United States</td><td>0.25 </td><td>y1970 </td><td>30.3 </td><td>30.3 </td></tr>\n",
"\t<tr><td>Greece </td><td>0.25 </td><td>y1970 </td><td>26.8 </td><td>26.8 </td></tr>\n",
"\t<tr><td>Switzerland </td><td>0.75 </td><td>y1970 </td><td>26.5 </td><td>26.5 </td></tr>\n",
"\t<tr><td>Spain </td><td>0.75 </td><td>y1970 </td><td>22.5 </td><td>22.5 </td></tr>\n",
"\t<tr><td>Japan </td><td>0.25 </td><td>y1970 </td><td>20.7 </td><td>20.7 </td></tr>\n",
"\t<tr><td>Sweden </td><td>0.75 </td><td>y1979 </td><td>57.4 </td><td>57.4 </td></tr>\n",
"\t<tr><td>Netherlands </td><td>0.75 </td><td>y1979 </td><td>55.8 </td><td>55.8 </td></tr>\n",
"\t<tr><td>Norway </td><td>0.25 </td><td>y1979 </td><td>52.2 </td><td>52.2 </td></tr>\n",
"\t<tr><td>Britain </td><td>0.25 </td><td>y1979 </td><td>39.0 </td><td>39 </td></tr>\n",
"\t<tr><td>France </td><td>0.75 </td><td>y1979 </td><td>43.4 </td><td>43.4 </td></tr>\n",
"\t<tr><td>Germany </td><td>0.75 </td><td>y1979 </td><td>42.9 </td><td>42.9 </td></tr>\n",
"\t<tr><td>Belgium </td><td>0.75 </td><td>y1979 </td><td>43.2 </td><td>43.2 </td></tr>\n",
"\t<tr><td>Canada </td><td>0.25 </td><td>y1979 </td><td>35.8 </td><td>35.8 </td></tr>\n",
"\t<tr><td>Finland </td><td>0.25 </td><td>y1979 </td><td>38.2 </td><td>38.2 </td></tr>\n",
"\t<tr><td>Italy </td><td>0.25 </td><td>y1979 </td><td>35.7 </td><td>35.7 </td></tr>\n",
"\t<tr><td>United States</td><td>0.25 </td><td>y1979 </td><td>32.5 </td><td>32.5 </td></tr>\n",
"\t<tr><td>Greece </td><td>0.25 </td><td>y1979 </td><td>30.6 </td><td>30.6 </td></tr>\n",
"\t<tr><td>Switzerland </td><td>0.75 </td><td>y1979 </td><td>33.2 </td><td>33.2 </td></tr>\n",
"\t<tr><td>Spain </td><td>0.75 </td><td>y1979 </td><td>27.1 </td><td>27.1 </td></tr>\n",
"\t<tr><td>Japan </td><td>0.25 </td><td>y1979 </td><td>26.6 </td><td>26.6 </td></tr>\n",
"</tbody>\n",
"</table>\n"
],
"text/latex": [
"\\begin{tabular}{r|lllll}\n",
" country & quant & variable & value & value\\_label\\\\\n",
"\\hline\n",
"\t Sweden & 0.75 & y1970 & 46.9 & 46.9 \\\\\n",
"\t Netherlands & 0.75 & y1970 & 44.0 & 44 \\\\\n",
"\t Norway & 0.25 & y1970 & 44.0 & \\\\\n",
"\t Britain & 0.25 & y1970 & 40.7 & 40.7 \\\\\n",
"\t France & 0.75 & y1970 & 39.0 & 39 \\\\\n",
"\t Germany & 0.75 & y1970 & 37.5 & 37.5 \\\\\n",
"\t Belgium & 0.75 & y1970 & 35.2 & 35.2 \\\\\n",
"\t Canada & 0.25 & y1970 & 35.2 & \\\\\n",
"\t Finland & 0.25 & y1970 & 34.9 & 34.9 \\\\\n",
"\t Italy & 0.25 & y1970 & 30.4 & 30.4 \\\\\n",
"\t United States & 0.25 & y1970 & 30.3 & 30.3 \\\\\n",
"\t Greece & 0.25 & y1970 & 26.8 & 26.8 \\\\\n",
"\t Switzerland & 0.75 & y1970 & 26.5 & 26.5 \\\\\n",
"\t Spain & 0.75 & y1970 & 22.5 & 22.5 \\\\\n",
"\t Japan & 0.25 & y1970 & 20.7 & 20.7 \\\\\n",
"\t Sweden & 0.75 & y1979 & 57.4 & 57.4 \\\\\n",
"\t Netherlands & 0.75 & y1979 & 55.8 & 55.8 \\\\\n",
"\t Norway & 0.25 & y1979 & 52.2 & 52.2 \\\\\n",
"\t Britain & 0.25 & y1979 & 39.0 & 39 \\\\\n",
"\t France & 0.75 & y1979 & 43.4 & 43.4 \\\\\n",
"\t Germany & 0.75 & y1979 & 42.9 & 42.9 \\\\\n",
"\t Belgium & 0.75 & y1979 & 43.2 & 43.2 \\\\\n",
"\t Canada & 0.25 & y1979 & 35.8 & 35.8 \\\\\n",
"\t Finland & 0.25 & y1979 & 38.2 & 38.2 \\\\\n",
"\t Italy & 0.25 & y1979 & 35.7 & 35.7 \\\\\n",
"\t United States & 0.25 & y1979 & 32.5 & 32.5 \\\\\n",
"\t Greece & 0.25 & y1979 & 30.6 & 30.6 \\\\\n",
"\t Switzerland & 0.75 & y1979 & 33.2 & 33.2 \\\\\n",
"\t Spain & 0.75 & y1979 & 27.1 & 27.1 \\\\\n",
"\t Japan & 0.25 & y1979 & 26.6 & 26.6 \\\\\n",
"\\end{tabular}\n"
],
"text/markdown": [
"\n",
"country | quant | variable | value | value_label | \n",
"|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n",
"| Sweden | 0.75 | y1970 | 46.9 | 46.9 | \n",
"| Netherlands | 0.75 | y1970 | 44.0 | 44 | \n",
"| Norway | 0.25 | y1970 | 44.0 | | \n",
"| Britain | 0.25 | y1970 | 40.7 | 40.7 | \n",
"| France | 0.75 | y1970 | 39.0 | 39 | \n",
"| Germany | 0.75 | y1970 | 37.5 | 37.5 | \n",
"| Belgium | 0.75 | y1970 | 35.2 | 35.2 | \n",
"| Canada | 0.25 | y1970 | 35.2 | | \n",
"| Finland | 0.25 | y1970 | 34.9 | 34.9 | \n",
"| Italy | 0.25 | y1970 | 30.4 | 30.4 | \n",
"| United States | 0.25 | y1970 | 30.3 | 30.3 | \n",
"| Greece | 0.25 | y1970 | 26.8 | 26.8 | \n",
"| Switzerland | 0.75 | y1970 | 26.5 | 26.5 | \n",
"| Spain | 0.75 | y1970 | 22.5 | 22.5 | \n",
"| Japan | 0.25 | y1970 | 20.7 | 20.7 | \n",
"| Sweden | 0.75 | y1979 | 57.4 | 57.4 | \n",
"| Netherlands | 0.75 | y1979 | 55.8 | 55.8 | \n",
"| Norway | 0.25 | y1979 | 52.2 | 52.2 | \n",
"| Britain | 0.25 | y1979 | 39.0 | 39 | \n",
"| France | 0.75 | y1979 | 43.4 | 43.4 | \n",
"| Germany | 0.75 | y1979 | 42.9 | 42.9 | \n",
"| Belgium | 0.75 | y1979 | 43.2 | 43.2 | \n",
"| Canada | 0.25 | y1979 | 35.8 | 35.8 | \n",
"| Finland | 0.25 | y1979 | 38.2 | 38.2 | \n",
"| Italy | 0.25 | y1979 | 35.7 | 35.7 | \n",
"| United States | 0.25 | y1979 | 32.5 | 32.5 | \n",
"| Greece | 0.25 | y1979 | 30.6 | 30.6 | \n",
"| Switzerland | 0.75 | y1979 | 33.2 | 33.2 | \n",
"| Spain | 0.75 | y1979 | 27.1 | 27.1 | \n",
"| Japan | 0.25 | y1979 | 26.6 | 26.6 | \n",
"\n",
"\n"
],
"text/plain": [
" country quant variable value value_label\n",
"1 Sweden 0.75 y1970 46.9 46.9 \n",
"2 Netherlands 0.75 y1970 44.0 44 \n",
"3 Norway 0.25 y1970 44.0 \n",
"4 Britain 0.25 y1970 40.7 40.7 \n",
"5 France 0.75 y1970 39.0 39 \n",
"6 Germany 0.75 y1970 37.5 37.5 \n",
"7 Belgium 0.75 y1970 35.2 35.2 \n",
"8 Canada 0.25 y1970 35.2 \n",
"9 Finland 0.25 y1970 34.9 34.9 \n",
"10 Italy 0.25 y1970 30.4 30.4 \n",
"11 United States 0.25 y1970 30.3 30.3 \n",
"12 Greece 0.25 y1970 26.8 26.8 \n",
"13 Switzerland 0.75 y1970 26.5 26.5 \n",
"14 Spain 0.75 y1970 22.5 22.5 \n",
"15 Japan 0.25 y1970 20.7 20.7 \n",
"16 Sweden 0.75 y1979 57.4 57.4 \n",
"17 Netherlands 0.75 y1979 55.8 55.8 \n",
"18 Norway 0.25 y1979 52.2 52.2 \n",
"19 Britain 0.25 y1979 39.0 39 \n",
"20 France 0.75 y1979 43.4 43.4 \n",
"21 Germany 0.75 y1979 42.9 42.9 \n",
"22 Belgium 0.75 y1979 43.2 43.2 \n",
"23 Canada 0.25 y1979 35.8 35.8 \n",
"24 Finland 0.25 y1979 38.2 38.2 \n",
"25 Italy 0.25 y1979 35.7 35.7 \n",
"26 United States 0.25 y1979 32.5 32.5 \n",
"27 Greece 0.25 y1979 30.6 30.6 \n",
"28 Switzerland 0.75 y1979 33.2 33.2 \n",
"29 Spain 0.75 y1979 27.1 27.1 \n",
"30 Japan 0.25 y1979 26.6 26.6 "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"d <- read.delim(sep = \"\\t\", stringsAsFactors = FALSE, text = \"\n",
"Country\t1970\t1979\n",
"Sweden\t46.9\t57.4\n",
"Netherlands\t44.0\t55.8\n",
"Norway\t44.0\t52.2\n",
"Britain\t40.7\t39.0\n",
"France\t39.0\t43.4\n",
"Germany\t37.5\t42.9\n",
"Belgium\t35.2\t43.2\n",
"Canada\t35.2\t35.8\n",
"Finland\t34.9\t38.2\n",
"Italy\t30.4\t35.7\n",
"United States\t30.3\t32.5\n",
"Greece\t26.8\t30.6\n",
"Switzerland\t26.5\t33.2\n",
"Spain\t22.5\t27.1\n",
"Japan\t20.7\t26.6\")\n",
"\n",
"d$quant <- sample(rep(c(0.25, 0.75), length.out = nrow(d)))\n",
"colnames(d) <- c(\"country\", \"y1970\", \"y1979\", \"quant\")\n",
"\n",
"d <- reshape2::melt(data = d, id.vars = c(\"country\", \"quant\"))\n",
"\n",
"mask_duplicates <- function(xs, mask = \"\") {\n",
" xs_order <- order(xs)\n",
" xs <- sort(xs)\n",
" xs[duplicated(xs)] <- mask\n",
" xs[order(xs_order)]\n",
"}\n",
"\n",
"d <- d %>%\n",
"group_by(variable) %>%\n",
"mutate(value_label = mask_duplicates(value))\n",
"\n",
"# empty_labels <- which(d$value_label == \"\")\n",
"# for (i in empty_labels) {\n",
"# d$country[i-1] <- sprintf(\"%s; %s\", d$country[i-1], d$country[i])\n",
"# }\n",
"# d <- d[-empty_labels,]\n",
"\n",
"d"
]
},
{
"cell_type": "code",
"execution_count": 94,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table>\n",
"<thead><tr><th scope=col>country</th><th scope=col>y</th><th scope=col>quant</th></tr></thead>\n",
"<tbody>\n",
"\t<tr><td>Belgium </td><td>41.200 </td><td>0.75 </td></tr>\n",
"\t<tr><td>Britain </td><td>40.275 </td><td>0.25 </td></tr>\n",
"\t<tr><td>Canada </td><td>35.350 </td><td>0.25 </td></tr>\n",
"\t<tr><td>Finland </td><td>35.725 </td><td>0.25 </td></tr>\n",
"\t<tr><td>France </td><td>42.300 </td><td>0.75 </td></tr>\n",
"\t<tr><td>Germany </td><td>41.550 </td><td>0.75 </td></tr>\n",
"\t<tr><td>Greece </td><td>27.750 </td><td>0.25 </td></tr>\n",
"\t<tr><td>Italy </td><td>31.725 </td><td>0.25 </td></tr>\n",
"\t<tr><td>Japan </td><td>22.175 </td><td>0.25 </td></tr>\n",
"\t<tr><td>Netherlands </td><td>52.850 </td><td>0.75 </td></tr>\n",
"\t<tr><td>Norway </td><td>46.050 </td><td>0.25 </td></tr>\n",
"\t<tr><td>Spain </td><td>25.950 </td><td>0.75 </td></tr>\n",
"\t<tr><td>Sweden </td><td>54.775 </td><td>0.75 </td></tr>\n",
"\t<tr><td>Switzerland </td><td>31.525 </td><td>0.75 </td></tr>\n",
"\t<tr><td>United States</td><td>30.850 </td><td>0.25 </td></tr>\n",
"</tbody>\n",
"</table>\n"
],
"text/latex": [
"\\begin{tabular}{r|lll}\n",
" country & y & quant\\\\\n",
"\\hline\n",
"\t Belgium & 41.200 & 0.75 \\\\\n",
"\t Britain & 40.275 & 0.25 \\\\\n",
"\t Canada & 35.350 & 0.25 \\\\\n",
"\t Finland & 35.725 & 0.25 \\\\\n",
"\t France & 42.300 & 0.75 \\\\\n",
"\t Germany & 41.550 & 0.75 \\\\\n",
"\t Greece & 27.750 & 0.25 \\\\\n",
"\t Italy & 31.725 & 0.25 \\\\\n",
"\t Japan & 22.175 & 0.25 \\\\\n",
"\t Netherlands & 52.850 & 0.75 \\\\\n",
"\t Norway & 46.050 & 0.25 \\\\\n",
"\t Spain & 25.950 & 0.75 \\\\\n",
"\t Sweden & 54.775 & 0.75 \\\\\n",
"\t Switzerland & 31.525 & 0.75 \\\\\n",
"\t United States & 30.850 & 0.25 \\\\\n",
"\\end{tabular}\n"
],
"text/markdown": [
"\n",
"country | y | quant | \n",
"|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n",
"| Belgium | 41.200 | 0.75 | \n",
"| Britain | 40.275 | 0.25 | \n",
"| Canada | 35.350 | 0.25 | \n",
"| Finland | 35.725 | 0.25 | \n",
"| France | 42.300 | 0.75 | \n",
"| Germany | 41.550 | 0.75 | \n",
"| Greece | 27.750 | 0.25 | \n",
"| Italy | 31.725 | 0.25 | \n",
"| Japan | 22.175 | 0.25 | \n",
"| Netherlands | 52.850 | 0.75 | \n",
"| Norway | 46.050 | 0.25 | \n",
"| Spain | 25.950 | 0.75 | \n",
"| Sweden | 54.775 | 0.75 | \n",
"| Switzerland | 31.525 | 0.75 | \n",
"| United States | 30.850 | 0.25 | \n",
"\n",
"\n"
],
"text/plain": [
" country y quant\n",
"1 Belgium 41.200 0.75 \n",
"2 Britain 40.275 0.25 \n",
"3 Canada 35.350 0.25 \n",
"4 Finland 35.725 0.25 \n",
"5 France 42.300 0.75 \n",
"6 Germany 41.550 0.75 \n",
"7 Greece 27.750 0.25 \n",
"8 Italy 31.725 0.25 \n",
"9 Japan 22.175 0.25 \n",
"10 Netherlands 52.850 0.75 \n",
"11 Norway 46.050 0.25 \n",
"12 Spain 25.950 0.75 \n",
"13 Sweden 54.775 0.75 \n",
"14 Switzerland 31.525 0.75 \n",
"15 United States 30.850 0.25 "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"d_text <- d %>%\n",
"group_by(country) %>%\n",
"summarise(\n",
" y = quantile(value, probs = ifelse(diff(value) > 0, quant[1], 1 - quant[1])),\n",
" quant = quant[1]\n",
")\n",
"\n",
"d_text"
]
},
{
"cell_type": "code",
"execution_count": 98,
"metadata": {},
"outputs": [
{
"data": {},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAIAAAByhViMAAAABmJLR0QA/wD/AP+gvaeTAAAg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",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data",
"source": "R display func"
}
],
"source": [
"ggplot() +\n",
"geom_line(\n",
" data = d,\n",
" mapping = aes(y = value, x = variable, group = country, color = country),\n",
" size = 1,\n",
" alpha = 0.5\n",
") +\n",
"geom_text_repel(\n",
" data = subset(d, variable == \"y1970\"),\n",
" mapping = aes(y = value, x = variable, label = sprintf(\"%s %s\", country, signif(value, 3))),\n",
" direction = \"y\",\n",
" nudge_x = -0.05,\n",
" hjust = 1,\n",
" point.padding = 0,\n",
" segment.size = 0.2\n",
") +\n",
"geom_text_repel(\n",
" data = subset(d, variable == \"y1979\"),\n",
" mapping = aes(y = value, x = variable, label = sprintf(\"%s %s\", signif(value, 3), country)),\n",
" direction = \"y\",\n",
" hjust = 0,\n",
" nudge_x = 0.05,\n",
" point.padding = 0,\n",
" segment.size = 0.2\n",
") +\n",
"scale_color_discrete(guide = FALSE) +\n",
"theme_void()"
]
},
{
"cell_type": "code",
"execution_count": 85,
"metadata": {},
"outputs": [
{
"data": {},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAIAAAByhViMAAAABmJLR0QA/wD/AP+gvaeTAAAg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\niIiIiHTi/wMgMWH8F/urYAAAAABJRU5ErkJggg==",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data",
"source": "R display func"
}
],
"source": [
"ggplot() +\n",
"geom_line(\n",
" data = d,\n",
" mapping = aes(y = value, x = variable, group = country, color = country),\n",
" size = 1,\n",
" alpha = 0.5\n",
") +\n",
"geom_text_repel(\n",
" data = d,\n",
" mapping = aes(y = value, x = variable, label = value_label),\n",
"# direction = \"x\",\n",
" nudge_x = ifelse(d$variable == \"y1970\", -0.06, 0.06),\n",
" segment.size = 0,\n",
" point.padding = 0\n",
") +\n",
"geom_label_repel(\n",
" data = d_text,\n",
" mapping = aes(\n",
" y = y,\n",
" x = 1 + quant,\n",
" label = country,\n",
" color = country\n",
" ),\n",
" point.padding = 0,\n",
" box.padding = 0\n",
") +\n",
"scale_color_discrete(guide = FALSE) +\n",
"theme_void()"
]
}
],
"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": "3.4.0"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
@ibecav
Copy link

ibecav commented Jun 14, 2018

Thanks. Short answer I've already been in touch with Thomas and the folks at ggslopegraph to port my code over. I'll give you a longer answer tomorrow but the short answer is that while your solution "works" for the case of two x levels it gets ugly if you have three or more, that's why I don't like combining the Country name and the gdp to form the label.

Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment