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@fniephaus
Created April 21, 2019 20:36
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A polyglot notebook for visualizing the number of conference contributors per country using Ruby, Python, and R, created using PolyJuS.
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"kernelspec": {
"name": "graalsqueak",
"display_name": "GraalSqueak"
}
},
"cells": [
{
"metadata": {
"id": "QdgxUycGPFtX",
"polyjus_language": "markdown"
},
"cell_type": "markdown",
"source": [
"# Conference Contributors per Country"
]
},
{
"metadata": {
"id": "tFDrkbuxPOWD",
"polyjus_language": "markdown"
},
"cell_type": "markdown",
"source": [
"We are interested in how many people per country are contributing to ‹Programming› 2019. First, we download the `poeple-index` from the conference's website and extract the data from the `#results-table` using Ruby and its powerful Nokogiri HTML parsing library. The result is stored in the polyglot bindings as `rows`."
]
},
{
"metadata": {
"id": "GuEtVFmEPEZA",
"polyjus_language": "ruby"
},
"cell_type": "code",
"source": [
"require \"nokogiri\"; require \"open-uri\"\n",
"url = \"https://2019.programming-conference.org/people-index\"\n",
"doc = Nokogiri::HTML(open(url))\n",
"bindings[\"rows\"] = doc.css(\"#results-table .row\").map { |row| row.css(\"div\").map(&:content) }"
],
"execution_count": 1,
"outputs": [
{
"output_type" : "execute_result",
"data" : {
"text/plain" : [
"[[\"Rodin Aarssen\", \"Centrum Wiskunde & Informatica / Technische Universiteit Eindhoven\", \"Ne ..."
]
},
"metadata": {
"tags": []
},
"execution_count": 1
}
]
},
{
"metadata": {
"id": "LGy7mXoIPwEF",
"polyjus_language": "markdown"
},
"cell_type": "markdown",
"source": [
"Then, we use the Python library `pycountry` which provides a database of all country names to filter and transform the list of participants into a list of country names. This list is stored in `countries`."
]
},
{
"metadata": {
"id": "FjzqasdlPEZE",
"polyjus_language": "python"
},
"cell_type": "code",
"source": [
"import pycountry\n",
"bindings[\"countries\"] = [c.name for c in pycountry.countries\n",
"\tfor row in bindings[\"rows\"] if c.name in str(row[2]) or c.name in str(row[1])]\n",
"len(bindings[\"countries\"])"
],
"execution_count": 2,
"outputs": [
{
"output_type" : "execute_result",
"data" : {
"text/plain" : [
"194"
]
},
"metadata": {
"tags": []
},
"execution_count": 2
}
]
},
{
"metadata": {
"id": "YaFH6peNQSwa",
"polyjus_language": "markdown"
},
"cell_type": "markdown",
"source": [
"Finally, we can use ggplot2, a data visualization package written in R, to visualize the number of contributors per country as a bar chart. For this, our notebook implementation supports a `%ggplot2` magic which provides convenient access to the visualization package. We instantiate a new `data.frame` object from the list of `countries`. Then, we aggregate this data before passing it into the `ggplot` function. Lastly, we can further configure the plot to display a sorted bar chart as well as a mean line."
]
},
{
"metadata": {
"id": "OQ6banbDPEZG",
"polyjus_language": "r",
"outputId": "cd3bae3f-7537-4186-9ebe-154844fb1f80"
},
"cell_type": "code",
"source": [
"%ggplot2\n",
"values <- data.frame(contributors = bindings[\"countries\"])\n",
"data <- aggregate(x = values, by = list(countries = values$contributors), FUN = length)\n",
"ggplot(data, aes(x = reorder(countries, +contributors), contributors)) +\n",
" geom_bar(stat = \"identity\") + xlab(\"\") + ylab(\"\") + coord_flip() +\n",
" geom_hline(aes(yintercept = mean(contributors)))"
],
"execution_count": 3,
"outputs": [
{
"output_type": "execute_result",
"data": {
"image/png": 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"
},
"metadata": {
"tags": []
},
"execution_count": 3
}
]
}
]
}
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