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@jakevdp
Created August 10, 2016 02:43
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Simple example of code generation with Altair
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Auto-Generation of Altair Code\n",
"\n",
"Given a Vega-Lite spec, [Altair](https://github.com/ellisonbg/altair) can build the Python code that will generate it:"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"spec = {\n",
" 'data': {\n",
" \"url\": \"https://vega.github.io/vega-datasets/data/cars.json\"\n",
" },\n",
" 'mark': 'point',\n",
" 'encoding': {\n",
" 'x': {'field': 'Horsepower', 'type': 'quantitative'},\n",
" 'y': {'field': 'Miles_per_Gallon', 'type': 'quantitative'},\n",
" 'color': {'field': 'Origin', 'type': 'nominal'}\n",
" }\n",
"}"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Chart('https://vega.github.io/vega-datasets/data/cars.json').mark_point().encode(\n",
" color='Origin:N',\n",
" x='Horsepower:Q',\n",
" y='Miles_per_Gallon:Q',\n",
")\n"
]
}
],
"source": [
"from altair import Chart\n",
"code = Chart.from_dict(spec).to_altair()\n",
"print(code)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div class=\"vega-embed\" id=\"b94b4299-66a7-4f18-ac48-a5f0a8bceec5\"></div>\n",
"\n",
"<style>\n",
".vega-embed svg, .vega-embed canvas {\n",
" border: 1px dotted gray;\n",
"}\n",
"\n",
".vega-embed .vega-actions a {\n",
" margin-right: 6px;\n",
"}\n",
"</style>\n"
]
},
"metadata": {
"jupyter-vega": "#b94b4299-66a7-4f18-ac48-a5f0a8bceec5"
},
"output_type": "display_data"
},
{
"data": {
"application/javascript": [
"var spec = {\"config\": {\"cell\": {\"width\": 500, \"height\": 350}}, \"data\": {\"url\": \"https://vega.github.io/vega-datasets/data/cars.json\"}, \"encoding\": {\"y\": {\"type\": \"quantitative\", \"field\": \"Miles_per_Gallon\"}, \"color\": {\"type\": \"nominal\", \"field\": \"Origin\"}, \"x\": {\"type\": \"quantitative\", \"field\": \"Horsepower\"}}, \"mark\": \"point\"};\n",
"var selector = \"#b94b4299-66a7-4f18-ac48-a5f0a8bceec5\";\n",
"var type = \"vega-lite\";\n",
"\n",
"var output_area = this;\n",
"require(['nbextensions/jupyter-vega/index'], function(vega) {\n",
" vega.render(selector, spec, type, output_area);\n",
"}, function (err) {\n",
" if (err.requireType !== 'scripterror') {\n",
" throw(err);\n",
" }\n",
"});\n"
]
},
"metadata": {
"jupyter-vega": "#b94b4299-66a7-4f18-ac48-a5f0a8bceec5"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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"
},
"metadata": {
"jupyter-vega": "#b94b4299-66a7-4f18-ac48-a5f0a8bceec5"
},
"output_type": "display_data"
}
],
"source": [
"eval(code)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.1"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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