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Use seaborn with a dark background, if you like that sort of thing.
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Use seaborn styles with a dark background"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import seaborn as sns\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"sns.set(style=\"ticks\", context=\"talk\")\n",
"plt.style.use(\"dark_background\")"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x109d80650>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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CXqpH+IRU+szMo+sP8V3PeYjZdJBDGqggXh4itaKppYXe477BJ27fQlNLS14v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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x109bd31d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df = sns.load_dataset(\"anscombe\")\n",
"sns.lmplot(x=\"x\", y=\"y\", col=\"dataset\", hue=\"dataset\", data=df,\n",
" col_wrap=2, ci=None, palette=\"pastel\", size=4,\n",
" scatter_kws={\"s\": 50, \"alpha\": 1})"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.10"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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