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@phobson
Created August 9, 2017 15:03
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{
"cells": [
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"from matplotlib import pyplot\n",
"import seaborn\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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IiIgEXEUTR2vtd4A+4FHScxw/YK1NVDIGEREREZnnmcy/Nt8TK16Ox1r74UofU0RERESc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\nGBwlSZJUiMFRkiRJhfx/pCMa0wojnQ4AAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x242a7d53b70>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fg = (\n",
" seaborn.load_dataset('tips')\n",
" .pipe(seaborn.FacetGrid, \n",
" row='sex', row_order=['Female', 'Male', 'Non-binary'],\n",
" col='time', col_order=['Breakfast', 'Lunch', 'Dinner'],\n",
" margin_titles=True)\n",
" .map(pyplot.scatter, 'total_bill', 'tip')\n",
")\n",
" \n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[Dinner, Lunch]\n",
"Categories (2, object): [Dinner, Lunch]"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df['time'].unique()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "hydro",
"language": "python",
"name": "hydro"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.1"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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