Skip to content

Instantly share code, notes, and snippets.

@shoyer
Created May 16, 2015 23:50
Show Gist options
  • Star 0 You must be signed in to star a gist
  • Fork 0 You must be signed in to fork a gist
  • Save shoyer/3f73dc7ffa03883d3a43 to your computer and use it in GitHub Desktop.
Save shoyer/3f73dc7ffa03883d3a43 to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import pandas as pd\n",
"import seaborn as sns\n",
"%matplotlib inline\n",
"sns.set_style('darkgrid')\n",
"\n",
"def pipe(self, func, *args, **kwargs):\n",
" if hasattr(func, 'pipe_arg'):\n",
" kwargs[func.pipe_arg] = self\n",
" return func(*args, **kwargs)\n",
" return func(self, *args, **kwargs)\n",
"\n",
"pd.DataFrame.pipe = pipe\n",
"sns.violinplot.pipe_arg = 'data'"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"iris = sns.load_dataset('iris') "
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x11047ec10>"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAYAAAAERCAYAAABy/XBZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1105271d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.violinplot(x='species', y='sepal_width', data=iris)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x110813050>"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAYAAAAERCAYAAABy/XBZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11082d350>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.violinplot('species', 'sepal_width', data=iris)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x110aed890>"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAYAAAAERCAYAAABy/XBZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x110b7af50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"iris.pipe(sns.violinplot, 'species', 'sepal_width')"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x110bc4a50>"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAYAAAAERCAYAAABy/XBZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x110cbac50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"iris.pipe(sns.violinplot, x='species', y='sepal_width')"
]
}
],
"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": "2.7.9"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment