Skip to content

Instantly share code, notes, and snippets.

@infinite-Joy9l
Created January 26, 2018 09:23
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 infinite-Joy9l/a0bc9bf5576bb97d7940310b3b4d1ac9 to your computer and use it in GitHub Desktop.
Save infinite-Joy9l/a0bc9bf5576bb97d7940310b3b4d1ac9 to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Violin Plot"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# import seaborn as sns \n",
"# sns.violinplot(X_sepal_length, X_sepal_width) #Variable Plot\n",
"# sns.despine()\n",
"import seaborn as sns\n",
"sns.set_style(\"whitegrid\")\n",
"tips = sns.load_dataset(\"tips\")"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>total_bill</th>\n",
" <th>tip</th>\n",
" <th>sex</th>\n",
" <th>smoker</th>\n",
" <th>day</th>\n",
" <th>time</th>\n",
" <th>size</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>16.99</td>\n",
" <td>1.01</td>\n",
" <td>Female</td>\n",
" <td>No</td>\n",
" <td>Sun</td>\n",
" <td>Dinner</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>10.34</td>\n",
" <td>1.66</td>\n",
" <td>Male</td>\n",
" <td>No</td>\n",
" <td>Sun</td>\n",
" <td>Dinner</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>21.01</td>\n",
" <td>3.50</td>\n",
" <td>Male</td>\n",
" <td>No</td>\n",
" <td>Sun</td>\n",
" <td>Dinner</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>23.68</td>\n",
" <td>3.31</td>\n",
" <td>Male</td>\n",
" <td>No</td>\n",
" <td>Sun</td>\n",
" <td>Dinner</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>24.59</td>\n",
" <td>3.61</td>\n",
" <td>Female</td>\n",
" <td>No</td>\n",
" <td>Sun</td>\n",
" <td>Dinner</td>\n",
" <td>4</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" total_bill tip sex smoker day time size\n",
"0 16.99 1.01 Female No Sun Dinner 2\n",
"1 10.34 1.66 Male No Sun Dinner 3\n",
"2 21.01 3.50 Male No Sun Dinner 3\n",
"3 23.68 3.31 Male No Sun Dinner 2\n",
"4 24.59 3.61 Female No Sun Dinner 4"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tips.head()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAAEDCAYAAAA2k7/eAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f0ff0fc9e80>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = sns.violinplot(x=\"day\", y=\"total_bill\", data=tips)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python (venv)",
"language": "python",
"name": "venv"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.2"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment