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@parente
Last active February 11, 2017 09:22
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Hello World of notebook, seaborn, ipywidgets, dashboards
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"urth": {
"dashboard": {
"layout": {
"col": 3,
"height": 4,
"row": 0,
"width": 6
}
}
}
},
"source": [
"# Hello World!\n",
"\n",
"This is a short demo of Jupyter Notebooks."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true,
"urth": {
"dashboard": {}
}
},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true,
"urth": {
"dashboard": {}
}
},
"outputs": [],
"source": [
"import seaborn as sns\n",
"from ipywidgets import interact"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": true,
"urth": {
"dashboard": {}
}
},
"outputs": [],
"source": [
"tips = sns.load_dataset('tips')"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false,
"urth": {
"dashboard": {
"hidden": true
}
}
},
"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": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tips.head()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false,
"urth": {
"dashboard": {
"layout": {
"col": 3,
"height": 19,
"row": 4,
"width": 6
}
}
}
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/opt/conda/lib/python3.4/site-packages/matplotlib/collections.py:590: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n",
" if self._edgecolors == str('face'):\n"
]
},
{
"data": {
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mdL44dASA+8al65xtwbz6zb722mvk5ubyi1/8guXLl/P555/z4Ycf+vzmx48f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\nOmgAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fdb088a6a58>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"@interact(hue=['smoker', 'sex', 'time', 'day'])\n",
"def plot(hue):\n",
" _ = sns.pairplot(tips, hue=hue)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true,
"urth": {
"dashboard": {}
}
},
"outputs": [],
"source": []
}
],
"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": "3.4.4"
},
"urth": {
"dashboard": {
"cellMargin": 10,
"defaultCellHeight": 20,
"layoutStrategy": "packed",
"maxColumns": 12
}
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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