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@betatim
Created May 20, 2019 14:14
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Using mybinder.org "colab style".
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Welcome to an example Binder - Colab style"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This notebook uses `seaborn` and several other dependencies which we install next:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"%pip install matplotlib seaborn numpy scipy"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Setup our plotting"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Setup our imports"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"from numpy import random\n",
"from scipy.ndimage.filters import gaussian_filter"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Make some plots!"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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AtsmYwyQHAYFjyZnlcKmMreBYBigha/26raKcHT/wA52Gxj4RJVkZ4B4NPNimgVmYHn3m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AAadRPLzVIxyj2MEaQCarnvZKextFSBUQ4BSUK1rqNRodVDp++hkQjYtWhOoM5/555bcfWBBfz5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\nAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1043dc690>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"x = random.randn(10,500)\n",
"x = gaussian_filter(x, [0, 10])\n",
"sns.tsplot(x, err_style='unit_traces');"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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MdAAAx064eKKj0QEAHHPz0iWNDgDgGJtRAACexkQHAPA0Nx+jY9clAMDTmOgAAI5xmx4A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\np/0vYE6Q0FQnAAAAAklEQVSWXU46vW8AAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1043dc290>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"mat = random.randn(10,20)\n",
"sns.heatmap(mat);"
]
}
],
"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": "3.6.5"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
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