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@adamcc
Created June 5, 2015 08:58
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Testing seaborn violin plots
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Using seaborn to plot violin plots"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"from here: https://web.stanford.edu/~mwaskom/software/seaborn/examples/elaborate_violinplot.html"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"sns.set(style=\"whitegrid\")"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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JfWMqlJqxQXH/sf3Yf2w/jo0dm7wtFUpplNA3rXnAFbAsi+iGtpFrM+v4rt7O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\nrkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x109458e50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df = sns.load_dataset(\"brain_networks\", header=[0, 1, 2], index_col=0)\n",
"used_networks = [1, 3, 4, 5, 6, 7, 8, 11, 12, 13, 16, 17]\n",
"used_columns = (df.columns.get_level_values(\"network\")\n",
" .astype(int)\n",
" .isin(used_networks))\n",
"df = df.loc[:, used_columns]\n",
"\n",
"corr_df = df.corr().groupby(level=\"network\").mean()\n",
"corr_df.index = corr_df.index.astype(int)\n",
"corr_df = corr_df.sort_index().T\n",
"\n",
"f, ax = plt.subplots(figsize=(11, 6))\n",
"sns.violinplot(corr_df, color=\"Set3\", bw=.2, cut=.6,\n",
" lw=.5, inner=\"points\", inner_kws={\"ms\": 6})\n",
"ax.set(ylim=(-.7, 1.05))\n",
"sns.despine(left=True, bottom=True)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"These are pretty stunning!"
]
}
],
"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
}
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