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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"0.7.dev\n", | |
"{'lines.linewidth': 1.75, 'lines.markeredgewidth': 0.0, 'lines.markersize': 7.0, 'xtick.major.width': 1.0, 'axes.labelsize': 11.0, 'patch.linewidth': 0.3, 'font.size': 12.0, 'ytick.minor.width': 0.5, 'ytick.major.pad': 7.0, 'axes.titlesize': 12.0, 'grid.linewidth': 1.0, 'xtick.minor.width': 0.5, 'legend.fontsize': 10.0, 'xtick.major.pad': 7.0, 'figure.figsize': [8.0, 5.5], 'ytick.labelsize': 10.0, 'xtick.labelsize': 10.0, 'ytick.major.width': 1.0}\n" | |
] | |
} | |
], | |
"source": [ | |
"%matplotlib inline\n", | |
"\n", | |
"import matplotlib.pyplot as plt\n", | |
"import seaborn as sns\n", | |
"print sns.__version__\n", | |
"sns.set()\n", | |
"print sns.plotting_context()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"def make_plot():\n", | |
" x = range(100)\n", | |
" fig, ax = plt.subplots()\n", | |
" ax.plot(x)\n", | |
" ax.set_title('Axis title');\n", | |
" fig.suptitle('Fig title')\n", | |
" ax.text(1, 1, 'Text');" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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cL5yw98BxPffqbhKgAODHnB7q1NRU/epXv5Ik2e12hYaGqri4WMnJyZKkkSNH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\nBgDAwBhqAAAM7P8DKEqGApc6ouMAAAAASUVORK5CYII=\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x109093690>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"make_plot()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [], | |
"source": [ | |
"sns.set_context('poster')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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H6HDtHggvv/yyli9frm984xt66aWXNGTIEGVmZqq4uFiS9OKLL2rlypXKzMzU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\nAACAiYIAAAAAwPT/A8Jbuu9OfTPaAAAAAElFTkSuQmCC\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x10cd7c8d0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"make_plot()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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hQ4ciKioKV69eZe139uxZvHr1qvgO3549e3DkyBHO8adNmybIslyhFZ0RqE5BQQH279+P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nqUiK15dTodjEZjm96XSkTUVipqdFiz8zzyr9RYxsKC/DFnfAJiw/n4JiIiIlfxupB5/vx5/P3v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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x10cf93a50>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"sns.set_context('poster', font_scale=5)\n", | |
"make_plot()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [] | |
} | |
], | |
"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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