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@RutgerK
Last active December 17, 2015 01:49
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mpl dpi
{
"metadata": {
"name": "mpl_dpi"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "heading",
"level": 4,
"metadata": {},
"source": "Setting the display dpi (default is 80) has no effect in the notebook."
},
{
"cell_type": "code",
"collapsed": false,
"input": "fig, ax = plt.subplots(dpi=120)\nax.plot(np.random.rand(10))",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 7,
"text": "[<matplotlib.lines.Line2D at 0x4645370>]"
},
{
"output_type": "display_data",
"png": 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jly9fDn9/f9isuikFmULLljIt3ipdab44XuNgtwPr1wNlZbV/VlwM/OMfUpKm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\n"
}
],
"prompt_number": 7
},
{
"cell_type": "heading",
"level": 4,
"metadata": {},
"source": "Setting the savefig dpi has effect, but changes it globally so it effects all further plots."
},
{
"cell_type": "code",
"collapsed": false,
"input": "mpl.rcParams['savefig.dpi'] = 120\n\nfig, ax = plt.subplots()\nax.plot(np.random.rand(10))",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 8,
"text": "[<matplotlib.lines.Line2D at 0x45013b0>]"
},
{
"output_type": "display_data",
"png": 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D1QtjSCMiw9u+naM3CAgPB+69F3jzTdnpS+YVHw/UqQPccYfqSsrGkEZEhpaT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\nMcYYY4x5IW7SGGOMMca80H8ApTY7Pp6sxJsAAAAASUVORK5CYII=\n"
}
],
"prompt_number": 8
},
{
"cell_type": "code",
"collapsed": false,
"input": "",
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
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