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@juhasch
Created October 7, 2012 07:47
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IPython notebook demonstrating xkcd style plot
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{
"metadata": {
"name": "xkcd-style-plot-v3"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<h2> Plot data in \"XKCD\" style</h2> "
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Make some data\n",
"x = linspace(1.0, 9.5, 200)\n",
"y1 = 1.5 + 10.0 * (sin(x) * sin(x) / sqrt(x)) * exp(-0.5 * (x - 5.0) * (x - 5.0))\n",
"y2 = 3.0 + 10.0 * (sin(x) * sin(x) / sqrt(x)) * exp(-0.5 * (x - 7.0) * (x - 7.0))"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from matplotlib.backends.backend_agg import FigureCanvasAgg as fc\n",
"# Set up a figure\n",
"fig = Figure()\n",
"canvas = fc(fig)\n",
"# Plot the data\n",
"ax = fig.add_subplot(1, 1, 1)\n",
"ax.plot(x, y1, 'c', lw=2)\n",
"ax.plot(x, y2, 'white', lw=7)\n",
"ax.plot(x, y2, 'r', lw=2);\n",
"\n",
"rcParams['savefig.dpi'] = 100 # plot figure in a nice size\n",
"fig"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"png": 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ICPTu3dtx/bx581BRUYHFixcDEJ/8U1NTkZ6ejrKyMrz//vsoLCzExo0bFXwJ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\nRVEUZfL/Pxs9mII28eIAAAAASUVORK5CYII=\n",
"prompt_number": 2,
"text": [
"<matplotlib.figure.Figure at 0x4cb78d0>"
]
}
],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%run xkcd-style.py"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"\n",
"make_xkcd(ax,'Time','Intensity')\n",
"fig"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"png": 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NCupzE+3heV5K4plmM2JkXQhD6fzitiWqRBFFwjmJcxxbUn/vPdbwJT8fmDZN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\nndraWrxer/67BRCPxxkfH9dbriMjI3rvx9WrVzcdkhUVFdT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"prompt_number": 4,
"text": [
"<matplotlib.figure.Figure at 0x4cb78d0>"
]
}
],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
}
],
"metadata": {}
}
]
}
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