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@So-Cool
Created March 24, 2016 22:35
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XKCD in Python
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Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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S8ePHafPmzfTxxx/T5cuXDcoxefJkoT5/f3/66aefSKlUlij/zZs3ydHRkZYvXy6cu3z5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\nrkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10a9e2a90>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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TT6VqjC1bttBDDz0kW3WVSCTon//8p1SyFTukyJ1jctvN4/HQtGnTyOv1Zvx9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\ndQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10c77c210>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from matplotlib import pyplot as plt\n",
"import numpy as np\n",
"%matplotlib inline\n",
"\n",
"plt.xkcd()\n",
"\n",
"fig = plt.figure()\n",
"ax = fig.add_subplot(1, 1, 1)\n",
"ax.spines['right'].set_color('none')\n",
"ax.spines['top'].set_color('none')\n",
"plt.xticks([])\n",
"plt.yticks([])\n",
"ax.set_ylim([-30, 10])\n",
"\n",
"data = np.ones(100)\n",
"data[70:] -= np.arange(30)\n",
"\n",
"plt.annotate(\n",
" 'THE DAY I REALIZED\\nI COULD COOK BACON\\nWHENEVER I WANTED',\n",
" xy=(70, 1), arrowprops=dict(arrowstyle='->'), xytext=(15, -10))\n",
"\n",
"plt.plot(data)\n",
"\n",
"plt.xlabel('time')\n",
"plt.ylabel('my overall health')\n",
"\n",
"fig = plt.figure()\n",
"ax = fig.add_subplot(1, 1, 1)\n",
"ax.bar([-0.125, 1.0-0.125], [0, 100], 0.25)\n",
"ax.spines['right'].set_color('none')\n",
"ax.spines['top'].set_color('none')\n",
"ax.xaxis.set_ticks_position('bottom')\n",
"ax.set_xticks([0, 1])\n",
"ax.set_xlim([-0.5, 1.5])\n",
"ax.set_ylim([0, 110])\n",
"ax.set_xticklabels(['CONFIRMED BY\\nEXPERIMENT', 'REFUTED BY\\nEXPERIMENT'])\n",
"plt.yticks([])\n",
"\n",
"plt.title(\"CLAIMS OF SUPERNATURAL POWERS\")\n",
"\n",
"plt.show()"
]
},
{
"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": "2.7.11"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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