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@kounoike
Created September 13, 2014 14:39
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{
"metadata": {
"name": "",
"signature": "sha256:131220d0b35ca3ccf30733f45b84624cd5110e1ff6436da4e623823c45466cd4"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Test for ipython\u30ce\u30fc\u30c8\u30d6\u30c3\u30af"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import prettyplotlib as ppl\n",
"import matplottheme as mpt\n",
"import math"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"x = np.arange(-math.pi,math.pi, 0.1)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = plt.figure(figsize=(8,6))\n",
"plt.plot(x, np.sin(x), label=\"sin(x)\")\n",
"plt.plot(x, np.cos(x), label=\"cos(x)\")\n",
"plt.plot(x, -np.sin(x), label=\"-sin(x)\")\n",
"plt.plot(x, -np.cos(x), label=\"-cos(x)\")\n",
"plt.legend(loc=\"best\")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 3,
"text": [
"<matplotlib.legend.Legend at 0x105038350>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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0+6UOhR7ij8t/MPuZ2Wa/ljVwdXJl2XPLeG3ba9xKvGX2633+OdSvXzwSNKh72/TrB69Z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\n",
"text": [
"<matplotlib.figure.Figure at 0x1048d6190>"
]
}
],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = plt.figure(figsize=(8,6))\n",
"ppl.plot(x, np.sin(x), label=\"sin(x)\")\n",
"ppl.plot(x, np.cos(x), label=\"cos(x)\")\n",
"ppl.plot(x, -np.sin(x), label=\"-sin(x)\")\n",
"ppl.plot(x, -np.cos(x), label=\"-cos(x)\")\n",
"ppl.legend(loc=\"best\")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 4,
"text": [
"<matplotlib.legend.Legend at 0x108644850>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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37B3NSyI5WFyHdyd6EhQVsxaWpGVowupGrkkHjXrlpRWrUWRqAI4gZGfbLK4l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\n",
"text": [
"<matplotlib.figure.Figure at 0x1048d25d0>"
]
}
],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"mpt.set_theme(\"ggplot2\", \"ggplot2\")"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = plt.figure(figsize=(8,6))\n",
"ax = fig.add_subplot(111)\n",
"mpt.plot(ax, x, np.sin(x), label=\"sin(x)\")\n",
"mpt.plot(ax, x, np.cos(x), label=\"cos(x)\")\n",
"mpt.plot(ax, x, -np.sin(x), label=\"-sin(x)\")\n",
"mpt.plot(ax, x, -np.cos(x), label=\"-cos(x)\")\n",
"mpt.legend(ax, loc=\"best\")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 8,
"text": [
"<matplotlib.legend.Legend at 0x10527aa10>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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lVrc9hgcMMtYL2vBpgmAmjf7EgT7b5ZxZ+YTAyuKOXHnu74QQTI9Z7OwH1N3+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\nYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x105261f10>"
]
}
],
"prompt_number": 8
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from IPython.display import set_matplotlib_formats\n",
"set_matplotlib_formats('svg')"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = plt.figure(figsize=(12,9))\n",
"plt.plot(x, np.sin(x), label=\"sin(x)\")\n",
"plt.plot(x, np.cos(x), label=\"cos(x)\")\n",
"plt.plot(x, -np.sin(x), label=\"-sin(x)\")\n",
"plt.plot(x, -np.cos(x), label=\"-cos(x)\")\n",
"plt.legend(loc=\"best\")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 9,
"text": [
"<matplotlib.legend.Legend at 0x10523a2d0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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XlShRQvXq1UvFxMQopZRauXKlqlq1qipUqJDy8vJSw4cPV+nXcoKUlBRVtmxZ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\nW5s2EBMD2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61aQZ48sGSJ+4MJM2bO1AtU6ta940NlNFlklhTJwqOsOLgCpRSPVHokXY9/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\nRw89Ou+lBTLAh60+5IfDP/DTk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"text": [
"<matplotlib.figure.Figure at 0x1050cc7d0>"
]
}
],
"prompt_number": 9
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
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