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Notebook for "Universal collaboration: Start from a matplotlib plot, edit in the GUI, get plot in any of the Jupyter languages"
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{ | |
"metadata": { | |
"name": "", | |
"signature": "sha256:9a1ddb61a043c32c65d1fc90fa1063fdd7b8650a3cf3d27556a0d862111c4d31" | |
}, | |
"nbformat": 3, | |
"nbformat_minor": 0, | |
"worksheets": [ | |
{ | |
"cells": [ | |
{ | |
"cell_type": "heading", | |
"level": 1, | |
"metadata": {}, | |
"source": [ | |
"7. Universal collaboration: Start from a matplotlib plot, edit in the GUI, get plot in any of the Jupyter languages." | |
] | |
}, | |
{ | |
"cell_type": "heading", | |
"level": 3, | |
"metadata": {}, | |
"source": [ | |
"We show an example workflow that highlights our interoperable and language-agnostic approach." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"import matplotlib.pyplot as plt" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 13 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Let's represent some damped oscillation in time and space." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"import numpy as np" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 14 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"# Time\n", | |
"t = np.linspace(0, 1, 400)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 15 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"# Position\n", | |
"gamma = 2 # damping coefficient\n", | |
"omega = 2 * np.pi / 0.25 # angular frequency\n", | |
"x = np.exp(-gamma * t) * np.cos(omega * t)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 29 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"%matplotlib inline" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"fig, ax = plt.subplots()\n", | |
"ax.scatter(t, x)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 41, | |
"text": [ | |
"<matplotlib.collections.PathCollection at 0x7f9ed4ae6b50>" | |
] | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
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50cBTPPbYuwW6Pi4uDpvNhs/3LPAZUI3s7O3s2NHZXyEHxN69e9m3bx/169cnKioq2OFo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\nzdU8twm4ZN26dRZFXzRr1qw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w4McDFrOmlWa64S8hli5dSk5OFLAO+BKPZxa33jqIosx7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\n", | |
"text": [ | |
"<matplotlib.figure.Figure at 0x7f9ed512f690>" | |
] | |
} | |
], | |
"prompt_number": 41 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"# Signal\n", | |
"sig = 1000 * np.exp(1j * np.pi * x * 0.5)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 114 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"fig, ax = plt.subplots()\n", | |
"ax.scatter(t, x, s=np.real(sig))" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 115, | |
"text": [ | |
"<matplotlib.collections.PathCollection at 0x7f9eccb56910>" | |
] | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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2ZOX6narmIjrIL9TqiAR0bxQYbWL/G4545DOAV3Auzrx580ol+OfPX4Syeb5E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mJRPZ7XkMb+KBIAdyFBEYfv1zsN7QwKkE+hPYrsqYl2C5fb69rAB/z443i6detWxjMPESJEWSAk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\n", | |
"text": [ | |
"<matplotlib.figure.Figure at 0x7f9ecee95110>" | |
] | |
} | |
], | |
"prompt_number": 115 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"fig, ax = plt.subplots()\n", | |
"ax.scatter(t, x, s=np.real(sig), c=np.imag(sig))" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 116, | |
"text": [ | |
"<matplotlib.collections.PathCollection at 0x7f9eccad0310>" | |
] | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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XF6jhL8g56Qd4YRakxUKDfk/y0sv/Pe82JsZFEe7Op3U4ZNvB44NBETD6FAwP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\nSUVORK5CYII=\n", | |
"text": [ | |
"<matplotlib.figure.Figure at 0x7f9eccdde7d0>" | |
] | |
} | |
], | |
"prompt_number": 116 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"# Text annotation\n", | |
"ax.text(0.96, 0.96,\n", | |
" 'Color = imag(sig)\\nSize = real(sig)',\n", | |
" transform=ax.transAxes,\n", | |
" horizontalalignment='right',\n", | |
" verticalalignment='top',\n", | |
" size=11)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 117, | |
"text": [ | |
"<matplotlib.text.Text at 0x7f9ecc9ac090>" | |
] | |
} | |
], | |
"prompt_number": 117 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"# Labels\n", | |
"ax.set_ylabel('position')\n", | |
"ax.set_xlabel('time')" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 118, | |
"text": [ | |
"<matplotlib.text.Text at 0x7f9ecc9939d0>" | |
] | |
} | |
], | |
"prompt_number": 118 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"fig" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"png": 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djIwM3Nxutw7gnfntt9/IzyvAWyfnh2iRrUF8CrvTni88TwCOGjhdIGeDP1kZ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\nzMzMzMzMzMzMzMzMzMzs7f4DD1Tg4kr72Z8AAAAASUVORK5CYII=\n", | |
"prompt_number": 119, | |
"text": [ | |
"<matplotlib.figure.Figure at 0x7f9eccdde7d0>" | |
] | |
} | |
], | |
"prompt_number": 119 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"import plotly.plotly as py" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 120 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"py.iplot_mpl(fig, filename='scatter_size_color', fileopt='overwrite')" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"html": [ | |
"<iframe id=\"igraph\" scrolling=\"no\" style=\"border:none;\"seamless=\"seamless\" src=\"https://plot.ly/~marianne2/1123.embed\" height=\"525\" width=\"100%\"></iframe>" | |
], | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 121, | |
"text": [ | |
"<plotly.tools.PlotlyDisplay at 0x7f9ecc7dcdd0>" | |
] | |
} | |
], | |
"prompt_number": 121 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Click above link (\"Play with this data!\")." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Click \"Fork and Edit\"." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Add a title, change the theme, change the x-axis range." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Click \"Save\"." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Click \"Share\" (see HTML snippet)." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Open an IR Notebook!\n", | |
"\n", | |
"`$ ipython notebook --KernelManager.kernel_cmd=\"['R', '-e', 'IRkernel::main()', '--args', '{connection_file}']\"`\n", | |
"\n", | |
"(see https://github.com/IRkernel/IRkernel)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [] | |
} | |
], | |
"metadata": {} | |
} | |
] | |
} |
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