Created
January 20, 2013 12:53
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Make scikit-rf return list of lines from plot command to allow plot customization
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{ | |
"metadata": { | |
"name": "scikit-rf-plot" | |
}, | |
"nbformat": 3, | |
"nbformat_minor": 0, | |
"worksheets": [ | |
{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"import skrf as rf" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"warning: data module didnt load. dont worry about it.\n" | |
] | |
} | |
], | |
"prompt_number": 1 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"fig,ax = subplots(1,1)\n", | |
"horn = rf.Network('hl_simulation_mit_trafo.s2p')\n", | |
"plt=horn.plot_s_smith(m=0,n=0,draw_labels=True,show_legend=False,ax=ax)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"png": 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hs9k4ffo0jIyMBm1hLS8vD/fu3QOLxcKUKVNgYGDQbzcAX19f7N27F+np6f0y/kBCRMjM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\n5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| |
"text": [ | |
"<matplotlib.figure.Figure at 0x55ee450>" | |
] | |
} | |
], | |
"prompt_number": 2 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"plt[0].set_linestyle('dashed')\n", | |
"plt[0].set_color('red')\n", | |
"fig" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "pyout", | |
"png": 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07t0DNm/GgwMHkJSSghUrViAkJATvvfcesrKyBkas9lsGY3T7gLNnz2LTpk0o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| |
"prompt_number": 3, | |
"text": [ | |
"<matplotlib.figure.Figure at 0x55ee450>" | |
] | |
} | |
], | |
"prompt_number": 3 | |
} | |
], | |
"metadata": {} | |
} | |
] | |
} |
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