Skip to content

Instantly share code, notes, and snippets.

@chezou
Created February 24, 2015 02:11
Show Gist options
  • Save chezou/0b80ad13bf847b9b4ccf to your computer and use it in GitHub Desktop.
Save chezou/0b80ad13bf847b9b4ccf to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"metadata": {
"name": "",
"signature": "sha256:96f4aed9455dd90f19109375817a03e31fdd70cbb8f8d05f8666f942a7311ca4"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# word2vec visualization\n",
"using vis.py ipython notebook version: \n",
"- https://gist.github.com/chezou/3899461aa550f73854a1\n",
"\n",
"original vis.py \n",
"- https://github.com/nishio/mycorpus"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import visword2vec\n",
"# \u5358\u8a9e\u3067\u4f5c\u3063\u305f\u30e2\u30c7\u30eb\n",
"vis = visword2vec.visWord2Vec(\"recipe_steps.bin\")\n",
"# \u30d5\u30ec\u30fc\u30ba\u3067\u4f5c\u3063\u305f\u30e2\u30c7\u30eb\n",
"vis_phrase = visword2vec.visWord2Vec(\"recipe_steps-phrase.bin\")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"loading\n",
"loaded"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"loading\n",
"loaded"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n"
]
}
],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def plot_both(word):\n",
" vis.plot(word)\n",
" vis_phrase.plot(word)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plot_both('\u30c1\u30e7\u30b3')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"[ 0.21099427 0.11427726]\n"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAA2UAAAHfCAYAAADQuHBpAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nuIhQBgAAAAAuIpQBAAAAgIv+P/8qpNti5NnYAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x10f05e850>"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"[ 0.19734898 0.13841781]\n"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAA1gAAAHfCAYAAABNtXnhAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x11baf8410>"
]
}
],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"vis_phrase.plot('\u7fa9\u7406_\u30c1\u30e7\u30b3')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"[ 0.16700684 0.1221358 ]\n"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAyYAAAHfCAYAAAClNczKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\neAAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x11b8f1410>"
]
}
],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plot_both('\u7fa9\u7406')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"[ 0.17986007 0.14094272]\n"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAs8AAAHfCAYAAACvTDWxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x11c019190>"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"[ 0.248188 0.16636363]\n"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAwUAAAHfCAYAAAABX3QZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIiLi4hQKRERERERcnEKBiIiIiIiL+3/t64/PpoQ1mAAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x11be04c50>"
]
}
],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plot_both('\u3042\u3064\u3042\u3064')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"[ 0.26638556 0.15453213]\n"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAtYAAAHfCAYAAAB095+TAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\niIiIOEDBWkRERETEAQrWIiIiIiIO+P9s35fUvOX5kwAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x11c41cad0>"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"[ 0.2672984 0.13360398]\n"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAuAAAAHfCAYAAAARGm3sAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text": [
"<matplotlib.figure.Figure at 0x11c29e890>"
]
}
],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plot_both('\u8d64\u5473\u564c')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"[ 0.28729394 0.17572656]\n"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAxYAAAHfCAYAAADNxk7yAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nBwnEJMxBEFBNAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x11bdf1210>"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"[ 0.18505508 0.12923893]\n"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAs8AAAHfCAYAAACvTDWxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\npCKLZ0mSJKnI4lmSJEkq+gkC5oKolmjNqAAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x11baf7850>"
]
}
],
"prompt_number": 7
}
],
"metadata": {}
}
]
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment