Created
April 16, 2017 16:22
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Truyện Kiều W2V - http://blog.duyet.net/2017/04/nlp-truyen-kieu-word2vec.html
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"from sklearn.decomposition import PCA\n", | |
"import matplotlib.pyplot as plt\n", | |
"import sys\n", | |
"reload(sys)\n", | |
"sys.setdefaultencoding(\"utf-8\")\n", | |
"words_np = []\n", | |
"words_label = []\n", | |
"for word in model.wv.vocab.keys():\n", | |
" words_np.append(model.wv[word])\n", | |
" words_label.append(word)\n", | |
"\n", | |
"pca = PCA(n_components=2)\n", | |
"pca.fit(words_np)\n", | |
"reduced = pca.transform(words_np)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 73, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
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UAgAAAKBMVAIAAACgTFQCAAAAoExUAgAAAKBMVAIAAACgTFQCAAAAoExUAgAA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JkZERKSkpPHz4kMePH2sEQWQyGSqViqFDh7Jz504aNWpEly5dNDLS9PX1EQQBmUyGvr4+Li4u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\neTAAgGqjZcuWnveXwoUajh49qoy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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f48f2518850>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"%matplotlib inline\n", | |
"plt.rcParams[\"figure.figsize\"] = (20,20)\n", | |
"for index,vec in enumerate(reduced):\n", | |
" if index <200:\n", | |
" x,y=vec[0],vec[1]\n", | |
" plt.scatter(x,y)\n", | |
" plt.annotate(words_label[index],xy=(x,y))\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python [Root]", | |
"language": "python", | |
"name": "Python [Root]" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 2 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython2", | |
"version": "2.7.12" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 0 | |
} |
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