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tricktreat/KnowledgeTrace-Copy2.ipynb

Created May 7, 2019 01:27
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KnowledgeTrace-Copy2.ipynb
{
"cells": [
{
"metadata": {},
"cell_type": "markdown",
"source": "# 载入预训练词向量"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "",
"execution_count": null,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "import xml.sax\nimport re\nimport os\nimport tqdm\nimport itertools\nfrom sklearn.feature_extraction.text import TfidfVectorizer\nfrom sklearn.feature_extraction.text import TfidfTransformer\nfrom sklearn.feature_extraction.text import CountVectorizer\n\nimport numpy as np\nfrom gensim.models import KeyedVectors\nfrom gensim.scripts.glove2word2vec import glove2word2vec\nfrom gensim.test.utils import datapath,get_tmpfile\n\ndef getkvmodel(path):\n kvmodel=KeyedVectors.load_word2vec_format(path)\n return kvmodel\n\nflag=4\nkvmodel=getkvmodel(\"/data/syl/embedding/cn/baidubaike_400.vector\")\n\nprint(kvmodel.most_similar('你好'))",
"execution_count": 52,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": "[('我爱你', 0.6345745325088501), ('晚安', 0.593178391456604), ('好久不见', 0.593137264251709), ('你们好', 0.5922908186912537), ('早上好', 0.5839329957962036), ('亲爱', 0.5822106599807739), ('噢', 0.5817182660102844), ('嘿', 0.575173020362854), ('谢谢', 0.5676535367965698), ('再见', 0.5661863684654236)]\n"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "from gensim.models import Word2Vec\n\nmodel = Word2Vec.load('/data/syl/embedding/cn/zhvec.txt')",
"execution_count": 51,
"outputs": [
{
"ename": "UnpicklingError",
"evalue": "invalid load key, '3'.",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mUnpicklingError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-51-87f7e09acc0b>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mgensim\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmodels\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mWord2Vec\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mmodel\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mWord2Vec\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'/data/syl/embedding/cn/zhvec.txt'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[0;32m~/.local/lib/python3.6/site-packages/gensim/models/word2vec.py\u001b[0m in \u001b[0;36mload\u001b[0;34m(cls, *args, **kwargs)\u001b[0m\n\u001b[1;32m 1328\u001b[0m \"\"\"\n\u001b[1;32m 1329\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1330\u001b[0;31m \u001b[0mmodel\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msuper\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mWord2Vec\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcls\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1331\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1332\u001b[0m \u001b[0;31m# for backward compatibility for `max_final_vocab` feature\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/.local/lib/python3.6/site-packages/gensim/models/base_any2vec.py\u001b[0m in \u001b[0;36mload\u001b[0;34m(cls, *args, **kwargs)\u001b[0m\n\u001b[1;32m 1242\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1243\u001b[0m \"\"\"\n\u001b[0;32m-> 1244\u001b[0;31m \u001b[0mmodel\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msuper\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mBaseWordEmbeddingsModel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcls\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1245\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mhasattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'ns_exponent'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1246\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mns_exponent\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m0.75\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/.local/lib/python3.6/site-packages/gensim/models/base_any2vec.py\u001b[0m in \u001b[0;36mload\u001b[0;34m(cls, fname_or_handle, **kwargs)\u001b[0m\n\u001b[1;32m 601\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 602\u001b[0m \"\"\"\n\u001b[0;32m--> 603\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0msuper\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mBaseAny2VecModel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcls\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfname_or_handle\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 604\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 605\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0msave\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfname_or_handle\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/.local/lib/python3.6/site-packages/gensim/utils.py\u001b[0m in \u001b[0;36mload\u001b[0;34m(cls, fname, mmap)\u001b[0m\n\u001b[1;32m 424\u001b[0m \u001b[0mcompress\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msubname\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mSaveLoad\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_adapt_by_suffix\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 425\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 426\u001b[0;31m \u001b[0mobj\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0munpickle\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 427\u001b[0m \u001b[0mobj\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_load_specials\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmmap\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcompress\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msubname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 428\u001b[0m \u001b[0mlogger\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0minfo\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"loaded %s\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/.local/lib/python3.6/site-packages/gensim/utils.py\u001b[0m in \u001b[0;36munpickle\u001b[0;34m(fname)\u001b[0m\n\u001b[1;32m 1382\u001b[0m \u001b[0;31m# Because of loading from S3 load can't be used (missing readline in smart_open)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1383\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0msys\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mversion_info\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;36m3\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1384\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0m_pickle\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mencoding\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'latin1'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1385\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1386\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0m_pickle\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mloads\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mUnpicklingError\u001b[0m: invalid load key, '3'."
]
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "import copy\nimport jieba\nstopwords=get_stopwords('/home/shenyl/hgd_stopwords.txt')\n# test=copy.deepcopy(kvmodel)\nfrom gensim.models import Word2Vec\n\nmodel = Word2Vec.load('/data/syl/embedding/cn/baidubaike_100.model')\n# print(type(kvmodel.vocab['你好']))\nclass EData():\n def __init__(filename):\n self.filename=filename\n f=open(filename,'r',encoding='utf8')\n def __iter__():\n line=f.readline().strip()\n seg=jieba.lcut(line)\n yield [i for i in seg if i not in stopwords]\n\n\n# sentences = [[\"cat\", \"say\", \"meow\"], [\"dog\", \"say\", \"woof\"]]\n\n# model = Word2Vec(min_count=5)\n# model.wv=kvmodel\n# model.build_vocab(sentences) # prepare the model vocabulary\n# print(model.vocabulary)\n# model.train(sentences, total_examples=model.corpus_count, epochs=model.iter) # train word vectors",
"execution_count": 47,
"outputs": [
{
"ename": "KeyboardInterrupt",
"evalue": "",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-47-fb01a18b7e8e>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mgensim\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmodels\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mWord2Vec\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 6\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 7\u001b[0;31m \u001b[0mmodel\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mWord2Vec\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'/data/syl/embedding/cn/baidubaike_100.model'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 8\u001b[0m \u001b[0;31m# print(type(kvmodel.vocab['你好']))\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 9\u001b[0m \u001b[0;32mclass\u001b[0m \u001b[0mEData\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/.local/lib/python3.6/site-packages/gensim/models/word2vec.py\u001b[0m in \u001b[0;36mload\u001b[0;34m(cls, *args, **kwargs)\u001b[0m\n\u001b[1;32m 1328\u001b[0m \"\"\"\n\u001b[1;32m 1329\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1330\u001b[0;31m \u001b[0mmodel\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msuper\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mWord2Vec\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcls\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1331\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1332\u001b[0m \u001b[0;31m# for backward compatibility for `max_final_vocab` feature\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/.local/lib/python3.6/site-packages/gensim/models/base_any2vec.py\u001b[0m in \u001b[0;36mload\u001b[0;34m(cls, *args, **kwargs)\u001b[0m\n\u001b[1;32m 1242\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1243\u001b[0m \"\"\"\n\u001b[0;32m-> 1244\u001b[0;31m \u001b[0mmodel\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msuper\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mBaseWordEmbeddingsModel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcls\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1245\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mhasattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'ns_exponent'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1246\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mns_exponent\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m0.75\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/.local/lib/python3.6/site-packages/gensim/models/base_any2vec.py\u001b[0m in \u001b[0;36mload\u001b[0;34m(cls, fname_or_handle, **kwargs)\u001b[0m\n\u001b[1;32m 601\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 602\u001b[0m \"\"\"\n\u001b[0;32m--> 603\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0msuper\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mBaseAny2VecModel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcls\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfname_or_handle\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 604\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 605\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0msave\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfname_or_handle\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/.local/lib/python3.6/site-packages/gensim/utils.py\u001b[0m in \u001b[0;36mload\u001b[0;34m(cls, fname, mmap)\u001b[0m\n\u001b[1;32m 424\u001b[0m \u001b[0mcompress\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msubname\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mSaveLoad\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_adapt_by_suffix\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 425\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 426\u001b[0;31m \u001b[0mobj\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0munpickle\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 427\u001b[0m \u001b[0mobj\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_load_specials\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmmap\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcompress\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msubname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 428\u001b[0m \u001b[0mlogger\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0minfo\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"loaded %s\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/.local/lib/python3.6/site-packages/gensim/utils.py\u001b[0m in \u001b[0;36munpickle\u001b[0;34m(fname)\u001b[0m\n\u001b[1;32m 1382\u001b[0m \u001b[0;31m# Because of loading from S3 load can't be used (missing readline in smart_open)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1383\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0msys\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mversion_info\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;36m3\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1384\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0m_pickle\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mencoding\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'latin1'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1385\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1386\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0m_pickle\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mloads\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mKeyboardInterrupt\u001b[0m: "
]
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "# 解析文件"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "def process(text):\n text=text.strip()\n pattern=re.compile('.+[:|：]|.+—+|.+-+|Ⅰ|Ⅱ|Ⅲ|Ⅳ|Ⅴ|\\*|§|[0-9|一|二|三|四|五|六|七|八|九|十]+[\\.|．|、| ]+[0-9]*|Chapter [1-9]|第.{1,3}[节|章|篇|部分|单元|章节|讲|上篇|下篇|课]*|习题|例题|计算题|选择题|练习|小结|本章小结|复习|思考题')\n text=pattern.sub('',text)\n text=text.strip()\n return text\n \n\nclass Catalog:\n def __init__(self):\n self.chapters=[]\n \n def __repr__(self):\n return str(self.chapters)\n \n def __len__(self):\n return len(self.chapters)\n\nclass ECatalogHandler( xml.sax.ContentHandler ):\n def __init__(self):\n self.parse_level=3\n self.level=0\n self.catalogs=[]\n \n def startElement(self, tag, attributes):\n self.level+=1\n if tag=='METS:div' and self.level==self.parse_level:\n text=process(attributes['LABEL'])\n if text!=\"\":\n self.currentCatalog.chapters.append(text)\n\n def endElement(self, tag):\n self.level-=1\n \n def startDocument(self):\n self.currentCatalog=Catalog()\n \n def endDocument(self):\n if(len(self.currentCatalog.chapters)):\n self.catalogs.append(self.currentCatalog)\n\ndef get_eco_catalogs():\n root_dir=\"./economics/\"\n sub_dirs=[root_dir+sub for sub in os.listdir(root_dir) if re.match('[0-9]+',sub)]\n parser = xml.sax.make_parser()\n parser.setFeature(xml.sax.handler.feature_namespaces, 0)\n handler = ECatalogHandler()\n parser.setContentHandler( handler )\n for data_dir in tqdm.tqdm_notebook(sub_dirs):\n data_path=data_dir+'/catalog.xml'\n try:\n parser.parse(data_path)\n# cur=len(handler.catalogs)-1\n# if(len(handler.catalogs[cur])<5):\n# handler.catalogs.pop()\n# handler.parse_level+=1 \n# parser.parse(data_path)\n except Exception as e:\n print(data_path,e)\n catalogs=[]\n for caltalog in handler.catalogs:\n example=[]\n for chapter in caltalog.chapters:\n example.append(chapter)\n catalogs.append(example)\n# print(handler.catalogs)\n return catalogs\n\necatalogs=get_eco_catalogs()",
"execution_count": 2,
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "3a049d6edee2431d8920af08fb938d30",
"version_major": 2,
"version_minor": 0
},
"text/plain": "HBox(children=(IntProgress(value=0, max=93), HTML(value='')))"
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": "\n"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "class ACatalogHandler( xml.sax.ContentHandler ):\n def __init__(self):\n self.catalogs=[]\n \n def startElement(self, tag, attributes):\n if tag=='METS:div':\n text=process(attributes['LABEL'])\n if text!=\"\":\n self.currentCatalog.chapters.append(text)\n\n def endElement(self, tag):\n pass\n \n def startDocument(self):\n self.currentCatalog=Catalog()\n \n def endDocument(self):\n if(len(self.currentCatalog.chapters)):\n self.catalogs.append(self.currentCatalog)\n\ndef get_all_catalogs():\n root_dir=\"./catalog/\"\n sub_dirs=[root_dir+sub for sub in os.listdir(root_dir)]\n parser = xml.sax.make_parser()\n parser.setFeature(xml.sax.handler.feature_namespaces, 0)\n handler = ACatalogHandler()\n parser.setContentHandler( handler )\n for data_dir in tqdm.tqdm_notebook(sub_dirs):\n data_path=data_dir\n try:\n parser.parse(data_path)\n except Exception as e:\n try:\n with open(data_path,encoding='gb2321') as f:\n input_source = xml.sax.xmlreader.InputSource()\n input_source.setByteStream(f)\n input_source.setEncoding('gb2321')\n parser.parse(input_source)\n except Exception as e:\n pass\n# print(data_path,e)\n catalogs=[]\n for caltalog in handler.catalogs:\n example=[]\n for chapter in caltalog.chapters:\n example.append(chapter)\n catalogs.append(example)\n# print(handler.catalogs)\n return catalogs\n\nacatalogs=get_all_catalogs()",
"execution_count": 3,
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "38d40fbc41d04fbf9f4391639e5febcb",
"version_major": 2,
"version_minor": 0
},
"text/plain": "HBox(children=(IntProgress(value=0, max=137974), HTML(value='')))"
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": "\n"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "# 计算TFIDF"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "import jieba\n\ndef get_stopwords(file):\n with open(file,encoding='utf8') as f:\n return list(map(lambda line:line.strip(),f.readlines()))\n\n# get_stopwords('/home/shenyl/hgd_stopwords.txt')\ndef get_word2idf(acatalogs,ecatalogs):\n stopwords=get_stopwords('/home/shenyl/hgd_stopwords.txt')\n# stopwords.extend(['基本概念','理论','的','与','和','论','一','—','导言','原理','介绍','导论','引论','绪论','概念','基本','简评','概论','作用','发展','历史','基本','入门','简介'])\n ecorplus = list(itertools.chain(*ecatalogs))\n acorplus = list(itertools.chain(*acatalogs))\n tokenlizer=TfidfVectorizer(tokenizer=jieba.lcut,smooth_idf=True,norm=None,stop_words=stopwords)\n tokenlizer.fit(ecorplus+acorplus)\n# res=tokenlizer.transform(ecorplus).toarray()-1\n# print(tokenlizer.vocabulary_)\n# print(tokenlizer.get_feature_names())\n words=tokenlizer.get_feature_names()\n idf=tokenlizer.idf_-1\n# idf,words=zip(*sorted(zip(idf,words)))\n word2idf={}\n for k,(i,j) in enumerate(zip(words,idf)):\n word2idf[i]=j\n return word2idf",
"execution_count": 4,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "\n\ndef get_chapter_vec(chapter,word2idf,kvmodel):\n thould=7.5\n words=jieba.lcut(chapter)\n stopwords=get_stopwords('/home/shenyl/hgd_stopwords.txt')\n stopwords.append('X')\n vector=np.zeros(200*flag)\n ac=0\n tc=0\n for word in words:\n if word in stopwords:\n print(f'停用词： {word}')\n continue\n try:\n wordvec=kvmodel[word]\n except:\n print(f\"库外词向量： {word}\")\n continue\n if(word2idf[word]<thould):\n print(f\"描述词： {word}\")\n ac+=1\n vector[:100*flag]=vector[:100*flag]+wordvec\n else:\n print(f\"主题词： {word}\")\n tc+=1\n vector[100*flag:]=vector[100*flag:]+wordvec\n vector[:100*flag]=vector[:100*flag]/(ac+0.0001)\n vector[100*flag:]=vector[100*flag:]/(tc+0.0001)\n# return vector\n if(not np.any(vector[100*flag:])):\n return vector[:100*flag]\n if(not np.any(vector[:100*flag])):\n return vector[100*flag:]\n return vector[:100*flag]*0.1+vector[100*flag:]*0.9",
"execution_count": 57,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "word2idf=get_word2idf(acatalogs,ecatalogs)",
"execution_count": 6,
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": "Building prefix dict from the default dictionary ...\nLoading model from cache /tmp/jieba.cache\nLoading model cost 0.783 seconds.\nPrefix dict has been built succesfully.\n/home/shenyl/.local/lib/python3.6/site-packages/sklearn/feature_extraction/text.py:300: UserWarning: Your stop_words may be inconsistent with your preprocessing. Tokenizing the stop words generated tokens ['##', 'lex', '±', 'β', 'δ', 'λ', 'ξ', 'φ', '①', '②', '③', '⑤', '⑩', '☆', '下', '不', '使', '只', '唷', '啪', '喔', '天', '末', '漫', '特', '见', '设', '说', '达', '［', '］', 'ｄ', 'ｆ', 'ｇ', 'ｉ', 'ｌ', '～'] not in stop_words.\n 'stop_words.' % sorted(inconsistent))\n"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "word2idf['简评']=1\nword2idf['交换']=10\n\nget_chapter_vec(\"绪论\",word2idf,kvmodel)",
"execution_count": 58,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": "描述词： 绪论\n"
},
{
"data": {
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1.26204578e+00, -1.56470358e-01,\n 7.44571556e-01, 1.53170885e+00, 1.00553948e-01, 7.09579022e-01,\n 2.12136989e+00, 2.01765316e+00, 2.22571837e+00, 1.17148987e+00,\n -1.92411255e+00, 2.51992490e+00, 3.75177488e+00, 5.60349994e-01,\n -3.22714220e+00, -1.32020802e+00, 2.74946899e+00, 9.02521719e-01,\n 1.79083487e+00, 9.05398488e-01, 1.10095292e+00, 1.25807415e-01,\n 3.41145882e-01, 2.79334060e-01, -1.65674436e-01, -6.14276553e-01,\n 1.81996099e+00, -1.68451451e+00, -2.41547439e+00, 2.30655040e+00,\n -5.37903222e-01, -1.22909808e+00, -3.92870731e-02, 7.84768544e-01,\n 1.87851610e+00, -2.07614239e-01, -5.54041593e-01, 2.49714035e-01,\n 1.48822315e+00, 8.93859586e-01, -4.18833126e-01, 1.56917306e+00,\n -8.66113419e-03, 1.69966605e+00, 4.50342980e-01, 1.35219678e+00,\n -9.10124008e-01, 6.83318650e-01, 6.79257059e-01, 2.52457645e+00])"
},
"execution_count": 58,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "def get_all_chapter_vectors(ecatalogs,word2idf,kvmodel):\n ecorplus = list(itertools.chain(*ecatalogs))\n vectors=[]\n for chapter in tqdm.tqdm_notebook(ecorplus,desc=f'正在处理'):\n vectors.append(get_chapter_vec(chapter,word2idf,kvmodel))\n vectors=np.array(vectors)\n return vectors,ecorplus",
"execution_count": 8,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "from scipy.cluster.hierarchy import dendrogram, linkage \nfrom matplotlib import pyplot as plt\nfrom sklearn.cluster import AgglomerativeClustering\nimport matplotlib.pyplot as plt\n\nX,labels=get_all_chapter_vectors(ecatalogs,word2idf,kvmodel)\n# print(X[285])",
"execution_count": 59,
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "e89edf655a564e2189a8015b9756ffe6",
"version_major": 2,
"version_minor": 0
},
"text/plain": "HBox(children=(IntProgress(value=0, description='正在处理', max=909, style=ProgressStyle(description_width='initia…"
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": "主题词： 导言\n主题词： 需求\n库外词向量： 、\n主题词： 供给\n停用词： 与\n主题词： 市场\n主题词： 均衡\n描述词： 弹性\n描述词： 理论\n主题词： 消费者\n描述词： 行为\n描述词： 理论\n描述词： 生产\n描述词： 理论\n主题词： 市场\n描述词： 结构\n停用词： 与\n主题词： 厂商\n主题词： 均衡\n主题词： 博弈论\n描述词： 生产\n主题词： 要素\n停用词： 的\n主题词： 价格\n停用词： 与\n主题词： 收入\n描述词： 分配\n描述词： 理论\n停用词： 一般\n主题词： 均衡\n停用词： 与\n主题词： 福利\n主题词： 经济学\n主题词： 市场\n主题词： 失灵\n停用词： 与\n主题词： 政府\n主题词： 干预\n主题词： 交易\n主题词： 费用\n停用词： 与\n主题词： 产权\n描述词： 理论\n主题词： 导论\n主题词： 需求\n库外词向量： 、\n主题词： 供给\n停用词： 和\n主题词： 均衡\n主题词： 价格\n主题词： 消费者\n描述词： 行为\n主题词： 生产者\n描述词： 行为\n主题词： 成本\n停用词： 和\n主题词： 收益\n主题词： 完全\n主题词： 竞争\n主题词： 市场\n主题词： 完全\n主题词： 垄断市场\n主题词： 垄断\n主题词： 竞争\n主题词： 市场\n主题词： 寡头\n主题词： 垄断市场\n主题词： 要素\n主题词： 价格\n停用词： 和\n主题词： 收入\n描述词： 分配\n停用词： 一般\n主题词： 均衡\n描述词： 理论\n主题词： 福利\n主题词： 经济学\n主题词： 市场\n主题词： 失灵\n停用词： 与\n主题词： 微观经济\n主题词： 政策\n主题词： 微观\n主题词： 经济学\n描述词： 简评\n主题词： 经济学\n停用词： 和\n描述词： 经济\n主题词： 思维\n主题词： 消费者\n主题词： 偏好\n停用词： 和\n描述词： 选择\n主题词： 效用函数\n主题词： 个人\n主题词： 需求\n停用词： 和\n主题词： 市场需求\n描述词： 分析\n描述词： 生产\n描述词： 技术\n停用词： 和\n描述词： 生产\n描述词： 函数\n主题词： 成本\n主题词： 最小化\n停用词： 和\n主题词： 成本\n描述词： 函数\n描述词： 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信息\n停用词： 的\n主题词： 不对称性\n描述词： 信息\n停用词： 与\n主题词： 搜寻\n主题词： 成本\n主题词： 外部性\n停用词： 与\n主题词： 市场\n主题词： 失灵\n主题词： 公共\n主题词： 物品\n停用词： 与\n主题词： 市场\n主题词： 失灵\n主题词： 外部性\n停用词： 的\n主题词： 消除\n主题词： 市场经济\n描述词： 中\n主题词： 政府\n停用词： 的\n描述词： 作用\n主题词： 寻租\n描述词： 理论\n主题词： 公共\n描述词： 选择\n停用词： 与\n主题词： 政府\n主题词： 失灵\n主题词： 需求\n库外词向量： 、\n主题词： 供给\n停用词： 与\n主题词： 均衡\n主题词： 价格\n主题词： 消费者\n描述词： 行为\n描述词： 不\n描述词： 确定\n描述词： 条件\n描述词： 下\n停用词： 的\n主题词： 消费者\n描述词： 选择\n描述词： 生产\n停用词： 与\n主题词： 成本\n描述词： 企业\n主题词： 完全\n主题词： 竞争\n主题词： 市场\n停用词： 的\n主题词： 价格\n停用词： 与\n主题词： 产量\n描述词： 决定\n主题词： 完全\n主题词： 垄断市场\n停用词： 的\n主题词： 价格\n停用词： 与\n主题词： 产量\n描述词： 决定\n主题词： 垄断\n主题词： 竞争\n主题词： 市场\n停用词： 的\n主题词： 价格\n停用词： 与\n主题词： 产量\n描述词： 决定\n主题词： 寡头\n主题词： 垄断市场\n停用词： 的\n主题词： 价格\n停用词： 与\n主题词： 产量\n描述词： 决定\n主题词： 博弈论\n停用词： 与\n主题词： 竞争\n主题词： 策略\n主题词： 要素\n主题词： 价格\n停用词： 与\n主题词： 收入\n描述词： 分配\n描述词： 信息\n描述词： 不\n描述词： 对称\n停用词： 的\n主题词： 市场\n停用词： 一般\n主题词： 均衡\n停用词： 与\n主题词： 福利\n主题词： 经济学\n描述词： 参考答案\n主题词： 供求\n描述词： 理论\n主题词： 效用\n描述词： 理论\n描述词： 生产\n描述词： 理论\n主题词： 成本\n描述词： 理论\n主题词： 市场\n描述词： 理论\n主题词： 产权\n描述词： 理论\n描述词： 分配\n描述词： 理论\n主题词： 福利\n描述词： 理论\n主题词： 导言\n主题词： 需求\n库外词向量： 、\n主题词： 供给\n停用词： 与\n主题词： 均衡\n主题词： 消费者\n描述词： 行为\n描述词： 理论\n主题词： 生产者\n描述词： 行为\n描述词： 理论\n主题词： 完全\n主题词： 竞争\n主题词： 市场\n主题词： 价格\n停用词： 和\n主题词： 产量\n停用词： 的\n描述词： 决定\n主题词： 完全\n主题词： 垄断市场\n主题词： 价格\n停用词： 和\n主题词： 产量\n停用词： 的\n描述词： 决定\n主题词： 垄断\n主题词： 竞争\n主题词： 市场\n主题词： 价格\n停用词： 和\n主题词： 产量\n停用词： 的\n描述词： 决定\n主题词： 寡头\n主题词： 垄断市场\n主题词： 价格\n停用词： 和\n主题词： 产量\n停用词： 的\n描述词： 决定\n主题词： 要素\n主题词： 价格\n停用词： 与\n主题词： 收入\n描述词： 分配\n停用词： 一般\n主题词： 均衡\n停用词： 与\n主题词： 福利\n主题词： 经济学\n描述词： 基本概念\n主题词： 供给\n库外词向量： 、\n主题词： 需求\n停用词： 和\n描述词： 产品\n主题词： 市场\n主题词： 土地\n库外词向量： 、\n主题词： 劳动\n库外词向量： 、\n主题词： 资本\n停用词： 和\n主题词： 收入\n描述词： 分配\n主题词： 政府\n停用词： 在\n描述词： 经济\n描述词： 中\n停用词： 的\n描述词： 作用\n主题词： 国际贸易\n停用词： 与\n描述词： 世界\n描述词： 经济\n主题词： 导言\n描述词： 基本\n描述词： 经济\n描述词： 概念\n主题词： 需求\n库外词向量： 、\n主题词： 供给\n停用词： 与\n主题词： 均衡\n主题词： 价格\n描述词： 弹性\n描述词： 理论\n主题词： 消费者\n描述词： 行为\n描述词： 理论\n描述词： 生产\n描述词： 理论\n停用词： 本\n描述词： 理论\n主题词： 市场\n描述词： 结构\n描述词： 理论\n主题词： 要素\n主题词： 市场\n描述词： 理论\n描述词： 分配\n描述词： 理论\n主题词： 分享\n描述词： 经济\n主题词： 福利\n描述词： 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成本\n停用词： 与\n描述词： 经济\n主题词： 成本\n主题词： 固定成本\n停用词： 与\n主题词： 可变\n主题词： 成本\n主题词： 市场\n描述词： 结构\n主题词： 完全\n主题词： 竞争\n主题词： 市场\n描述词： 产品\n主题词： 差别\n停用词： 与\n主题词： 垄断\n主题词： 竞争\n主题词： 创新\n停用词： 的\n主题词： 含义\n主题词： 垄断\n停用词： 的\n主题词： 利弊\n主题词： 垄断\n停用词： 与\n描述词： 无\n主题词： 保障\n主题词： 垄断\n主题词： 歧视\n主题词： 价格\n主题词： 寡头\n主题词： 勾结\n描述词： 分析\n主题词： 工资\n停用词： 的\n描述词： 决定\n主题词： 劳动\n主题词： 供给\n停用词： 的\n描述词： 决定\n主题词： 个人收入\n主题词： 差别\n停用词： 的\n描述词： 原因\n主题词： 企业家\n主题词： 收入\n停用词： 与\n主题词： 激励机制\n描述词： 效率\n主题词： 工资\n停用词： 的\n描述词： 作用\n主题词： 收入\n描述词： 分配\n停用词： 与\n描述词： 经济\n描述词： 发展\n主题词： 平等\n停用词： 与\n描述词： 效率\n描述词： 经济\n描述词： 中\n停用词： 的\n主题词： 风险\n停用词： 与\n主题词： 防范\n主题词： 投机\n停用词： 的\n描述词： 作用\n主题词： 期货市场\n停用词： 的\n描述词： 作用\n主题词： 保险\n停用词： 的\n描述词： 经济\n描述词： 理论\n描述词： 信息\n停用词： 的\n主题词： 不对称性\n描述词： 信息\n停用词： 与\n主题词： 搜寻\n主题词： 成本\n主题词： 外部性\n停用词： 与\n主题词： 市场\n主题词： 失灵\n主题词： 公共\n主题词： 物品\n停用词： 与\n主题词： 市场\n主题词： 失灵\n主题词： 外部性\n停用词： 的\n主题词： 消除\n主题词： 市场经济\n描述词： 中\n主题词： 政府\n停用词： 的\n描述词： 作用\n主题词： 寻租\n描述词： 理论\n主题词： 公共\n描述词： 选择\n停用词： 与\n主题词： 政府\n主题词： 失灵\n主题词： 导论\n主题词： 微观\n主题词： 经济学\n主题词： 入门\n\n"
}
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},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "import matplotlib.pyplot as plt\nplt.rcParams['font.sans-serif']=['SIMHEI'] #用来正常显示中文标签\nplt.rcParams['axes.unicode_minus']=False #用来正常显示负号\n\n# def cosine(a,b):\n# if(not np.any(a) or not np.any(b)):\n# return 0\n# return np.dot(a,b)/(np.linalg.norm(a)*(np.linalg.norm(b)))\n\n# def metric(a,b):\n# alpha=0.9\n# p=0.8\n# q=0.2\n# beta=0.9\n# res=0.0\n# if(not np.any(a[100:]) and not np.any(b[100:])):\n# # print('path 1')\n# res=cosine(a[:100],b[:100])\n# elif(not np.any(a[100:]) or not np.any(b[100:])):\n# # print('path 2')\n# res=alpha*cosine(a[:100],b[:100])\n# else:\n# m=cosine(a[100:],b[100:])\n# n=cosine(a[:100],b[:100])\n# # print(m,n)\n# if(m>q and n>p):\n# # print('path 3')\n# res=beta*n+(1-beta)*m\n# if(res>1):\n# res=1\n# return (1-res)\n\n# linked = linkage(X[:100],metric=metric, method='ward')\n\nlinked = linkage(X, method='ward')\n# print(linked[:49])\n# threshold=1.1\n# print(labels[:100])\n\nimport matplotlib.pyplot as plt\n\nplt.figure(figsize=(160, 50),dpi=72)\ndendrogram(linked,\n p=20,\n truncate_mode ='level',\n labels=labels,\n leaf_font_size =10,\n orientation='top',\n distance_sort='ascending',\n show_leaf_counts=False)\nplt.savefig('test.jpg')\n\n# linked = linkage(X,'ward' )\n# n_clusters=(linked[:,2]>threshold).sum()\n# print(n_clusters)\n\n# cluster = AgglomerativeClustering(n_clusters=n_clusters, affinity=metric, linkage='single') \n# pred=cluster.fit_predict(X)\n# chapter2label=dict((chapter,label) for chapter,label in zip(labels,pred))\n# print(chapter2label)\n\n# label2chapter=dict((label,chapter) for chapter,label in zip(labels,pred))\n# # print(label2chapter)\n\n\n# labels_catalogs=[[chapter2label[chapter] for chapter in catalog] for catalog in ecatalogs]",
"execution_count": 60,
"outputs": [
{
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"text/plain": "<Figure size 11520x3600 with 1 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "import math\nimport numpy as np\nfrom sklearn import datasets\nfrom sklearn import cluster\n\ndef euler_distance(point1: np.ndarray, point2: list) -> float:\n \"\"\"\n 计算两点之间的欧拉距离，支持多维\n \"\"\"\n distance = 0.0\n for a, b in zip(point1, point2):\n distance += math.pow(a - b, 2)\n return math.sqrt(distance)\n\nclass ClusterNode(object):\n def __init__(self, vec, left=None, right=None, distance=-1, id=None, count=1):\n self.vec = vec\n self.left = left\n self.right = right\n self.distance = distance\n self.id = id\n self.count = count\n\nclass Hierarchical(object):\n def __init__(self, k = 1):\n assert k > 0\n self.k = k\n self.labels = None\n def fit(self, x):\n nodes = [ClusterNode(vec=v, id=i) for i,v in enumerate(x)]\n distances = {}\n point_num, future_num = np.shape(x) # 特征的维度\n self.labels = [ -1 ] * point_num\n currentclustid = -1\n while len(nodes) > self.k:\n min_dist = math.inf\n nodes_len = len(nodes)\n closest_part = None # 表示最相似的两个聚类\n for i in range(nodes_len - 1):\n for j in range(i + 1, nodes_len):\n # 为了不重复计算距离，保存在字典内\n d_key = (nodes[i].id, nodes[j].id)\n if d_key not in distances:\n distances[d_key] = euler_distance(nodes[i].vec, nodes[j].vec)\n d = distances[d_key]\n if d < min_dist:\n min_dist = d\n closest_part = (i, j)\n # 合并两个聚类\n part1, part2 = closest_part\n node1, node2 = nodes[part1], nodes[part2]\n new_vec = [ (node1.vec[i] * node1.count + node2.vec[i] * node2.count ) / (node1.count + node2.count)\n for i in range(future_num)]\n new_node = ClusterNode(vec=new_vec,\n left=node1,\n right=node2,\n distance=min_dist,\n id=currentclustid,\n count=node1.count + node2.count)\n currentclustid -= 1\n del nodes[part2], nodes[part1] # 一定要先del索引较大的\n nodes.append(new_node)\n self.nodes = nodes\n self.calc_label()\n\n def calc_label(self):\n for i, node in enumerate(self.nodes):\n # 将节点的所有叶子节点都分类\n self.leaf_traversal(node, i)\n\n def leaf_traversal(self, node: ClusterNode, label):\n if node.left == None and node.right == None:\n self.labels[node.id] = label\n if node.left:\n self.leaf_traversal(node.left, label)\n if node.right:\n self.leaf_traversal(node.right, label)\n\n\n\niris = datasets.load_iris()\n\nmy = Hierarchical(4)\nmy.fit(X)\nprint(np.array(my.labels))",
"execution_count": null,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "# 计算所有章节的加权向量"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "\ndef get_chapter_vec(acatalogs,ecatalogs):\n doc_tfidf_vec,words,corplus,word2idf=word2tfidf(acatalogs,ecatalogs)\n del acatalogs\n count=0\n tot=0\n word2vec=[]\n# idx_accent=[]\n for word in words:\n tot+=1\n try:\n word2vec.append(kvmodel[word])\n count+=1\n except Exception as e:\n word2vec.append('null')\n# idx_accent.append(tot-1)\n# print(idx_accent)\n vectors=[]\n# print(doc_tfidf_vec)\n# print(corplus[285])\n# for chapter in corplus:\n# cur=np.zeros((100,),dtype=np.float)\n# count_absent=0\n# for word in jieba.lcut(chapter):\n# word2vec\n# word2idf,words=zip(*sorted(zip(word2idf,words)))\n# with open(\"idf.tsv\",\"w\",encoding='utf8') as f:\n# for k,(i,j) in enumerate(zip(words,word2idf)):\n# f.write(i+'\\t'+str(j)+'\\n')\n idf={}\n word2idf,words=zip(*sorted(zip(word2idf,words)))\n with open(\"idf.tsv\",\"w\",encoding='utf8') as f:\n for k,(i,j) in enumerate(zip(words,word2idf)):\n idf[i]=j\n for vec in doc_tfidf_vec:\n cur=np.zeros((100,),dtype=np.float)\n count_absent=0\n for idx,ele in enumerate(vec):\n if type(word2vec[idx])!=str:\n count_absent+=1\n cur+=ele*word2vec[idx]\n vectors.append(cur/count_absent if count_absent!=0 else cur)\n vectors=np.array(vectors)\n# print(word2idf)\n\n \n print(f'一共包含{len(ecatalogs)}本书的目录结构')\n print(f'一共包含{vectors.shape[0]}条章节')\n print(f\"一共包含{tot}个词语，在预训练词向量中出现的有{count}个\")\n return vectors,corplus,idf",
"execution_count": null,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "# 层次聚类"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "from scipy.cluster.hierarchy import dendrogram, linkage \nfrom matplotlib import pyplot as plt\nfrom sklearn.cluster import AgglomerativeClustering\nimport matplotlib.pyplot as plt\n\nX,labels=get_chapter_vec(acatalogs,ecatalogs)\n# print(X[285])",
"execution_count": null,
"outputs": []
},
{
"metadata": {
"scrolled": false,
"trusted": true
},
"cell_type": "code",
"source": "import matplotlib.pyplot as plt\nplt.rcParams['font.sans-serif']=['SIMHEI'] #用来正常显示中文标签\nplt.rcParams['axes.unicode_minus']=False #用来正常显示负号\n\n# 加载描述词和术语\n\n\n# print(np.isfinite())\nlinked = linkage(X[:100],'ward' )\nprint(linked[:49])\nthreshold=1.1\n%matplotlib inline\nplt.figure(figsize=(80, 50)) \ndendrogram(linked,\n p=20,\n color_threshold=threshold,\n truncate_mode ='level',\n labels=labels[:100],\n leaf_font_size =40,\n orientation='top',\n distance_sort='ascending',\n show_leaf_counts=False)\nplt.show()\n\nlinked = linkage(X,'ward' )\nn_clusters=(linked[:,2]>threshold).sum()\nprint(n_clusters)\n\ncluster = AgglomerativeClustering(n_clusters=n_clusters, affinity='euclidean', linkage='ward') \npred=cluster.fit_predict(X)\nchapter2label=dict((chapter,label) for chapter,label in zip(labels,pred))\nprint(chapter2label)\n\nlabel2chapter=dict((label,chapter) for chapter,label in zip(labels,pred))\n# print(label2chapter)\n\n\nlabels_catalogs=[[chapter2label[chapter] for chapter in catalog] for catalog in ecatalogs]",
"execution_count": null,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "# 生成路径"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "import functools\n# c=[177, 158, 169, 215, 131, 77, 103, 24, 164, 35, 27]\n# d=[functools.reduce(lambda a,b:str(a)+' -> '+str(b)+'\\n'+str(b),c) for c in labels_catalogs]\nfor c in labels_catalogs[:]:\n c=list(map(lambda a:label2chapter[a],c))\n print(c[0]+' {color:#db8e3c}\\n'+functools.reduce(lambda a,b:str(a)+' -> '+str(b)+'\\n'+str(b),c)+' {color:#b01700}')",
"execution_count": null,
"outputs": []
}
],
"metadata": {
"gist": {
"id": "",
"data": {
"description": "KnowledgeTrace.ipynb",
"public": true
}
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3",
"language": "python"
},
"language_info": {
"name": "python",
"version": "3.6.8",
"mimetype": "text/x-python",
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"pygments_lexer": "ipython3",
"nbconvert_exporter": "python",
"file_extension": ".py"
},
"latex_envs": {
"eqNumInitial": 1,
"eqLabelWithNumbers": true,
"current_citInitial": 1,
"cite_by": "apalike",
"bibliofile": "biblio.bib",
"LaTeX_envs_menu_present": true,
"labels_anchors": false,
"latex_user_defs": false,
"user_envs_cfg": false,
"report_style_numbering": false,
"autoclose": false,
"autocomplete": true,
"hotkeys": {
"equation": "Ctrl-E",
"itemize": "Ctrl-I"
}
},
"toc": {
"nav_menu": {},
"number_sections": true,
"sideBar": true,
"skip_h1_title": false,
"base_numbering": 1,
"title_cell": "Table of Contents",
"title_sidebar": "Contents",
"toc_cell": false,
"toc_position": {},
"toc_section_display": true,
"toc_window_display": true
},
"varInspector": {
"window_display": true,
"cols": {
"lenName": 16,
"lenType": 16,
"lenVar": 40
},
"kernels_config": {
"python": {
"library": "var_list.py",
"delete_cmd_prefix": "del ",
"delete_cmd_postfix": "",
"varRefreshCmd": "print(var_dic_list())"
},
"r": {
"library": "var_list.r",
"delete_cmd_prefix": "rm(",
"delete_cmd_postfix": ") ",
"varRefreshCmd": "cat(var_dic_list()) "
}
},
"types_to_exclude": [
"module",
"function",
"builtin_function_or_method",
"instance",
"_Feature"
],
"oldHeight": 510,
"position": {
"height": "40px",
"left": "1120px",
"right": "20px",
"top": "113px",
"width": "800px"
},
"varInspector_section_display": "none"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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