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        "description": "TF-IDF calculator system of Japanese language\n====================================================\n\nPython \u65e5\u672c\u8a9e\u306eTF-IDF\u8a08\u7b97\u6a5f\n\n\u65e5\u672c\u8a9e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8:  `White Paper`_\n\nFeatures\n--------\n- TF-IDF from Web\n\nInstallation\n-----------------\n\n.. code-block:: bash\n\n    $ pip install simple_tfidf_japanese\n\nSample Code\n-----------------\n\n.. code-block:: python\n\n    # \u6587\u7ae0\u304b\u3089tfidf\u3092\u51fa\u529b(Get TF-IDF from text)\n    from simple_tfidf_japanese.tfidf import TFIDF\n    text = \"\u8089\u30d5\u30a7\u30b9NIIGATA\u3067\u8089\u4e09\u6627\u306e\u591c\u3054\u306f\u3093\u2764\ufe0e\u30b9\u30c6\u30fc\u30ad\u30cf\u30a6\u30b9\u3042\u3065\u307e\u3055\u3093\u306e\u96ea\u5ba4\u719f\u6210\u65b0\u6f5f\u770c\u7523\u725b\u30b9\u30c6\u30fc\u30ad\u304a\u3044\u3057\u3044*\\(^o^)/*\u304a\u5869\u3067\u3082\u30ef\u30b5\u30d3\u3067\u3082\u3074\u3063\u305f\u308a\uff01\"\n    tfidf1 = TFIDF.gen(text, enable_one_char=1)\n    for key, value in tfidf1:\n         print key, value\n\n    >>> \u8089 0.0952380952381\n    >>> \u30b9\u30c6\u30fc\u30ad 0.0952380952381\n    >>> \u304a 0.047619047619\n    >>> \u3054\u306f\u3093 0.047619047619\n    >>> \u96ea 0.047619047619\n    >>> \u65b0\u6f5f 0.047619047619\n    >>> \u719f\u6210 0.047619047619\n    ...\n\n    # Web\u304b\u3089tfidf\u3092\u51fa\u529b(Get TF-IDF from Web)\n    url = \"https://ja.wikipedia.org/wiki/%E6%B7%A1%E8%B7%AF%E3%83%93%E3%83%BC%E3%83%95\"\n    tfidf2 = TFIDF.gen_web(url)\n    for key, value in tfidf2:\n         print key, value\n\n    >>> \u6de1\u8def 0.0453257790368\n    >>> \u30d3\u30fc\u30d5 0.0396600566572\n    >>> \u4f46\u99ac 0.0198300283286\n    >>> \u6de1\u8def\u5cf6 0.0169971671388\n    >>> \u30da\u30fc\u30b8 0.0169971671388\n    >>> \u8868\u793a 0.014164305949\n\n    # TF-IDF Cosine Similarity\u3067\u985e\u4f3c\u5ea6\u3092\u8a08\u7b97(calc TF-IDF Cosine Similarity)\n    tfidf1 = [['Apple', 1], ['Orange', 2], ['Banana', 1], ['Kiwi', 0]]\n    tfidf2 = [['Apple', 1], ['Orange', 0], ['Banana', 2], ['Kiwi', 1]]\n    print TFIDF.similarity(tfidf1, tfidf2)\n    >>> 0.5\n    ...\n\nSample Code2\n-----------------\n\n.. code-block:: python\n\n    from simple_tfidf_japanese.tfidf import TFIDF\n\n    # \u5c71\u672c\u660c\n    _base_url = \"https://ja.wikipedia.org/wiki/%E5%B1%B1%E6%9C%AC%E6%98%8C\"\n\n    # \u6bd4\u8f03\u5bfe\u8c61\n    data = [\n         ['\u30e4\u30af\u30eb\u30c8', 'https://ja.wikipedia.org/wiki/%E6%9D%B1%E4%BA%AC%E3%83%A4%E3%82%AF%E3%83%AB%E3%83%88%E3%82%B9%E3%83%AF%E3%83%AD%E3%83%BC%E3%82%BA'],\n     ['\u5de8\u4eba', 'https://ja.wikipedia.org/wiki/%E8%AA%AD%E5%A3%B2%E3%82%B8%E3%83%A3%E3%82%A4%E3%82%A2%E3%83%B3%E3%83%84'],\n     ['\u962a\u795e', 'https://ja.wikipedia.org/wiki/%E9%98%AA%E7%A5%9E%E3%82%BF%E3%82%A4%E3%82%AC%E3%83%BC%E3%82%B9'],\n     ['\u5e83\u5cf6', 'https://ja.wikipedia.org/wiki/%E5%BA%83%E5%B3%B6%E6%9D%B1%E6%B4%8B%E3%82%AB%E3%83%BC%E3%83%97'],\n     ['\u4e2d\u65e5', 'https://ja.wikipedia.org/wiki/%E4%B8%AD%E6%97%A5%E3%83%89%E3%83%A9%E3%82%B4%E3%83%B3%E3%82%BA'],\n     ['\u6a2a\u6d5c', 'https://ja.wikipedia.org/wiki/%E6%A8%AA%E6%B5%9CDeNA%E3%83%99%E3%82%A4%E3%82%B9%E3%82%BF%E3%83%BC%E3%82%BA'],\n     ['\u30bd\u30d5\u30d0\u30f3', 'https://ja.wikipedia.org/wiki/%E7%A6%8F%E5%B2%A1%E3%82%BD%E3%83%95%E3%83%88%E3%83%90%E3%83%B3%E3%82%AF%E3%83%9B%E3%83%BC%E3%82%AF%E3%82%B9'],\n     ['\u65e5\u30cf\u30e0', 'https://ja.wikipedia.org/wiki/%E5%8C%97%E6%B5%B7%E9%81%93%E6%97%A5%E6%9C%AC%E3%83%8F%E3%83%A0%E3%83%95%E3%82%A1%E3%82%A4%E3%82%BF%E3%83%BC%E3%82%BA'],\n     ['\u30ed\u30c3\u30c6', 'https://ja.wikipedia.org/wiki/%E5%8D%83%E8%91%89%E3%83%AD%E3%83%83%E3%83%86%E3%83%9E%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%BA'],\n     ['\u897f\u6b66', 'https://ja.wikipedia.org/wiki/%E5%9F%BC%E7%8E%89%E8%A5%BF%E6%AD%A6%E3%83%A9%E3%82%A4%E3%82%AA%E3%83%B3%E3%82%BA'],\n     ['\u30aa\u30ea\u30c3\u30af\u30b9', 'https://ja.wikipedia.org/wiki/%E3%82%AA%E3%83%AA%E3%83%83%E3%82%AF%E3%82%B9%E3%83%BB%E3%83%90%E3%83%95%E3%82%A1%E3%83%AD%E3%83%BC%E3%82%BA'],\n     ['\u697d\u5929', 'https://ja.wikipedia.org/wiki/%E6%9D%B1%E5%8C%97%E6%A5%BD%E5%A4%A9%E3%82%B4%E3%83%BC%E3%83%AB%E3%83%87%E3%83%B3%E3%82%A4%E3%83%BC%E3%82%B0%E3%83%AB%E3%82%B9'],\n     ['\u30b5\u30c3\u30ab\u30fc\u65e5\u672c\u4ee3\u8868', 'https://ja.wikipedia.org/wiki/%E3%82%B5%E3%83%83%E3%82%AB%E3%83%BC%E6%97%A5%E6%9C%AC%E4%BB%A3%E8%A1%A8'],\n    ]\n\n    # \u8a08\u7b97\n    result = TFIDF.some_similarity(_base_url, data)\n\n    # \u7d50\u679c\u8868\u793a\n    result.sord(key=lambda x: x[2], reverse=True)\n    for title, url, value in result:\n         print title, value\n\n    \"\"\"\n    \u5de8\u4eba 0.437053886215\n    \u30e4\u30af\u30eb\u30c8 0.399745780763\n    \u962a\u795e 0.383247816027\n    \u5e83\u5cf6 0.356147904333\n    \u30ed\u30c3\u30c6 0.351312791912\n    \u4e2d\u65e5 0.344772305253\n    \u6a2a\u6d5c 0.334360056622\n    \u65e5\u30cf\u30e0 0.326226324436\n    \u30aa\u30ea\u30c3\u30af\u30b9 0.317250711462\n    \u30bd\u30d5\u30d0\u30f3 0.285703674673\n    \u897f\u6b66 0.283181229507\n    \u697d\u5929 0.275111280558\n    \u30b5\u30c3\u30ab\u30fc\u65e5\u672c\u4ee3\u8868 0.177026402257\n    \"\"\"\n\n\n.. _`White Paper`: http://qiita.com/haminiku/items/4106395b9580fbd6edf2",
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