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        "author": "caihaoyu",
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            "Development Status :: 3 - Alpha",
            "Intended Audience :: Developers",
            "License :: OSI Approved :: MIT License",
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3.5",
            "Programming Language :: Python :: 3.6",
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        "description": "# sner\nPython wrapper around the Stanford Named Entity Recognizer (NER) Server and the Part-Of-Speech (POS) Tagger Server.\n\n[![PyPI version](https://badge.fury.io/py/sner.svg)](https://badge.fury.io/py/sner)\n[![GitHub license](https://img.shields.io/badge/license-MIT-blue.svg)](https://raw.githubusercontent.com/caihaoyu/sner/master/LICENSE)\n\n# Stanford Named Entity Recognizer Project\n\n* [Home Page](https://nlp.stanford.edu/software/CRF-NER.shtml)\n* [Running NER as a Server](https://nlp.stanford.edu/software/crf-faq.shtml#cc)\n\n# Stanford Part-Of-Speech Tagger Project\n\n* [Home Page](https://nlp.stanford.edu/software/tagger.shtml)\n* [Running POS as a Server](https://nlp.stanford.edu/software/pos-tagger-faq.html#e)\n\n# Installation\n```bash\npip install sner\n```\nor\n\n```bash\npython setup install\n```\n\n# Start\n## NER Client\nRun the following commands to start the NER server\n\n```bash\ncd your_stanford_ner_dir\njava -Djava.ext.dirs=./lib -cp stanford-ner.jar edu.stanford.nlp.ie.NERServer -port 9199 -loadClassifier ./classifiers/english.all.3class.distsim.crf.ser.gz  -tokenizerFactory edu.stanford.nlp.process.WhitespaceTokenizer -tokenizerOptions tokenizeNLs=false\n```\nUse the following in Python to access the NER server\n\n```python\nfrom sner import Ner\n\ntest_string = \"Alice went to the Museum of Natural History.\"\ntagger = Ner(host='localhost',port=9199)\nprint(tagger.get_entities(test_string))\n\n```\nThe following results are expected\n\n```python\n[('Alice', 'PERSON'),\n ('went', 'O'),\n ('to', 'O'),\n ('the', 'O'),\n ('Museum', 'ORGANIZATION'),\n ('of', 'ORGANIZATION'),\n ('Natural', 'ORGANIZATION'),\n ('History', 'ORGANIZATION'),\n ('.', 'O')]\n```\n\n## POS Client\nRun the following commands to start the POS server\n\n```bash\ncd your_stanford_pos_dir\njava -cp stanford-postagger.jar edu.stanford.nlp.tagger.maxent.MaxentTaggerServer -port 9198 -model models/english-bidirectional-distsim.tagger\n```\nUse the following in Python to access the POS server\n\n```python\nfrom sner import POSClient\n\ntest_string = \"Alice went to the Museum of Natural History.\"\ntagger = POSClient(host='localhost', port=9198)\nprint(tagger.tag(test_string))\n```\nThe following results are expected\n\n```python\n[('Alice', 'NNP'),\n ('went', 'VBD'),\n ('to', 'TO'),\n ('the', 'DT'),\n ('Museum', 'NNP'),\n ('of', 'IN'),\n ('Natural', 'NNP'),\n ('History', 'NN'),\n ('.', '.')]\n```\n",
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