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        "author": "Aaron Halfaker",
        "author_email": "aaron.halfaker@gmail.com",
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            "Development Status :: 3 - Alpha",
            "Intended Audience :: Developers",
            "License :: OSI Approved :: MIT License",
            "Operating System :: OS Independent",
            "Programming Language :: Python",
            "Programming Language :: Python :: 3",
            "Topic :: Scientific/Engineering :: Information Analysis",
            "Topic :: Text Processing :: Linguistic"
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        "description": "A library for training and applying probabilistic context-free grammars to\ntext.\n\n* Kasami, T. (1965). An efficient recognition and syntax analysis algorithm\n  for context-free languages. (No. Scientific-2). Hawaii University, Dept. of\n  Electrical Engineering.\n\n# Example use\n\n```python\n>>> from bllipparser import RerankingParser\n>>>\n>>> from kasami import TreeScorer\n>>> from kasami.normalizers import bllip\n>>>\n>>> # Loading WSJ-PTB3 treebank into bllip's RerankingParser\n... bllip_rrp = RerankingParser.fetch_and_load('WSJ-PTB3')\n>>> bllip_parse = lambda s: bllip.normalize_tree(bllip_rrp.parse(s)[0].ptb_parse)\n>>>\n>>> tree = bllip_parse(\"I am a little teapot\")\n>>> print(tree)\n(S1 (S (NP (PRP 'I')) (VP (VBP 'am') (NP (DT 'a') (JJ 'little') (NN 'teapot')))))\n>>> print(tree.format(depth=1))\n\t(S1\n\t\t(S\n\t\t\t(NP\n\t\t\t\t(PRP 'I')\n\t\t\t)\n\t\t\t(VP\n\t\t\t\t(VBP 'am')\n\t\t\t\t(NP\n\t\t\t\t\t(DT 'a')\n\t\t\t\t\t(JJ 'little')\n\t\t\t\t\t(NN 'teapot')\n\t\t\t\t)\n\t\t\t)\n\t\t)\n\t)\n>>>\n>>> for production in tree:\n...     print(str(production))\n...\n(S1 S)\n(S NP VP)\n(NP PRP)\n(PRP 'I')\n(VP VBP NP)\n(VBP 'am')\n(NP DT JJ NN)\n(DT 'a')\n(JJ 'little')\n(NN 'teapot')\n>>> sentences = [\"I am a little teapot\",\n...              \"Here is my handle\",\n...              \"Here is my spout\",\n...              \"When I get all steamed up I just shout tip me over and pour me out\",\n...              \"I am a very special pot\",\n...              \"It is true\",\n...              \"Here is an example of what I can do\",\n...              \"I can turn my handle into a spout\",\n...              \"Tip me over and pour me out\"]\n>>>\n>>>\n>>> teapot_grammar = TreeScorer.from_tree_bank(bllip_parse(s) for s in sentences)\n>>>\n>>> teapot_grammar.score(bllip_parse(\"Here is a little teapot\"))\n-9.392661928770137\n>>> teapot_grammar.score(bllip_parse(\"It is my handle\"))\n-10.296301543090733\n>>> teapot_grammar.score(bllip_parse(\"I am a spout\"))\n-10.40166205874856\n>>> teapot_grammar.score(bllip_parse(\"Your teapot is gay\"))\n-12.96352974967269\n>>> teapot_grammar.score(bllip_parse(\"Your mom's teapot is asldasnldansldal\"))\n-19.424997926026403\n\n```\n\n# Author\n* Aaron Halfaker -- https://github.com/halfak\n\n... and substantially informed by https://github.com/aetilley",
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