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        "author": "Nicholas Morley",
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            "License :: OSI Approved :: MIT License",
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        "description": "d# Role Pattern\n\nBuild and match linguistic patterns for role labelling. Provides an example-driven approach to generate and refine patterns.\n\nUses graph-based pattern matching, built on SpaCy.\n\n## Installation\n\nWith pip:\n\n```\npip install role-pattern-nlp\n```\n\n## Example usage\n\n```python\n# First, parse a string to create a SpaCy Doc object\nimport en_core_web_sm\ntext = \"Forging involves the shaping of metal using localized compressive forces.\"\nnlp = en_core_web_sm.load()\ndoc = nlp(text)\n\nfrom role_pattern_nlp import RolePatternBuilder\n\n# Provide an example by mapping role labels to tokens\nmatch_example = {\n    'arg1': [doc[0]],  # [Forging]\n    'pred': [doc[1]],  # [involves]\n    'arg2': [doc[3]],  # [shaping]\n}\n\n''' Create a dictionary of all the features we want the RolePatternBuilder to have access to\nwhen building and refining patterns '''\nfeature_dict = {'DEP': 'dep_', 'TAG': 'tag_'}\n\n# Instantiate the pattern builder\nrole_pattern_builder = RolePatternBuilder(feature_dict)\n\n#  Build a pattern. It will use all the features in the feature_dict by default\nrole_pattern = role_pattern_builder.build(match_example)  \n\n# Match against any doc with the role_pattern\nmatches = role_pattern.match(doc)\nprint(matches)\n'''\n[{'arg1': [Forging], 'arg2': [shaping], 'pred': [involves]}]\n'''\n```\n\nSee examples/ for demonstration as to how to refine a pattern using negative examples.\n\n## API\n\n### RolePattern\n\n#### RolePattern.spacy_dep_pattern\n\nThe dependency pattern in the form used to create the SpaCy DependencyMatcher object.\n\n#### RolePattern.token_labels\n\nThe list of labels that corresponds to the tokens matched by the pattern.\n\n## Built with\n\n- [SpaCy](https://spacy.io) - DependencyMatcher\n- [SpaCy pattern builder](https://github.com/cyclecycle/spacy-pattern-builder)\n- [networkx](https://github.com/networkx/networkx) - Used by SpaCy pattern builder\n\n",
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