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        "author": "Eric Stasney",
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            "License :: OSI Approved :: MIT License",
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        "description": "### TitleGraph\n\n#### Install\n`pip install title-graph`\n\n#### Build\n```python setup.py sdist```\n\n```twine upload dist/*```\n\n#### Usage\n```python\nfrom title_graph import TitleGraph\n\ntg = TitleGraph()\n\n# Find likely future job titles\n>>> tg.query_forward('graduate student', topn=3)\n('software engineering intern', 0.8774160146713257), ('software engineer intern', 0.8586706519126892), ('software development engineering intern', 0.8407694101333618)]\n\n# Find likely previous job titles\ntg.query_backwards('principal engineer', topn=3)\n[('engineer', 0.8578487634658813), ('dev engineer', 0.7771068811416626), ('sr engineer', 0.7421303987503052)]\n\n# Semantic search job titles\ntg.query_similar_semantic('front-end ninja', topn=3)\n[('frontend developer', 0.7447044849395752), ('frontend engineer', 0.6994348764419556), ('front end engineer', 0.6821744441986084)]\n```",
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