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        "author": "Doug Turnbull",
        "author_email": "dturnbull@o19s.com",
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        "classifiers": [
            "Environment :: Console",
            "Intended Audience :: Developers",
            "Intended Audience :: System Administrators",
            "License :: OSI Approved :: Apache Software License",
            "Natural Language :: English",
            "Programming Language :: Python :: 3",
            "Topic :: Utilities"
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        "description": "# Elyzer\n\nSee step-by-step how Elasticsearch custom analyzers decompose your text into tokens.\n\nMy therapist said this would be a good idea...\n\n<pre>\nDoug:  hi\nEliza: How are you today.. What would you like to discuss?\nDoug:  well I can't really see how my Elasticsearch analyzers work, on the inside\nEliza: How do you know you can't really see how your Elasticsearch analyzers work, on the inside?\nDoug:  cause I call _analyze, and it does the whole analyzer or just one step\nEliza  What other reasons might there be?\nDoug:  I guess nobody's gotten around to making a good debugger\nEliza  I'm not sure I understand you fully.\nDoug   well just keep reading this README then...\nEliza  Come, come, elucidate your thoughts.\n</pre>\n\n# Installation\n\nInstall through pip3\n\n(ES 2.x & 5.x)\n\n    pip3 install elyzer\n\n# Usage\n\nGive Elyzer some text and have its analyzed. See the process broken down step-by-step on the command line.\n\nAssuming I'd created an `english_bigrams` custom analyzer for the index tmdb, I would run the analyzer like so\n\n```\n$ elyzer --es \"http://localhost:9200\" --index tmdb --analyzer english_bigrams \"Mary had a little lamb\"\nTOKENIZER: standard\n{1:Mary}    {2:had} {3:a}   {4:little}  {5:lamb}    \nTOKEN_FILTER: standard\n{1:Mary}    {2:had} {3:a}   {4:little}  {5:lamb}    \nTOKEN_FILTER: lowercase\n{1:mary}    {2:had} {3:a}   {4:little}  {5:lamb}    \nTOKEN_FILTER: porter_stem\n{1:mari}    {2:had} {3:a}   {4:littl}   {5:lamb}    \nTOKEN_FILTER: bigram_filter\n{1:mari had}    {2:had a}   {3:a littl} {4:littl lamb}  \n```\n\nOutput is each token, prefixed by the numerical position attribute in the token stream at each step.\n\n## Args\n\nThere are four required command line args:\n\n- es: the elasticsearch host (ie http://localhost:9200)\n- index: name of the index where your custom analyzer can be found\n- analyzer: name of your custom analyzer\n- text: the text to analyze\n\n\n# Shortcomings\n\naka \"Areas for Improvement\"\n- Only works for custom analyzers right now (as it accesses the settings for your index)\n- Attributes besides the token text and position would be handy \n\n## Who?\n\nCreated by [OpenSource Connections](http://opensourceconnections.com)\n\n## License\n\nReleased under [Apache 2](LICENSE.txt)\n\n",
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