{
    "info": {
        "author": "Brett Tolbert",
        "author_email": "brett.tolbert@gmail.com",
        "bugtrack_url": null,
        "classifiers": [
            "Development Status :: 5 - Production/Stable",
            "Intended Audience :: Developers",
            "Intended Audience :: Education",
            "Intended Audience :: End Users/Desktop",
            "Intended Audience :: Science/Research",
            "License :: OSI Approved :: GNU General Public License (GPL)",
            "Natural Language :: French",
            "Natural Language :: Italian",
            "Natural Language :: Portuguese",
            "Natural Language :: Romanian",
            "Natural Language :: Spanish",
            "Operating System :: OS Independent",
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3.3",
            "Programming Language :: Python :: 3.4",
            "Programming Language :: Python :: 3.5",
            "Programming Language :: Python :: 3.6",
            "Programming Language :: Python :: 3.7",
            "Programming Language :: Python :: 3.8",
            "Topic :: Education",
            "Topic :: Scientific/Engineering :: Artificial Intelligence",
            "Topic :: Software Development :: Libraries :: Python Modules",
            "Topic :: Text Processing :: Linguistic",
            "Topic :: Utilities"
        ],
        "description": "![verbecc logo](https://raw.githubusercontent.com/bretttolbert/verbecc/master/logo/verbecc.png)\n\n[![Python Package Index Status](https://img.shields.io/pypi/v/verbecc.svg)](https://pypi.python.org/pypi/verbecc) [![GitLab CI pipeline status](https://gitlab.com/bretttolbert/verbecc/badges/master/pipeline.svg)](https://gitlab.com/bretttolbert/verbecc/pipelines) [![Code Coverage](https://codecov.io/gl/bretttolbert/verbecc/branch/master/graph/badge.svg)](https://codecov.io/gl/bretttolbert/verbecc)\n\n#### Verbs completely conjugated: verb conjugations for French, Spanish, Portuguese, Italian and Romanian, enhanced by machine learning\n\n#### Verbes compl\u00e8tement conjugu\u00e9s: conjugaisons des verbes fran\u00e7ais, espagnol, portugais, italien et roumain, \u00e0 l'aide de l'apprentissage automatique\n\n#### Verbi completamente coniugati: coniugazioni di verbi per francese, spagnolo, portoghese, italiano e rumeno, migliorate dall'apprendimento automatico\n\n#### Verbos completamente conjugados: conjugaciones de verbos en franc\u00e9s, espa\u00f1ol, portugu\u00e9s, italiano y rumano, mejoradas por aprendizaje autom\u00e1tico\n\n#### Verbos completamente conjugados: conjuga\u00e7\u00f5es verbais para franc\u00eas, espanhol, portugu\u00eas, italiano e romeno, aprimoradas pelo aprendizado de m\u00e1quina\n\n#### Verbe complet conjugate: conjug\u0103ri de verbe francez\u0103, spaniol\u0103, portughez\u0103, italian\u0103 \u0219i rom\u00e2n\u0103, utiliz\u00e2nd \u00eenv\u0103\u021barea prin ma\u0219in\u0103\n\nhttps://github.com/bretttolbert/verbecc\n\n#### Features\n* Conjugate verbs in French, Spanish, Portuguese, Italian and Romanian\n* Uses machine learning techniques to predict conjugation of unknown verbs with 99% accurracy\n* Includes both simple and compound conjugations\n* pip installable\n* Unit tested\n* Continuous integration with GitLab CI/CD\n* Dependencies: scikit-learn, lxml\n\n#### Credits\nCreated with the help of [scikit-learn](https://scikit-learn.org), [lxml](https://github.com/lxml/lxml), [pytest](https://docs.pytest.org) and [python](https://www.python.org/). French verb conjugation template XML files derived from [Verbiste](https://perso.b2b2c.ca/~sarrazip/dev/verbiste.html). Conjugation XML files for other languages and machine-learning conjugation template prediction for unknown verbs dervied from [mlconjug](https://github.com/SekouD/mlconjug).\n\n\n## verbecc-svc\n\n[![pipeline status](https://gitlab.com/bretttolbert/verb-conjugate-fr/badges/master/pipeline.svg)](https://gitlab.com/bretttolbert/verb-conjugate-fr/pipelines)\n\n#### verbecc-svc Dockerized microservice with REST API for conjugation of any verb in French and Spanish\n\nhttps://github.com/bretttolbert/verbecc-svc\n\n#### Live demo\nhttp://verbe.cc/vcfr/conjugate/manger\n\n#### Features\n* Self-contained dockerized microservice\n* Unit tested\n* Continuous integration with GitLab CI/CD\n* Convenient JSON REST API\n* Dependencies: verbecc\n\n#### Credits\nCreated with the help of [verbecc](https://github.com/bretttolbert/verbecc), [FastAPI](https://github.com/tiangolo/fastapi), [uvicorn](https://github.com/encode/uvicorn), [starlette](https://github.com/encode/starlette), [docker](https://docker.com), [docker-compose](https://docs.docker.com/compose/), [pytest](https://docs.pytest.org) and [python](https://www.python.org/).\n\n\n## verbecc-web\n\n#### Web front-end for verbecc-svc - conjugation of any verb in French and Spanish\n\nhttps://github.com/bretttolbert/verbecc-web\n\n#### Live demo\nhttp://verbe.cc\n\n#### Features\n* Dockerized\n* Search suggestions\n* Implemented entirely in Javascript (JQuery) - conjugations are generated without reloading the page\n* Dependencies: verbecc-svc\n\n#### Credits\nCreated with the help of [verbecc-svc](https://github.com/bretttolbert/verbecc-svc), and [JQuery](https://jquery.com/)\n\n\n```\n+------------------------------------------------------+                                                                               \n|               verbecc-web                            |                                                                               \n|               web application                        |                                                                               \n|               docker-compose                         |                                                                               \n|                      |                               |                                                                               \n|                  REST API                            |                                                                               \n|                      |                               |                                                                               \n|      +----------------------------------------+      |                                                                               \n|      |                                        |      |                                                                               \n|      |       verbecc-svc                      |      |                                                                               \n|      |       Dockerized microservice          |      |                                                                               \n|      |                                        |      |                                                                               \n|      |        +----------------------+        |      |                                                                               \n|      |        |   verbecc            |        |      |                                                                               \n|      |        |   Python library     |        |      |                                                                               \n|      |        +----------------------+        |      |                                                                               \n|      +----------------------------------------+      |                                                                               \n+------------------------------------------------------+                                                                               \n```   \n\n\n# verbecc\n\n#### Quick Start\n```\npip install verbecc\n```\n\n## Usage\n```\n>>> from verbecc import Conjugator\n>>> cg = Conjugator(lang='fr')\n>>> conjugation = cg.conjugate('manger')\n>>> conjugation\n{'verb': {'infinitive': 'manger', 'predicted': False, 'pred_score': 1.0, 'template': 'man:ger', 'translation_en': 'eat', 'stem': 'man'}, 'moods': {'infinitif': {'infinitif-pr\u00e9sent': ['manger']}, 'indicatif': {'pr\u00e9sent': ['je mange', 'tu manges', 'il mange', 'nous mangeons', 'vous mangez', 'ils mangent'], 'imparfait': ['je mangeais', 'tu mangeais', 'il mangeait', 'nous mangions', 'vous mangiez', 'ils mangeaient'], 'futur-simple': ['je mangerai', 'tu mangeras', 'il mangera', 'nous mangerons', 'vous mangerez', 'ils mangeront'], 'pass\u00e9-simple': ['je mangeai', 'tu mangeas', 'il mangea', 'nous mange\u00e2mes', 'vous mange\u00e2tes', 'ils mang\u00e8rent'], 'pass\u00e9-compos\u00e9': [\"j'ai mang\u00e9\", 'tu as mang\u00e9', 'il a mang\u00e9', 'nous avons mang\u00e9', 'vous avez mang\u00e9', 'ils ont mang\u00e9'], 'plus-que-parfait': [\"j'avais mang\u00e9\", 'tu avais mang\u00e9', 'il avait mang\u00e9', 'nous avions mang\u00e9', 'vous aviez mang\u00e9', 'ils avaient mang\u00e9'], 'futur-ant\u00e9rieur': [\"j'aurai mang\u00e9\", 'tu auras mang\u00e9', 'il aura mang\u00e9', 'nous aurons mang\u00e9', 'vous aurez mang\u00e9', 'ils auront mang\u00e9'], 'pass\u00e9-ant\u00e9rieur': [\"j'eus mang\u00e9\", 'tu eus mang\u00e9', 'il eut mang\u00e9', 'nous e\u00fbmes mang\u00e9', 'vous e\u00fbtes mang\u00e9', 'ils eurent mang\u00e9']}, 'conditionnel': {'pr\u00e9sent': ['je mangerais', 'tu mangerais', 'il mangerait', 'nous mangerions', 'vous mangeriez', 'ils mangeraient'], 'pass\u00e9': [\"j'aurais mang\u00e9\", 'tu aurais mang\u00e9', 'il aurait mang\u00e9', 'nous aurions mang\u00e9', 'vous auriez mang\u00e9', 'ils auraient mang\u00e9']}, 'subjonctif': {'pr\u00e9sent': ['que je mange', 'que tu manges', \"qu'il mange\", 'que nous mangions', 'que vous mangiez', \"qu'ils mangent\"], 'imparfait': ['que je mangeasse', 'que tu mangeasses', \"qu'il mange\u00e2t\", 'que nous mangeassions', 'que vous mangeassiez', \"qu'ils mangeassent\"], 'pass\u00e9': [\"que j'aie mang\u00e9\", 'que tu aies mang\u00e9', \"qu'il ait mang\u00e9\", 'que nous ayons mang\u00e9', 'que vous ayez mang\u00e9', \"qu'ils aient mang\u00e9\"], 'plus-que-parfait': [\"que j'eusse mang\u00e9\", 'que tu eusses mang\u00e9', \"qu'il e\u00fbt mang\u00e9\", 'que nous eussions mang\u00e9', 'que vous eussiez mang\u00e9', \"qu'ils eussent mang\u00e9\"]}, 'imperatif': {'imperatif-pr\u00e9sent': ['mange', 'mangeons', 'mangez'], 'imperatif-pass\u00e9': ['aie mang\u00e9', 'ayons mang\u00e9', 'ayez mang\u00e9']}, 'participe': {'participe-pr\u00e9sent': ['mangeant'], 'participe-pass\u00e9': ['mang\u00e9', 'mang\u00e9s', 'mang\u00e9e', 'mang\u00e9es']}}}\n>>> conjugation['moods']['indicatif']['pr\u00e9sent']\n['je mange', 'tu manges', 'il mange', 'nous mangeons', 'vous mangez', 'ils mangent']\n>>> conjugation['moods'].keys()\ndict_keys(['infinitif', 'indicatif', 'conditionnel', 'subjonctif', 'imperatif', 'participe'])\n>>> conjugation['moods']['indicatif'].keys()\ndict_keys(['pr\u00e9sent', 'imparfait', 'futur-simple', 'pass\u00e9-simple', 'pass\u00e9-compos\u00e9', 'plus-que-parfait', 'futur-ant\u00e9rieur', 'pass\u00e9-ant\u00e9rieur'])\n>>> conjugation['moods']['subjonctif'].keys()\ndict_keys(['pr\u00e9sent', 'imparfait', 'pass\u00e9', 'plus-que-parfait'])\n>>> # Now let's conjugate a verb that verbecc doesn't explicitly know. \n>>> # In this case, the conjugation will be predicted using a machine-learning model.\n>>> cg.conjugate('ub\u00e9riser')\n{'verb': {'infinitive': 'ub\u00e9riser', 'predicted': True, 'pred_score': 0.9998728791090999, 'template': 'aim:er', 'translation_en': '', 'stem': 'ub\u00e9ris'}, 'moods': {'infinitif': {'infinitif-pr\u00e9sent': ['ub\u00e9riser']}, 'indicatif': {'pr\u00e9sent': [\"j'ub\u00e9rise\", 'tu ub\u00e9rises', 'il ub\u00e9rise', 'nous ub\u00e9risons', 'vous ub\u00e9risez', 'ils ub\u00e9risent'], 'imparfait': [\"j'ub\u00e9risais\", 'tu ub\u00e9risais', 'il ub\u00e9risait', 'nous ub\u00e9risions', 'vous ub\u00e9risiez', 'ils ub\u00e9risaient'], 'futur-simple': [\"j'ub\u00e9riserai\", 'tu ub\u00e9riseras', 'il ub\u00e9risera', 'nous ub\u00e9riserons', 'vous ub\u00e9riserez', 'ils ub\u00e9riseront'], 'pass\u00e9-simple': [\"j'ub\u00e9risai\", 'tu ub\u00e9risas', 'il ub\u00e9risa', 'nous ub\u00e9ris\u00e2mes', 'vous ub\u00e9ris\u00e2tes', 'ils ub\u00e9ris\u00e8rent'], 'pass\u00e9-compos\u00e9': [\"j'ai ub\u00e9ris\u00e9\", 'tu as ub\u00e9ris\u00e9', 'il a ub\u00e9ris\u00e9', 'nous avons ub\u00e9ris\u00e9', 'vous avez ub\u00e9ris\u00e9', 'ils ont ub\u00e9ris\u00e9'], 'plus-que-parfait': [\"j'avais ub\u00e9ris\u00e9\", 'tu avais ub\u00e9ris\u00e9', 'il avait ub\u00e9ris\u00e9', 'nous avions ub\u00e9ris\u00e9', 'vous aviez ub\u00e9ris\u00e9', 'ils avaient ub\u00e9ris\u00e9'], 'futur-ant\u00e9rieur': [\"j'aurai ub\u00e9ris\u00e9\", 'tu auras ub\u00e9ris\u00e9', 'il aura ub\u00e9ris\u00e9', 'nous aurons ub\u00e9ris\u00e9', 'vous aurez ub\u00e9ris\u00e9', 'ils auront ub\u00e9ris\u00e9'], 'pass\u00e9-ant\u00e9rieur': [\"j'eus ub\u00e9ris\u00e9\", 'tu eus ub\u00e9ris\u00e9', 'il eut ub\u00e9ris\u00e9', 'nous e\u00fbmes ub\u00e9ris\u00e9', 'vous e\u00fbtes ub\u00e9ris\u00e9', 'ils eurent ub\u00e9ris\u00e9']}, 'conditionnel': {'pr\u00e9sent': [\"j'ub\u00e9riserais\", 'tu ub\u00e9riserais', 'il ub\u00e9riserait', 'nous ub\u00e9riserions', 'vous ub\u00e9riseriez', 'ils ub\u00e9riseraient'], 'pass\u00e9': [\"j'aurais ub\u00e9ris\u00e9\", 'tu aurais ub\u00e9ris\u00e9', 'il aurait ub\u00e9ris\u00e9', 'nous aurions ub\u00e9ris\u00e9', 'vous auriez ub\u00e9ris\u00e9', 'ils auraient ub\u00e9ris\u00e9']}, 'subjonctif': {'pr\u00e9sent': [\"que j'ub\u00e9rise\", 'que tu ub\u00e9rises', \"qu'il ub\u00e9rise\", 'que nous ub\u00e9risions', 'que vous ub\u00e9risiez', \"qu'ils ub\u00e9risent\"], 'imparfait': [\"que j'ub\u00e9risasse\", 'que tu ub\u00e9risasses', \"qu'il ub\u00e9ris\u00e2t\", 'que nous ub\u00e9risassions', 'que vous ub\u00e9risassiez', \"qu'ils ub\u00e9risassent\"], 'pass\u00e9': [\"que j'aie ub\u00e9ris\u00e9\", 'que tu aies ub\u00e9ris\u00e9', \"qu'il ait ub\u00e9ris\u00e9\", 'que nous ayons ub\u00e9ris\u00e9', 'que vous ayez ub\u00e9ris\u00e9', \"qu'ils aient ub\u00e9ris\u00e9\"], 'plus-que-parfait': [\"que j'eusse ub\u00e9ris\u00e9\", 'que tu eusses ub\u00e9ris\u00e9', \"qu'il e\u00fbt ub\u00e9ris\u00e9\", 'que nous eussions ub\u00e9ris\u00e9', 'que vous eussiez ub\u00e9ris\u00e9', \"qu'ils eussent ub\u00e9ris\u00e9\"]}, 'imperatif': {'imperatif-pr\u00e9sent': ['ub\u00e9rise', 'ub\u00e9risons', 'ub\u00e9risez'], 'imperatif-pass\u00e9': ['aie ub\u00e9ris\u00e9', 'ayons ub\u00e9ris\u00e9', 'ayez ub\u00e9ris\u00e9']}, 'participe': {'participe-pr\u00e9sent': ['ub\u00e9risant'], 'participe-pass\u00e9': ['ub\u00e9ris\u00e9', 'ub\u00e9ris\u00e9s', 'ub\u00e9ris\u00e9e', 'ub\u00e9ris\u00e9es']}}}\n```",
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