Metadata-Version: 2.4
Name: verbecc
Version: 1.10.1
Summary: Verbs Completely Conjugated: machine learning conjugator for Catalan, French, Italian, Portuguese, Romanian and Spanish
Author-email: Brett Tolbert <bretttolbert@gmail.com>
Maintainer-email: Brett Tolbert <bretttolbert@gmail.com>
License:                    GNU LESSER GENERAL PUBLIC LICENSE
                               Version 3, 29 June 2007
        
         Copyright (C) 2007 Free Software Foundation, Inc. <https://fsf.org/>
         Everyone is permitted to copy and distribute verbatim copies
         of this license document, but changing it is not allowed.
        
        
          This version of the GNU Lesser General Public License incorporates
        the terms and conditions of version 3 of the GNU General Public
        License, supplemented by the additional permissions listed below.
        
          0. Additional Definitions.
        
          As used herein, "this License" refers to version 3 of the GNU Lesser
        General Public License, and the "GNU GPL" refers to version 3 of the GNU
        General Public License.
        
          "The Library" refers to a covered work governed by this License,
        other than an Application or a Combined Work as defined below.
        
          An "Application" is any work that makes use of an interface provided
        by the Library, but which is not otherwise based on the Library.
        Defining a subclass of a class defined by the Library is deemed a mode
        of using an interface provided by the Library.
        
          A "Combined Work" is a work produced by combining or linking an
        Application with the Library.  The particular version of the Library
        with which the Combined Work was made is also called the "Linked
        Version".
        
          The "Minimal Corresponding Source" for a Combined Work means the
        Corresponding Source for the Combined Work, excluding any source code
        for portions of the Combined Work that, considered in isolation, are
        based on the Application, and not on the Linked Version.
        
          The "Corresponding Application Code" for a Combined Work means the
        object code and/or source code for the Application, including any data
        and utility programs needed for reproducing the Combined Work from the
        Application, but excluding the System Libraries of the Combined Work.
        
          1. Exception to Section 3 of the GNU GPL.
        
          You may convey a covered work under sections 3 and 4 of this License
        without being bound by section 3 of the GNU GPL.
        
          2. Conveying Modified Versions.
        
          If you modify a copy of the Library, and, in your modifications, a
        facility refers to a function or data to be supplied by an Application
        that uses the facility (other than as an argument passed when the
        facility is invoked), then you may convey a copy of the modified
        version:
        
           a) under this License, provided that you make a good faith effort to
           ensure that, in the event an Application does not supply the
           function or data, the facility still operates, and performs
           whatever part of its purpose remains meaningful, or
        
           b) under the GNU GPL, with none of the additional permissions of
           this License applicable to that copy.
        
          3. Object Code Incorporating Material from Library Header Files.
        
          The object code form of an Application may incorporate material from
        a header file that is part of the Library.  You may convey such object
        code under terms of your choice, provided that, if the incorporated
        material is not limited to numerical parameters, data structure
        layouts and accessors, or small macros, inline functions and templates
        (ten or fewer lines in length), you do both of the following:
        
           a) Give prominent notice with each copy of the object code that the
           Library is used in it and that the Library and its use are
           covered by this License.
        
           b) Accompany the object code with a copy of the GNU GPL and this license
           document.
        
          4. Combined Works.
        
          You may convey a Combined Work under terms of your choice that,
        taken together, effectively do not restrict modification of the
        portions of the Library contained in the Combined Work and reverse
        engineering for debugging such modifications, if you also do each of
        the following:
        
           a) Give prominent notice with each copy of the Combined Work that
           the Library is used in it and that the Library and its use are
           covered by this License.
        
           b) Accompany the Combined Work with a copy of the GNU GPL and this license
           document.
        
           c) For a Combined Work that displays copyright notices during
           execution, include the copyright notice for the Library among
           these notices, as well as a reference directing the user to the
           copies of the GNU GPL and this license document.
        
           d) Do one of the following:
        
               0) Convey the Minimal Corresponding Source under the terms of this
               License, and the Corresponding Application Code in a form
               suitable for, and under terms that permit, the user to
               recombine or relink the Application with a modified version of
               the Linked Version to produce a modified Combined Work, in the
               manner specified by section 6 of the GNU GPL for conveying
               Corresponding Source.
        
               1) Use a suitable shared library mechanism for linking with the
               Library.  A suitable mechanism is one that (a) uses at run time
               a copy of the Library already present on the user's computer
               system, and (b) will operate properly with a modified version
               of the Library that is interface-compatible with the Linked
               Version.
        
           e) Provide Installation Information, but only if you would otherwise
           be required to provide such information under section 6 of the
           GNU GPL, and only to the extent that such information is
           necessary to install and execute a modified version of the
           Combined Work produced by recombining or relinking the
           Application with a modified version of the Linked Version. (If
           you use option 4d0, the Installation Information must accompany
           the Minimal Corresponding Source and Corresponding Application
           Code. If you use option 4d1, you must provide the Installation
           Information in the manner specified by section 6 of the GNU GPL
           for conveying Corresponding Source.)
        
          5. Combined Libraries.
        
          You may place library facilities that are a work based on the
        Library side by side in a single library together with other library
        facilities that are not Applications and are not covered by this
        License, and convey such a combined library under terms of your
        choice, if you do both of the following:
        
           a) Accompany the combined library with a copy of the same work based
           on the Library, uncombined with any other library facilities,
           conveyed under the terms of this License.
        
           b) Give prominent notice with the combined library that part of it
           is a work based on the Library, and explaining where to find the
           accompanying uncombined form of the same work.
        
          6. Revised Versions of the GNU Lesser General Public License.
        
          The Free Software Foundation may publish revised and/or new versions
        of the GNU Lesser General Public License from time to time. Such new
        versions will be similar in spirit to the present version, but may
        differ in detail to address new problems or concerns.
        
          Each version is given a distinguishing version number. If the
        Library as you received it specifies that a certain numbered version
        of the GNU Lesser General Public License "or any later version"
        applies to it, you have the option of following the terms and
        conditions either of that published version or of any later version
        published by the Free Software Foundation. If the Library as you
        received it does not specify a version number of the GNU Lesser
        General Public License, you may choose any version of the GNU Lesser
        General Public License ever published by the Free Software Foundation.
        
          If the Library as you received it specifies that a proxy can decide
        whether future versions of the GNU Lesser General Public License shall
        apply, that proxy's public statement of acceptance of any version is
        permanent authorization for you to choose that version for the
        Library.
        
Project-URL: Homepage, https://github.com/bretttolbert/verbecc
Project-URL: Documentation, https://github.com/bretttolbert/verbecc
Project-URL: Repository, https://github.com/bretttolbert/verbecc.git
Project-URL: Bug Tracker, https://github.com/bretttolbert/verbecc/issues
Project-URL: Changelog, https://github.com/bretttolbert/verbecc/blob/master/CHANGELOG.md
Keywords: verb,,conjugator,conjugation,Catalan,French,Italian,Portuguese,Romanian,Spanish
Classifier: Development Status :: 5 - Production/Stable
Classifier: Topic :: Software Development :: Libraries :: Python Modules
Classifier: Topic :: Text Processing :: Linguistic
Classifier: Topic :: Education
Classifier: Topic :: Scientific/Engineering :: Artificial Intelligence
Classifier: Topic :: Utilities
Classifier: Intended Audience :: Developers
Classifier: Intended Audience :: End Users/Desktop
Classifier: Intended Audience :: Education
Classifier: Intended Audience :: Science/Research
Classifier: License :: OSI Approved :: GNU Lesser General Public License v3 (LGPLv3)
Classifier: Natural Language :: Catalan
Classifier: Natural Language :: French
Classifier: Natural Language :: Italian
Classifier: Natural Language :: Portuguese
Classifier: Natural Language :: Romanian
Classifier: Natural Language :: Spanish
Classifier: Operating System :: OS Independent
Classifier: Programming Language :: Python :: 3
Classifier: Programming Language :: Python :: 3.3
Classifier: Programming Language :: Python :: 3.4
Classifier: Programming Language :: Python :: 3.5
Classifier: Programming Language :: Python :: 3.6
Classifier: Programming Language :: Python :: 3.7
Classifier: Programming Language :: Python :: 3.8
Classifier: Programming Language :: Python :: 3.9
Classifier: Programming Language :: Python :: 3.10
Classifier: Programming Language :: Python :: 3.11
Classifier: Programming Language :: Python :: 3.12
Requires-Python: >=3.8
Description-Content-Type: text/markdown
License-File: LICENSE.txt
Requires-Dist: importlib_resources
Requires-Dist: lxml
Requires-Dist: lxml-stubs
Requires-Dist: cython
Requires-Dist: numpy
Requires-Dist: scipy
Requires-Dist: scikit-learn
Dynamic: license-file

# Python library for verb conjugation in French, Spanish, Italian, Portuguese, Romanian and Catalan, enhanced by machine learning

- `verbecc` python library
[![Python Package Index Status](https://img.shields.io/pypi/v/verbecc.svg)](https://pypi.python.org/pypi/verbecc) 
[![PyPi Downloads Per Month](https://img.shields.io/pypi/dm/verbecc)](https://pypistats.org/packages/verbecc)
[![GitLab CI pipeline status](https://gitlab.com/bretttolbert/verbecc/badges/main/pipeline.svg)](https://gitlab.com/bretttolbert/verbecc/-/pipelines)
[![Code Coverage](https://codecov.io/gl/bretttolbert/verbecc/graph/badge.svg?token=smgnLeGMPk)](https://codecov.io/gl/bretttolbert/verbecc)


##### [EN] Verbs completely conjugated: verb conjugations for French, Spanish, Portuguese, Italian, Romanian and Catalan, enhanced by machine learning
##### [CA] Verbs completament conjugats: conjugacions verbals per a francès, espanyol, portuguès, italià, romanès i català, millorades per l'aprenentatge automàtic
##### [ES] Verbos completamente conjugados: conjugaciones de verbos en francés, español, portugués, italiano, rumano y catalán, mejoradas por aprendizaje automático
##### [FR] Verbes complètement conjugués: conjugaisons des verbes français, espagnol, portugais, italien, roumain et catalan, à l'aide de l'apprentissage automatique
##### [IT] Verbi completamente coniugati: coniugazioni di verbi per francese, spagnolo, portoghese, italiano, rumeno e catalano, migliorate dall'apprendimento automatico
##### [PT] Verbos completamente conjugados: conjugações verbais para francês, espanhol, português, italiano, romeno e catalão, aprimoradas pelo aprendizado de máquina
##### [RO] Verbe complet conjugate: conjugări de verbe pentru franceză, spaniolă, portugheză, italiană, română și catalană, îmbunătățite de învățarea automată

### Live Demo
- [Web GUI](http://verbe.cc)
- [HTTP API : /verbecc/conjugate/fr/manger](http://verbe.cc/verbecc/conjugate/fr/manger)

### Features
* Conjugate verbs in six romance languages: French, Spanish, Portuguese, Italian, Romanian, Catalan
* Uses machine learning techniques to predict conjugation of unknown verbs with 99% accurracy
* Includes both simple and compound conjugations
* Unit-tested
* Continuous integration with GitLab CI/CD pipeline
* Dependencies: `scikit-learn`, `lxml`

### Quick Start
```bash
git clone https://github.com/bretttolbert/verbecc.git
cd verbecc
pip install .
```

### Examples

In the following examples, the following function will be used to make the output more readable:

```python
import json
def printjson(c):
    print(json.dumps(c, indent=4, ensure_ascii=False))
```

- [Conjugation Example: French manger (to eat)](#conjugation-example-french-manger-to-eat)
- [ML Prediction Conjugation Example: French uberiser (to Uberize)](#ml-prediction-conjugation-example-french-uberiser-to-uberize)
- [Multi-Language Conjugation](#example-multi-language-conjugation)
- [Multi-Language Conjugation using English mood and tense names via localization module](#example-multi-language-conjugation-using-english-mood-and-tense-names-via-localization-module)
- [Catalan `ser` (to be) - with pronouns, without alternate conjugations (original behavior)](#example-catalan-ser-to-be)
- [Catalan `ser` (to be) - without pronouns, including alternate conjugations (new features in 1.9.7)](#example-catalan-ser-to-be-with-alternate-conjugations-without-pronouns)
- [Spanish ser (to be) - with pronouns, without alternate conjugations (original behavior)](#example-spanish-ser-to-be)
- [French être (to be) - with pronouns, without alternate conjugations (original behavior)](#conjugation-example-french-être-to-be)
- [Italian essere (to be) - with pronouns, without alternate conjugations (original behavior)](#conjugation-example-italian-essere-to-be)
- [Portuguese ser (to be) - with pronouns, without alternate conjugations (original behavior)](#example-portuguese--ser-to-be)
- [Romanian fi (to be) - with pronouns, without alternate conjugations (original behavior)](#conjugation-example-romanian-fi-to-be)


### Conjugation Example: French `manger` (to eat)
```python
>>> from verbecc import Conjugator
>>> cg = Conjugator(lang='fr') # If this is the first run, it will take a minute for the model to train, 
                               # but it should save the model .zip file and run fast subsequently
>>> cg.conjugate('manger')
{'verb': {'infinitive': 'manger', 'predicted': False, 'pred_score': 1.0, 'template': 'man:ger', 'translation_en': 'eat', 'stem': 'man'}, 'moods': {'infinitif': {'infinitif-présent': ['manger']}, 'indicatif': {'présent': ['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'], 'passé-simple': ['je mangeai', 'tu mangeas', 'il mangea', 'nous mangeâmes', 'vous mangeâtes', 'ils mangèrent'], 'passé-composé': ["j'ai mangé", 'tu as mangé', 'il a mangé', 'nous avons mangé', 'vous avez mangé', 'ils ont mangé'], 'plus-que-parfait': ["j'avais mangé", 'tu avais mangé', 'il avait mangé', 'nous avions mangé', 'vous aviez mangé', 'ils avaient mangé'], 'futur-antérieur': ["j'aurai mangé", 'tu auras mangé', 'il aura mangé', 'nous aurons mangé', 'vous aurez mangé', 'ils auront mangé'], 'passé-antérieur': ["j'eus mangé", 'tu eus mangé', 'il eut mangé', 'nous eûmes mangé', 'vous eûtes mangé', 'ils eurent mangé']}, 'conditionnel': {'présent': ['je mangerais', 'tu mangerais', 'il mangerait', 'nous mangerions', 'vous mangeriez', 'ils mangeraient'], 'passé': ["j'aurais mangé", 'tu aurais mangé', 'il aurait mangé', 'nous aurions mangé', 'vous auriez mangé', 'ils auraient mangé']}, 'subjonctif': {'présent': ['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 mangeât", 'que nous mangeassions', 'que vous mangeassiez', "qu'ils mangeassent"], 'passé': ["que j'aie mangé", 'que tu aies mangé', "qu'il ait mangé", 'que nous ayons mangé', 'que vous ayez mangé', "qu'ils aient mangé"], 'plus-que-parfait': ["que j'eusse mangé", 'que tu eusses mangé', "qu'il eût mangé", 'que nous eussions mangé', 'que vous eussiez mangé', "qu'ils eussent mangé"]}, 'imperatif': {'imperatif-présent': ['mange', 'mangeons', 'mangez'], 'imperatif-passé': ['aie mangé', 'ayons mangé', 'ayez mangé']}, 'participe': {'participe-présent': ['mangeant'], 'participe-passé': ['mangé', 'mangés', 'mangée', 'mangées']}}}
>>> # ok now let's make it more readable
>>> printjson(cg.conjugate('manger'))
{
    "verb": {
        "infinitive": "manger",
        "predicted": false,
        "pred_score": 1.0,
        "template": "man:ger",
        "translation_en": "eat",
        "stem": "man"
    },
    "moods": {
        "infinitif": {
            "infinitif-présent": [
                "manger"
            ]
        },
        "indicatif": {
            "présent": [
                "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"
            ],
            "passé-simple": [
                "je mangeai",
                "tu mangeas",
                "il mangea",
                "nous mangeâmes",
                "vous mangeâtes",
                "ils mangèrent"
            ],
            "passé-composé": [
                "j'ai mangé",
                "tu as mangé",
                "il a mangé",
                "nous avons mangé",
                "vous avez mangé",
                "ils ont mangé"
            ],
            "plus-que-parfait": [
                "j'avais mangé",
                "tu avais mangé",
                "il avait mangé",
                "nous avions mangé",
                "vous aviez mangé",
                "ils avaient mangé"
            ],
            "futur-antérieur": [
                "j'aurai mangé",
                "tu auras mangé",
                "il aura mangé",
                "nous aurons mangé",
                "vous aurez mangé",
                "ils auront mangé"
            ],
            "passé-antérieur": [
                "j'eus mangé",
                "tu eus mangé",
                "il eut mangé",
                "nous eûmes mangé",
                "vous eûtes mangé",
                "ils eurent mangé"
            ]
        },
        "conditionnel": {
            "présent": [
                "je mangerais",
                "tu mangerais",
                "il mangerait",
                "nous mangerions",
                "vous mangeriez",
                "ils mangeraient"
            ],
            "passé": [
                "j'aurais mangé",
                "tu aurais mangé",
                "il aurait mangé",
                "nous aurions mangé",
                "vous auriez mangé",
                "ils auraient mangé"
            ]
        },
        "subjonctif": {
            "présent": [
                "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 mangeât",
                "que nous mangeassions",
                "que vous mangeassiez",
                "qu'ils mangeassent"
            ],
            "passé": [
                "que j'aie mangé",
                "que tu aies mangé",
                "qu'il ait mangé",
                "que nous ayons mangé",
                "que vous ayez mangé",
                "qu'ils aient mangé"
            ],
            "plus-que-parfait": [
                "que j'eusse mangé",
                "que tu eusses mangé",
                "qu'il eût mangé",
                "que nous eussions mangé",
                "que vous eussiez mangé",
                "qu'ils eussent mangé"
            ]
        },
        "imperatif": {
            "imperatif-présent": [
                "mange",
                "mangeons",
                "mangez"
            ],
            "imperatif-passé": [
                "aie mangé",
                "ayons mangé",
                "ayez mangé"
            ]
        },
        "participe": {
            "participe-présent": [
                "mangeant"
            ],
            "participe-passé": [
                "mangé",
                "mangés",
                "mangée",
                "mangées"
            ]
        }
    }
}
>>> c['moods']['indicatif']['présent']
['je mange', 'tu manges', 'il mange', 'nous mangeons', 'vous mangez', 'ils mangent']
>>> c['moods'].keys()
dict_keys(['infinitif', 'indicatif', 'conditionnel', 'subjonctif', 'imperatif', 'participe'])
>>> c['moods']['indicatif'].keys()
dict_keys(['présent', 'imparfait', 'futur-simple', 'passé-simple', 'passé-composé', 'plus-que-parfait', 'futur-antérieur', 'passé-antérieur'])
>>> c['moods']['subjonctif'].keys()
dict_keys(['présent', 'imparfait', 'passé', 'plus-que-parfait'])
```

### ML Prediction Conjugation Example: French `uberiser` (to _Uberize_)

In this example, we will conjugate a verb that `verbecc` doesn't explicitly know. The conjugation will be predicted using a machine-learning model trained on `verbecc`'s French verb conjugation data XML models.

```python
>>> printjson(cg.conjugate('ubériser'))
{
    "verb": {
        "infinitive": "ubériser",
        "predicted": true,
        "pred_score": 0.9997949959188503,
        "template": "aim:er",
        "translation_en": "",
        "stem": "ubéris"
    },
    "moods": {
        "infinitif": {
            "infinitif-présent": [
                "ubériser"
            ]
        },
        "indicatif": {
            "présent": [
                "j'ubérise",
                "tu ubérises",
                "il ubérise",
                "nous ubérisons",
                "vous ubérisez",
                "ils ubérisent"
            ],
            "imparfait": [
                "j'ubérisais",
                "tu ubérisais",
                "il ubérisait",
                "nous ubérisions",
                "vous ubérisiez",
                "ils ubérisaient"
            ],
            "futur-simple": [
                "j'ubériserai",
                "tu ubériseras",
                "il ubérisera",
                "nous ubériserons",
                "vous ubériserez",
                "ils ubériseront"
            ],
            "passé-simple": [
                "j'ubérisai",
                "tu ubérisas",
                "il ubérisa",
                "nous ubérisâmes",
                "vous ubérisâtes",
                "ils ubérisèrent"
            ],
            "passé-composé": [
                "j'ai ubérisé",
                "tu as ubérisé",
                "il a ubérisé",
                "nous avons ubérisé",
                "vous avez ubérisé",
                "ils ont ubérisé"
            ],
            "plus-que-parfait": [
                "j'avais ubérisé",
                "tu avais ubérisé",
                "il avait ubérisé",
                "nous avions ubérisé",
                "vous aviez ubérisé",
                "ils avaient ubérisé"
            ],
            "futur-antérieur": [
                "j'aurai ubérisé",
                "tu auras ubérisé",
                "il aura ubérisé",
                "nous aurons ubérisé",
                "vous aurez ubérisé",
                "ils auront ubérisé"
            ],
            "passé-antérieur": [
                "j'eus ubérisé",
                "tu eus ubérisé",
                "il eut ubérisé",
                "nous eûmes ubérisé",
                "vous eûtes ubérisé",
                "ils eurent ubérisé"
            ]
        },
        "conditionnel": {
            "présent": [
                "j'ubériserais",
                "tu ubériserais",
                "il ubériserait",
                "nous ubériserions",
                "vous ubériseriez",
                "ils ubériseraient"
            ],
            "passé": [
                "j'aurais ubérisé",
                "tu aurais ubérisé",
                "il aurait ubérisé",
                "nous aurions ubérisé",
                "vous auriez ubérisé",
                "ils auraient ubérisé"
            ]
        },
        "subjonctif": {
            "présent": [
                "que j'ubérise",
                "que tu ubérises",
                "qu'il ubérise",
                "que nous ubérisions",
                "que vous ubérisiez",
                "qu'ils ubérisent"
            ],
            "imparfait": [
                "que j'ubérisasse",
                "que tu ubérisasses",
                "qu'il ubérisât",
                "que nous ubérisassions",
                "que vous ubérisassiez",
                "qu'ils ubérisassent"
            ],
            "passé": [
                "que j'aie ubérisé",
                "que tu aies ubérisé",
                "qu'il ait ubérisé",
                "que nous ayons ubérisé",
                "que vous ayez ubérisé",
                "qu'ils aient ubérisé"
            ],
            "plus-que-parfait": [
                "que j'eusse ubérisé",
                "que tu eusses ubérisé",
                "qu'il eût ubérisé",
                "que nous eussions ubérisé",
                "que vous eussiez ubérisé",
                "qu'ils eussent ubérisé"
            ]
        },
        "imperatif": {
            "imperatif-présent": [
                "ubérise",
                "ubérisons",
                "ubérisez"
            ],
            "imperatif-passé": [
                "aie ubérisé",
                "ayons ubérisé",
                "ayez ubérisé"
            ]
        },
        "participe": {
            "participe-présent": [
                "ubérisant"
            ],
            "participe-passé": [
                "ubérisé",
                "ubérisés",
                "ubérisée",
                "ubérisées"
            ]
        }
    }
}
```

### Example: Multi-Language Conjugation

```python
>>> from verbecc import Conjugator
>>> Conjugator('fr').conjugate('etre')['moods']['indicatif']['présent']
['je suis', 'tu es', 'il est', 'nous sommes', 'vous êtes', 'ils sont']
>>> Conjugator('es').conjugate('ser')['moods']['indicativo']['presente']
['yo soy', 'tú eres', 'él es', 'nosotros somos', 'vosotros sois', 'ellos son']
>>> Conjugator('pt').conjugate('ser')['moods']['indicativo']['presente']
['eu sou', 'tu és', 'ele é', 'nós somos', 'vós sois', 'eles são']
>>> Conjugator('ca').conjugate('ser')['moods']['indicatiu']['present']
['jo sóc', 'tu ets', 'ell és', 'nosaltres som', 'vosaltres sou', 'ells són']
>>> Conjugator('it').conjugate('essere')['moods']['indicativo']['presente']
['io sono', 'tu sei', 'lui è', 'noi siamo', 'voi siete', 'loro sono']
>>> Conjugator('ro').conjugate('fi')['moods']['indicativ']['prezent']
['eu sunt', 'tu ești', 'el e', 'noi suntem', 'voi sunteţi', 'ei sunt']
```

### Example: Multi-Language Conjugation using English mood and tense names via `localization` module

```python
>>> from verbecc import Conjugator
>>> from verbecc.localization import xmood, xtense
>>> def xconj(lang, infinitive, mood, tense):
...     return Conjugator(lang).conjugate(infinitive)['moods'][xmood(lang, mood)][xtense(lang, tense)]
... 
>>> xconj('fr', 'etre', 'indicative', 'present')
['je suis', 'tu es', 'il est', 'nous sommes', 'vous êtes', 'ils sont']
>>> xconj('es', 'ser', 'indicative', 'present')
['yo soy', 'tú eres', 'él es', 'nosotros somos', 'vosotros sois', 'ellos son']
>>> xconj('pt', 'ser', 'indicative', 'present')
['eu sou', 'tu és', 'ele é', 'nós somos', 'vós sois', 'eles são']
>>> xconj('ca', 'ser', 'indicative', 'present')
['jo sóc', 'tu ets', 'ell és', 'nosaltres som', 'vosaltres sou', 'ells són']
>>> xconj('it', 'essere', 'indicative', 'present')
['io sono', 'tu sei', 'lui è', 'noi siamo', 'voi siete', 'loro sono']
>>> xconj('ro', 'fi', 'indicative', 'present')
['eu sunt', 'tu ești', 'el e', 'noi suntem', 'voi sunteţi', 'ei sunt']
```


### Example: Catalan `ser` (to be)
```python
>>> from verbecc import Conjugator
>>> cg = Conjugator(lang='ca') # If this is the first run, it will take a minute for the model to train, 
                               # but it should save the model .zip file and run fast subsequently
>>> cg.conjugate('ser')
>>> printjson(cg.conjugate('ser'))
{
    "verb": {
        "infinitive": "ser",
        "predicted": false,
        "pred_score": 1.0,
        "template": ":ser",
        "translation_en": "",
        "stem": ""
    },
    "moods": {
        "indicatiu": {
            "present": [
                "jo sóc",
                "tu ets",
                "ell és",
                "nosaltres som",
                "vosaltres sou",
                "ells són"
            ],
            "imperfet": [
                "jo era",
                "tu eres",
                "ell era",
                "nosaltres érem",
                "vosaltres éreu",
                "ells eren"
            ],
            "passat-simple": [
                "jo fui",
                "tu fores",
                "ell fou",
                "nosaltres fórem",
                "vosaltres fóreu",
                "ells foren"
            ],
            "futur": [
                "jo seré",
                "tu seràs",
                "ell serà",
                "nosaltres serem",
                "vosaltres sereu",
                "ells seran"
            ]
        },
        "subjuntiu": {
            "present": [
                "jo sigui",
                "tu siguis",
                "ell sigui",
                "nosaltres siguem",
                "vosaltres sigueu",
                "ells siguin"
            ],
            "imperfet": [
                "jo fos",
                "tu fossis",
                "ell fos",
                "nosaltres fóssim",
                "vosaltres fóssiu",
                "ells fossin"
            ]
        },
        "imperatiu": {
            "imperatiu-present": [
                "sigues",
                "sigui",
                "siguem",
                "sigueu",
                "siguin"
            ]
        },
        "condicional": {
            "present": [
                "jo seria",
                "tu series",
                "ell seria",
                "nosaltres seríem",
                "vosaltres seríeu",
                "ells serien"
            ]
        },
        "infinitiu": {
            "infinitiu-present": [
                "ser",
                "ésser"
            ]
        },
        "gerundi": {
            "gerundi": [
                "sent",
                "essent"
            ]
        },
        "particip": {
            "particip": [
                "estat",
                "estada",
                "estats",
                "estades"
            ]
        }
    }
}
```

### Example: Catalan `ser` (to be) with alternate conjugations, without pronouns
```python
>>> from verbecc import Conjugator
>>> cg = Conjugator(lang='ca') # If this is the first run, it will take a minute for the model to train, 
                               # but it should save the model .zip file and run fast subsequently
>>> cg.conjugate('ser')
>>> printjson(cg.conjugate('ser', include_alternates=True, conjugate_pronouns=False))
{
    "verb": {
        "infinitive": "ser",
        "predicted": false,
        "pred_score": 1.0,
        "template": "és:ser",
        "translation_en": "be",
        "stem": ""
    },
    "moods": {
        "indicatiu": {
            "present": [
                [
                    "sóc"
                ],
                [
                    "ets"
                ],
                [
                    "és"
                ],
                [
                    "som"
                ],
                [
                    "sou"
                ],
                [
                    "són"
                ]
            ],
            "imperfet": [
                [
                    "era"
                ],
                [
                    "eres"
                ],
                [
                    "era"
                ],
                [
                    "érem"
                ],
                [
                    "éreu"
                ],
                [
                    "eren"
                ]
            ],
            "passat-simple": [
                [
                    "fui"
                ],
                [
                    "fores"
                ],
                [
                    "fou"
                ],
                [
                    "fórem"
                ],
                [
                    "fóreu"
                ],
                [
                    "foren"
                ]
            ],
            "futur": [
                [
                    "seré"
                ],
                [
                    "seràs"
                ],
                [
                    "serà"
                ],
                [
                    "serem"
                ],
                [
                    "sereu"
                ],
                [
                    "seran"
                ]
            ]
        },
        "subjuntiu": {
            "present": [
                [
                    "sigui"
                ],
                [
                    "siguis"
                ],
                [
                    "sigui"
                ],
                [
                    "siguem"
                ],
                [
                    "sigueu"
                ],
                [
                    "siguin"
                ]
            ],
            "imperfet": [
                [
                    "fos"
                ],
                [
                    "fossis"
                ],
                [
                    "fos"
                ],
                [
                    "fóssim"
                ],
                [
                    "fóssiu"
                ],
                [
                    "fossin"
                ]
            ]
        },
        "imperatiu": {
            "imperatiu-present": [
                [
                    "sigues"
                ],
                [
                    "sigui"
                ],
                [
                    "siguem"
                ],
                [
                    "sigueu"
                ],
                [
                    "siguin"
                ]
            ]
        },
        "condicional": {
            "present": [
                [
                    "seria",
                    "fora"
                ],
                [
                    "series",
                    "fores"
                ],
                [
                    "seria",
                    "fora"
                ],
                [
                    "seríem",
                    "fórem"
                ],
                [
                    "seríeu",
                    "fóreu"
                ],
                [
                    "serien",
                    "foren"
                ]
            ]
        },
        "infinitiu": {
            "infinitiu-present": [
                [
                    "ser",
                    "ésser"
                ]
            ]
        },
        "gerundi": {
            "gerundi": [
                [
                    "sent",
                    "essent"
                ]
            ]
        },
        "particip": {
            "particip": [
                [
                    "estat",
                    "sigut"
                ],
                [
                    "estada",
                    "siguda"
                ],
                [
                    "estats",
                    "siguts"
                ],
                [
                    "estades",
                    "sigudes"
                ]
            ]
        }
    }
}
```

### Example: Spanish `ser` (to be)
```python
>>> from verbecc import Conjugator
>>> cg = Conjugator(lang='es') # If this is the first run, it will take a minute for the model to train, 
                               # but it should save the model .zip file and run fast subsequently
>>> cg.conjugate('ser')
>>> printjson(cg.conjugate('ser'))
{
    "verb": {
        "infinitive": "ser",
        "predicted": false,
        "pred_score": 1.0,
        "template": ":ser",
        "translation_en": "",
        "stem": ""
    },
    "moods": {
        "indicativo": {
            "presente": [
                "yo soy",
                "tú eres",
                "él es",
                "nosotros somos",
                "vosotros sois",
                "ellos son"
            ],
            "pretérito-imperfecto": [
                "yo era",
                "tú eras",
                "él era",
                "nosotros éramos",
                "vosotros erais",
                "ellos eran"
            ],
            "pretérito-perfecto-simple": [
                "yo fui",
                "tú fuiste",
                "él fue",
                "nosotros fuimos",
                "vosotros fuisteis",
                "ellos fueron"
            ],
            "futuro": [
                "yo seré",
                "tú serás",
                "él será",
                "nosotros seremos",
                "vosotros seréis",
                "ellos serán"
            ],
            "pretérito-perfecto-compuesto": [
                "yo he sido",
                "tú has sido",
                "él ha sido",
                "nosotros hemos sido",
                "vosotros habéis sido",
                "ellos han sido"
            ],
            "pretérito-pluscuamperfecto": [
                "yo había sido",
                "tú habías sido",
                "él había sido",
                "nosotros habíamos sido",
                "vosotros habíais sido",
                "ellos habían sido"
            ],
            "pretérito-anterior": [
                "yo hube sido",
                "tú hubiste sido",
                "él hubo sido",
                "nosotros hubimos sido",
                "vosotros hubisteis sido",
                "ellos hubieron sido"
            ],
            "futuro-perfecto": [
                "yo habré sido",
                "tú habrás sido",
                "él habrá sido",
                "nosotros habremos sido",
                "vosotros habréis sido",
                "ellos habrán sido"
            ]
        },
        "subjuntivo": {
            "presente": [
                "yo sea",
                "tú seas",
                "él sea",
                "nosotros seamos",
                "vosotros seáis",
                "ellos sean"
            ],
            "pretérito-imperfecto-1": [
                "yo fuera",
                "tú fueras",
                "él fuera",
                "nosotros fuéramos",
                "vosotros fuerais",
                "ellos fueran"
            ],
            "pretérito-imperfecto-2": [
                "yo fuese",
                "tú fueses",
                "él fuese",
                "nosotros fuésemos",
                "vosotros fueseis",
                "ellos fuesen"
            ],
            "futuro": [
                "yo fuere",
                "tú fueres",
                "él fuere",
                "nosotros fuéremos",
                "vosotros fuereis",
                "ellos fueren"
            ],
            "pretérito-perfecto": [
                "yo haya sido",
                "tú hayas sido",
                "él haya sido",
                "nosotros hayamos sido",
                "vosotros hayáis sido",
                "ellos hayan sido"
            ],
            "pretérito-pluscuamperfecto-1": [
                "yo hubiera sido",
                "tú hubieras sido",
                "él hubiera sido",
                "nosotros hubiéramos sido",
                "vosotros hubierais sido",
                "ellos hubieran sido"
            ],
            "pretérito-pluscuamperfecto-2": [
                "yo hubiese sido",
                "tú hubieses sido",
                "él hubiese sido",
                "nosotros hubiésemos sido",
                "vosotros hubieseis sido",
                "ellos hubiesen sido"
            ],
            "futuro-perfecto": [
                "yo hubiere sido",
                "tú hubieres sido",
                "él hubiere sido",
                "nosotros hubiéremos sido",
                "vosotros hubiereis sido",
                "ellos hubieren sido"
            ]
        },
        "imperativo": {
            "afirmativo": [
                "sé",
                "sea",
                "seamos",
                "sed",
                "sean"
            ],
            "negativo": [
                "no seas",
                "no sea",
                "no seamos",
                "no seáis",
                "no sean"
            ]
        },
        "condicional": {
            "presente": [
                "yo sería",
                "tú serías",
                "él sería",
                "nosotros seríamos",
                "vosotros seríais",
                "ellos serían"
            ],
            "perfecto": [
                "yo habría sido",
                "tú habrías sido",
                "él habría sido",
                "nosotros habríamos sido",
                "vosotros habríais sido",
                "ellos habrían sido"
            ]
        },
        "infinitivo": {
            "infinitivo": [
                "ser",
                "sido"
            ]
        },
        "gerundio": {
            "gerundio": [
                "siendo",
                "sido"
            ]
        },
        "participo": {
            "participo": [
                "sido"
            ]
        }
    }
}
```

### Conjugation Example: French `être` (to be)
```python
>>> cg = Conjugator(lang='fr')
# Observe that it finds and conjugates `être` even though we input `etre`
>>> printjson(cg.conjugate('etre'))
{
    "verb": {
        "infinitive": "être",
        "predicted": false,
        "pred_score": 1.0,
        "template": ":être",
        "translation_en": "be",
        "stem": ""
    },
    "moods": {
        "infinitif": {
            "infinitif-présent": [
                "être"
            ]
        },
        "indicatif": {
            "présent": [
                "je suis",
                "tu es",
                "il est",
                "nous sommes",
                "vous êtes",
                "ils sont"
            ],
            "imparfait": [
                "j'étais",
                "tu étais",
                "il était",
                "nous étions",
                "vous étiez",
                "ils étaient"
            ],
            "futur-simple": [
                "je serai",
                "tu seras",
                "il sera",
                "nous serons",
                "vous serez",
                "ils seront"
            ],
            "passé-simple": [
                "je fus",
                "tu fus",
                "il fut",
                "nous fûmes",
                "vous fûtes",
                "ils furent"
            ],
            "passé-composé": [
                "j'ai été",
                "tu as été",
                "il a été",
                "nous avons été",
                "vous avez été",
                "ils ont été"
            ],
            "plus-que-parfait": [
                "j'avais été",
                "tu avais été",
                "il avait été",
                "nous avions été",
                "vous aviez été",
                "ils avaient été"
            ],
            "futur-antérieur": [
                "j'aurai été",
                "tu auras été",
                "il aura été",
                "nous aurons été",
                "vous aurez été",
                "ils auront été"
            ],
            "passé-antérieur": [
                "j'eus été",
                "tu eus été",
                "il eut été",
                "nous eûmes été",
                "vous eûtes été",
                "ils eurent été"
            ]
        },
        "conditionnel": {
            "présent": [
                "je serais",
                "tu serais",
                "il serait",
                "nous serions",
                "vous seriez",
                "ils seraient"
            ],
            "passé": [
                "j'aurais été",
                "tu aurais été",
                "il aurait été",
                "nous aurions été",
                "vous auriez été",
                "ils auraient été"
            ]
        },
        "subjonctif": {
            "présent": [
                "que je sois",
                "que tu sois",
                "qu'il soit",
                "que nous soyons",
                "que vous soyez",
                "qu'ils soient"
            ],
            "imparfait": [
                "que je fusse",
                "que tu fusses",
                "qu'il fût",
                "que nous fussions",
                "que vous fussiez",
                "qu'ils fussent"
            ],
            "passé": [
                "que j'aie été",
                "que tu aies été",
                "qu'il ait été",
                "que nous ayons été",
                "que vous ayez été",
                "qu'ils aient été"
            ],
            "plus-que-parfait": [
                "que j'eusse été",
                "que tu eusses été",
                "qu'il eût été",
                "que nous eussions été",
                "que vous eussiez été",
                "qu'ils eussent été"
            ]
        },
        "imperatif": {
            "imperatif-présent": [
                "sois",
                "soyons",
                "soyez"
            ],
            "imperatif-passé": [
                "aie été",
                "ayons été",
                "ayez été"
            ]
        },
        "participe": {
            "participe-présent": [
                "étant"
            ],
            "participe-passé": [
                "été"
            ]
        }
    }
}
```

### Conjugation Example: Italian `essere` (to be)
```python
>>> cg = Conjugator(lang='it')
>>> printjson(cg.conjugate('essere'))
>>> printjson(cg.conjugate('essere'))
{
    "verb": {
        "infinitive": "essere",
        "predicted": false,
        "pred_score": 1.0,
        "template": ":essere",
        "translation_en": "",
        "stem": ""
    },
    "moods": {
        "indicativo": {
            "presente": [
                "io sono",
                "tu sei",
                "lui è",
                "noi siamo",
                "voi siete",
                "loro sono"
            ],
            "imperfetto": [
                "io ero",
                "tu eri",
                "lui era",
                "noi eravamo",
                "voi eravate",
                "loro erano"
            ],
            "passato-remoto": [
                "io fui",
                "tu fosti",
                "lui fu",
                "noi fummo",
                "voi foste",
                "loro furono"
            ],
            "futuro": [
                "io sarò",
                "tu sarai",
                "lui sarà",
                "noi saremo",
                "voi sarete",
                "loro saranno"
            ],
            "passato-prossimo": [
                "io ho ente/essente",
                "tu hai ente/essente",
                "lui ha ente/essente",
                "noi abbiamo ente/essente",
                "voi avete ente/essente",
                "loro hanno ente/essente"
            ],
            "trapassato-prossimo": [
                "io avevo ente/essente",
                "tu avevi ente/essente",
                "lui aveva ente/essente",
                "noi avevamo ente/essente",
                "voi avevate ente/essente",
                "loro avevano ente/essente"
            ],
            "trapassato-remoto": [
                "io ebbi ente/essente",
                "tu avesti ente/essente",
                "lui ebbe ente/essente",
                "noi avemmo ente/essente",
                "voi aveste ente/essente",
                "loro ebbero ente/essente"
            ],
            "futuro-anteriore": [
                "io avrò ente/essente",
                "tu avrai ente/essente",
                "lui avrà ente/essente",
                "noi avremo ente/essente",
                "voi avrete ente/essente",
                "loro avranno ente/essente"
            ]
        },
        "congiuntivo": {
            "presente": [
                "che io sia",
                "che tu sia",
                "che lui sia",
                "che noi siamo",
                "che voi siate",
                "che loro siano"
            ],
            "imperfetto": [
                "che io fossi",
                "che tu fossi",
                "che lui fosse",
                "che noi fossimo",
                "che voi foste",
                "che loro fossero"
            ],
            "passato": [
                "che io abbia ente/essente",
                "che tu abbia ente/essente",
                "che lui abbia ente/essente",
                "che noi abbiamo ente/essente",
                "che voi abbiate ente/essente",
                "che loro abbiano ente/essente"
            ],
            "trapassato": [
                "che io avessi ente/essente",
                "che tu avessi ente/essente",
                "che lui avesse ente/essente",
                "che noi avessimo ente/essente",
                "che voi aveste ente/essente",
                "che loro avessero ente/essente"
            ]
        },
        "condizionale": {
            "presente": [
                "io sarei",
                "tu saresti",
                "lui sarebbe",
                "noi saremmo",
                "voi sareste",
                "loro sarebbero"
            ],
            "passato": [
                "io avrei ente/essente",
                "tu avresti ente/essente",
                "lui avrebbe ente/essente",
                "noi avremmo ente/essente",
                "voi avreste ente/essente",
                "loro avrebbero ente/essente"
            ]
        },
        "imperativo": {
            "affermativo": [
                "-",
                "sii",
                "sia",
                "siamo",
                "siate",
                "siano"
            ],
            "negativo": [
                "-",
                "ellere",
                "ella",
                "elliamo",
                "ellete",
                "ellano"
            ],
            "Negativo": [
                "-",
                "essere",
                "sia",
                "siamo",
                "siate",
                "siano"
            ]
        },
        "infinito": {
            "gerundio": [
                "essere",
                "stato",
                "essendo",
                "stato"
            ]
        },
        "participio": {
            "participio": [
                "ente/essente",
                "stato",
                "stata",
                "stati",
                "state"
            ]
        }
    }
}
```

### Example: Portuguese  `ser` (to be)
```python
>>> from verbecc import Conjugator
>>> cg = Conjugator(lang='pt') # If this is the first run, it will take a minute for the model to train, 
                               # but it should save the model .zip file and run fast subsequently
>>> cg.conjugate('ser')
>>> printjson(cg.conjugate('ser'))
{
    "verb": {
        "infinitive": "ser",
        "predicted": false,
        "pred_score": 1.0,
        "template": ":ser",
        "translation_en": "",
        "stem": ""
    },
    "moods": {
        "indicativo": {
            "presente": [
                "eu sou",
                "tu és",
                "ele é",
                "nós somos",
                "vós sois",
                "eles são"
            ],
            "pretérito-imperfeito": [
                "eu era",
                "tu eras",
                "ele era",
                "nós éramos",
                "vós éreis",
                "eles eram"
            ],
            "pretérito-mais-que-perfeito": [
                "eu fora",
                "tu foras",
                "ele fora",
                "nós fôramos",
                "vós fôreis",
                "eles foram"
            ],
            "pretérito-perfeito": [
                "eu fui",
                "tu foste",
                "ele foi",
                "nós fomos",
                "vós fostes",
                "eles foram"
            ],
            "futuro-do-presente": [
                "eu serei",
                "tu serás",
                "ele será",
                "nós seremos",
                "vós sereis",
                "eles serão"
            ],
            "pretérito-perfeito-composto": [
                "eu tenho sido",
                "tu tens sido",
                "ele tem sido",
                "nós temos sido",
                "vós tendes sido",
                "eles têm sido"
            ],
            "pretérito-mais-que-perfeito-composto": [
                "eu tinha sido",
                "tu tinhas sido",
                "ele tinha sido",
                "nós tínhamos sido",
                "vós tínheis sido",
                "eles tinham sido"
            ],
            "pretérito-mais-que-perfeito-anterior": [
                "eu tivera sido",
                "tu tiveras sido",
                "ele tivera sido",
                "nós tivéramos sido",
                "vós tivéreis sido",
                "eles tiveram sido"
            ],
            "futuro-do-presente-composto": [
                "eu terei sido",
                "tu terás sido",
                "ele terá sido",
                "nós teremos sido",
                "vós tereis sido",
                "eles terão sido"
            ]
        },
        "condicional": {
            "futuro-do-pretérito": [
                "eu seria",
                "tu serias",
                "ele seria",
                "nós seríamos",
                "vós seríeis",
                "eles seriam"
            ],
            "futuro-do-pretérito-composto": [
                "eu teria sido",
                "tu terias sido",
                "ele teria sido",
                "nós teríamos sido",
                "vós teríeis sido",
                "eles teriam sido"
            ]
        },
        "subjuntivo": {
            "presente": [
                "que eu seja",
                "que tu sejas",
                "que ele seja",
                "que nós sejamos",
                "que vós sejais",
                "que eles sejam"
            ],
            "pretérito-imperfeito": [
                "se eu fosse",
                "se tu fosses",
                "se ele fosse",
                "se nós fôssemos",
                "se vós fôsseis",
                "se eles fossem"
            ],
            "futuro": [
                "quando eu for",
                "quando tu fores",
                "quando ele for",
                "quando nós formos",
                "quando vós fordes",
                "quando eles forem"
            ],
            "pretérito-perfeito": [
                "eu tenha sido",
                "tu tenhas sido",
                "ele tenha sido",
                "nós tenhamos sido",
                "vós tenhais sido",
                "eles tenham sido"
            ],
            "pretérito-mais-que-perfeito": [
                "eu tivesse sido",
                "tu tivesses sido",
                "ele tivesse sido",
                "nós tivéssemos sido",
                "vós tivésseis sido",
                "eles tivessem sido"
            ],
            "futuro-composto": [
                "eu tiver sido",
                "tu tiveres sido",
                "ele tiver sido",
                "nós tivermos sido",
                "vós tiverdes sido",
                "eles tiverem sido"
            ]
        },
        "infinitivo": {
            "infinitivo-pessoal-presente": [
                "por ser eu",
                "por seres tu",
                "por ser ele",
                "por sermos nós",
                "por serdes vós",
                "por serem eles"
            ],
            "infinitivo": [
                "ser",
                "sido"
            ],
            "infinitivo-pessoal-composto": [
                "ter sido",
                "teres sido",
                "ter sido",
                "termos sido",
                "terdes sido",
                "terem sido"
            ]
        },
        "imperativo": {
            "afirmativo": [
                "-",
                "sê tu",
                "seja você",
                "sejamos nós",
                "sede vós",
                "sejam vocês"
            ],
            "negativo": [
                "-",
                "não sejas tu",
                "não seja você",
                "não sejamos nós",
                "não sejais vós",
                "não sejam vocês"
            ]
        },
        "gerúndio": {
            "gerúndio": [
                "sendo",
                "sido"
            ]
        },
        "particípio": {
            "particípio": [
                "sido"
            ]
        }
    }
}
```

### Conjugation Example: Romanian `fi` (to be)
```python
>>> cg = Conjugator(lang='ro')
>>> printjson(cg.conjugate('fi'))
{
    "verb": {
        "infinitive": "fi",
        "predicted": false,
        "pred_score": 1.0,
        "template": ":fi",
        "translation_en": "",
        "stem": ""
    },
    "moods": {
        "indicativ": {
            "prezent": [
                "eu sunt",
                "tu ești",
                "el e",
                "noi suntem",
                "voi sunteţi",
                "ei sunt"
            ],
            "imperfect": [
                "eu eram",
                "tu erai",
                "el era",
                "noi eram",
                "voi eraţi",
                "ei erau"
            ],
            "perfect-simplu": [
                "eu fui",
                "tu fuși",
                "el fu",
                "noi furăm",
                "voi furăţi",
                "ei fură"
            ],
            "mai-mult-ca-perfect": [
                "eu fusesem",
                "tu fuseseși",
                "el fusese",
                "noi fuseserăm",
                "voi fuseserăţi",
                "ei fuseseră"
            ],
            "perfect-compus": [
                "eu am fost",
                "tu ai fost",
                "el a fost",
                "noi am fost",
                "voi aţi fost",
                "ei au fost"
            ],
            "viitor-1": [
                "eu voi fi",
                "tu vei fi",
                "el va fi",
                "noi vom fi",
                "voi veţi fi",
                "ei vor fi"
            ],
            "viitor-2": [
                "eu voi fi fost",
                "tu vei fi fost",
                "el va fi fost",
                "noi vom fi fost",
                "voi veţi fi fost",
                "ei vor fi fost"
            ],
            "viitor-1-popular": [
                "eu o să fiu",
                "tu o să fii",
                "el o să fie",
                "noi o să fim",
                "voi o să fiţi",
                "ei o să fie"
            ],
            "viitor-2-popular": [
                "eu am să fi fost",
                "tu ai să fi fost",
                "el are să fi fost",
                "noi avem să fi fost",
                "voi aveţi să fi fost",
                "ei au să fi fost"
            ]
        },
        "conjunctiv": {
            "prezent": [
                "eu să fiu",
                "tu să fii",
                "el să fie",
                "noi să fim",
                "voi să fiţi",
                "ei să fie"
            ],
            "perfect": [
                "eu să fi fost",
                "tu să fi fost",
                "el să fi fost",
                "noi să fi fost",
                "voi să fi fost",
                "ei să fi fost"
            ]
        },
        "infinitiv": {
            "afirmativ": [
                "fi"
            ]
        },
        "imperativ": {
            "imperativ": [
                "fii",
                "fiţi"
            ],
            "negativ": [
                "nu fi",
                "nu fiţi"
            ]
        },
        "gerunziu": {
            "gerunziu": [
                "fiind"
            ]
        },
        "participiu": {
            "participiu": [
                "fost"
            ]
        }
    }
}
```

### Credits
- Created 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 Pierre Sarrazin's C++ program [Verbiste](https://perso.b2b2c.ca/~sarrazip/dev/verbiste.html). 
- Conjugation XML files (Verbiste format) for Spanish, Portuguese, Italian and Romanian and machine-learning conjugation template prediction for unknown verbs dervied from Sekou Diao's older project [mlconjug](https://github.com/SekouD/mlconjug) however they have a newer version out now: [mlconjug3](https://github.com/SekouDiaoNlp/mlconjug3/)
- Catalan verbs list imported from [catverbs](https://github.com/bpeel/catverbs)
