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.github/contributors/katarkor.md vendored Normal file
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# spaCy contributor agreement
This spaCy Contributor Agreement (**"SCA"**) is based on the
[Oracle Contributor Agreement](http://www.oracle.com/technetwork/oca-405177.pdf).
The SCA applies to any contribution that you make to any product or project
managed by us (the **"project"**), and sets out the intellectual property rights
you grant to us in the contributed materials. The term **"us"** shall mean
[ExplosionAI UG (haftungsbeschränkt)](https://explosion.ai/legal). The term
**"you"** shall mean the person or entity identified below.
If you agree to be bound by these terms, fill in the information requested
below and include the filled-in version with your first pull request, under the
folder [`.github/contributors/`](/.github/contributors/). The name of the file
should be your GitHub username, with the extension `.md`. For example, the user
example_user would create the file `.github/contributors/example_user.md`.
Read this agreement carefully before signing. These terms and conditions
constitute a binding legal agreement.
## Contributor Agreement
1. The term "contribution" or "contributed materials" means any source code,
object code, patch, tool, sample, graphic, specification, manual,
documentation, or any other material posted or submitted by you to the project.
2. With respect to any worldwide copyrights, or copyright applications and
registrations, in your contribution:
* you hereby assign to us joint ownership, and to the extent that such
assignment is or becomes invalid, ineffective or unenforceable, you hereby
grant to us a perpetual, irrevocable, non-exclusive, worldwide, no-charge,
royalty-free, unrestricted license to exercise all rights under those
copyrights. This includes, at our option, the right to sublicense these same
rights to third parties through multiple levels of sublicensees or other
licensing arrangements;
* you agree that each of us can do all things in relation to your
contribution as if each of us were the sole owners, and if one of us makes
a derivative work of your contribution, the one who makes the derivative
work (or has it made will be the sole owner of that derivative work;
* you agree that you will not assert any moral rights in your contribution
against us, our licensees or transferees;
* you agree that we may register a copyright in your contribution and
exercise all ownership rights associated with it; and
* you agree that neither of us has any duty to consult with, obtain the
consent of, pay or render an accounting to the other for any use or
distribution of your contribution.
3. With respect to any patents you own, or that you can license without payment
to any third party, you hereby grant to us a perpetual, irrevocable,
non-exclusive, worldwide, no-charge, royalty-free license to:
* make, have made, use, sell, offer to sell, import, and otherwise transfer
your contribution in whole or in part, alone or in combination with or
included in any product, work or materials arising out of the project to
which your contribution was submitted, and
* at our option, to sublicense these same rights to third parties through
multiple levels of sublicensees or other licensing arrangements.
4. Except as set out above, you keep all right, title, and interest in your
contribution. The rights that you grant to us under these terms are effective
on the date you first submitted a contribution to us, even if your submission
took place before the date you sign these terms.
5. You covenant, represent, warrant and agree that:
* Each contribution that you submit is and shall be an original work of
authorship and you can legally grant the rights set out in this SCA;
* to the best of your knowledge, each contribution will not violate any
third party's copyrights, trademarks, patents, or other intellectual
property rights; and
* each contribution shall be in compliance with U.S. export control laws and
other applicable export and import laws. You agree to notify us if you
become aware of any circumstance which would make any of the foregoing
representations inaccurate in any respect. We may publicly disclose your
participation in the project, including the fact that you have signed the SCA.
6. This SCA is governed by the laws of the State of California and applicable
U.S. Federal law. Any choice of law rules will not apply.
7. Please place an “x” on one of the applicable statement below. Please do NOT
mark both statements:
* [ ] I am signing on behalf of myself as an individual and no other person
or entity, including my employer, has or will have rights with respect to my
contributions.
* [x] I am signing on behalf of my employer or a legal entity and I have the
actual authority to contractually bind that entity.
## Contributor Details
| Field | Entry |
|------------------------------- | -------------------- |
| Name | Katarzyna Korsak |
| Company name (if applicable) | Nav |
| Title or role (if applicable) | |
| Date | 18.07.2018 |
| GitHub username | katarkor |
| Website (optional) | |

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# spaCy contributor agreement
This spaCy Contributor Agreement (**"SCA"**) is based on the
[Oracle Contributor Agreement](http://www.oracle.com/technetwork/oca-405177.pdf).
The SCA applies to any contribution that you make to any product or project
managed by us (the **"project"**), and sets out the intellectual property rights
you grant to us in the contributed materials. The term **"us"** shall mean
[ExplosionAI UG (haftungsbeschränkt)](https://explosion.ai/legal). The term
**"you"** shall mean the person or entity identified below.
If you agree to be bound by these terms, fill in the information requested
below and include the filled-in version with your first pull request, under the
folder [`.github/contributors/`](/.github/contributors/). The name of the file
should be your GitHub username, with the extension `.md`. For example, the user
example_user would create the file `.github/contributors/example_user.md`.
Read this agreement carefully before signing. These terms and conditions
constitute a binding legal agreement.
## Contributor Agreement
1. The term "contribution" or "contributed materials" means any source code,
object code, patch, tool, sample, graphic, specification, manual,
documentation, or any other material posted or submitted by you to the project.
2. With respect to any worldwide copyrights, or copyright applications and
registrations, in your contribution:
* you hereby assign to us joint ownership, and to the extent that such
assignment is or becomes invalid, ineffective or unenforceable, you hereby
grant to us a perpetual, irrevocable, non-exclusive, worldwide, no-charge,
royalty-free, unrestricted license to exercise all rights under those
copyrights. This includes, at our option, the right to sublicense these same
rights to third parties through multiple levels of sublicensees or other
licensing arrangements;
* you agree that each of us can do all things in relation to your
contribution as if each of us were the sole owners, and if one of us makes
a derivative work of your contribution, the one who makes the derivative
work (or has it made will be the sole owner of that derivative work;
* you agree that you will not assert any moral rights in your contribution
against us, our licensees or transferees;
* you agree that we may register a copyright in your contribution and
exercise all ownership rights associated with it; and
* you agree that neither of us has any duty to consult with, obtain the
consent of, pay or render an accounting to the other for any use or
distribution of your contribution.
3. With respect to any patents you own, or that you can license without payment
to any third party, you hereby grant to us a perpetual, irrevocable,
non-exclusive, worldwide, no-charge, royalty-free license to:
* make, have made, use, sell, offer to sell, import, and otherwise transfer
your contribution in whole or in part, alone or in combination with or
included in any product, work or materials arising out of the project to
which your contribution was submitted, and
* at our option, to sublicense these same rights to third parties through
multiple levels of sublicensees or other licensing arrangements.
4. Except as set out above, you keep all right, title, and interest in your
contribution. The rights that you grant to us under these terms are effective
on the date you first submitted a contribution to us, even if your submission
took place before the date you sign these terms.
5. You covenant, represent, warrant and agree that:
* Each contribution that you submit is and shall be an original work of
authorship and you can legally grant the rights set out in this SCA;
* to the best of your knowledge, each contribution will not violate any
third party's copyrights, trademarks, patents, or other intellectual
property rights; and
* each contribution shall be in compliance with U.S. export control laws and
other applicable export and import laws. You agree to notify us if you
become aware of any circumstance which would make any of the foregoing
representations inaccurate in any respect. We may publicly disclose your
participation in the project, including the fact that you have signed the SCA.
6. This SCA is governed by the laws of the State of California and applicable
U.S. Federal law. Any choice of law rules will not apply.
7. Please place an “x” on one of the applicable statement below. Please do NOT
mark both statements:
* [x] I am signing on behalf of myself as an individual and no other person
or entity, including my employer, has or will have rights with respect to my
contributions.
* [ ] I am signing on behalf of my employer or a legal entity and I have the
actual authority to contractually bind that entity.
## Contributor Details
| Field | Entry |
|------------------------------- | -------------------- |
| Name | Robertus Johansyah |
| Company name (if applicable) | |
| Title or role (if applicable) | |
| Date | 2018/07/19 |
| GitHub username | kororo |
| Website (optional) | https://kororo.co |

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requirements.txt
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cython>=0.24,<0.28.0 cython>=0.24,<0.28.0
pathlib
numpy>=1.7 numpy>=1.7
cymem>=1.30,<1.32 cymem>=1.30,<1.32
preshed>=1.0.0,<2.0.0 preshed>=1.0.0,<2.0.0
@ -13,3 +12,4 @@ regex==2017.4.5
requests>=2.13.0,<3.0.0 requests>=2.13.0,<3.0.0
pytest>=3.6.0,<4.0.0 pytest>=3.6.0,<4.0.0
mock>=2.0.0,<3.0.0 mock>=2.0.0,<3.0.0
pathlib==1.0.1; python_version < "3.4"

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setup.py
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@ -194,11 +194,11 @@ def setup_package():
'preshed>=1.0.0,<2.0.0', 'preshed>=1.0.0,<2.0.0',
'thinc>=6.11.2,<6.12.0', 'thinc>=6.11.2,<6.12.0',
'plac<1.0.0,>=0.9.6', 'plac<1.0.0,>=0.9.6',
'pathlib',
'ujson>=1.35', 'ujson>=1.35',
'regex==2017.4.5', 'regex==2017.4.5',
'dill>=0.2,<0.3', 'dill>=0.2,<0.3',
'requests>=2.13.0,<3.0.0'], 'requests>=2.13.0,<3.0.0',
'pathlib==1.0.1; python_version < "3.4"'],
setup_requires=['wheel'], setup_requires=['wheel'],
extras_require={ extras_require={
'cuda': ['cupy>=4.0'], 'cuda': ['cupy>=4.0'],

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spacy/lang/nb/__init__.py
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@ -4,11 +4,11 @@ from __future__ import unicode_literals
from .tokenizer_exceptions import TOKENIZER_EXCEPTIONS from .tokenizer_exceptions import TOKENIZER_EXCEPTIONS
from .stop_words import STOP_WORDS from .stop_words import STOP_WORDS
from .morph_rules import MORPH_RULES from .morph_rules import MORPH_RULES
from .lemmatizer import LEMMA_EXC, LEMMA_INDEX, LOOKUP, LEMMA_RULES
from ..tokenizer_exceptions import BASE_EXCEPTIONS from ..tokenizer_exceptions import BASE_EXCEPTIONS
from ..norm_exceptions import BASE_NORMS from ..norm_exceptions import BASE_NORMS
from .lemmatizer import LOOKUP
from .tag_map import TAG_MAP from .tag_map import TAG_MAP
from .morph_rules import MORPH_RULES
from ...language import Language from ...language import Language
from ...attrs import LANG, NORM from ...attrs import LANG, NORM
from ...util import update_exc, add_lookups from ...util import update_exc, add_lookups
@ -26,8 +26,12 @@ class NorwegianDefaults(Language.Defaults):
lex_attr_getters[NORM] = add_lookups(Language.Defaults.lex_attr_getters[NORM], BASE_NORMS) lex_attr_getters[NORM] = add_lookups(Language.Defaults.lex_attr_getters[NORM], BASE_NORMS)
tokenizer_exceptions = update_exc(BASE_EXCEPTIONS, TOKENIZER_EXCEPTIONS) tokenizer_exceptions = update_exc(BASE_EXCEPTIONS, TOKENIZER_EXCEPTIONS)
stop_words = STOP_WORDS stop_words = STOP_WORDS
morph_rules = MORPH_RULES
tag_map = TAG_MAP tag_map = TAG_MAP
lemma_lookup = LOOKUP lemma_lookup = LOOKUP
lemma_exc = LEMMA_EXC
lemma_index = LEMMA_INDEX
lemma_rules = LEMMA_RULES
syntax_iterators = SYNTAX_ITERATORS syntax_iterators = SYNTAX_ITERATORS

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spacy/lang/nb/lemmatizer.py
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# coding: utf8
#structure copied from the English lemmatizer
from __future__ import unicode_literals
from .lookup import LOOKUP
from ._adjectives_wordforms import ADJECTIVES_WORDFORMS
from ._adverbs_wordforms import ADVERBS_WORDFORMS
from ._nouns_wordforms import NOUNS_WORDFORMS
from ._verbs_wordforms import VERBS_WORDFORMS
from ._lemma_rules import ADJECTIVE_RULES, NOUN_RULES, VERB_RULES, PUNCT_RULES
from ._verbs import VERBS
from ._nouns import NOUNS
from ._adjectives import ADJECTIVES
from ._adverbs import ADVERBS
LEMMA_INDEX = {'adj': ADJECTIVES, 'adv': ADVERBS, 'noun': NOUNS, 'verb': VERBS}
LEMMA_EXC = {'adj': ADJECTIVES_WORDFORMS, 'adv': ADVERBS_WORDFORMS, 'noun': NOUNS_WORDFORMS,
'verb': VERBS_WORDFORMS}
LEMMA_RULES = {'adj': ADJECTIVE_RULES, 'noun': NOUN_RULES, 'verb': VERB_RULES,
'punct': PUNCT_RULES}

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# coding: utf8
from __future__ import unicode_literals
ADJECTIVES = set("""
""".split())

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spacy/lang/nb/lemmatizer/_adverbs.py Normal file
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# coding: utf8
from __future__ import unicode_literals
ADVERBS = set("""
""".split())

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# coding: utf8
"""
All wordforms are extracted from Norsk Ordbank in Norwegian Bokmål 2005
(CLARINO NB - Språkbanken), Nasjonalbiblioteket, Norway:
https://www.nb.no/sprakbanken/show?serial=oai%3Anb.no%3Asbr-5&lang=en
License:
Creative_Commons-BY (CC-BY) (https://creativecommons.org/licenses/by/4.0/)
"""
from __future__ import unicode_literals
ADVERBS_WORDFORMS = {
'à jour': ('à jour',),
'à la carte': ('à la carte',),
'à la grecque': ('à la grecque',),
'à la mode': ('à la mode',),
'òg': ('òg',),
'a': ('a',),
'a cappella': ('a cappella',),
'a conto': ('a conto',),
'a konto': ('a konto',),
'a posteriori': ('a posteriori',),
'a prima vista': ('a prima vista',),
'a priori': ('a priori',),
'a tempo': ('a tempo',),
'a verbo': ('a verbo',),
'a viso': ('a viso',),
'a vista': ('a vista',),
'ad absurdum': ('ad absurdum',),
'ad acta': ('ad acta',),
'ad hoc': ('ad hoc',),
'ad infinitum': ('ad infinitum',),
'ad notam': ('ad notam',),
'ad undas': ('ad undas',),
'adagio': ('adagio',),
'akkurat': ('akkurat',),
'al fresco': ('al fresco',),
'al secco': ('al secco',),
'aldeles': ('aldeles',),
'alders tid': ('alders tid',),
'aldri': ('aldri',),
'aleine': ('aleine',),
'alene': ('alene',),
'alias': ('alias',),
'allegretto': ('allegretto',),
'allegro': ('allegro',),
'aller': ('aller',),
'allerede': ('allerede',),
'allikevel': ('allikevel',),
'alltid': ('alltid',),
'alltids': ('alltids',),
'alt': ('alt',),
'altfor': ('altfor',),
'altså': ('altså',),
'amok': ('amok',),
'an': ('an',),
'ana': ('ana',),
'andante': ('andante',),
'andantino': ('andantino',),
'andelsvis': ('andelsvis',),
'andfares': ('andfares',),
'andføttes': ('andføttes',),
'annetsteds': ('annetsteds',),
'annetstedsfra': ('annetstedsfra',),
'annetstedshen': ('annetstedshen',),
'anno': ('anno',),
'anslagsvis': ('anslagsvis',),
'anstendigvis': ('anstendigvis',),
'anstigende': ('anstigende',),
'antakeligvis': ('antakeligvis',),
'antydningsvis': ('antydningsvis',),
'apropos': ('apropos',),
'argende': ('argende',),
'at': ('at',),
'atter': ('atter',),
'attpåtil': ('attpåtil',),
'attåt': ('attåt',),
'au': ('au',),
'avdelingsvis': ('avdelingsvis',),
'avdragsvis': ('avdragsvis',),
'avhendes': ('avhendes',),
'avhends': ('avhends',),
'avsatsvis': ('avsatsvis',),
'bakk': ('bakk',),
'baklengs': ('baklengs',),
'bare': ('bare',),
'bataljonsvis': ('bataljonsvis',),
'bekende': ('bekende',),
'belgende': ('belgende',),
'betids': ('betids',),
'bi': ('bi',),
'bidevind': ('bidevind',),
'bis': ('bis',),
'bitevis': ('bitevis',),
'bitte': ('bitte',),
'bitterlig': ('bitterlig',),
'blanko': ('blanko',),
'blidelig': ('blidelig',),
'blikk': ('blikk',),
'blikkende': ('blikkende',),
'blottende': ('blottende',),
'bom': ('bom',),
'bommende': ('bommende',),
'bona fide': ('bona fide',),
'brennfort': ('brennfort',),
'brutto': ('brutto',),
'bråtevis': ('bråtevis',),
'bums': ('bums',),
'buntevis': ('buntevis',),
'buntvis': ('buntvis',),
'bus': ('bus',),
'cantabile': ('cantabile',),
'cf': ('cf',),
'cif': ('cif',),
'cirka': ('cirka',),
'crescendo': ('crescendo',),
'da': ('da',),
'dagevis': ('dagevis',),
'dagstøtt': ('dagstøtt',),
'dakapo': ('dakapo',),
'dam': ('dam',),
'dammende': ('dammende',),
'dann': ('dann',),
'de facto': ('de facto',),
'de jure': ('de jure',),
'decrescendo': ('decrescendo',),
'delkredere': ('delkredere',),
'dels': ('dels',),
'delvis': ('delvis',),
'derav': ('derav',),
'deretter': ('deretter',),
'derfor': ('derfor',),
'derimot': ('derimot',),
'dermed': ('dermed',),
'dernest': ('dernest',),
'dess': ('dess',),
'dessuten': ('dessuten',),
'dessverre': ('dessverre',),
'desto': ('desto',),
'diminuendo': ('diminuendo',),
'dis': ('dis',),
'dog': ('dog',),
'dolce': ('dolce',),
'dorgende': ('dorgende',),
'dryppende': ('dryppende',),
'drøssevis': ('drøssevis',),
'dus': ('dus',),
'dusinvis': ('dusinvis',),
'dyende': ('dyende',),
'døgnvis': ('døgnvis',),
'dønn': ('dønn',),
'dørg': ('dørg',),
'dørgende': ('dørgende',),
'dørimellom': ('dørimellom',),
'ei': ('ei',),
'eiende': ('eiende',),
'einkom': ('einkom',),
'eitrende': ('eitrende',),
'eks': ('eks',),
'eksempelvis': ('eksempelvis',),
'ekspress': ('ekspress',),
'ekstempore': ('ekstempore',),
'eldende': ('eldende',),
'eldende': ('eldende',),
'ellers': ('ellers',),
'en': ('en',),
'en bloc': ('en bloc',),
'en detail': ('en detail',),
'en face': ('en face',),
'en gros': ('en gros',),
'en masse': ('en masse',),
'en passant': ('en passant',),
'en profil': ('en profil',),
'en suite': ('en suite',),
'enda': ('enda',),
'endatil': ('endatil',),
'ende': ('ende',),
'ender': ('ender',),
'endog': ('endog',),
'ene': ('ene',),
'engang': ('engang',),
'enkeltvis': ('enkeltvis',),
'enkom': ('enkom',),
'enn': ('enn',),
'ennå': ('ennå',),
'eo ipso': ('eo ipso',),
'ergo': ('ergo',),
'et cetera': ('et cetera',),
'etappevis': ('etappevis',),
'etterhånden': ('etterhånden',),
'etterpå': ('etterpå',),
'etterskottsvis': ('etterskottsvis',),
'etterskuddsvis': ('etterskuddsvis',),
'ex animo': ('ex animo',),
'ex auditorio': ('ex auditorio',),
'ex cathedra': ('ex cathedra',),
'ex officio': ('ex officio',),
'fas': ('fas',),
'fatt': ('fatt',),
'fatt': ('fatt',),
'feil': ('feil',),
'femti-femti': ('femti-femti',),
'fifty-fifty': ('fifty-fifty',),
'flekkevis': ('flekkevis',),
'flokkevis': ('flokkevis',),
'fluks': ('fluks',),
'fluksens': ('fluksens',),
'flunkende': ('flunkende',),
'flust': ('flust',),
'fly': ('fly',),
'fob': ('fob',),
'for': ('for',),
'for lengst': ('for lengst',),
'for resten': ('for resten',),
'for så vidt': ('for så vidt',),
'for visst': ('for visst',),
'for øvrig': ('for øvrig',),
'fordevind': ('fordevind',),
'fordum': ('fordum',),
'fore': ('fore',),
'forhakkende': ('forhakkende',),
'forholdsvis': ('forholdsvis',),
'forhåpentlig': ('forhåpentlig',),
'forhåpentligvis': ('forhåpentligvis',),
'forlengs': ('forlengs',),
'formelig': ('formelig',),
'forresten': ('forresten',),
'forsøksvis': ('forsøksvis',),
'forte': ('forte',),
'fortfarende': ('fortfarende',),
'fortissimo': ('fortissimo',),
'fortrinnsvis': ('fortrinnsvis',),
'framleis': ('framleis',),
'framlengs': ('framlengs',),
'framstupes': ('framstupes',),
'framstups': ('framstups',),
'franko': ('franko',),
'free on board': ('free on board',),
'free on rail': ('free on rail',),
'fremdeles': ('fremdeles',),
'fremlengs': ('fremlengs',),
'fremstupes': ('fremstupes',),
'fremstups': ('fremstups',),
'furioso': ('furioso',),
'fylkesvis': ('fylkesvis',),
'følgelig': ('følgelig',),
'først': ('først',),
'ganske': ('ganske',),
'gid': ('gid',),
'givetvis': ('givetvis',),
'gjerne': ('gjerne',),
'gladelig': ('gladelig',),
'glimtvis': ('glimtvis',),
'glissando': ('glissando',),
'glugg': ('glugg',),
'gorr': ('gorr',),
'gorrende': ('gorrende',),
'gradvis': ('gradvis',),
'grandioso': ('grandioso',),
'granngivelig': ('granngivelig',),
'grassat': ('grassat',),
'grave': ('grave',),
'gruppevis': ('gruppevis',),
'gudskjelov': ('gudskjelov',),
'gullende': ('gullende',),
'gørr': ('gørr',),
'gørrende': ('gørrende',),
'hakk': ('hakk',),
'hakkende': ('hakkende',),
'halvveis': ('halvveis',),
'haugevis': ('haugevis',),
'heden': ('heden',),
'heiman': ('heiman',),
'heldigvis': ('heldigvis',),
'heller': ('heller',),
'helst': ('helst',),
'henholdsvis': ('henholdsvis',),
'herre': ('herre',),
'hersens': ('hersens',),
'himlende': ('himlende',),
'hodekulls': ('hodekulls',),
'hodestupes': ('hodestupes',),
'hodestups': ('hodestups',),
'hoggende': ('hoggende',),
'honoris causa': ('honoris causa',),
'hoppende': ('hoppende',),
'hulter': ('hulter',),
'hundretusenvis': ('hundretusenvis',),
'hundrevis': ('hundrevis',),
'hurra-meg-rundt': ('hurra-meg-rundt',),
'hvi': ('hvi',),
'hvor': ('hvor',),
'hvorav': ('hvorav',),
'hvordan': ('hvordan',),
'hvorfor': ('hvorfor',),
'hånt': ('hånt',),
'høylig': ('høylig',),
'høyst': ('høyst',),
'i alle fall': ('i alle fall',),
'i stedet': ('i stedet',),
'iallfall': ('iallfall',),
'ibidem': ('ibidem',),
'id est': ('id est',),
'igjen': ('igjen',),
'ikke': ('ikke',),
'ildende': ('ildende',),
'ildende': ('ildende',),
'imens': ('imens',),
'imidlertid': ('imidlertid',),
'in absentia': ('in absentia',),
'in absurdum': ('in absurdum',),
'in blanko': ('in blanko',),
'in casu': ('in casu',),
'in contumaciam': ('in contumaciam',),
'in corpore': ('in corpore',),
'in duplo': ('in duplo',),
'in extenso': ('in extenso',),
'in flagranti': ('in flagranti',),
'in honorem': ('in honorem',),
'in medias res': ('in medias res',),
'in memoriam': ('in memoriam',),
'in mente': ('in mente',),
'in natura': ('in natura',),
'in nuce': ('in nuce',),
'in persona': ('in persona',),
'in quarto': ('in quarto',),
'in saldo': ('in saldo',),
'in salvo': ('in salvo',),
'in situ': ('in situ',),
'in solidum': ('in solidum',),
'in spe': ('in spe',),
'in triplo': ('in triplo',),
'in vitro': ('in vitro',),
'in vivo': ('in vivo',),
'ingenlunde': ('ingenlunde',),
'ingensteds': ('ingensteds',),
'inkognito': ('inkognito',),
'innenat': ('innenat',),
'innledningsvis': ('innledningsvis',),
'innleiingsvis': ('innleiingsvis',),
'isteden': ('isteden',),
'især': ('især',),
'item': ('item',),
'ja menn': ('ja menn',),
'ja så menn': ('ja så menn',),
'jammen': ('jammen',),
'jamnlig': ('jamnlig',),
'jamsides': ('jamsides',),
'jamt over': ('jamt over',),
'jamvel': ('jamvel',),
'jaså': ('jaså',),
'jevnlig': ('jevnlig',),
'jevnsides': ('jevnsides',),
'jevnt over': ('jevnt over',),
'jo menn': ('jo menn',),
'jommen': ('jommen',),
'just': ('just',),
'kanon': ('kanon',),
'kanskje': ('kanskje',),
'kav': ('kav',),
'kavende': ('kavende',),
'kilovis': ('kilovis',),
'klin': ('klin',),
'klink': ('klink',),
'klinkende': ('klinkende',),
'klokelig': ('klokelig',),
'knakende': ('knakende',),
'knapt': ('knapt',),
'knasende': ('knasende',),
'knekkende': ('knekkende',),
'knøtrende': ('knøtrende',),
'knøttende': ('knøttende',),
'kolende': ('kolende',),
'kul': ('kul',),
'kuli': ('kuli',),
'kun': ('kun',),
'kvartalsvis': ('kvartalsvis',),
'kvekk': ('kvekk',),
'kølende': ('kølende',),
'lagerfritt': ('lagerfritt',),
'lagom': ('lagom',),
'lagvis': ('lagvis',),
'larghetto': ('larghetto',),
'largo': ('largo',),
'lassevis': ('lassevis',),
'legato': ('legato',),
'leilighetsvis': ('leilighetsvis',),
'lell': ('lell',),
'lenger': ('lenger',),
'liddelig': ('liddelig',),
'like': ('like',),
'likeledes': ('likeledes',),
'likeså': ('likeså',),
'likevel': ('likevel',),
'likså': ('likså',),
'lissom': ('lissom',),
'litervis': ('litervis',),
'livende': ('livende',),
'lovformelig': ('lovformelig',),
'lovlig': ('lovlig',),
'lukt': ('lukt',),
'lut': ('lut',),
'luta': ('luta',),
'lutende': ('lutende',),
'lykkeligvis': ('lykkeligvis',),
'lynfort': ('lynfort',),
'lys': ('lys',),
'maestoso': ('maestoso',),
'mala fide': ('mala fide',),
'malapropos': ('malapropos',),
'massevis': ('massevis',),
'med rette': ('med rette',),
'medio': ('medio',),
'medium': ('medium',),
'meget': ('meget',),
'mengdevis': ('mengdevis',),
'metervis': ('metervis',),
'mezzoforte': ('mezzoforte',),
'midsommers': ('midsommers',),
'midsommers': ('midsommers',),
'midt': ('midt',),
'midtsommers': ('midtsommers',),
'midtsommers': ('midtsommers',),
'midtvinters': ('midtvinters',),
'midvinters': ('midvinters',),
'milevis': ('milevis',),
'millionvis': ('millionvis',),
'min sann': ('min sann',),
'min sant': ('min sant',),
'min santen': ('min santen',),
'minus': ('minus',),
'mo': ('mo',),
'molto': ('molto',),
'motsols': ('motsols',),
'motstrøms': ('motstrøms',),
'mukk': ('mukk',),
'mukkende': ('mukkende',),
'muligens': ('muligens',),
'muligvis': ('muligvis',),
'murende': ('murende',),
'musende': ('musende',),
'mutters': ('mutters',),
'månedsvis': ('månedsvis',),
'naggende': ('naggende',),
'naturligvis': ('naturligvis',),
'nauende': ('nauende',),
'navnlig': ('navnlig',),
'neigu': ('neigu',),
'neimen': ('neimen',),
'nemlig': ('nemlig',),
'neppe': ('neppe',),
'nesegrus': ('nesegrus',),
'nest': ('nest',),
'nesten': ('nesten',),
'netto': ('netto',),
'nettopp': ('nettopp',),
'noenlunde': ('noenlunde',),
'noensinne': ('noensinne',),
'noensteds': ('noensteds',),
'nok': ('nok',),
'nok': ('nok',),
'noksom': ('noksom',),
'nokså': ('nokså',),
'non stop': ('non stop',),
'nonstop': ('nonstop',),
'notabene': ('notabene',),
'nu': ('nu',),
'nylig': ('nylig',),
'nyss': ('nyss',),
'nå': ('nå',),
'når': ('når',),
'nåvel': ('nåvel',),
'nære': ('nære',),
'nærere': ('nærere',),
'nærest': ('nærest',),
'nærmere': ('nærmere',),
'nærmest': ('nærmest',),
'nødvendigvis': ('nødvendigvis',),
'offside': ('offside',),
'også': ('også',),
'om att': ('om att',),
'om igjen': ('om igjen',),
'omme': ('omme',),
'omsider': ('omsider',),
'omsonst': ('omsonst',),
'omtrent': ('omtrent',),
'onnimellom': ('onnimellom',),
'opp att': ('opp att',),
'opp ned': ('opp ned',),
'oppad': ('oppad',),
'oppstrøms': ('oppstrøms',),
'oven': ('oven',),
'overalt': ('overalt',),
'overens': ('overens',),
'overhodet': ('overhodet',),
'overlag': ('overlag',),
'overmorgen': ('overmorgen',),
'overmåte': ('overmåte',),
'overvettes': ('overvettes',),
'pakkende': ('pakkende',),
'pal': ('pal',),
'par avion': ('par avion',),
'par excellence': ('par excellence',),
'parlando': ('parlando',),
'pars pro toto': ('pars pro toto',),
'partout': ('partout',),
'parvis': ('parvis',),
'per capita': ('per capita',),
'peu à peu': ('peu à peu',),
'peu om peu': ('peu om peu',),
'pianissimo': ('pianissimo',),
'piano': ('piano',),
'pinende': ('pinende',),
'pinnende': ('pinnende',),
'pist': ('pist',),
'pizzicato': ('pizzicato',),
'pladask': ('pladask',),
'plent': ('plent',),
'plenty': ('plenty',),
'pluss': ('pluss',),
'porsjonsvis': ('porsjonsvis',),
'portamento': ('portamento',),
'portato': ('portato',),
'post festum': ('post festum',),
'post meridiem': ('post meridiem',),
'post mortem': ('post mortem',),
'prestissimo': ('prestissimo',),
'presto': ('presto',),
'prima vista': ('prima vista',),
'primo': ('primo',),
'pro anno': ('pro anno',),
'pro persona': ('pro persona',),
'pro tempore': ('pro tempore',),
'proforma': ('proforma',),
'prompt': ('prompt',),
'prompte': ('prompte',),
'proppende': ('proppende',),
'prosentvis': ('prosentvis',),
'pukka': ('pukka',),
'puljevis': ('puljevis',),
'punktvis': ('punktvis',),
'pyton': ('pyton',),
'pø om pø': ('pø om pø',),
'quantum satis': ('quantum satis',),
'rammende': ('rammende',),
'rangsøles': ('rangsøles',),
'rasende': ('rasende',),
'ratevis': ('ratevis',),
'ratt': ('ratt',),
'rav': ('rav',),
'ravende': ('ravende',),
'reint': ('reint',),
'rent': ('rent',),
'respektive': ('respektive',),
'rettsøles': ('rettsøles',),
'reverenter': ('reverenter',),
'riktig nok': ('riktig nok',),
'riktignok': ('riktignok',),
'rimeligvis': ('rimeligvis',),
'ringside': ('ringside',),
'rispende': ('rispende',),
'ritardando': ('ritardando',),
'riv': ('riv',),
'rubato': ('rubato',),
'ruskende': ('ruskende',),
'rykkevis': ('rykkevis',),
'saktelig': ('saktelig',),
'saktens': ('saktens',),
'sammen': ('sammen',),
'samstundes': ('samstundes',),
'samt': ('samt',),
'sann': ('sann',),
'sannelig': ('sannelig',),
'sannsynligvis': ('sannsynligvis',),
'sans phrase': ('sans phrase',),
'scilicet': ('scilicet',),
'seinhøstes': ('seinhøstes',),
'senhøstes': ('senhøstes',),
'sia': ('sia',),
'sic': ('sic',),
'sidelengs': ('sidelengs',),
'siden': ('siden',),
'sideveges': ('sideveges',),
'sidevegs': ('sidevegs',),
'sideveis': ('sideveis',),
'sikkerlig': ('sikkerlig',),
'silde': ('silde',),
'simpelthen': ('simpelthen',),
'sine anno': ('sine anno',),
'sjelden': ('sjelden',),
'sjøleies': ('sjøleies',),
'sjøleis': ('sjøleis',),
'sjøverts': ('sjøverts',),
'skeis': ('skeis',),
'skiftevis': ('skiftevis',),
'skita': ('skita',),
'skjøns': ('skjøns',),
'skogleies': ('skogleies',),
'skokkevis': ('skokkevis',),
'skrevs': ('skrevs',),
'skrittvis': ('skrittvis',),
'skrås': ('skrås',),
'skyllende': ('skyllende',),
'skåldende': ('skåldende',),
'slettes': ('slettes',),
'sluttelig': ('sluttelig',),
'smekk': ('smekk',),
'smellende': ('smellende',),
'småningom': ('småningom',),
'sneisevis': ('sneisevis',),
'snesevis': ('snesevis',),
'snuft': ('snuft',),
'snupt': ('snupt',),
'snyt': ('snyt',),
'snyta': ('snyta',),
'snyte': ('snyte',),
'solo': ('solo',),
'sommerstid': ('sommerstid',),
'spenna': ('spenna',),
'spent': ('spent',),
'spika': ('spika',),
'spikende': ('spikende',),
'spildrende': ('spildrende',),
'spill': ('spill',),
'splinter': ('splinter',),
'splitter': ('splitter',),
'sporenstreks': ('sporenstreks',),
'sprangvis': ('sprangvis',),
'sprell': ('sprell',),
'sprut': ('sprut',),
'sprutende': ('sprutende',),
'sprøyte': ('sprøyte',),
'stakkato': ('stakkato',),
'stapp': ('stapp',),
'stappa': ('stappa',),
'stappende': ('stappende',),
'staurende': ('staurende',),
'stedvis': ('stedvis',),
'steika': ('steika',),
'stein': ('stein',),
'steinsens': ('steinsens',),
'stokk': ('stokk',),
'stokkende': ('stokkende',),
'straks': ('straks',),
'stringendo': ('stringendo',),
'stummende': ('stummende',),
'stundimellom': ('stundimellom',),
'stundom': ('stundom',),
'stundomtil': ('stundomtil',),
'stupende': ('stupende',),
'styggelig': ('styggelig',),
'styggende': ('styggende',),
'stykkevis': ('stykkevis',),
'støtt': ('støtt',),
'støtvis': ('støtvis',),
'støytvis': ('støytvis',),
'sub rosa': ('sub rosa',),
'summa summarum': ('summa summarum',),
'surr': ('surr',),
'svinaktig': ('svinaktig',),
'sydøst': ('sydøst',),
'synderlig': ('synderlig',),
'så': ('så',),
'så pass': ('så pass',),
'sågar': ('sågar',),
'således': ('således',),
'såleis': ('såleis',),
'såpass': ('såpass',),
'såre': ('såre',),
'særdeles': ('særdeles',),
'særs': ('særs',),
'søkk': ('søkk',),
'søkkende': ('søkkende',),
'sønder': ('sønder',),
'takimellom': ('takimellom',),
'takomtil': ('takomtil',),
'temmelig': ('temmelig',),
'ti': ('ti',),
'tidligdags': ('tidligdags',),
'tidsnok': ('tidsnok',),
'tidvis': ('tidvis',),
'tilfeldigvis': ('tilfeldigvis',),
'tilmed': ('tilmed',),
'tilnærmelsesvis': ('tilnærmelsesvis',),
'timevis': ('timevis',),
'tjokkende': ('tjokkende',),
'tomreipes': ('tomreipes',),
'tott': ('tott',),
'trill': ('trill',),
'trillende': ('trillende',),
'trinnvis': ('trinnvis',),
'troppevis': ('troppevis',),
'troppo': ('troppo',),
'troppsvis': ('troppsvis',),
'trutt': ('trutt',),
'turevis': ('turevis',),
'turvis': ('turvis',),
'tusenfold': ('tusenfold',),
'tusenvis': ('tusenvis',),
'tvers': ('tvers',),
'tvert': ('tvert',),
'tydeligvis': ('tydeligvis',),
'tynnevis': ('tynnevis',),
'tynnevis': ('tynnevis',),
'tålig': ('tålig',),
'tønnevis': ('tønnevis',),
'tønnevis': ('tønnevis',),
'ufravendt': ('ufravendt',),
'ugjerne': ('ugjerne',),
'uheldigvis': ('uheldigvis',),
'ukevis': ('ukevis',),
'ukevis': ('ukevis',),
'ulykkeligvis': ('ulykkeligvis',),
'uløyves': ('uløyves',),
'underhånden': ('underhånden',),
'undertiden': ('undertiden',),
'unntakelsesvis': ('unntakelsesvis',),
'unntaksvis': ('unntaksvis',),
'ustyggelig': ('ustyggelig',),
'utaboks': ('utaboks',),
'utbygdes': ('utbygdes',),
'utdragsvis': ('utdragsvis',),
'utelukkende': ('utelukkende',),
'utenat': ('utenat',),
'utenboks': ('utenboks',),
'uvegerlig': ('uvegerlig',),
'uviselig': ('uviselig',),
'uvislig': ('uvislig',),
'va banque': ('va banque',),
'vanligvis': ('vanligvis',),
'vann': ('vann',),
'vekevis': ('vekevis',),
'vekevis': ('vekevis',),
'vekselvis': ('vekselvis',),
'vel': ('vel',),
'vibrato': ('vibrato',),
'vice versa': ('vice versa',),
'vide': ('vide',),
'viden': ('viden',),
'vinterstid': ('vinterstid',),
'viselig': ('viselig',),
'visselig': ('visselig',),
'visst': ('visst',),
'visst nok': ('visst nok',),
'visstnok': ('visstnok',),
'vivace': ('vivace',),
'vonlig': ('vonlig',),
'vonom': ('vonom',),
'vonoms': ('vonoms',),
'vrangsøles': ('vrangsøles',),
'ytterlig': ('ytterlig',),
'åkkesom': ('åkkesom',),
'årevis': ('årevis',),
'årlig års': ('årlig års',),
'åssen': ('åssen',),
'ørende': ('ørende',),
'øyensynlig': ('øyensynlig',),
'antageligvis': ('antageligvis',),
'coolly': ('coolly',),
'kor': ('kor',),
'korfor': ('korfor',),
'kor': ('kor',),
'korfor': ('korfor',),
'medels': ('medels',),
'nasegrus': ('nasegrus',),
'overimorgen': ('overimorgen',),
'unntagelsesvis': ('unntagelsesvis',),
'åffer': ('åffer',),
'åffer': ('åffer',),
'sist': ('sist',),
'seinhaustes': ('seinhaustes',),
'stetse': ('stetse',),
'stikk': ('stikk',),
'storlig': ('storlig',),
'A': ('A',),
'for': ('for',),
'benveges': ('benveges',),
'bunkevis': ('bunkevis',),
'selv': ('selv',),
'sjøl': ('sjøl',),
'skauleies': ('skauleies',),
'da capo': ('da capo',),
'beint frem': ('beint frem',),
'beintfrem': ('beintfrem',),
'beinveges': ('beinveges',),
'beinvegs': ('beinvegs',),
'beinveis': ('beinveis',),
'benvegs': ('benvegs',),
'benveis': ('benveis',),
'en garde': ('en garde',),
'framåt': ('framåt',),
'krittende': ('krittende',),
'kvivitt': ('kvivitt',),
'maksis': ('maksis',),
'mangesteds': ('mangesteds',),
'møkka': ('møkka',),
'pill': ('pill',),
'sellende': ('sellende',),
'sirka': ('sirka',),
'subito': ('subito',),
'til sammen': ('til sammen',),
'tomrepes': ('tomrepes',),
'medurs': ('medurs',),
'moturs': ('moturs',)
}

31
spacy/lang/nb/lemmatizer/_lemma_rules.py Normal file
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@ -0,0 +1,31 @@
# coding: utf8
from __future__ import unicode_literals
ADJECTIVE_RULES = [
["e", ""], #pene -> pen
["ere", ""], #penere -> pen
["est", ""], #penest -> pen
["este", ""] #peneste -> pen
]
NOUN_RULES = [
["en", "e"], #hansken -> hanske
["a", "e"], #veska -> veske
["et", ""], #dyret -> dyr
["er", "e"], #hasker -> hanske
["ene", "e"] #veskene -> veske
]
VERB_RULES = [
["er", "e"], #vasker -> vaske
["et", "e"], #vasket -> vaske
["es", "e"], #vaskes -> vaske
["te", "e"], #stekte -> steke
["år", "å"] #får -> få
]
PUNCT_RULES = []

7
spacy/lang/nb/lemmatizer/_nouns.py Normal file
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@ -0,0 +1,7 @@
# coding: utf8
from __future__ import unicode_literals
NOUNS = set("""
""".split())

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spacy/lang/nb/lemmatizer/_nouns_wordforms.py Normal file
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7
spacy/lang/nb/lemmatizer/_verbs.py Normal file
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@ -0,0 +1,7 @@
# coding: utf8
from __future__ import unicode_literals
VERBS = set("""
""".split())

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spacy/lang/nb/lemmatizer/_verbs_wordforms.py Normal file
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spacy/lang/nb/lemmatizer/lookup.py Normal file
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368
spacy/lang/nb/morph_rules.py
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@ -3,64 +3,328 @@ from __future__ import unicode_literals
from ...symbols import LEMMA, PRON_LEMMA from ...symbols import LEMMA, PRON_LEMMA
"""
# Used the table of pronouns at https://no.wiktionary.org/wiki/Tillegg:Pronomen_i_norsk This dict includes all the PRON and DET tag combinations found in the
dataset developed by Schibsted, Nasjonalbiblioteket and LTG (to be published
autumn 2018) and the rarely used polite form.
"""
MORPH_RULES = { MORPH_RULES = {
"PRP": { "PRON__Animacy=Anim|Case=Nom|Number=Sing|Person=1|PronType=Prs": {
"jeg": {LEMMA: PRON_LEMMA, "PronType": "Prs", "Person": "One", "Number": "Sing", "Case": "Nom"}, "jeg": {LEMMA: PRON_LEMMA, "PronType": "Prs", "Person": "One", "Number": "Sing", "Case": "Nom"}
"meg": {LEMMA: PRON_LEMMA, "PronType": "Prs", "Person": "One", "Number": "Sing", "Case": "Acc"}, },
"PRON__Animacy=Anim|Case=Nom|Number=Sing|Person=2|PronType=Prs": {
"du": {LEMMA: PRON_LEMMA, "PronType": "Prs", "Person": "Two", "Number": "Sing", "Case": "Nom"}, "du": {LEMMA: PRON_LEMMA, "PronType": "Prs", "Person": "Two", "Number": "Sing", "Case": "Nom"},
"deg": {LEMMA: PRON_LEMMA, "PronType": "Prs", "Person": "Two", "Number": "Sing", "Case": "Acc"}, #polite form, not sure about the tag
"han": {LEMMA: PRON_LEMMA, "PronType": "Prs", "Person": "Three", "Number": "Sing", "Gender": "Masc", "Case": "Nom"}, "De": {LEMMA: PRON_LEMMA, "PronType": "Prs", "Person": "Two", "Number": "Sing", "Case": "Nom", "Polite": "Form"}
"ham": {LEMMA: PRON_LEMMA, "PronType": "Prs", "Person": "Three", "Number": "Sing", "Gender": "Masc", "Case": "Acc"}, },
"han": {LEMMA: PRON_LEMMA, "PronType": "Prs", "Person": "Three", "Number": "Sing", "Gender": "Masc", "Case": "Acc"}, "PRON__Animacy=Anim|Case=Nom|Gender=Fem|Number=Sing|Person=3|PronType=Prs": {
"hun": {LEMMA: PRON_LEMMA, "PronType": "Prs", "Person": "Three", "Number": "Sing", "Gender": "Fem", "Case": "Nom"}, "hun": {LEMMA: PRON_LEMMA, "PronType": "Prs", "Person": "Three", "Number": "Sing", "Gender": "Fem", "Case": "Nom"}
"henne": {LEMMA: PRON_LEMMA, "PronType": "Prs", "Person": "Three", "Number": "Sing", "Gender": "Fem", "Case": "Acc"}, },
"den": {LEMMA: PRON_LEMMA, "PronType": "Prs", "Person": "Three", "Number": "Sing", "Gender": "Neut"}, "PRON__Animacy=Anim|Case=Nom|Gender=Masc|Number=Sing|Person=3|PronType=Prs": {
"han": {LEMMA: PRON_LEMMA, "PronType": "Prs", "Person": "Three", "Number": "Sing", "Gender": "Masc", "Case": "Nom"}
},
"PRON__Gender=Neut|Number=Sing|Person=3|PronType=Prs": {
"det": {LEMMA: PRON_LEMMA, "PronType": "Prs", "Person": "Three", "Number": "Sing", "Gender": "Neut"}, "det": {LEMMA: PRON_LEMMA, "PronType": "Prs", "Person": "Three", "Number": "Sing", "Gender": "Neut"},
"seg": {LEMMA: PRON_LEMMA, "PronType": "Prs", "Person": "Three", "Number": "Sing", "Reflex": "Yes"}, "alt": {LEMMA: PRON_LEMMA, "PronType": "Prs", "Person": "Three", "Number": "Sing", "Gender": "Neut"},
"vi": {LEMMA: PRON_LEMMA, "PronType": "Prs", "Person": "One", "Number": "Plur", "Case": "Nom"}, "intet": {LEMMA: PRON_LEMMA, "PronType": "Prs", "Person": "Three", "Number": "Sing", "Gender": "Neut"}
"oss": {LEMMA: PRON_LEMMA, "PronType": "Prs", "Person": "One", "Number": "Plur", "Case": "Acc"},
"dere": {LEMMA: PRON_LEMMA, "PronType": "Prs", "Person": "Two", "Number": "Plur", "Case": "Nom"},
"de": {LEMMA: PRON_LEMMA, "PronType": "Prs", "Person": "Three", "Number": "Plur", "Case": "Nom"},
"dem": {LEMMA: PRON_LEMMA, "PronType": "Prs", "Person": "Three", "Number": "Plur", "Case": "Acc"},
"seg": {LEMMA: PRON_LEMMA, "PronType": "Prs", "Person": "Three", "Number": "Plur", "Reflex": "Yes"},
"min": {LEMMA: PRON_LEMMA, "PronType": "Prs", "Person": "One", "Number": "Sing", "Poss": "Yes", "Gender": "Masc"},
"mi": {LEMMA: PRON_LEMMA, "PronType": "Prs", "Person": "One", "Number": "Sing", "Poss": "Yes", "Gender": "Fem"},
"mitt": {LEMMA: PRON_LEMMA, "PronType": "Prs", "Person": "One", "Number": "Sing", "Poss": "Yes", "Gender": "Neu"},
"mine": {LEMMA: PRON_LEMMA, "PronType": "Prs", "Person": "One", "Number": "Plur", "Poss": "Yes"},
"din": {LEMMA: PRON_LEMMA, "PronType": "Prs", "Person": "Two", "Number": "Sing", "Poss": "Yes", "Gender": "Masc"},
"di": {LEMMA: PRON_LEMMA, "PronType": "Prs", "Person": "Two", "Number": "Sing", "Poss": "Yes", "Gender": "Fem"},
"ditt": {LEMMA: PRON_LEMMA, "PronType": "Prs", "Person": "Two", "Number": "Sing", "Poss": "Yes", "Gender": "Neu"},
"dine": {LEMMA: PRON_LEMMA, "PronType": "Prs", "Person": "Two", "Number": "Plur", "Poss": "Yes"},
"hans": {LEMMA: PRON_LEMMA, "PronType": "Prs", "Person": "Three", "Number": "Sing", "Poss": "Yes", "Gender": "Masc"},
"hennes": {LEMMA: PRON_LEMMA, "PronType": "Prs", "Person": "Three", "Number": "Sing", "Poss": "Yes", "Gender": "Fem"},
"dens": {LEMMA: PRON_LEMMA, "PronType": "Prs", "Person": "Three", "Number": "Sing", "Poss": "Yes", "Gender": "Neu"},
"dets": {LEMMA: PRON_LEMMA, "PronType": "Prs", "Person": "Three", "Number": "Sing", "Poss": "Yes", "Gender": "Neu"},
"vår": {LEMMA: PRON_LEMMA, "PronType": "Prs", "Person": "One", "Number": "Plur", "Poss": "Yes"},
"vårt": {LEMMA: PRON_LEMMA, "PronType": "Prs", "Person": "One", "Number": "Plur", "Poss": "Yes"},
"våre": {LEMMA: PRON_LEMMA, "PronType": "Prs", "Person": "One", "Number": "Plur", "Poss": "Yes", "Gender":"Neu"},
"deres": {LEMMA: PRON_LEMMA, "PronType": "Prs", "Person": "One", "Number": "Plur", "Poss": "Yes", "Gender":"Neu", "Reflex":"Yes"},
"sin": {LEMMA: PRON_LEMMA, "PronType": "Prs", "Person": "One", "Number": "Sing", "Poss": "Yes", "Gender":"Masc", "Reflex":"Yes"},
"si": {LEMMA: PRON_LEMMA, "PronType": "Prs", "Person": "One", "Number": "Sing", "Poss": "Yes", "Gender":"Fem", "Reflex":"Yes"},
"sitt": {LEMMA: PRON_LEMMA, "PronType": "Prs", "Person": "One", "Number": "Sing", "Poss": "Yes", "Gender":"Neu", "Reflex":"Yes"},
"sine": {LEMMA: PRON_LEMMA, "PronType": "Prs", "Person": "One", "Number": "Plur", "Poss": "Yes", "Reflex":"Yes"},
}, },
"PRON__Gender=Fem,Masc|Number=Sing|Person=3|PronType=Prs": {
"VBZ": { "den": {LEMMA: PRON_LEMMA, "PronType": "Prs", "Person": "Three", "Number": "Sing", "Gender": ("Fem", "Masc")}
"er": {"VerbForm": "Fin", "Person": "One", "Tense": "Pres", "Mood": "Ind"},
"er": {"VerbForm": "Fin", "Person": "Two", "Tense": "Pres", "Mood": "Ind"},
"er": {"VerbForm": "Fin", "Person": "Three", "Tense": "Pres", "Mood": "Ind"},
}, },
"PRON__Animacy=Anim|Case=Nom|Number=Plur|Person=1|PronType=Prs": {
"VBP": { "vi": {LEMMA: PRON_LEMMA, "PronType": "Prs", "Person": "One", "Number": "Plur", "Case": "Nom"}
"er": {"VerbForm": "Fin", "Tense": "Pres", "Mood": "Ind"}
}, },
"PRON__Animacy=Anim|Case=Nom|Number=Plur|Person=2|PronType=Prs": {
"VBD": { "dere": {LEMMA: PRON_LEMMA, "PronType": "Prs", "Person": "Two", "Number": "Plur", "Case": "Nom"}
"var": {"VerbForm": "Fin", "Tense": "Past", "Number": "Sing"}, },
"vært": {"VerbForm": "Fin", "Tense": "Past", "Number": "Plur"} "PRON__Case=Nom|Number=Plur|Person=3|PronType=Prs": {
"de": {LEMMA: PRON_LEMMA, "PronType": "Prs", "Person": "Three", "Number": "Plur", "Case": "Nom"}
},
"PRON__Animacy=Anim|Case=Acc|Number=Sing|Person=1|PronType=Prs": {
"meg": {LEMMA: PRON_LEMMA, "PronType": "Prs", "Person": "One", "Number": "Sing", "Case": "Acc"}
},
"PRON__Animacy=Anim|Case=Acc|Number=Sing|Person=2|PronType=Prs": {
"deg": {LEMMA: PRON_LEMMA, "PronType": "Prs", "Person": "Two", "Number": "Sing", "Case": "Acc"},
#polite form, not sure about the tag
"Dem": {LEMMA: PRON_LEMMA, "PronType": "Prs", "Person": "Two", "Number": "Sing", "Case": "Acc", "Polite": "Form"}
},
"PRON__Animacy=Anim|Case=Acc|Gender=Fem|Number=Sing|Person=3|PronType=Prs": {
"henne": {LEMMA: PRON_LEMMA, "PronType": "Prs", "Person": "Three", "Number": "Sing", "Gender": "Fem", "Case": "Acc"}
},
"PRON__Animacy=Anim|Case=Acc|Gender=Masc|Number=Sing|Person=3|PronType=Prs": {
"ham": {LEMMA: PRON_LEMMA, "PronType": "Prs", "Person": "Three", "Number": "Sing", "Gender": "Masc", "Case": "Acc"},
"han": {LEMMA: PRON_LEMMA, "PronType": "Prs", "Person": "Three", "Number": "Sing", "Gender": "Masc", "Case": "Acc"}
},
"PRON__Animacy=Anim|Case=Acc|Number=Plur|Person=1|PronType=Prs": {
"oss": {LEMMA: PRON_LEMMA, "PronType": "Prs", "Person": "One", "Number": "Plur", "Case": "Acc"}
},
"PRON__Animacy=Anim|Case=Acc|Number=Plur|Person=2|PronType=Prs": {
"dere": {LEMMA: PRON_LEMMA, "PronType": "Prs", "Person": "Two", "Number": "Plur", "Case": "Acc"}
},
"PRON__Case=Acc|Number=Plur|Person=3|PronType=Prs": {
"dem": {LEMMA: PRON_LEMMA, "PronType": "Prs", "Person": "Three", "Number": "Plur", "Case": "Acc"}
},
"PRON__Case=Acc|Reflex=Yes": {
"seg": {LEMMA: PRON_LEMMA, "Person": "Three", "Number": "Sing", "Reflex": "Yes"},
"seg": {LEMMA: PRON_LEMMA, "Person": "Three", "Number": "Plur", "Reflex": "Yes"}
},
"PRON__Animacy=Anim|Case=Nom|Number=Sing|PronType=Prs": {
"man": {LEMMA: PRON_LEMMA, "PronType": "Prs", "Number": "Sing", "Case": "Nom"}
},
"DET__Gender=Masc|Number=Sing|Poss=Yes": {
"min": {LEMMA: "min", "Person": "One", "Number": "Sing", "Poss": "Yes", "Gender": "Masc"},
"din": {LEMMA: "din", "Person": "Two", "Number": "Sing", "Poss": "Yes", "Gender": "Masc"},
"hennes": {LEMMA: "hennes", "Person": "Three", "Number": "Sing", "Poss": "Yes", "Gender": "Masc"},
"hans": {LEMMA: "hans", "Person": "Three", "Number": "Sing", "Poss": "Yes", "Gender": "Masc"},
"sin": {LEMMA: "sin", "Person": "Three", "Number": "Sing", "Poss": "Yes", "Gender": "Masc", "Reflex":"Yes"},
"vår": {LEMMA: "vår", "Person": "One", "Number": "Sing", "Poss": "Yes", "Gender": "Masc"},
"deres": {LEMMA: "deres", "Person": "Two", "Number": "Sing", "Poss": "Yes", "Gender":"Masc"},
"deres": {LEMMA: "deres", "Person": "Three", "Number": "Sing", "Poss": "Yes", "Gender":"Masc"},
#polite form, not sure about the tag
"Deres": {LEMMA: "Deres", "Person": "Three", "Number": "Sing", "Poss": "Yes", "Gender":"Masc", "Polite": "Form"}
},
"DET__Gender=Fem|Number=Sing|Poss=Yes": {
"mi": {LEMMA: "min", "Person": "One", "Number": "Sing", "Poss": "Yes", "Gender": "Fem"},
"di": {LEMMA: "din", "Person": "Two", "Number": "Sing", "Poss": "Yes", "Gender": "Fem"},
"hennes": {LEMMA: "hennes", "Person": "Three", "Number": "Sing", "Poss": "Yes", "Gender": "Fem"},
"hans": {LEMMA: "hans", "Person": "Three", "Number": "Sing", "Poss": "Yes", "Gender": "Fem"},
"si": {LEMMA: "sin", "Person": "Three", "Number": "Sing", "Poss": "Yes", "Gender": "Fem", "Reflex":"Yes"},
"vår": {LEMMA: "vår", "Person": "One", "Number": "Sing", "Poss": "Yes", "Gender": "Fem"},
"deres": {LEMMA: "deres", "Person": "Two", "Number": "Sing", "Poss": "Yes", "Gender": "Fem"},
"deres": {LEMMA: "deres", "Person": "Three", "Number": "Sing", "Poss": "Yes", "Gender": "Fem"},
#polite form, not sure about the tag
"Deres": {LEMMA: "Deres", "Person": "Three", "Number": "Sing", "Poss": "Yes", "Gender":"Fem", "Polite": "Form"}
},
"DET__Gender=Neut|Number=Sing|Poss=Yes": {
"mitt": {LEMMA: "min", "Person": "One", "Number": "Sing", "Poss": "Yes", "Gender": "Neut"},
"ditt": {LEMMA: "din", "Person": "Two", "Number": "Sing", "Poss": "Yes", "Gender": "Neut"},
"hennes": {LEMMA: "hennes", "Person": "Three", "Number": "Sing", "Poss": "Yes", "Gender": "Neut"},
"hans": {LEMMA: "hans", "Person": "Three", "Number": "Sing", "Poss": "Yes", "Gender": "Neut"},
"sitt": {LEMMA: "sin", "Person": "Three", "Number": "Sing", "Poss": "Yes", "Gender": "Neut", "Reflex":"Yes"},
"vårt": {LEMMA: "vår", "Person": "One", "Number": "Sing", "Poss": "Yes", "Gender": "Neut"},
"deres": {LEMMA: "deres", "Person": "Two", "Number": "Sing", "Poss": "Yes", "Gender": "Neut"},
"deres": {LEMMA: "deres", "Person": "Three", "Number": "Sing", "Poss": "Yes", "Gender": "Neut"},
#polite form, not sure about the tag
"Deres": {LEMMA: "Deres", "Person": "Three", "Number": "Sing", "Poss": "Yes", "Gender":"Neut", "Polite": "Form"}
},
"DET__Number=Plur|Poss=Yes": {
"mine": {LEMMA: "min", "Person": "One", "Number": "Plur", "Poss": "Yes"},
"dine": {LEMMA: "din", "Person": "Two", "Number": "Plur", "Poss": "Yes"},
"hennes": {LEMMA: "hennes", "Person": "Three", "Number": "Plur", "Poss": "Yes"},
"hans": {LEMMA: "hans", "Person": "Three", "Number": "Plur", "Poss": "Yes"},
"sine": {LEMMA: "sin", "Person": "Three", "Number": "Plur", "Poss": "Yes", "Reflex":"Yes"},
"våre": {LEMMA: "vår", "Person": "One", "Number": "Plur", "Poss": "Yes"},
"deres": {LEMMA: "deres", "Person": "Two", "Number": "Plur", "Poss": "Yes"},
"deres": {LEMMA: "deres", "Person": "Three", "Number": "Plur", "Poss": "Yes"}
},
"PRON__Animacy=Anim|Number=Plur|PronType=Rcp": {
"hverandre": {LEMMA: PRON_LEMMA, "PronType": "Rcp", "Number": "Plur"}
},
"DET__Number=Plur|Poss=Yes|PronType=Rcp": {
"hverandres": {LEMMA: "hverandres", "PronType": "Rcp", "Number": "Plur", "Poss": "Yes"}
},
"PRON___": {
"som": {LEMMA: PRON_LEMMA},
"ikkenoe": {LEMMA: PRON_LEMMA}
},
"PRON__PronType=Int": {
"hva": {LEMMA: PRON_LEMMA, "PronType": "Int"}
},
"PRON__Animacy=Anim|PronType=Int": {
"hvem": {LEMMA: PRON_LEMMA, "PronType": "Int"}
},
"PRON__Animacy=Anim|Poss=Yes|PronType=Int": {
"hvis": {LEMMA:PRON_LEMMA, "PronType": "Int", "Poss": "Yes"}
},
"PRON__Number=Plur|Person=3|PronType=Prs": {
"noen": {LEMMA:PRON_LEMMA, "PronType": "Prs", "Number": "Plur", "Person": "Three"}
},
"PRON__Gender=Fem,Masc|Number=Sing|Person=3|PronType=Prs": {
"noen": {LEMMA:PRON_LEMMA, "PronType": "Prs", "Number": "Sing", "Person": "Three", "Gender": ("Fem", "Masc")},
"den": {LEMMA:PRON_LEMMA, "PronType": "Prs", "Number": "Sing", "Person": "Three", "Gender": ("Fem", "Masc")}
},
"PRON__Gender=Neut|Number=Sing|Person=3|PronType=Prs": {
"noe": {LEMMA:PRON_LEMMA, "PronType": "Prs", "Number": "Sing", "Person": "Three", "Gender": "Neut"},
"det": {LEMMA:PRON_LEMMA, "PronType": "Prs", "Number": "Sing", "Person": "Three", "Gender": "Neut"}
},
"PRON__Gender=Fem,Masc|Number=Sing|Person=3|PronType=Prs": {
"ingen": {LEMMA:PRON_LEMMA, "PronType": "Prs", "Number": "Sing", "Person": "Three", "Gender": ("Fem", "Masc"), "Polarity": "Neg"}
},
"PRON__Number=Plur|Person=3|PronType=Prs": {
"ingen": {LEMMA:PRON_LEMMA, "PronType":"Prs", "Number": "Plur", "Person": "Three"}
},
"PRON__Number=Sing": {
"ingenting": {LEMMA:PRON_LEMMA, "Number": "Sing"}
},
"PRON__Number=Plur|Person=3|PronType=Prs": {
"alle": {LEMMA:PRON_LEMMA, "PronType": "Prs", "Number": "Plur", "Person": "Three"}
},
"PRON__Animacy=Anim|Number=Sing|PronType=Prs": {
"en": {LEMMA:PRON_LEMMA, "PronType": "Prs", "Number": "Sing"}
},
"PRON__Animacy=Anim|Case=Gen,Nom|Number=Sing|PronType=Prs": {
"ens": {LEMMA:PRON_LEMMA, "PronType": "Prs", "Number": "Sing", "Case": ("Gen", "Nom")}
},
"PRON__Animacy=Anim|Case=Gen|Number=Sing|PronType=Prs": {
"ens": {LEMMA: PRON_LEMMA, "PronType": "Prs", "Number": "Sing", "Case": "Gen"}
},
"DET__Case=Gen|Gender=Masc|Number=Sing": {
"ens": {LEMMA: "en", "Number": "Sing", "Case": "Gen"}
},
"DET__Gender=Masc|Number=Sing": {
"enhver": {LEMMA: "enhver", "Number": "Sing", "Gender": "Masc"},
"all": {LEMMA: "all", "Number": "Sing", "Gender": "Masc"},
"hver": {LEMMA: "hver", "Number": "Sing", "Gender": "Masc"}
},
"DET__Gender=Fem|Number=Sing": {
"enhver": {LEMMA: "enhver", "Number": "Sing", "Gender": "Fem"},
"all": {LEMMA: "all", "Number": "Sing", "Gender": "Fem"},
"hver": {LEMMA: "hver", "Number": "Sing", "Gender": "Fem"}
},
"DET__Gender=Neut|Number=Sing": {
"ethvert": {LEMMA: "enhver", "Number": "Sing", "Gender": "Neut"},
"alt": {LEMMA: "all", "Number": "Sing", "Gender": "Neut"},
"hvert": {LEMMA: "hver", "Number": "Sing", "Gender": "Neut"},
},
"DET__Gender=Masc|Number=Sing": {
"noen": {LEMMA: "noen", "Gender": "Masc", "Number": "Sing"},
"noe": {LEMMA: "noen", "Gender": "Masc", "Number": "Sing"}
},
"DET__Gender=Fem|Number=Sing": {
"noen": {LEMMA: "noen", "Gender": "Fem", "Number": "Sing"},
"noe": {LEMMA: "noen", "Gender": "Fem", "Number": "Sing"}
},
"DET__Gender=Neut|Number=Sing": {
"noe": {LEMMA: "noen", "Number": "Sing", "Gender": "Neut"}
},
"DET__Number=Plur": {
"noen": {LEMMA: "noen", "Number": "Plur"}
},
"DET__Gender=Neut|Number=Sing": {
"intet": {LEMMA: "ingen", "Gender": "Neut", "Number": "Sing"}
},
"DET__Gender=Masc|Number=Sing": {
"en": {LEMMA: "en", "Number": "Sing", "Gender": "Neut"}
},
"DET__Gender=Fem|Number=Sing": {
"ei": {LEMMA: "en", "Number": "Sing", "Gender": "Fem"}
},
"DET__Gender=Neut|Number=Sing": {
"et": {LEMMA: "en", "Number": "Sing", "Gender": "Neut"}
},
"DET__Gender=Neut|Number=Sing|PronType=Int": {
"hvilket": {LEMMA: "hvilken", "PronType": "Int", "Number": "Sing", "Gender": "Neut"}
},
"DET__Gender=Fem|Number=Sing|PronType=Int": {
"hvilken": {LEMMA: "hvilken", "PronType": "Int", "Number": "Sing", "Gender": "Fem"}
},
"DET__Gender=Masc|Number=Sing|PronType=Int": {
"hvilken": {LEMMA: "hvilken", "PronType": "Int", "Number": "Sing", "Gender": "Masc"}
},
"DET__Number=Plur|PronType=Int": {
"hvilke": {LEMMA: "hvilken", "PronType": "Int", "Number": "Plur"}
},
"DET__Number=Plur": {
"alle": {LEMMA: "all", "Number": "Plur"}
},
"PRON__Number=Plur|Person=3|PronType=Prs": {
"alle": {LEMMA: PRON_LEMMA, "PronType": "Prs", "Number": "Plur", "Person": "Three"}
},
"DET__Gender=Masc|Number=Sing|PronType=Dem": {
"den": {LEMMA: "den", "PronType": "Dem", "Number": "Sing", "Gender": "Masc"},
"slik": {LEMMA: "slik", "PronType": "Dem", "Number": "Sing", "Gender": "Masc"},
"denne": {LEMMA: "denne", "PronType": "Dem", "Number": "Sing", "Gender": "Masc"}
},
"DET__Gender=Fem|Number=Sing|PronType=Dem": {
"den": {LEMMA: "den", "PronType": "Dem", "Number": "Sing", "Gender": "Fem"},
"slik": {LEMMA: "slik", "PronType": "Dem", "Number": "Sing", "Gender": "Fem"},
"denne": {LEMMA: "denne", "PronType": "Dem", "Number": "Sing", "Gender": "Fem"}
},
"DET__Gender=Neut|Number=Sing|PronType=Dem": {
"det": {LEMMA: "det", "PronType": "Dem", "Number": "Sing", "Gender": "Neut"},
"slikt": {LEMMA: "slik", "PronType": "Dem", "Number": "Sing", "Gender": "Neut"},
"dette": {LEMMA: "dette", "PronType": "Dem", "Number": "Sing", "Gender": "Neut"}
},
"DET__Number=Plur|PronType=Dem": {
"disse": {LEMMA: "disse", "PronType": "Dem", "Number": "Plur"},
"andre": {LEMMA: "annen", "PronType": "Dem", "Number": "Plur"},
"de": {LEMMA: "de", "PronType": "Dem", "Number": "Plur"},
"slike": {LEMMA: "slik", "PronType": "Dem", "Number": "Plur"}
},
"DET__Definite=Ind|Gender=Masc|Number=Sing|PronType=Dem": {
"annen": {LEMMA: "annen", "PronType": "Dem", "Number": "Sing", "Gender": "Masc"}
},
"DET__Definite=Ind|Gender=Fem|Number=Sing|PronType=Dem": {
"annen": {LEMMA: "annen", "PronType": "Dem", "Number": "Sing", "Gender": "Fem"}
},
"DET__Definite=Ind|Gender=Neut|Number=Sing|PronType=Dem": {
"annet": {LEMMA: "annen", "PronType": "Dem", "Number": "Sing", "Gender": "Neut"}
},
"DET__Case=Gen|Definite=Ind|Gender=Masc|Number=Sing|PronType=Dem": {
"annens": {LEMMA: "annnen", "PronType": "Dem", "Number": "Sing", "Gender": "Masc", "Case": "Gen"}
},
"DET__Case=Gen|Number=Plur|PronType=Dem": {
"andres": {LEMMA: "annen", "PronType": "Dem", "Number": "Plur", "Case": "Gen"}
},
"DET__Case=Gen|Gender=Fem|Number=Sing|PronType=Dem": {
"dens": {LEMMA: "den", "PronType": "Dem", "Number": "Sing", "Gender": "Fem", "Case": "Gen"}
},
"DET__Case=Gen|Gender=Masc|Number=Sing|PronType=Dem": {
"hvis": {LEMMA: "hvis", "PronType": "Dem", "Number": "Sing", "Gender": "Masc", "Case": "Gen"},
"dens": {LEMMA: "den", "PronType": "Dem", "Number": "Sing", "Gender": "Masc", "Case": "Gen"}
},
"DET__Case=Gen|Gender=Neut|Number=Sing|PronType=Dem": {
"dets": {LEMMA: "det", "PronType": "Dem", "Number": "Sing", "Gender": "Neut", "Case": "Gen"}
},
"DET__Case=Gen|Number=Plur": {
"alles": {LEMMA: "all", "Number": "Plur", "Case": "Gen"}
},
"DET__Definite=Def|Number=Sing|PronType=Dem": {
"andre": {LEMMA: "annen", "Number": "Sing", "PronType": "Dem"}
},
"DET__Definite=Def|PronType=Dem": {
"samme": {LEMMA: "samme", "PronType": "Dem"},
"forrige": {LEMMA: "forrige", "PronType": "Dem"},
"neste": {LEMMA: "neste", "PronType": "Dem"},
},
"DET__Definite=Def": {
"selve": {LEMMA: "selve"},
"selveste": {LEMMA: "selveste"},
},
"DET___": {
"selv": {LEMMA: "selv"},
"endel": {LEMMA: "endel"}
},
"DET__Definite=Ind|Gender=Fem|Number=Sing": {
"egen": {LEMMA: "egen", "Gender": "Fem", "Number": "Sing"}
},
"DET__Definite=Ind|Gender=Masc|Number=Sing": {
"egen": {LEMMA: "egen", "Gender": "Masc", "Number": "Sing"}
},
"DET__Definite=Ind|Gender=Neut|Number=Sing": {
"eget": {LEMMA: "egen", "Gender": "Neut", "Number": "Sing"}
},
"DET__Number=Plur": {
"egne": {LEMMA: "egen", "Number": "Plur"}
},
"DET__Gender=Masc|Number=Sing": {
"ingen": {LEMMA: "ingen", "Gender": "Masc", "Number": "Sing"}
},
"DET__Number=Plur": {
"ingen": {LEMMA: "ingen", "Number": "Plur"}
},
#same wordform and pos (verb), have to specify the exact features in order to not mix them up
"VERB__Mood=Ind|Tense=Pres|VerbForm=Fin": {
"så": {LEMMA: "så", "VerbForm": "Fin", "Tense": "Pres", "Mood": "Ind"}
},
"VERB__Mood=Ind|Tense=Past|VerbForm=Fin": {
"så": {LEMMA: "se", "VerbForm": "Fin", "Tense": "Past", "Mood": "Ind"}
} }
} }
#copied from the English morph_rules.py
for tag, rules in MORPH_RULES.items():
for key, attrs in dict(rules).items():
rules[key.title()] = attrs

372
spacy/lang/nb/tag_map.py
View File

@ -1,216 +1,188 @@
# coding: utf8 # coding: utf8
"""Based on unique combinations form this dataset:
https://github.com/UniversalDependencies/UD_Norwegian-Bokmaal """
Tags are a combination of POS and morphological features from a yet
unpublished dataset developed by Schibsted, Nasjonalbiblioteket and LTG. The
data format is .conllu and follows the Universal Dependencies annotation. (There
are some annotation differences compared to this dataset:
https://github.com/UniversalDependencies/UD_Norwegian-Bokmaal
mainly in the way determiners and pronouns are tagged).
"""
Models can be trained using this. dataset as well."""
from __future__ import unicode_literals from __future__ import unicode_literals
from ...symbols import POS, PUNCT, ADJ, CONJ, CCONJ, SCONJ, SYM, NUM, DET, ADV, ADP, X, VERB from ...symbols import POS, PUNCT, ADJ, CONJ, CCONJ, SCONJ, SYM, NUM, DET, ADV, ADP, X, VERB
from ...symbols import NOUN, PROPN, PART, INTJ, SPACE, PRON, AUX from ...symbols import NOUN, PROPN, PART, INTJ, SPACE, PRON, AUX
TAG_MAP = { TAG_MAP = {
'NOUN__Definite=Ind|Gender=Neut|Number=Sing': {'morph': 'Definite=Ind|Gender=Neut|Number=Sing', POS: NOUN},
'CCONJ___': {'morph': '_', POS: CCONJ},
'NOUN__Definite=Ind|Gender=Masc|Number=Sing': {'morph': 'Definite=Ind|Gender=Masc|Number=Sing', POS: NOUN},
'ADP___': {'morph': '_', POS: ADP},
'NOUN__Definite=Def|Gender=Masc|Number=Sing': {'morph': 'Definite=Def|Gender=Masc|Number=Sing', POS: NOUN},
'NOUN__Definite=Ind|Gender=Neut|Number=Plur': {'morph': 'Definite=Ind|Gender=Neut|Number=Plur', POS: NOUN},
'PUNCT___': {'morph': '_', POS: PUNCT},
'VERB__Mood=Ind|Tense=Past|VerbForm=Fin': {'morph': 'Mood=Ind|Tense=Past|VerbForm=Fin', POS: VERB},
'DET__Gender=Masc|Number=Sing|PronType=Dem': {'morph': 'Gender=Masc|Number=Sing|PronType=Dem', POS: DET},
'ADJ__Definite=Def|Degree=Pos|Number=Sing': {'morph': 'Definite=Def|Degree=Pos|Number=Sing', POS: ADJ},
'PROPN___': {'morph': '_', POS: PROPN},
'X___': {'morph': '_', POS: X},
'VERB__Mood=Ind|Tense=Pres|VerbForm=Fin': {'morph': 'Mood=Ind|Tense=Pres|VerbForm=Fin', POS: VERB},
'NOUN__Definite=Def|Gender=Neut|Number=Sing': {'morph': 'Definite=Def|Gender=Neut|Number=Sing', POS: NOUN},
'PRON__PronType=Rel': {'morph': 'PronType=Rel', POS: PRON},
'AUX__Mood=Ind|Tense=Pres|VerbForm=Fin': {'morph': 'Mood=Ind|Tense=Pres|VerbForm=Fin', POS: AUX},
'ADJ__Definite=Ind|Gender=Neut|Number=Sing|VerbForm=Part': {'morph': 'Definite=Ind|Gender=Neut|Number=Sing|VerbForm=Part', POS: ADJ},
'ADJ__Definite=Ind|Degree=Pos|Number=Sing': {'morph': 'Definite=Ind|Degree=Pos|Number=Sing', POS: ADJ},
'NOUN__Definite=Ind|Gender=Fem|Number=Sing': {'morph': 'Definite=Ind|Gender=Fem|Number=Sing', POS: NOUN},
'ADJ__Number=Plur|VerbForm=Part': {'morph': 'Number=Plur|VerbForm=Part', POS: ADJ},
'NOUN__Definite=Ind|Gender=Fem|Number=Plur': {'morph': 'Definite=Ind|Gender=Fem|Number=Plur', POS: NOUN},
'ADV___': {'morph': '_', POS: ADV},
'PRON__Gender=Neut|Number=Sing|Person=3|PronType=Prs': {'morph': 'Gender=Neut|Number=Sing|Person=3|PronType=Prs', POS: PRON},
'ADJ__Definite=Ind|Number=Sing|VerbForm=Part': {'morph': 'Definite=Ind|Number=Sing|VerbForm=Part', POS: ADJ},
'VERB__VerbForm=Part': {'morph': 'VerbForm=Part', POS: VERB},
'NOUN__Definite=Ind|Gender=Masc|Number=Plur': {'morph': 'Definite=Ind|Gender=Masc|Number=Plur', POS: NOUN},
'ADJ__Definite=Ind|Degree=Pos|Gender=Neut|Number=Sing': {'morph': 'Definite=Ind|Degree=Pos|Gender=Neut|Number=Sing', POS: ADJ},
'ADJ__Degree=Pos|Number=Plur': {'morph': 'Degree=Pos|Number=Plur', POS: ADJ},
'NUM__Number=Plur|NumType=Card': {'morph': 'Number=Plur|NumType=Card', POS: NUM},
'NOUN__Definite=Def|Gender=Masc|Number=Plur': {'morph': 'Definite=Def|Gender=Masc|Number=Plur', POS: NOUN},
'PRON__Case=Acc|PronType=Prs|Reflex=Yes': {'morph': 'Case=Acc|PronType=Prs|Reflex=Yes', POS: PRON},
'NOUN__Case=Gen|Definite=Ind|Gender=Neut|Number=Sing': {'morph': 'Case=Gen|Definite=Ind|Gender=Neut|Number=Sing', POS: NOUN},
'PART___': {'morph': '_', POS: PART},
'VERB__VerbForm=Inf': {'morph': 'VerbForm=Inf', POS: VERB},
'PRON__Case=Nom|Number=Plur|Person=3|PronType=Prs': {'morph': 'Case=Nom|Number=Plur|Person=3|PronType=Prs', POS: PRON},
'AUX__Mood=Ind|Tense=Past|VerbForm=Fin': {'morph': 'Mood=Ind|Tense=Past|VerbForm=Fin', POS: AUX},
'PROPN__Gender=Fem': {'morph': 'Gender=Fem', POS: PROPN},
'NOUN___': {'morph': '_', POS: NOUN},
'PROPN__Gender=Masc': {'morph': 'Gender=Masc', POS: PROPN},
'DET__Gender=Neut|Number=Sing|PronType=Dem': {'morph': 'Gender=Neut|Number=Sing|PronType=Dem', POS: DET},
'DET__Gender=Masc|Number=Sing|PronType=Art': {'morph': 'Gender=Masc|Number=Sing|PronType=Art', POS: DET},
'NOUN__Case=Gen|Definite=Def|Gender=Masc|Number=Sing': {'morph': 'Case=Gen|Definite=Def|Gender=Masc|Number=Sing', POS: NOUN},
'PROPN__Abbr=Yes': {'morph': 'Abbr=Yes', POS: PROPN},
'ADV__Polarity=Neg': {'morph': 'Polarity=Neg', POS: ADV},
'SCONJ___': {'morph': '_', POS: SCONJ},
'DET__Number=Plur|Poss=Yes|PronType=Prs': {'morph': 'Number=Plur|Poss=Yes|PronType=Prs', POS: DET},
'NOUN__Case=Gen|Definite=Ind|Gender=Neut|Number=Plur': {'morph': 'Case=Gen|Definite=Ind|Gender=Neut|Number=Plur', POS: NOUN},
'PROPN__Case=Gen': {'morph': 'Case=Gen', POS: PROPN},
'DET__Gender=Fem|Number=Sing|PronType=Dem': {'morph': 'Gender=Fem|Number=Sing|PronType=Dem', POS: DET},
'DET__Gender=Masc|Number=Sing|Poss=Yes|PronType=Prs': {'morph': 'Gender=Masc|Number=Sing|Poss=Yes|PronType=Prs', POS: DET},
'ADJ__Definite=Def|Degree=Sup': {'morph': 'Definite=Def|Degree=Sup', POS: ADJ},
'PROPN__Case=Gen|Gender=Fem': {'morph': 'Case=Gen|Gender=Fem', POS: PROPN},
'DET__Number=Plur|PronType=Dem': {'morph': 'Number=Plur|PronType=Dem', POS: DET},
'NOUN__Case=Gen|Definite=Def|Gender=Neut|Number=Sing': {'morph': 'Case=Gen|Definite=Def|Gender=Neut|Number=Sing', POS: NOUN},
'ADJ__Definite=Ind|Degree=Sup': {'morph': 'Definite=Ind|Degree=Sup', POS: ADJ},
'NOUN__Definite=Def|Gender=Fem|Number=Plur': {'morph': 'Definite=Def|Gender=Fem|Number=Plur', POS: NOUN},
'PROPN__Gender=Neut': {'morph': 'Gender=Neut', POS: PROPN},
'DET__Number=Plur|PronType=Int': {'morph': 'Number=Plur|PronType=Int', POS: DET},
'NOUN__Definite=Def|Gender=Neut|Number=Plur': {'morph': 'Definite=Def|Gender=Neut|Number=Plur', POS: NOUN},
'DET__Definite=Def|PronType=Dem': {'morph': 'Definite=Def|PronType=Dem', POS: DET},
'DET__Gender=Neut|Number=Sing|PronType=Art': {'morph': 'Gender=Neut|Number=Sing|PronType=Art', POS: DET},
'VERB__Mood=Ind|Tense=Pres|VerbForm=Fin|Voice=Pass': {'morph': 'Mood=Ind|Tense=Pres|VerbForm=Fin|Voice=Pass', POS: VERB},
'PROPN__Abbr=Yes|Case=Gen': {'morph': 'Abbr=Yes|Case=Gen', POS: PROPN},
'PRON__Animacy=Hum|Case=Nom|Gender=Masc|Number=Sing|Person=3|PronType=Prs': {'morph': 'Animacy=Hum|Case=Nom|Gender=Masc|Number=Sing|Person=3|PronType=Prs', POS: PRON},
'ADJ__Degree=Cmp': {'morph': 'Degree=Cmp', POS: ADJ},
'ADJ__VerbForm=Part': {'morph': 'VerbForm=Part', POS: ADJ},
'DET__Gender=Neut|Number=Sing|Poss=Yes|PronType=Prs': {'morph': 'Gender=Neut|Number=Sing|Poss=Yes|PronType=Prs', POS: DET},
'ADP__Abbr=Yes': {'morph': 'Abbr=Yes', POS: ADP},
'DET__Definite=Ind|Gender=Neut|Number=Sing|PronType=Prs': {'morph': 'Definite=Ind|Gender=Neut|Number=Sing|PronType=Prs', POS: DET},
'NOUN__Case=Gen|Definite=Def|Gender=Neut|Number=Plur': {'morph': 'Case=Gen|Definite=Def|Gender=Neut|Number=Plur', POS: NOUN},
'AUX__VerbForm=Part': {'morph': 'VerbForm=Part', POS: AUX},
'PRON__PronType=Int': {'morph': 'PronType=Int', POS: PRON},
'DET__Gender=Fem|Number=Sing|Poss=Yes|PronType=Prs': {'morph': 'Gender=Fem|Number=Sing|Poss=Yes|PronType=Prs', POS: DET},
'PRON__Number=Plur|Person=3|PronType=Ind,Prs': {'morph': 'Number=Plur|Person=3|PronType=Ind,Prs', POS: PRON},
'DET__Number=Plur|PronType=Ind': {'morph': 'Number=Plur|PronType=Ind', POS: DET},
'ADJ__Degree=Pos': {'morph': 'Degree=Pos', POS: ADJ},
'PRON__Animacy=Hum|Case=Nom|Number=Plur|Person=1|PronType=Prs': {'morph': 'Animacy=Hum|Case=Nom|Number=Plur|Person=1|PronType=Prs', POS: PRON},
'VERB__VerbForm=Inf|Voice=Pass': {'morph': 'VerbForm=Inf|Voice=Pass', POS: VERB},
'DET__Definite=Ind|Gender=Fem|Number=Sing|PronType=Dem': {'morph': 'Definite=Ind|Gender=Fem|Number=Sing|PronType=Dem', POS: DET},
'DET__Gender=Neut|Number=Sing|PronType=Ind': {'morph': 'Gender=Neut|Number=Sing|PronType=Ind', POS: DET},
'PRON__Animacy=Hum|Case=Acc|Gender=Masc|Number=Sing|Person=3|PronType=Prs': {'morph': 'Animacy=Hum|Case=Acc|Gender=Masc|Number=Sing|Person=3|PronType=Prs', POS: PRON},
'PRON__Animacy=Hum|Case=Nom|Number=Sing|Person=1|PronType=Prs': {'morph': 'Animacy=Hum|Case=Nom|Number=Sing|Person=1|PronType=Prs', POS: PRON},
'DET__Number=Plur|Polarity=Neg|PronType=Neg': {'morph': 'Number=Plur|Polarity=Neg|PronType=Neg', POS: DET},
'NUM__NumType=Card': {'morph': 'NumType=Card', POS: NUM},
'DET__Gender=Masc|Number=Sing|PronType=Ind': {'morph': 'Gender=Masc|Number=Sing|PronType=Ind', POS: DET},
'DET__PronType=Prs': {'morph': 'PronType=Prs', POS: DET},
'DET__Gender=Fem|Number=Sing|PronType=Ind': {'morph': 'Gender=Fem|Number=Sing|PronType=Ind', POS: DET},
'PROPN__Case=Gen|Gender=Neut': {'morph': 'Case=Gen|Gender=Neut', POS: PROPN},
'DET__Gender=Masc|Number=Sing|Polarity=Neg|PronType=Neg': {'morph': 'Gender=Masc|Number=Sing|Polarity=Neg|PronType=Neg', POS: DET},
'ADJ__Definite=Def|Number=Sing|VerbForm=Part': {'morph': 'Definite=Def|Number=Sing|VerbForm=Part', POS: ADJ},
'PRON__Gender=Fem,Masc|Number=Sing|Person=3|PronType=Prs': {'morph': 'Gender=Fem,Masc|Number=Sing|Person=3|PronType=Prs', POS: PRON},
'AUX__VerbForm=Inf': {'morph': 'VerbForm=Inf', POS: AUX},
'PRON__Case=Acc|Number=Plur|Person=3|PronType=Prs': {'morph': 'Case=Acc|Number=Plur|Person=3|PronType=Prs', POS: PRON},
'ADJ__Case=Gen|Degree=Pos|Number=Plur': {'morph': 'Case=Gen|Degree=Pos|Number=Plur', POS: ADJ},
'DET__Number=Plur|PronType=Tot': {'morph': 'Number=Plur|PronType=Tot', POS: DET},
'DET__Case=Gen|Gender=Masc|Number=Sing|PronType=Dem': {'morph': 'Case=Gen|Gender=Masc|Number=Sing|PronType=Dem', POS: DET},
'DET__Number=Plur|PronType=Prs': {'morph': 'Number=Plur|PronType=Prs', POS: DET},
'SYM___': {'morph': '_', POS: SYM},
'NUM__Gender=Neut|Number=Sing|NumType=Card': {'morph': 'Gender=Neut|Number=Sing|NumType=Card', POS: NUM},
'PRON__Animacy=Hum|Case=Nom|Number=Sing|PronType=Prs': {'morph': 'Animacy=Hum|Case=Nom|Number=Sing|PronType=Prs', POS: PRON},
'DET__Definite=Ind|Gender=Masc|Number=Sing|PronType=Prs': {'morph': 'Definite=Ind|Gender=Masc|Number=Sing|PronType=Prs', POS: DET},
'NOUN__Case=Gen|Definite=Ind|Gender=Masc|Number=Sing': {'morph': 'Case=Gen|Definite=Ind|Gender=Masc|Number=Sing', POS: NOUN},
'ADV__Abbr=Yes': {'morph': 'Abbr=Yes', POS: ADV},
'DET__Definite=Ind|Gender=Neut|Number=Sing|PronType=Dem': {'morph': 'Definite=Ind|Gender=Neut|Number=Sing|PronType=Dem', POS: DET},
'DET__Gender=Masc|Number=Sing|PronType=Tot': {'morph': 'Gender=Masc|Number=Sing|PronType=Tot', POS: DET},
'DET__Definite=Def|PronType=Prs': {'morph': 'Definite=Def|PronType=Prs', POS: DET},
'PRON__Animacy=Hum|Case=Nom|Gender=Fem|Number=Sing|Person=3|PronType=Prs': {'morph': 'Animacy=Hum|Case=Nom|Gender=Fem|Number=Sing|Person=3|PronType=Prs', POS: PRON},
'NOUN__Gender=Neut': {'morph': 'Gender=Neut', POS: NOUN},
'DET__Gender=Neut|Number=Sing|PronType=Int': {'morph': 'Gender=Neut|Number=Sing|PronType=Int', POS: DET},
'NUM__Definite=Def|NumType=Card': {'morph': 'Definite=Def|NumType=Card', POS: NUM},
'VERB__Mood=Imp|VerbForm=Fin': {'morph': 'Mood=Imp|VerbForm=Fin', POS: VERB},
'NOUN__Definite=Ind|Number=Plur': {'morph': 'Definite=Ind|Number=Plur', POS: NOUN},
'DET__Gender=Neut|Number=Sing|PronType=Tot': {'morph': 'Gender=Neut|Number=Sing|PronType=Tot', POS: DET},
'DET__Gender=Fem|Number=Sing|PronType=Tot': {'morph': 'Gender=Fem|Number=Sing|PronType=Tot', POS: DET},
'PRON__Animacy=Hum|Case=Acc|Number=Plur|Person=1|PronType=Prs': {'morph': 'Animacy=Hum|Case=Acc|Number=Plur|Person=1|PronType=Prs', POS: PRON},
'PRON__Gender=Fem,Masc|Number=Sing|Person=3|Polarity=Neg|PronType=Neg,Prs': {'morph': 'Gender=Fem,Masc|Number=Sing|Person=3|Polarity=Neg|PronType=Neg,Prs', POS: PRON},
'PRON__Number=Plur|Person=3|Polarity=Neg|PronType=Neg,Prs': {'morph': 'Number=Plur|Person=3|Polarity=Neg|PronType=Neg,Prs', POS: PRON},
'NUM__Definite=Def|Number=Sing|NumType=Card': {'morph': 'Definite=Def|Number=Sing|NumType=Card', POS: NUM},
'NUM__Gender=Masc|Number=Sing|NumType=Card': {'morph': 'Gender=Masc|Number=Sing|NumType=Card', POS: NUM},
'DET__Definite=Ind|Gender=Masc|Number=Sing|PronType=Dem': {'morph': 'Definite=Ind|Gender=Masc|Number=Sing|PronType=Dem', POS: DET},
'NOUN__Case=Gen|Definite=Def|Gender=Fem|Number=Plur': {'morph': 'Case=Gen|Definite=Def|Gender=Fem|Number=Plur', POS: NOUN},
'DET__Case=Gen|Gender=Neut|Number=Sing|PronType=Dem': {'morph': 'Case=Gen|Gender=Neut|Number=Sing|PronType=Dem', POS: DET},
'PRON__Animacy=Hum|Number=Sing|PronType=Art,Prs': {'morph': 'Animacy=Hum|Number=Sing|PronType=Art,Prs', POS: PRON},
'AUX__Mood=Imp|VerbForm=Fin': {'morph': 'Mood=Imp|VerbForm=Fin', POS: AUX},
'PRON__Number=Plur|Person=3|PronType=Prs,Tot': {'morph': 'Number=Plur|Person=3|PronType=Prs,Tot', POS: PRON},
'ADJ__Number=Plur': {'morph': 'Number=Plur', POS: ADJ},
'NOUN__Gender=Masc': {'morph': 'Gender=Masc', POS: NOUN},
'NOUN__Abbr=Yes': {'morph': 'Abbr=Yes', POS: NOUN},
'NOUN__Case=Gen|Definite=Ind|Gender=Masc|Number=Plur': {'morph': 'Case=Gen|Definite=Ind|Gender=Masc|Number=Plur', POS: NOUN},
'PRON__Gender=Neut|Number=Sing|Person=3|PronType=Ind,Prs': {'morph': 'Gender=Neut|Number=Sing|Person=3|PronType=Ind,Prs', POS: PRON},
'INTJ___': {'morph': '_', POS: INTJ},
'PRON__Animacy=Hum|Case=Nom|Number=Sing|Person=2|PronType=Prs': {'morph': 'Animacy=Hum|Case=Nom|Number=Sing|Person=2|PronType=Prs', POS: PRON},
'PRON__Animacy=Hum|Case=Acc|Number=Sing|Person=1|PronType=Prs': {'morph': 'Animacy=Hum|Case=Acc|Number=Sing|Person=1|PronType=Prs', POS: PRON},
'NOUN__Case=Gen|Definite=Def|Gender=Masc|Number=Plur': {'morph': 'Case=Gen|Definite=Def|Gender=Masc|Number=Plur', POS: NOUN},
'ADJ___': {'morph': '_', POS: ADJ},
'PRON__Animacy=Hum|Case=Acc|Gender=Fem|Number=Sing|Person=3|PronType=Prs': {'morph': 'Animacy=Hum|Case=Acc|Gender=Fem|Number=Sing|Person=3|PronType=Prs', POS: PRON},
'PRON__Animacy=Hum|Case=Acc|Number=Sing|Person=2|PronType=Prs': {'morph': 'Animacy=Hum|Case=Acc|Number=Sing|Person=2|PronType=Prs', POS: PRON},
'NOUN__Definite=Def|Gender=Fem|Number=Sing': {'morph': 'Definite=Def|Gender=Fem|Number=Sing', POS: NOUN},
'PRON__Number=Sing|Polarity=Neg|PronType=Neg': {'morph': 'Number=Sing|Polarity=Neg|PronType=Neg', POS: PRON},
'NOUN__Case=Gen': {'morph': 'Case=Gen', POS: NOUN},
'ADJ__Definite=Ind|Number=Sing': {'morph': 'Definite=Ind|Number=Sing', POS: ADJ},
'PROPN__Case=Gen|Gender=Masc': {'morph': 'Case=Gen|Gender=Masc', POS: PROPN},
'PRON__Animacy=Hum|Number=Plur|PronType=Rcp': {'morph': 'Animacy=Hum|Number=Plur|PronType=Rcp', POS: PRON},
'NOUN__Case=Gen|Definite=Ind|Gender=Fem|Number=Sing': {'morph': 'Case=Gen|Definite=Ind|Gender=Fem|Number=Sing', POS: NOUN},
'PRON__Number=Plur|Person=3|PronType=Prs': {'morph': 'Number=Plur|Person=3|PronType=Prs', POS: PRON},
'PRON__Gender=Fem,Masc|Number=Sing|Person=3|PronType=Ind,Prs': {'morph': 'Gender=Fem,Masc|Number=Sing|Person=3|PronType=Ind,Prs', POS: PRON},
'DET__Definite=Ind|Gender=Fem|Number=Sing|PronType=Prs': {'morph': 'Definite=Ind|Gender=Fem|Number=Sing|PronType=Prs', POS: DET},
'NOUN__Case=Gen|Definite=Def|Gender=Fem|Number=Sing': {'morph': 'Case=Gen|Definite=Def|Gender=Fem|Number=Sing', POS: NOUN},
'DET__Gender=Fem|Number=Sing|PronType=Art': {'morph': 'Gender=Fem|Number=Sing|PronType=Art', POS: DET},
'ADJ__Case=Gen|Definite=Def|Degree=Pos|Number=Sing': {'morph': 'Case=Gen|Definite=Def|Degree=Pos|Number=Sing', POS: ADJ}, 'ADJ__Case=Gen|Definite=Def|Degree=Pos|Number=Sing': {'morph': 'Case=Gen|Definite=Def|Degree=Pos|Number=Sing', POS: ADJ},
'DET__Gender=Masc|Number=Sing|PronType=Int': {'morph': 'Gender=Masc|Number=Sing|PronType=Int', POS: DET}, 'ADJ__Case=Gen|Definite=Def|Number=Sing': {'morph': 'Case=Gen|Definite=Def|Number=Sing', POS: ADJ},
'NUM__Number=Sing|NumType=Card': {'morph': 'Number=Sing|NumType=Card', POS: NUM},
'PRON__Animacy=Hum|Case=Acc|Number=Plur|Person=2|PronType=Prs': {'morph': 'Animacy=Hum|Case=Acc|Number=Plur|Person=2|PronType=Prs', POS: PRON},
'PRON__Animacy=Hum|Case=Nom|Number=Plur|Person=2|PronType=Prs': {'morph': 'Animacy=Hum|Case=Nom|Number=Plur|Person=2|PronType=Prs', POS: PRON},
'ADJ__Case=Gen|Definite=Ind|Degree=Pos|Gender=Neut|Number=Sing': {'morph': 'Case=Gen|Definite=Ind|Degree=Pos|Gender=Neut|Number=Sing', POS: ADJ}, 'ADJ__Case=Gen|Definite=Ind|Degree=Pos|Gender=Neut|Number=Sing': {'morph': 'Case=Gen|Definite=Ind|Degree=Pos|Gender=Neut|Number=Sing', POS: ADJ},
'ADJ__Degree=Sup': {'morph': 'Degree=Sup', POS: ADJ},
'PRON__Animacy=Hum|PronType=Int': {'morph': 'Animacy=Hum|PronType=Int', POS: PRON},
'DET__PronType=Ind': {'morph': 'PronType=Ind', POS: DET},
'DET__Definite=Def|Number=Sing|PronType=Dem': {'morph': 'Definite=Def|Number=Sing|PronType=Dem', POS: DET},
'NOUN__Gender=Fem': {'morph': 'Gender=Fem', POS: NOUN},
'DET__Case=Gen|Number=Plur|PronType=Dem': {'morph': 'Case=Gen|Number=Plur|PronType=Dem', POS: DET},
'PRON__Gender=Fem,Masc|Number=Sing|Person=3|PronType=Prs,Tot': {'morph': 'Gender=Fem,Masc|Number=Sing|Person=3|PronType=Prs,Tot', POS: PRON},
'NOUN__Case=Gen|Definite=Ind|Gender=Fem|Number=Plur': {'morph': 'Case=Gen|Definite=Ind|Gender=Fem|Number=Plur', POS: NOUN},
'DET__Gender=Neut|Number=Sing|Polarity=Neg|PronType=Neg': {'morph': 'Gender=Neut|Number=Sing|Polarity=Neg|PronType=Neg', POS: DET},
'NOUN__Number=Plur': {'morph': 'Number=Plur', POS: NOUN},
'ADJ__Case=Gen|Definite=Ind|Degree=Pos|Number=Sing': {'morph': 'Case=Gen|Definite=Ind|Degree=Pos|Number=Sing', POS: ADJ}, 'ADJ__Case=Gen|Definite=Ind|Degree=Pos|Number=Sing': {'morph': 'Case=Gen|Definite=Ind|Degree=Pos|Number=Sing', POS: ADJ},
'VERB__Definite=Ind|Number=Sing|VerbForm=Part': {'morph': 'Definite=Ind|Number=Sing|VerbForm=Part', POS: VERB},
'ADJ__Case=Gen|Definite=Def|Number=Sing|VerbForm=Part': {'morph': 'Case=Gen|Definite=Def|Number=Sing|VerbForm=Part', POS: ADJ},
'VERB__Mood=Ind|Tense=Past|VerbForm=Fin|Voice=Pass': {'morph': 'Mood=Ind|Tense=Past|VerbForm=Fin|Voice=Pass', POS: VERB},
'DET__Gender=Neut|Number=Sing|PronType=Dem,Ind': {'morph': 'Gender=Neut|Number=Sing|PronType=Dem,Ind', POS: DET},
'PRON__Animacy=Hum|Poss=Yes|PronType=Int': {'morph': 'Animacy=Hum|Poss=Yes|PronType=Int', POS: PRON},
'ADJ__Abbr=Yes': {'morph': 'Abbr=Yes', POS: ADJ},
'DET__Case=Gen|Gender=Masc|Number=Sing|PronType=Art': {'morph': 'Case=Gen|Gender=Masc|Number=Sing|PronType=Art', POS: DET},
'NOUN__Abbr=Yes|Definite=Def,Ind|Gender=Masc|Number=Sing': {'morph': 'Abbr=Yes|Definite=Def,Ind|Gender=Masc|Number=Sing', POS: NOUN},
'PRON__PronType=Prs': {'morph': 'PronType=Prs', POS: PRON},
'DET__Case=Gen|Gender=Fem|Number=Sing|PronType=Dem': {'morph': 'Case=Gen|Gender=Fem|Number=Sing|PronType=Dem', POS: DET},
'DET__Number=Plur|Poss=Yes|PronType=Rcp': {'morph': 'Number=Plur|Poss=Yes|PronType=Rcp', POS: DET},
'ADJ__Definite=Ind|Degree=Pos': {'morph': 'Definite=Ind|Degree=Pos', POS: ADJ},
'DET__Number=Plur|PronType=Art': {'morph': 'Number=Plur|PronType=Art', POS: DET},
'NUM__Case=Gen|Number=Plur|NumType=Card': {'morph': 'Case=Gen|Number=Plur|NumType=Card', POS: NUM},
'NOUN__Abbr=Yes|Definite=Def,Ind|Gender=Neut|Number=Plur,Sing': {'morph': 'Abbr=Yes|Definite=Def,Ind|Gender=Neut|Number=Plur,Sing', POS: NOUN},
'DET__Case=Gen|Number=Plur|PronType=Tot': {'morph': 'Case=Gen|Number=Plur|PronType=Tot', POS: DET},
'NOUN__Abbr=Yes|Definite=Def,Ind|Gender=Masc|Number=Plur,Sing': {'morph': 'Abbr=Yes|Definite=Def,Ind|Gender=Masc|Number=Plur,Sing', POS: NOUN},
'DET__Gender=Fem|Number=Sing|PronType=Int': {'morph': 'Gender=Fem|Number=Sing|PronType=Int', POS: DET},
'ADJ__Definite=Ind|Gender=Neut|Number=Sing': {'morph': 'Definite=Ind|Gender=Neut|Number=Sing', POS: ADJ},
'DET__Case=Gen|Definite=Ind|Gender=Masc|Number=Sing|PronType=Dem': {'morph': 'Case=Gen|Definite=Ind|Gender=Masc|Number=Sing|PronType=Dem', POS: DET},
'DET__Gender=Fem|Number=Sing|PronType=Prs': {'morph': 'Gender=Fem|Number=Sing|PronType=Prs', POS: DET},
'PRON__Animacy=Hum|Case=Gen,Nom|Number=Sing|PronType=Art,Prs': {'morph': 'Animacy=Hum|Case=Gen,Nom|Number=Sing|PronType=Art,Prs', POS: PRON},
'ADJ__Definite=Def|Degree=Pos|Gender=Masc|Number=Sing': {'morph': 'Definite=Def|Degree=Pos|Gender=Masc|Number=Sing', POS: ADJ},
'PRON__Animacy=Hum|Case=Gen|Number=Sing|PronType=Art,Prs': {'morph': 'Animacy=Hum|Case=Gen|Number=Sing|PronType=Art,Prs', POS: PRON},
'NUM__Gender=Fem|Number=Sing|NumType=Card': {'morph': 'Gender=Fem|Number=Sing|NumType=Card', POS: NUM},
'NOUN__Definite=Ind|Gender=Masc': {'morph': 'Definite=Ind|Gender=Masc', POS: NOUN},
'NOUN__Definite=Def|Number=Plur': {'morph': 'Definite=Def|Number=Plur', POS: NOUN},
'ADJ__Number=Sing|VerbForm=Part': {'morph': 'Number=Sing|VerbForm=Part', POS: ADJ},
'ADJ__Definite=Ind|Gender=Masc|Number=Sing|VerbForm=Part': {'morph': 'Definite=Ind|Gender=Masc|Number=Sing|VerbForm=Part', POS: ADJ},
'NOUN__Abbr=Yes|Gender=Masc': {'morph': 'Abbr=Yes|Gender=Masc', POS: NOUN},
'NOUN__Abbr=Yes|Case=Gen': {'morph': 'Abbr=Yes|Case=Gen', POS: NOUN},
'VERB__Abbr=Yes|Mood=Ind|Tense=Pres|VerbForm=Fin': {'morph': 'Abbr=Yes|Mood=Ind|Tense=Pres|VerbForm=Fin', POS: VERB},
'ADJ__Abbr=Yes|Degree=Pos': {'morph': 'Abbr=Yes|Degree=Pos', POS: ADJ},
'NOUN__Case=Gen|Gender=Fem': {'morph': 'Case=Gen|Gender=Fem', POS: NOUN},
'ADJ__Case=Gen|Degree=Cmp': {'morph': 'Case=Gen|Degree=Cmp', POS: ADJ}, 'ADJ__Case=Gen|Degree=Cmp': {'morph': 'Case=Gen|Degree=Cmp', POS: ADJ},
'ADJ__Case=Gen|Degree=Pos|Number=Plur': {'morph': 'Case=Gen|Degree=Pos|Number=Plur', POS: ADJ},
'ADJ__Definite=Def|Degree=Pos|Gender=Masc|Number=Sing': {'morph': 'Definite=Def|Degree=Pos|Gender=Masc|Number=Sing', POS: ADJ},
'ADJ__Definite=Def|Degree=Pos|Number=Sing': {'morph': 'Definite=Def|Degree=Pos|Number=Sing', POS: ADJ},
'ADJ__Definite=Def|Degree=Sup': {'morph': 'Definite=Def|Degree=Sup', POS: ADJ},
'ADJ__Definite=Def|Number=Sing': {'morph': 'Definite=Def|Number=Sing', POS: ADJ},
'ADJ__Definite=Ind|Degree=Pos': {'morph': 'Definite=Ind|Degree=Pos', POS: ADJ},
'ADJ__Definite=Ind|Degree=Pos|Gender=Masc|Number=Sing': {'morph': 'Definite=Ind|Degree=Pos|Gender=Masc|Number=Sing', POS: ADJ}, 'ADJ__Definite=Ind|Degree=Pos|Gender=Masc|Number=Sing': {'morph': 'Definite=Ind|Degree=Pos|Gender=Masc|Number=Sing', POS: ADJ},
'ADJ__Definite=Ind|Degree=Pos|Gender=Neut|Number=Sing': {'morph': 'Definite=Ind|Degree=Pos|Gender=Neut|Number=Sing', POS: ADJ},
'ADJ__Definite=Ind|Degree=Pos|Number=Sing': {'morph': 'Definite=Ind|Degree=Pos|Number=Sing', POS: ADJ},
'ADJ__Definite=Ind|Degree=Sup': {'morph': 'Definite=Ind|Degree=Sup', POS: ADJ},
'ADJ__Definite=Ind|Gender=Masc|Number=Sing': {'morph': 'Definite=Ind|Gender=Masc|Number=Sing', POS: ADJ},
'ADJ__Definite=Ind|Gender=Neut|Number=Sing': {'morph': 'Definite=Ind|Gender=Neut|Number=Sing', POS: ADJ},
'ADJ__Definite=Ind|Number=Sing': {'morph': 'Definite=Ind|Number=Sing', POS: ADJ},
'ADJ__Degree=Cmp': {'morph': 'Degree=Cmp', POS: ADJ},
'ADJ__Degree=Pos': {'morph': 'Degree=Pos', POS: ADJ},
'ADJ__Degree=Pos|Number=Plur': {'morph': 'Degree=Pos|Number=Plur', POS: ADJ},
'ADJ__Degree=Sup': {'morph': 'Degree=Sup', POS: ADJ},
'ADJ__Number=Plur': {'morph': 'Number=Plur', POS: ADJ},
'ADJ__Number=Plur|VerbForm=Part': {'morph': 'Number=Plur|VerbForm=Part', POS: ADJ},
'ADJ__Number=Sing': {'morph': 'Number=Sing', POS: ADJ},
'ADJ___': {'morph': '_', POS: ADJ},
'ADP___': {'morph': '_', POS: ADP},
'ADV___': {'morph': '_', POS: ADV},
'AUX__Mood=Imp|VerbForm=Fin': {'morph': 'Mood=Imp|VerbForm=Fin', POS: AUX},
'AUX__Mood=Ind|Tense=Past|VerbForm=Fin': {'morph': 'Mood=Ind|Tense=Past|VerbForm=Fin', POS: AUX},
'AUX__Mood=Ind|Tense=Pres|VerbForm=Fin': {'morph': 'Mood=Ind|Tense=Pres|VerbForm=Fin', POS: AUX},
'AUX__Mood=Ind|Tense=Pres|VerbForm=Fin|Voice=Pass': {'morph': 'Mood=Ind|Tense=Pres|VerbForm=Fin|Voice=Pass', POS: AUX},
'AUX__VerbForm=Inf': {'morph': 'VerbForm=Inf', POS: AUX},
'AUX__VerbForm=Part': {'morph': 'VerbForm=Part', POS: AUX},
'CONJ___': {'morph': '_', POS: CONJ},
'DET__Case=Gen|Definite=Ind|Gender=Masc|Number=Sing|PronType=Dem': {'morph': 'Case=Gen|Definite=Ind|Gender=Masc|Number=Sing|PronType=Dem', POS: DET},
'DET__Case=Gen|Gender=Fem|Number=Sing|PronType=Dem': {'morph': 'Case=Gen|Gender=Fem|Number=Sing|PronType=Dem', POS: DET},
'DET__Case=Gen|Gender=Masc|Number=Sing': {'morph': 'Case=Gen|Gender=Masc|Number=Sing', POS: DET},
'DET__Case=Gen|Gender=Masc|Number=Sing|PronType=Dem': {'morph': 'Case=Gen|Gender=Masc|Number=Sing|PronType=Dem', POS: DET},
'DET__Case=Gen|Gender=Neut|Number=Sing|PronType=Dem': {'morph': 'Case=Gen|Gender=Neut|Number=Sing|PronType=Dem', POS: DET},
'DET__Case=Gen|Number=Plur': {'morph': 'Case=Gen|Number=Plur', POS: DET},
'DET__Case=Gen|Number=Plur|PronType=Dem': {'morph': 'Case=Gen|Number=Plur|PronType=Dem', POS: DET},
'DET__Definite=Def': {'morph': 'Definite=Def', POS: DET},
'DET__Definite=Def|Number=Sing|PronType=Dem': {'morph': 'Definite=Def|Number=Sing|PronType=Dem', POS: DET},
'DET__Definite=Def|PronType=Dem': {'morph': 'Definite=Def|PronType=Dem', POS: DET},
'DET__Definite=Ind|Gender=Fem|Number=Sing': {'morph': 'Definite=Ind|Gender=Fem|Number=Sing', POS: DET},
'DET__Definite=Ind|Gender=Fem|Number=Sing|PronType=Dem': {'morph': 'Definite=Ind|Gender=Fem|Number=Sing|PronType=Dem', POS: DET},
'DET__Definite=Ind|Gender=Masc|Number=Sing': {'morph': 'Definite=Ind|Gender=Masc|Number=Sing', POS: DET},
'DET__Definite=Ind|Gender=Masc|Number=Sing|PronType=Dem': {'morph': 'Definite=Ind|Gender=Masc|Number=Sing|PronType=Dem', POS: DET},
'DET__Definite=Ind|Gender=Neut|Number=Sing': {'morph': 'Definite=Ind|Gender=Neut|Number=Sing', POS: DET},
'DET__Definite=Ind|Gender=Neut|Number=Sing|PronType=Dem': {'morph': 'Definite=Ind|Gender=Neut|Number=Sing|PronType=Dem', POS: DET},
'DET__Degree=Pos|Number=Plur': {'morph': 'Degree=Pos|Number=Plur', POS: DET},
'DET__Gender=Fem|Number=Sing': {'morph': 'Gender=Fem|Number=Sing', POS: DET},
'DET__Gender=Fem|Number=Sing|Poss=Yes': {'morph': 'Gender=Fem|Number=Sing|Poss=Yes', POS: DET},
'DET__Gender=Fem|Number=Sing|PronType=Dem': {'morph': 'Gender=Fem|Number=Sing|PronType=Dem', POS: DET},
'DET__Gender=Fem|Number=Sing|PronType=Int': {'morph': 'Gender=Fem|Number=Sing|PronType=Int', POS: DET},
'DET__Gender=Masc|Number=Sing': {'morph': 'Gender=Masc|Number=Sing', POS: DET},
'DET__Gender=Masc|Number=Sing|Poss=Yes': {'morph': 'Gender=Masc|Number=Sing|Poss=Yes', POS: DET},
'DET__Gender=Masc|Number=Sing|PronType=Dem': {'morph': 'Gender=Masc|Number=Sing|PronType=Dem', POS: DET},
'DET__Gender=Masc|Number=Sing|PronType=Int': {'morph': 'Gender=Masc|Number=Sing|PronType=Int', POS: DET},
'DET__Gender=Neut|Number=Sing': {'morph': 'Gender=Neut|Number=Sing', POS: DET},
'DET__Gender=Neut|Number=Sing|Poss=Yes': {'morph': 'Gender=Neut|Number=Sing|Poss=Yes', POS: DET},
'DET__Gender=Neut|Number=Sing|PronType=Dem': {'morph': 'Gender=Neut|Number=Sing|PronType=Dem', POS: DET},
'DET__Gender=Neut|Number=Sing|PronType=Int': {'morph': 'Gender=Neut|Number=Sing|PronType=Int', POS: DET},
'DET__Number=Plur': {'morph': 'Number=Plur', POS: DET},
'DET__Number=Plur|Poss=Yes': {'morph': 'Number=Plur|Poss=Yes', POS: DET},
'DET__Number=Plur|Poss=Yes|PronType=Rcp': {'morph': 'Number=Plur|Poss=Yes|PronType=Rcp', POS: DET},
'DET__Number=Plur|PronType=Dem': {'morph': 'Number=Plur|PronType=Dem', POS: DET},
'DET__Number=Plur|PronType=Int': {'morph': 'Number=Plur|PronType=Int', POS: DET},
'DET___': {'morph': '_', POS: DET},
'INTJ___': {'morph': '_', POS: INTJ},
'NOUN__Case=Gen': {'morph': 'Case=Gen', POS: NOUN},
'NOUN__Case=Gen|Definite=Def|Gender=Fem|Number=Plur': {'morph': 'Case=Gen|Definite=Def|Gender=Fem|Number=Plur', POS: NOUN},
'NOUN__Case=Gen|Definite=Def|Gender=Fem|Number=Sing': {'morph': 'Case=Gen|Definite=Def|Gender=Fem|Number=Sing', POS: NOUN},
'NOUN__Case=Gen|Definite=Def|Gender=Masc|Number=Plur': {'morph': 'Case=Gen|Definite=Def|Gender=Masc|Number=Plur', POS: NOUN},
'NOUN__Case=Gen|Definite=Def|Gender=Masc|Number=Sing': {'morph': 'Case=Gen|Definite=Def|Gender=Masc|Number=Sing', POS: NOUN},
'NOUN__Case=Gen|Definite=Def|Gender=Neut|Number=Plur': {'morph': 'Case=Gen|Definite=Def|Gender=Neut|Number=Plur', POS: NOUN},
'NOUN__Case=Gen|Definite=Def|Gender=Neut|Number=Sing': {'morph': 'Case=Gen|Definite=Def|Gender=Neut|Number=Sing', POS: NOUN},
'NOUN__Case=Gen|Definite=Ind|Gender=Fem|Number=Plur': {'morph': 'Case=Gen|Definite=Ind|Gender=Fem|Number=Plur', POS: NOUN},
'NOUN__Case=Gen|Definite=Ind|Gender=Fem|Number=Sing': {'morph': 'Case=Gen|Definite=Ind|Gender=Fem|Number=Sing', POS: NOUN},
'NOUN__Case=Gen|Definite=Ind|Gender=Masc|Number=Plur': {'morph': 'Case=Gen|Definite=Ind|Gender=Masc|Number=Plur', POS: NOUN},
'NOUN__Case=Gen|Definite=Ind|Gender=Masc|Number=Sing': {'morph': 'Case=Gen|Definite=Ind|Gender=Masc|Number=Sing', POS: NOUN},
'NOUN__Case=Gen|Definite=Ind|Gender=Neut|Number=Plur': {'morph': 'Case=Gen|Definite=Ind|Gender=Neut|Number=Plur', POS: NOUN},
'NOUN__Case=Gen|Definite=Ind|Gender=Neut|Number=Sing': {'morph': 'Case=Gen|Definite=Ind|Gender=Neut|Number=Sing', POS: NOUN},
'NOUN__Case=Gen|Gender=Fem': {'morph': 'Case=Gen|Gender=Fem', POS: NOUN},
'NOUN__Definite=Def,Ind|Gender=Masc|Number=Plur,Sing': {'morph': 'Definite=Def', POS: NOUN},
'NOUN__Definite=Def,Ind|Gender=Masc|Number=Sing': {'morph': 'Definite=Def', POS: NOUN},
'NOUN__Definite=Def,Ind|Gender=Neut|Number=Plur,Sing': {'morph': 'Definite=Def', POS: NOUN},
'NOUN__Definite=Def|Gender=Fem|Number=Plur': {'morph': 'Definite=Def|Gender=Fem|Number=Plur', POS: NOUN},
'NOUN__Definite=Def|Gender=Fem|Number=Sing': {'morph': 'Definite=Def|Gender=Fem|Number=Sing', POS: NOUN},
'NOUN__Definite=Def|Gender=Masc|Number=Plur': {'morph': 'Definite=Def|Gender=Masc|Number=Plur', POS: NOUN},
'NOUN__Definite=Def|Gender=Masc|Number=Sing': {'morph': 'Definite=Def|Gender=Masc|Number=Sing', POS: NOUN},
'NOUN__Definite=Def|Gender=Neut|Number=Plur': {'morph': 'Definite=Def|Gender=Neut|Number=Plur', POS: NOUN},
'NOUN__Definite=Def|Gender=Neut|Number=Sing': {'morph': 'Definite=Def|Gender=Neut|Number=Sing', POS: NOUN},
'NOUN__Definite=Def|Number=Plur': {'morph': 'Definite=Def|Number=Plur', POS: NOUN},
'NOUN__Definite=Ind|Gender=Fem|Number=Plur': {'morph': 'Definite=Ind|Gender=Fem|Number=Plur', POS: NOUN},
'NOUN__Definite=Ind|Gender=Fem|Number=Sing': {'morph': 'Definite=Ind|Gender=Fem|Number=Sing', POS: NOUN},
'NOUN__Definite=Ind|Gender=Masc': {'morph': 'Definite=Ind|Gender=Masc', POS: NOUN},
'NOUN__Definite=Ind|Gender=Masc|Number=Plur': {'morph': 'Definite=Ind|Gender=Masc|Number=Plur', POS: NOUN},
'NOUN__Definite=Ind|Gender=Masc|Number=Sing': {'morph': 'Definite=Ind|Gender=Masc|Number=Sing', POS: NOUN},
'NOUN__Definite=Ind|Gender=Neut|Number=Plur': {'morph': 'Definite=Ind|Gender=Neut|Number=Plur', POS: NOUN},
'NOUN__Definite=Ind|Gender=Neut|Number=Sing': {'morph': 'Definite=Ind|Gender=Neut|Number=Sing', POS: NOUN},
'NOUN__Definite=Ind|Number=Plur': {'morph': 'Definite=Ind|Number=Plur', POS: NOUN},
'NOUN__Gender=Fem': {'morph': 'Gender=Fem', POS: NOUN},
'NOUN__Gender=Masc': {'morph': 'Gender=Masc', POS: NOUN},
'NOUN__Gender=Masc|Number=Sing': {'morph': 'Gender=Masc|Number=Sing', POS: NOUN}, 'NOUN__Gender=Masc|Number=Sing': {'morph': 'Gender=Masc|Number=Sing', POS: NOUN},
'NOUN__Gender=Neut': {'morph': 'Gender=Neut', POS: NOUN},
'NOUN__Number=Plur': {'morph': 'Number=Plur', POS: NOUN},
'NOUN___': {'morph': '_', POS: NOUN},
'NUM__Case=Gen|Number=Plur': {'morph': 'Case=Gen|Number=Plur', POS: NUM},
'NUM__Definite=Def': {'morph': 'Definite=Def', POS: NUM},
'NUM__Definite=Def|Number=Sing': {'morph': 'Definite=Def|Number=Sing', POS: NUM},
'NUM__Gender=Fem|Number=Sing': {'morph': 'Gender=Fem|Number=Sing', POS: NUM},
'NUM__Gender=Masc|Number=Sing': {'morph': 'Gender=Masc|Number=Sing', POS: NUM},
'NUM__Gender=Neut|Number=Sing': {'morph': 'Gender=Neut|Number=Sing', POS: NUM},
'NUM__Number=Plur': {'morph': 'Number=Plur', POS: NUM},
'NUM__Number=Sing': {'morph': 'Number=Sing', POS: NUM},
'NUM___': {'morph': '_', POS: NUM},
'PART___': {'morph': '_', POS: PART},
'PRON__Animacy=Anim|Case=Acc|Gender=Fem|Number=Sing|Person=3|PronType=Prs': {'morph': 'Animacy=Anim|Case=Acc|Gender=Fem|Number=Sing|Person=', POS: PRON},
'PRON__Animacy=Anim|Case=Acc|Gender=Masc|Number=Sing|Person=3|PronType=Prs': {'morph': 'Animacy=Anim|Case=Acc|Gender=Masc|Number=Sing|Person=', POS: PRON},
'PRON__Animacy=Anim|Case=Acc|Number=Plur|Person=1|PronType=Prs': {'morph': 'Animacy=Anim|Case=Acc|Number=Plur|Person=', POS: PRON},
'PRON__Animacy=Anim|Case=Acc|Number=Plur|Person=2|PronType=Prs': {'morph': 'Animacy=Anim|Case=Acc|Number=Plur|Person=', POS: PRON},
'PRON__Animacy=Anim|Case=Acc|Number=Sing|Person=1|PronType=Prs': {'morph': 'Animacy=Anim|Case=Acc|Number=Sing|Person=', POS: PRON},
'PRON__Animacy=Anim|Case=Acc|Number=Sing|Person=2|PronType=Prs': {'morph': 'Animacy=Anim|Case=Acc|Number=Sing|Person=', POS: PRON},
'PRON__Animacy=Anim|Case=Gen,Nom|Number=Sing|PronType=Prs': {'morph': 'Animacy=Anim|Case=Gen', POS: PRON},
'PRON__Animacy=Anim|Case=Gen|Number=Sing|PronType=Prs': {'morph': 'Animacy=Anim|Case=Gen|Number=Sing|PronType=Prs', POS: PRON},
'PRON__Animacy=Anim|Case=Nom|Gender=Fem|Number=Sing|Person=3|PronType=Prs': {'morph': 'Animacy=Anim|Case=Nom|Gender=Fem|Number=Sing|Person=', POS: PRON},
'PRON__Animacy=Anim|Case=Nom|Gender=Masc|Number=Sing|Person=3|PronType=Prs': {'morph': 'Animacy=Anim|Case=Nom|Gender=Masc|Number=Sing|Person=', POS: PRON},
'PRON__Animacy=Anim|Case=Nom|Number=Plur|Person=1|PronType=Prs': {'morph': 'Animacy=Anim|Case=Nom|Number=Plur|Person=', POS: PRON},
'PRON__Animacy=Anim|Case=Nom|Number=Plur|Person=2|PronType=Prs': {'morph': 'Animacy=Anim|Case=Nom|Number=Plur|Person=', POS: PRON},
'PRON__Animacy=Anim|Case=Nom|Number=Sing|Person=1|PronType=Prs': {'morph': 'Animacy=Anim|Case=Nom|Number=Sing|Person=', POS: PRON},
'PRON__Animacy=Anim|Case=Nom|Number=Sing|Person=2|PronType=Prs': {'morph': 'Animacy=Anim|Case=Nom|Number=Sing|Person=', POS: PRON},
'PRON__Animacy=Anim|Case=Nom|Number=Sing|PronType=Prs': {'morph': 'Animacy=Anim|Case=Nom|Number=Sing|PronType=Prs', POS: PRON},
'PRON__Animacy=Anim|Number=Plur|PronType=Rcp': {'morph': 'Animacy=Anim|Number=Plur|PronType=Rcp', POS: PRON},
'PRON__Animacy=Anim|Number=Sing|PronType=Prs': {'morph': 'Animacy=Anim|Number=Sing|PronType=Prs', POS: PRON},
'PRON__Animacy=Anim|Poss=Yes|PronType=Int': {'morph': 'Animacy=Anim|Poss=Yes|PronType=Int', POS: PRON},
'PRON__Animacy=Anim|PronType=Int': {'morph': 'Animacy=Anim|PronType=Int', POS: PRON},
'PRON__Case=Acc|Number=Plur|Person=3|PronType=Prs': {'morph': 'Case=Acc|Number=Plur|Person=', POS: PRON},
'PRON__Case=Acc|Reflex=Yes': {'morph': 'Case=Acc|Reflex=Yes', POS: PRON},
'PRON__Case=Nom|Number=Plur|Person=3|PronType=Prs': {'morph': 'Case=Nom|Number=Plur|Person=', POS: PRON},
'PRON__Gender=Fem,Masc|Number=Sing|Person=3|PronType=Prs': {'morph': 'Gender=Fem', POS: PRON},
'PRON__Gender=Neut|Number=Sing|Person=3|PronType=Prs': {'morph': 'Gender=Neut|Number=Sing|Person=', POS: PRON},
'PRON__Number=Plur|Person=3|PronType=Prs': {'morph': 'Number=Plur|Person=', POS: PRON},
'PRON__Number=Sing': {'morph': 'Number=Sing', POS: PRON},
'PRON__PronType=Int': {'morph': 'PronType=Int', POS: PRON},
'PRON___': {'morph': '_', POS: PRON},
'PROPN__Case=Gen': {'morph': 'Case=Gen', POS: PROPN},
'PROPN__Case=Gen|Gender=Fem': {'morph': 'Case=Gen|Gender=Fem', POS: PROPN},
'PROPN__Case=Gen|Gender=Masc': {'morph': 'Case=Gen|Gender=Masc', POS: PROPN},
'PROPN__Case=Gen|Gender=Neut': {'morph': 'Case=Gen|Gender=Neut', POS: PROPN},
'PROPN__Gender=Fem': {'morph': 'Gender=Fem', POS: PROPN},
'PROPN__Gender=Masc': {'morph': 'Gender=Masc', POS: PROPN},
'PROPN__Gender=Neut': {'morph': 'Gender=Neut', POS: PROPN},
'PROPN___': {'morph': '_', POS: PROPN},
'PUNCT___': {'morph': '_', POS: PUNCT},
'SCONJ___': {'morph': '_', POS: SCONJ},
'SYM___': {'morph': '_', POS: SYM},
'VERB__Definite=Ind|Number=Sing': {'morph': 'Definite=Ind|Number=Sing', POS: VERB},
'VERB__Mood=Imp|VerbForm=Fin': {'morph': 'Mood=Imp|VerbForm=Fin', POS: VERB},
'VERB__Mood=Ind|Tense=Past|VerbForm=Fin': {'morph': 'Mood=Ind|Tense=Past|VerbForm=Fin', POS: VERB},
'VERB__Mood=Ind|Tense=Past|VerbForm=Fin|Voice=Pass': {'morph': 'Mood=Ind|Tense=Past|VerbForm=Fin|Voice=Pass', POS: VERB},
'VERB__Mood=Ind|Tense=Pres|VerbForm=Fin': {'morph': 'Mood=Ind|Tense=Pres|VerbForm=Fin', POS: VERB},
'VERB__Mood=Ind|Tense=Pres|VerbForm=Fin|Voice=Pass': {'morph': 'Mood=Ind|Tense=Pres|VerbForm=Fin|Voice=Pass', POS: VERB},
'VERB__VerbForm=Inf': {'morph': 'VerbForm=Inf', POS: VERB},
'VERB__VerbForm=Inf|Voice=Pass': {'morph': 'VerbForm=Inf|Voice=Pass', POS: VERB},
'VERB__VerbForm=Part': {'morph': 'VerbForm=Part', POS: VERB},
'VERB___': {'morph': '_', POS: VERB},
'X___': {'morph': '_', POS: X}
} }

16
spacy/tests/regression/test_issue2179.py Normal file
View File

@ -0,0 +1,16 @@
'''Test that spurious 'extra_labels' aren't created when initializing NER.'''
import pytest
from ... import blank
@pytest.mark.xfail
def test_issue2179():
nlp = blank('it')
ner = nlp.create_pipe('ner')
ner.add_label('CITIZENSHIP')
nlp.add_pipe(ner)
nlp.begin_training()
nlp2 = blank('it')
nlp2.add_pipe(nlp2.create_pipe('ner'))
nlp2.from_bytes(nlp.to_bytes())
assert 'extra_labels' not in nlp2.get_pipe('ner').cfg
assert nlp2.get_pipe('ner').labels == ['CITIZENSHIP']

8
spacy/tokens/doc.pyx
View File

@ -831,12 +831,11 @@ cdef class Doc:
# users don't mind getting a list instead of a tuple. # users don't mind getting a list instead of a tuple.
if 'user_data' not in exclude and 'user_data_keys' in msg: if 'user_data' not in exclude and 'user_data_keys' in msg:
user_data_keys = msgpack.loads(msg['user_data_keys'], user_data_keys = msgpack.loads(msg['user_data_keys'],
use_list=False) use_list=False, raw=False)
user_data_values = msgpack.loads(msg['user_data_values']) user_data_values = msgpack.loads(msg['user_data_values'], raw=False)
for key, value in zip(user_data_keys, user_data_values): for key, value in zip(user_data_keys, user_data_values):
self.user_data[key] = value self.user_data[key] = value
cdef attr_t[:, :] attrs
cdef int i, start, end, has_space cdef int i, start, end, has_space
if 'sentiment' not in exclude and 'sentiment' in msg: if 'sentiment' not in exclude and 'sentiment' in msg:
@ -856,8 +855,7 @@ cdef class Doc:
lex = self.vocab.get(self.mem, orth_) lex = self.vocab.get(self.mem, orth_)
self.push_back(lex, has_space) self.push_back(lex, has_space)
start = end + has_space start = end + has_space
self.from_array(msg['array_head'][2:], self.from_array(msg['array_head'][2:], attrs[:, 2:])
attrs[:, 2:])
return self return self
def extend_tensor(self, tensor): def extend_tensor(self, tensor):

2
spacy/util.py
View File

@ -543,7 +543,7 @@ def to_bytes(getters, exclude):
def from_bytes(bytes_data, setters, exclude): def from_bytes(bytes_data, setters, exclude):
msg = msgpack.loads(bytes_data, encoding='utf8') msg = msgpack.loads(bytes_data, raw=False)
for key, setter in setters.items(): for key, setter in setters.items():
if key not in exclude and key in msg: if key not in exclude and key in msg:
setter(msg[key]) setter(msg[key])

28
website/universe/universe.json
View File

@ -768,7 +768,7 @@
"✨ Starting the web server on port 8080..." "✨ Starting the web server on port 8080..."
], ],
"code_language": "bash", "code_language": "bash",
"category": ["standalone"], "category": ["standalone", "training"],
"author": "Explosion AI", "author": "Explosion AI",
"author_links": { "author_links": {
"twitter": "explosion_ai", "twitter": "explosion_ai",
@ -939,6 +939,28 @@
"website": " http://kitaev.io" "website": " http://kitaev.io"
}, },
"category": ["research", "pipeline"] "category": ["research", "pipeline"]
},
{
"id": "excelcy",
"title": "ExcelCy",
"slogan": "Excel Integration with SpaCy. Includes, Entity training, Entity matcher pipe.",
"description": "ExcelCy is a SpaCy toolkit to help improve the data training experiences. It provides easy annotation using Excel file format. It has helper to pre-train entity annotation with phrase and regex matcher pipe.",
"url": "https://github.com/kororo/excelcy",
"github": "kororo/excelcy",
"pip": "excelcy",
"code_example": [
"from excelcy import ExcelCy",
"",
"excelcy = ExcelCy()",
"# download data from here, https://github.com/kororo/excelcy/tree/master/excelcy/tests/data/test_data_28.xlsx",
"excelcy.train(data_path='test_data_28.xlsx')"
],
"author": "Robertus Johansyah",
"author_links": {
"github": "kororo"
},
"category": ["training"],
"tags": ["excel"]
} }
], ],
"projectCats": { "projectCats": {
@ -946,6 +968,10 @@
"title": "Pipeline", "title": "Pipeline",
"description": "Custom pipeline components and extensions" "description": "Custom pipeline components and extensions"
}, },
"training": {
"title": "Training",
"description": "Helpers and toolkits for trainig spaCy models"
},
"conversational": { "conversational": {
"title": "Conversational", "title": "Conversational",
"description": "Frameworks and utilities for working with conversational text, e.g. for chat bots" "description": "Frameworks and utilities for working with conversational text, e.g. for chat bots"