Add support for Greek language (#2535)

* Add contributor agreement

* Support for Greek language

* Fix missing el_tokenizer
This commit is contained in:
Eleni170 2018-07-10 14:48:38 +03:00 committed by Matthew Honnibal
parent 71bfc92913
commit 6042723535
14 changed files with 101477 additions and 1 deletions

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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
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licensing arrangements;
* you agree that each of us can do all things in relation to your
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a derivative work of your contribution, the one who makes the derivative
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* you agree that you will not assert any moral rights in your contribution
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* at our option, to sublicense these same rights to third parties through
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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
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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
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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 | Eleni Partalidou |
| Company name (if applicable) | DataScouting |
| Title or role (if applicable) | Software Engineer |
| Date | 06.07.2018 |
| GitHub username | Eleni170 |
| Website (optional) | |

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# -*- coding: utf-8 -*-
from __future__ import unicode_literals
from .tokenizer_exceptions import TOKENIZER_EXCEPTIONS
from .tag_map import TAG_MAP
from .stop_words import STOP_WORDS
from .lex_attrs import LEX_ATTRS
from .lemmatizer import LOOKUP
from .punctuation import TOKENIZER_PREFIXES, TOKENIZER_SUFFIXES, TOKENIZER_INFIXES
from ..tokenizer_exceptions import BASE_EXCEPTIONS
from ..norm_exceptions import BASE_NORMS
from ...language import Language
from ...attrs import LANG, NORM
from ...util import update_exc, add_lookups
class GreekDefaults(Language.Defaults):
lex_attr_getters = dict(Language.Defaults.lex_attr_getters)
lex_attr_getters.update(LEX_ATTRS)
lex_attr_getters[LANG] = lambda text: 'el' # ISO code
lex_attr_getters[NORM] = add_lookups(Language.Defaults.lex_attr_getters[NORM], BASE_NORMS)
tokenizer_exceptions = update_exc(BASE_EXCEPTIONS, TOKENIZER_EXCEPTIONS)
stop_words = STOP_WORDS
lemma_lookup = LOOKUP
tag_map = TAG_MAP
prefixes = TOKENIZER_PREFIXES
suffixes = TOKENIZER_SUFFIXES
infixes = TOKENIZER_INFIXES
class Greek(Language):
lang = 'el' # ISO code
Defaults = GreekDefaults # set Defaults to custom language defaults
# set default export this allows the language class to be lazy-loaded
__all__ = ['Greek']

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# -*- coding: utf-8 -*-
from __future__ import unicode_literals
"""
Example sentences to test spaCy and its language models.
>>> from spacy.lang.el.examples import sentences
>>> docs = nlp.pipe(sentences)
"""
sentences = [
"Η άνιση κατανομή του πλούτου και του εισοδήματος, η οποία έχει λάβει τρομερές διαστάσεις, δεν δείχνει τάσεις βελτίωσης.",
"Ο στόχος της σύντομης αυτής έκθεσης είναι να συνοψίσει τα κυριότερα συμπεράσματα των επισκοπήσεων κάθε μιας χώρας.",
"Μέχρι αργά χθες το βράδυ ο πλοιοκτήτης παρέμενε έξω από το γραφείο του γενικού γραμματέα του υπουργείου, ενώ είχε μόνον τηλεφωνική επικοινωνία με τον υπουργό.",
"Σύμφωνα με καλά ενημερωμένη πηγή, από την επεξεργασία του προέκυψε ότι οι δράστες της επίθεσης ήταν δύο, καθώς και ότι προσέγγισαν και αποχώρησαν από το σημείο με μοτοσικλέτα.",
"Η υποδομή καταλυμάτων στην Ελλάδα είναι πλήρης και ανανεώνεται συνεχώς.",
"Το επείγον ταχυδρομείο (ήτοι το παραδοτέο εντός 48 ωρών το πολύ) μπορεί να μεταφέρεται αεροπορικώς μόνον εφόσον εφαρμόζονται οι κανόνες ασφαλείας.",
"Στις ορεινές περιοχές του νησιού οι χιονοπτώσεις και οι παγετοί είναι περιορισμένοι ενώ στις παραθαλάσσιες περιοχές σημειώνονται σπανίως."
]

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spacy/lang/el/lemmatizer.py Normal file

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# -*- coding: utf-8 -*-
from __future__ import unicode_literals
from ...attrs import LIKE_NUM
_num_words = ['μηδέν', 'ένας', 'δυο', 'δυό', 'τρεις', 'τέσσερις', 'πέντε', 'έξι', 'εφτά', 'επτά', 'οκτώ', 'οχτώ',
'εννιά', 'εννέα', 'δέκα', 'έντεκα', 'ένδεκα', 'δώδεκα', 'δεκατρείς', 'δεκατέσσερις', 'δεκαπέντε',
'δεκαέξι', 'δεκαεπτά', 'δεκαοχτώ', 'δεκαεννέα', 'δεκαεννεα', 'είκοσι', 'τριάντα', 'σαράντα', 'πενήντα',
'εξήντα', 'εβδομήντα', 'ογδόντα', 'ενενήντα', 'εκατό', 'διακόσιοι', 'διακόσοι', 'τριακόσιοι', 'τριακόσοι',
'τετρακόσιοι', 'τετρακόσοι', 'πεντακόσιοι', 'πεντακόσοι', 'εξακόσιοι', 'εξακόσοι', 'εφτακόσιοι',
'εφτακόσοι', 'επτακόσιοι', 'επτακόσοι', 'οχτακόσιοι', 'οχτακόσοι', 'οκτακόσιοι', 'οκτακόσοι',
'εννιακόσιοι', 'χίλιοι', 'χιλιάδα', 'εκατομμύριο', 'δισεκατομμύριο', 'τρισεκατομμύριο', 'τετράκις',
'πεντάκις', 'εξάκις', 'επτάκις', 'οκτάκις', 'εννεάκις']
def like_num(text):
text = text.replace(',', '').replace('.', '')
if text.isdigit():
return True
if text.count('/') == 1:
num, denom = text.split('/')
if num.isdigit() and denom.isdigit():
return True
if text.count('^') == 1:
num, denom = text.split('^')
if num.isdigit() and denom.isdigit():
return True
if text.lower() in _num_words or text.lower().split(' ')[0] in _num_words:
return True
if text in _num_words:
return True
return False
LEX_ATTRS = {
LIKE_NUM: like_num
}

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# -*- coding: utf-8 -*-
from __future__ import unicode_literals
from ..char_classes import LIST_PUNCT, LIST_ELLIPSES, LIST_QUOTES, LIST_CURRENCY
from ..char_classes import LIST_ICONS, ALPHA_LOWER, ALPHA_UPPER, ALPHA, HYPHENS
from ..char_classes import QUOTES, CURRENCY
_units = ('km km² km³ m m² m³ dm dm² dm³ cm cm² cm³ mm mm² mm³ ha µm nm yd in ft '
'kg g mg µg t lb oz m/s km/h kmh mph hPa Pa mbar mb MB kb KB gb GB tb '
'TB T G M K км км² км³ м м² м³ дм дм² дм³ см см² см³ мм мм² мм³ нм '
'кг г мг м/с км/ч кПа Па мбар Кб КБ кб Мб МБ мб Гб ГБ гб Тб ТБ тб')
merge_chars = lambda char: char.strip().replace(' ', '|')
UNITS = merge_chars(_units)
_prefixes = (['\'\'', '§', '%', '=', r'\+[0-9]+%', # 90%
r'\'([0-9]){2}([\-]\'([0-9]){2})*', # '12'-13
r'\-([0-9]){1,9}\.([0-9]){1,9}', # -12.13
r'\'([Α-Ωα-ωίϊΐόάέύϋΰήώ]+)\'', # 'αβγ'
r'([Α-Ωα-ωίϊΐόάέύϋΰήώ]){1,3}\'', # αβγ'
r'http://www.[A-Za-z]+\-[A-Za-z]+(\.[A-Za-z]+)+(\/[A-Za-z]+)*(\.[A-Za-z]+)*',
r'[ΈΆΊΑ-Ωα-ωίϊΐόάέύϋΰήώ]+\*', # όνομα*
r'\$([0-9])+([\,\.]([0-9])+){0,1}',
] + LIST_PUNCT + LIST_ELLIPSES + LIST_QUOTES +
LIST_CURRENCY + LIST_ICONS)
_suffixes = (LIST_PUNCT + LIST_ELLIPSES + LIST_QUOTES + LIST_ICONS +
[r'(?<=[0-9])\+', # 12+
r'([0-9])+\'', # 12'
r'([A-Za-z])?\'', # a'
r'^([0-9]){1,2}\.', # 12.
r' ([0-9]){1,2}\.', # 12.
r'([0-9]){1}\) ', # 12)
r'^([0-9]){1}\)$', # 12)
r'(?<=°[FfCcKk])\.',
r'([0-9])+\&', # 12&
r'(?<=[0-9])(?:{})'.format(CURRENCY),
r'(?<=[0-9])(?:{})'.format(UNITS),
r'(?<=[0-9{}{}(?:{})])\.'.format(ALPHA_LOWER, r'²\-\)\]\+', QUOTES),
r'(?<=[{a}][{a}])\.'.format(a=ALPHA_UPPER),
r'(?<=[Α-Ωα-ωίϊΐόάέύϋΰήώ])\-', # όνομα-
r'(?<=[Α-Ωα-ωίϊΐόάέύϋΰήώ])\.',
r'^[Α-Ω]{1}\.',
r'\ [Α-Ω]{1}\.',
r'[ΈΆΊΑΌ-Ωα-ωίϊΐόάέύϋΰήώ]+([\-]([ΈΆΊΑΌ-Ωα-ωίϊΐόάέύϋΰήώ]+))+', # πρώτος-δεύτερος , πρώτος-δεύτερος-τρίτος
r'([0-9]+)mg', # 13mg
r'([0-9]+)\.([0-9]+)m' # 1.2m
])
_infixes = (LIST_ELLIPSES + LIST_ICONS +
[r'(?<=[0-9])[+\/\-\*^](?=[0-9])', # 1/2 , 1-2 , 1*2
r'([a-zA-Z]+)\/([a-zA-Z]+)\/([a-zA-Z]+)', # name1/name2/name3
r'([0-9])+(\.([0-9]+))*([\-]([0-9])+)+', # 10.9 , 10.9.9 , 10.9-6
r'([0-9])+[,]([0-9])+[\-]([0-9])+[,]([0-9])+', # 10,11,12
r'([0-9])+[ης]+([\-]([0-9])+)+', # 1ης-2
r'([0-9]){1,4}[\/]([0-9]){1,2}([\/]([0-9]){0,4}){0,1}', # 15/2 , 15/2/17 , 2017/2/15
r'[A-Za-z]+\@[A-Za-z]+(\-[A-Za-z]+)*\.[A-Za-z]+', # abc@cde-fgh.a
r'([a-zA-Z]+)(\-([a-zA-Z]+))+', # abc-abc
r'(?<=[{}])\.(?=[{}])'.format(ALPHA_LOWER, ALPHA_UPPER),
r'(?<=[{a}]),(?=[{a}])'.format(a=ALPHA),
r'(?<=[{a}])[?";:=,.]*(?:{h})(?=[{a}])'.format(a=ALPHA, h=HYPHENS),
r'(?<=[{a}"])[:<>=/](?=[{a}])'.format(a=ALPHA)])
TOKENIZER_PREFIXES = _prefixes
TOKENIZER_SUFFIXES = _suffixes
TOKENIZER_INFIXES = _infixes

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# -*- coding: utf-8 -*-
from __future__ import unicode_literals
# Stop words
# Link to greek stop words: https://www.translatum.gr/forum/index.php?topic=3550.0?topic=3550.0
STOP_WORDS = set("""
αδιάκοπα αι ακόμα ακόμη ακριβώς αλήθεια αληθινά αλλά αλλαχού άλλες άλλη άλλην
άλλης αλλιώς αλλιώτικα άλλο άλλοι αλλοιώς αλλοιώτικα άλλον άλλος άλλοτε αλλού
άλλους άλλων άμα άμεσα αμέσως αν ανά ανάμεσα αναμεταξύ άνευ αντί αντίπερα αντίς
άνω ανωτέρω άξαφνα απ απέναντι από απόψε άρα άραγε αργά αργότερο αριστερά αρκετά
αρχικά ας αύριο αυτά αυτές αυτή αυτήν αυτής αυτό αυτοί αυτόν αυτός αυτού αυτούς
αυτών αφότου αφού
βέβαια βεβαιότατα
γι για γρήγορα γύρω
δα δε δείνα δεν δεξιά δήθεν δηλαδή δι δια διαρκώς δικά δικό δικοί δικός δικού
δικούς διόλου δίπλα δίχως
εάν εαυτό εαυτόν εαυτού εαυτούς εαυτών έγκαιρα εγκαίρως εγώ εδώ ειδεμή είθε είμαι
είμαστε είναι εις είσαι είσαστε είστε είτε είχα είχαμε είχαν είχατε είχε είχες έκαστα
έκαστες έκαστη έκαστην έκαστης έκαστο έκαστοι έκαστον έκαστος εκάστου εκάστους εκάστων
εκεί εκείνα εκείνες εκείνη εκείνην εκείνης εκείνο εκείνοι εκείνον εκείνος εκείνου
εκείνους εκείνων εκτός εμάς εμείς εμένα εμπρός εν ένα έναν ένας ενός εντελώς εντός
εντωμεταξύ ενώ εξ έξαφνα εξήσ εξίσου έξω επάνω επειδή έπειτα επί επίσης επομένως εσάς
εσείς εσένα έστω εσύ ετέρα ετέραι ετέρας έτερες έτερη έτερης έτερο έτεροι έτερον έτερος
ετέρου έτερους ετέρων ετούτα ετούτες ετούτη ετούτην ετούτης ετούτο ετούτοι ετούτον
ετούτος ετούτου ετούτους ετούτων έτσι εύγε ευθύς ευτυχώς εφεξής έχει έχεις έχετε
εχθές έχομε έχουμε έχουν εχτές έχω έως
η ήδη ήμασταν ήμαστε ήμουν ήσασταν ήσαστε ήσουν ήταν ήτανε ήτοι ήττον
θα
ι ίδια ίδιαν ιδίας ίδιες ίδιο ίδιοι ίδιον ίδιοσ ιδίου ίδιους ίδιων ιδίως ιι ιιι
ίσαμε ίσια ίσως
κάθε καθεμία καθεμίας καθένα καθένας καθενός καθετί καθόλου καθώς και κακά κακώς καλά
καλώς καμία καμίαν καμίας κάμποσα κάμποσες κάμποση κάμποσην κάμποσης κάμποσο κάμποσοι
κάμποσον κάμποσος κάμποσου κάμποσους κάμποσων κανείς κάνεν κανένα κανέναν κανένας
κανενός κάποια κάποιαν κάποιας κάποιες κάποιο κάποιοι κάποιον κάποιος κάποιου κάποιους
κάποιων κάποτε κάπου κάπως κατ κατά κάτι κατιτί κατόπιν κάτω κιόλας κλπ κοντά κτλ κυρίως
λιγάκι λίγο λιγότερο λόγω λοιπά λοιπόν
μα μαζί μακάρι μακρυά μάλιστα μάλλον μας με μεθαύριο μείον μέλει μέλλεται μεμιάς μεν
μερικά μερικές μερικοί μερικούς μερικών μέσα μετ μετά μεταξύ μέχρι μη μήδε μην μήπως
μήτε μια μιαν μιας μόλις μολονότι μονάχα μόνες μόνη μόνην μόνης μόνο μόνοι μονομιάς
μόνος μόνου μόνους μόνων μου μπορεί μπορούν μπράβο μπρος
να ναι νωρίς
ξανά ξαφνικά
ο οι όλα όλες όλη όλην όλης όλο ολόγυρα όλοι όλον ολονέν όλος ολότελα όλου όλους όλων
όλως ολωσδιόλου όμως όποια οποιαδήποτε οποίαν οποιανδήποτε οποίας οποιασδήποτε οποιδήποτε
όποιες οποιεσδήποτε όποιο οποιοδηήποτε όποιοι όποιον οποιονδήποτε όποιος οποιοσδήποτε
οποίου οποιουδήποτε οποίους οποιουσδήποτε οποίων οποιωνδήποτε όποτε οποτεδήποτε όπου
οπουδήποτε όπως ορισμένα ορισμένες ορισμένων ορισμένως όσα οσαδήποτε όσες οσεσδήποτε
όση οσηδήποτε όσην οσηνδήποτε όσης οσησδήποτε όσο οσοδήποτε όσοι οσοιδήποτε όσον οσονδήποτε
όσος οσοσδήποτε όσου οσουδήποτε όσους οσουσδήποτε όσων οσωνδήποτε όταν ότι οτιδήποτε
ότου ου ουδέ ούτε όχι
πάλι πάντοτε παντού πάντως πάρα πέρα πέρι περίπου περισσότερο πέρσι πέρυσι πια πιθανόν
πιο πίσω πλάι πλέον πλην ποιά ποιάν ποιάς ποιές ποιό ποιοί ποιόν ποιός ποιού ποιούς
ποιών πολύ πόσες πόση πόσην πόσης πόσοι πόσος πόσους πότε πού πούθε πουθενά πρέπει
πριν προ προκειμένου πρόκειται πρόπερσι προς προτού προχθές προχτές πρωτύτερα πώς
σαν σας σε σεις σήμερα σιγά σου στα στη στην στης στις στο στον στου στους στων συγχρόνως
συν συνάμα συνεπώς συνήθως συχνά συχνάς συχνές συχνή συχνήν συχνής συχνό συχνοί συχνόν
συχνός συχνού συχνούς συχνών συχνώς σχεδόν σωστά
τα τάδε ταύτα ταύτες ταύτη ταύτην ταύτης ταύτοταύτον ταύτος ταύτου ταύτων τάχα τάχατε
τελικά τελικώς τες τέτοια τέτοιαν τέτοιας τέτοιες τέτοιο τέτοιοι τέτοιον τέτοιος τέτοιου
τέτοιους τέτοιων τη την της τι τίποτα τίποτε τις το τοι τον τοσ τόσα τόσες τόση τόσην
τόσης τόσο τόσοι τόσον τόσος τόσου τόσους τόσων τότε του τουλάχιστο τουλάχιστον τους τούτα
τούτες τούτη τούτην τούτης τούτο τούτοι τούτοις τούτον τούτος τούτου τούτους τούτων τυχόν
των τώρα
υπ υπέρ υπό υπόψη υπόψιν ύστερα
φέτος
χαμηλά χθες χτες χωρίς χωριστά
ψηλά
ω ωραία ως ωσάν ωσότου ώσπου ώστε ωστόσο ωχ
""".split())

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# -*- coding: utf-8 -*-
from __future__ import unicode_literals
from ...symbols import POS, PUNCT, SYM, ADJ, CCONJ, SCONJ, NUM, DET, ADV, ADP, X, VERB
from ...symbols import NOUN, PROPN, PART, INTJ,SPACE,PRON
TAG_MAP = {
"ABBR": {POS: NOUN, "Abbr":"Yes"},
"AdXxBa": {POS: ADV, "Degree": ""},
"AdXxCp": {POS: ADV, "Degree": "Cmp"},
"AdXxSu": {POS: ADV, "Degree": "Sup"},
"AjBaFePlAc": {POS: ADJ, "Degree": "", "Gender": "Fem", "Number": "Plur", "Case": "Acc"},
"AjBaFePlDa": {POS: ADJ, "Degree": "", "Gender": "Fem", "Number": "Plur", "Case": "Dat"},
"AjBaFePlGe": {POS: ADJ, "Degree": "", "Gender": "Fem", "Number": "Plur", "Case": "Gen"},
"AjBaFePlNm": {POS: ADJ, "Degree": "", "Gender": "Fem", "Number": "Plur", "Case": "Nom"},
"AjBaFePlVo": {POS: ADJ, "Degree": "", "Gender": "Fem", "Number": "Plur", "Case": "Voc"},
"AjBaFeSgAc": {POS: ADJ, "Degree": "", "Gender": "Fem", "Number": "Sing", "Case": "Acc"},
"AjBaFeSgDa": {POS: ADJ, "Degree": "", "Gender": "Fem", "Number": "Sing", "Case": "Dat"},
"AjBaFeSgGe": {POS: ADJ, "Degree": "", "Gender": "Fem", "Number": "Sing", "Case": "Gen"},
"AjBaFeSgNm": {POS: ADJ, "Degree": "", "Gender": "Fem", "Number": "Sing", "Case": "Nom"},
"AjBaFeSgVo": {POS: ADJ, "Degree": "", "Gender": "Fem", "Number": "Sing", "Case": "Voc"},
"AjBaMaPlAc": {POS: ADJ, "Degree": "", "Gender": "Masc", "Number": "Plur", "Case": "Acc"},
"AjBaMaPlDa": {POS: ADJ, "Degree": "", "Gender": "Masc", "Number": "Plur", "Case": "Dat"},
"AjBaMaPlGe": {POS: ADJ, "Degree": "", "Gender": "Masc", "Number": "Plur", "Case": "Gen"},
"AjBaMaPlNm": {POS: ADJ, "Degree": "", "Gender": "Masc", "Number": "Plur", "Case": "Nom"},
"AjBaMaPlVo": {POS: ADJ, "Degree": "", "Gender": "Masc", "Number": "Plur", "Case": "Voc"},
"AjBaMaSgAc": {POS: ADJ, "Degree": "", "Gender": "Masc", "Number": "Sing", "Case": "Acc"},
"AjBaMaSgDa": {POS: ADJ, "Degree": "", "Gender": "Masc", "Number": "Sing", "Case": "Dat"},
"AjBaMaSgGe": {POS: ADJ, "Degree": "", "Gender": "Masc", "Number": "Sing", "Case": "Gen"},
"AjBaMaSgNm": {POS: ADJ, "Degree": "", "Gender": "Masc", "Number": "Sing", "Case": "Nom"},
"AjBaMaSgVo": {POS: ADJ, "Degree": "", "Gender": "Masc", "Number": "Sing", "Case": "Voc"},
"AjBaNePlAc": {POS: ADJ, "Degree": "", "Gender": "Neut", "Number": "Plur", "Case": "Acc"},
"AjBaNePlDa": {POS: ADJ, "Degree": "", "Gender": "Neut", "Number": "Plur", "Case": "Dat"},
"AjBaNePlGe": {POS: ADJ, "Degree": "", "Gender": "Neut", "Number": "Plur", "Case": "Gen"},
"AjBaNePlNm": {POS: ADJ, "Degree": "", "Gender": "Neut", "Number": "Plur", "Case": "Nom"},
"AjBaNePlVo": {POS: ADJ, "Degree": "", "Gender": "Neut", "Number": "Plur", "Case": "Voc"},
"AjBaNeSgAc": {POS: ADJ, "Degree": "", "Gender": "Neut", "Number": "Sing", "Case": "Acc"},
"AjBaNeSgDa": {POS: ADJ, "Degree": "", "Gender": "Neut", "Number": "Sing", "Case": "Dat"},
"AjBaNeSgGe": {POS: ADJ, "Degree": "", "Gender": "Neut", "Number": "Sing", "Case": "Gen"},
"AjBaNeSgNm": {POS: ADJ, "Degree": "", "Gender": "Neut", "Number": "Sing", "Case": "Nom"},
"AjBaNeSgVo": {POS: ADJ, "Degree": "", "Gender": "Neut", "Number": "Sing", "Case": "Voc"},
"AjCpFePlAc": {POS: ADJ, "Degree": "Cmp", "Gender": "Fem", "Number": "Plur", "Case": "Acc"},
"AjCpFePlDa": {POS: ADJ, "Degree": "Cmp", "Gender": "Fem", "Number": "Plur", "Case": "Dat"},
"AjCpFePlGe": {POS: ADJ, "Degree": "Cmp", "Gender": "Fem", "Number": "Plur", "Case": "Gen"},
"AjCpFePlNm": {POS: ADJ, "Degree": "Cmp", "Gender": "Fem", "Number": "Plur", "Case": "Nom"},
"AjCpFePlVo": {POS: ADJ, "Degree": "Cmp", "Gender": "Fem", "Number": "Plur", "Case": "Voc"},
"AjCpFeSgAc": {POS: ADJ, "Degree": "Cmp", "Gender": "Fem", "Number": "Sing", "Case": "Acc"},
"AjCpFeSgDa": {POS: ADJ, "Degree": "Cmp", "Gender": "Fem", "Number": "Sing", "Case": "Dat"},
"AjCpFeSgGe": {POS: ADJ, "Degree": "Cmp", "Gender": "Fem", "Number": "Sing", "Case": "Gen"},
"AjCpFeSgNm": {POS: ADJ, "Degree": "Cmp", "Gender": "Fem", "Number": "Sing", "Case": "Nom"},
"AjCpFeSgVo": {POS: ADJ, "Degree": "Cmp", "Gender": "Fem", "Number": "Sing", "Case": "Voc"},
"AjCpMaPlAc": {POS: ADJ, "Degree": "Cmp", "Gender": "Masc", "Number": "Plur", "Case": "Acc"},
"AjCpMaPlDa": {POS: ADJ, "Degree": "Cmp", "Gender": "Masc", "Number": "Plur", "Case": "Dat"},
"AjCpMaPlGe": {POS: ADJ, "Degree": "Cmp", "Gender": "Masc", "Number": "Plur", "Case": "Gen"},
"AjCpMaPlNm": {POS: ADJ, "Degree": "Cmp", "Gender": "Masc", "Number": "Plur", "Case": "Nom"},
"AjCpMaPlVo": {POS: ADJ, "Degree": "Cmp", "Gender": "Masc", "Number": "Plur", "Case": "Voc"},
"AjCpMaSgAc": {POS: ADJ, "Degree": "Cmp", "Gender": "Masc", "Number": "Sing", "Case": "Acc"},
"AjCpMaSgDa": {POS: ADJ, "Degree": "Cmp", "Gender": "Masc", "Number": "Sing", "Case": "Dat"},
"AjCpMaSgGe": {POS: ADJ, "Degree": "Cmp", "Gender": "Masc", "Number": "Sing", "Case": "Gen"},
"AjCpMaSgNm": {POS: ADJ, "Degree": "Cmp", "Gender": "Masc", "Number": "Sing", "Case": "Nom"},
"AjCpMaSgVo": {POS: ADJ, "Degree": "Cmp", "Gender": "Masc", "Number": "Sing", "Case": "Voc"},
"AjCpNePlAc": {POS: ADJ, "Degree": "Cmp", "Gender": "Neut", "Number": "Plur", "Case": "Acc"},
"AjCpNePlDa": {POS: ADJ, "Degree": "Cmp", "Gender": "Neut", "Number": "Plur", "Case": "Dat"},
"AjCpNePlGe": {POS: ADJ, "Degree": "Cmp", "Gender": "Neut", "Number": "Plur", "Case": "Gen"},
"AjCpNePlNm": {POS: ADJ, "Degree": "Cmp", "Gender": "Neut", "Number": "Plur", "Case": "Nom"},
"AjCpNePlVo": {POS: ADJ, "Degree": "Cmp", "Gender": "Neut", "Number": "Plur", "Case": "Voc"},
"AjCpNeSgAc": {POS: ADJ, "Degree": "Cmp", "Gender": "Neut", "Number": "Sing", "Case": "Acc"},
"AjCpNeSgDa": {POS: ADJ, "Degree": "Cmp", "Gender": "Neut", "Number": "Sing", "Case": "Dat"},
"AjCpNeSgGe": {POS: ADJ, "Degree": "Cmp", "Gender": "Neut", "Number": "Sing", "Case": "Gen"},
"AjCpNeSgNm": {POS: ADJ, "Degree": "Cmp", "Gender": "Neut", "Number": "Sing", "Case": "Nom"},
"AjCpNeSgVo": {POS: ADJ, "Degree": "Cmp", "Gender": "Neut", "Number": "Sing", "Case": "Voc"},
"AjSuFePlAc": {POS: ADJ, "Degree": "Sup", "Gender": "Fem", "Number": "Plur", "Case": "Acc"},
"AjSuFePlDa": {POS: ADJ, "Degree": "Sup", "Gender": "Fem", "Number": "Plur", "Case": "Dat"},
"AjSuFePlGe": {POS: ADJ, "Degree": "Sup", "Gender": "Fem", "Number": "Plur", "Case": "Gen"},
"AjSuFePlNm": {POS: ADJ, "Degree": "Sup", "Gender": "Fem", "Number": "Plur", "Case": "Nom"},
"AjSuFePlVo": {POS: ADJ, "Degree": "Sup", "Gender": "Fem", "Number": "Plur", "Case": "Voc"},
"AjSuFeSgAc": {POS: ADJ, "Degree": "Sup", "Gender": "Fem", "Number": "Sing", "Case": "Acc"},
"AjSuFeSgDa": {POS: ADJ, "Degree": "Sup", "Gender": "Fem", "Number": "Sing", "Case": "Dat"},
"AjSuFeSgGe": {POS: ADJ, "Degree": "Sup", "Gender": "Fem", "Number": "Sing", "Case": "Gen"},
"AjSuFeSgNm": {POS: ADJ, "Degree": "Sup", "Gender": "Fem", "Number": "Sing", "Case": "Nom"},
"AjSuFeSgVo": {POS: ADJ, "Degree": "Sup", "Gender": "Fem", "Number": "Sing", "Case": "Voc"},
"AjSuMaPlAc": {POS: ADJ, "Degree": "Sup", "Gender": "Masc", "Number": "Plur", "Case": "Acc"},
"AjSuMaPlDa": {POS: ADJ, "Degree": "Sup", "Gender": "Masc", "Number": "Plur", "Case": "Dat"},
"AjSuMaPlGe": {POS: ADJ, "Degree": "Sup", "Gender": "Masc", "Number": "Plur", "Case": "Gen"},
"AjSuMaPlNm": {POS: ADJ, "Degree": "Sup", "Gender": "Masc", "Number": "Plur", "Case": "Nom"},
"AjSuMaPlVo": {POS: ADJ, "Degree": "Sup", "Gender": "Masc", "Number": "Plur", "Case": "Voc"},
"AjSuMaSgAc": {POS: ADJ, "Degree": "Sup", "Gender": "Masc", "Number": "Sing", "Case": "Acc"},
"AjSuMaSgDa": {POS: ADJ, "Degree": "Sup", "Gender": "Masc", "Number": "Sing", "Case": "Dat"},
"AjSuMaSgGe": {POS: ADJ, "Degree": "Sup", "Gender": "Masc", "Number": "Sing", "Case": "Gen"},
"AjSuMaSgNm": {POS: ADJ, "Degree": "Sup", "Gender": "Masc", "Number": "Sing", "Case": "Nom"},
"AjSuMaSgVo": {POS: ADJ, "Degree": "Sup", "Gender": "Masc", "Number": "Sing", "Case": "Voc"},
"AjSuNePlAc": {POS: ADJ, "Degree": "Sup", "Gender": "Neut", "Number": "Plur", "Case": "Acc"},
"AjSuNePlDa": {POS: ADJ, "Degree": "Sup", "Gender": "Neut", "Number": "Plur", "Case": "Dat"},
"AjSuNePlGe": {POS: ADJ, "Degree": "Sup", "Gender": "Neut", "Number": "Plur", "Case": "Gen"},
"AjSuNePlNm": {POS: ADJ, "Degree": "Sup", "Gender": "Neut", "Number": "Plur", "Case": "Nom"},
"AjSuNePlVo": {POS: ADJ, "Degree": "Sup", "Gender": "Neut", "Number": "Plur", "Case": "Voc"},
"AjSuNeSgAc": {POS: ADJ, "Degree": "Sup", "Gender": "Neut", "Number": "Sing", "Case": "Acc"},
"AjSuNeSgDa": {POS: ADJ, "Degree": "Sup", "Gender": "Neut", "Number": "Sing", "Case": "Dat"},
"AjSuNeSgGe": {POS: ADJ, "Degree": "Sup", "Gender": "Neut", "Number": "Sing", "Case": "Gen"},
"AjSuNeSgNm": {POS: ADJ, "Degree": "Sup", "Gender": "Neut", "Number": "Sing", "Case": "Nom"},
"AjSuNeSgVo": {POS: ADJ, "Degree": "Sup", "Gender": "Neut", "Number": "Sing", "Case": "Voc"},
"AsPpPaFePlAc": {POS: ADP, "Gender": "Fem", "Number": "Plur", "Case": "Acc"},
"AsPpPaFePlGe": {POS: ADP, "Gender": "Fem", "Number": "Plur", "Case": "Gen"},
"AsPpPaFeSgAc": {POS: ADP, "Gender": "Fem", "Number": "Sing", "Case": "Acc"},
"AsPpPaFeSgGe": {POS: ADP, "Gender": "Fem", "Number": "Sing", "Case": "Gen"},
"AsPpPaMaPlAc": {POS: ADP, "Gender": "Masc", "Number": "Plur", "Case": "Acc"},
"AsPpPaMaPlGe": {POS: ADP, "Gender": "Masc", "Number": "Plur", "Case": "Gen"},
"AsPpPaMaSgAc": {POS: ADP, "Gender": "Masc", "Number": "Sing", "Case": "Acc"},
"AsPpPaMaSgGe": {POS: ADP, "Gender": "Masc", "Number": "Sing", "Case": "Gen"},
"AsPpPaNePlAc": {POS: ADP, "Gender": "Neut", "Number": "Plur", "Case": "Acc"},
"AsPpPaNePlGe": {POS: ADP, "Gender": "Neut", "Number": "Plur", "Case": "Gen"},
"AsPpPaNeSgAc": {POS: ADP, "Gender": "Neut", "Number": "Sing", "Case": "Acc"},
"AsPpPaNeSgGe": {POS: ADP, "Gender": "Neut", "Number": "Sing", "Case": "Gen"},
"AsPpSp": {POS: ADP},
"AtDfFePlAc": {POS: DET, "PronType": "Art", "Gender": "Fem", "Number": "Plur", "Case": "Acc", "Other":{"Definite": "Def"}},
"AtDfFePlGe": {POS: DET, "PronType": "Art", "Gender": "Fem", "Number": "Plur", "Case": "Gen", "Other":{"Definite": "Def"}},
"AtDfFePlNm": {POS: DET, "PronType": "Art", "Gender": "Fem", "Number": "Plur", "Case": "Nom", "Other":{"Definite": "Def"}},
"AtDfFeSgAc": {POS: DET, "PronType": "Art", "Gender": "Fem", "Number": "Sing", "Case": "Acc", "Other":{"Definite": "Def"}},
"AtDfFeSgDa": {POS: DET, "PronType": "Art", "Gender": "Fem", "Number": "Sing", "Case": "Dat", "Other":{"Definite": "Def"}},
"AtDfFeSgGe": {POS: DET, "PronType": "Art", "Gender": "Fem", "Number": "Sing", "Case": "Gen", "Other":{"Definite": "Def"}},
"AtDfFeSgNm": {POS: DET, "PronType": "Art", "Gender": "Fem", "Number": "Sing", "Case": "Nom", "Other":{"Definite": "Def"}},
"AtDfMaPlAc": {POS: DET, "PronType": "Art", "Gender": "Masc", "Number": "Plur", "Case": "Acc", "Other":{"Definite": "Def"}},
"AtDfMaPlGe": {POS: DET, "PronType": "Art", "Gender": "Masc", "Number": "Plur", "Case": "Gen", "Other":{"Definite": "Def"}},
"AtDfMaPlNm": {POS: DET, "PronType": "Art", "Gender": "Masc", "Number": "Plur", "Case": "Nom", "Other":{"Definite": "Def"}},
"AtDfMaSgAc": {POS: DET, "PronType": "Art", "Gender": "Masc", "Number": "Sing", "Case": "Acc", "Other":{"Definite": "Def"}},
"AtDfMaSgDa": {POS: DET, "PronType": "Art", "Gender": "Masc", "Number": "Sing", "Case": "Dat", "Other":{"Definite": "Def"}},
"AtDfMaSgGe": {POS: DET, "PronType": "Art", "Gender": "Masc", "Number": "Sing", "Case": "Gen", "Other":{"Definite": "Def"}},
"AtDfMaSgNm": {POS: DET, "PronType": "Art", "Gender": "Masc", "Number": "Sing", "Case": "Nom", "Other":{"Definite": "Def"}},
"AtDfNePlAc": {POS: DET, "PronType": "Art", "Gender": "Neut", "Number": "Plur", "Case": "Acc", "Other":{"Definite": "Def"}},
"AtDfNePlDa": {POS: DET, "PronType": "Art", "Gender": "Neut", "Number": "Plur", "Case": "Dat", "Other":{"Definite": "Def"}},
"AtDfNePlGe": {POS: DET, "PronType": "Art", "Gender": "Neut", "Number": "Plur", "Case": "Gen", "Other":{"Definite": "Def"}},
"AtDfNePlNm": {POS: DET, "PronType": "Art", "Gender": "Neut", "Number": "Plur", "Case": "Nom", "Other":{"Definite": "Def"}},
"AtDfNeSgAc": {POS: DET, "PronType": "Art", "Gender": "Neut", "Number": "Sing", "Case": "Acc", "Other":{"Definite": "Def"}},
"AtDfNeSgDa": {POS: DET, "PronType": "Art", "Gender": "Neut", "Number": "Sing", "Case": "Dat", "Other":{"Definite": "Def"}},
"AtDfNeSgGe": {POS: DET, "PronType": "Art", "Gender": "Neut", "Number": "Sing", "Case": "Gen", "Other":{"Definite": "Def"}},
"AtDfNeSgNm": {POS: DET, "PronType": "Art", "Gender": "Neut", "Number": "Sing", "Case": "Nom", "Other":{"Definite": "Def"}},
"AtIdFeSgAc": {POS: DET, "PronType": "Art", "Gender": "Fem", "Number": "Sing", "Case": "Acc", "Other":{"Definite": "Ind"}},
"AtIdFeSgDa": {POS: DET, "PronType": "Art", "Gender": "Fem", "Number": "Sing", "Case": "Dat", "Other":{"Definite": "Ind"}},
"AtIdFeSgGe": {POS: DET, "PronType": "Art", "Gender": "Fem", "Number": "Sing", "Case": "Gen", "Other":{"Definite": "Ind"}},
"AtIdFeSgNm": {POS: DET, "PronType": "Art", "Gender": "Fem", "Number": "Sing", "Case": "Nom", "Other":{"Definite": "Ind"}},
"AtIdMaSgAc": {POS: DET, "PronType": "Art", "Gender": "Masc", "Number": "Sing", "Case": "Acc", "Other":{"Definite": "Ind"}},
"AtIdMaSgGe": {POS: DET, "PronType": "Art", "Gender": "Masc", "Number": "Sing", "Case": "Gen", "Other":{"Definite": "Ind"}},
"AtIdMaSgNm": {POS: DET, "PronType": "Art", "Gender": "Masc", "Number": "Sing", "Case": "Nom", "Other":{"Definite": "Ind"}},
"AtIdNeSgAc": {POS: DET, "PronType": "Art", "Gender": "Neut", "Number": "Sing", "Case": "Acc", "Other":{"Definite": "Ind"}},
"AtIdNeSgGe": {POS: DET, "PronType": "Art", "Gender": "Neut", "Number": "Sing", "Case": "Gen", "Other":{"Definite": "Ind"}},
"AtIdNeSgNm": {POS: DET, "PronType": "Art", "Gender": "Neut", "Number": "Sing", "Case": "Nom", "Other":{"Definite": "Ind"}},
"CjCo": {POS: CCONJ},
"CjSb": {POS: SCONJ},
"CPUNCT": {POS: PUNCT},
"DATE": {POS: NUM},
"DIG": {POS: NUM},
"ENUM": {POS: NUM},
"Ij": {POS: INTJ},
"INIT": {POS: SYM},
"NBABBR": {POS: NOUN, "Abbr":"Yes"},
"NmAnFePlAcAj": {POS: NUM, "NumType": "Mult", "Gender": "Fem", "Number": "Plur", "Case": "Acc"},
"NmAnFePlGeAj": {POS: NUM, "NumType": "Mult", "Gender": "Fem", "Number": "Plur", "Case": "Gen"},
"NmAnFePlNmAj": {POS: NUM, "NumType": "Mult", "Gender": "Fem", "Number": "Plur", "Case": "Nom"},
"NmAnFePlVoAj": {POS: NUM, "NumType": "Mult", "Gender": "Fem", "Number": "Plur", "Case": "Voc"},
"NmAnFeSgAcAj": {POS: NUM, "NumType": "Mult", "Gender": "Fem", "Number": "Sing", "Case": "Acc"},
"NmAnFeSgGeAj": {POS: NUM, "NumType": "Mult", "Gender": "Fem", "Number": "Sing", "Case": "Gen"},
"NmAnFeSgNmAj": {POS: NUM, "NumType": "Mult", "Gender": "Fem", "Number": "Sing", "Case": "Nom"},
"NmAnFeSgVoAj": {POS: NUM, "NumType": "Mult", "Gender": "Fem", "Number": "Sing", "Case": "Voc"},
"NmAnMaPlAcAj": {POS: NUM, "NumType": "Mult", "Gender": "Masc", "Number": "Plur", "Case": "Acc"},
"NmAnMaPlGeAj": {POS: NUM, "NumType": "Mult", "Gender": "Masc", "Number": "Plur", "Case": "Gen"},
"NmAnMaPlNmAj": {POS: NUM, "NumType": "Mult", "Gender": "Masc", "Number": "Plur", "Case": "Nom"},
"NmAnMaPlVoAj": {POS: NUM, "NumType": "Mult", "Gender": "Masc", "Number": "Plur", "Case": "Voc"},
"NmAnMaSgAcAj": {POS: NUM, "NumType": "Mult", "Gender": "Masc", "Number": "Sing", "Case": "Acc"},
"NmAnMaSgGeAj": {POS: NUM, "NumType": "Mult", "Gender": "Masc", "Number": "Sing", "Case": "Gen"},
"NmAnMaSgNmAj": {POS: NUM, "NumType": "Mult", "Gender": "Masc", "Number": "Sing", "Case": "Nom"},
"NmAnMaSgVoAj": {POS: NUM, "NumType": "Mult", "Gender": "Masc", "Number": "Sing", "Case": "Voc"},
"NmAnNePlAcAj": {POS: NUM, "NumType": "Mult", "Gender": "Neut", "Number": "Plur", "Case": "Acc"},
"NmAnNePlGeAj": {POS: NUM, "NumType": "Mult", "Gender": "Neut", "Number": "Plur", "Case": "Gen"},
"NmAnNePlNmAj": {POS: NUM, "NumType": "Mult", "Gender": "Neut", "Number": "Plur", "Case": "Nom"},
"NmAnNePlVoAj": {POS: NUM, "NumType": "Mult", "Gender": "Neut", "Number": "Plur", "Case": "Voc"},
"NmAnNeSgAcAj": {POS: NUM, "NumType": "Mult", "Gender": "Neut", "Number": "Sing", "Case": "Acc"},
"NmAnNeSgGeAj": {POS: NUM, "NumType": "Mult", "Gender": "Neut", "Number": "Sing", "Case": "Gen"},
"NmAnNeSgNmAj": {POS: NUM, "NumType": "Mult", "Gender": "Neut", "Number": "Sing", "Case": "Nom"},
"NmAnNeSgVoAj": {POS: NUM, "NumType": "Mult", "Gender": "Neut", "Number": "Sing", "Case": "Voc"},
"NmAnXxXxXxAd": {POS: NUM, "NumType": "Mult", "Gender": "Masc|Fem|Neut", "Number": "Sing|Plur", "Case": "Acc|Gen|Nom|Voc"},
"NmCdFePlAcAj": {POS: NUM, "NumType": "Card", "Gender": "Fem", "Number": "Plur", "Case": "Acc"},
"NmCdFePlGeAj": {POS: NUM, "NumType": "Card", "Gender": "Fem", "Number": "Plur", "Case": "Gen"},
"NmCdFePlNmAj": {POS: NUM, "NumType": "Card", "Gender": "Fem", "Number": "Plur", "Case": "Nom"},
"NmCdFePlVoAj": {POS: NUM, "NumType": "Card", "Gender": "Fem", "Number": "Plur", "Case": "Voc"},
"NmCdFeSgAcAj": {POS: NUM, "NumType": "Card", "Gender": "Fem", "Number": "Sing", "Case": "Acc"},
"NmCdFeSgDaAj": {POS: NUM, "NumType": "Card", "Gender": "Fem", "Number": "Sing", "Case": "Dat"},
"NmCdFeSgGeAj": {POS: NUM, "NumType": "Card", "Gender": "Fem", "Number": "Sing", "Case": "Gen"},
"NmCdFeSgNmAj": {POS: NUM, "NumType": "Card", "Gender": "Fem", "Number": "Sing", "Case": "Nom"},
"NmCdMaPlAcAj": {POS: NUM, "NumType": "Card", "Gender": "Masc", "Number": "Plur", "Case": "Acc"},
"NmCdMaPlGeAj": {POS: NUM, "NumType": "Card", "Gender": "Masc", "Number": "Plur", "Case": "Gen"},
"NmCdMaPlNmAj": {POS: NUM, "NumType": "Card", "Gender": "Masc", "Number": "Plur", "Case": "Nom"},
"NmCdMaPlVoAj": {POS: NUM, "NumType": "Card", "Gender": "Masc", "Number": "Plur", "Case": "Voc"},
"NmCdMaSgAcAj": {POS: NUM, "NumType": "Card", "Gender": "Masc", "Number": "Sing", "Case": "Acc"},
"NmCdMaSgGeAj": {POS: NUM, "NumType": "Card", "Gender": "Masc", "Number": "Sing", "Case": "Gen"},
"NmCdMaSgNmAj": {POS: NUM, "NumType": "Card", "Gender": "Masc", "Number": "Sing", "Case": "Nom"},
"NmCdNePlAcAj": {POS: NUM, "NumType": "Card", "Gender": "Neut", "Number": "Plur", "Case": "Acc"},
"NmCdNePlDaAj": {POS: NUM, "NumType": "Card", "Gender": "Neut", "Number": "Plur", "Case": "Dat"},
"NmCdNePlGeAj": {POS: NUM, "NumType": "Card", "Gender": "Neut", "Number": "Plur", "Case": "Gen"},
"NmCdNePlNmAj": {POS: NUM, "NumType": "Card", "Gender": "Neut", "Number": "Plur", "Case": "Nom"},
"NmCdNePlVoAj": {POS: NUM, "NumType": "Card", "Gender": "Neut", "Number": "Plur", "Case": "Voc"},
"NmCdNeSgAcAj": {POS: NUM, "NumType": "Card", "Gender": "Neut", "Number": "Sing", "Case": "Acc"},
"NmCdNeSgGeAj": {POS: NUM, "NumType": "Card", "Gender": "Neut", "Number": "Sing", "Case": "Gen"},
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"VbMnIdPa02PlXxPePvXx": {POS: VERB, "VerbForm": "Fin", "Mood": "Ind", "Tense": "Past", "Person": "2", "Number": "Plur", "Gender": "Masc|Fem|Neut", "Aspect": "Perf", "Voice": "Pass", "Case": "Nom|Gen|Dat|Acc|Voc"},
"VbMnIdPa02SgXxIpAvXx": {POS: VERB, "VerbForm": "Fin", "Mood": "Ind", "Tense": "Past", "Person": "2", "Number": "Sing", "Gender": "Masc|Fem|Neut", "Aspect": "Imp", "Voice": "Act", "Case": "Nom|Gen|Dat|Acc|Voc"},
"VbMnIdPa02SgXxIpPvXx": {POS: VERB, "VerbForm": "Fin", "Mood": "Ind", "Tense": "Past", "Person": "2", "Number": "Sing", "Gender": "Masc|Fem|Neut", "Aspect": "Imp", "Voice": "Pass", "Case": "Nom|Gen|Dat|Acc|Voc"},
"VbMnIdPa02SgXxPeAvXx": {POS: VERB, "VerbForm": "Fin", "Mood": "Ind", "Tense": "Past", "Person": "2", "Number": "Sing", "Gender": "Masc|Fem|Neut", "Aspect": "Perf", "Voice": "Act", "Case": "Nom|Gen|Dat|Acc|Voc"},
"VbMnIdPa02SgXxPePvXx": {POS: VERB, "VerbForm": "Fin", "Mood": "Ind", "Tense": "Past", "Person": "2", "Number": "Sing", "Gender": "Masc|Fem|Neut", "Aspect": "Perf", "Voice": "Pass", "Case": "Nom|Gen|Dat|Acc|Voc"},
"VbMnIdPa03PlXxIpAvXx": {POS: VERB, "VerbForm": "Fin", "Mood": "Ind", "Tense": "Past", "Person": "3", "Number": "Plur", "Gender": "Masc|Fem|Neut", "Aspect": "Imp", "Voice": "Act", "Case": "Nom|Gen|Dat|Acc|Voc"},
"VbMnIdPa03PlXxIpPvXx": {POS: VERB, "VerbForm": "Fin", "Mood": "Ind", "Tense": "Past", "Person": "3", "Number": "Plur", "Gender": "Masc|Fem|Neut", "Aspect": "Imp", "Voice": "Pass", "Case": "Nom|Gen|Dat|Acc|Voc"},
"VbMnIdPa03PlXxPeAvXx": {POS: VERB, "VerbForm": "Fin", "Mood": "Ind", "Tense": "Past", "Person": "3", "Number": "Plur", "Gender": "Masc|Fem|Neut", "Aspect": "Perf", "Voice": "Act", "Case": "Nom|Gen|Dat|Acc|Voc"},
"VbMnIdPa03PlXxPePvXx": {POS: VERB, "VerbForm": "Fin", "Mood": "Ind", "Tense": "Past", "Person": "3", "Number": "Plur", "Gender": "Masc|Fem|Neut", "Aspect": "Perf" , "Voice": "Pass", "Case": "Nom|Gen|Dat|Acc|Voc"},
"VbMnIdPa03SgXxIpAvXx": {POS: VERB, "VerbForm": "Fin", "Mood": "Ind", "Tense": "Past", "Person": "3", "Number": "Sing", "Gender": "Masc|Fem|Neut", "Aspect": "Imp" , "Voice": "Act", "Case": "Nom|Gen|Dat|Acc|Voc"},
"VbMnIdPa03SgXxIpPvXx": {POS: VERB, "VerbForm": "Fin", "Mood": "Ind", "Tense": "Past", "Person": "3", "Number": "Sing", "Gender": "Masc|Fem|Neut", "Aspect": "Imp" , "Voice": "Pass", "Case": "Nom|Gen|Dat|Acc|Voc"},
"VbMnIdPa03SgXxPeAvXx": {POS: VERB, "VerbForm": "Fin", "Mood": "Ind", "Tense": "Past", "Person": "3", "Number": "Sing", "Gender": "Masc|Fem|Neut", "Aspect": "Perf" , "Voice": "Act", "Case": "Nom|Gen|Dat|Acc|Voc"},
"VbMnIdPa03SgXxPePvXx": {POS: VERB, "VerbForm": "Fin", "Mood": "Ind", "Tense": "Past", "Person": "3", "Number": "Sing", "Gender": "Masc|Fem|Neut", "Aspect": "Perf" , "Voice": "Pass", "Case": "Nom|Gen|Dat|Acc|Voc"},
"VbMnIdPr01PlXxIpAvXx": {POS: VERB, "VerbForm": "Fin", "Mood": "Ind", "Tense": "Pres", "Person": "1", "Number": "Plur", "Gender": "Masc|Fem|Neut", "Aspect": "Imp" , "Voice": "Act", "Case": "Nom|Gen|Dat|Acc|Voc"},
"VbMnIdPr01PlXxIpPvXx": {POS: VERB, "VerbForm": "Fin", "Mood": "Ind", "Tense": "Pres", "Person": "1", "Number": "Plur", "Gender": "Masc|Fem|Neut", "Aspect": "Imp" , "Voice": "Pass", "Case": "Nom|Gen|Dat|Acc|Voc"},
"VbMnIdPr01SgXxIpAvXx": {POS: VERB, "VerbForm": "Fin", "Mood": "Ind", "Tense": "Pres", "Person": "1", "Number": "Sing", "Gender": "Masc|Fem|Neut", "Aspect": "Imp" , "Voice": "Act", "Case": "Nom|Gen|Dat|Acc|Voc"},
"VbMnIdPr01SgXxIpPvXx": {POS: VERB, "VerbForm": "Fin", "Mood": "Ind", "Tense": "Pres", "Person": "1", "Number": "Sing", "Gender": "Masc|Fem|Neut", "Aspect": "Imp" , "Voice": "Pass", "Case": "Nom|Gen|Dat|Acc|Voc"},
"VbMnIdPr02PlXxIpAvXx": {POS: VERB, "VerbForm": "Fin", "Mood": "Ind", "Tense": "Pres", "Person": "2", "Number": "Plur", "Gender": "Masc|Fem|Neut", "Aspect": "Imp" , "Voice": "Act", "Case": "Nom|Gen|Dat|Acc|Voc"},
"VbMnIdPr02PlXxIpPvXx": {POS: VERB, "VerbForm": "Fin", "Mood": "Ind", "Tense": "Pres", "Person": "2", "Number": "Plur", "Gender": "Masc|Fem|Neut", "Aspect": "Imp" , "Voice": "Pass", "Case": "Nom|Gen|Dat|Acc|Voc"},
"VbMnIdPr02SgXxIpAvXx": {POS: VERB, "VerbForm": "Fin", "Mood": "Ind", "Tense": "Pres", "Person": "2", "Number": "Sing", "Gender": "Masc|Fem|Neut", "Aspect": "Imp" , "Voice": "Act", "Case": "Nom|Gen|Dat|Acc|Voc"},
"VbMnIdPr02SgXxIpPvXx": {POS: VERB, "VerbForm": "Fin", "Mood": "Ind", "Tense": "Pres", "Person": "2", "Number": "Sing", "Gender": "Masc|Fem|Neut", "Aspect": "Imp" , "Voice": "Pass", "Case": "Nom|Gen|Dat|Acc|Voc"},
"VbMnIdPr03PlXxIpAvXx": {POS: VERB, "VerbForm": "Fin", "Mood": "Ind", "Tense": "Pres", "Person": "3", "Number": "Plur", "Gender": "Masc|Fem|Neut", "Aspect": "Imp" , "Voice": "Act", "Case": "Nom|Gen|Dat|Acc|Voc"},
"VbMnIdPr03PlXxIpPvXx": {POS: VERB, "VerbForm": "Fin", "Mood": "Ind", "Tense": "Pres", "Person": "3", "Number": "Plur", "Gender": "Masc|Fem|Neut", "Aspect": "Imp" , "Voice": "Pass", "Case": "Nom|Gen|Dat|Acc|Voc"},
"VbMnIdPr03SgXxIpAvXx": {POS: VERB, "VerbForm": "Fin", "Mood": "Ind", "Tense": "Pres", "Person": "3", "Number": "Sing", "Gender": "Masc|Fem|Neut", "Aspect": "Imp" , "Voice": "Act", "Case": "Nom|Gen|Dat|Acc|Voc"},
"VbMnIdPr03SgXxIpPvXx": {POS: VERB, "VerbForm": "Fin", "Mood": "Ind", "Tense": "Pres", "Person": "3", "Number": "Sing", "Gender": "Masc|Fem|Neut", "Aspect": "Imp" , "Voice": "Pass", "Case": "Nom|Gen|Dat|Acc|Voc"},
"VbMnIdXx01PlXxPeAvXx": {POS: VERB, "VerbForm": "Fin", "Mood": "Ind", "Tense": "Pres|Past", "Person": "1", "Number": "Plur", "Gender": "Masc|Fem|Neut", "Aspect": "Perf" , "Voice": "Act", "Case": "Nom|Gen|Dat|Acc|Voc"},
"VbMnIdXx01PlXxPePvXx": {POS: VERB, "VerbForm": "Fin", "Mood": "Ind", "Tense": "Pres|Past", "Person": "1", "Number": "Plur", "Gender": "Masc|Fem|Neut", "Aspect": "Perf" , "Voice": "Pass", "Case": "Nom|Gen|Dat|Acc|Voc"},
"VbMnIdXx01SgXxPeAvXx": {POS: VERB, "VerbForm": "Fin", "Mood": "Ind", "Tense": "Pres|Past", "Person": "1", "Number": "Sing", "Gender": "Masc|Fem|Neut", "Aspect": "Perf" , "Voice": "Act", "Case": "Nom|Gen|Dat|Acc|Voc"},
"VbMnIdXx01SgXxPePvXx": {POS: VERB, "VerbForm": "Fin", "Mood": "Ind", "Tense": "Pres|Past", "Person": "1", "Number": "Sing", "Gender": "Masc|Fem|Neut", "Aspect": "Perf" , "Voice": "Pass", "Case": "Nom|Gen|Dat|Acc|Voc"},
"VbMnIdXx02PlXxPeAvXx": {POS: VERB, "VerbForm": "Fin", "Mood": "Ind", "Tense": "Pres|Past", "Person": "2", "Number": "Plur", "Gender": "Masc|Fem|Neut", "Aspect": "Perf" , "Voice": "Act", "Case": "Nom|Gen|Dat|Acc|Voc"},
"VbMnIdXx02PlXxPePvXx": {POS: VERB, "VerbForm": "Fin", "Mood": "Ind", "Tense": "Pres|Past", "Person": "2", "Number": "Plur", "Gender": "Masc|Fem|Neut", "Aspect": "Perf" , "Voice": "Pass", "Case": "Nom|Gen|Dat|Acc|Voc"},
"VbMnIdXx02SgXxPeAvXx": {POS: VERB, "VerbForm": "Fin", "Mood": "Ind", "Tense": "Pres|Past", "Person": "2", "Number": "Sing", "Gender": "Masc|Fem|Neut", "Aspect": "Perf" , "Voice": "Act", "Case": "Nom|Gen|Dat|Acc|Voc"},
"VbMnIdXx02SgXxPePvXx": {POS: VERB, "VerbForm": "Fin", "Mood": "Ind", "Tense": "Pres|Past", "Person": "2", "Number": "Sing", "Gender": "Masc|Fem|Neut", "Aspect": "Perf" , "Voice": "Pass", "Case": "Nom|Gen|Dat|Acc|Voc"},
"VbMnIdXx03PlXxPeAvXx": {POS: VERB, "VerbForm": "Fin", "Mood": "Ind", "Tense": "Pres|Past", "Person": "3", "Number": "Plur", "Gender": "Masc|Fem|Neut", "Aspect": "Perf" , "Voice": "Act", "Case": "Nom|Gen|Dat|Acc|Voc"},
"VbMnIdXx03PlXxPePvXx": {POS: VERB, "VerbForm": "Fin", "Mood": "Ind", "Tense": "Pres|Past", "Person": "3", "Number": "Plur", "Gender": "Masc|Fem|Neut", "Aspect": "Perf" , "Voice": "Pass", "Case": "Nom|Gen|Dat|Acc|Voc"},
"VbMnIdXx03SgXxPeAvXx": {POS: VERB, "VerbForm": "Fin", "Mood": "Ind", "Tense": "Pres|Past", "Person": "3", "Number": "Sing", "Gender": "Masc|Fem|Neut", "Aspect": "Perf" , "Voice": "Act", "Case": "Nom|Gen|Dat|Acc|Voc"},
"VbMnIdXx03SgXxPePvXx": {POS: VERB, "VerbForm": "Fin", "Mood": "Ind", "Tense": "Pres|Past", "Person": "3", "Number": "Sing", "Gender": "Masc|Fem|Neut", "Aspect": "Perf" , "Voice": "Pass", "Case": "Nom|Gen|Dat|Acc|Voc"},
"VbMnMpXx02PlXxIpAvXx": {POS: VERB, "VerbForm": "", "Mood": "Imp", "Tense": "Pres|Past", "Person": "2", "Number": "Plur", "Gender": "Masc|Fem|Neut", "Aspect": "Imp" , "Voice": "Act", "Case": "Nom|Gen|Dat|Acc|Voc"},
"VbMnMpXx02PlXxIpPvXx": {POS: VERB, "VerbForm": "", "Mood": "Imp", "Tense": "Pres|Past", "Person": "2", "Number": "Plur", "Gender": "Masc|Fem|Neut", "Aspect": "Imp" , "Voice": "Pass", "Case": "Nom|Gen|Dat|Acc|Voc"},
"VbMnMpXx02PlXxPeAvXx": {POS: VERB, "VerbForm": "", "Mood": "Imp", "Tense": "Pres|Past", "Person": "2", "Number": "Plur", "Gender": "Masc|Fem|Neut", "Aspect": "Perf" , "Voice": "Act", "Case": "Nom|Gen|Dat|Acc|Voc"},
"VbMnMpXx02PlXxPePvXx": {POS: VERB, "VerbForm": "", "Mood": "Imp", "Tense": "Pres|Past", "Person": "2", "Number": "Plur", "Gender": "Masc|Fem|Neut", "Aspect": "Perf" , "Voice": "Pass", "Case": "Nom|Gen|Dat|Acc|Voc"},
"VbMnMpXx02SgXxIpAvXx": {POS: VERB, "VerbForm": "", "Mood": "Imp", "Tense": "Pres|Past", "Person": "2", "Number": "Sing", "Gender": "Masc|Fem|Neut", "Aspect": "Imp" , "Voice": "Act", "Case": "Nom|Gen|Dat|Acc|Voc"},
"VbMnMpXx02SgXxIpPvXx": {POS: VERB, "VerbForm": "", "Mood": "Imp", "Tense": "Pres|Past", "Person": "2", "Number": "Sing", "Gender": "Masc|Fem|Neut", "Aspect": "Imp" , "Voice": "Pass", "Case": "Nom|Gen|Dat|Acc|Voc"},
"VbMnMpXx02SgXxPeAvXx": {POS: VERB, "VerbForm": "", "Mood": "Imp", "Tense": "Pres|Past", "Person": "2", "Number": "Sing", "Gender": "Masc|Fem|Neut", "Aspect": "Perf" , "Voice": "Act", "Case": "Nom|Gen|Dat|Acc|Voc"},
"VbMnMpXx02SgXxPePvXx": {POS: VERB, "VerbForm": "", "Mood": "Imp", "Tense": "Pres|Past", "Person": "2", "Number": "Sing", "Gender": "Masc|Fem|Neut", "Aspect": "Perf" , "Voice": "Pass", "Case": "Nom|Gen|Dat|Acc|Voc"},
"VbMnMpXx03SgXxIpPvXx": {POS: VERB, "VerbForm": "", "Mood": "Imp", "Tense": "Pres|Past", "Person": "3", "Number": "Sing", "Gender": "Masc|Fem|Neut", "Aspect": "Imp" , "Voice": "Pass", "Case": "Nom|Gen|Dat|Acc|Voc"},
"VbMnNfXxXxXxXxPeAvXx": {POS: VERB, "VerbForm": "Inf", "Mood": "", "Tense": "Pres|Past", "Person": "1|2|3", "Number": "Sing|Plur", "Gender": "Masc|Fem|Neut", "Aspect": "Perf" , "Voice": "Act", "Case": "Nom|Gen|Dat|Acc|Voc"},
"VbMnNfXxXxXxXxPePvXx": {POS: VERB, "VerbForm": "Inf", "Mood": "", "Tense": "Pres|Past", "Person": "1|2|3", "Number": "Sing|Plur", "Gender": "Masc|Fem|Neut", "Aspect": "Perf" , "Voice": "Pass", "Case": "Nom|Gen|Dat|Acc|Voc"},
"VbMnPpPrXxXxXxIpAvXx": {POS: VERB, "VerbForm": "Conv", "Mood": "", "Tense": "Pres", "Person": "1|2|3", "Number": "Sing|Plur", "Gender": "Masc|Fem|Neut", "Aspect": "Imp" , "Voice": "Act", "Case": "Nom|Gen|Dat|Acc|Voc"},
"VbMnPpXxXxPlFePePvAc": {POS: VERB, "VerbForm": "Part", "Mood": "", "Tense": "Pres|Past", "Person": "1|2|3", "Number": "Plur", "Gender": "Fem", "Aspect": "Perf" , "Voice": "Pass", "Case": "Acc"},
"VbMnPpXxXxPlFePePvGe": {POS: VERB, "VerbForm": "Part", "Mood": "", "Tense": "Pres|Past", "Person": "1|2|3", "Number": "Plur", "Gender": "Fem", "Aspect": "Perf" , "Voice": "Pass", "Case": "Gen"},
"VbMnPpXxXxPlFePePvNm": {POS: VERB, "VerbForm": "Part", "Mood": "", "Tense": "Pres|Past", "Person": "1|2|3", "Number": "Plur", "Gender": "Fem", "Aspect": "Perf" , "Voice": "Pass", "Case": "Nom"},
"VbMnPpXxXxPlFePePvVo": {POS: VERB, "VerbForm": "Part", "Mood": "", "Tense": "Pres|Past", "Person": "1|2|3", "Number": "Plur", "Gender": "Fem", "Aspect": "Perf" , "Voice": "Pass", "Case": "Voc"},
"VbMnPpXxXxPlMaPePvAc": {POS: VERB, "VerbForm": "Part", "Mood": "", "Tense": "Pres|Past", "Person": "1|2|3", "Number": "Plur", "Gender": "Masc", "Aspect": "Perf" , "Voice": "Pass", "Case": "Acc"},
"VbMnPpXxXxPlMaPePvGe": {POS: VERB, "VerbForm": "Part", "Mood": "", "Tense": "Pres|Past", "Person": "1|2|3", "Number": "Plur", "Gender": "Masc", "Aspect": "Perf" , "Voice": "Pass", "Case": "Gen"},
"VbMnPpXxXxPlMaPePvNm": {POS: VERB, "VerbForm": "Part", "Mood": "", "Tense": "Pres|Past", "Person": "1|2|3", "Number": "Plur", "Gender": "Masc", "Aspect": "Perf" , "Voice": "Pass", "Case": "Nom"},
"VbMnPpXxXxPlMaPePvVo": {POS: VERB, "VerbForm": "Part", "Mood": "", "Tense": "Pres|Past", "Person": "1|2|3", "Number": "Plur", "Gender": "Masc", "Aspect": "Perf" , "Voice": "Pass", "Case": "Voc"},
"VbMnPpXxXxPlNePePvAc": {POS: VERB, "VerbForm": "Part", "Mood": "", "Tense": "Pres|Past", "Person": "1|2|3", "Number": "Plur", "Gender": "Neut", "Aspect": "Perf" , "Voice": "Pass", "Case": "Acc"},
"VbMnPpXxXxPlNePePvGe": {POS: VERB, "VerbForm": "Part", "Mood": "", "Tense": "Pres|Past", "Person": "1|2|3", "Number": "Plur", "Gender": "Neut", "Aspect": "Perf" , "Voice": "Pass", "Case": "Gen"},
"VbMnPpXxXxPlNePePvNm": {POS: VERB, "VerbForm": "Part", "Mood": "", "Tense": "Pres|Past", "Person": "1|2|3", "Number": "Plur", "Gender": "Neut", "Aspect": "Perf" , "Voice": "Pass", "Case": "Nom"},
"VbMnPpXxXxPlNePePvVo": {POS: VERB, "VerbForm": "Part", "Mood": "", "Tense": "Pres|Past", "Person": "1|2|3", "Number": "Plur", "Gender": "Neut", "Aspect": "Perf" , "Voice": "Pass", "Case": "Voc"},
"VbMnPpXxXxSgFePePvAc": {POS: VERB, "VerbForm": "Part", "Mood": "", "Tense": "Pres|Past", "Person": "1|2|3", "Number": "Sing", "Gender": "Fem", "Aspect": "Perf" , "Voice": "Pass", "Case": "Acc"},
"VbMnPpXxXxSgFePePvGe": {POS: VERB, "VerbForm": "Part", "Mood": "", "Tense": "Pres|Past", "Person": "1|2|3", "Number": "Sing", "Gender": "Fem", "Aspect": "Perf" , "Voice": "Pass", "Case": "Gen"},
"VbMnPpXxXxSgFePePvNm": {POS: VERB, "VerbForm": "Part", "Mood": "", "Tense": "Pres|Past", "Person": "1|2|3", "Number": "Sing", "Gender": "Fem", "Aspect": "Perf" , "Voice": "Pass", "Case": "Nom"},
"VbMnPpXxXxSgFePePvVo": {POS: VERB, "VerbForm": "Part", "Mood": "", "Tense": "Pres|Past", "Person": "1|2|3", "Number": "Sing", "Gender": "Fem", "Aspect": "Perf" , "Voice": "Pass", "Case": "Voc"},
"VbMnPpXxXxSgMaPePvAc": {POS: VERB, "VerbForm": "Part", "Mood": "", "Tense": "Pres|Past", "Person": "1|2|3", "Number": "Sing", "Gender": "Masc", "Aspect": "Perf" , "Voice": "Pass", "Case": "Acc"},
"VbMnPpXxXxSgMaPePvGe": {POS: VERB, "VerbForm": "Part", "Mood": "", "Tense": "Pres|Past", "Person": "1|2|3", "Number": "Sing", "Gender": "Masc", "Aspect": "Perf" , "Voice": "Pass", "Case": "Gen"},
"VbMnPpXxXxSgMaPePvNm": {POS: VERB, "VerbForm": "Part", "Mood": "", "Tense": "Pres|Past", "Person": "1|2|3", "Number": "Sing", "Gender": "Masc", "Aspect": "Perf" , "Voice": "Pass", "Case": "Nom"},
"VbMnPpXxXxSgMaPePvVo": {POS: VERB, "VerbForm": "Part", "Mood": "", "Tense": "Pres|Past", "Person": "1|2|3", "Number": "Sing", "Gender": "Masc", "Aspect": "Perf" , "Voice": "Pass", "Case": "Voc"},
"VbMnPpXxXxSgNePePvAc": {POS: VERB, "VerbForm": "Part", "Mood": "", "Tense": "Pres|Past", "Person": "1|2|3", "Number": "Sing", "Gender": "Neut", "Aspect": "Perf" , "Voice": "Pass", "Case": "Acc"},
"VbMnPpXxXxSgNePePvGe": {POS: VERB, "VerbForm": "Part", "Mood": "", "Tense": "Pres|Past", "Person": "1|2|3", "Number": "Sing", "Gender": "Neut", "Aspect": "Perf" , "Voice": "Pass", "Case": "Gen"},
"VbMnPpXxXxSgNePePvNm": {POS: VERB, "VerbForm": "Part", "Mood": "", "Tense": "Pres|Past", "Person": "1|2|3", "Number": "Sing", "Gender": "Neut", "Aspect": "Perf" , "Voice": "Pass", "Case": "Nom"},
"VbMnPpXxXxSgNePePvVo": {POS: VERB, "VerbForm": "Part", "Mood": "", "Tense": "Pres|Past", "Person": "1|2|3", "Number": "Sing", "Gender": "Neut", "Aspect": "Perf" , "Voice": "Pass", "Case": "Voc"},
"VbMnPpXxXxXxXxIpAvXx": {POS: VERB, "VerbForm": "Conv", "Mood": "", "Tense": "Pres|Past", "Person": "1|2|3", "Number": "Sing|Plur", "Gender": "Masc|Fem|Neut", "Aspect": "Imp" , "Voice": "Act", "Case": "Nom|Gen|Dat|Acc|Voc"}
}

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# -*- coding: utf-8 -*-
from __future__ import unicode_literals
from ...symbols import POS, PUNCT, SYM, ADJ, CCONJ, SCONJ, NUM, DET, ADV, ADP, X, VERB
from ...symbols import NOUN, PROPN, PART, INTJ,SPACE,PRON
TAG_MAP = {
"Adjective": {POS:ADJ},
"Adposition": {POS:ADP},
"Adverb": {POS:ADV},
"Conjuction_Coordinating": {POS:CCONJ},
"Conjuction_Subordinating": {POS:SCONJ},
"Determiner": {POS:DET},
"Interjection": {POS:INTJ},
"Noun_Common": {POS:NOUN},
"Noun_Proper": {POS:PROPN},
"Numeral": {POS:NUM},
"Other": {POS:X},
"Particle": {POS:PART},
"Pronoun": {POS:PRON},
"Punctuation": {POS:PUNCT},
"Symbol": {POS:SYM},
"Verb": {POS:VERB}
}

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# -*- coding: utf-8 -*-
from __future__ import unicode_literals
from ...symbols import ORTH, LEMMA, TAG, NORM, ADP, DET
_exc = {}
for token in ["Απ'", "ΑΠ'", "αφ'", "Αφ'"]:
_exc[token] = [
{ORTH: token, LEMMA: "από", NORM: "από"}
]
for token in ["Αλλ'", "αλλ'"]:
_exc[token] = [
{ORTH: token, LEMMA: "αλλά", NORM: "αλλά"}
]
for token in ["παρ'", "Παρ'", "ΠΑΡ'"]:
_exc[token] = [
{ORTH: token, LEMMA: "παρά", NORM: "παρά"}
]
for token in ["καθ'", "Καθ'"]:
_exc[token] = [
{ORTH: token, LEMMA: "κάθε", NORM: "κάθε"}
]
for token in ["κατ'", "Κατ'"]:
_exc[token] = [
{ORTH: token, LEMMA: "κατά", NORM: "κατά"}
]
for token in ["'ΣΟΥΝ", "'ναι", "'ταν", "'τανε", "'μαστε", "'μουνα", "'μουν"]:
_exc[token] = [
{ORTH: token, LEMMA: "είμαι", NORM: "είμαι"}
]
for token in ["Επ'", "επ'", "εφ'", "Εφ'"]:
_exc[token] = [
{ORTH: token, LEMMA: "επί", NORM: "επί"}
]
for token in ["Δι'", "δι'"]:
_exc[token] = [
{ORTH: token, LEMMA: "δια", NORM: "δια"}
]
for token in ["'χουν", "'χουμε", "'χαμε", "'χα", "'χε", "'χεις", "'χει"]:
_exc[token] = [
{ORTH: token, LEMMA: "έχω", NORM: "έχω"}
]
for token in ["υπ'", "Υπ'"]:
_exc[token] = [
{ORTH: token, LEMMA: "υπό", NORM: "υπό"}
]
for token in ["Μετ'", "ΜΕΤ'", "'μετ"]:
_exc[token] = [
{ORTH: token, LEMMA: "μετά", NORM: "μετά"}
]
for token in ["Μ'", "μ'"]:
_exc[token] = [
{ORTH: token, LEMMA: "με", NORM: "με"}
]
for token in ["Γι'", "ΓΙ'", "γι'"]:
_exc[token] = [
{ORTH: token, LEMMA: "για", NORM: "για"}
]
for token in ["Σ'", "σ'"]:
_exc[token] = [
{ORTH: token, LEMMA: "σε", NORM: "σε"}
]
for token in ["Θ'", "θ'"]:
_exc[token] = [
{ORTH: token, LEMMA: "θα", NORM: "θα"}
]
for token in ["Ν'", "ν'"]:
_exc[token] = [
{ORTH: token, LEMMA: "να", NORM: "να"}
]
for token in ["Τ'", "τ'"]:
_exc[token] = [
{ORTH: token, LEMMA: "να", NORM: "να"}
]
for token in ["'γω", "'σένα", "'μεις"]:
_exc[token] = [
{ORTH: token, LEMMA: "εγώ", NORM: "εγώ"}
]
for token in ["Τ'", "τ'"]:
_exc[token] = [
{ORTH: token, LEMMA: "το", NORM: "το"}
]
for token in ["Φέρ'", "Φερ'", "φέρ'", "φερ'"]:
_exc[token] = [
{ORTH: token, LEMMA: "φέρνω", NORM: "φέρνω"}
]
for token in ["'ρθούνε", "'ρθουν", "'ρθει", "'ρθεί", "'ρθε", "'ρχεται"]:
_exc[token] = [
{ORTH: token, LEMMA: "έρχομαι", NORM: "έρχομαι"}
]
for token in ["'πανε", "'λεγε", "'λεγαν", "'πε", "'λεγα"]:
_exc[token] = [
{ORTH: token, LEMMA: "λέγω", NORM: "λέγω"}
]
for token in ["Πάρ'", "πάρ'"]:
_exc[token] = [
{ORTH: token, LEMMA: "παίρνω", NORM: "παίρνω"}
]
for token in ["μέσ'", "Μέσ'", "μεσ'"]:
_exc[token] = [
{ORTH: token, LEMMA: "μέσα", NORM: "μέσα"}
]
for token in ["Δέσ'", "Δεσ'", "δεσ'"]:
_exc[token] = [
{ORTH: token, LEMMA: "δένω", NORM: "δένω"}
]
for token in ["'κανε", "Κάν'"]:
_exc[token] = [
{ORTH: token, LEMMA: "κάνω", NORM: "κάνω"}
]
_other_exc = {
"κι": [
{ORTH: "κι", LEMMA: "και", NORM: "και"},
],
"Παίξ'": [
{ORTH: "Παίξ'", LEMMA: "παίζω", NORM: "παίζω"},
],
"Αντ'": [
{ORTH: "Αντ'", LEMMA: "αντί", NORM: "αντί"},
],
"ολ'": [
{ORTH: "ολ'", LEMMA: "όλος", NORM: "όλος"},
],
"ύστερ'": [
{ORTH: "ύστερ'", LEMMA: "ύστερα", NORM: "ύστερα"},
],
"'πρεπε": [
{ORTH: "'πρεπε", LEMMA: "πρέπει", NORM: "πρέπει"},
],
"Δύσκολ'": [
{ORTH: "Δύσκολ'", LEMMA: "δύσκολος", NORM: "δύσκολος"},
],
"'θελα": [
{ORTH: "'θελα", LEMMA: "θέλω", NORM: "θέλω"},
],
"'γραφα": [
{ORTH: "'γραφα", LEMMA: "γράφω", NORM: "γράφω"},
],
"'παιρνα": [
{ORTH: "'παιρνα", LEMMA: "παίρνω", NORM: "παίρνω"},
],
"'δειξε": [
{ORTH: "'δειξε", LEMMA: "δείχνω", NORM: "δείχνω"},
],
"όμουρφ'": [
{ORTH: "όμουρφ'", LEMMA: "όμορφος", NORM: "όμορφος"},
],
"κ'τσή": [
{ORTH: "κ'τσή", LEMMA: "κουτσός", NORM: "κουτσός"},
],
"μηδ'": [
{ORTH: "μηδ'", LEMMA: "μήδε", NORM: "μήδε"},
],
"'ξομολογήθηκε": [
{ORTH: "'ξομολογήθηκε", LEMMA: "εξομολογούμαι", NORM: "εξομολογούμαι"},
],
"'μας": [
{ORTH: "'μας", LEMMA: "εμάς", NORM: "εμάς"},
],
"'ξερες": [
{ORTH: "'ξερες", LEMMA: "ξέρω", NORM: "ξέρω"},
],
"έφθασ'": [
{ORTH: "έφθασ'", LEMMA: "φθάνω", NORM: "φθάνω"},
],
"εξ'": [
{ORTH: "εξ'", LEMMA: "εκ", NORM: "εκ"},
],
"δώσ'": [
{ORTH: "δώσ'", LEMMA: "δίνω", NORM: "δίνω"},
],
"τίποτ'": [
{ORTH: "τίποτ'", LEMMA: "τίποτα", NORM: "τίποτα"},
],
"Λήξ'": [
{ORTH: "Λήξ'", LEMMA: "λήγω", NORM: "λήγω"},
],
"άσ'": [
{ORTH: "άσ'", LEMMA: "αφήνω", NORM: "αφήνω"},
],
"Στ'": [
{ORTH: "Στ'", LEMMA: "στο", NORM: "στο"},
],
"Δωσ'": [
{ORTH: "Δωσ'", LEMMA: "δίνω", NORM: "δίνω"},
],
"Βάψ'": [
{ORTH: "Βάψ'", LEMMA: "βάφω", NORM: "βάφω"},
],
"Αλλ'": [
{ORTH: "Αλλ'", LEMMA: "αλλά", NORM: "αλλά"},
],
"Αμ'": [
{ORTH: "Αμ'", LEMMA: "άμα", NORM: "άμα"},
],
"Αγόρασ'": [
{ORTH: "Αγόρασ'", LEMMA: "αγοράζω", NORM: "αγοράζω"},
],
"'φύγε": [
{ORTH: "'φύγε", LEMMA: "φεύγω", NORM: "φεύγω"},
],
"'φερε": [
{ORTH: "'φερε", LEMMA: "φέρνω", NORM: "φέρνω"},
],
"'φαγε": [
{ORTH: "'φαγε", LEMMA: "τρώω", NORM: "τρώω"},
],
"'σπαγαν": [
{ORTH: "'σπαγαν", LEMMA: "σπάω", NORM: "σπάω"},
],
"'σκασε": [
{ORTH: "'σκασε", LEMMA: "σκάω", NORM: "σκάω"},
],
"'σβηνε": [
{ORTH: "'σβηνε", LEMMA: "σβήνω", NORM: "σβήνω"},
],
"'ριξε": [
{ORTH: "'ριξε", LEMMA: "ρίχνω", NORM: "ρίχνω"},
],
"'κλεβε": [
{ORTH: "'κλεβε", LEMMA: "κλέβω", NORM: "κλέβω"},
],
"'κει": [
{ORTH: "'κει", LEMMA: "εκεί", NORM: "εκεί"},
],
"'βλεπε": [
{ORTH: "'βλεπε", LEMMA: "βλέπω", NORM: "βλέπω"},
],
"'βγαινε": [
{ORTH: "'βγαινε", LEMMA: "βγαίνω", NORM: "βγαίνω"},
]
}
_exc.update(_other_exc)
for h in range(1, 12 + 1):
for period in ["π.μ.", "πμ"]:
_exc["%d%s" % (h, period)] = [
{ORTH: "%d" % h},
{ORTH: period, LEMMA: "π.μ.", NORM: "π.μ."}]
for period in ["μ.μ.", "μμ"]:
_exc["%d%s" % (h, period)] = [
{ORTH: "%d" % h},
{ORTH: period, LEMMA: "μ.μ.", NORM: "μ.μ."}]
for exc_data in [
{ORTH: "ΑΓΡ.", LEMMA: "Αγροτικός", NORM: "Αγροτικός"},
{ORTH: "Αγ. Γρ.", LEMMA: "Αγία Γραφή", NORM: "Αγία Γραφή"},
{ORTH: "Αθ.", LEMMA: "Αθανάσιος", NORM: "Αθανάσιος"},
{ORTH: "Αλεξ.", LEMMA: "Αλέξανδρος", NORM: "Αλέξανδρος"},
{ORTH: "Απρ.", LEMMA: "Απρίλιος", NORM: "Απρίλιος"},
{ORTH: "Αύγ.", LEMMA: "Αύγουστος", NORM: "Αύγουστος"},
{ORTH: "Δεκ.", LEMMA: "Δεκέμβριος", NORM: "Δεκέμβριος"},
{ORTH: "Δημ.", LEMMA: "Δήμος", NORM: "Δήμος"},
{ORTH: "Ιαν.", LEMMA: "Ιανουάριος", NORM: "Ιανουάριος"},
{ORTH: "Ιούλ.", LEMMA: "Ιούλιος", NORM: "Ιούλιος"},
{ORTH: "Ιούν.", LEMMA: "Ιούνιος", NORM: "Ιούνιος"},
{ORTH: "Ιωαν.", LEMMA: "Ιωάννης", NORM: "Ιωάννης"},
{ORTH: "Μ. Ασία", LEMMA: "Μικρά Ασία", NORM: "Μικρά Ασία"},
{ORTH: "Μάρτ.", LEMMA: "Μάρτιος", NORM: "Μάρτιος"},
{ORTH: "Μάρτ'", LEMMA: "Μάρτιος", NORM: "Μάρτιος"},
{ORTH: "Νοέμβρ.", LEMMA: "Νοέμβριος", NORM: "Νοέμβριος"},
{ORTH: "Οκτ.", LEMMA: "Οκτώβριος", NORM: "Οκτώβριος"},
{ORTH: "Σεπτ.", LEMMA: "Σεπτέμβριος", NORM: "Σεπτέμβριος"},
{ORTH: "Φεβρ.", LEMMA: "Φεβρουάριος", NORM: "Φεβρουάριος"},
]:
_exc[exc_data[ORTH]] = [exc_data]
for orth in [
"$ΗΠΑ",
"Α'", "Α.Ε.", "Α.Ε.Β.Ε.", "Α.Ε.Ι.", "Α.Ε.Π.", "Α.Μ.Α.", "Α.Π.Θ.", "Α.Τ.", "Α.Χ.", "ΑΝ.", "Αγ.", "Αλ.", "Αν.",
"Αντ.", "Απ.",
"Β'", "Β)", "Β.Ζ.", "Β.Ι.Ο.", "Β.Κ.", "Β.Μ.Α.", "Βασ.",
"Γ'", "Γ)", "Γ.Γ.", "Γ.Δ.", "Γκ.",
"Δ.Ε.Η.", "Δ.Ε.Σ.Ε.", "Δ.Ν.", "Δ.Ο.Υ.", "Δ.Σ.", "Δ.Υ.", "ΔΙ.ΚΑ.Τ.Σ.Α.", "Δηλ.", "Διον.",
"Ε.Α.", "Ε.Α.Κ.", "Ε.Α.Π.", "Ε.Ε.", "Ε.Κ.", "Ε.ΚΕ.ΠΙΣ.", "Ε.Λ.Α.", "Ε.Λ.Ι.Α.", "Ε.Π.Σ.", "Ε.Π.Τ.Α.", "Ε.Σ.Ε.Ε.Κ.",
"Ε.Υ.Κ.", "ΕΕ.", "ΕΚ.", "ΕΛ.", "ΕΛ.ΑΣ.", "Εθν.", "Ελ.", "Εμ.", "Επ.", "Ευ.",
"Η'", "Η.Π.Α.",
"ΘΕ.", "Θεμ.", "Θεοδ.", "Θρ.",
"Ι.Ε.Κ.", "Ι.Κ.Α.", "Ι.Κ.Υ.", "Ι.Σ.Θ.", "Ι.Χ.", "ΙΖ'", "ΙΧ.",
"Κ.Α.Α.", "Κ.Α.Ε.", "Κ.Β.Σ.", "Κ.Δ.", "Κ.Ε.", "Κ.Ε.Κ.", "Κ.Ι.", "Κ.Κ.", "Κ.Ι.Θ.", "Κ.Ι.Θ.", "Κ.ΚΕΚ.", "Κ.Ο.",
"Κ.Π.Ρ.", "ΚΑΤ.", "ΚΚ.", "Καν.", "Καρ.", "Κατ.", "Κυρ.", "Κων.",
"Λ.Α.", "Λ.χ.", "Λ.Χ.", "Λεωφ.", "Λι.",
"Μ.Δ.Ε.", "Μ.Ε.Ο.", "Μ.Ζ.", "Μ.Μ.Ε.", "Μ.Ο.", "Μεγ.", "Μιλτ.", "Μιχ.",
"Ν.Δ.", "Ν.Ε.Α.", "Ν.Κ.", "Ν.Ο.", "Ν.Ο.Θ.", "Ν.Π.Δ.Δ.", "Ν.Υ.", "ΝΔ.", "Νικ.", "Ντ'", "Ντ.",
"Ο'", "Ο.Α.", "Ο.Α.Ε.Δ.", "Ο.Δ.", "Ο.Ε.Ε.", "Ο.Ε.Ε.Κ.", "Ο.Η.Ε.", "Ο.Κ.",
"Π.Δ.", "Π.Ε.Κ.Δ.Υ.", "Π.Ε.Π.", "Π.Μ.Σ.", "ΠΟΛ.", "Π.Χ.", "Παρ.", "Πλ.", "Πρ.",
"Σ.Δ.Ο.Ε.", "Σ.Ε.", "Σ.Ε.Κ.", "Σ.Π.Δ.Ω.Β.", "Σ.Τ.", "Σαβ.", "Στ.", "ΣτΕ.", "Στρ.",
"Τ.Α.", "Τ.Ε.Ε.", "Τ.Ε.Ι.", "ΤΡ.", "Τζ.", "Τηλ.",
"Υ.Γ.", "ΥΓ.", "ΥΠ.Ε.Π.Θ.",
"Φ.Α.Β.Ε.", "Φ.Κ.", "Φ.Σ.", "Φ.Χ.", "Φ.Π.Α.", "Φιλ.",
"Χ.Α.Α.", "ΧΡ.", "Χ.Χ.", "Χαρ.", "Χιλ.", "Χρ.",
"άγ.", "άρθρ.", "αι.", "αν.", "απ.", "αρ.", "αριθ.", "αριθμ.",
"β'", "βλ.",
"γ.γ.", "γεν.", "γραμμ.",
"δ.δ.", "δ.σ.", "δηλ.", "δισ.", "δολ.", "δρχ.",
"εκ.", "εκατ.", "ελ.",
"θιν'",
"κ.", "κ.ά.", "κ.α.", "κ.κ.", "κ.λπ.", "κ.ο.κ.", "κ.τ.λ.", "κλπ.", "κτλ.", "κυβ.",
"λ.χ.",
"μ.", "μ.Χ.", "μ.μ.", "μιλ.",
"ντ'",
"π.Χ.", "π.β.", "π.δ.", "π.μ.", "π.χ.",
"σ.", "σ.α.λ.", "σ.σ.", "σελ.", "στρ.",
"τ'ς", "τ.μ.", "τετ.", "τετρ.", "τηλ.", "τρισ.", "τόν.",
"υπ.",
"χ.μ.", "χγρ.", "χιλ.", "χλμ."
]:
_exc[orth] = [{ORTH: orth}]
TOKENIZER_EXCEPTIONS = _exc

View File

@ -14,7 +14,7 @@ from .. import util
# These languages are used for generic tokenizer tests only add a language # These languages are used for generic tokenizer tests only add a language
# here if it's using spaCy's tokenizer (not a different library) # here if it's using spaCy's tokenizer (not a different library)
# TODO: re-implement generic tokenizer tests # TODO: re-implement generic tokenizer tests
_languages = ['bn', 'da', 'de', 'en', 'es', 'fi', 'fr', 'ga', 'he', 'hu', 'id', _languages = ['bn', 'da', 'de', 'el', 'en', 'es', 'fi', 'fr', 'ga', 'he', 'hu', 'id',
'it', 'nb', 'nl', 'pl', 'pt', 'ro', 'ru', 'sv', 'tr', 'ar', 'ut', 'tt', 'it', 'nb', 'nl', 'pl', 'pt', 'ro', 'ru', 'sv', 'tr', 'ar', 'ut', 'tt',
'xx'] 'xx']
@ -158,6 +158,10 @@ def tr_tokenizer():
def tt_tokenizer(): def tt_tokenizer():
return util.get_lang_class('tt').Defaults.create_tokenizer() return util.get_lang_class('tt').Defaults.create_tokenizer()
@pytest.fixture
def el_tokenizer():
return util.get_lang_class('el').Defaults.create_tokenizer()
@pytest.fixture @pytest.fixture
def ar_tokenizer(): def ar_tokenizer():
return util.get_lang_class('ar').Defaults.create_tokenizer() return util.get_lang_class('ar').Defaults.create_tokenizer()

View File

View File

@ -0,0 +1,18 @@
# -*- coding: utf-8 -*-
from __future__ import unicode_literals
import pytest
@pytest.mark.parametrize('text', ["αριθ.", "τρισ.", "δισ.", "σελ."])
def test_tokenizer_handles_abbr(el_tokenizer, text):
tokens = el_tokenizer(text)
assert len(tokens) == 1
def test_tokenizer_handles_exc_in_text(el_tokenizer):
text = "Στα 14 τρισ. δολάρια το κόστος από την άνοδο της στάθμης της θάλασσας."
tokens = el_tokenizer(text)
assert len(tokens) == 14
assert tokens[2].text == "τρισ."

View File

@ -0,0 +1,25 @@
# -*- coding: utf-8 -*-
from __future__ import unicode_literals
import pytest
def test_tokenizer_handles_long_text(el_tokenizer):
text = """Η Ελλάδα (παλαιότερα Ελλάς), επίσημα γνωστή ως Ελληνική Δημοκρατία,\
είναι χώρα της νοτιοανατολικής Ευρώπης στο νοτιότερο άκρο της Βαλκανικής χερσονήσου.\
Συνορεύει στα βορειοδυτικά με την Αλβανία, στα βόρεια με την πρώην\
Γιουγκοσλαβική Δημοκρατία της Μακεδονίας και τη Βουλγαρία και στα βορειοανατολικά με την Τουρκία."""
tokens = el_tokenizer(text)
assert len(tokens) == 54
@pytest.mark.parametrize('text,length',[
("Διοικητικά η Ελλάδα διαιρείται σε 13 Περιφέρειες.", 8),
("Η εκπαίδευση στην Ελλάδα χωρίζεται κυρίως σε τρία επίπεδα.", 10),
("Η Ελλάδα είναι μία από τις χώρες της Ευρωπαϊκής Ένωσης (ΕΕ) που διαθέτει σηµαντικό ορυκτό πλούτο.", 19),
("Η ναυτιλία αποτέλεσε ένα σημαντικό στοιχείο της Ελληνικής οικονομικής δραστηριότητας από τα αρχαία χρόνια.", 15),
("Η Ελλάδα είναι μέλος σε αρκετούς διεθνείς οργανισμούς.", 9)])
def test_tokenizer_handles_cnts(el_tokenizer,text, length):
tokens = el_tokenizer(text)
assert len(tokens) == length