NLTK的所有pos标签是什么?
如何find一个包含所有可能的自然语言工具包(nltk)使用的pos标签的列表?
这本书有一个笔记如何find标签集的帮助,例如:
nltk.help.upenn_tagset()
其他人可能是相似的。 (注意:也许你首先必须从下载帮手的Models部分下载tagsets
)
标签集取决于用来训练标注器的语料库。 nltk.pos_tag()
的默认标记器使用宾州树库标记集 。
在NLTK 2中,您可以按照以下方式检查哪个标记器是默认标记器:
import nltk nltk.tag._POS_TAGGER >>> 'taggers/maxent_treebank_pos_tagger/english.pickle'
这意味着它是在Treebank语料库上训练的最大熵标记器。
nltk.tag._POS_TAGGER
在NLTK 3中不再存在,但文档指出现成的标记器仍然使用Penn Treebank标记集。
为了节省一些时间,下面是我从一个小语料库中提取的列表。 我不知道它是否完整,但它应该有大部分(如果不是全部)来自upenn_tagset的帮助定义…
CC :联合,协调
& 'n and both but either et for less minus neither nor or plus so therefore times v. versus vs. whether yet
CD :数字,红衣主教
mid-1890 nine-thirty forty-two one-tenth ten million 0.5 one forty- seven 1987 twenty '79 zero two 78-degrees eighty-four IX '60s .025 fifteen 271,124 dozen quintillion DM2,000 ...
DT :确定器
all an another any both del each either every half la many much nary neither no some such that the them these this those
EX :在那里存在
there
IN :介词或连词,从属
astride among uppon whether out inside pro despite on by throughout below within for towards near behind atop around if like until below next into if beside ...
JJ :形容词或数字,序数
third ill-mannered pre-war regrettable oiled calamitous first separable ectoplasmic battery-powered participatory fourth still-to-be-named multilingual multi-disciplinary ...
JJR :形容词,比较级
bleaker braver breezier briefer brighter brisker broader bumper busier calmer cheaper choosier cleaner clearer closer colder commoner costlier cozier creamier crunchier cuter ...
JJS :形容词,最高级
calmest cheapest choicest classiest cleanest clearest closest commonest corniest costliest crassest creepiest crudest cutest darkest deadliest dearest deepest densest dinkiest ...
LS :列出项目标记
A A. B B. C C. DEF First GHIJK One SP-44001 SP-44002 SP-44005 SP-44007 Second Third Three Two * abcd first five four one six three two
MD :模态辅助
can cannot could couldn't dare may might must need ought shall should shouldn't will would
NN :名词,常见,单数或质量
common-carrier cabbage knuckle-duster Casino afghan shed thermostat investment slide humour falloff slick wind hyena override subhumanity machinist ...
NNP :名词,正确,单数
Motown Venneboerger Czestochwa Ranzer Conchita Trumplane Christos Oceanside Escobar Kreisler Sawyer Cougar Yvette Ervin ODI Darryl CTCA Shannon AKC Meltex Liverpool ...
NNS :名词,普通,复数
undergraduates scotches bric-a-brac products bodyguards facets coasts divestitures storehouses designs clubs fragrances averages subjectivists apprehensions muses factory-jobs ...
PDT :预定义者
all both half many quite such sure this
POS :属性标记
' 's
PRP :代词,个人
hers herself him himself hisself it itself me myself one oneself ours ourselves ownself self she thee theirs them themselves they thou thy us
PRP $:代词,所有格
her his mine my our ours their thy your
RB :副词
occasionally unabatingly maddeningly adventurously professedly stirringly prominently technologically magisterially predominately swiftly fiscally pitilessly ...
RBR :副词,比较
further gloomier grander graver greater grimmer harder harsher healthier heavier higher however larger later leaner lengthier less- perfectly lesser lonelier longer louder lower more ...
RBS :副词,最高级
best biggest bluntest earliest farthest first furthest hardest heartiest highest largest least less most nearest second tightest worst
RP :粒子
aboard about across along apart around aside at away back before behind by crop down ever fast for forth from go high ie in into just later low more off on open out over per pie raising start teeth that through under unto up up-pp upon whole with you
TO :“to”作为介词或不定式标记
to
UH :感叹词
Goodbye Goody Gosh Wow Jeepers Jee-sus Hubba Hey Kee-reist Oops amen huh howdy uh dammit whammo shucks heck anyways whodunnit honey golly man baby diddle hush sonuvabitch ...
VB :动词,基本forms
ask assemble assess assign assume atone attention avoid bake balkanize bank begin behold believe bend benefit bevel beware bless boil bomb boost brace break bring broil brush build ...
VBD :动词,过去式
dipped pleaded swiped regummed soaked tidied convened halted registered cushioned exacted snubbed strode aimed adopted belied figgered speculated wore appreciated contemplated ...
VBG :动词,现在分词或动名词
telegraphing stirring focusing angering judging stalling lactating hankerin' alleging veering capping approaching traveling besieging encrypting interrupting erasing wincing ...
VBN :动词,过去分词
multihulled dilapidated aerosolized chaired languished panelized used experimented flourished imitated reunifed factored condensed sheared unsettled primed dubbed desired ...
VBP :动词,现在时,而不是第三人称单数
predominate wrap resort sue twist spill cure lengthen brush terminate appear tend stray glisten obtain comprise detest tease attract emphasize mold postpone sever return wag ...
VBZ :动词,现在时态,第三人称单数
bases reconstructs marks mixes displeases seals carps weaves snatches slumps stretches authorizes smolders pictures emerges stockpiles seduces fizzes uses bolsters slaps speaks pleads ...
WDT :WH-确定器
that what whatever which whichever
WP :WH-代词
that what whatever whatsoever which who whom whosoever
WRB :Wh-副词
how however whence whenever where whereby whereever wherein whereof why
下面的代码可以用于访问由缩写字母表示的字典:
>>> from nltk.data import load >>> tagdict = load('help/tagsets/upenn_tagset.pickle') >>> tagdict['NN'][0] 'noun, common, singular or mass' >>> tagdict.keys() ['PRP$', 'VBG', 'VBD', '``', 'VBN', ',', "''", 'VBP', 'WDT', ...
该参考资料可在官方网站上查阅
从那里复制并粘贴:
- CC | 协调连接|
- CD | 红衣主教号码
- DT | 确定者|
- EX | 在那里存在 |
- FW | 外国词|
- IN | 介词或从属连词|
- JJ | 形容词|
- JJR | 形容词,比较|
- JJS | 形容词,最高级|
- LS | 列出项目标记|
- MD | Modal |
- NN | 名词,单数或质量|
- NNS | 名词,复数
- NNP | 适当的名词,单数|
- NNPS | 适当的名词,复数|
- PDT | 预定义|
- POS | 拥有结局|
- PRP | 人称代词|
- PRP $ | 拥有代词|
- RB | 副词|
- RBR | 副词,比较|
- RBS | 副词,最高级|
- RP | 粒子|
- SYM | 符号|
- TO | 到 |
- UH | 感叹|
- VB | 动词,基本forms|
- VBD | 动词,过去式|
- VBG | 动词,动名词或现在分词|
- VBN | 动词,过去分词|
- VBP | 动词,非第三人称单数存在|
- VBZ | 动词,第三人称单数存在|
- WDT | Wh-determiner |
- WP | Wh代词|
- WP $ | 拥有wh-代词|
- WRB | Wh-adverb |
你可以在这里下载清单: ftp : //ftp.cis.upenn.edu/pub/treebank/doc/tagguide.ps.gz 。 它包括混淆词性,大写和其他惯例。 此外, 维基百科有一个类似于这个有趣的部分。 部分:使用的词性标签。