NLTK corpus: Get the overview of the tagset
Write a Python NLTK program to get the overview of the tagset, details of a specific tag in the tagset and details on several related tagsets, using regular expression.
Sample Solution:
Python Code :
import nltk
print("Overview of the tagset:")
print(nltk.help.brown_tagset())
print("\nDetails of a specific tag :")
print(nltk.help.brown_tagset(r'NNS'))
print("\nDetails on several related tagsets, using regular expression:")
nltk.help.brown_tagset(r'WP*')
Sample Output:
Overview of the tagset:
(: opening parenthesis
(
): closing parenthesis
)
*: negator
not n't
,: comma
,
--: dash
--
.: sentence terminator
. ? ; ! :
:: colon
:
ABL: determiner/pronoun, pre-qualifier
quite such rather
ABN: determiner/pronoun, pre-quantifier
all half many nary
ABX: determiner/pronoun, double conjunction or pre-quantifier
both
AP: determiner/pronoun, post-determiner
many other next more last former little several enough most least only
very few fewer past same Last latter less single plenty 'nough lesser
certain various manye next-to-last particular final previous present
nuf
AP$: determiner/pronoun, post-determiner, genitive
other's
AP+AP: determiner/pronoun, post-determiner, hyphenated pair
many-much
AT: article
the an no a every th' ever' ye
BE: verb 'to be', infinitive or imperative
be
BED: verb 'to be', past tense, 2nd person singular or all persons plural
were
BED*: verb 'to be', past tense, 2nd person singular or all persons plural, negated
weren't
BEDZ: verb 'to be', past tense, 1st and 3rd person singular
was
BEDZ*: verb 'to be', past tense, 1st and 3rd person singular, negated
wasn't
BEG: verb 'to be', present participle or gerund
being
BEM: verb 'to be', present tense, 1st person singular
am
BEM*: verb 'to be', present tense, 1st person singular, negated
ain't
BEN: verb 'to be', past participle
been
BER: verb 'to be', present tense, 2nd person singular or all persons plural
are art
BER*: verb 'to be', present tense, 2nd person singular or all persons plural, negated
aren't ain't
BEZ: verb 'to be', present tense, 3rd person singular
is
BEZ*: verb 'to be', present tense, 3rd person singular, negated
isn't ain't
CC: conjunction, coordinating
and or but plus & either neither nor yet 'n' and/or minus an'
CD: numeral, cardinal
two one 1 four 2 1913 71 74 637 1937 8 five three million 87-31 29-5
seven 1,119 fifty-three 7.5 billion hundred 125,000 1,700 60 100 six
...
CD$: numeral, cardinal, genitive
1960's 1961's .404's
CS: conjunction, subordinating
that as after whether before while like because if since for than altho
until so unless though providing once lest s'posin' till whereas
whereupon supposing tho' albeit then so's 'fore
DO: verb 'to do', uninflected present tense, infinitive or imperative
do dost
DO*: verb 'to do', uninflected present tense or imperative, negated
don't
DO+PPSS: verb 'to do', past or present tense + pronoun, personal, nominative, not 3rd person singular
d'you
DOD: verb 'to do', past tense
did done
DOD*: verb 'to do', past tense, negated
didn't
DOZ: verb 'to do', present tense, 3rd person singular
does
DOZ*: verb 'to do', present tense, 3rd person singular, negated
doesn't don't
DT: determiner/pronoun, singular
this each another that 'nother
DT$: determiner/pronoun, singular, genitive
another's
DT+BEZ: determiner/pronoun + verb 'to be', present tense, 3rd person singular
that's
DT+MD: determiner/pronoun + modal auxillary
that'll this'll
DTI: determiner/pronoun, singular or plural
any some
DTS: determiner/pronoun, plural
these those them
DTS+BEZ: pronoun, plural + verb 'to be', present tense, 3rd person singular
them's
DTX: determiner, pronoun or double conjunction
neither either one
EX: existential there
there
EX+BEZ: existential there + verb 'to be', present tense, 3rd person singular
there's
EX+HVD: existential there + verb 'to have', past tense
there'd
EX+HVZ: existential there + verb 'to have', present tense, 3rd person singular
there's
EX+MD: existential there + modal auxillary
there'll there'd
FW-*: foreign word: negator
pas non ne
FW-AT: foreign word: article
la le el un die der ein keine eine das las les Il
FW-AT+NN: foreign word: article + noun, singular, common
l'orchestre l'identite l'arcade l'ange l'assistance l'activite
L'Universite l'independance L'Union L'Unita l'osservatore
FW-AT+NP: foreign word: article + noun, singular, proper
L'Astree L'Imperiale
FW-BE: foreign word: verb 'to be', infinitive or imperative
sit
FW-BER: foreign word: verb 'to be', present tense, 2nd person singular or all persons plural
sind sunt etes
FW-BEZ: foreign word: verb 'to be', present tense, 3rd person singular
ist est
FW-CC: foreign word: conjunction, coordinating
et ma mais und aber och nec y
FW-CD: foreign word: numeral, cardinal
une cinq deux sieben unam zwei
FW-CS: foreign word: conjunction, subordinating
bevor quam ma
FW-DT: foreign word: determiner/pronoun, singular
hoc
FW-DT+BEZ: foreign word: determiner + verb 'to be', present tense, 3rd person singular
c'est
FW-DTS: foreign word: determiner/pronoun, plural
haec
FW-HV: foreign word: verb 'to have', present tense, not 3rd person singular
habe
FW-IN: foreign word: preposition
ad de en a par con dans ex von auf super post sine sur sub avec per
inter sans pour pendant in di
FW-IN+AT: foreign word: preposition + article
della des du aux zur d'un del dell'
FW-IN+NN: foreign word: preposition + noun, singular, common
d'etat d'hotel d'argent d'identite d'art
FW-IN+NP: foreign word: preposition + noun, singular, proper
d'Yquem d'Eiffel
FW-JJ: foreign word: adjective
avant Espagnol sinfonica Siciliana Philharmonique grand publique haute
noire bouffe Douce meme humaine bel serieuses royaux anticus presto
Sovietskaya Bayerische comique schwarzen ...
FW-JJR: foreign word: adjective, comparative
fortiori
FW-JJT: foreign word: adjective, superlative
optimo
FW-NN: foreign word: noun, singular, common
ballet esprit ersatz mano chatte goutte sang Fledermaus oud def kolkhoz
roi troika canto boite blutwurst carne muzyka bonheur monde piece force
...
FW-NN$: foreign word: noun, singular, common, genitive
corporis intellectus arte's dei aeternitatis senioritatis curiae
patronne's chambre's
FW-NNS: foreign word: noun, plural, common
al culpas vopos boites haflis kolkhozes augen tyrannis alpha-beta-
gammas metis banditos rata phis negociants crus Einsatzkommandos
kamikaze wohaws sabinas zorrillas palazzi engages coureurs corroborees
yori Ubermenschen ...
FW-NP: foreign word: noun, singular, proper
Karshilama Dieu Rundfunk Afrique Espanol Afrika Spagna Gott Carthago
deus
FW-NPS: foreign word: noun, plural, proper
Svenskarna Atlantes Dieux
FW-NR: foreign word: noun, singular, adverbial
heute morgen aujourd'hui hoy
FW-OD: foreign word: numeral, ordinal
18e 17e quintus
FW-PN: foreign word: pronoun, nominal
hoc
FW-PP$: foreign word: determiner, possessive
mea mon deras vos
FW-PPL: foreign word: pronoun, singular, reflexive
se
FW-PPL+VBZ: foreign word: pronoun, singular, reflexive + verb, present tense, 3rd person singular
s'excuse s'accuse
FW-PPO: pronoun, personal, accusative
lui me moi mi
FW-PPO+IN: foreign word: pronoun, personal, accusative + preposition
mecum tecum
FW-PPS: foreign word: pronoun, personal, nominative, 3rd person singular
il
FW-PPSS: foreign word: pronoun, personal, nominative, not 3rd person singular
ich vous sie je
FW-PPSS+HV: foreign word: pronoun, personal, nominative, not 3rd person singular + verb 'to have', present tense, not 3rd person singular
j'ai
FW-QL: foreign word: qualifier
minus
FW-RB: foreign word: adverb
bas assai deja um wiederum cito velociter vielleicht simpliciter non zu
domi nuper sic forsan olim oui semper tout despues hors
FW-RB+CC: foreign word: adverb + conjunction, coordinating
forisque
FW-TO+VB: foreign word: infinitival to + verb, infinitive
d'entretenir
FW-UH: foreign word: interjection
sayonara bien adieu arigato bonjour adios bueno tchalo ciao o
FW-VB: foreign word: verb, present tense, not 3rd person singular, imperative or infinitive
nolo contendere vive fermate faciunt esse vade noli tangere dites duces
meminisse iuvabit gosaimasu voulez habla ksu'u'peli'afo lacheln miuchi
say allons strafe portant
FW-VBD: foreign word: verb, past tense
stabat peccavi audivi
FW-VBG: foreign word: verb, present participle or gerund
nolens volens appellant seq. obliterans servanda dicendi delenda
FW-VBN: foreign word: verb, past participle
vue verstrichen rasa verboten engages
FW-VBZ: foreign word: verb, present tense, 3rd person singular
gouverne sinkt sigue diapiace
FW-WDT: foreign word: WH-determiner
quo qua quod que quok
FW-WPO: foreign word: WH-pronoun, accusative
quibusdam
FW-WPS: foreign word: WH-pronoun, nominative
qui
HV: verb 'to have', uninflected present tense, infinitive or imperative
have hast
HV*: verb 'to have', uninflected present tense or imperative, negated
haven't ain't
HV+TO: verb 'to have', uninflected present tense + infinitival to
hafta
HVD: verb 'to have', past tense
had
HVD*: verb 'to have', past tense, negated
hadn't
HVG: verb 'to have', present participle or gerund
having
HVN: verb 'to have', past participle
had
HVZ: verb 'to have', present tense, 3rd person singular
has hath
HVZ*: verb 'to have', present tense, 3rd person singular, negated
hasn't ain't
IN: preposition
of in for by considering to on among at through with under into
regarding than since despite according per before toward against as
after during including between without except upon out over ...
IN+IN: preposition, hyphenated pair
f'ovuh
IN+PPO: preposition + pronoun, personal, accusative
t'hi-im
JJ: adjective
ecent over-all possible hard-fought favorable hard meager fit such
widespread outmoded inadequate ambiguous grand clerical effective
orderly federal foster general proportionate ...
JJ$: adjective, genitive
Great's
JJ+JJ: adjective, hyphenated pair
big-large long-far
JJR: adjective, comparative
greater older further earlier later freer franker wider better deeper
firmer tougher faster higher bigger worse younger lighter nicer slower
happier frothier Greater newer Elder ...
JJR+CS: adjective + conjunction, coordinating
lighter'n
JJS: adjective, semantically superlative
top chief principal northernmost master key head main tops utmost
innermost foremost uppermost paramount topmost
JJT: adjective, superlative
best largest coolest calmest latest greatest earliest simplest
strongest newest fiercest unhappiest worst youngest worthiest fastest
hottest fittest lowest finest smallest staunchest ...
MD: modal auxillary
should may might will would must can could shall ought need wilt
MD*: modal auxillary, negated
cannot couldn't wouldn't can't won't shouldn't shan't mustn't musn't
MD+HV: modal auxillary + verb 'to have', uninflected form
shouldda musta coulda must've woulda could've
MD+PPSS: modal auxillary + pronoun, personal, nominative, not 3rd person singular
willya
MD+TO: modal auxillary + infinitival to
oughta
NN: noun, singular, common
failure burden court fire appointment awarding compensation Mayor
interim committee fact effect airport management surveillance jail
doctor intern extern night weekend duty legislation Tax Office ...
NN$: noun, singular, common, genitive
season's world's player's night's chapter's golf's football's
baseball's club's U.'s coach's bride's bridegroom's board's county's
firm's company's superintendent's mob's Navy's ...
NN+BEZ: noun, singular, common + verb 'to be', present tense, 3rd person singular
water's camera's sky's kid's Pa's heat's throat's father's money's
undersecretary's granite's level's wife's fat's Knife's fire's name's
hell's leg's sun's roulette's cane's guy's kind's baseball's ...
NN+HVD: noun, singular, common + verb 'to have', past tense
Pa'd
NN+HVZ: noun, singular, common + verb 'to have', present tense, 3rd person singular
guy's Knife's boat's summer's rain's company's
NN+IN: noun, singular, common + preposition
buncha
NN+MD: noun, singular, common + modal auxillary
cowhand'd sun'll
NN+NN: noun, singular, common, hyphenated pair
stomach-belly
NNS: noun, plural, common
irregularities presentments thanks reports voters laws legislators
years areas adjustments chambers $100 bonds courts sales details raises
sessions members congressmen votes polls calls ...
NNS$: noun, plural, common, genitive
taxpayers' children's members' States' women's cutters' motorists'
steelmakers' hours' Nations' lawyers' prisoners' architects' tourists'
Employers' secretaries' Rogues' ...
NNS+MD: noun, plural, common + modal auxillary
duds'd oystchers'll
NP: noun, singular, proper
Fulton Atlanta September-October Durwood Pye Ivan Allen Jr. Jan.
Alpharetta Grady William B. Hartsfield Pearl Williams Aug. Berry J. M.
Cheshire Griffin Opelika Ala. E. Pelham Snodgrass ...
NP$: noun, singular, proper, genitive
Green's Landis' Smith's Carreon's Allison's Boston's Spahn's Willie's
Mickey's Milwaukee's Mays' Howsam's Mantle's Shaw's Wagner's Rickey's
Shea's Palmer's Arnold's Broglio's ...
NP+BEZ: noun, singular, proper + verb 'to be', present tense, 3rd person singular
W.'s Ike's Mack's Jack's Kate's Katharine's Black's Arthur's Seaton's
Buckhorn's Breed's Penny's Rob's Kitty's Blackwell's Myra's Wally's
Lucille's Springfield's Arlene's
NP+HVZ: noun, singular, proper + verb 'to have', present tense, 3rd person singular
Bill's Guardino's Celie's Skolman's Crosson's Tim's Wally's
NP+MD: noun, singular, proper + modal auxillary
Gyp'll John'll
NPS: noun, plural, proper
Chases Aderholds Chapelles Armisteads Lockies Carbones French Marskmen
Toppers Franciscans Romans Cadillacs Masons Blacks Catholics British
Dixiecrats Mississippians Congresses ...
NPS$: noun, plural, proper, genitive
Republicans' Orioles' Birds' Yanks' Redbirds' Bucs' Yankees' Stevenses'
Geraghtys' Burkes' Wackers' Achaeans' Dresbachs' Russians' Democrats'
Gershwins' Adventists' Negroes' Catholics' ...
NR: noun, singular, adverbial
Friday home Wednesday Tuesday Monday Sunday Thursday yesterday tomorrow
tonight West East Saturday west left east downtown north northeast
southeast northwest North South right ...
NR$: noun, singular, adverbial, genitive
Saturday's Monday's yesterday's tonight's tomorrow's Sunday's
Wednesday's Friday's today's Tuesday's West's Today's South's
NR+MD: noun, singular, adverbial + modal auxillary
today'll
NRS: noun, plural, adverbial
Sundays Mondays Saturdays Wednesdays Souths Fridays
OD: numeral, ordinal
first 13th third nineteenth 2d 61st second sixth eighth ninth twenty-
first eleventh 50th eighteenth- Thirty-ninth 72nd 1/20th twentieth
mid-19th thousandth 350th sixteenth 701st ...
PN: pronoun, nominal
none something everything one anyone nothing nobody everybody everyone
anybody anything someone no-one nothin
PN$: pronoun, nominal, genitive
one's someone's anybody's nobody's everybody's anyone's everyone's
PN+BEZ: pronoun, nominal + verb 'to be', present tense, 3rd person singular
nothing's everything's somebody's nobody's someone's
PN+HVD: pronoun, nominal + verb 'to have', past tense
nobody'd
PN+HVZ: pronoun, nominal + verb 'to have', present tense, 3rd person singular
nobody's somebody's one's
PN+MD: pronoun, nominal + modal auxillary
someone'll somebody'll anybody'd
PP$: determiner, possessive
our its his their my your her out thy mine thine
PP$$: pronoun, possessive
ours mine his hers theirs yours
PPL: pronoun, singular, reflexive
itself himself myself yourself herself oneself ownself
PPLS: pronoun, plural, reflexive
themselves ourselves yourselves
PPO: pronoun, personal, accusative
them it him me us you 'em her thee we'uns
PPS: pronoun, personal, nominative, 3rd person singular
it he she thee
PPS+BEZ: pronoun, personal, nominative, 3rd person singular + verb 'to be', present tense, 3rd person singular
it's he's she's
PPS+HVD: pronoun, personal, nominative, 3rd person singular + verb 'to have', past tense
she'd he'd it'd
PPS+HVZ: pronoun, personal, nominative, 3rd person singular + verb 'to have', present tense, 3rd person singular
it's he's she's
PPS+MD: pronoun, personal, nominative, 3rd person singular + modal auxillary
he'll she'll it'll he'd it'd she'd
PPSS: pronoun, personal, nominative, not 3rd person singular
they we I you ye thou you'uns
PPSS+BEM: pronoun, personal, nominative, not 3rd person singular + verb 'to be', present tense, 1st person singular
I'm Ahm
PPSS+BER: pronoun, personal, nominative, not 3rd person singular + verb 'to be', present tense, 2nd person singular or all persons plural
we're you're they're
PPSS+BEZ: pronoun, personal, nominative, not 3rd person singular + verb 'to be', present tense, 3rd person singular
you's
PPSS+BEZ*: pronoun, personal, nominative, not 3rd person singular + verb 'to be', present tense, 3rd person singular, negated
'tain't
PPSS+HV: pronoun, personal, nominative, not 3rd person singular + verb 'to have', uninflected present tense
I've we've they've you've
PPSS+HVD: pronoun, personal, nominative, not 3rd person singular + verb 'to have', past tense
I'd you'd we'd they'd
PPSS+MD: pronoun, personal, nominative, not 3rd person singular + modal auxillary
you'll we'll I'll we'd I'd they'll they'd you'd
PPSS+VB: pronoun, personal, nominative, not 3rd person singular + verb 'to verb', uninflected present tense
y'know
QL: qualifier, pre
well less very most so real as highly fundamentally even how much
remarkably somewhat more completely too thus ill deeply little overly
halfway almost impossibly far severly such ...
QLP: qualifier, post
indeed enough still 'nuff
RB: adverb
only often generally also nevertheless upon together back newly no
likely meanwhile near then heavily there apparently yet outright fully
aside consistently specifically formally ever just ...
RB$: adverb, genitive
else's
RB+BEZ: adverb + verb 'to be', present tense, 3rd person singular
here's there's
RB+CS: adverb + conjunction, coordinating
well's soon's
RBR: adverb, comparative
further earlier better later higher tougher more harder longer sooner
less faster easier louder farther oftener nearer cheaper slower tighter
lower worse heavier quicker ...
RBR+CS: adverb, comparative + conjunction, coordinating
more'n
RBT: adverb, superlative
most best highest uppermost nearest brightest hardest fastest deepest
farthest loudest ...
RN: adverb, nominal
here afar then
RP: adverb, particle
up out off down over on in about through across after
RP+IN: adverb, particle + preposition
out'n outta
TO: infinitival to
to t'
TO+VB: infinitival to + verb, infinitive
t'jawn t'lah
UH: interjection
Hurrah bang whee hmpf ah goodbye oops oh-the-pain-of-it ha crunch say
oh why see well hello lo alas tarantara rum-tum-tum gosh hell keerist
Jesus Keeeerist boy c'mon 'mon goddamn bah hoo-pig damn ...
VB: verb, base: uninflected present, imperative or infinitive
investigate find act follow inure achieve reduce take remedy re-set
distribute realize disable feel receive continue place protect
eliminate elaborate work permit run enter force ...
VB+AT: verb, base: uninflected present or infinitive + article
wanna
VB+IN: verb, base: uninflected present, imperative or infinitive + preposition
lookit
VB+JJ: verb, base: uninflected present, imperative or infinitive + adjective
die-dead
VB+PPO: verb, uninflected present tense + pronoun, personal, accusative
let's lemme gimme
VB+RP: verb, imperative + adverbial particle
g'ahn c'mon
VB+TO: verb, base: uninflected present, imperative or infinitive + infinitival to
wanta wanna
VB+VB: verb, base: uninflected present, imperative or infinitive; hypenated pair
say-speak
VBD: verb, past tense
said produced took recommended commented urged found added praised
charged listed became announced brought attended wanted voted defeated
received got stood shot scheduled feared promised made ...
VBG: verb, present participle or gerund
modernizing improving purchasing Purchasing lacking enabling pricing
keeping getting picking entering voting warning making strengthening
setting neighboring attending participating moving ...
VBG+TO: verb, present participle + infinitival to
gonna
VBN: verb, past participle
conducted charged won received studied revised operated accepted
combined experienced recommended effected granted seen protected
adopted retarded notarized selected composed gotten printed ...
VBN+TO: verb, past participle + infinitival to
gotta
VBZ: verb, present tense, 3rd person singular
deserves believes receives takes goes expires says opposes starts
permits expects thinks faces votes teaches holds calls fears spends
collects backs eliminates sets flies gives seeks reads ...
WDT: WH-determiner
which what whatever whichever whichever-the-hell
WDT+BER: WH-determiner + verb 'to be', present tense, 2nd person singular or all persons plural
what're
WDT+BER+PP: WH-determiner + verb 'to be', present, 2nd person singular or all persons plural + pronoun, personal, nominative, not 3rd person singular
whaddya
WDT+BEZ: WH-determiner + verb 'to be', present tense, 3rd person singular
what's
WDT+DO+PPS: WH-determiner + verb 'to do', uninflected present tense + pronoun, personal, nominative, not 3rd person singular
whaddya
WDT+DOD: WH-determiner + verb 'to do', past tense
what'd
WDT+HVZ: WH-determiner + verb 'to have', present tense, 3rd person singular
what's
WP$: WH-pronoun, genitive
whose whosever
WPO: WH-pronoun, accusative
whom that who
WPS: WH-pronoun, nominative
that who whoever whosoever what whatsoever
WPS+BEZ: WH-pronoun, nominative + verb 'to be', present, 3rd person singular
that's who's
WPS+HVD: WH-pronoun, nominative + verb 'to have', past tense
who'd
WPS+HVZ: WH-pronoun, nominative + verb 'to have', present tense, 3rd person singular
who's that's
WPS+MD: WH-pronoun, nominative + modal auxillary
who'll that'd who'd that'll
WQL: WH-qualifier
however how
WRB: WH-adverb
however when where why whereby wherever how whenever whereon wherein
wherewith wheare wherefore whereof howsabout
WRB+BER: WH-adverb + verb 'to be', present, 2nd person singular or all persons plural
where're
WRB+BEZ: WH-adverb + verb 'to be', present, 3rd person singular
how's where's
WRB+DO: WH-adverb + verb 'to do', present, not 3rd person singular
howda
WRB+DOD: WH-adverb + verb 'to do', past tense
where'd how'd
WRB+DOD*: WH-adverb + verb 'to do', past tense, negated
whyn't
WRB+DOZ: WH-adverb + verb 'to do', present tense, 3rd person singular
how's
WRB+IN: WH-adverb + preposition
why'n
WRB+MD: WH-adverb + modal auxillary
where'd
None
Details of a specific tag :
NNS: noun, plural, common
irregularities presentments thanks reports voters laws legislators
years areas adjustments chambers $100 bonds courts sales details raises
sessions members congressmen votes polls calls ...
None
Details on several related tagsets, using regular expression:
WDT: WH-determiner
which what whatever whichever whichever-the-hell
WDT+BER: WH-determiner + verb 'to be', present tense, 2nd person singular or all persons plural
what're
WDT+BER+PP: WH-determiner + verb 'to be', present, 2nd person singular or all persons plural + pronoun, personal, nominative, not 3rd person singular
whaddya
WDT+BEZ: WH-determiner + verb 'to be', present tense, 3rd person singular
what's
WDT+DO+PPS: WH-determiner + verb 'to do', uninflected present tense + pronoun, personal, nominative, not 3rd person singular
whaddya
WDT+DOD: WH-determiner + verb 'to do', past tense
what'd
WDT+HVZ: WH-determiner + verb 'to have', present tense, 3rd person singular
what's
WP$: WH-pronoun, genitive
whose whosever
WPO: WH-pronoun, accusative
whom that who
WPS: WH-pronoun, nominative
that who whoever whosoever what whatsoever
WPS+BEZ: WH-pronoun, nominative + verb 'to be', present, 3rd person singular
that's who's
WPS+HVD: WH-pronoun, nominative + verb 'to have', past tense
who'd
WPS+HVZ: WH-pronoun, nominative + verb 'to have', present tense, 3rd person singular
who's that's
WPS+MD: WH-pronoun, nominative + modal auxillary
who'll that'd who'd that'll
WQL: WH-qualifier
however how
WRB: WH-adverb
however when where why whereby wherever how whenever whereon wherein
wherewith wheare wherefore whereof howsabout
WRB+BER: WH-adverb + verb 'to be', present, 2nd person singular or all persons plural
where're
WRB+BEZ: WH-adverb + verb 'to be', present, 3rd person singular
how's where's
WRB+DO: WH-adverb + verb 'to do', present, not 3rd person singular
howda
WRB+DOD: WH-adverb + verb 'to do', past tense
where'd how'd
WRB+DOD*: WH-adverb + verb 'to do', past tense, negated
whyn't
WRB+DOZ: WH-adverb + verb 'to do', present tense, 3rd person singular
how's
WRB+IN: WH-adverb + preposition
why'n
WRB+MD: WH-adverb + modal auxillary
where'd
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