## Package version: 2.1.2
## Parallel computing: 2 of 2 threads used.
## See https://quanteda.io for tutorials and examples.
##
## Attaching package: 'quanteda'
## The following object is masked from 'package:utils':
##
## View
## Loading required package: usethis
##
## Attaching package: 'quanteda.textmodels'
## The following object is masked from 'package:quanteda':
##
## data_dfm_lbgexample
##
## Attaching package: 'seededlda'
## The following object is masked from 'package:stats':
##
## terms
##
## Attaching package: 'rsconnect'
## The following object is masked from 'package:devtools':
##
## lint
##
## Attaching package: 'packrat'
## The following objects are masked from 'package:devtools':
##
## install, install_local
R Markdown
#create corpus
## readtext object consisting of 30 documents and 1 docvar.
## # Description: df[,3] [30 × 3]
## doc_id text docvar1
## <chr> <chr> <chr>
## 1 Assam1.pdf "\" \"..." Assam1
## 2 Assam10.pdf "\" \"..." Assam10
## 3 Assam11.pdf "\" \"..." Assam11
## 4 Assam12.pdf "\" \"..." Assam12
## 5 Assam13.pdf "\" \"..." Assam13
## 6 Assam14.pdf "\" \"..." Assam14
## # … with 24 more rows
#create corpus
## [1] 30
## docvar1
## 1 Assam1
## 2 Assam10
## 3 Assam11
## 4 Assam12
## 5 Assam13
## 6 Assam14
## Corpus consisting of 30 documents, showing 30 documents:
##
## Text Types Tokens Sentences docvar1
## Assam1.pdf 418 877 45 Assam1
## Assam10.pdf 311 538 19 Assam10
## Assam11.pdf 192 331 12 Assam11
## Assam12.pdf 302 591 22 Assam12
## Assam13.pdf 306 770 19 Assam13
## Assam14.pdf 298 592 20 Assam14
## Assam15.pdf 215 435 14 Assam15
## Assam16.pdf 174 312 10 Assam16
## Assam17.pdf 326 639 20 Assam17
## Assam18.pdf 339 691 28 Assam18
## Assam19.pdf 225 464 17 Assam19
## Assam2.pdf 171 302 11 Assam2
## Assam20.pdf 471 1229 35 Assam20
## Assam21.pdf 318 693 22 Assam21
## Assam22.pdf 279 601 21 Assam22
## Assam23.pdf 342 653 25 Assam23
## Assam24.pdf 284 616 24 Assam24
## Assam25.pdf 232 427 17 Assam25
## Assam26.pdf 193 348 10 Assam26
## Assam27.pdf 293 566 22 Assam27
## Assam28.pdf 531 1130 49 Assam28
## Assam29.pdf 190 388 12 Assam29
## Assam3.pdf 261 515 15 Assam3
## Assam30.pdf 443 1128 31 Assam30
## Assam4.pdf 256 448 18 Assam4
## Assam5.pdf 278 773 21 Assam5
## Assam6.pdf 237 448 14 Assam6
## Assam7.pdf 308 588 22 Assam7
## Assam8.pdf 217 393 14 Assam8
## Assam9.pdf 651 1644 51 Assam9
#create dfm
## Length Class Mode
## 64830 dfm S4
#Cleaning up using tokens
## Length Class Mode
## Assam1.pdf 454 -none- character
## Assam10.pdf 288 -none- character
## Assam11.pdf 187 -none- character
## Assam12.pdf 294 -none- character
## Assam13.pdf 367 -none- character
## Assam14.pdf 294 -none- character
## Assam15.pdf 210 -none- character
## Assam16.pdf 168 -none- character
## Assam17.pdf 353 -none- character
## Assam18.pdf 362 -none- character
## Assam19.pdf 246 -none- character
## Assam2.pdf 161 -none- character
## Assam20.pdf 650 -none- character
## Assam21.pdf 325 -none- character
## Assam22.pdf 292 -none- character
## Assam23.pdf 342 -none- character
## Assam24.pdf 319 -none- character
## Assam25.pdf 221 -none- character
## Assam26.pdf 185 -none- character
## Assam27.pdf 286 -none- character
## Assam28.pdf 574 -none- character
## Assam29.pdf 200 -none- character
## Assam3.pdf 269 -none- character
## Assam30.pdf 600 -none- character
## Assam4.pdf 261 -none- character
## Assam5.pdf 372 -none- character
## Assam6.pdf 249 -none- character
## Assam7.pdf 308 -none- character
## Assam8.pdf 208 -none- character
## Assam9.pdf 823 -none- character
#kwic doesn’t work with dfm, so you have to use tokens
| Assam1.pdf |
16 |
16 |
edition washington post |
right |
reserv distribut maryland |
right |
| Assam10.pdf |
20 |
20 |
british broadcast corpor |
right |
reserv length word |
right |
| Assam11.pdf |
18 |
18 |
solut privat limit |
right |
reserv syndigate.info al |
right |
| Assam12.pdf |
13 |
13 |
pm est u.p.i |
right |
reserv arabia iran |
right |
| Assam13.pdf |
22 |
22 |
british broadcast corpor |
right |
reserv length word |
right |
| Assam14.pdf |
16 |
16 |
coleman co ltd |
right |
reserv section guwahati |
right |
| Assam14.pdf |
195 |
195 |
spoken gross human |
right |
violat indian state |
right |
| Assam14.pdf |
280 |
280 |
inform hazarika reprint |
right |
timescontent.com water page |
right |
| Assam15.pdf |
12 |
12 |
januari thursday pbd.in |
right |
reserv length word |
right |
| Assam17.pdf |
19 |
19 |
gmt associat press |
right |
reserv section international |
right |
| Assam18.pdf |
12 |
12 |
pm est u.p.i |
right |
reserv arabia iran |
right |
| Assam19.pdf |
20 |
20 |
agenc franc press |
right |
reserv length word |
right |
| Assam2.pdf |
12 |
12 |
thursday est u.p.i |
right |
reserv arabia iranian |
right |
| Assam20.pdf |
11 |
11 |
friday week blitz |
right |
reserv length word |
right |
| Assam21.pdf |
23 |
23 |
british broadcast corpor |
right |
reserv length word |
right |
| Assam22.pdf |
17 |
17 |
solut privat limit |
right |
reserv length word |
right |
| Assam23.pdf |
18 |
18 |
ht media ltd |
right |
reserv length word |
right |
| Assam24.pdf |
13 |
13 |
pm est u.p.i |
right |
reserv arabia iran |
right |
| Assam25.pdf |
15 |
15 |
ht media ltd |
right |
reserv length word |
right |
| Assam28.pdf |
13 |
13 |
time newspap limit |
right |
reserv section overseas |
right |
| Assam30.pdf |
12 |
12 |
ht media ltd |
right |
reserv length word |
right |
| Assam4.pdf |
13 |
13 |
pm est u.p.i |
right |
reserv arabia iran |
right |
| Assam5.pdf |
19 |
19 |
express distribut contify.com |
right |
reserv length word |
right |
| Assam6.pdf |
13 |
13 |
wednesday est u.p.i |
right |
reserv arabia iranian |
right |
| Assam7.pdf |
269 |
269 |
south asia human |
right |
document centr non-government |
right |
| Assam8.pdf |
10 |
10 |
friday est u.p.i |
right |
reserv arabia iranian |
right |
| Assam9.pdf |
13 |
13 |
ht media ltd |
right |
reserv length word |
right |
| Assam9.pdf |
155 |
155 |
societi howev grow |
right |
wing lean agit |
right |
| Assam1.pdf |
158 |
158 |
fight indian state |
independ |
homeland offici said |
independ |
| Assam11.pdf |
142 |
142 |
rebel group fight |
independ |
homeland bodo tribe |
independ |
| Assam12.pdf |
106 |
106 |
delhi issu sovereignti |
independ |
sovereignti core issu |
independ |
| Assam12.pdf |
125 |
125 |
rebel group fight |
independ |
homeland assam said |
independ |
| Assam12.pdf |
241 |
241 |
dutta accus mastermind |
independ |
day blast dhemaji |
independ |
| Assam12.pdf |
271 |
271 |
seek greater autonomi |
independ |
say new delhi |
independ |
| Assam13.pdf |
66 |
66 |
group north-east state |
independ |
faction appeal leader |
independ |
| Assam14.pdf |
34 |
34 |
liber front asom |
independ |
leader paresh baruah |
independ |
| Assam14.pdf |
188 |
188 |
statement activ tibetan |
independ |
assam dalai lama |
independ |
| Assam14.pdf |
213 |
213 |
indian nation support |
independ |
tibet record june |
independ |
| Assam16.pdf |
141 |
141 |
district ulfa fight |
independ |
homeland assam oper |
independ |
| Assam17.pdf |
161 |
161 |
incid rebel fight |
independ |
homeland sinc step |
independ |
| Assam17.pdf |
294 |
294 |
nation attent demand |
independ |
ethnic assames make |
independ |
| Assam18.pdf |
331 |
331 |
push demand rang |
independ |
homeland autonomi within |
independ |
| Assam18.pdf |
357 |
357 |
northeast sinc india |
independ |
load-dat februari end |
independ |
| Assam19.pdf |
124 |
124 |
core issu sovereignti |
independ |
discuss talk ulfa |
independ |
| Assam19.pdf |
129 |
129 |
talk ulfa fight |
independ |
assames homeland sinc |
independ |
| Assam2.pdf |
98 |
98 |
telephon ulfa fight |
independ |
homeland sinc blame |
independ |
| Assam20.pdf |
71 |
71 |
mani organ seek |
independ |
new delhi arrest |
independ |
| Assam20.pdf |
193 |
193 |
goal kill movement |
independ |
assam well part |
independ |
| Assam20.pdf |
577 |
577 |
leadership lead attain |
independ |
choos new leader |
independ |
| Assam20.pdf |
585 |
585 |
lead victori war |
independ |
bangladesh pakistani govern |
independ |
| Assam20.pdf |
615 |
615 |
bengali peopl creation |
independ |
bangladesh war liber |
independ |
| Assam20.pdf |
627 |
627 |
assam also bring |
independ |
one day opin |
independ |
| Assam24.pdf |
109 |
109 |
milit group fight |
independ |
homeland assam sinc |
independ |
| Assam24.pdf |
139 |
139 |
besid demand sovereignti |
independ |
core issu talk |
independ |
| Assam24.pdf |
250 |
250 |
nscn k fight |
independ |
tribal homeland nagaland |
independ |
| Assam25.pdf |
89 |
89 |
separatist leader said |
independ |
birthright compromis give |
independ |
| Assam25.pdf |
101 |
101 |
statement ulfa fight |
independ |
assames homeland sinc |
independ |
| Assam27.pdf |
1 |
1 |
|
independ |
day bomb kill |
independ |
| Assam27.pdf |
36 |
36 |
power bomb explod |
independ |
day parad india |
independ |
| Assam27.pdf |
113 |
113 |
suspect group fight |
independ |
assam sinc bomb |
independ |
| Assam27.pdf |
138 |
138 |
protect came celebr |
independ |
day said mr |
independ |
| Assam27.pdf |
188 |
188 |
sinc indian gain |
independ |
britain august chief |
independ |
| Assam27.pdf |
256 |
256 |
quiet water page |
independ |
day bomb kill |
independ |
| Assam28.pdf |
2 |
2 |
battl |
independ |
threaten morn cuppa |
independ |
| Assam28.pdf |
140 |
140 |
demand front fight |
independ |
assam sinc accus |
independ |
| Assam28.pdf |
251 |
251 |
water page battl |
independ |
threaten morn cuppa |
independ |
| Assam28.pdf |
305 |
305 |
million peopl assam |
independ |
kingdom six centuri |
independ |
| Assam28.pdf |
313 |
313 |
british india won |
independ |
one countri three |
independ |
| Assam28.pdf |
371 |
371 |
make money win |
independ |
attack just prove |
independ |
| Assam28.pdf |
388 |
388 |
sovereignti -how assam |
independ |
mr bora insist |
independ |
| Assam28.pdf |
502 |
502 |
output assam most |
independ |
state annex british |
independ |
| Assam28.pdf |
515 |
515 |
influenc area sinc |
independ |
tension ethnic assames |
independ |
| Assam28.pdf |
556 |
556 |
organis found seek |
independ |
assam indian rule |
independ |
| Assam28.pdf |
566 |
566 |
water page battl |
independ |
threaten morn cuppa |
independ |
| Assam30.pdf |
72 |
72 |
mani organ seek |
independ |
new delhi arrest |
independ |
| Assam30.pdf |
194 |
194 |
goal kill movement |
independ |
assam well part |
independ |
| Assam30.pdf |
575 |
575 |
leadership lead attain |
independ |
choos new leader |
independ |
| Assam4.pdf |
118 |
118 |
said ulfa fight |
independ |
homeland assam oper |
independ |
| Assam5.pdf |
3 |
3 |
talk without |
independ |
assam agenda say |
independ |
| Assam5.pdf |
60 |
60 |
india will consid |
independ |
assam agenda want |
independ |
| Assam5.pdf |
74 |
74 |
will take issu |
independ |
assam consider practic |
independ |
| Assam5.pdf |
134 |
134 |
revolutionari stream lead |
independ |
asom barua current |
independ |
| Assam5.pdf |
143 |
143 |
chief staff ulfa |
independ |
anti-talk faction renam |
independ |
| Assam5.pdf |
228 |
228 |
world pick arm |
independ |
mother asom barua |
independ |
| Assam5.pdf |
284 |
284 |
page talk without |
independ |
assam agenda say |
independ |
| Assam5.pdf |
341 |
341 |
revolutionari stream lead |
independ |
asom struggl continu |
independ |
| Assam6.pdf |
105 |
105 |
rebel group fight |
independ |
homeland sinc last |
independ |
| Assam8.pdf |
105 |
105 |
asom ulfa fight |
independ |
homeland sinc rebel |
independ |
| Assam9.pdf |
376 |
376 |
assam demand separ |
independ |
state much line |
independ |
| Assam9.pdf |
432 |
432 |
ironic diehard support |
independ |
assam forgot exist |
independ |
| Assam9.pdf |
453 |
453 |
assam state becom |
independ |
presenc mani alien |
independ |
| Assam9.pdf |
537 |
537 |
arm group form |
independ |
state also set |
independ |
| Assam14.pdf |
262 |
262 |
affair china name |
free |
speech tibetan dissent |
free |
| Assam9.pdf |
63 |
63 |
assam make state |
free |
illeg infiltr come |
free |
| Assam9.pdf |
745 |
745 |
sacrif make assam |
free |
outsid infiltr illeg |
free |
| Assam12.pdf |
220 |
220 |
seri measur chalk |
decis |
taken intensifi militari |
decis |
| Assam24.pdf |
177 |
177 |
assam sunday ulfa |
decis |
renew offer talk |
decis |
| Assam5.pdf |
222 |
222 |
struggl gain recognit |
coloni |
govern india world |
coloni |
| Assam9.pdf |
88 |
88 |
order end year |
coloni |
treatment centr solv |
coloni |
| Assam10.pdf |
35 |
35 |
april ulfa unite |
liber |
front asom observ |
liber |
| Assam12.pdf |
57 |
57 |
hold talk unite |
liber |
front asom ulfa |
liber |
| Assam13.pdf |
59 |
59 |
anti-talk ulfa unite |
liber |
front assam separatist |
liber |
| Assam13.pdf |
312 |
312 |
milit outfit bodo |
liber |
tiger lead format |
liber |
| Assam14.pdf |
31 |
31 |
report anti-talk unite |
liber |
front asom independ |
liber |
| Assam14.pdf |
116 |
116 |
leader said peopl |
liber |
armi set foot |
liber |
| Assam15.pdf |
114 |
114 |
surrend belong nation |
liber |
front bengali nlfb |
liber |
| Assam15.pdf |
125 |
125 |
adf nation santhal |
liber |
armi nsla other |
liber |
| Assam15.pdf |
133 |
133 |
includ cadr unite |
liber |
front assam -independ |
liber |
| Assam15.pdf |
146 |
146 |
ndfb insurg kamatapur |
liber |
organis klo member |
liber |
| Assam15.pdf |
152 |
152 |
member rava nation |
liber |
front rnlf one |
liber |
| Assam16.pdf |
60 |
60 |
friday discov unite |
liber |
front assam ulfa |
liber |
| Assam17.pdf |
67 |
67 |
seen attempt unite |
liber |
front asom insurg |
liber |
| Assam18.pdf |
173 |
173 |
ndfb outlaw unite |
liber |
front asom ulfa |
liber |
| Assam19.pdf |
53 |
53 |
tuesday outlaw unite |
liber |
front asom ulfa |
liber |
| Assam2.pdf |
57 |
57 |
suspect outlaw unite |
liber |
front asom ulfa |
liber |
| Assam20.pdf |
2 |
2 |
aspir |
liber |
assam die week |
liber |
| Assam20.pdf |
63 |
63 |
leader activist unite |
liber |
front assam ulfa |
liber |
| Assam20.pdf |
295 |
295 |
water page aspir |
liber |
assam die get |
liber |
| Assam20.pdf |
395 |
395 |
secretari gener unite |
liber |
front assam bangladeshi |
liber |
| Assam20.pdf |
544 |
544 |
chetia new delhi |
liber |
movement analyst reject |
liber |
| Assam20.pdf |
555 |
555 |
wild dream feel |
liber |
movement world ever |
liber |
| Assam20.pdf |
618 |
618 |
independ bangladesh war |
liber |
goe vein freedom |
liber |
| Assam21.pdf |
42 |
42 |
insurg group unite |
liber |
forc assam ulfa |
liber |
| Assam22.pdf |
128 |
128 |
surrend belong nation |
liber |
front bengali nlfb |
liber |
| Assam22.pdf |
139 |
139 |
adf nation santhal |
liber |
armi nsla other |
liber |
| Assam22.pdf |
147 |
147 |
includ cadr unite |
liber |
front assam -independ |
liber |
| Assam22.pdf |
160 |
160 |
ndfb insurg kamatapur |
liber |
organis klo member |
liber |
| Assam22.pdf |
166 |
166 |
member rava nation |
liber |
front rnlf one |
liber |
| Assam23.pdf |
171 |
171 |
separatist group unite |
liber |
front assam known |
liber |
| Assam24.pdf |
77 |
77 |
commander-in-chief outlaw unite |
liber |
front asom ulfa |
liber |
| Assam24.pdf |
206 |
206 |
go-between enabl unite |
liber |
front asom ulfa |
liber |
| Assam25.pdf |
54 |
54 |
chairman outlaw unite |
liber |
front asom ulfa |
liber |
| Assam26.pdf |
101 |
101 |
spurt activ unite |
liber |
front assam ulfa |
liber |
| Assam27.pdf |
102 |
102 |
viewer outlaw unite |
liber |
front asom warn |
liber |
| Assam28.pdf |
124 |
124 |
das kill unite |
liber |
front asom ulfa |
liber |
| Assam28.pdf |
546 |
546 |
british annex unite |
liber |
front asom ulfa |
liber |
| Assam29.pdf |
57 |
57 |
bring outlaw unite |
liber |
front assam ulfa |
liber |
| Assam3.pdf |
72 |
72 |
talk deleg unite |
liber |
front assam ulfa |
liber |
| Assam30.pdf |
1 |
1 |
|
liber |
struggl assam columnist |
liber |
| Assam30.pdf |
64 |
64 |
leader activist unite |
liber |
front assam ulfa |
liber |
| Assam30.pdf |
354 |
354 |
advoc water page |
liber |
struggl assam sahara |
liber |
| Assam30.pdf |
394 |
394 |
secretari gener unite |
liber |
front assam bangladeshi |
liber |
| Assam30.pdf |
542 |
542 |
chetia new delhi |
liber |
movement analyst reject |
liber |
| Assam30.pdf |
553 |
553 |
wild dream feel |
liber |
movement world ever |
liber |
| Assam4.pdf |
58 |
58 |
secretari utlaw unite |
liber |
front asom ulfa |
liber |
| Assam6.pdf |
68 |
68 |
milit outlaw unite |
liber |
front asom ulfa |
liber |
| Assam7.pdf |
142 |
142 |
barua command unite |
liber |
front asom ulfa |
liber |
| Assam8.pdf |
100 |
100 |
attack outlaw unite |
liber |
front asom ulfa |
liber |
| Assam13.pdf |
119 |
119 |
negoti centr reciproc |
equal |
strength willing usher |
equal |
| Assam9.pdf |
335 |
335 |
karbi etc came |
equal |
demand separ state |
equal |
| Assam14.pdf |
111 |
111 |
said refer india-china |
war |
milit leader said |
war |
| Assam20.pdf |
584 |
584 |
ultim lead victori |
war |
independ bangladesh pakistani |
war |
| Assam20.pdf |
617 |
617 |
creation independ bangladesh |
war |
liber goe vein |
war |
| Assam25.pdf |
74 |
74 |
issu militarili know |
war |
solut various grievanc |
war |
| Assam9.pdf |
130 |
130 |
dialogu section ulfa |
war |
cri aasu renew |
war |
| Assam9.pdf |
209 |
209 |
border thank cold |
war |
south asia america |
war |
## Tokens consisting of 30 documents and 1 docvar.
## Assam1.pdf :
## [1] "kill" "hurt" "bomb" "across" "india"
## [6] "assam" "state" "washington" "post" "october"
## [11] "friday" "suburban"
## [ ... and 442 more ]
##
## Assam10.pdf :
## [1] "assam" "separatist" "india" "mark" "anniversari"
## [6] "bbc" "monitor" "south" "asia" "polit"
## [11] "suppli" "bbc"
## [ ... and 276 more ]
##
## Assam11.pdf :
## [1] "indian" "frontier" "guard" "kill" "ambush"
## [6] "separatist" "assam" "iranian" "govern" "new"
## [11] "juli" "monday"
## [ ... and 175 more ]
##
## Assam12.pdf :
## [1] "india" "assam" "reject" "separatist" "precondit"
## [6] "talk" "irna" "august" "sunday" "pm"
## [11] "est" "u.p.i"
## [ ... and 282 more ]
##
## Assam13.pdf :
## [1] "india" "govern" "call" "peac" "talk"
## [6] "separatist" "group" "bbc" "monitor" "south"
## [11] "asia" "polit"
## [ ... and 355 more ]
##
## Assam14.pdf :
## [1] "ulfa" "seek" "china" "help" "sovereign" "assam"
## [7] "time" "india" "toi" "novemb" "monday" "bennett"
## [ ... and 282 more ]
##
## [ reached max_ndoc ... 24 more documents ]
Assam.tokens2
#create dfm from first tokenized steps
#word cloud 
#co-occurance
## ulfa chetia talk govern author anup peac indian
## 14104 13325 12533 12385 12237 9999 9368 8576
## rajkhowa said
## 8559 7981
## [1] "ulfa" "chetia" "talk" "govern" "author" "anup"
## [7] "peac" "indian" "rajkhowa" "said" "leader" "liber"
## [13] "hand" "nation" "dhaka" "violenc" "independ" "outfit"
## [19] "milit" "water" "surrend" "two" "act" "end"
## [25] "arabinda"
