## 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 Arakan1.pdf "\" \"..." Arakan1
## 2 Arakan10.pdf "\" Terro\"..." Arakan10
## 3 Arakan11.pdf "\" UN righ\"..." Arakan11
## 4 Arakan12.pdf "\" Bang\"..." Arakan12
## 5 Arakan13.pdf "\" \"..." Arakan13
## 6 Arakan14.pdf "\" United\"..." Arakan14
## # … with 24 more rows
#create corpus
## [1] 30
## docvar1
## 1 Arakan1
## 2 Arakan10
## 3 Arakan11
## 4 Arakan12
## 5 Arakan13
## 6 Arakan14
## Corpus consisting of 30 documents, showing 30 documents:
##
## Text Types Tokens Sentences docvar1
## Arakan1.pdf 122 198 7 Arakan1
## Arakan10.pdf 163 280 11 Arakan10
## Arakan11.pdf 224 433 10 Arakan11
## Arakan12.pdf 172 302 8 Arakan12
## Arakan13.pdf 372 848 31 Arakan13
## Arakan14.pdf 298 677 15 Arakan14
## Arakan15.pdf 291 554 22 Arakan15
## Arakan16.pdf 334 698 22 Arakan16
## Arakan17.pdf 350 841 23 Arakan17
## Arakan18.pdf 650 1622 61 Arakan18
## Arakan19.pdf 287 587 18 Arakan19
## Arakan2.pdf 534 1303 51 Arakan2
## Arakan20.pdf 422 990 36 Arakan20
## Arakan21.pdf 262 562 24 Arakan21
## Arakan22.pdf 340 728 28 Arakan22
## Arakan23.pdf 589 1386 52 Arakan23
## Arakan24.pdf 205 401 20 Arakan24
## Arakan25.pdf 357 792 22 Arakan25
## Arakan26.pdf 172 322 12 Arakan26
## Arakan27.pdf 568 1331 58 Arakan27
## Arakan28.pdf 289 652 16 Arakan28
## Arakan29.pdf 587 1459 51 Arakan29
## Arakan3.pdf 422 943 34 Arakan3
## Arakan30.pdf 371 847 35 Arakan30
## Arakan4.pdf 410 849 24 Arakan4
## Arakan5.pdf 700 2128 67 Arakan5
## Arakan6.pdf 160 272 8 Arakan6
## Arakan7.pdf 266 658 22 Arakan7
## Arakan8.pdf 372 884 30 Arakan8
## Arakan9.pdf 261 522 12 Arakan9
#create dfm
## Length Class Mode
## 73920 dfm S4
#Cleaning up using tokens
## Length Class Mode
## Arakan1.pdf 113 -none- character
## Arakan10.pdf 158 -none- character
## Arakan11.pdf 237 -none- character
## Arakan12.pdf 165 -none- character
## Arakan13.pdf 439 -none- character
## Arakan14.pdf 337 -none- character
## Arakan15.pdf 286 -none- character
## Arakan16.pdf 389 -none- character
## Arakan17.pdf 396 -none- character
## Arakan18.pdf 836 -none- character
## Arakan19.pdf 332 -none- character
## Arakan2.pdf 678 -none- character
## Arakan20.pdf 544 -none- character
## Arakan21.pdf 296 -none- character
## Arakan22.pdf 380 -none- character
## Arakan23.pdf 733 -none- character
## Arakan24.pdf 224 -none- character
## Arakan25.pdf 425 -none- character
## Arakan26.pdf 167 -none- character
## Arakan27.pdf 670 -none- character
## Arakan28.pdf 304 -none- character
## Arakan29.pdf 775 -none- character
## Arakan3.pdf 510 -none- character
## Arakan30.pdf 436 -none- character
## Arakan4.pdf 444 -none- character
## Arakan5.pdf 1046 -none- character
## Arakan6.pdf 161 -none- character
## Arakan7.pdf 321 -none- character
## Arakan8.pdf 506 -none- character
## Arakan9.pdf 281 -none- character
#kwic doesn’t work with dfm, so you have to use tokens
| Arakan1.pdf |
16 |
16 |
agenc franc press |
right |
reserv length word |
right |
| Arakan10.pdf |
19 |
19 |
solut privat limit |
right |
reserv length word |
right |
| Arakan11.pdf |
2 |
2 |
un |
right |
expert call civilian |
right |
| Arakan11.pdf |
20 |
20 |
impact media limit |
right |
reserv length word |
right |
| Arakan11.pdf |
47 |
47 |
special rapporteur human |
right |
myanmar yanghe lee |
right |
| Arakan11.pdf |
166 |
166 |
enough un human |
right |
expert also express |
right |
| Arakan11.pdf |
223 |
223 |
water page un |
right |
expert call civilian |
right |
| Arakan12.pdf |
23 |
23 |
british broadcast corpor |
right |
reserv length word |
right |
| Arakan13.pdf |
119 |
119 |
must avoid human |
right |
violat third oper |
right |
| Arakan14.pdf |
20 |
20 |
thai new servic |
right |
reserv section general |
right |
| Arakan15.pdf |
16 |
16 |
new internat ltd |
right |
reserv section world |
right |
| Arakan15.pdf |
31 |
31 |
editor bodi human |
right |
campaign demand un |
right |
| Arakan15.pdf |
54 |
54 |
photograph analys human |
right |
watch armi admit |
right |
| Arakan15.pdf |
71 |
71 |
phil robertson human |
right |
watch said militari |
right |
| Arakan16.pdf |
13 |
13 |
thursday new nation |
right |
reserv length word |
right |
| Arakan17.pdf |
21 |
21 |
content engine llc |
right |
reserv ce noticia |
right |
| Arakan17.pdf |
26 |
26 |
ce noticia financiera |
right |
reserv length word |
right |
| Arakan17.pdf |
84 |
84 |
network cbc fortifi |
right |
ngo defend right |
right |
| Arakan17.pdf |
87 |
87 |
right ngo defend |
right |
rohingya call prosecut |
right |
| Arakan17.pdf |
167 |
167 |
juli accord fortifi |
right |
arriv mid-august border |
right |
| Arakan17.pdf |
197 |
197 |
gather testimoni human |
right |
violat rohingya victim |
right |
| Arakan17.pdf |
217 |
217 |
see hear fortifi |
right |
emphas two act |
right |
| Arakan17.pdf |
390 |
390 |
creat un human |
right |
council load-dat septemb |
right |
| Arakan18.pdf |
12 |
12 |
januari tuesday newsin.asia |
right |
reserv length word |
right |
| Arakan18.pdf |
477 |
477 |
region econom polit |
right |
neglect mainstream bamar |
right |
| Arakan19.pdf |
21 |
21 |
syndig media inc |
right |
reserv length word |
right |
| Arakan19.pdf |
34 |
34 |
rebel commit human |
right |
violat civilian restiv |
right |
| Arakan19.pdf |
142 |
142 |
commit gross human |
right |
violat cover mobil |
right |
| Arakan19.pdf |
186 |
186 |
well violat human |
right |
arakan armi report |
right |
| Arakan19.pdf |
203 |
203 |
told un human |
right |
council geneva lee |
right |
| Arakan19.pdf |
308 |
308 |
balanc secur freedom |
right |
respons lee stress |
right |
| Arakan2.pdf |
19 |
19 |
januari tuesday menafn.com |
right |
reserv length word |
right |
| Arakan2.pdf |
369 |
369 |
region econom polit |
right |
neglect mainstream bamar |
right |
| Arakan20.pdf |
22 |
22 |
british broadcast corpor |
right |
reserv length word |
right |
| Arakan22.pdf |
21 |
21 |
agencia efe s.a |
right |
reserv © efe |
right |
| Arakan23.pdf |
20 |
20 |
media inc syndigate.info |
right |
reserv length word |
right |
| Arakan24.pdf |
13 |
13 |
wednesday financi express |
right |
reserv length word |
right |
| Arakan25.pdf |
13 |
13 |
helicopt attack un |
right |
offic issu war |
right |
| Arakan25.pdf |
27 |
27 |
thai new servic |
right |
reserv section general |
right |
| Arakan25.pdf |
55 |
55 |
condemn un human |
right |
offic ohchr speak |
right |
| Arakan25.pdf |
246 |
246 |
helicopt attack un |
right |
offic issu war |
right |
| Arakan26.pdf |
17 |
17 |
solut privat limit |
right |
reserv length word |
right |
| Arakan27.pdf |
10 |
10 |
monday new nation |
right |
reserv length word |
right |
| Arakan28.pdf |
22 |
22 |
content engine llc |
right |
reserv ce noticia |
right |
| Arakan28.pdf |
27 |
27 |
ce noticia financiera |
right |
reserv length word |
right |
| Arakan29.pdf |
41 |
41 |
war crime human |
right |
violat civilian western |
right |
| Arakan29.pdf |
69 |
69 |
releas wednesday london-bas |
right |
group new report |
right |
| Arakan29.pdf |
107 |
107 |
video interview human |
right |
offici right activist |
right |
| Arakan29.pdf |
109 |
109 |
human right offici |
right |
activist clash myanmar |
right |
| Arakan29.pdf |
354 |
354 |
activ amnesti said |
right |
group also call |
right |
| Arakan29.pdf |
538 |
538 |
township constitu deni |
right |
violat genocid occur |
right |
| Arakan3.pdf |
11 |
11 |
thursday new nation |
right |
reserv length word |
right |
| Arakan4.pdf |
7 |
7 |
myanmar warn top |
right |
investig financialwir march |
right |
| Arakan4.pdf |
15 |
15 |
investrend commun inc |
right |
reserv length word |
right |
| Arakan4.pdf |
85 |
85 |
last report human |
right |
council end six-year |
right |
| Arakan4.pdf |
137 |
137 |
late leader former |
right |
icon aung san |
right |
| Arakan4.pdf |
145 |
145 |
kyi someth independ |
right |
expert maintain evid |
right |
| Arakan4.pdf |
166 |
166 |
power exercis power |
right |
place water page |
right |
| Arakan4.pdf |
176 |
176 |
myanmar warn top |
right |
investig addit human |
right |
| Arakan4.pdf |
180 |
180 |
investig addit human |
right |
council resolut condemn |
right |
| Arakan4.pdf |
380 |
380 |
rapporteur report human |
right |
council myanmar progress |
right |
| Arakan4.pdf |
440 |
440 |
myanmar warn top |
right |
investig end document |
right |
| Arakan5.pdf |
11 |
11 |
say un human |
right |
expert cnn wire |
right |
| Arakan5.pdf |
21 |
21 |
cabl new network |
right |
reserv length word |
right |
| Arakan5.pdf |
33 |
33 |
unite nation human |
right |
expert claim myanmar |
right |
| Arakan5.pdf |
59 |
59 |
rapporteur situat human |
right |
myanmar accus militari |
right |
| Arakan5.pdf |
218 |
218 |
comment echo human |
right |
watch explain militari |
right |
| Arakan5.pdf |
244 |
244 |
say un human |
right |
expert myanmar militari |
right |
| Arakan5.pdf |
280 |
280 |
asia director human |
right |
watch statement cnn |
right |
| Arakan5.pdf |
534 |
534 |
numer civilian human |
right |
watch say arakan |
right |
| Arakan5.pdf |
577 |
577 |
say un human |
right |
expert hard fathom |
right |
| Arakan5.pdf |
929 |
929 |
say un human |
right |
expert realli sad |
right |
| Arakan5.pdf |
1040 |
1040 |
inc warnermedia compani |
right |
reserv load-dat april |
right |
| Arakan7.pdf |
21 |
21 |
british broadcast corpor |
right |
reserv length word |
right |
| Arakan7.pdf |
261 |
261 |
ad mani human |
right |
organ bangladesh none |
right |
| Arakan8.pdf |
12 |
12 |
march saturday mizzima |
right |
reserv length word |
right |
| Arakan9.pdf |
6 |
6 |
arm group un |
right |
expert call civilian |
right |
| Arakan9.pdf |
19 |
19 |
januari saturday uni |
right |
reserv length word |
right |
| Arakan9.pdf |
44 |
44 |
nation expert human |
right |
south-east asian countri |
right |
| Arakan9.pdf |
70 |
70 |
special rapporteur human |
right |
myanmar yanghe lee |
right |
| Arakan9.pdf |
189 |
189 |
enough un human |
right |
expert also express |
right |
| Arakan9.pdf |
253 |
253 |
arm group un |
right |
expert call civilian |
right |
| Arakan1.pdf |
92 |
92 |
parti arakan want |
independ |
myanmar arakan provinc |
independ |
| Arakan11.pdf |
203 |
203 |
year case sinc |
independ |
januari ms lee |
independ |
| Arakan15.pdf |
126 |
126 |
buddhist emerg rakhin |
independ |
forc arakan armi |
independ |
| Arakan15.pdf |
139 |
139 |
fight long-run war |
independ |
leader gener twan |
independ |
| Arakan16.pdf |
331 |
331 |
conflict alongsid kachin |
independ |
armi myanmar armed |
independ |
| Arakan18.pdf |
25 |
25 |
ever sinc becam |
independ |
british hodgepodg ethnic |
independ |
| Arakan18.pdf |
233 |
233 |
januari year myanmar |
independ |
day cadr arakan |
independ |
| Arakan18.pdf |
428 |
428 |
either confeder outright |
independ |
last year like |
independ |
| Arakan18.pdf |
439 |
439 |
also want self-determin |
independ |
want restor independ |
independ |
| Arakan18.pdf |
442 |
442 |
independ want restor |
independ |
arakan state exist |
independ |
| Arakan18.pdf |
696 |
696 |
present includ kachin |
independ |
armi kia myanmar |
independ |
| Arakan2.pdf |
319 |
319 |
either confeder outright |
independ |
like kachin shan |
independ |
| Arakan2.pdf |
328 |
328 |
also want self-determin |
independ |
want restor independ |
independ |
| Arakan2.pdf |
331 |
331 |
independ want restor |
independ |
arakan state exist |
independ |
| Arakan2.pdf |
562 |
562 |
present includ kachin |
independ |
armi kia myanmar |
independ |
| Arakan23.pdf |
243 |
243 |
former known arakan |
independ |
kingdom annex konbaung |
independ |
| Arakan23.pdf |
255 |
255 |
secess restor arakan |
independ |
appeas separatist forc |
independ |
| Arakan27.pdf |
59 |
59 |
hill tract burmes |
independ |
part arakan now |
independ |
| Arakan27.pdf |
622 |
622 |
victoria ft arakan |
independ |
rule king maintain |
independ |
| Arakan27.pdf |
637 |
637 |
empir becam part |
independ |
burma rule burmes |
independ |
| Arakan3.pdf |
456 |
456 |
conflict alongsid kachin |
independ |
armi myanmar armed |
independ |
| Arakan4.pdf |
144 |
144 |
suu kyi someth |
independ |
right expert maintain |
independ |
| Arakan7.pdf |
295 |
295 |
group fight arakanes |
independ |
armi ceas exist |
independ |
| Arakan9.pdf |
226 |
226 |
year case sinc |
independ |
januari ms lee |
independ |
| Arakan13.pdf |
19 |
19 |
inc section radio |
free |
asia news information |
free |
| Arakan13.pdf |
427 |
427 |
used permiss radio |
free |
asia m st |
free |
| Arakan22.pdf |
219 |
219 |
said posit ensur |
free |
fair elect area |
free |
| Arakan22.pdf |
284 |
284 |
landslid first so-cal |
free |
elect suu kyi |
free |
| Arakan29.pdf |
20 |
20 |
inc section radio |
free |
asia news information |
free |
| Arakan29.pdf |
763 |
763 |
used permiss radio |
free |
asia m st |
free |
| Arakan30.pdf |
18 |
18 |
inc section radio |
free |
asia news information |
free |
| Arakan30.pdf |
424 |
424 |
used permiss radio |
free |
asia m st |
free |
| Arakan17.pdf |
324 |
324 |
separatist ethnic group |
decis |
taken icc judg |
decis |
| Arakan23.pdf |
681 |
681 |
citizen link aa |
decis |
action secur city-st |
decis |
| Arakan9.pdf |
35 |
35 |
govern immedi revers |
decis |
allow access humanitarian |
decis |
| Arakan18.pdf |
209 |
209 |
armi consid bamar |
coloni |
oppressor arakan myanmares |
coloni |
| Arakan2.pdf |
152 |
152 |
armi consid bamar |
coloni |
oppressor though buddhist |
coloni |
| Arakan18.pdf |
449 |
449 |
till bamar buddhist |
occupi |
took away sacr |
occupi |
| Arakan2.pdf |
341 |
341 |
centuri bamar buddhist |
occupi |
took away sacr |
occupi |
| Arakan18.pdf |
707 |
707 |
mndaa ta-ang nation |
liber |
armi tnla arakan |
liber |
| Arakan2.pdf |
573 |
573 |
mndaa ta-ang nation |
liber |
armi tnla arakan |
liber |
| Arakan20.pdf |
305 |
305 |
insurg belong arakan |
liber |
armi arm wing |
liber |
| Arakan20.pdf |
310 |
310 |
arm wing arakan |
liber |
parti yet unabl |
liber |
| Arakan20.pdf |
365 |
365 |
fierc gunfight arakan |
liber |
armi joint forc |
liber |
| Arakan20.pdf |
512 |
512 |
oper alp arakan |
liber |
parti arm wing |
liber |
| Arakan20.pdf |
517 |
517 |
arm wing arakan |
liber |
armi fought myanmar |
liber |
| Arakan23.pdf |
524 |
524 |
platform name magh |
liber |
parti mlp magh |
liber |
| Arakan23.pdf |
528 |
528 |
parti mlp magh |
liber |
parti recruit rakhin |
liber |
| Arakan8.pdf |
244 |
244 |
myanmar armi unite |
liber |
front assam ulfa |
liber |
| Arakan22.pdf |
270 |
270 |
suu kyi de |
facto |
leader countri contest |
facto |
| Arakan5.pdf |
406 |
406 |
offic myanmar de |
facto |
leader aung san |
facto |
| Arakan18.pdf |
562 |
562 |
arakanes want digniti |
equal |
feel deni bamar |
equal |
| Arakan17.pdf |
66 |
66 |
icc confess particip |
massacr |
receiv order kill |
massacr |
| Arakan4.pdf |
191 |
191 |
justic constern alleg |
massacr |
ethnic rohingya also |
massacr |
| Arakan5.pdf |
721 |
721 |
acknowledg militari crime |
massacr |
rohingya men villag |
massacr |
| Arakan1.pdf |
100 |
100 |
various stage civil |
war |
decad govern troop |
war |
| Arakan10.pdf |
77 |
77 |
victori second world |
war |
militari spokesperson brigadi |
war |
| Arakan15.pdf |
138 |
138 |
armi fight long-run |
war |
independ leader gener |
war |
| Arakan19.pdf |
6 |
6 |
report possibl new |
war |
crime myanmar fars |
war |
| Arakan19.pdf |
43 |
43 |
may amount fresh |
war |
crime unite nation |
war |
| Arakan19.pdf |
181 |
181 |
law may amount |
war |
crime well violat |
war |
| Arakan19.pdf |
232 |
232 |
report possibl new |
war |
crime myanmar april |
war |
| Arakan19.pdf |
325 |
325 |
report possibl new |
war |
crime myanmar load-dat |
war |
| Arakan21.pdf |
199 |
199 |
may intend ship |
war |
weapon separatist rebel |
war |
| Arakan25.pdf |
16 |
16 |
right offic issu |
war |
crime warn thai |
war |
| Arakan25.pdf |
73 |
73 |
attack may constitut |
war |
crime conflict myanmar |
war |
| Arakan25.pdf |
249 |
249 |
right offic issu |
war |
crime warn call |
war |
| Arakan25.pdf |
317 |
317 |
attack may constitut |
war |
crime ms shamdasani |
war |
| Arakan29.pdf |
4 |
4 |
myanmar armi accuse |
war |
crime rakhin state |
war |
| Arakan29.pdf |
30 |
30 |
myanmar armi accuse |
war |
crime rakhin state |
war |
| Arakan29.pdf |
38 |
38 |
myanmar militari commit |
war |
crime human right |
war |
| Arakan29.pdf |
78 |
78 |
can protect us |
war |
crime abuse myanmar |
war |
| Arakan29.pdf |
299 |
299 |
myanmar armi accuse |
war |
crime rakhin state |
war |
| Arakan29.pdf |
460 |
460 |
arakan fighter commit |
war |
crime acknowledg arrest |
war |
| Arakan29.pdf |
633 |
633 |
myanmar armi accuse |
war |
crime rakhin state |
war |
| Arakan4.pdf |
63 |
63 |
adjud crime human |
war |
crime sinc walk |
war |
| Arakan5.pdf |
6 |
6 |
myanmar militari carri |
war |
crime say un |
war |
| Arakan5.pdf |
39 |
39 |
myanmar militari carri |
war |
crime ethnic minor |
war |
| Arakan5.pdf |
107 |
107 |
situat crime human |
war |
crime highest heinous |
war |
| Arakan5.pdf |
239 |
239 |
myanmar militari carri |
war |
crime say un |
war |
| Arakan5.pdf |
498 |
498 |
genocid crime human |
war |
crime said member |
war |
| Arakan5.pdf |
572 |
572 |
myanmar militari carri |
war |
crime say un |
war |
| Arakan5.pdf |
655 |
655 |
refuge fled myanmar |
war |
crime investig januari |
war |
| Arakan5.pdf |
668 |
668 |
popul 2016-2017 conclud |
war |
crime commit now |
war |
| Arakan5.pdf |
924 |
924 |
myanmar militari carri |
war |
crime say un |
war |
| Arakan17.pdf |
50 |
50 |
particip countri armi |
cleans |
effort rohingya minor |
cleans |
| Arakan22.pdf |
111 |
111 |
subject brutal ethnic |
cleans |
campaign militari forc |
cleans |
| Arakan5.pdf |
695 |
695 |
deni accus ethnic |
cleans |
genocid said militari |
cleans |
## Tokens consisting of 30 documents and 1 docvar.
## Arakan1.pdf :
## [1] "myanmar" "separatist" "leader" "arrest" "bangladesh"
## [6] "agenc" "franc" "press" "english" "june"
## [11] "monday" "gmt"
## [ ... and 101 more ]
##
## Arakan10.pdf :
## [1] "terrorist" "activ" "myanmar" "back" "strong" "forc"
## [7] "myanmar" "armi" "chief" "inc" "india" "media"
## [ ... and 146 more ]
##
## Arakan11.pdf :
## [1] "un" "right" "expert" "call" "civilian" "protect"
## [7] "fight" "escal" "militari" "arm" "group" "impact"
## [ ... and 225 more ]
##
## Arakan12.pdf :
## [1] "bangladesh" "troop" "seiz" "arm" "ammunit"
## [6] "burmes" "separatist" "websit" "bbc" "monitor"
## [11] "south" "asia"
## [ ... and 153 more ]
##
## Arakan13.pdf :
## [1] "myanmar" "author" "helicopt" "use" "militari" "rakhin"
## [7] "feder" "govern" "document" "public" "june" "feder"
## [ ... and 427 more ]
##
## Arakan14.pdf :
## [1] "unite" "nation" "myanmar" "burma" "shock" "kill"
## [7] "children" "alleg" "use" "human" "shield" "thai"
## [ ... and 325 more ]
##
## [ reached max_ndoc ... 24 more documents ]
Arakan.tokens2
#create dfm from first tokenized steps
#word cloud 
#co-occurance
## rakhin buddhist state armi crime militari bgb oper
## 33175 31115 28499 25013 22274 16278 15297 14473
## rebel attack
## 14467 13720
## [1] "rakhin" "buddhist" "state" "armi" "crime" "militari"
## [7] "bgb" "oper" "rebel" "attack" "arakan" "also"
## [13] "bamar" "popul" "say" "two" "kill" "aa"
## [19] "rohingya" "tatmadaw" "civilian" "major" "allianc" "indian"
## [25] "carri"
