## Package version: 2.1.2
## Parallel computing: 2 of 8 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
#create corpus
## readtext object consisting of 30 documents and 1 docvar.
## # Description: df[,3] [30 x 3]
## doc_id text docvar1
## <chr> <chr> <chr>
## 1 Bougainville1.pdf "\" ABG P\"..." Bougainville1
## 2 Bougainville10.pdf "\" \"..." Bougainville10
## 3 Bougainville11.pdf "\" B\"..." Bougainville11
## 4 Bougainville12.pdf "\" \"..." Bougainville12
## 5 Bougainville13.pdf "\" \"..." Bougainville13
## 6 Bougainville14.pdf "\" \"..." Bougainville14
## # ... with 24 more rows
#create corpus
## [1] 30
## docvar1
## 1 Bougainville1
## 2 Bougainville10
## 3 Bougainville11
## 4 Bougainville12
## 5 Bougainville13
## 6 Bougainville14
## Corpus consisting of 30 documents, showing 30 documents:
##
## Text Types Tokens Sentences docvar1
## Bougainville1.pdf 328 792 22 Bougainville1
## Bougainville10.pdf 209 471 21 Bougainville10
## Bougainville11.pdf 449 980 32 Bougainville11
## Bougainville12.pdf 401 868 31 Bougainville12
## Bougainville13.pdf 521 1632 51 Bougainville13
## Bougainville14.pdf 490 1367 50 Bougainville14
## Bougainville15.pdf 283 557 20 Bougainville15
## Bougainville16.pdf 517 1290 40 Bougainville16
## Bougainville17.pdf 880 2241 85 Bougainville17
## Bougainville18.pdf 658 1684 83 Bougainville18
## Bougainville19.pdf 356 868 24 Bougainville19
## Bougainville2.pdf 188 361 13 Bougainville2
## Bougainville20.pdf 464 1007 39 Bougainville20
## Bougainville21.pdf 477 948 27 Bougainville21
## Bougainville22.pdf 245 495 20 Bougainville22
## Bougainville23.pdf 270 553 22 Bougainville23
## Bougainville24.pdf 318 742 26 Bougainville24
## Bougainville25.pdf 458 915 26 Bougainville25
## Bougainville26.pdf 257 516 21 Bougainville26
## Bougainville27.pdf 337 707 19 Bougainville27
## Bougainville28.pdf 791 1944 50 Bougainville28
## Bougainville29.pdf 1407 4715 149 Bougainville29
## Bougainville3.pdf 536 1304 38 Bougainville3
## Bougainville30.pdf 973 4538 161 Bougainville30
## Bougainville4.pdf 527 1119 40 Bougainville4
## Bougainville5.pdf 702 2099 70 Bougainville5
## Bougainville6.pdf 515 1101 41 Bougainville6
## Bougainville7.pdf 282 553 23 Bougainville7
## Bougainville8.pdf 357 793 33 Bougainville8
## Bougainville9.pdf 526 1231 40 Bougainville9
#create dfm
## Length Class Mode
## 94980 dfm S4
#Cleaning up using tokens
## Length Class Mode
## Bougainville1.pdf 390 -none- character
## Bougainville10.pdf 238 -none- character
## Bougainville11.pdf 509 -none- character
## Bougainville12.pdf 457 -none- character
## Bougainville13.pdf 740 -none- character
## Bougainville14.pdf 640 -none- character
## Bougainville15.pdf 271 -none- character
## Bougainville16.pdf 578 -none- character
## Bougainville17.pdf 1191 -none- character
## Bougainville18.pdf 805 -none- character
## Bougainville19.pdf 452 -none- character
## Bougainville2.pdf 170 -none- character
## Bougainville20.pdf 505 -none- character
## Bougainville21.pdf 511 -none- character
## Bougainville22.pdf 244 -none- character
## Bougainville23.pdf 295 -none- character
## Bougainville24.pdf 379 -none- character
## Bougainville25.pdf 462 -none- character
## Bougainville26.pdf 277 -none- character
## Bougainville27.pdf 358 -none- character
## Bougainville28.pdf 964 -none- character
## Bougainville29.pdf 2332 -none- character
## Bougainville3.pdf 653 -none- character
## Bougainville30.pdf 2205 -none- character
## Bougainville4.pdf 552 -none- character
## Bougainville5.pdf 912 -none- character
## Bougainville6.pdf 583 -none- character
## Bougainville7.pdf 292 -none- character
## Bougainville8.pdf 386 -none- character
## Bougainville9.pdf 632 -none- character
#kwic doesn’t work with dfm, so you have to use tokens
| Bougainville18.pdf |
81 |
81 |
australia long interest |
fate |
tini melanesian island |
fate |
| Bougainville18.pdf |
87 |
87 |
island kilometr cairn |
fate |
nation nation-in-wait inextric |
fate |
| Bougainville30.pdf |
80 |
80 |
iii involv final |
fate |
weapon parti mid-decemb |
fate |
| Bougainville30.pdf |
319 |
319 |
meet discuss final |
fate |
weapon nissan island |
fate |
| Bougainville30.pdf |
359 |
359 |
faction agre final |
fate |
weapon collect less |
fate |
| Bougainville30.pdf |
1237 |
1237 |
make decis final |
fate |
contain weapon nation |
fate |
| Bougainville30.pdf |
1265 |
1265 |
posit question final |
fate |
option unpob request |
fate |
| Bougainville30.pdf |
1708 |
1708 |
parti decid final |
fate |
weapon without unnecessari |
fate |
| Bougainville4.pdf |
33 |
33 |
husband mose moment |
fate |
fix bougainvill fight |
fate |
| Bougainville17.pdf |
834 |
834 |
challenging past hopeful |
future |
portugues sailor jorg |
future |
| Bougainville17.pdf |
29 |
29 |
bodi australia former |
coloni |
thorni histori countri |
coloni |
| Bougainville17.pdf |
88 |
88 |
uniqu png former |
coloni |
australia feder next |
coloni |
| Bougainville17.pdf |
94 |
94 |
next year becam |
coloni |
power former british |
coloni |
| Bougainville17.pdf |
114 |
114 |
britain british activ |
coloni |
role australian end |
coloni |
| Bougainville17.pdf |
264 |
264 |
60s place former |
coloni |
power southeast asia |
coloni |
| Bougainville17.pdf |
938 |
938 |
rule papua direct |
coloni |
australian mick danni |
coloni |
| Bougainville26.pdf |
28 |
28 |
bodi former german |
coloni |
becom world newest |
coloni |
| Bougainville28.pdf |
811 |
811 |
png relat former |
coloni |
power australia continu |
coloni |
| Bougainville29.pdf |
263 |
263 |
bougainvill first came |
coloni |
control german german |
coloni |
| Bougainville29.pdf |
1646 |
1646 |
fraction polit right |
coloni |
histori show import |
coloni |
| Bougainville3.pdf |
352 |
352 |
bougainvill histori includ |
coloni |
administr year conflict |
coloni |
| Bougainville8.pdf |
102 |
102 |
bougainvill former australian |
coloni |
territori fractious relationship |
coloni |
| Bougainville17.pdf |
107 |
107 |
claim administ distant |
occupi |
part germani netherland |
occupi |
| Bougainville17.pdf |
921 |
921 |
known papua australia |
occupi |
german new guinea |
occupi |
| Bougainville17.pdf |
959 |
959 |
inhabit japanes troop |
occupi |
new guinea papua |
occupi |
| Bougainville18.pdf |
288 |
288 |
war australian troop |
occupi |
island australia grant |
occupi |
| Bougainville18.pdf |
316 |
316 |
ii saw japan |
occupi |
territori us australian |
occupi |
| Bougainville26.pdf |
262 |
262 |
follow war australia |
occupi |
island becam part |
occupi |
| Bougainville29.pdf |
280 |
280 |
world war australia |
occupi |
german territori pacif |
occupi |
| Bougainville29.pdf |
293 |
293 |
includ bougainvill japanes |
occupi |
main island second |
occupi |
| Bougainville6.pdf |
460 |
460 |
south pacif japan |
occupi |
then-australian-administ bougainvill fifteen |
occupi |
| Bougainville1.pdf |
78 |
78 |
verg freedom dream |
liberat |
e peopl help |
liberat |
| Bougainville29.pdf |
567 |
567 |
administr riot polic |
suppress |
demonstr angri bougainvillean |
suppress |
| Bougainville13.pdf |
414 |
414 |
provis empow govern |
repres |
peopl bougainvill right |
repres |
| Bougainville16.pdf |
286 |
286 |
women feder also |
repres |
church bougainvill pihei |
repres |
| Bougainville17.pdf |
1014 |
1014 |
time member hous |
repres |
replac legisl council |
repres |
| Bougainville18.pdf |
740 |
740 |
earlier year met |
repres |
fortescu mine wait |
repres |
| Bougainville18.pdf |
753 |
753 |
morn herald confirm |
repres |
iron ore magnat |
repres |
| Bougainville18.pdf |
772 |
772 |
busi develop activ |
repres |
fortescu visit bougainvill |
repres |
| Bougainville19.pdf |
192 |
192 |
like complex negoti |
repres |
region central government.th |
repres |
| Bougainville22.pdf |
220 |
220 |
govern landown alik |
repres |
buka bougainvill region |
repres |
| Bougainville23.pdf |
207 |
207 |
local platform elect |
repres |
peopl panguna reopen |
repres |
| Bougainville29.pdf |
1949 |
1949 |
new guinea leader |
repres |
peopl bougainvill bougainvill |
repres |
| Bougainville30.pdf |
159 |
159 |
new guinea state |
repres |
firm believ destroy |
repres |
| Bougainville30.pdf |
255 |
255 |
wait state germani |
repres |
water page un |
repres |
| Bougainville30.pdf |
310 |
310 |
might held unnecessarili |
repres |
new zealand welcom |
repres |
| Bougainville30.pdf |
398 |
398 |
island forum fiji |
repres |
note establish effect |
repres |
| Bougainville30.pdf |
445 |
445 |
statement also made |
repres |
franc unite kingdom |
repres |
| Bougainville4.pdf |
312 |
312 |
becam main intern |
repres |
bougainvill pro-independ govern |
repres |
## Tokens consisting of 30 documents and 1 docvar.
## Bougainville1.pdf :
## [1] "abg" "presid" "hint" "possibl" "five" "year"
## [7] "time" "line" "independ" "png" "pacnews" "novemb"
## [ ... and 378 more ]
##
## Bougainville10.pdf :
## [1] "bougainvill" "leader" "nine-point" "plan" "autonomi"
## [6] "outlin" "bbc" "monitor" "asia" "pacif"
## [11] "polit" "suppli"
## [ ... and 226 more ]
##
## Bougainville11.pdf :
## [1] "bougainvill" "poll" "rais" "resourc" "curs"
## [6] "fear" "papua" "new" "guinea" "independ"
## [11] "vote" "island"
## [ ... and 495 more ]
##
## Bougainville12.pdf :
## [1] "bougainvill" "prepar" "long-await" "independ" "vote"
## [6] "japan" "econom" "newswir" "novemb" "wednesday"
## [11] "pm" "gmt"
## [ ... and 443 more ]
##
## Bougainville13.pdf :
## [1] "bougainvill" "referendum" "explain" "part" "six"
## [6] "png" "post-couri" "australia" "may" "thursday"
## [11] "edition" "nationwid"
## [ ... and 728 more ]
##
## Bougainville14.pdf :
## [1] "bougainvill" "referendum" "explain" "part" "two"
## [6] "png" "post-couri" "australia" "april" "thursday"
## [11] "edition" "nationwid"
## [ ... and 628 more ]
##
## [ reached max_ndoc ... 24 more documents ]
Bougainville.tokens2
#create dfm from first tokenized steps
#word cloud 
#co-occurance
## weapon conflict unpob mine bougainvill stage
## 64070 63536 61535 55491 53710 51858
## peac ona complet elect
## 41830 40055 38025 36489
## [1] "weapon" "conflict" "unpob" "mine" "bougainvill"
## [6] "stage" "peac" "ona" "complet" "elect"
## [11] "panguna" "island" "develop" "process" "constitut"
## [16] "council" "dispos" "group" "nation" "secur"
## [21] "franci" "part" "also" "remain" "govern"
