## 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':
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## 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 Catalonia1.pdf "\" \"..." Catalonia1
## 2 Catalonia10.pdf "\" \"..." Catalonia10
## 3 Catalonia11.pdf "\" \"..." Catalonia11
## 4 Catalonia12.pdf "\" 'Cat\"..." Catalonia12
## 5 Catalonia13.pdf "\" Catal\"..." Catalonia13
## 6 Catalonia14.pdf "\" Catalonia\"..." Catalonia14
## # ... with 24 more rows
#create corpus
## [1] 30
## docvar1
## 1 Catalonia1
## 2 Catalonia10
## 3 Catalonia11
## 4 Catalonia12
## 5 Catalonia13
## 6 Catalonia14
## Corpus consisting of 30 documents, showing 30 documents:
##
## Text Types Tokens Sentences docvar1
## Catalonia1.pdf 245 496 16 Catalonia1
## Catalonia10.pdf 1124 4368 237 Catalonia10
## Catalonia11.pdf 1352 4398 223 Catalonia11
## Catalonia12.pdf 291 677 22 Catalonia12
## Catalonia13.pdf 512 1160 33 Catalonia13
## Catalonia14.pdf 285 633 24 Catalonia14
## Catalonia15.pdf 461 1047 34 Catalonia15
## Catalonia16.pdf 448 992 30 Catalonia16
## Catalonia17.pdf 475 1018 32 Catalonia17
## Catalonia18.pdf 1427 5410 217 Catalonia18
## Catalonia19.pdf 296 660 19 Catalonia19
## Catalonia2.pdf 355 771 14 Catalonia2
## Catalonia20.pdf 423 947 33 Catalonia20
## Catalonia21.pdf 422 824 27 Catalonia21
## Catalonia22.pdf 274 497 17 Catalonia22
## Catalonia23.pdf 654 2128 63 Catalonia23
## Catalonia24.pdf 667 1814 42 Catalonia24
## Catalonia25.pdf 397 811 31 Catalonia25
## Catalonia26.pdf 273 594 25 Catalonia26
## Catalonia27.pdf 467 990 24 Catalonia27
## Catalonia28.pdf 453 1095 34 Catalonia28
## Catalonia29.pdf 436 914 31 Catalonia29
## Catalonia3.pdf 461 1162 39 Catalonia3
## Catalonia30.pdf 325 669 22 Catalonia30
## Catalonia4.pdf 461 1029 40 Catalonia4
## Catalonia5.pdf 353 663 20 Catalonia5
## Catalonia6.pdf 487 1181 36 Catalonia6
## Catalonia7.pdf 385 937 45 Catalonia7
## Catalonia8.pdf 307 652 21 Catalonia8
## Catalonia9.pdf 287 541 18 Catalonia9
#create dfm
## Length Class Mode
## 97440 dfm S4
#Cleaning up using tokens
## Length Class Mode
## Catalonia1.pdf 239 -none- character
## Catalonia10.pdf 1743 -none- character
## Catalonia11.pdf 1994 -none- character
## Catalonia12.pdf 339 -none- character
## Catalonia13.pdf 594 -none- character
## Catalonia14.pdf 346 -none- character
## Catalonia15.pdf 521 -none- character
## Catalonia16.pdf 513 -none- character
## Catalonia17.pdf 525 -none- character
## Catalonia18.pdf 2808 -none- character
## Catalonia19.pdf 325 -none- character
## Catalonia2.pdf 382 -none- character
## Catalonia20.pdf 474 -none- character
## Catalonia21.pdf 460 -none- character
## Catalonia22.pdf 285 -none- character
## Catalonia23.pdf 1112 -none- character
## Catalonia24.pdf 828 -none- character
## Catalonia25.pdf 428 -none- character
## Catalonia26.pdf 317 -none- character
## Catalonia27.pdf 446 -none- character
## Catalonia28.pdf 550 -none- character
## Catalonia29.pdf 443 -none- character
## Catalonia3.pdf 578 -none- character
## Catalonia30.pdf 362 -none- character
## Catalonia4.pdf 496 -none- character
## Catalonia5.pdf 360 -none- character
## Catalonia6.pdf 567 -none- character
## Catalonia7.pdf 466 -none- character
## Catalonia8.pdf 331 -none- character
## Catalonia9.pdf 289 -none- character
#kwic doesn’t work with dfm, so you have to use tokens
| Catalonia19.pdf |
4 |
4 |
madrid seal spain |
fate |
salmond pro-independ catalan |
fate |
| Catalonia19.pdf |
107 |
107 |
judg actual seal |
fate |
spanish state see |
fate |
| Catalonia19.pdf |
227 |
227 |
madrid seal spain |
fate |
salmond pro-independ catalan |
fate |
| Catalonia2.pdf |
325 |
325 |
govern surviv hing |
fate |
talk aim walk |
fate |
| Catalonia16.pdf |
210 |
210 |
cover face scarv |
occupi |
high-spe railway track |
occupi |
| Catalonia24.pdf |
568 |
568 |
referendum artur mas |
occupi |
presid catalan govern |
occupi |
| Catalonia26.pdf |
229 |
229 |
would-b voter chant |
occupi |
forc vote other |
occupi |
| Catalonia28.pdf |
42 |
42 |
support referendum organis |
occupi |
school region can |
occupi |
| Catalonia28.pdf |
123 |
123 |
go ahead ballot |
occupi |
least school throughout |
occupi |
| Catalonia28.pdf |
321 |
321 |
use children weekend |
occupi |
school catalonia can |
occupi |
| Catalonia28.pdf |
330 |
330 |
station parent pupil |
occupi |
school polic dismantl |
occupi |
| Catalonia3.pdf |
99 |
99 |
polic demonstr attempt |
occupi |
barcelona-el prat airport |
occupi |
| Catalonia26.pdf |
163 |
163 |
rajoy said said |
suppress |
show dread extern |
suppress |
| Catalonia7.pdf |
177 |
177 |
back control madrid |
suppress |
catalan languag catalan |
suppress |
| Catalonia15.pdf |
401 |
401 |
voter spanish govern |
repres |
catalonia enric millo |
repres |
| Catalonia18.pdf |
316 |
316 |
import step legitim |
repres |
citizen follow peopl |
repres |
| Catalonia18.pdf |
1382 |
1382 |
spain expect send |
repres |
rule region long |
repres |
| Catalonia2.pdf |
153 |
153 |
hold dialogu catalan |
repres |
puigdemont given hope |
repres |
| Catalonia23.pdf |
270 |
270 |
import step legitim |
repres |
citizen follow peopl |
repres |
| Catalonia23.pdf |
718 |
718 |
meet plenari session |
repres |
citizen sovereignti abl |
repres |
| Catalonia25.pdf |
361 |
361 |
within spain catalonia |
repres |
fifth spain gross |
repres |
| Catalonia29.pdf |
140 |
140 |
catalan offici turnout |
repres |
region million elig |
repres |
| Catalonia3.pdf |
126 |
126 |
torra carri claim |
repres |
view region peopl |
repres |
| Catalonia4.pdf |
322 |
322 |
said torrent us |
repres |
opportun take vote |
repres |
| Catalonia6.pdf |
555 |
555 |
sole author necessarili |
repres |
duran http://infobrics.org/post/31770/ https://theduran.com/cdn-cgi/l/email- |
repres |
| Catalonia8.pdf |
99 |
99 |
case state attorney-gener |
repres |
madrid govern call |
repres |
## Tokens consisting of 30 documents and 1 docvar.
## Catalonia1.pdf :
## [1] "catalan" "elect" "quim" "torra" "remov" "may"
## [7] "plebiscit" "independ" "nation" "scotland" "septemb" "tuesday"
## [ ... and 227 more ]
##
## Catalonia10.pdf :
## [1] "catalan" "presid" "outlin" "challeng" "spanish" "daili"
## [7] "interview" "bbc" "monitor" "europ" "polit" "suppli"
## [ ... and 1,731 more ]
##
## Catalonia11.pdf :
## [1] "catalan" "agree" "independ" "mean" "atlantic" "online"
## [7] "decemb" "friday" "atlantic" "month" "group" "inc"
## [ ... and 1,981 more ]
##
## Catalonia12.pdf :
## [1] "catalonia" "want" "independ" "catalan" "politician"
## [6] "ignores" "voter" "amid" "threat" "express"
## [11] "online" "october"
## [ ... and 327 more ]
##
## Catalonia13.pdf :
## [1] "catalonia" "independ" "ten" "thousand" "take" "barcelona"
## [7] "street" "support" "unit" "spain" "dens" "crowd"
## [ ... and 582 more ]
##
## Catalonia14.pdf :
## [1] "catalonia" "live" "webcam" "watch" "crowd" "celebr"
## [7] "catalan" "independ" "spain" "live" "express" "online"
## [ ... and 334 more ]
##
## [ reached max_ndoc ... 24 more documents ]
Catalonia.tokens2
#create dfm from first tokenized steps
#word cloud 
#co-occurance
## spain region call barcelona declar parliament rajoy
## 107899 105823 68097 59083 52247 49770 49719
## madrid protest fear
## 48936 46295 44430
## [1] "spain" "region" "call" "barcelona" "declar"
## [6] "parliament" "rajoy" "madrid" "protest" "fear"
## [11] "puigdemont" "rule" "peopl" "minist" "crisi"
## [16] "control" "support" "back" "state" "forc"
## [21] "spanish" "parti" "also" "prime" "caption"
