## 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':
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##     View
## Loading required package: usethis
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## Attaching package: 'quanteda.textmodels'
## The following object is masked from 'package:quanteda':
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##     data_dfm_lbgexample
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## Attaching package: 'seededlda'
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##     terms
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## Attaching package: 'rsconnect'
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##     lint
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## Attaching package: 'packrat'
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##     install, install_local

#create corpus

## readtext object consisting of 7 documents and 1 docvar.
## # Description: df[,3] [7 x 3]
##   doc_id          text                docvar1    
##   <chr>           <chr>               <chr>      
## 1 Murrawarri1.pdf "\"          \"..." Murrawarri1
## 2 Murrawarri2.pdf "\"          \"..." Murrawarri2
## 3 Murrawarri3.pdf "\" Australia\"..." Murrawarri3
## 4 Murrawarri4.pdf "\"          \"..." Murrawarri4
## 5 Murrawarri5.pdf "\"Murray-Dar\"..." Murrawarri5
## 6 Murrawarri6.pdf "\"          \"..." Murrawarri6
## # ... with 1 more row

#create corpus

## [1] 7
##       docvar1
## 1 Murrawarri1
## 2 Murrawarri2
## 3 Murrawarri3
## 4 Murrawarri4
## 5 Murrawarri5
## 6 Murrawarri6
## Corpus consisting of 7 documents, showing 7 documents:
## 
##             Text Types Tokens Sentences     docvar1
##  Murrawarri1.pdf   526   1219        41 Murrawarri1
##  Murrawarri2.pdf   481   1148        33 Murrawarri2
##  Murrawarri3.pdf   511   1458        41 Murrawarri3
##  Murrawarri4.pdf   408    808        31 Murrawarri4
##  Murrawarri5.pdf   255    569        21 Murrawarri5
##  Murrawarri6.pdf   291    751        22 Murrawarri6
##  Murrawarri7.pdf   400   1075        23 Murrawarri7

#create dfm

## Length  Class   Mode 
##   8050    dfm     S4

#Cleaning up using tokens

##                 Length Class  Mode     
## Murrawarri1.pdf 632    -none- character
## Murrawarri2.pdf 586    -none- character
## Murrawarri3.pdf 659    -none- character
## Murrawarri4.pdf 408    -none- character
## Murrawarri5.pdf 275    -none- character
## Murrawarri6.pdf 365    -none- character
## Murrawarri7.pdf 506    -none- character

#kwic doesn’t work with dfm, so you have to use tokens

docname from to pre keyword post pattern
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Murrawarri1.pdf 361 361 peopl alreadi endur coloni place like u.s coloni
Murrawarri1.pdf 397 397 enough dismantl way coloni still oper today coloni
Murrawarri2.pdf 149 149 sovereignti aborigin nation coloni australian state come coloni
Murrawarri5.pdf 128 128 sovereignti never acquiesc coloni titl crown england coloni
Murrawarri7.pdf 201 201 crown former british coloni state new south coloni
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Murrawarri7.pdf 257 257 murrawarri ancient land occupi time settlement colonis occupi
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Murrawarri1.pdf 226 226 activist academ indigen repres australia india us repres
Murrawarri4.pdf 169 169 way ll learn repres stand much better repres
Murrawarri5.pdf 43 43 voic indigen issu repres sever nation northern repres
Murrawarri7.pdf 392 392 prepar cooper agenc repres crown great british repres
Murrawarri7.pdf 401 401 govern australia nomin repres unite nation implement repres
Murrawarri7.pdf 425 425 republic world famili repres unite nation extend repres
## Tokens consisting of 7 documents and 1 docvar.
## Murrawarri1.pdf :
##  [1] "fight"    "land"     "cultur"   "face"     "climat"   "chang"   
##  [7] "premium"  "official" "new"      "august"   "friday"   "plus"    
## [ ... and 620 more ]
## 
## Murrawarri2.pdf :
##  [1] "australia"      "anderson"       "challeng"       "prof"          
##  [5] "georg"          "william"        "commonwealth"   "attorney-gener"
##  [9] "public"         "debat"          "first"          "nation"        
## [ ... and 574 more ]
## 
## Murrawarri3.pdf :
##  [1] "australia" "declar"    "independ"  "advanc"    "brisban"   "treati"   
##  [7] "talk"      "indigen"   "peopl"     "issue"     "resourc"   "may"      
## [ ... and 647 more ]
## 
## Murrawarri4.pdf :
##  [1] "indigen"  "backlash" "cost"     "labor"    "seat"     "new"     
##  [7] "zealand"  "herald"   "august"   "thursday" "new"      "zealand" 
## [ ... and 396 more ]
## 
## Murrawarri5.pdf :
##  [1] "murray-darl" "aborigin"    "nation"      "sign"        "treati"     
##  [6] "hope"        "stronger"    "voic"        "indigen"     "right"      
## [11] "abc"         "region"     
## [ ... and 263 more ]
## 
## Murrawarri6.pdf :
##  [1] "new"        "south"      "wale"       "queen"      "recogn"    
##  [6] "murrawarri" "republ"     "indigen"    "peopl"      "issue"     
## [11] "resourc"    "may"       
## [ ... and 353 more ]
## 
## [ reached max_ndoc ... 1 more document ]
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Murrawarri.tokens2

#create dfm from first tokenized steps

#word cloud

#co-occurance

##     indigen      nation      treati       peopl    aborigin      declar 
##        9185        7977        7238        7014        6557        5725 
## sovereignti    independ    authorit       state 
##        5460        5459        4305        4283
##  [1] "indigen"        "nation"         "treati"         "peopl"         
##  [5] "aborigin"       "declar"         "sovereignti"    "independ"      
##  [9] "authorit"       "state"          "inform"         "court"         
## [13] "republ"         "intern"         "republic"       "content"       
## [17] "re-distributor" "unite"          "govern"         "first"         
## [21] "declare"        "titl"           "within"         "law"           
## [25] "water"