title: “Lakota” output: html_document —
## Package version: 2.1.2
## Parallel computing: 2 of 2 threads used.
## See https://quanteda.io for tutorials and examples.
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## 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'
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## data_dfm_lbgexample
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## Attaching package: 'seededlda'
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## terms
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## lint
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## Attaching package: 'packrat'
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## install, install_local
R Markdown
#create corpus
## readtext object consisting of 15 documents and 1 docvar.
## # Description: df[,3] [15 × 3]
## doc_id text docvar1
## <chr> <chr> <chr>
## 1 L1.pdf "\" \"..." L1
## 2 L10.pdf "\" \"..." L10
## 3 L11.pdf "\" Lak\"..." L11
## 4 L12.pdf "\" Lak\"..." L12
## 5 L13.pdf "\" Lo\"..." L13
## 6 L14.pdf "\" \"..." L14
## # … with 9 more rows
#create corpus
## [1] 15
## docvar1
## 1 L1
## 2 L10
## 3 L11
## 4 L12
## 5 L13
## 6 L14
## Corpus consisting of 15 documents, showing 15 documents:
##
## Text Types Tokens Sentences docvar1
## L1.pdf 648 1699 85 L1
## L10.pdf 145 225 13 L10
## L11.pdf 307 687 21 L11
## L12.pdf 307 687 21 L12
## L13.pdf 631 1427 63 L13
## L14.pdf 282 498 23 L14
## L15.pdf 340 718 30 L15
## L16.pdf 372 756 23 L16
## L2.pdf 328 735 28 L2
## L3.pdf 262 507 22 L3
## L4.pdf 541 1310 40 L4
## L6.pdf 414 904 41 L6
## L7.pdf 340 776 24 L7
## L8.pdf 452 895 34 L8
## L9.pdf 271 502 20 L9
#create dfm
## Length Class Mode
## 26025 dfm S4
#Cleaning up using tokens
## Length Class Mode
## L1.pdf 766 -none- character
## L10.pdf 117 -none- character
## L11.pdf 343 -none- character
## L12.pdf 343 -none- character
## L13.pdf 737 -none- character
## L14.pdf 275 -none- character
## L15.pdf 351 -none- character
## L16.pdf 370 -none- character
## L2.pdf 385 -none- character
## L3.pdf 240 -none- character
## L4.pdf 640 -none- character
## L6.pdf 407 -none- character
## L7.pdf 372 -none- character
## L8.pdf 433 -none- character
## L9.pdf 271 -none- character
#kwic doesn’t work with dfm, so you have to use tokens
| L1.pdf |
13 |
13 |
thursday est llc |
right |
reserv web blog |
right |
| L1.pdf |
119 |
119 |
creat occas support |
right |
indigen peopl live |
right |
| L1.pdf |
199 |
199 |
simpl indigen peopl |
right |
intern law anyon |
right |
| L1.pdf |
240 |
240 |
colon grant limit |
right |
fall far short |
right |
| L1.pdf |
386 |
386 |
violat intern treati |
right |
lakota declar withdraw |
right |
| L1.pdf |
580 |
580 |
struggl sovereignti treati |
right |
pledg assist sovereign |
right |
| L1.pdf |
671 |
671 |
provid warranti confer |
right |
materi inform provid |
right |
| L1.pdf |
756 |
756 |
re-distributor expressli reserv |
right |
delet post comment |
right |
| L10.pdf |
12 |
12 |
pm est u.p.i |
right |
reserv length word |
right |
| L11.pdf |
17 |
17 |
pm est llc |
right |
reserv web blog |
right |
| L11.pdf |
245 |
245 |
provid warranti confer |
right |
materi inform provid |
right |
| L11.pdf |
333 |
333 |
re-distributor expressli reserv |
right |
delet post comment |
right |
| L12.pdf |
17 |
17 |
pm est llc |
right |
reserv web blog |
right |
| L12.pdf |
245 |
245 |
provid warranti confer |
right |
materi inform provid |
right |
| L12.pdf |
333 |
333 |
re-distributor expressli reserv |
right |
delet post comment |
right |
| L13.pdf |
24 |
24 |
est canadian press |
right |
reserv section international |
right |
| L14.pdf |
19 |
19 |
media group ltd |
right |
reserv section news |
right |
| L15.pdf |
34 |
34 |
media group limit |
right |
reserv section news |
right |
| L2.pdf |
17 |
17 |
media group ltd |
right |
reserv section editorial |
right |
| L3.pdf |
16 |
16 |
gmt associat press |
right |
reserv section domestic |
right |
| L4.pdf |
17 |
17 |
saturday est llc |
right |
reserv web blog |
right |
| L4.pdf |
239 |
239 |
express sovereign lakota |
right |
tegihya kte said |
right |
| L4.pdf |
541 |
541 |
provid warranti confer |
right |
materi inform provid |
right |
| L4.pdf |
619 |
619 |
re-distributor expressli reserv |
right |
delet post comment |
right |
| L7.pdf |
19 |
19 |
agenc franc press |
right |
reserv length word |
right |
| L7.pdf |
59 |
59 |
us long-tim indian |
right |
activist russel mean |
right |
| L7.pdf |
205 |
205 |
communiti legal within |
right |
free independ said |
right |
| L7.pdf |
262 |
262 |
adopt non-bind declar |
right |
indigen peopl despit |
right |
| L7.pdf |
288 |
288 |
intern confer indigen |
right |
geneva told news |
right |
| L8.pdf |
100 |
100 |
goeth peac pipe |
right |
stori lakota overshadow |
right |
| L8.pdf |
362 |
362 |
lakota play card |
right |
u.s give good |
right |
| L9.pdf |
19 |
19 |
gmt associat press |
right |
reserv section state |
right |
| L1.pdf |
79 |
79 |
deliv declar continu |
independ |
just time winter |
independ |
| L1.pdf |
142 |
142 |
consid recogn lakota |
independ |
nation withdraw treati |
independ |
| L1.pdf |
351 |
351 |
colonist hold land |
independ |
free legal author |
independ |
| L1.pdf |
376 |
376 |
u.s canada violat |
independ |
indigen peopl cleric |
independ |
| L1.pdf |
472 |
472 |
island assert freedom |
independ |
happen action lakota |
independ |
| L1.pdf |
586 |
586 |
sovereign peopl seek |
independ |
lakota invit live |
independ |
| L10.pdf |
32 |
32 |
renounc treati now |
independ |
nation american indian |
independ |
| L10.pdf |
54 |
54 |
now free countri |
independ |
unite state america |
independ |
| L11.pdf |
117 |
117 |
initi glimps free |
independ |
free lakota nation |
independ |
| L11.pdf |
197 |
197 |
natur owner lakota |
independ |
nation lakota oyat |
independ |
| L12.pdf |
117 |
117 |
initi glimps free |
independ |
free lakota nation |
independ |
| L12.pdf |
197 |
197 |
natur owner lakota |
independ |
nation lakota oyat |
independ |
| L16.pdf |
139 |
139 |
union gave back |
independ |
three year later |
independ |
| L16.pdf |
299 |
299 |
much american state |
independ |
feder govern among |
independ |
| L4.pdf |
304 |
304 |
treati becom free |
independ |
countri alert famili |
independ |
| L4.pdf |
312 |
312 |
now reassum freedom |
independ |
back natur internat |
independ |
| L6.pdf |
181 |
181 |
make mandatori becom |
independ |
independ cover five-st |
independ |
| L6.pdf |
182 |
182 |
mandatori becom independ |
independ |
cover five-st area |
independ |
| L6.pdf |
204 |
204 |
withdrawn empir re-establish |
independ |
understand seced mean |
independ |
| L6.pdf |
249 |
249 |
confirm document continu |
independ |
draft among tradit |
independ |
| L7.pdf |
207 |
207 |
within right free |
independ |
said mean water |
independ |
| L7.pdf |
227 |
227 |
draft declar continu |
independ |
overt play titl |
independ |
| L7.pdf |
234 |
234 |
unite state declar |
independ |
england thirty-thre year |
independ |
| L1.pdf |
7 |
7 |
part u.s atlantic |
free |
press decemb thursday |
free |
| L1.pdf |
18 |
18 |
web blog atlantic |
free |
press length word |
free |
| L1.pdf |
25 |
25 |
bodi dec atlantic |
free |
press deliv mission |
free |
| L1.pdf |
123 |
123 |
indigen peopl live |
free |
take whatev action |
free |
| L1.pdf |
352 |
352 |
hold land independ |
free |
legal author indigen |
free |
| L1.pdf |
436 |
436 |
way true way |
free |
left govern look |
free |
| L1.pdf |
601 |
601 |
document live tax |
free |
provid resid renounc |
free |
| L10.pdf |
52 |
52 |
unite nation now |
free |
countri independ unite |
free |
| L11.pdf |
10 |
10 |
broken treati atlantic |
free |
press januari friday |
free |
| L11.pdf |
22 |
22 |
web blog atlantic |
free |
press length word |
free |
| L11.pdf |
29 |
29 |
bodi jan atlantic |
free |
press deliv brenda |
free |
| L11.pdf |
116 |
116 |
provid initi glimps |
free |
independ free lakota |
free |
| L11.pdf |
118 |
118 |
glimps free independ |
free |
lakota nation regain |
free |
| L12.pdf |
10 |
10 |
broken treati atlantic |
free |
press januari friday |
free |
| L12.pdf |
22 |
22 |
web blog atlantic |
free |
press length word |
free |
| L12.pdf |
29 |
29 |
bodi jan atlantic |
free |
press deliv brenda |
free |
| L12.pdf |
116 |
116 |
provid initi glimps |
free |
independ free lakota |
free |
| L12.pdf |
118 |
118 |
glimps free independ |
free |
lakota nation regain |
free |
| L15.pdf |
86 |
86 |
within unite state |
free |
diverg us law |
free |
| L4.pdf |
9 |
9 |
wound knee want |
free |
atlantic free press |
free |
| L4.pdf |
11 |
11 |
want free atlantic |
free |
press decemb saturday |
free |
| L4.pdf |
22 |
22 |
web blog atlantic |
free |
press length word |
free |
| L4.pdf |
29 |
29 |
bodi dec atlantic |
free |
press deliv via |
free |
| L4.pdf |
100 |
100 |
swell end protect |
free |
sovereign lakota nation |
free |
| L4.pdf |
287 |
287 |
wound knee want |
free |
lakota sioux indian |
free |
| L4.pdf |
303 |
303 |
mandat treati becom |
free |
independ countri alert |
free |
| L4.pdf |
635 |
635 |
wound knee want |
free |
load-dat decemb end |
free |
| L7.pdf |
54 |
54 |
area encompass countri |
free |
join us long-tim |
free |
| L7.pdf |
206 |
206 |
legal within right |
free |
independ said mean |
free |
| L9.pdf |
7 |
7 |
mean say cancer |
free |
associat press state |
free |
| L9.pdf |
61 |
61 |
said essenti cancer |
free |
now believ good |
free |
| L9.pdf |
133 |
133 |
oncologist essenti cancer |
free |
now said die |
free |
| L9.pdf |
264 |
264 |
mean say cancer |
free |
online http://www.russellmeansfreedom.com/ load-dat |
free |
| L8.pdf |
202 |
202 |
one support lakota |
decis |
leav union reduc |
decis |
| L1.pdf |
71 |
71 |
lakota nation cut |
coloni |
driver licens decemb |
coloni |
| L1.pdf |
225 |
225 |
treati conclud briberi |
coloni |
puppet instead valid |
coloni |
| L1.pdf |
307 |
307 |
eastern half known |
coloni |
canada northeastern u.s |
coloni |
| L1.pdf |
419 |
419 |
larami never honor |
coloni |
catastroph intent part |
coloni |
| L1.pdf |
510 |
510 |
land asset resourc |
coloni |
u.s canada just |
coloni |
| L1.pdf |
546 |
546 |
indian puppet set |
coloni |
indian act band |
coloni |
| L1.pdf |
563 |
563 |
amongst relat without |
coloni |
power support whiski |
coloni |
| L4.pdf |
69 |
69 |
calvari wound year |
coloni |
enforc back peopl |
coloni |
| L4.pdf |
325 |
325 |
www.lakotafreedom.com > face |
coloni |
apartheid condit impos |
coloni |
| L6.pdf |
143 |
143 |
describ de facto |
coloni |
govern set unite |
coloni |
| L7.pdf |
244 |
244 |
critic mass combat |
coloni |
want make sure |
coloni |
| L13.pdf |
247 |
247 |
upris hundr protest |
occupi |
south dakota town |
occupi |
| L15.pdf |
11 |
11 |
oglala lakota nation |
occupi |
land north south |
occupi |
| L15.pdf |
204 |
204 |
oglala lakota nation |
occupi |
land north south |
occupi |
| L6.pdf |
113 |
113 |
lakota territori illeg |
occupi |
guid treati broken |
occupi |
| L1.pdf |
95 |
95 |
chang wound knee |
occupat |
internat indian treati |
occupat |
| L6.pdf |
142 |
142 |
govern describ de |
facto |
coloni govern set |
facto |
| L13.pdf |
252 |
252 |
dakota town site |
massacr |
indian u.s water |
massacr |
| L16.pdf |
341 |
341 |
recent fought bitter |
war |
secess mr van |
war |
| L16.pdf |
351 |
351 |
intervent might prevent |
war |
fight broke abkhazian |
war |
| L6.pdf |
347 |
347 |
nazi occup world |
war |
ii mean say |
war |
| L8.pdf |
147 |
147 |
someth made cold |
war |
frighten soviet soviet |
war |
| L8.pdf |
352 |
352 |
lose side civil |
war |
can boost tourism |
war |
## Tokens consisting of 15 documents and 1 docvar.
## L1.pdf :
## [1] "lakota" "nation" "confirm" "part" "u.s" "atlantic"
## [7] "free" "press" "decemb" "thursday" "est" "llc"
## [ ... and 754 more ]
##
## L10.pdf :
## [1] "lakota" "indian" "work" "seced" "u.s" "upi" "decemb" "friday"
## [9] "pm" "est" "u.p.i" "right"
## [ ... and 105 more ]
##
## L11.pdf :
## [1] "lakota" "oyat" "recov" "lakota" "territori" "trail"
## [7] "broken" "treati" "atlantic" "free" "press" "januari"
## [ ... and 331 more ]
##
## L12.pdf :
## [1] "lakota" "oyat" "recov" "lakota" "territori" "trail"
## [7] "broken" "treati" "atlantic" "free" "press" "januari"
## [ ... and 331 more ]
##
## L13.pdf :
## [1] "longtim" "activist" "russel" "mean" "die" "year"
## [7] "fight" "american" "indian" "caus" "longtim" "indian"
## [ ... and 725 more ]
##
## L14.pdf :
## [1] "nativ" "american" "activist"
## [4] "led" "wound" "knee"
## [7] "occup" "record" "kitchener-waterloo"
## [10] "ontario" "october" "tuesday"
## [ ... and 263 more ]
##
## [ reached max_ndoc ... 9 more documents ]
Lakota.tokens2
#create dfm from first tokenized steps
#word cloud 
#co-occurance
## via govern state unite re-distributor
## 8169 7294 7054 6769 6465
## mean land peopl year content
## 6443 6397 6339 5869 5552
## [1] "via" "govern" "state" "unite"
## [5] "re-distributor" "mean" "land" "peopl"
## [9] "year" "content" "currenc" "american"
## [13] "aborigin" "rate" "comment" "dakota"
## [17] "water" "treati" "activist" "ride"
## [21] "post" "averag" "freedom" "law"
## [25] "offer"
