## 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 Azawad1.pdf  "\"          \"..." Azawad1 
## 2 Azawad10.pdf "\"          \"..." Azawad10
## 3 Azawad11.pdf "\"          \"..." Azawad11
## 4 Azawad12.pdf "\"      Mali\"..." Azawad12
## 5 Azawad13.pdf "\"   ‚l‚r‚l‚\"..." Azawad13
## 6 Azawad14.pdf "\"          \"..." Azawad14
## # … with 24 more rows

#create corpus

## [1] 30
##    docvar1
## 1  Azawad1
## 2 Azawad10
## 3 Azawad11
## 4 Azawad12
## 5 Azawad13
## 6 Azawad14
## Corpus consisting of 30 documents, showing 30 documents:
## 
##          Text Types Tokens Sentences  docvar1
##   Azawad1.pdf   500   1057        28  Azawad1
##  Azawad10.pdf   214    385        11 Azawad10
##  Azawad11.pdf   832   2072        74 Azawad11
##  Azawad12.pdf   479   1157        27 Azawad12
##  Azawad13.pdf   382    954        24 Azawad13
##  Azawad14.pdf   338    749        25 Azawad14
##  Azawad15.pdf   642   1820        94 Azawad15
##  Azawad16.pdf   390    800        21 Azawad16
##  Azawad17.pdf   581   1514        48 Azawad17
##  Azawad18.pdf   400    906        26 Azawad18
##  Azawad19.pdf   240    496         9 Azawad19
##   Azawad2.pdf   831   2207        92  Azawad2
##  Azawad20.pdf   513   1235        45 Azawad20
##  Azawad21.pdf   990   2670        83 Azawad21
##  Azawad22.pdf   612   1660        51 Azawad22
##  Azawad23.pdf   533   1146        36 Azawad23
##  Azawad24.pdf   262    602        11 Azawad24
##  Azawad25.pdf   494   1207        61 Azawad25
##  Azawad26.pdf   653   1766        49 Azawad26
##  Azawad27.pdf   488   1164        33 Azawad27
##  Azawad28.pdf   471    992        31 Azawad28
##  Azawad29.pdf   515   1209        28 Azawad29
##   Azawad3.pdf   182    333         8  Azawad3
##  Azawad30.pdf   711   1793        61 Azawad30
##   Azawad4.pdf   934   2625        82  Azawad4
##   Azawad5.pdf   281    646        19  Azawad5
##   Azawad6.pdf   463   1014        47  Azawad6
##   Azawad7.pdf   343    855        24  Azawad7
##   Azawad8.pdf  1100   3278       105  Azawad8
##   Azawad9.pdf   386    998        35  Azawad9

#create dfm

## Length  Class   Mode 
## 106410    dfm     S4

#Cleaning up using tokens

##              Length Class  Mode     
## Azawad1.pdf   572   -none- character
## Azawad10.pdf  194   -none- character
## Azawad11.pdf  981   -none- character
## Azawad12.pdf  557   -none- character
## Azawad13.pdf  471   -none- character
## Azawad14.pdf  412   -none- character
## Azawad15.pdf  781   -none- character
## Azawad16.pdf  399   -none- character
## Azawad17.pdf  728   -none- character
## Azawad18.pdf  444   -none- character
## Azawad19.pdf  241   -none- character
## Azawad2.pdf  1107   -none- character
## Azawad20.pdf  610   -none- character
## Azawad21.pdf 1442   -none- character
## Azawad22.pdf  817   -none- character
## Azawad23.pdf  564   -none- character
## Azawad24.pdf  281   -none- character
## Azawad25.pdf  610   -none- character
## Azawad26.pdf  806   -none- character
## Azawad27.pdf  587   -none- character
## Azawad28.pdf  484   -none- character
## Azawad29.pdf  598   -none- character
## Azawad3.pdf   174   -none- character
## Azawad30.pdf  860   -none- character
## Azawad4.pdf  1378   -none- character
## Azawad5.pdf   320   -none- character
## Azawad6.pdf   510   -none- character
## Azawad7.pdf   394   -none- character
## Azawad8.pdf  1539   -none- character
## Azawad9.pdf   473   -none- character

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

docname from to pre keyword post pattern
Azawad1.pdf 16 16 agenc franc press right reserv length word right
Azawad1.pdf 515 515 bassol said announc right direct expect coup right
Azawad10.pdf 13 13 saturday est llc right reserv web blog right
Azawad11.pdf 18 18 allafrica global media right reserv length word right
Azawad11.pdf 851 851 mission late went right mnla base talk right
Azawad12.pdf 22 22 british broadcast corpor right reserv length word right
Azawad12.pdf 539 539 share respons human right crime commit cours right
Azawad13.pdf 36 36 british broadcast corpor right reserv length word right
Azawad14.pdf 16 16 friday rtt new right reserv length word right
Azawad14.pdf 406 406 c rttnews.com right reserv load-dat april right
Azawad15.pdf 23 23 british broadcast corpor right reserv length word right
Azawad16.pdf 25 25 syndigate.info albawaba.com compani right reserv length word right
Azawad16.pdf 292 292 sanction way mali right now want keep right
Azawad16.pdf 311 311 said coup leader right attitud sanction lift right
Azawad17.pdf 22 22 british broadcast corpor right reserv length word right
Azawad18.pdf 21 21 british broadcast corpor right reserv length word right
Azawad18.pdf 356 356 said safeguard resid right war left singl right
Azawad19.pdf 24 24 british broadcast corpor right reserv length word right
Azawad2.pdf 20 20 media inc syndigate.info right reserv length word right
Azawad2.pdf 135 135 state separ mali right govern land call right
Azawad2.pdf 516 516 start new rebellion right meshkenani told al right
Azawad20.pdf 30 30 guardian newspap limit right reserv section guardian right
Azawad20.pdf 498 498 town menaka human right group said gaetan right
Azawad21.pdf 22 22 media inc syndigate.info right reserv length word right
Azawad22.pdf 22 22 british broadcast corpor right reserv length word right
Azawad23.pdf 17 17 pm est llc right reserv web blog right
Azawad24.pdf 23 23 british broadcast corpor right reserv length word right
Azawad25.pdf 17 17 cabl new network right reserv section world right
Azawad26.pdf 23 23 british broadcast corpor right reserv length word right
Azawad27.pdf 12 12 media pti ltd right reserv section africa right
Azawad27.pdf 340 340 accord report human right watch hrw sever right
Azawad28.pdf 16 16 syndigate.info albawaba.com compani right reserv length word right
Azawad29.pdf 23 23 british broadcast corpor right reserv length word right
Azawad3.pdf 23 23 british broadcast corpor right reserv length word right
Azawad30.pdf 14 14 york time compani right reserv section opinion right
Azawad30.pdf 457 457 least one thing right point divis outsid right
Azawad4.pdf 16 16 monitor internat ltd right reserv length word right
Azawad5.pdf 23 23 british broadcast corpor right reserv length word right
Azawad6.pdf 15 15 pm est llc right reserv length word right
Azawad7.pdf 23 23 british broadcast corpor right reserv length word right
Azawad8.pdf 14 14 pm est llc right reserv length word right
Azawad9.pdf 13 13 syndigate.info albawaba.com compani right reserv length word right
docname from to pre keyword post pattern
Azawad1.pdf 4 4 mali rebel declar independ north agenc franc independ
Azawad1.pdf 28 28 tuareg rebel declar independ friday north split independ
Azawad1.pdf 121 121 earli friday declar independ desert homeland call independ
Azawad1.pdf 136 136 nation solemn proclaim independ azawad today mossa independ
Azawad1.pdf 193 193 group regard so-cal independ azawad french foreign independ
Azawad1.pdf 206 206 consid unilater declar independ azawad null void independ
Azawad1.pdf 243 243 mali rebel declar independ north european union independ
Azawad1.pdf 277 277 ouyahia also shot independ claim tell franc independ
Azawad1.pdf 293 293 neighbour decad fight independ analyst warn easi independ
Azawad1.pdf 306 306 northern accept claim independ wit ground observ independ
Azawad1.pdf 398 398 consid malian interest independ tuareg state said independ
Azawad1.pdf 566 566 mali rebel declar independ north load-dat april independ
Azawad10.pdf 5 5 west spurn azawad independ antiwar.com new articl independ
Azawad10.pdf 32 32 rebel today declar independ azawad region point independ
Azawad10.pdf 87 87 coloni eventu becam independ african nation au independ
Azawad10.pdf 116 116 also reject azawad independ insist declar mean independ
Azawad11.pdf 91 91 l’azawad fight carv independ state encompass region independ
Azawad11.pdf 263 263 object struggl remain independ azawad pursu determin independ
Azawad11.pdf 300 300 rebellion mali rather independ ansar dine claim independ
Azawad11.pdf 887 887 noth told want independ hold referendum haidara independ
Azawad11.pdf 930 930 also believ quest independ azawad pipedream mnla independ
Azawad11.pdf 944 944 said go separat independ work countri diplomaci independ
Azawad12.pdf 235 235 mnla unilater declar independ azawad middl last independ
Azawad12.pdf 292 292 algerian border posit independ began chang particip independ
Azawad13.pdf 231 231 main point paper independ azawad accept islam independ
Azawad13.pdf 263 263 1990s 2000s mnla independ movement espous secular independ
Azawad14.pdf 6 6 mali rebel group independ proclam rtt new independ
Azawad14.pdf 27 27 friday reject declar independ tuareg rebel north independ
Azawad14.pdf 73 73 ruler also dismiss independ declar tuareg rebel independ
Azawad14.pdf 85 85 say unilater declar independ recogn african state independ
Azawad14.pdf 96 96 also reject rebel independ declar urg side independ
Azawad14.pdf 128 128 tuareg rebel declar independ region known azawad independ
Azawad14.pdf 156 156 tour solemn proclaim independ azawad today mossa independ
Azawad14.pdf 217 217 deni involv mnla independ plan mnla declar independ
Azawad14.pdf 232 232 enough territori creat independ azawad state edg independ
Azawad14.pdf 257 257 tuareg upris demand independ began decad ago independ
Azawad14.pdf 299 299 mali rebel group independ proclam last month independ
Azawad15.pdf 763 763 fpa accord question independ advoc mnla quit independ
Azawad16.pdf 4 4 mali rebel proclaim independ azawad pressur coup independ
Azawad16.pdf 46 46 azawad mnla proclaim independ azawad trumpet success independ
Azawad16.pdf 62 62 said solemn proclaim independ azawad today friday independ
Azawad16.pdf 99 99 base democrat constitut independ azawad mnla execut independ
Azawad16.pdf 109 109 communiti immedi recognis independ state ag attaher independ
Azawad16.pdf 197 197 mali rebel proclaim independ azawad pressur coup independ
Azawad16.pdf 335 335 separatist islamist declar independ mali crisi sinc independ
Azawad17.pdf 106 106 mali tuareg declar independ state azawad friday independ
Azawad17.pdf 113 113 april solemn proclaim independ azawad today mossa independ
Azawad17.pdf 177 177 base democrat constitut independ azawad declar question independ
Azawad17.pdf 196 196 govern forc claim independ war holi war independ
Azawad17.pdf 212 212 omar hamaha said independ revolut name islam independ
Azawad17.pdf 334 334 regim say final independ state azawad stick independ
Azawad17.pdf 350 350 communiti seem convinc independ state realist option independ
Azawad17.pdf 371 371 intern condemn group independ declar roll bodi independ
Azawad17.pdf 410 410 ruler dismiss declar independ french defenc minist independ
Azawad17.pdf 419 419 said unilater declar independ recognis african state independ
Azawad17.pdf 481 481 al-jazeera legal creat independ state tuareg take independ
Azawad17.pdf 499 499 accord intern law independ new fact never independ
Azawad17.pdf 526 526 ground fight legal independ state giuffrida said independ
Azawad17.pdf 592 592 intern communiti recognis independ complet accept role independ
Azawad18.pdf 102 102 new flag symbolis independ first inch cross independ
Azawad18.pdf 213 213 leaflet incit azawad independ militari oper took independ
Azawad19.pdf 37 37 forc abandon dream independ azawad retract previous independ
Azawad19.pdf 71 71 prepar chang demand independ autonomi azawad leader independ
Azawad19.pdf 79 79 set asid dream independ becom certain hang independ
Azawad19.pdf 132 132 delud dream tuareg independ push boast take independ
Azawad2.pdf 131 131 deposit africa dream independ state separ mali independ
Azawad2.pdf 184 184 al qaeda mali independ franc seri drought independ
Azawad2.pdf 249 249 french colon sinc independ state mali say independ
Azawad2.pdf 450 450 forc march declar independ state azawad northern independ
Azawad2.pdf 522 522 al jazeera declar independ april mnla spokesperson independ
Azawad2.pdf 550 550 democrat institut nonetheless independ declar prove prematur independ
Azawad2.pdf 559 559 mnla want secular independ state islamist interest independ
Azawad20.pdf 4 4 internat rebel declar independ north mali fear independ
Azawad20.pdf 62 62 power region declar independ nation insurgent nation independ
Azawad20.pdf 88 88 region proclaim irrevoc independ state azawad start independ
Azawad20.pdf 224 224 internat rebel declar independ north mali fear independ
Azawad20.pdf 285 285 date back countri independ french ethnic tuareg independ
Azawad20.pdf 347 347 ident reason need independ state nmla led independ
Azawad20.pdf 552 552 internat rebel declar independ north mali fear independ
Azawad21.pdf 406 406 renew long-stand demand independ desert state azawad independ
Azawad21.pdf 438 438 sinc mali gain independ franc malian refuge independ
Azawad21.pdf 863 863 mnla declar azawad independ mali notabl idea independ
Azawad21.pdf 877 877 idea give tuareg independ desert state sourc independ
Azawad21.pdf 1056 1056 tuareg renounc claim independ azawad embark negoti independ
Azawad22.pdf 5 5 leader say compromis independ algerian paper bbc independ
Azawad22.pdf 72 72 first retract demand independ second reject link independ
Azawad22.pdf 277 277 refus abandon demand independ reject negoti anyth independ
Azawad22.pdf 301 301 leader say compromis independ algerian paper statement independ
Azawad22.pdf 427 427 organ attempt undermin independ dream said one independ
Azawad22.pdf 537 537 concern imposit shari’ah independ repeat said opinion independ
Azawad22.pdf 681 681 leader say compromis independ algerian paper repli independ
Azawad22.pdf 691 691 rush reject idea independ stress import malian independ
Azawad22.pdf 706 706 us consolid endeavour independ may forc confront independ
Azawad23.pdf 83 83 texa mali gain independ franc popul just independ
Azawad23.pdf 482 482 websit mnla declar independ azawad mali proper independ
Azawad23.pdf 499 499 sign azawadi declar independ therebi formal announc independ
Azawad23.pdf 504 504 formal announc format independ state peopl azawad independ
Azawad23.pdf 510 510 azawad proclaim irrevoc independ state azawad start independ
Azawad24.pdf 130 130 toward aim azawad independ want secular democrat independ
Azawad25.pdf 40 40 say togeth rule independ islamic state tuareg independ
Azawad25.pdf 68 68 azawad mnla proclaim independ state azawad mnla independ
Azawad25.pdf 96 96 ago rebel declar independ region cradl nomad independ
Azawad25.pdf 102 102 nomad civil time independ said moussa ag independ
Azawad25.pdf 217 217 ideolog mnla fight independ azawad ansar dine independ
Azawad25.pdf 247 247 islamic state favor independ azawad accept islam independ
Azawad25.pdf 357 357 denounc rebel call independ reiter support territori independ
Azawad25.pdf 511 511 websit mnla declar independ azawad water page independ
Azawad27.pdf 161 161 malian govern win independ northern region azawad.thi independ
Azawad27.pdf 185 185 north proclaim azawad independ mali april take independ
Azawad27.pdf 287 287 conflict view newli independ region sever clash independ
Azawad27.pdf 294 294 mnla renounc claim independ azawad engag malian independ
Azawad27.pdf 362 362 tuareg group wed independ manag remain activ independ
Azawad28.pdf 73 73 enabl mnla proclaim independ azawad april set independ
Azawad28.pdf 196 196 facilit attaher said independ azawad remain basi independ
Azawad29.pdf 133 133 led declar azawad independ region cover area independ
Azawad29.pdf 158 158 azawad issu declar independ state way media independ
Azawad29.pdf 265 265 main town declar independ new azawad state independ
Azawad3.pdf 31 31 text report mauritanian independ news agenc al-akhbar independ
Azawad3.pdf 98 98 movement goal support independ azawad provinc statement independ
Azawad30.pdf 49 49 mali just declar independ henceforth like call independ
Azawad30.pdf 58 58 pleas solemn proclaim independ azawad today mossa independ
Azawad30.pdf 83 83 communiti recogn azawad independ order speed along independ
Azawad30.pdf 243 243 simpli pastur region independ provid tuareg around independ
Azawad30.pdf 254 254 first modern time independ countri last centuri independ
Azawad30.pdf 279 279 three time sinc independ last time water independ
Azawad30.pdf 407 407 sudden announc azawadian independ mali possibl face independ
Azawad30.pdf 498 498 interest establish tuareg independ enforc shariah law independ
Azawad30.pdf 570 570 govern focus tuareg independ like focus region independ
Azawad30.pdf 775 775 mali seneg becam independ togeth mali feder independ
Azawad30.pdf 808 808 point dutch war independ spain al qaeda independ
Azawad4.pdf 207 207 coloni era gain independ alongsid seneg part independ
Azawad4.pdf 226 226 nation septemb soon independ modibo keita took independ
Azawad4.pdf 259 259 rest mali want independ vast spars popul independ
Azawad4.pdf 784 784 mlna fight full independ mali independ touareg independ
Azawad4.pdf 786 786 full independ mali independ touareg nation southern independ
Azawad4.pdf 800 800 aqim commit azawad independ instead seek enforc independ
Azawad4.pdf 815 815 main aim azawad independ sharia law across independ
Azawad4.pdf 826 826 regard aim touareg independ neighbour algeria north independ
Azawad4.pdf 834 834 deepli oppos fear independ azawad state reignit independ
Azawad4.pdf 838 838 azawad state reignit independ claim south countri independ
Azawad4.pdf 1082 1082 sinc countri becam independ wage gdp per independ
Azawad5.pdf 5 5 tuareg rebel bid independ face key challeng independ
Azawad5.pdf 32 32 separatist rebel declar independ state northern mali independ
Azawad5.pdf 97 97 express opposit declar independ azawad state may independ
Azawad5.pdf 233 233 tuareg rebel bid independ face key challeng independ
Azawad5.pdf 255 255 azawad seek hasti independ told al-jazeera declar independ
Azawad5.pdf 259 259 told al-jazeera declar independ come just withdraw independ
Azawad5.pdf 274 274 front liber azawad independ come return stabil independ
Azawad5.pdf 295 295 said separatist seek independ main challeng multin independ
Azawad6.pdf 7 7 quest keep azawad independ rupe new februari independ
Azawad6.pdf 26 26 deliv solemn proclaim independ azawad today mossa independ
Azawad6.pdf 78 78 intellectu chieftain demand independ french presid charl independ
Azawad6.pdf 86 86 gaull attaher describ independ azawad remain basi independ
Azawad6.pdf 108 108 flood plain want independ french proteg govern independ
Azawad6.pdf 114 114 govern mali want independ tuareg also call independ
Azawad6.pdf 175 175 compaoré turag struggl independ mali new-th latest independ
Azawad6.pdf 229 229 africa mujao fight independ azawad march militari independ
Azawad6.pdf 255 255 azawad area declar independ april mali alway independ
Azawad6.pdf 274 274 quest keep azawad independ french invas mali independ
Azawad6.pdf 474 474 mao mao zulu independ war boer war independ
Azawad7.pdf 6 6 leader call touareg independ algerian paper bbc independ
Azawad7.pdf 46 46 movement grant us independ destroy al- qa’idah independ
Azawad7.pdf 92 92 soon touareg get independ destroy al-qa’idah mali independ
Azawad7.pdf 152 152 communiti grant us independ see end al-qa’idah independ
Azawad7.pdf 223 223 word discuss azawad independ freedom case prepar independ
Azawad7.pdf 280 280 mali grant us independ water page mali independ
Azawad7.pdf 288 288 leader call touareg independ algerian paper agali independ
Azawad7.pdf 335 335 point soon get independ azawad develop tourism independ
Azawad8.pdf 57 57 sahel beyond sinc independ tuareg mali niger independ
Azawad8.pdf 285 285 mnla declar azawad independ state declar azawad independ
Azawad8.pdf 289 289 state declar azawad independ receiv intern support independ
Azawad9.pdf 28 28 coup follow declar independ tuareg north leav independ
Azawad9.pdf 66 66 acherif announc creation independ state azawad yesterday independ
Azawad9.pdf 87 87 thursday said announc independ state azawad readi independ
Azawad9.pdf 134 134 fall capit bamako independ announc surpris mani independ
Azawad9.pdf 168 168 reject announc azawad independ militari rebel pressur independ
Azawad9.pdf 202 202 reject announc azawad independ us exampl alreadi independ
Azawad9.pdf 218 218 jupp said declar independ null valu part independ
Azawad9.pdf 416 416 support arm call independ state ad declar independ
Azawad9.pdf 420 420 state ad declar independ region intern power independ
Azawad9.pdf 428 428 choic can support independ azawad condit tuareg independ
Azawad9.pdf 437 437 al-qaeda can stand independ state second choic independ
docname from to pre keyword post pattern
Azawad11.pdf 712 712 defin main object free peopl azawad illeg free
Azawad25.pdf 346 346 disappoint govern inabl free region occupi neighbor free
Azawad6.pdf 501 501 rise -and total free unless european interfer free
Azawad8.pdf 1489 1489 help keep pambazuka free independent jeremi h free
docname from to pre keyword post pattern
docname from to pre keyword post pattern
Azawad10.pdf 188 188 malian junta seem decis defeat load-dat april decis
Azawad18.pdf 238 238 build resid rememb decis final battl fighter decis
Azawad21.pdf 52 52 bless mali announc decis twitter conced defeat decis
Azawad22.pdf 246 246 line movement ceasefir decis said issa akli decis
Azawad25.pdf 86 86 timbuktu milit celebr decis form bodi overse decis
Azawad25.pdf 335 335 accept rebel islamist decis way defend believ decis
Azawad28.pdf 137 137 mnla made tactic decis remov north face decis
docname from to pre keyword post pattern
docname from to pre keyword post pattern
Azawad11.pdf 889 889 want independ hold referendum haidara present flag referendum
docname from to pre keyword post pattern
docname from to pre keyword post pattern
Azawad1.pdf 48 48 european union former coloni power franc neighbour coloni
Azawad10.pdf 68 68 attempt formal european coloni ambit africa late coloni
Azawad10.pdf 82 82 border differ european-rul coloni sinc coloni eventu coloni
Azawad10.pdf 84 84 european-rul coloni sinc coloni eventu becam independ coloni
Azawad10.pdf 111 111 now franc mali coloni master also reject coloni
Azawad11.pdf 817 817 much cohabit impos coloni franc produc number coloni
Azawad14.pdf 69 69 franc mali former coloni ruler also dismiss coloni
Azawad17.pdf 406 406 franc mali former coloni ruler dismiss declar coloni
Azawad2.pdf 262 262 fought seri rebellion coloni sinc 20th centuri coloni
Azawad2.pdf 268 268 centuri brutal subdu coloni franc period suffer coloni
Azawad2.pdf 486 486 rise mali forerunn coloni friend deep-root bitter coloni
Azawad2.pdf 499 499 never accept french coloni franc gave land coloni
Azawad20.pdf 110 110 void franc former coloni power area said coloni
Azawad27.pdf 140 140 mali former french coloni began tuareg soldier coloni
Azawad30.pdf 117 117 mnla iter respect coloni border neighbor state coloni
Azawad30.pdf 266 266 time first french coloni administr usual known coloni
Azawad4.pdf 193 193 16th centuri french coloni forc conquer countri coloni
Azawad4.pdf 204 204 known french sudan coloni era gain independ coloni
Azawad6.pdf 325 325 never surrend french coloni system-thos loyal britain coloni
Azawad6.pdf 419 419 well remain legaci coloni ink map-european name coloni
Azawad7.pdf 239 239 touareg told french coloni wish merg republ coloni
Azawad9.pdf 455 455 reconsider border inherit coloni set preced launch coloni
docname from to pre keyword post pattern
Azawad20.pdf 574 574 agenda sack town occupi point cut suppli occupi
Azawad21.pdf 636 636 tuareg slave still occupi lowest posit tuareg occupi
Azawad24.pdf 48 48 war terrorist organ occupi town northern mali occupi
Azawad25.pdf 50 50 group ansar dine occupi northern mali reach occupi
Azawad25.pdf 122 122 state come region occupi rebel said separatist occupi
Azawad25.pdf 348 348 inabl free region occupi neighbor countri intern occupi
Azawad25.pdf 494 494 aqim crimin group occupi vast north mali occupi
Azawad28.pdf 463 463 entri establish dialogu occupi north section malian occupi
Azawad6.pdf 46 46 turag abl quick occupi vast swath sahara occupi
docname from to pre keyword post pattern
docname from to pre keyword post pattern
Azawad1.pdf 145 145 spokesman nation movement liber azawad mnla said liber
Azawad11.pdf 86 86 nation pour la liber de l’azawad fight liber
Azawad11.pdf 335 335 far north part liber azawad movement exagger liber
Azawad12.pdf 65 65 leader nation front liber azawad mnla told liber
Azawad13.pdf 50 50 rebel nation movement liber azawad islamist ansar liber
Azawad13.pdf 124 124 name nation movement liber azawad mnla islamist liber
Azawad14.pdf 166 166 mali nation movement liber azawad mnla said liber
Azawad14.pdf 246 246 midnight thursday complet liber azawad territori given liber
Azawad15.pdf 58 58 within nation movement liber azawad mnla risk liber
Azawad16.pdf 42 42 mali nation movement liber azawad mnla proclaim liber
Azawad16.pdf 52 52 success decades-old struggl liber homeland mossa ag liber
Azawad16.pdf 125 125 end import fight liber now biggest task liber
Azawad17.pdf 295 295 move spare live liber movement support principl liber
Azawad17.pdf 607 607 end import fight liber now biggest task liber
Azawad18.pdf 60 60 kidal fighter azawad liber movement nation movement liber
Azawad18.pdf 64 64 movement nation movement liber azawad control region liber
Azawad18.pdf 142 142 prior agreement azawad liber movement tinzouatin categor liber
Azawad18.pdf 243 243 battl fighter azawad liber movement last bastion liber
Azawad18.pdf 270 270 polit secretariat azawad liber movement enter northern liber
Azawad18.pdf 302 302 militari command azawad liber movement northern region liber
Azawad18.pdf 316 316 militari command azawad liber movement ashbirsh transliter liber
Azawad18.pdf 336 336 consid bearer azawad liber messag command larg liber
Azawad18.pdf 368 368 impact area process liber land project tuareg liber
Azawad19.pdf 59 59 malian nation movement liber azawad chang polici liber
Azawad2.pdf 430 430 form nation movement liber azawad mnla political-militari liber
Azawad2.pdf 536 536 therefor gather nation liber movement put armi liber
Azawad2.pdf 773 773 region includ macina liber front take inspir liber
Azawad20.pdf 67 67 insurgent nation movement liber azawad nmla made liber
Azawad20.pdf 415 415 fli nation movement liber azawad boko haram liber
Azawad21.pdf 270 270 sahara desert malian liber invok racial discours liber
Azawad21.pdf 327 327 domin nation movement liber azawad mnla polit liber
Azawad21.pdf 857 857 mnla azawad nation liber movement june mnla liber
Azawad21.pdf 947 947 militia call nation liber front azawad fnla liber
Azawad22.pdf 63 63 militari command azawad liber movement nation movement liber
Azawad22.pdf 67 67 movement nation movement liber azawad first retract liber
Azawad22.pdf 211 211 collect name azawad liber movement leader feel liber
Azawad22.pdf 251 251 issa akli azawad liber movement field command liber
Azawad22.pdf 463 463 assist plot azawad liber movement algeria ask liber
Azawad22.pdf 487 487 misreport event azawad liber movement consid support liber
Azawad22.pdf 566 566 heavi weapon azawad liber movement kept indic liber
Azawad23.pdf 462 462 call nation movement liber azawad mnla seek liber
Azawad24.pdf 41 41 equat north azawad liber movement announc enter liber
Azawad24.pdf 63 63 whole world azawad liber movement stress secular liber
Azawad24.pdf 81 81 war nation movement liber azawad terrorist group liber
Azawad24.pdf 119 119 point azawad nation liber movement wage war liber
Azawad25.pdf 64 64 movement nation movement liber azawad mnla proclaim liber
Azawad26.pdf 64 64 leader nation movement liber azawad mnla ansar liber
Azawad27.pdf 154 154 form nation movement liber azawad mnla fought liber
Azawad28.pdf 175 175 like gao timbuktu liber narco-traffick thiev rapist liber
Azawad29.pdf 175 175 armed nation movement liber azawad azawad nation liber
Azawad29.pdf 349 349 point nation movement liber azawad arrang travel liber
Azawad3.pdf 90 90 affili nation movement liber azawad stress commit liber
Azawad3.pdf 148 148 said nation movement liber azawad assur azawad liber
Azawad30.pdf 103 103 rebel nation movement liber azawad known french liber
Azawad4.pdf 457 457 group nation movement liber azawad mlna establish liber
Azawad5.pdf 67 67 separatist nation movement liber azawad mnla ethnic liber
Azawad5.pdf 198 198 mali establish front liber azawad correspond shown liber
Azawad5.pdf 240 240 fighter arab front liber azawad correspond said liber
Azawad5.pdf 272 272 spokesman arab front liber azawad independ come liber
Azawad6.pdf 291 291 signatur western power liber african nation tigri liber
Azawad6.pdf 353 353 neo-colonialist lost time liber acheh south sudan liber
Azawad7.pdf 61 61 chairman nation movement liber azawad polit bureau liber
Azawad9.pdf 58 58 secretari nation movement liber azawad mnla bilal liber
Azawad9.pdf 108 108 end militari oper liber north complet focus liber
docname from to pre keyword post pattern
Azawad30.pdf 414 414 protract period de facto partit unclear whether facto
Azawad30.pdf 559 559 also determin de facto de jure border facto
docname from to pre keyword post pattern
docname from to pre keyword post pattern
Azawad21.pdf 523 523 mali colour line equal deep-seat sens grievanc equal
docname from to pre keyword post pattern
docname from to pre keyword post pattern
docname from to pre keyword post pattern
Azawad12.pdf 495 495 still sore result massacr target civilian basi massacr
Azawad7.pdf 112 112 islamic maghreb akalhok massacr perpetr said assur massacr
Azawad8.pdf 235 235 troop run ammunit massacr cold blood januari massacr
Azawad8.pdf 662 662 bomb franc notori massacr civilian perpetr militari massacr
docname from to pre keyword post pattern
docname from to pre keyword post pattern
docname from to pre keyword post pattern
docname from to pre keyword post pattern
docname from to pre keyword post pattern
Azawad11.pdf 558 558 fight bloodi drain war allianc national des war
Azawad12.pdf 313 313 negoti suspend outbreak war mali day ago war
Azawad12.pdf 400 400 well land technic war desert plus fact war
Azawad13.pdf 210 210 now refus declar war terror agreement also war
Azawad17.pdf 197 197 forc claim independ war holi war legal war
Azawad17.pdf 199 199 independ war holi war legal war name war
Azawad17.pdf 201 201 holi war legal war name islam rebellion war
Azawad17.pdf 327 327 pride decad suffer war fight describ oppress war
Azawad18.pdf 357 357 safeguard resid right war left singl resid war
Azawad18.pdf 364 364 area regrett aftermath war impact area process war
Azawad2.pdf 147 147 potenti trigger biggest war sahara seen centuri war
Azawad2.pdf 178 178 middl powder cake war tuareg rebel al war
Azawad2.pdf 966 966 boumama told cnn war start expect causal war
Azawad21.pdf 115 115 describ analyst racial war obviousli elect end war
Azawad21.pdf 169 169 line protract racial war mali black african war
Azawad21.pdf 262 262 generat intensifi civil war countri straddl southern war
Azawad21.pdf 348 348 armi return mali war start mnla militarili war
Azawad21.pdf 381 381 end libyan civil war led massiv influx war
Azawad21.pdf 964 964 suck intern jihadist war earli june niger war
Azawad21.pdf 1237 1237 framework start dialogu war parti malian conflict war
Azawad21.pdf 1320 1320 issu fourth 18-month war mali left trail war
Azawad22.pdf 45 45 want drag algeria war us publish privately-own war
Azawad22.pdf 409 409 respect howev prepar war azawad command seem war
Azawad22.pdf 474 474 angri perhap drag war us passag omit war
Azawad23.pdf 64 64 threaten launch total war tuareg rebel islamist war
Azawad23.pdf 335 335 recur famin civil war also suffer deplet war
Azawad23.pdf 359 359 problem threat civil war prompt insurg north war
Azawad23.pdf 539 539 likelihood bloodi civil war remain sober possibl war
Azawad24.pdf 45 45 movement announc enter war terrorist organ occupi war
Azawad24.pdf 58 58 describ fight terror war enemi whole world war
Azawad24.pdf 70 70 point refer declar war terrorist group northern war
Azawad24.pdf 78 78 said statement yesterday war nation movement liber war
Azawad24.pdf 122 122 liber movement wage war islam arab ad war
Azawad26.pdf 623 623 us also say war posit terrain leader war
Azawad27.pdf 150 150 fight libyan civil war form nation movement war
Azawad29.pdf 259 259 hous azawad fled war timbuktu gao main war
Azawad29.pdf 380 380 owner told us war booti taken malian war
Azawad30.pdf 807 807 turn point dutch war independ spain al war
Azawad6.pdf 130 130 sinc incept describ war mali-al complic french war
Azawad6.pdf 475 475 mao zulu independ war boer war other war
Azawad6.pdf 477 477 independ war boer war other across afriqa war
Azawad8.pdf 239 239 cold blood januari war crime refer internat war
Azawad8.pdf 492 492 volum terror global war terror gwot sahara-sahel war
Azawad8.pdf 609 609 affair us naval war colleg blew whistl war
Azawad8.pdf 1431 1431 investig full-blown investig war crime associ atroc war
docname from to pre keyword post pattern
docname from to pre keyword post pattern
## Tokens consisting of 30 documents and 1 docvar.
## Azawad1.pdf :
##  [1] "mali"     "rebel"    "declar"   "independ" "north"    "agenc"   
##  [7] "franc"    "press"    "english"  "april"    "friday"   "gmt"     
## [ ... and 560 more ]
## 
## Azawad10.pdf :
##  [1] "au"          "west"        "spurn"       "azawad"      "independ"   
##  [6] "antiwar.com" "new"         "articl"      "april"       "saturday"   
## [11] "est"         "llc"        
## [ ... and 182 more ]
## 
## Azawad11.pdf :
##  [1] "warrior"   "websit"    "new"       "kind"      "rebellion" "mali"     
##  [7] "un"        "integrat"  "region"    "informat"  "network"   "nairobi"  
## [ ... and 969 more ]
## 
## Azawad12.pdf :
##  [1] "malian"     "separatist" "group"      "offici"     "blame"     
##  [6] "islamist"   "group"      "isol"       "bbc"        "monitor"   
## [11] "africa"     "polit"     
## [ ... and 545 more ]
## 
## Azawad13.pdf :
##  [1] "l" "r" "l" "r" "l" "r" "l" "r" "l" "r" "l" "r"
## [ ... and 459 more ]
## 
## Azawad14.pdf :
##  [1] "au"       "reject"   "mali"     "rebel"    "group"    "independ"
##  [7] "proclam"  "rtt"      "new"      "unite"    "state"    "april"   
## [ ... and 400 more ]
## 
## [ reached max_ndoc ... 24 more documents ]
docname from to pre keyword post pattern
docname from to pre keyword post pattern
docname from to pre keyword post pattern
docname from to pre keyword post pattern
docname from to pre keyword post pattern
docname from to pre keyword post pattern
docname from to pre keyword post pattern
docname from to pre keyword post pattern
docname from to pre keyword post pattern
docname from to pre keyword post pattern
docname from to pre keyword post pattern
docname from to pre keyword post pattern
docname from to pre keyword post pattern
docname from to pre keyword post pattern
docname from to pre keyword post pattern
docname from to pre keyword post pattern
docname from to pre keyword post pattern
docname from to pre keyword post pattern
docname from to pre keyword post pattern
docname from to pre keyword post pattern
docname from to pre keyword post pattern
docname from to pre keyword post pattern
docname from to pre keyword post pattern
docname from to pre keyword post pattern
docname from to pre keyword post pattern
docname from to pre keyword post pattern
docname from to pre keyword post pattern
docname from to pre keyword post pattern
docname from to pre keyword post pattern
docname from to pre keyword post pattern
docname from to pre keyword post pattern
docname from to pre keyword post pattern
docname from to pre keyword post pattern
docname from to pre keyword post pattern
docname from to pre keyword post pattern
docname from to pre keyword post pattern
docname from to pre keyword post pattern
docname from to pre keyword post pattern
docname from to pre keyword post pattern
docname from to pre keyword post pattern
docname from to pre keyword post pattern
docname from to pre keyword post pattern

Azawad.tokens2

#create dfm from first tokenized steps

#word cloud

#co-occurance

##  govern     drs  malian  azawad   state    mnla control   elect     one   keita 
##   46715   40393   31859   30755   26862   26379   26188   25894   22295   21314
##  [1] "govern"   "drs"      "malian"   "azawad"   "state"    "mnla"    
##  [7] "control"  "elect"    "one"      "keita"    "presid"   "said"    
## [13] "touareg"  "forc"     "war"      "movement" "sahara"   "support" 
## [19] "remain"   "militari" "back"     "take"     "leader"   "group"   
## [25] "region"